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SemEval-2022-Task-10
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  1. .gitattributes +4 -0
  2. models/mpqa/sdp_random/60/model_vi_mpqa_infoxlm_10 +3 -0
  3. models/mpqa/sdp_random/60/model_vi_mpqa_infoxlm_10.train.log +673 -0
  4. models/mpqa/sdp_random/60/model_vi_mpqa_mbert_8 +3 -0
  5. models/mpqa/sdp_random/60/model_vi_mpqa_mbert_8.train.log +409 -0
  6. models/mpqa/sdp_random/60/model_vi_mpqa_roberta_6 +3 -0
  7. models/mpqa/sdp_random/60/model_vi_mpqa_roberta_6.train.log +840 -0
  8. models/mpqa/sdp_random/60/model_vi_mpqa_twxlmsa_9 +3 -0
  9. models/mpqa/sdp_random/60/model_vi_mpqa_twxlmsa_9.train.log +643 -0
  10. models/mpqa/sdp_random/60/model_vi_mpqa_xlm_10.train.log +79 -0
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+ 2024-01-02 02:49:33 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/60/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/60/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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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+ 2024-01-02 02:49:33 INFO Building the fields
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+ 2024-01-02 02:49:35 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-01-02 02:49:35 INFO Building the model
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+ 2024-01-02 02:49:39 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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+ 2024-01-02 02:49:39 INFO Loading the data
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+ 2024-01-02 02:49:47 INFO
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+ train: Dataset(n_sentences=3522, n_batches=71, n_buckets=32)
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+ dev: Dataset(n_sentences=1236, n_batches=35, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
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+
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+ 2024-01-02 02:49:47 INFO Epoch 1 / 5000:
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+ 2024-01-02 02:50:05 INFO lr: 4.9990e-05 - loss: 0.0856 - UP: 0.38% UR: 0.27% UF: 0.32% P: 0.09% R: 0.07% F: 0.08%
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+ 2024-01-02 02:50:07 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-02 02:50:10 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-01-02 02:50:10 INFO 0:00:23.712635s elapsed
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+
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+ 2024-01-02 02:50:10 INFO Epoch 2 / 5000:
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+ 2024-01-02 02:50:27 INFO lr: 4.9980e-05 - loss: 0.0690 - UP: 8.25% UR: 0.09% UF: 0.17% P: 6.19% R: 0.07% F: 0.13%
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+ 2024-01-02 02:50:29 INFO dev: loss: nan - UP: 53.66% UR: 1.58% UF: 3.07% P: 43.90% R: 1.29% F: 2.51%
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+ 2024-01-02 02:50:33 INFO test: loss: nan - UP: 55.00% UR: 1.39% UF: 2.72% P: 44.17% R: 1.12% F: 2.18%
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+ 2024-01-02 02:50:38 INFO 0:00:22.405882s elapsed (saved)
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+
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+ 2024-01-02 02:50:38 INFO Epoch 3 / 5000:
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+ 2024-01-02 02:50:55 INFO lr: 4.9970e-05 - loss: 0.0816 - UP: 26.15% UR: 0.74% UF: 1.44% P: 21.54% R: 0.61% F: 1.19%
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+ 2024-01-02 02:50:57 INFO dev: loss: nan - UP: 51.02% UR: 2.69% UF: 5.12% P: 43.54% R: 2.30% F: 4.37%
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+ 2024-01-02 02:51:00 INFO test: loss: nan - UP: 64.44% UR: 3.25% UF: 6.19% P: 48.95% R: 2.47% F: 4.71%
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+ 2024-01-02 02:51:06 INFO 0:00:22.228722s elapsed (saved)
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+ 2024-01-02 02:51:06 INFO Epoch 4 / 5000:
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+ 2024-01-02 02:51:23 INFO lr: 4.9960e-05 - loss: 0.0818 - UP: 32.27% UR: 1.32% UF: 2.53% P: 30.13% R: 1.23% F: 2.36%
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+ 2024-01-02 02:51:25 INFO dev: loss: nan - UP: 66.00% UR: 2.37% UF: 4.58% P: 61.00% R: 2.19% F: 4.23%
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+ 2024-01-02 02:51:28 INFO test: loss: nan - UP: 75.60% UR: 2.68% UF: 5.18% P: 62.50% R: 2.22% F: 4.28%
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+ 2024-01-02 02:51:28 INFO 0:00:22.115648s elapsed
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+
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+ 2024-01-02 02:51:28 INFO Epoch 5 / 5000:
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+ 2024-01-02 02:51:45 INFO lr: 4.9950e-05 - loss: 0.0575 - UP: 44.96% UR: 3.40% UF: 6.31% P: 41.79% R: 3.16% F: 5.87%
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+ 2024-01-02 02:51:48 INFO dev: loss: nan - UP: 41.49% UR: 10.78% UF: 17.11% P: 38.73% R: 10.06% F: 15.97%
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+ 2024-01-02 02:51:51 INFO test: loss: nan - UP: 39.23% UR: 13.08% UF: 19.62% P: 36.25% R: 12.09% F: 18.13%
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+ 2024-01-02 02:51:57 INFO 0:00:22.386828s elapsed (saved)
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+ 2024-01-02 02:52:14 INFO lr: 4.9940e-05 - loss: 0.0516 - UP: 46.35% UR: 4.97% UF: 8.98% P: 44.62% R: 4.79% F: 8.65%
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+ 2024-01-02 02:52:16 INFO dev: loss: nan - UP: 43.98% UR: 13.91% UF: 21.13% P: 43.18% R: 13.65% F: 20.75%
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+ 2024-01-02 02:52:19 INFO test: loss: nan - UP: 38.07% UR: 14.71% UF: 21.22% P: 36.05% R: 13.92% F: 20.09%
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+ 2024-01-02 02:52:25 INFO 0:00:22.261988s elapsed (saved)
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+ 2024-01-02 02:52:25 INFO Epoch 7 / 5000:
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+ 2024-01-02 02:52:42 INFO lr: 4.9930e-05 - loss: 0.0359 - UP: 43.67% UR: 6.57% UF: 11.43% P: 42.23% R: 6.36% F: 11.05%
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+ 2024-01-02 02:52:44 INFO dev: loss: nan - UP: 55.69% UR: 12.83% UF: 20.85% P: 53.82% R: 12.40% F: 20.15%
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+ 2024-01-02 02:52:47 INFO test: loss: nan - UP: 54.10% UR: 13.37% UF: 21.45% P: 51.03% R: 12.61% F: 20.23%
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+ 2024-01-02 02:52:47 INFO 0:00:22.348523s elapsed
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+ 2024-01-02 02:52:47 INFO Epoch 8 / 5000:
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+ 2024-01-02 02:53:04 INFO lr: 4.9920e-05 - loss: 0.0478 - UP: 50.98% UR: 10.44% UF: 17.33% P: 50.24% R: 10.29% F: 17.07%
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+ 2024-01-02 02:53:07 INFO dev: loss: nan - UP: 45.37% UR: 19.01% UF: 26.79% P: 43.83% R: 18.36% F: 25.88%
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+ 2024-01-02 02:53:10 INFO test: loss: nan - UP: 46.59% UR: 19.80% UF: 27.79% P: 44.11% R: 18.74% F: 26.30%
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+ 2024-01-02 02:53:16 INFO 0:00:22.433894s elapsed (saved)
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+ 2024-01-02 02:53:16 INFO Epoch 9 / 5000:
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+ 2024-01-02 02:53:33 INFO lr: 4.9910e-05 - loss: 0.0169 - UP: 53.20% UR: 13.57% UF: 21.63% P: 52.26% R: 13.33% F: 21.25%
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+ 2024-01-02 02:53:35 INFO dev: loss: nan - UP: 49.51% UR: 21.92% UF: 30.39% P: 48.86% R: 21.63% F: 29.99%
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+ 2024-01-02 02:53:39 INFO test: loss: nan - UP: 44.86% UR: 21.87% UF: 29.40% P: 42.83% R: 20.87% F: 28.07%
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+ 2024-01-02 02:53:45 INFO 0:00:22.367106s elapsed (saved)
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+
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+ 2024-01-02 02:53:45 INFO Epoch 10 / 5000:
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+ 2024-01-02 02:54:02 INFO lr: 4.9900e-05 - loss: 0.0096 - UP: 56.13% UR: 16.49% UF: 25.49% P: 55.06% R: 16.17% F: 25.00%
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+ 2024-01-02 02:54:04 INFO dev: loss: nan - UP: 52.36% UR: 18.72% UF: 27.58% P: 49.65% R: 17.75% F: 26.15%
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+ 2024-01-02 02:54:07 INFO test: loss: nan - UP: 50.24% UR: 21.74% UF: 30.35% P: 47.71% R: 20.64% F: 28.82%
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+ 2024-01-02 02:54:07 INFO 0:00:22.473671s elapsed
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+ 2024-01-02 02:54:07 INFO Epoch 11 / 5000:
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+ 2024-01-02 02:54:24 INFO lr: 4.9890e-05 - loss: 0.0260 - UP: 57.42% UR: 18.06% UF: 27.47% P: 56.80% R: 17.86% F: 27.18%
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+ 2024-01-02 02:54:26 INFO dev: loss: nan - UP: 46.69% UR: 34.96% UF: 39.98% P: 45.63% R: 34.17% F: 39.08%
