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SemEval-2022-Task-10
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_roberta_6.train.log +594 -0
  4. models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_xlm_6.train.log +558 -0
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+ 2024-08-12 07:55:50 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/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 | PlanTL-GOB-ES/roberta-base-ca
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 07:55:50 INFO Building the fields
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+ 2024-08-12 07:55:51 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 07:55:51 INFO Building the model
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+ 2024-08-12 07:55:52 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, 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=3, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 07:55:52 INFO Loading the data
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+ 2024-08-12 07:55:53 INFO
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+ train: Dataset(n_sentences=117, n_batches=4, n_buckets=4)
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+ dev: Dataset(n_sentences=15, n_batches=4, n_buckets=4)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 07:55:53 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:55:53 INFO lr: 4.9990e-05 - loss: 0.4506 - UP: 14.75% UR: 8.18% UF: 10.53% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:55:53 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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+ 2024-08-12 07:55:54 INFO test: loss: 0.4227 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:55:54 INFO 0:00:01.083520s elapsed
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+
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+ 2024-08-12 07:55:54 INFO Epoch 2 / 5000:
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+ 2024-08-12 07:55:54 INFO lr: 4.9980e-05 - loss: 0.5307 - UP: 50.00% UR: 0.91% UF: 1.79% P: 50.00% R: 0.91% F: 1.79%
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+ 2024-08-12 07:55:54 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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+ 2024-08-12 07:55:54 INFO test: loss: 0.4655 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:55:54 INFO 0:00:00.585513s elapsed
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+
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+ 2024-08-12 07:55:54 INFO Epoch 3 / 5000:
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+ 2024-08-12 07:55:55 INFO lr: 4.9970e-05 - loss: 0.3825 - UP: 38.46% UR: 2.27% UF: 4.29% P: 23.08% R: 1.36% F: 2.58%
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+ 2024-08-12 07:55:55 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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+ 2024-08-12 07:55:55 INFO test: loss: 0.2649 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:55:55 INFO 0:00:00.610578s elapsed
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+
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+ 2024-08-12 07:55:55 INFO Epoch 4 / 5000:
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+ 2024-08-12 07:55:55 INFO lr: 4.9960e-05 - loss: 0.3322 - UP: 58.33% UR: 6.36% UF: 11.48% P: 50.00% R: 5.45% F: 9.84%
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+ 2024-08-12 07:55:55 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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+ 2024-08-12 07:55:56 INFO test: loss: 0.2270 - UP: 33.33% UR: 0.04% UF: 0.08% P: 33.33% R: 0.04% F: 0.08%
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+ 2024-08-12 07:55:56 INFO 0:00:00.583748s elapsed
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+ 2024-08-12 07:55:56 INFO Epoch 5 / 5000:
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+ 2024-08-12 07:55:56 INFO lr: 4.9950e-05 - loss: 0.3390 - UP: 83.78% UR: 14.09% UF: 24.12% P: 67.57% R: 11.36% F: 19.46%