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+ 2024-01-02 02:54:30 INFO test: loss: nan - UP: 40.28% UR: 31.95% UF: 35.63% P: 39.34% R: 31.21% F: 34.81%
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+ 2024-01-02 02:54:36 INFO 0:00:22.435428s elapsed (saved)
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+ 2024-01-02 02:54:36 INFO Epoch 12 / 5000:
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+ 2024-01-02 02:54:52 INFO lr: 4.9880e-05 - loss: 0.0437 - UP: 58.29% UR: 18.63% UF: 28.24% P: 57.30% R: 18.32% F: 27.76%
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+ 2024-01-02 02:54:54 INFO dev: loss: nan - UP: 42.31% UR: 26.70% UF: 32.74% P: 40.03% R: 25.26% F: 30.98%
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+ 2024-01-02 02:54:57 INFO test: loss: nan - UP: 40.40% UR: 26.58% UF: 32.06% P: 38.15% R: 25.10% F: 30.28%
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+ 2024-01-02 02:54:57 INFO 0:00:21.720560s elapsed
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+ 2024-01-02 02:54:57 INFO Epoch 13 / 5000:
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+ 2024-01-02 02:55:15 INFO lr: 4.9870e-05 - loss: 0.0031 - UP: 61.76% UR: 24.73% UF: 35.32% P: 61.29% R: 24.54% F: 35.05%
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+ 2024-01-02 02:55:17 INFO dev: loss: nan - UP: 53.86% UR: 23.82% UF: 33.03% P: 52.15% R: 23.07% F: 31.99%
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+ 2024-01-02 02:55:20 INFO test: loss: nan - UP: 51.45% UR: 21.74% UF: 30.57% P: 48.55% R: 20.52% F: 28.84%
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+ 2024-01-02 02:55:20 INFO 0:00:22.463339s elapsed
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+ 2024-01-02 02:55:37 INFO lr: 4.9860e-05 - loss: 0.0185 - UP: 58.60% UR: 24.70% UF: 34.75% P: 57.75% R: 24.34% F: 34.24%
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+ 2024-01-02 02:55:39 INFO dev: loss: nan - UP: 51.95% UR: 15.31% UF: 23.65% P: 49.76% R: 14.66% F: 22.65%
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+ 2024-01-02 02:55:42 INFO test: loss: nan - UP: 48.92% UR: 15.25% UF: 23.26% P: 45.19% R: 14.09% F: 21.48%
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+ 2024-01-02 02:55:42 INFO 0:00:22.333724s elapsed
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+ 2024-01-02 02:55:59 INFO lr: 4.9850e-05 - loss: 0.0220 - UP: 57.86% UR: 19.10% UF: 28.72% P: 57.27% R: 18.91% F: 28.43%
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+ 2024-01-02 02:56:01 INFO dev: loss: nan - UP: 48.75% UR: 26.66% UF: 34.47% P: 46.85% R: 25.62% F: 33.12%
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+ 2024-01-02 02:56:05 INFO test: loss: nan - UP: 45.04% UR: 24.07% UF: 31.37% P: 42.74% R: 22.84% F: 29.77%
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+ 2024-01-02 02:56:05 INFO 0:00:22.347544s elapsed
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+ 2024-01-02 02:56:21 INFO lr: 4.9840e-05 - loss: 0.0079 - UP: 61.46% UR: 24.90% UF: 35.44% P: 60.97% R: 24.71% F: 35.16%
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+ 2024-01-02 02:56:23 INFO dev: loss: nan - UP: 64.27% UR: 19.91% UF: 30.40% P: 62.41% R: 19.33% F: 29.52%
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+ 2024-01-02 02:56:27 INFO test: loss: nan - UP: 58.43% UR: 19.04% UF: 28.72% P: 55.58% R: 18.11% F: 27.31%
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+ 2024-01-02 02:56:27 INFO 0:00:21.892431s elapsed
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+ 2024-01-02 02:56:42 INFO lr: 4.9830e-05 - loss: 0.0116 - UP: 67.93% UR: 33.82% UF: 45.15% P: 67.75% R: 33.73% F: 45.04%
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+ 2024-01-02 02:56:43 INFO dev: loss: nan - UP: 44.13% UR: 40.89% UF: 42.45% P: 42.77% R: 39.63% F: 41.14%
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+ 2024-01-02 02:56:44 INFO test: loss: nan - UP: 39.39% UR: 37.12% UF: 38.22% P: 37.86% R: 35.69% F: 36.74%
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+ 2024-01-02 02:56:51 INFO 0:00:17.737139s elapsed (saved)
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+ 2024-01-02 02:56:51 INFO Epoch 18 / 5000:
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+ 2024-01-02 02:57:07 INFO lr: 4.9820e-05 - loss: 0.0178 - UP: 67.02% UR: 34.87% UF: 45.87% P: 66.89% R: 34.81% F: 45.79%
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+ 2024-01-02 02:57:09 INFO dev: loss: nan - UP: 49.95% UR: 38.05% UF: 43.20% P: 48.49% R: 36.94% F: 41.93%
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+ 2024-01-02 02:57:13 INFO test: loss: nan - UP: 42.05% UR: 33.49% UF: 37.29% P: 39.98% R: 31.84% F: 35.45%
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+ 2024-01-02 02:57:19 INFO 0:00:21.870407s elapsed (saved)
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+ 2024-01-02 02:57:19 INFO Epoch 19 / 5000:
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+ 2024-01-02 02:57:36 INFO lr: 4.9810e-05 - loss: 0.0218 - UP: 69.59% UR: 36.34% UF: 47.75% P: 69.34% R: 36.21% F: 47.58%
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+ 2024-01-02 02:57:38 INFO dev: loss: nan - UP: 53.48% UR: 29.57% UF: 38.08% P: 51.85% R: 28.67% F: 36.93%
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+ 2024-01-02 02:57:41 INFO test: loss: nan - UP: 50.92% UR: 28.63% UF: 36.65% P: 48.63% R: 27.34% F: 35.00%
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+ 2024-01-02 02:57:41 INFO 0:00:22.402556s elapsed
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+ 2024-01-02 02:57:41 INFO Epoch 20 / 5000:
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+ 2024-01-02 02:57:58 INFO lr: 4.9800e-05 - loss: 0.0026 - UP: 68.39% UR: 36.90% UF: 47.93% P: 67.76% R: 36.56% F: 47.49%
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+ 2024-01-02 03:16:32 INFO 0:00:22.183774s elapsed (saved)
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+ 2024-01-02 03:17:23 INFO 0:00:22.238678s elapsed (saved)
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+ 2024-01-02 03:18:52 INFO 0:00:22.443397s elapsed
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+ 2024-01-02 03:19:09 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 86.78% UR: 79.75% UF: 83.11% P: 86.68% R: 79.65% F: 83.01%
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+ 2024-01-02 03:19:59 INFO 0:00:22.320939s elapsed
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+ 2024-01-02 03:22:30 INFO lr: 4.9160e-05 - loss: 0.0007 - UP: 86.85% UR: 76.08% UF: 81.11% P: 86.58% R: 75.84% F: 80.85%
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+ 2024-01-02 03:22:32 INFO dev: loss: nan - UP: 46.89% UR: 45.27% UF: 46.07% P: 45.40% R: 43.84% F: 44.61%
571
+ 2024-01-02 03:22:35 INFO test: loss: nan - UP: 42.94% UR: 40.76% UF: 41.82% P: 41.25% R: 39.15% F: 40.17%
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+ 2024-01-02 03:22:35 INFO 0:00:22.012293s elapsed
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+ 2024-01-02 03:22:52 INFO lr: 4.9150e-05 - loss: 0.0021 - UP: 89.70% UR: 79.92% UF: 84.53% P: 89.37% R: 79.63% F: 84.22%
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+ 2024-01-02 03:22:54 INFO dev: loss: nan - UP: 57.53% UR: 33.78% UF: 42.56% P: 55.69% R: 32.70% F: 41.20%
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+ 2024-01-02 03:22:57 INFO test: loss: nan - UP: 49.77% UR: 30.13% UF: 37.54% P: 47.40% R: 28.69% F: 35.75%
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+ 2024-01-02 03:22:57 INFO 0:00:22.238495s elapsed
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+ 2024-01-02 03:22:57 INFO Epoch 86 / 5000:
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+ 2024-01-02 03:23:14 INFO lr: 4.9140e-05 - loss: 0.0006 - UP: 92.05% UR: 86.26% UF: 89.06% P: 91.99% R: 86.21% F: 89.01%
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+ 2024-01-02 03:23:16 INFO dev: loss: nan - UP: 54.44% UR: 41.43% UF: 47.05% P: 52.79% R: 40.17% F: 45.62%
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+ 2024-01-02 03:23:20 INFO test: loss: nan - UP: 46.81% UR: 36.87% UF: 41.25% P: 44.82% R: 35.31% F: 39.50%
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+ 2024-01-02 03:23:20 INFO 0:00:22.066031s elapsed
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+ 2024-01-02 03:23:36 INFO lr: 4.9130e-05 - loss: 0.0010 - UP: 93.51% UR: 86.30% UF: 89.76% P: 93.49% R: 86.28% F: 89.74%
588
+ 2024-01-02 03:23:38 INFO dev: loss: nan - UP: 47.64% UR: 48.54% UF: 48.09% P: 46.09% R: 46.96% F: 46.52%
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+ 2024-01-02 03:23:42 INFO test: loss: nan - UP: 42.17% UR: 42.76% UF: 42.46% P: 40.40% R: 40.97% F: 40.68%
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+ 2024-01-02 03:23:42 INFO 0:00:22.112389s elapsed
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+
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+ 2024-01-02 03:23:59 INFO lr: 4.9120e-05 - loss: 0.0004 - UP: 91.62% UR: 86.84% UF: 89.17% P: 91.61% R: 86.83% F: 89.15%
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+ 2024-01-02 03:24:01 INFO dev: loss: nan - UP: 49.06% UR: 37.69% UF: 42.63% P: 47.33% R: 36.36% F: 41.13%
595
+ 2024-01-02 03:24:04 INFO test: loss: nan - UP: 47.92% UR: 33.91% UF: 39.72% P: 45.27% R: 32.03% F: 37.52%
596
+ 2024-01-02 03:24:04 INFO 0:00:22.606732s elapsed
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+
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+ 2024-01-02 03:24:21 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 92.72% UR: 86.59% UF: 89.55% P: 92.69% R: 86.57% F: 89.53%
600
+ 2024-01-02 03:24:23 INFO dev: loss: nan - UP: 53.84% UR: 44.59% UF: 48.78% P: 52.62% R: 43.59% F: 47.68%
601
+ 2024-01-02 03:24:26 INFO test: loss: nan - UP: 47.20% UR: 38.66% UF: 42.51% P: 45.14% R: 36.97% F: 40.65%
602
+ 2024-01-02 03:24:26 INFO 0:00:21.983469s elapsed
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+
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+ 2024-01-02 03:24:26 INFO Epoch 90 / 5000:
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+ 2024-01-02 03:24:37 INFO lr: 4.9100e-05 - loss: 0.0003 - UP: 94.06% UR: 89.39% UF: 91.66% P: 94.03% R: 89.37% F: 91.64%
606
+ 2024-01-02 03:24:39 INFO dev: loss: nan - UP: 52.08% UR: 44.05% UF: 47.73% P: 50.89% R: 43.05% F: 46.64%
607
+ 2024-01-02 03:24:43 INFO test: loss: nan - UP: 47.78% UR: 38.22% UF: 42.47% P: 45.72% R: 36.57% F: 40.64%
608
+ 2024-01-02 03:24:43 INFO 0:00:16.368062s elapsed
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+ 2024-01-02 03:25:00 INFO lr: 4.9090e-05 - loss: 0.0096 - UP: 89.46% UR: 82.28% UF: 85.72% P: 89.24% R: 82.09% F: 85.52%
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+ 2024-01-02 03:25:02 INFO dev: loss: nan - UP: 39.05% UR: 43.66% UF: 41.23% P: 37.48% R: 41.90% F: 39.57%
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+ 2024-01-02 03:25:05 INFO test: loss: nan - UP: 34.83% UR: 40.82% UF: 37.59% P: 33.39% R: 39.13% F: 36.03%
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+ 2024-01-02 03:25:05 INFO 0:00:22.283420s elapsed
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+ 2024-01-02 03:25:22 INFO lr: 4.9080e-05 - loss: 0.0029 - UP: 84.02% UR: 64.82% UF: 73.18% P: 83.48% R: 64.41% F: 72.72%
618
+ 2024-01-02 03:25:24 INFO dev: loss: nan - UP: 51.54% UR: 40.21% UF: 45.18% P: 50.81% R: 39.63% F: 44.53%
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+ 2024-01-02 03:25:27 INFO test: loss: nan - UP: 45.89% UR: 35.24% UF: 39.87% P: 44.37% R: 34.08% F: 38.55%
620
+ 2024-01-02 03:25:27 INFO 0:00:22.145911s elapsed
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624
+ 2024-01-02 03:25:46 INFO dev: loss: nan - UP: 44.87% UR: 50.09% UF: 47.33% P: 43.58% R: 48.65% F: 45.98%
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+ 2024-01-02 03:25:49 INFO test: loss: nan - UP: 39.62% UR: 41.75% UF: 40.65% P: 37.65% R: 39.68% F: 38.64%
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+ 2024-01-02 03:25:49 INFO 0:00:22.282074s elapsed
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+ 2024-01-02 03:26:06 INFO lr: 4.9060e-05 - loss: 0.0013 - UP: 91.55% UR: 86.44% UF: 88.92% P: 91.52% R: 86.41% F: 88.89%
630
+ 2024-01-02 03:26:08 INFO dev: loss: nan - UP: 53.32% UR: 44.74% UF: 48.65% P: 52.46% R: 44.02% F: 47.87%
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+ 2024-01-02 03:26:12 INFO test: loss: nan - UP: 46.91% UR: 38.05% UF: 42.02% P: 44.91% R: 36.43% F: 40.22%
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+ 2024-01-02 03:26:12 INFO 0:00:22.248151s elapsed
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+ 2024-01-02 03:26:28 INFO lr: 4.9050e-05 - loss: 0.0004 - UP: 92.22% UR: 85.43% UF: 88.69% P: 92.16% R: 85.37% F: 88.64%
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+ 2024-01-02 03:26:31 INFO dev: loss: nan - UP: 52.19% UR: 50.63% UF: 51.40% P: 51.19% R: 49.66% F: 50.41%
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+ 2024-01-02 03:26:34 INFO test: loss: nan - UP: 44.15% UR: 40.59% UF: 42.29% P: 41.90% R: 38.52% F: 40.14%
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+ 2024-01-02 03:26:34 INFO 0:00:22.184915s elapsed
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+ 2024-01-02 03:26:53 INFO dev: loss: nan - UP: 51.76% UR: 45.96% UF: 48.69% P: 50.63% R: 44.95% F: 47.62%
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+ 2024-01-02 03:26:56 INFO test: loss: nan - UP: 45.17% UR: 39.68% UF: 42.24% P: 43.17% R: 37.93% F: 40.38%
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+ 2024-01-02 03:26:56 INFO 0:00:22.218753s elapsed
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+ 2024-01-02 03:27:13 INFO lr: 4.9030e-05 - loss: 0.0020 - UP: 91.56% UR: 85.57% UF: 88.46% P: 91.53% R: 85.55% F: 88.44%
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+ 2024-01-02 03:27:15 INFO dev: loss: nan - UP: 43.38% UR: 52.25% UF: 47.40% P: 41.89% R: 50.45% F: 45.77%
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+ 2024-01-02 03:27:18 INFO test: loss: nan - UP: 39.33% UR: 43.99% UF: 41.53% P: 37.28% R: 41.69% F: 39.36%
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+ 2024-01-02 03:27:18 INFO 0:00:22.434844s elapsed
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+ 2024-01-02 03:27:35 INFO lr: 4.9020e-05 - loss: 0.0003 - UP: 92.75% UR: 89.33% UF: 91.01% P: 92.73% R: 89.32% F: 91.00%
654
+ 2024-01-02 03:27:37 INFO dev: loss: nan - UP: 55.02% UR: 44.66% UF: 49.31% P: 53.74% R: 43.62% F: 48.16%
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+ 2024-01-02 03:27:41 INFO test: loss: nan - UP: 49.01% UR: 39.13% UF: 43.52% P: 46.78% R: 37.35% F: 41.54%
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+ 2024-01-02 03:27:41 INFO 0:00:22.268669s elapsed
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+ 2024-01-02 03:27:58 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 93.95% UR: 89.77% UF: 91.81% P: 93.94% R: 89.76% F: 91.80%
660
+ 2024-01-02 03:28:00 INFO dev: loss: nan - UP: 54.97% UR: 44.88% UF: 49.42% P: 54.01% R: 44.09% F: 48.55%
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+ 2024-01-02 03:28:03 INFO test: loss: nan - UP: 49.76% UR: 39.13% UF: 43.81% P: 47.72% R: 37.52% F: 42.01%
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+ 2024-01-02 03:28:03 INFO 0:00:22.294074s elapsed
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+ 2024-01-02 03:28:20 INFO lr: 4.9000e-05 - loss: 0.0006 - UP: 94.96% UR: 92.57% UF: 93.75% P: 94.96% R: 92.57% F: 93.75%
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+ 2024-01-02 03:28:22 INFO dev: loss: nan - UP: 58.99% UR: 41.25% UF: 48.55% P: 57.91% R: 40.50% F: 47.66%
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+ 2024-01-02 03:28:25 INFO test: loss: nan - UP: 53.25% UR: 35.16% UF: 42.35% P: 51.17% R: 33.78% F: 40.70%
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+ 2024-01-02 03:28:25 INFO 0:00:22.419189s elapsed
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+ 2024-01-02 03:28:39 INFO Epoch 70 saved
671
+ 2024-01-02 03:28:39 INFO dev: UP: 54.59% UR: 48.94% UF: 51.61% P: 53.43% R: 47.90% F: 50.51%
672
+ 2024-01-02 03:28:39 INFO test: UP: 44.99% UR: 38.22% UF: 41.33% P: 43.02% R: 36.55% F: 39.52%
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+ 2024-01-02 03:28:39 INFO 0:36:54.119990s elapsed, 0:00:22.141200s/epoch
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1
+ 2024-01-02 01:52:38 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
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+ warmup | 0.0
14
+ batch_size | 4000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/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/60/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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
+ 2024-01-02 01:52:38 INFO Building the fields
40
+ 2024-01-02 01:52:39 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2024-01-02 01:52:39 INFO Building the model
45
+ 2024-01-02 01:52:42 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
+ 2024-01-02 01:52:42 INFO Loading the data
65
+ 2024-01-02 01:52:49 INFO
66
+ train: Dataset(n_sentences=3522, n_batches=40, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
69
+
70
+ 2024-01-02 01:52:49 INFO Epoch 1 / 5000:
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+ 2024-01-02 01:53:03 INFO lr: 4.9990e-05 - loss: 0.0598 - UP: 0.32% UR: 0.19% UF: 0.24% P: 0.15% R: 0.09% F: 0.11%
72
+ 2024-01-02 01:53:05 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-01-02 01:53:08 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-01-02 01:53:08 INFO 0:00:19.284335s elapsed
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+
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+ 2024-01-02 01:53:08 INFO Epoch 2 / 5000:
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+ 2024-01-02 01:53:21 INFO lr: 4.9980e-05 - loss: 0.0417 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-01-02 01:53:23 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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+ 2024-01-02 01:53:26 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
80
+ 2024-01-02 01:53:26 INFO 0:00:18.221144s elapsed
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+
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+ 2024-01-02 01:53:26 INFO Epoch 3 / 5000:
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+ 2024-01-02 01:53:40 INFO lr: 4.9970e-05 - loss: 0.0286 - UP: 15.99% UR: 0.99% UF: 1.87% P: 13.71% R: 0.85% F: 1.60%
84
+ 2024-01-02 01:53:42 INFO dev: loss: nan - UP: 78.95% UR: 0.54% UF: 1.07% P: 68.42% R: 0.47% F: 0.93%
85
+ 2024-01-02 01:53:44 INFO test: loss: nan - UP: 71.43% UR: 0.53% UF: 1.05% P: 60.00% R: 0.44% F: 0.88%
86