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+ 2024-08-12 07:55:56 INFO dev: loss: nan - UP: 83.33% UR: 18.52% UF: 30.30% P: 83.33% R: 18.52% F: 30.30%
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+ 2024-08-12 07:55:56 INFO test: loss: 0.2248 - UP: 14.29% UR: 0.59% UF: 1.13% P: 13.27% R: 0.54% F: 1.05%
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+ 2024-08-12 07:55:58 INFO 0:00:00.593171s elapsed (saved)
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+
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+ 2024-08-12 07:55:58 INFO Epoch 6 / 5000:
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+ 2024-08-12 07:55:58 INFO lr: 4.9940e-05 - loss: 0.2634 - UP: 87.80% UR: 16.36% UF: 27.59% P: 80.49% R: 15.00% F: 25.29%
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+ 2024-08-12 07:55:58 INFO dev: loss: nan - UP: 75.00% UR: 11.11% UF: 19.35% P: 75.00% R: 11.11% F: 19.35%
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+ 2024-08-12 07:55:59 INFO test: loss: 0.2539 - UP: 7.81% UR: 0.88% UF: 1.58% P: 6.32% R: 0.71% F: 1.28%
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+ 2024-08-12 07:55:59 INFO 0:00:00.592827s elapsed
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+ 2024-08-12 07:55:59 INFO Epoch 7 / 5000:
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+ 2024-08-12 07:55:59 INFO lr: 4.9930e-05 - loss: 0.1871 - UP: 92.31% UR: 27.27% UF: 42.11% P: 80.00% R: 23.64% F: 36.49%
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+ 2024-08-12 07:55:59 INFO dev: loss: nan - UP: 89.47% UR: 62.96% UF: 73.91% P: 84.21% R: 59.26% F: 69.57%
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+ 2024-08-12 07:55:59 INFO test: loss: 0.2745 - UP: 14.66% UR: 7.92% UF: 10.28% P: 11.95% R: 6.45% F: 8.38%
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+ 2024-08-12 07:56:03 INFO 0:00:00.613041s elapsed (saved)
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+ 2024-08-12 07:56:03 INFO Epoch 8 / 5000:
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+ 2024-08-12 07:56:03 INFO lr: 4.9920e-05 - loss: 0.1420 - UP: 86.16% UR: 62.27% UF: 72.30% P: 75.47% R: 54.55% F: 63.32%
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+ 2024-08-12 07:56:03 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 86.36% R: 70.37% F: 77.55%
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+ 2024-08-12 07:56:03 INFO test: loss: 0.2645 - UP: 36.39% UR: 10.98% UF: 16.87% P: 28.33% R: 8.55% F: 13.13%
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+ 2024-08-12 07:56:06 INFO 0:00:00.608805s elapsed (saved)
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+
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+ 2024-08-12 07:56:06 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:56:07 INFO lr: 4.9910e-05 - loss: 0.0159 - UP: 90.80% UR: 71.82% UF: 80.20% P: 79.31% R: 62.73% F: 70.05%
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+ 2024-08-12 07:56:07 INFO dev: loss: nan - UP: 95.00% UR: 70.37% UF: 80.85% P: 85.00% R: 62.96% F: 72.34%
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+ 2024-08-12 07:56:07 INFO test: loss: 0.3327 - UP: 71.11% UR: 9.38% UF: 16.58% P: 56.51% R: 7.46% F: 13.18%
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+ 2024-08-12 07:56:07 INFO 0:00:00.626305s elapsed
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+
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+ 2024-08-12 07:56:07 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:56:07 INFO lr: 4.9900e-05 - loss: 0.0143 - UP: 95.65% UR: 70.00% UF: 80.84% P: 84.47% R: 61.82% F: 71.39%
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+ 2024-08-12 07:56:07 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 86.36% R: 70.37% F: 77.55%
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+ 2024-08-12 07:56:08 INFO test: loss: 0.2839 - UP: 48.64% UR: 12.69% UF: 20.13% P: 38.68% R: 10.10% F: 16.01%