+ 2024-01-02 01:53:47 INFO 0:00:18.021925s elapsed (saved)
87
+
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+ 2024-01-02 01:53:47 INFO Epoch 4 / 5000:
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+ 2024-01-02 01:54:00 INFO lr: 4.9960e-05 - loss: 0.0277 - UP: 30.33% UR: 2.12% UF: 3.97% P: 26.75% R: 1.87% F: 3.50%
90
+ 2024-01-02 01:54:02 INFO dev: loss: nan - UP: 71.62% UR: 1.90% UF: 3.71% P: 66.22% R: 1.76% F: 3.43%
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+ 2024-01-02 01:54:05 INFO test: loss: nan - UP: 71.43% UR: 1.80% UF: 3.50% P: 58.82% R: 1.48% F: 2.89%
92
+ 2024-01-02 01:54:09 INFO 0:00:18.043028s elapsed (saved)
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+
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+ 2024-01-02 01:54:09 INFO Epoch 5 / 5000:
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+ 2024-01-02 01:54:22 INFO lr: 4.9950e-05 - loss: 0.0458 - UP: 27.55% UR: 2.09% UF: 3.88% P: 25.39% R: 1.93% F: 3.58%
96
+ 2024-01-02 01:54:24 INFO dev: loss: nan - UP: 48.08% UR: 0.90% UF: 1.76% P: 46.15% R: 0.86% F: 1.69%
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+ 2024-01-02 01:54:27 INFO test: loss: nan - UP: 47.44% UR: 0.78% UF: 1.54% P: 46.15% R: 0.76% F: 1.50%
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+ 2024-01-02 01:54:27 INFO 0:00:18.216686s elapsed
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+
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+ 2024-01-02 01:54:27 INFO Epoch 6 / 5000:
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+ 2024-01-02 01:54:41 INFO lr: 4.9940e-05 - loss: 0.0351 - UP: 28.61% UR: 2.33% UF: 4.31% P: 27.67% R: 2.25% F: 4.17%
102
+ 2024-01-02 01:54:43 INFO dev: loss: nan - UP: 62.62% UR: 2.41% UF: 4.64% P: 56.07% R: 2.16% F: 4.15%
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+ 2024-01-02 01:54:45 INFO test: loss: nan - UP: 65.19% UR: 2.18% UF: 4.21% P: 55.70% R: 1.86% F: 3.60%
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+ 2024-01-02 01:54:49 INFO 0:00:18.191114s elapsed (saved)
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+
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+ 2024-01-02 01:55:03 INFO lr: 4.9930e-05 - loss: 0.0283 - UP: 48.71% UR: 6.35% UF: 11.23% P: 46.78% R: 6.09% F: 10.78%
108
+ 2024-01-02 01:55:05 INFO dev: loss: nan - UP: 62.56% UR: 5.10% UF: 9.44% P: 58.59% R: 4.78% F: 8.84%
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+ 2024-01-02 02:00:54 INFO lr: 4.9750e-05 - loss: 0.0053 - UP: 83.63% UR: 63.39% UF: 72.11% P: 83.60% R: 63.37% F: 72.09%
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+ 2024-01-02 02:01:34 INFO lr: 4.9730e-05 - loss: 0.0014 - UP: 85.99% UR: 70.28% UF: 77.34% P: 85.88% R: 70.19% F: 77.25%
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+ 2024-01-02 02:01:52 INFO lr: 4.9720e-05 - loss: 0.0053 - UP: 87.64% UR: 71.38% UF: 78.68% P: 87.37% R: 71.16% F: 78.44%
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+ 2024-01-02 02:01:57 INFO test: loss: nan - UP: 41.85% UR: 29.71% UF: 34.75% P: 39.35% R: 27.93% F: 32.67%
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+ 2024-01-02 02:02:11 INFO lr: 4.9710e-05 - loss: 0.0078 - UP: 85.07% UR: 70.91% UF: 77.35% P: 84.67% R: 70.57% F: 76.98%
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+ 2024-01-02 02:02:34 INFO test: loss: nan - UP: 42.34% UR: 26.75% UF: 32.79% P: 40.40% R: 25.52% F: 31.28%
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+ 2024-01-02 02:03:05 INFO lr: 4.9680e-05 - loss: 0.0008 - UP: 85.83% UR: 69.88% UF: 77.04% P: 85.79% R: 69.85% F: 77.01%
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+ 2024-01-02 02:05:17 INFO test: loss: nan - UP: 45.25% UR: 15.59% UF: 23.19% P: 42.37% R: 14.60% F: 21.72%
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+ 2024-01-02 02:05:32 INFO dev: loss: nan - UP: 55.34% UR: 13.22% UF: 21.35% P: 53.38% R: 12.76% F: 20.59%
307
+ 2024-01-02 02:05:35 INFO test: loss: nan - UP: 57.43% UR: 15.11% UF: 23.92% P: 54.22% R: 14.26% F: 22.58%
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+ 2024-01-02 02:05:35 INFO 0:00:17.950014s elapsed
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+ 2024-01-02 02:05:50 INFO dev: loss: nan - UP: 55.74% UR: 20.41% UF: 29.88% P: 53.88% R: 19.73% F: 28.88%
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+ 2024-01-02 02:05:53 INFO test: loss: nan - UP: 55.59% UR: 20.68% UF: 30.15% P: 52.98% R: 19.71% F: 28.73%
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+ 2024-01-02 02:05:53 INFO 0:00:18.054006s elapsed
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+ 2024-01-02 02:06:06 INFO lr: 4.9580e-05 - loss: 0.0044 - UP: 83.74% UR: 62.20% UF: 71.38% P: 83.69% R: 62.17% F: 71.34%
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+ 2024-01-02 02:06:08 INFO dev: loss: nan - UP: 48.33% UR: 26.48% UF: 34.22% P: 46.95% R: 25.73% F: 33.24%
319
+ 2024-01-02 02:06:11 INFO test: loss: nan - UP: 47.47% UR: 26.75% UF: 34.22% P: 45.22% R: 25.48% F: 32.59%
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+ 2024-01-02 02:06:11 INFO 0:00:18.082389s elapsed
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+ 2024-01-02 02:06:24 INFO lr: 4.9570e-05 - loss: 0.0040 - UP: 85.51% UR: 69.13% UF: 76.46% P: 85.50% R: 69.12% F: 76.44%
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+ 2024-01-02 02:06:26 INFO dev: loss: nan - UP: 48.35% UR: 22.60% UF: 30.80% P: 46.66% R: 21.81% F: 29.73%
325
+ 2024-01-02 02:06:29 INFO test: loss: nan - UP: 45.68% UR: 23.33% UF: 30.88% P: 43.32% R: 22.12% F: 29.29%
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+ 2024-01-02 02:06:29 INFO 0:00:18.070272s elapsed
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+ 2024-01-02 02:06:42 INFO lr: 4.9560e-05 - loss: 0.0002 - UP: 86.81% UR: 72.40% UF: 78.95% P: 86.81% R: 72.40% F: 78.95%
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+ 2024-01-02 02:06:44 INFO dev: loss: nan - UP: 51.94% UR: 24.51% UF: 33.30% P: 50.19% R: 23.68% F: 32.18%
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+ 2024-01-02 02:06:47 INFO test: loss: nan - UP: 50.04% UR: 26.26% UF: 34.45% P: 47.58% R: 24.97% F: 32.76%
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+ 2024-01-02 02:06:47 INFO 0:00:18.177422s elapsed
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+ 2024-01-02 02:07:00 INFO lr: 4.9550e-05 - loss: 0.0014 - UP: 87.84% UR: 74.98% UF: 80.90% P: 87.84% R: 74.98% F: 80.90%
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+ 2024-01-02 02:07:02 INFO dev: loss: nan - UP: 49.91% UR: 29.39% UF: 37.00% P: 48.26% R: 28.42% F: 35.78%
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+ 2024-01-02 02:07:05 INFO test: loss: nan - UP: 46.62% UR: 29.41% UF: 36.07% P: 44.61% R: 28.14% F: 34.51%
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+ 2024-01-02 02:07:05 INFO 0:00:18.196455s elapsed
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+ 2024-01-02 02:07:19 INFO lr: 4.9540e-05 - loss: 0.0031 - UP: 89.50% UR: 77.67% UF: 83.17% P: 89.50% R: 77.67% F: 83.17%
342
+ 2024-01-02 02:07:21 INFO dev: loss: nan - UP: 54.12% UR: 27.16% UF: 36.17% P: 52.54% R: 26.37% F: 35.12%
343
+ 2024-01-02 02:07:24 INFO test: loss: nan - UP: 51.03% UR: 26.77% UF: 35.12% P: 48.77% R: 25.59% F: 33.56%
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+ 2024-01-02 02:07:24 INFO 0:00:18.130245s elapsed
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+ 2024-01-02 02:07:37 INFO lr: 4.9530e-05 - loss: 0.0047 - UP: 85.45% UR: 70.19% UF: 77.07% P: 85.44% R: 70.18% F: 77.06%
348
+ 2024-01-02 02:07:39 INFO dev: loss: nan - UP: 47.21% UR: 27.67% UF: 34.89% P: 45.31% R: 26.55% F: 33.48%
349
+ 2024-01-02 02:07:42 INFO test: loss: nan - UP: 45.18% UR: 28.23% UF: 34.75% P: 42.68% R: 26.66% F: 32.82%
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+ 2024-01-02 02:07:42 INFO 0:00:18.163951s elapsed
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+ 2024-01-02 02:07:55 INFO lr: 4.9520e-05 - loss: 0.0011 - UP: 88.08% UR: 78.94% UF: 83.26% P: 88.01% R: 78.89% F: 83.20%
354
+ 2024-01-02 02:07:57 INFO dev: loss: nan - UP: 55.22% UR: 26.59% UF: 35.90% P: 53.66% R: 25.84% F: 34.88%
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+ 2024-01-02 02:08:00 INFO test: loss: nan - UP: 51.17% UR: 26.75% UF: 35.13% P: 48.67% R: 25.44% F: 33.41%
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+ 2024-01-02 02:08:00 INFO 0:00:18.096986s elapsed
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+ 2024-01-02 02:08:15 INFO dev: loss: nan - UP: 48.28% UR: 30.26% UF: 37.20% P: 47.19% R: 29.57% F: 36.36%
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+ 2024-01-02 02:08:18 INFO test: loss: nan - UP: 45.06% UR: 29.33% UF: 35.53% P: 42.82% R: 27.87% F: 33.76%
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+ 2024-01-02 02:08:18 INFO 0:00:18.126384s elapsed
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+ 2024-01-02 02:08:31 INFO lr: 4.9500e-05 - loss: 0.0019 - UP: 90.49% UR: 75.85% UF: 82.53% P: 90.42% R: 75.78% F: 82.46%
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+ 2024-01-02 02:08:33 INFO dev: loss: nan - UP: 44.88% UR: 32.73% UF: 37.86% P: 43.40% R: 31.66% F: 36.61%
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+ 2024-01-02 02:08:36 INFO test: loss: nan - UP: 42.73% UR: 32.73% UF: 37.07% P: 40.72% R: 31.19% F: 35.32%
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+ 2024-01-02 02:08:36 INFO 0:00:17.976277s elapsed
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+ 2024-01-02 02:08:51 INFO dev: loss: nan - UP: 47.54% UR: 30.87% UF: 37.43% P: 46.60% R: 30.26% F: 36.69%
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+ 2024-01-02 02:08:54 INFO test: loss: nan - UP: 43.78% UR: 29.16% UF: 35.00% P: 42.04% R: 27.99% F: 33.61%
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+ 2024-01-02 02:08:54 INFO 0:00:18.133180s elapsed
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+ 2024-01-02 02:09:09 INFO dev: loss: nan - UP: 48.39% UR: 31.87% UF: 38.43% P: 46.70% R: 30.76% F: 37.09%
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+ 2024-01-02 02:09:12 INFO test: loss: nan - UP: 43.98% UR: 29.79% UF: 35.52% P: 41.95% R: 28.42% F: 33.88%
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+ 2024-01-02 02:09:12 INFO 0:00:18.056125s elapsed
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+ 2024-01-02 02:09:25 INFO lr: 4.9470e-05 - loss: 0.0062 - UP: 86.99% UR: 77.66% UF: 82.06% P: 86.86% R: 77.54% F: 81.93%
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+ 2024-01-02 02:09:27 INFO dev: loss: nan - UP: 50.97% UR: 28.28% UF: 36.38% P: 48.83% R: 27.09% F: 34.85%
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+ 2024-01-02 02:09:30 INFO test: loss: nan - UP: 49.55% UR: 27.70% UF: 35.53% P: 47.24% R: 26.41% F: 33.88%
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+ 2024-01-02 02:09:30 INFO 0:00:18.125248s elapsed
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+ 2024-01-02 02:09:43 INFO lr: 4.9460e-05 - loss: 0.0003 - UP: 89.50% UR: 77.37% UF: 83.00% P: 89.48% R: 77.35% F: 82.97%
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+ 2024-01-02 02:09:45 INFO dev: loss: nan - UP: 52.91% UR: 30.40% UF: 38.61% P: 51.59% R: 29.64% F: 37.65%
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+ 2024-01-02 02:09:48 INFO test: loss: nan - UP: 50.86% UR: 29.28% UF: 37.17% P: 48.40% R: 27.87% F: 35.37%
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+ 2024-01-02 02:09:48 INFO 0:00:18.040236s elapsed
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+ 2024-01-02 02:10:01 INFO lr: 4.9450e-05 - loss: 0.0044 - UP: 91.17% UR: 81.12% UF: 85.85% P: 91.14% R: 81.09% F: 85.83%
396
+ 2024-01-02 02:10:03 INFO dev: loss: nan - UP: 50.92% UR: 26.77% UF: 35.09% P: 49.62% R: 26.09% F: 34.20%
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+ 2024-01-02 02:10:06 INFO test: loss: nan - UP: 50.85% UR: 27.85% UF: 35.99% P: 48.84% R: 26.75% F: 34.57%
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+ 2024-01-02 02:10:06 INFO 0:00:17.965399s elapsed
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+ 2024-01-02 02:10:19 INFO lr: 4.9440e-05 - loss: 0.0041 - UP: 92.04% UR: 82.97% UF: 87.27% P: 92.03% R: 82.96% F: 87.26%
402
+ 2024-01-02 02:10:21 INFO dev: loss: nan - UP: 50.43% UR: 31.84% UF: 39.03% P: 48.89% R: 30.87% F: 37.84%
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+ 2024-01-02 02:10:24 INFO test: loss: nan - UP: 47.89% UR: 30.38% UF: 37.18% P: 45.92% R: 29.14% F: 35.65%
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+ 2024-01-02 02:10:24 INFO 0:00:18.085231s elapsed
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+ 2024-01-02 02:10:31 INFO Epoch 26 saved
407
+ 2024-01-02 02:10:31 INFO dev: UP: 53.51% UR: 31.48% UF: 39.64% P: 51.99% R: 30.58% F: 38.51%
408
+ 2024-01-02 02:10:31 INFO test: UP: 43.13% UR: 27.59% UF: 33.66% P: 41.15% R: 26.33% F: 32.11%
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+ 2024-01-02 02:10:31 INFO 0:16:46.560493s elapsed, 0:00:17.974295s/epoch
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1
+ 2024-01-02 02:10:34 INFO
2
+ ---------------------+-------------------------------
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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
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_roberta_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
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+ 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/60/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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
+ 2024-01-02 02:10:34 INFO Building the fields
39
+ 2024-01-02 02:10:35 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-01-02 02:10:35 INFO Building the model
44
+ 2024-01-02 02:10:38 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
+ 2024-01-02 02:10:38 INFO Loading the data
64
+ 2024-01-02 02:10:45 INFO
65
+ train: Dataset(n_sentences=3522, n_batches=33, n_buckets=32)
66
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-01-02 02:10:45 INFO Epoch 1 / 5000:
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+ 2024-01-02 02:10:59 INFO lr: 4.9990e-05 - loss: 0.0741 - UP: 0.38% UR: 9.23% UF: 0.72% P: 0.03% R: 0.74% F: 0.06%
71
+ 2024-01-02 02:11:01 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-01-02 02:11:04 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-01-02 02:11:04 INFO 0:00:19.262823s elapsed
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+
75
+ 2024-01-02 02:11:04 INFO Epoch 2 / 5000:
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+ 2024-01-02 02:11:17 INFO lr: 4.9980e-05 - loss: 0.0463 - UP: 20.96% UR: 0.52% UF: 1.02% P: 20.96% R: 0.52% F: 1.02%
77
+ 2024-01-02 02:11:19 INFO dev: loss: nan - UP: 11.76% UR: 0.14% UF: 0.28% P: 5.88% R: 0.07% F: 0.14%
78
+ 2024-01-02 02:11:22 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-01-02 02:11:24 INFO 0:00:17.603661s elapsed (saved)
80
+
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+ 2024-01-02 02:11:24 INFO Epoch 3 / 5000:
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+ 2024-01-02 02:11:36 INFO lr: 4.9970e-05 - loss: nan - UP: 18.00% UR: 0.49% UF: 0.95% P: 17.20% R: 0.47% F: 0.91%
83
+ 2024-01-02 02:11:38 INFO dev: loss: nan - UP: 33.33% UR: 0.04% UF: 0.07% P: 33.33% R: 0.04% F: 0.07%
84
+ 2024-01-02 02:11:41 INFO test: loss: nan - UP: 100.00% UR: 0.04% UF: 0.08% P: 100.00% R: 0.04% F: 0.08%
85
+ 2024-01-02 02:11:41 INFO 0:00:17.845188s elapsed
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+
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+ 2024-01-02 02:11:41 INFO Epoch 4 / 5000:
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+ 2024-01-02 02:11:54 INFO lr: 4.9960e-05 - loss: 0.0391 - UP: 28.57% UR: 1.00% UF: 1.93% P: 26.71% R: 0.94% F: 1.81%
89
+ 2024-01-02 02:11:56 INFO dev: loss: nan - UP: 28.48% UR: 1.62% UF: 3.06% P: 26.58% R: 1.51% F: 2.86%
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+ 2024-01-02 02:11:59 INFO test: loss: nan - UP: 43.83% UR: 1.50% UF: 2.90% P: 35.80% R: 1.23% F: 2.37%
91
+ 2024-01-02 02:12:01 INFO 0:00:17.442790s elapsed (saved)
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+
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+ 2024-01-02 02:12:01 INFO Epoch 5 / 5000:
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+ 2024-01-02 02:12:14 INFO lr: 4.9950e-05 - loss: 0.0250 - UP: 35.03% UR: 2.99% UF: 5.51% P: 32.61% R: 2.79% F: 5.13%
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+ 2024-01-02 02:18:26 INFO test: loss: nan - UP: 43.43% UR: 28.92% UF: 34.72% P: 41.81% R: 27.85% F: 33.43%
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+ 2024-01-02 02:18:44 INFO dev: loss: nan - UP: 56.18% UR: 22.39% UF: 32.01% P: 54.55% R: 21.74% F: 31.09%
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+ 2024-01-02 02:19:00 INFO lr: 4.9730e-05 - loss: 0.0074 - UP: 84.56% UR: 61.53% UF: 71.23% P: 84.41% R: 61.42% F: 71.10%
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+ 2024-01-02 02:19:59 INFO lr: 4.9700e-05 - loss: 0.0020 - UP: 86.70% UR: 70.69% UF: 77.88% P: 86.69% R: 70.68% F: 77.87%
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+ 2024-01-02 02:20:04 INFO test: loss: nan - UP: 44.06% UR: 33.72% UF: 38.20% P: 42.57% R: 32.58% F: 36.91%
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+ 2024-01-02 02:36:24 INFO 0:00:17.874709s elapsed (saved)
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+ 2024-01-02 02:36:37 INFO lr: 4.9150e-05 - loss: 0.0012 - UP: 92.75% UR: 83.53% UF: 87.90% P: 92.74% R: 83.52% F: 87.89%
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+ 2024-01-02 02:36:42 INFO 0:00:17.885589s elapsed
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+ 2024-01-02 02:36:55 INFO lr: 4.9140e-05 - loss: 0.0028 - UP: 93.70% UR: 85.19% UF: 89.24% P: 93.70% R: 85.19% F: 89.24%
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+ 2024-01-02 02:37:13 INFO lr: 4.9130e-05 - loss: 0.0011 - UP: 92.76% UR: 86.61% UF: 89.58% P: 92.75% R: 86.60% F: 89.57%
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+ 2024-01-02 02:37:18 INFO test: loss: nan - UP: 48.34% UR: 34.54% UF: 40.30% P: 46.39% R: 33.15% F: 38.67%
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+ 2024-01-02 02:37:30 INFO lr: 4.9120e-05 - loss: 0.0022 - UP: 94.38% UR: 87.68% UF: 90.90% P: 94.38% R: 87.68% F: 90.90%
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+ 2024-01-02 02:37:36 INFO test: loss: nan - UP: 49.36% UR: 32.83% UF: 39.44% P: 47.33% R: 31.48% F: 37.81%
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+ 2024-01-02 02:37:48 INFO lr: 4.9110e-05 - loss: 0.0006 - UP: 94.61% UR: 87.92% UF: 91.14% P: 94.60% R: 87.91% F: 91.13%