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+ 2024-08-12 07:56:08 INFO 0:00:00.615860s elapsed
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+ 2024-08-12 07:56:08 INFO Epoch 11 / 5000:
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+ 2024-08-12 07:56:08 INFO lr: 4.9890e-05 - loss: 0.0032 - UP: 92.93% UR: 83.64% UF: 88.04% P: 82.83% R: 74.55% F: 78.47%
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+ 2024-08-12 07:56:08 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 79.17% R: 70.37% F: 74.51%
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+ 2024-08-12 07:56:08 INFO test: loss: 0.3768 - UP: 15.60% UR: 22.33% UF: 18.37% P: 12.00% R: 17.18% F: 14.13%
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+ 2024-08-12 07:56:08 INFO 0:00:00.616603s elapsed
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+ 2024-08-12 07:56:08 INFO lr: 4.9880e-05 - loss: 0.0563 - UP: 92.92% UR: 89.55% UF: 91.20% P: 86.79% R: 83.64% F: 85.19%
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+ 2024-08-12 07:56:08 INFO dev: loss: nan - UP: 88.00% UR: 81.48% UF: 84.62% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:56:09 INFO test: loss: 0.4538 - UP: 13.00% UR: 25.47% UF: 17.21% P: 9.99% R: 19.56% F: 13.22%
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+ 2024-08-12 07:56:09 INFO 0:00:00.614577s elapsed
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+ 2024-08-12 07:56:09 INFO lr: 4.9870e-05 - loss: 0.0013 - UP: 92.82% UR: 88.18% UF: 90.44% P: 91.39% R: 86.82% F: 89.04%
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+ 2024-08-12 07:56:09 INFO dev: loss: nan - UP: 88.46% UR: 85.19% UF: 86.79% P: 80.77% R: 77.78% F: 79.25%
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+ 2024-08-12 07:56:09 INFO test: loss: 0.3103 - UP: 21.26% UR: 21.49% UF: 21.37% P: 16.87% R: 17.05% F: 16.96%
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+ 2024-08-12 07:56:13 INFO 0:00:00.600640s elapsed (saved)
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+ 2024-08-12 07:56:13 INFO Epoch 14 / 5000:
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+ 2024-08-12 07:56:13 INFO lr: 4.9860e-05 - loss: 0.0311 - UP: 95.75% UR: 92.27% UF: 93.98% P: 92.92% R: 89.55% F: 91.20%
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+ 2024-08-12 07:56:13 INFO dev: loss: nan - UP: 88.46% UR: 85.19% UF: 86.79% P: 80.77% R: 77.78% F: 79.25%
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+ 2024-08-12 07:56:13 INFO test: loss: 0.2889 - UP: 34.03% UR: 18.98% UF: 24.37% P: 27.42% R: 15.29% F: 19.63%
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+ 2024-08-12 07:56:13 INFO 0:00:00.579243s elapsed
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+ 2024-08-12 07:56:13 INFO lr: 4.9850e-05 - loss: 0.0005 - UP: 94.95% UR: 94.09% UF: 94.52% P: 94.50% R: 93.64% F: 94.06%
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+ 2024-08-12 07:56:14 INFO dev: loss: nan - UP: 95.65% UR: 81.48% UF: 88.00% P: 86.96% R: 74.07% F: 80.00%
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+ 2024-08-12 07:56:14 INFO test: loss: 0.3195 - UP: 48.06% UR: 15.58% UF: 23.54% P: 39.41% R: 12.78% F: 19.30%
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+ 2024-08-12 07:56:18 INFO 0:00:00.602102s elapsed (saved)
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+ 2024-08-12 07:56:18 INFO lr: 4.9840e-05 - loss: 0.0624 - UP: 97.61% UR: 92.73% UF: 95.10% P: 96.17% R: 91.36% F: 93.71%
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+ 2024-08-12 07:56:18 INFO dev: loss: nan - UP: 95.65% UR: 81.48% UF: 88.00% P: 86.96% R: 74.07% F: 80.00%
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+ 2024-08-12 07:56:18 INFO test: loss: 0.3723 - UP: 51.24% UR: 14.66% UF: 22.80% P: 42.02% R: 12.02% F: 18.70%
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+ 2024-08-12 07:56:18 INFO 0:00:00.610267s elapsed
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+ 2024-08-12 07:56:18 INFO Epoch 17 / 5000:
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+ 2024-08-12 07:56:19 INFO lr: 4.9830e-05 - loss: 0.0490 - UP: 97.62% UR: 93.18% UF: 95.35% P: 97.14% R: 92.73% F: 94.88%
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+ 2024-08-12 07:56:19 INFO dev: loss: nan - UP: 95.65% UR: 81.48% UF: 88.00% P: 91.30% R: 77.78% F: 84.00%
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+ 2024-08-12 07:56:19 INFO test: loss: 0.4116 - UP: 47.01% UR: 14.83% UF: 22.55% P: 38.11% R: 12.02% F: 18.28%
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+ 2024-08-12 07:56:23 INFO 0:00:00.623888s elapsed (saved)
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+ 2024-08-12 07:56:23 INFO Epoch 18 / 5000:
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+ 2024-08-12 07:56:23 INFO lr: 4.9820e-05 - loss: 0.0005 - UP: 98.56% UR: 93.18% UF: 95.79% P: 98.56% R: 93.18% F: 95.79%
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+ 2024-08-12 07:56:23 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
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+ 2024-08-12 07:56:24 INFO test: loss: 0.4760 - UP: 41.96% UR: 17.39% UF: 24.59% P: 34.18% R: 14.16% F: 20.02%
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+ 2024-08-12 07:56:28 INFO 0:00:00.631642s elapsed (saved)
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+ 2024-08-12 07:56:28 INFO Epoch 19 / 5000:
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+ 2024-08-12 07:56:28 INFO lr: 4.9810e-05 - loss: 0.0129 - UP: 95.56% UR: 97.73% UF: 96.63% P: 95.11% R: 97.27% F: 96.18%
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+ 2024-08-12 07:56:28 INFO dev: loss: nan - UP: 88.46% UR: 85.19% UF: 86.79% P: 84.62% R: 81.48% F: 83.02%
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+ 2024-08-12 07:56:28 INFO test: loss: 0.5283 - UP: 40.05% UR: 18.98% UF: 25.75% P: 31.74% R: 15.04% F: 20.41%
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+ 2024-08-12 07:56:28 INFO 0:00:00.595676s elapsed
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+ 2024-08-12 07:56:28 INFO Epoch 20 / 5000:
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+ 2024-08-12 07:56:28 INFO lr: 4.9800e-05 - loss: 0.0116 - UP: 95.56% UR: 97.73% UF: 96.63% P: 95.56% R: 97.73% F: 96.63%
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+ 2024-08-12 07:56:28 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
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+ 2024-08-12 07:56:29 INFO test: loss: 0.5253 - UP: 43.40% UR: 17.64% UF: 25.08% P: 35.26% R: 14.33% F: 20.38%
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+ 2024-08-12 07:56:42 INFO test: loss: 0.5947 - UP: 56.93% UR: 14.62% UF: 23.27% P: 47.63% R: 12.23% F: 19.47%
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+ 2024-08-12 07:56:43 INFO test: loss: 0.6342 - UP: 54.17% UR: 15.79% UF: 24.46% P: 45.69% R: 13.32% F: 20.63%
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+ 2024-08-12 07:56:44 INFO lr: 4.9600e-05 - loss: 0.0017 - UP: 99.10% UR: 99.55% UF: 99.32% P: 99.10% R: 99.55% F: 99.32%
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+ 2024-08-12 07:56:45 INFO test: loss: 0.6594 - UP: 50.63% UR: 16.76% UF: 25.18% P: 42.91% R: 14.20% F: 21.34%
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+ 2024-08-12 07:56:45 INFO test: loss: 0.6398 - UP: 50.30% UR: 17.55% UF: 26.02% P: 42.02% R: 14.66% F: 21.74%
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+ 2024-08-12 07:56:46 INFO test: loss: 0.5595 - UP: 49.72% UR: 18.94% UF: 27.43% P: 41.80% R: 15.92% F: 23.06%
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+ 2024-08-12 07:56:46 INFO test: loss: 0.5219 - UP: 48.93% UR: 19.15% UF: 27.52% P: 41.33% R: 16.17% F: 23.25%
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+ 2024-08-12 07:56:47 INFO test: loss: 0.5109 - UP: 50.17% UR: 18.89% UF: 27.45% P: 42.49% R: 16.00% F: 23.25%
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+ 2024-08-12 07:56:48 INFO test: loss: 0.5129 - UP: 50.98% UR: 18.43% UF: 27.08% P: 43.22% R: 15.63% F: 22.95%