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+ 2024-01-02 02:37:54 INFO 0:00:18.029512s elapsed
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+ 2024-01-02 02:38:07 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 95.26% UR: 88.21% UF: 91.60% P: 95.26% R: 88.21% F: 91.60%
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+ 2024-01-02 02:38:09 INFO dev: loss: nan - UP: 55.93% UR: 39.17% UF: 46.07% P: 53.82% R: 37.69% F: 44.34%
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+ 2024-01-02 02:38:24 INFO lr: 4.9090e-05 - loss: 0.0009 - UP: 94.82% UR: 89.62% UF: 92.14% P: 94.82% R: 89.62% F: 92.14%
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+ 2024-01-02 02:38:27 INFO dev: loss: nan - UP: 57.23% UR: 37.55% UF: 45.35% P: 55.70% R: 36.54% F: 44.13%
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+ 2024-01-02 02:38:29 INFO test: loss: nan - UP: 48.64% UR: 34.63% UF: 40.45% P: 46.71% R: 33.26% F: 38.85%
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+ 2024-01-02 02:38:44 INFO dev: loss: nan - UP: 60.66% UR: 35.57% UF: 44.85% P: 59.37% R: 34.82% F: 43.90%
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+ 2024-01-02 02:38:47 INFO test: loss: nan - UP: 51.73% UR: 32.31% UF: 39.77% P: 49.56% R: 30.95% F: 38.11%
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+ 2024-01-02 02:38:47 INFO 0:00:17.845578s elapsed
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+ 2024-01-02 02:39:05 INFO test: loss: nan - UP: 52.16% UR: 30.15% UF: 38.21% P: 49.67% R: 28.71% F: 36.39%
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+ 2024-01-02 02:39:18 INFO lr: 4.9060e-05 - loss: 0.0004 - UP: 89.93% UR: 78.12% UF: 83.61% P: 89.93% R: 78.12% F: 83.61%
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+ 2024-01-02 02:39:23 INFO test: loss: nan - UP: 39.99% UR: 38.24% UF: 39.10% P: 37.89% R: 36.23% F: 37.05%
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+ 2024-01-02 02:39:23 INFO 0:00:17.821259s elapsed
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+ 2024-01-02 02:39:36 INFO lr: 4.9050e-05 - loss: 0.0026 - UP: 91.92% UR: 80.80% UF: 86.00% P: 91.89% R: 80.78% F: 85.98%
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+ 2024-01-02 02:40:34 INFO test: loss: nan - UP: 47.92% UR: 33.13% UF: 39.18% P: 45.78% R: 31.65% F: 37.43%
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+ 2024-01-02 02:41:24 INFO lr: 4.8990e-05 - loss: 0.0014 - UP: 96.25% UR: 91.41% UF: 93.77% P: 96.25% R: 91.41% F: 93.77%
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+ 2024-01-02 02:41:29 INFO test: loss: nan - UP: 50.57% UR: 32.05% UF: 39.23% P: 48.37% R: 30.66% F: 37.53%
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+ 2024-01-02 02:41:44 INFO dev: loss: nan - UP: 59.69% UR: 34.75% UF: 43.92% P: 58.09% R: 33.81% F: 42.74%
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+ 2024-01-02 02:41:47 INFO test: loss: nan - UP: 50.88% UR: 31.84% UF: 39.17% P: 48.68% R: 30.47% F: 37.48%
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+ 2024-01-02 02:42:02 INFO dev: loss: nan - UP: 59.76% UR: 35.64% UF: 44.65% P: 58.19% R: 34.71% F: 43.48%
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+ 2024-01-02 02:42:04 INFO test: loss: nan - UP: 50.53% UR: 32.35% UF: 39.44% P: 48.35% R: 30.95% F: 37.74%
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+ 2024-01-02 02:42:19 INFO dev: loss: nan - UP: 56.62% UR: 38.27% UF: 45.67% P: 55.08% R: 37.23% F: 44.43%
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+ 2024-01-02 02:42:22 INFO test: loss: nan - UP: 45.16% UR: 34.38% UF: 39.04% P: 43.13% R: 32.83% F: 37.28%
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+ 2024-01-02 02:42:22 INFO 0:00:17.649478s elapsed
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+ 2024-01-02 02:42:37 INFO dev: loss: nan - UP: 59.18% UR: 37.41% UF: 45.84% P: 57.87% R: 36.58% F: 44.83%
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+ 2024-01-02 02:42:40 INFO test: loss: nan - UP: 49.75% UR: 33.76% UF: 40.23% P: 47.51% R: 32.24% F: 38.41%
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+ 2024-01-02 02:42:40 INFO 0:00:17.583574s elapsed
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+ 2024-01-02 02:42:54 INFO dev: loss: nan - UP: 61.57% UR: 35.18% UF: 44.77% P: 60.13% R: 34.35% F: 43.72%
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+ 2024-01-02 02:42:57 INFO test: loss: nan - UP: 53.45% UR: 31.27% UF: 39.46% P: 51.10% R: 29.90% F: 37.72%
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+ 2024-01-02 02:42:57 INFO 0:00:17.635041s elapsed
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+ 2024-01-02 02:43:09 INFO dev: loss: nan - UP: 59.80% UR: 36.51% UF: 45.34% P: 58.56% R: 35.75% F: 44.40%
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+ 2024-01-02 02:43:10 INFO test: loss: nan - UP: 52.36% UR: 33.53% UF: 40.88% P: 50.12% R: 32.09% F: 39.13%
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+ 2024-01-02 02:43:10 INFO 0:00:13.025778s elapsed
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+ 2024-01-02 02:43:21 INFO lr: 4.8920e-05 - loss: 0.0005 - UP: 96.48% UR: 93.42% UF: 94.92% P: 96.48% R: 93.42% F: 94.92%
713
+ 2024-01-02 02:43:23 INFO dev: loss: nan - UP: 57.96% UR: 36.76% UF: 44.99% P: 56.66% R: 35.93% F: 43.98%
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+ 2024-01-02 02:43:26 INFO test: loss: nan - UP: 51.08% UR: 34.57% UF: 41.23% P: 48.89% R: 33.09% F: 39.47%
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+ 2024-01-02 02:43:26 INFO 0:00:15.552566s elapsed
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+ 2024-01-02 02:43:39 INFO lr: 4.8910e-05 - loss: 0.0004 - UP: 96.50% UR: 94.04% UF: 95.25% P: 96.50% R: 94.04% F: 95.25%
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+ 2024-01-02 02:43:41 INFO dev: loss: nan - UP: 58.95% UR: 37.05% UF: 45.50% P: 57.63% R: 36.22% F: 44.48%
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+ 2024-01-02 02:43:44 INFO test: loss: nan - UP: 52.15% UR: 34.40% UF: 41.45% P: 49.84% R: 32.88% F: 39.62%
721
+ 2024-01-02 02:43:44 INFO 0:00:17.930921s elapsed
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+ 2024-01-02 02:43:57 INFO lr: 4.8900e-05 - loss: 0.0000 - UP: 96.22% UR: 94.31% UF: 95.26% P: 96.22% R: 94.31% F: 95.26%
725
+ 2024-01-02 02:43:59 INFO dev: loss: nan - UP: 61.58% UR: 35.54% UF: 45.07% P: 60.15% R: 34.71% F: 44.02%
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+ 2024-01-02 02:44:02 INFO test: loss: nan - UP: 52.23% UR: 31.69% UF: 39.45% P: 49.86% R: 30.26% F: 37.66%
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+ 2024-01-02 02:44:02 INFO 0:00:17.807230s elapsed
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+ 2024-01-02 02:44:15 INFO lr: 4.8890e-05 - loss: 0.0009 - UP: 96.99% UR: 94.73% UF: 95.85% P: 96.99% R: 94.73% F: 95.85%
731
+ 2024-01-02 02:44:17 INFO dev: loss: nan - UP: 62.03% UR: 35.86% UF: 45.45% P: 60.72% R: 35.11% F: 44.49%
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+ 2024-01-02 02:44:20 INFO test: loss: nan - UP: 52.75% UR: 31.46% UF: 39.41% P: 50.41% R: 30.07% F: 37.67%
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+ 2024-01-02 02:44:20 INFO 0:00:18.066456s elapsed
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+ 2024-01-02 02:44:33 INFO lr: 4.8880e-05 - loss: 0.0003 - UP: 97.11% UR: 93.99% UF: 95.53% P: 97.11% R: 93.99% F: 95.53%
737
+ 2024-01-02 02:44:35 INFO dev: loss: nan - UP: 59.17% UR: 37.69% UF: 46.05% P: 57.70% R: 36.76% F: 44.91%
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+ 2024-01-02 02:44:38 INFO test: loss: nan - UP: 49.79% UR: 32.83% UF: 39.57% P: 47.48% R: 31.31% F: 37.74%
739
+ 2024-01-02 02:44:38 INFO 0:00:17.972304s elapsed
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+ 2024-01-02 02:44:51 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 96.96% UR: 94.51% UF: 95.72% P: 96.96% R: 94.51% F: 95.72%
743
+ 2024-01-02 02:44:53 INFO dev: loss: nan - UP: 59.82% UR: 37.77% UF: 46.30% P: 58.51% R: 36.94% F: 45.29%
744
+ 2024-01-02 02:44:56 INFO test: loss: nan - UP: 51.98% UR: 34.14% UF: 41.21% P: 49.69% R: 32.64% F: 39.40%
745
+ 2024-01-02 02:44:56 INFO 0:00:17.902528s elapsed
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+ 2024-01-02 02:45:08 INFO lr: 4.8860e-05 - loss: 0.0001 - UP: 97.19% UR: 94.56% UF: 95.86% P: 97.19% R: 94.56% F: 95.86%
749
+ 2024-01-02 02:45:11 INFO dev: loss: nan - UP: 59.05% UR: 37.26% UF: 45.69% P: 57.74% R: 36.44% F: 44.68%
750
+ 2024-01-02 02:45:13 INFO test: loss: nan - UP: 51.80% UR: 34.67% UF: 41.54% P: 49.68% R: 33.26% F: 39.84%
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+ 2024-01-02 02:45:13 INFO 0:00:17.783655s elapsed
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+ 2024-01-02 02:45:26 INFO lr: 4.8850e-05 - loss: 0.0009 - UP: 97.45% UR: 94.83% UF: 96.12% P: 97.45% R: 94.83% F: 96.12%
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+ 2024-01-02 02:45:28 INFO dev: loss: nan - UP: 59.18% UR: 37.98% UF: 46.27% P: 57.95% R: 37.19% F: 45.31%
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+ 2024-01-02 02:45:31 INFO test: loss: nan - UP: 51.41% UR: 35.12% UF: 41.73% P: 49.24% R: 33.64% F: 39.97%
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+ 2024-01-02 02:45:31 INFO 0:00:17.988836s elapsed
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+ 2024-01-02 02:45:44 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 97.52% UR: 95.53% UF: 96.51% P: 97.52% R: 95.53% F: 96.51%
761
+ 2024-01-02 02:45:47 INFO dev: loss: nan - UP: 57.37% UR: 39.56% UF: 46.83% P: 56.07% R: 38.66% F: 45.77%
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+ 2024-01-02 02:45:49 INFO test: loss: nan - UP: 50.14% UR: 36.89% UF: 42.51% P: 48.10% R: 35.39% F: 40.78%
763
+ 2024-01-02 02:45:49 INFO 0:00:17.945305s elapsed
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+ 2024-01-02 02:46:02 INFO lr: 4.8830e-05 - loss: 0.0021 - UP: 97.64% UR: 95.60% UF: 96.61% P: 97.64% R: 95.60% F: 96.61%
767
+ 2024-01-02 02:46:04 INFO dev: loss: nan - UP: 58.69% UR: 38.23% UF: 46.30% P: 57.31% R: 37.33% F: 45.21%
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+ 2024-01-02 02:46:07 INFO test: loss: nan - UP: 50.69% UR: 34.92% UF: 41.36% P: 48.54% R: 33.45% F: 39.60%
769
+ 2024-01-02 02:46:07 INFO 0:00:17.845975s elapsed
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+ 2024-01-02 02:46:07 INFO Epoch 118 / 5000:
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+ 2024-01-02 02:46:20 INFO lr: 4.8820e-05 - loss: 0.0002 - UP: 97.85% UR: 95.76% UF: 96.79% P: 97.85% R: 95.76% F: 96.79%
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+ 2024-01-02 02:46:22 INFO dev: loss: nan - UP: 56.65% UR: 39.81% UF: 46.76% P: 55.32% R: 38.88% F: 45.66%
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+ 2024-01-02 02:46:25 INFO test: loss: nan - UP: 49.33% UR: 36.47% UF: 41.93% P: 47.30% R: 34.97% F: 40.21%
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+ 2024-01-02 02:46:25 INFO 0:00:17.865927s elapsed
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+ 2024-01-02 02:46:25 INFO Epoch 119 / 5000:
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+ 2024-01-02 02:46:38 INFO lr: 4.8810e-05 - loss: 0.0000 - UP: 97.73% UR: 95.93% UF: 96.82% P: 97.73% R: 95.93% F: 96.82%
779
+ 2024-01-02 02:46:40 INFO dev: loss: nan - UP: 56.10% UR: 39.31% UF: 46.23% P: 54.77% R: 38.38% F: 45.13%
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+ 2024-01-02 02:46:43 INFO test: loss: nan - UP: 49.22% UR: 35.88% UF: 41.50% P: 47.28% R: 34.46% F: 39.86%
781
+ 2024-01-02 02:46:43 INFO 0:00:17.993943s elapsed
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+ 2024-01-02 02:46:43 INFO Epoch 120 / 5000:
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+ 2024-01-02 02:46:56 INFO lr: 4.8800e-05 - loss: 0.0007 - UP: 97.65% UR: 96.75% UF: 97.20% P: 97.65% R: 96.75% F: 97.20%
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+ 2024-01-02 02:46:58 INFO dev: loss: nan - UP: 57.93% UR: 39.63% UF: 47.07% P: 56.57% R: 38.70% F: 45.96%
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+ 2024-01-02 02:47:01 INFO test: loss: nan - UP: 49.65% UR: 35.92% UF: 41.68% P: 47.66% R: 34.48% F: 40.01%
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+ 2024-01-02 02:47:01 INFO 0:00:17.753935s elapsed
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+ 2024-01-02 02:47:14 INFO lr: 4.8790e-05 - loss: 0.0002 - UP: 97.77% UR: 96.05% UF: 96.90% P: 97.77% R: 96.05% F: 96.90%
791
+ 2024-01-02 02:47:16 INFO dev: loss: nan - UP: 58.95% UR: 38.23% UF: 46.38% P: 57.62% R: 37.37% F: 45.34%
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+ 2024-01-02 02:47:19 INFO test: loss: nan - UP: 51.33% UR: 34.23% UF: 41.07% P: 49.18% R: 32.79% F: 39.35%
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+ 2024-01-02 02:47:19 INFO 0:00:17.902158s elapsed
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+ 2024-01-02 02:47:32 INFO lr: 4.8780e-05 - loss: 0.0002 - UP: 97.96% UR: 95.68% UF: 96.81% P: 97.96% R: 95.68% F: 96.81%
797
+ 2024-01-02 02:47:34 INFO dev: loss: nan - UP: 58.39% UR: 37.87% UF: 45.95% P: 56.95% R: 36.94% F: 44.81%
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+ 2024-01-02 02:47:36 INFO test: loss: nan - UP: 50.21% UR: 34.88% UF: 41.17% P: 48.24% R: 33.51% F: 39.55%
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+ 2024-01-02 02:47:36 INFO 0:00:17.746646s elapsed
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+ 2024-01-02 02:47:49 INFO lr: 4.8770e-05 - loss: 0.0003 - UP: 97.94% UR: 96.25% UF: 97.09% P: 97.93% R: 96.23% F: 97.07%
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+ 2024-01-02 02:47:51 INFO dev: loss: nan - UP: 59.67% UR: 36.15% UF: 45.02% P: 58.36% R: 35.36% F: 44.04%
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+ 2024-01-02 02:47:54 INFO test: loss: nan - UP: 52.59% UR: 32.66% UF: 40.30% P: 50.44% R: 31.33% F: 38.66%
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+ 2024-01-02 02:47:54 INFO 0:00:17.688136s elapsed
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+ 2024-01-02 02:48:07 INFO lr: 4.8760e-05 - loss: 0.0007 - UP: 97.82% UR: 96.16% UF: 96.98% P: 97.82% R: 96.16% F: 96.98%
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+ 2024-01-02 02:48:09 INFO dev: loss: nan - UP: 58.43% UR: 38.74% UF: 46.59% P: 57.13% R: 37.87% F: 45.55%
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+ 2024-01-02 02:48:12 INFO test: loss: nan - UP: 51.10% UR: 36.19% UF: 42.37% P: 48.99% R: 34.69% F: 40.62%
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+ 2024-01-02 02:48:12 INFO 0:00:17.804940s elapsed
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+ 2024-01-02 02:48:25 INFO lr: 4.8750e-05 - loss: 0.0007 - UP: 97.76% UR: 96.99% UF: 97.37% P: 97.76% R: 96.99% F: 97.37%
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+ 2024-01-02 02:48:27 INFO dev: loss: nan - UP: 59.74% UR: 38.56% UF: 46.87% P: 58.41% R: 37.69% F: 45.82%
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+ 2024-01-02 02:48:30 INFO test: loss: nan - UP: 52.10% UR: 35.31% UF: 42.09% P: 49.95% R: 33.85% F: 40.35%
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+ 2024-01-02 02:48:30 INFO 0:00:17.891095s elapsed
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+ 2024-01-02 02:48:43 INFO lr: 4.8740e-05 - loss: 0.0000 - UP: 98.22% UR: 96.32% UF: 97.26% P: 98.22% R: 96.32% F: 97.26%
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+ 2024-01-02 02:48:45 INFO dev: loss: nan - UP: 58.30% UR: 39.38% UF: 47.01% P: 56.86% R: 38.41% F: 45.85%
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+ 2024-01-02 02:48:48 INFO test: loss: nan - UP: 49.87% UR: 35.52% UF: 41.49% P: 47.52% R: 33.85% F: 39.54%
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+ 2024-01-02 02:48:48 INFO 0:00:18.037514s elapsed
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+ 2024-01-02 02:49:01 INFO lr: 4.8730e-05 - loss: 0.0001 - UP: 98.36% UR: 96.87% UF: 97.61% P: 98.36% R: 96.87% F: 97.61%
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+ 2024-01-02 02:49:03 INFO dev: loss: nan - UP: 59.62% UR: 38.41% UF: 46.72% P: 58.34% R: 37.59% F: 45.72%
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+ 2024-01-02 02:49:06 INFO test: loss: nan - UP: 51.88% UR: 35.60% UF: 42.23% P: 49.60% R: 34.04% F: 40.37%
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+ 2024-01-02 02:49:06 INFO 0:00:17.794433s elapsed
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+ 2024-01-02 02:49:18 INFO lr: 4.8720e-05 - loss: 0.0007 - UP: 98.44% UR: 96.90% UF: 97.66% P: 98.44% R: 96.90% F: 97.66%
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+ 2024-01-02 02:49:21 INFO dev: loss: nan - UP: 59.14% UR: 39.42% UF: 47.30% P: 57.74% R: 38.48% F: 46.18%
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+ 2024-01-02 02:49:24 INFO test: loss: nan - UP: 50.99% UR: 36.38% UF: 42.47% P: 48.80% R: 34.82% F: 40.64%
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+ 2024-01-02 02:49:24 INFO 0:00:17.846765s elapsed
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+ 2024-01-02 02:49:31 INFO Epoch 98 saved
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+ 2024-01-02 02:49:31 INFO dev: UP: 59.36% UR: 39.78% UF: 47.63% P: 57.86% R: 38.77% F: 46.43%
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+ 2024-01-02 02:49:31 INFO test: UP: 47.92% UR: 33.13% UF: 39.18% P: 45.78% R: 31.65% F: 37.43%
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+ 2024-01-02 02:49:31 INFO 0:37:51.570246s elapsed, 0:00:17.746643s/epoch
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1
+ 2024-01-02 03:28:42 INFO
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+ ---------------------+-------------------------------
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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
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 3000
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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/60/model_vi_mpqa_twxlmsa_9
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+ device | 1
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
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+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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 | cardiffnlp/twitter-xlm-roberta-base-sentiment
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
39
+ 2024-01-02 03:28:42 INFO Building the fields
40
+ 2024-01-02 03:28:45 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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+ 2024-01-02 03:28:45 INFO Building the model
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+ 2024-01-02 03:28:50 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, 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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+ 2024-01-02 03:28:50 INFO Loading the data
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+ 2024-01-02 03:28:57 INFO
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+ train: Dataset(n_sentences=3522, n_batches=41, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
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+
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+ 2024-01-02 03:28:57 INFO Epoch 1 / 5000:
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+ 2024-01-02 03:29:12 INFO lr: 4.9990e-05 - loss: 0.0688 - UP: 0.43% UR: 5.41% UF: 0.80% P: 0.03% R: 0.41% F: 0.06%
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+ 2024-01-02 03:29:14 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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+ 2024-01-02 03:29:42 INFO 0:00:19.473031s elapsed (saved)
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+ 2024-01-02 03:29:58 INFO dev: loss: nan - UP: 74.19% UR: 0.83% UF: 1.63% P: 61.29% R: 0.68% F: 1.35%
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+ 2024-01-02 03:30:01 INFO test: loss: nan - UP: 76.79% UR: 0.91% UF: 1.80% P: 58.93% R: 0.70% F: 1.38%
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+ 2024-01-02 03:31:44 INFO test: loss: nan - UP: 53.76% UR: 11.18% UF: 18.51% P: 49.59% R: 10.31% F: 17.07%
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+ 2024-01-02 03:32:00 INFO dev: loss: nan - UP: 59.29% UR: 12.04% UF: 20.01% P: 56.64% R: 11.50% F: 19.12%
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+ 2024-01-02 03:32:03 INFO test: loss: nan - UP: 54.31% UR: 11.73% UF: 19.29% P: 49.51% R: 10.69% F: 17.58%
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+ 2024-01-02 03:32:03 INFO 0:00:19.456952s elapsed
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+ 2024-01-02 03:32:20 INFO dev: loss: nan - UP: 56.19% UR: 13.69% UF: 22.02% P: 53.83% R: 13.12% F: 21.09%
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+ 2024-01-02 03:32:23 INFO test: loss: nan - UP: 57.67% UR: 14.94% UF: 23.73% P: 53.67% R: 13.90% F: 22.08%
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+ 2024-01-02 03:32:45 INFO dev: loss: nan - UP: 61.85% UR: 10.31% UF: 17.68% P: 59.05% R: 9.85% F: 16.88%
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+ 2024-01-02 03:32:48 INFO test: loss: nan - UP: 62.19% UR: 10.08% UF: 17.35% P: 57.76% R: 9.36% F: 16.11%
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+ 2024-01-02 03:33:14 INFO 0:00:19.270839s elapsed (saved)
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+ 2024-01-02 03:33:31 INFO dev: loss: nan - UP: 56.92% UR: 15.52% UF: 24.39% P: 55.60% R: 15.16% F: 23.83%
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+ 2024-01-02 03:33:34 INFO test: loss: nan - UP: 55.36% UR: 15.17% UF: 23.81% P: 52.27% R: 14.32% F: 22.49%
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+ 2024-01-02 03:33:53 INFO test: loss: nan - UP: 49.16% UR: 19.23% UF: 27.64% P: 46.30% R: 18.11% F: 26.03%
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+ 2024-01-02 03:35:43 INFO lr: 4.9820e-05 - loss: 0.0016 - UP: 78.37% UR: 50.98% UF: 61.77% P: 78.03% R: 50.76% F: 61.51%
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+ 2024-01-02 03:35:48 INFO test: loss: nan - UP: 50.77% UR: 21.72% UF: 30.42% P: 48.40% R: 20.71% F: 29.00%
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+ 2024-01-02 03:56:47 INFO lr: 4.9200e-05 - loss: 0.0470 - UP: 67.97% UR: 45.55% UF: 54.55% P: 66.88% R: 44.82% F: 53.67%
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+ 2024-01-02 03:57:45 INFO lr: 4.9170e-05 - loss: 0.0066 - UP: 77.17% UR: 49.51% UF: 60.32% P: 76.93% R: 49.36% F: 60.13%
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+ 2024-01-02 03:58:24 INFO lr: 4.9150e-05 - loss: 0.0047 - UP: 81.92% UR: 59.33% UF: 68.82% P: 81.71% R: 59.18% F: 68.64%
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+ 2024-01-02 03:58:29 INFO 0:00:19.406536s elapsed
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+ 2024-01-02 03:59:03 INFO lr: 4.9130e-05 - loss: 0.0035 - UP: 90.15% UR: 79.46% UF: 84.47% P: 90.13% R: 79.45% F: 84.46%
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+ 2024-01-02 04:00:01 INFO lr: 4.9100e-05 - loss: 0.0012 - UP: 93.34% UR: 85.06% UF: 89.00% P: 93.32% R: 85.05% F: 88.99%
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+ 2024-01-02 04:00:21 INFO lr: 4.9090e-05 - loss: 0.0016 - UP: 93.67% UR: 87.40% UF: 90.42% P: 93.65% R: 87.39% F: 90.41%
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+ 2024-01-02 04:00:26 INFO 0:00:19.477657s elapsed
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+
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+ 2024-01-02 04:00:26 INFO Epoch 92 / 5000:
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+ 2024-01-02 04:00:40 INFO lr: 4.9080e-05 - loss: 0.0021 - UP: 94.42% UR: 89.43% UF: 91.86% P: 94.42% R: 89.43% F: 91.86%
618
+ 2024-01-02 04:00:42 INFO dev: loss: nan - UP: 58.13% UR: 33.27% UF: 42.32% P: 56.56% R: 32.38% F: 41.18%
619
+ 2024-01-02 04:00:45 INFO test: loss: nan - UP: 51.71% UR: 30.42% UF: 38.31% P: 49.62% R: 29.20% F: 36.77%
620
+ 2024-01-02 04:00:45 INFO 0:00:19.351583s elapsed
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+
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+ 2024-01-02 04:00:45 INFO Epoch 93 / 5000:
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+ 2024-01-02 04:00:59 INFO lr: 4.9070e-05 - loss: 0.0020 - UP: 94.86% UR: 89.91% UF: 92.32% P: 94.86% R: 89.91% F: 92.32%
624
+ 2024-01-02 04:01:01 INFO dev: loss: nan - UP: 56.19% UR: 35.39% UF: 43.43% P: 54.71% R: 34.46% F: 42.28%
625
+ 2024-01-02 04:01:04 INFO test: loss: nan - UP: 50.49% UR: 33.42% UF: 40.22% P: 48.64% R: 32.20% F: 38.75%
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+ 2024-01-02 04:01:04 INFO 0:00:19.370216s elapsed
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+ 2024-01-02 04:01:04 INFO Epoch 94 / 5000:
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+ 2024-01-02 04:01:19 INFO lr: 4.9060e-05 - loss: 0.0003 - UP: 95.40% UR: 90.94% UF: 93.12% P: 95.40% R: 90.94% F: 93.12%
630
+ 2024-01-02 04:01:21 INFO dev: loss: nan - UP: 56.38% UR: 33.96% UF: 42.39% P: 55.13% R: 33.20% F: 41.44%
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+ 2024-01-02 04:01:24 INFO test: loss: nan - UP: 50.70% UR: 32.24% UF: 39.42% P: 48.94% R: 31.12% F: 38.05%
632
+ 2024-01-02 04:01:24 INFO 0:00:19.506960s elapsed
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+ 2024-01-02 04:01:24 INFO Epoch 95 / 5000:
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+ 2024-01-02 04:01:38 INFO lr: 4.9050e-05 - loss: 0.0015 - UP: 95.57% UR: 92.58% UF: 94.05% P: 95.56% R: 92.57% F: 94.04%
636
+ 2024-01-02 04:01:40 INFO dev: loss: nan - UP: 55.98% UR: 34.64% UF: 42.80% P: 54.53% R: 33.74% F: 41.69%
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+ 2024-01-02 04:01:43 INFO test: loss: nan - UP: 50.52% UR: 33.00% UF: 39.92% P: 48.54% R: 31.71% F: 38.36%
638
+ 2024-01-02 04:01:43 INFO 0:00:19.419372s elapsed
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+
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+ 2024-01-02 04:01:57 INFO Epoch 65 saved
641
+ 2024-01-02 04:01:57 INFO dev: UP: 53.02% UR: 42.62% UF: 47.25% P: 51.77% R: 41.61% F: 46.14%
642
+ 2024-01-02 04:01:57 INFO test: UP: 43.24% UR: 40.08% UF: 41.60% P: 41.33% R: 38.31% F: 39.76%
643
+ 2024-01-02 04:01:57 INFO 0:30:28.135020s elapsed, 0:00:19.243527s/epoch
models/mpqa/sdp_random/60/model_vi_mpqa_xlm_10.train.log ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-01-02 04:02:00 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/60/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/60/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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
+ 2024-01-02 04:02:00 INFO Building the fields
40
+ 2024-01-02 04:02:02 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-01-02 04:02:02 INFO Building the model
45
+ 2024-01-02 04:02:06 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
+ 2024-01-02 04:02:06 INFO Loading the data
65
+ 2024-01-02 04:02:13 INFO
66
+ train: Dataset(n_sentences=3522, n_batches=71, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=35, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
69
+
70
+ 2024-01-02 04:02:13 INFO Epoch 1 / 5000:
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+ 2024-01-02 04:02:31 INFO lr: 4.9990e-05 - loss: 0.0272 - UP: 0.44% UR: 0.26% UF: 0.33% P: 0.24% R: 0.14% F: 0.18%
72
+ 2024-01-02 04:02:33 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-01-02 04:02:37 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-01-02 04:02:37 INFO 0:00:23.522934s elapsed
75
+
76
+ 2024-01-02 04:02:37 INFO Epoch 2 / 5000:
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+ 2024-01-02 04:02:54 INFO lr: 4.9980e-05 - loss: 0.0355 - UP: 13.73% UR: 0.61% UF: 1.17% P: 11.27% R: 0.50% F: 0.96%
78
+ 2024-01-02 04:02:56 INFO dev: loss: nan - UP: 60.80% UR: 3.84% UF: 7.23% P: 50.00% R: 3.16% F: 5.95%
79
+ 2024-01-02 04:02:59 INFO test: loss: nan - UP: 63.44% UR: 3.74% UF: 7.06% P: 50.54% R: 2.98% F: 5.63%