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+ 2024-08-12 07:56:48 INFO test: loss: 0.5344 - UP: 51.00% UR: 18.18% UF: 26.81% P: 43.24% R: 15.42% F: 22.73%
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+ 2024-08-12 07:56:49 INFO test: loss: 0.5675 - UP: 50.81% UR: 18.35% UF: 26.96% P: 43.04% R: 15.54% F: 22.84%
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+ 2024-08-12 07:56:49 INFO test: loss: 0.6220 - UP: 48.84% UR: 18.48% UF: 26.81% P: 41.31% R: 15.63% F: 22.67%
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+ 2024-08-12 07:56:50 INFO test: loss: 0.6703 - UP: 48.77% UR: 18.31% UF: 26.62% P: 41.07% R: 15.42% F: 22.42%
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+ 2024-08-12 07:56:51 INFO test: loss: 0.7379 - UP: 48.93% UR: 17.26% UF: 25.52% P: 41.57% R: 14.66% F: 21.68%
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+ 2024-08-12 07:56:59 INFO test: loss: 0.7038 - UP: 45.03% UR: 19.35% UF: 27.07% P: 38.11% R: 16.38% F: 22.91%
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+ 2024-08-12 07:56:59 INFO test: loss: 0.6991 - UP: 46.51% UR: 18.68% UF: 26.66% P: 39.21% R: 15.75% F: 22.47%
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+ 2024-08-12 07:56:59 INFO 0:00:00.602055s elapsed
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+ 2024-08-12 07:57:02 INFO test: loss: 0.7018 - UP: 47.86% UR: 17.76% UF: 25.91% P: 40.52% R: 15.04% F: 21.94%
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+ 2024-08-12 07:57:04 INFO test: loss: 0.7509 - UP: 47.03% UR: 18.27% UF: 26.31% P: 39.59% R: 15.37% F: 22.15%
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+ 2024-08-12 07:57:04 INFO 0:00:00.604419s elapsed
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+ 2024-08-12 07:57:05 INFO test: loss: 0.7373 - UP: 52.58% UR: 14.91% UF: 23.24% P: 44.46% R: 12.61% F: 19.65%
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+ 2024-08-12 07:57:06 INFO test: loss: 0.8979 - UP: 37.81% UR: 18.06% UF: 24.44% P: 32.28% R: 15.42% F: 20.87%
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+ 2024-08-12 07:57:06 INFO 0:00:00.585747s elapsed
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+ 2024-08-12 07:57:06 INFO test: loss: 1.1451 - UP: 24.85% UR: 22.62% UF: 23.68% P: 21.08% R: 19.19% F: 20.09%
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+ 2024-08-12 07:57:07 INFO test: loss: 1.3140 - UP: 22.56% UR: 22.66% UF: 22.61% P: 18.81% R: 18.89% F: 18.85%
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+ 2024-08-12 07:57:07 INFO test: loss: 1.1525 - UP: 31.45% UR: 17.93% UF: 22.84% P: 26.45% R: 15.08% F: 19.21%
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+ 2024-08-12 07:57:07 INFO 0:00:00.601258s elapsed
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+ 2024-08-12 07:57:08 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
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+ 2024-08-12 07:57:08 INFO test: loss: 1.0881 - UP: 32.83% UR: 15.58% UF: 21.14% P: 27.63% R: 13.11% F: 17.78%
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+ 2024-08-12 07:57:08 INFO 0:00:00.597989s elapsed
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+ 2024-08-12 07:57:08 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:57:09 INFO test: loss: 1.0561 - UP: 33.79% UR: 14.37% UF: 20.16% P: 28.57% R: 12.15% F: 17.05%
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+ 2024-08-12 07:57:09 INFO 0:00:00.587773s elapsed
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+ 2024-08-12 07:57:09 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:57:09 INFO test: loss: 1.0560 - UP: 34.32% UR: 14.62% UF: 20.51% P: 29.01% R: 12.36% F: 17.33%
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+ 2024-08-12 07:57:09 INFO lr: 4.9240e-05 - loss: 0.0014 - UP: 100.00% UR: 99.55% UF: 99.77% P: 100.00% R: 99.55% F: 99.77%
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+ 2024-08-12 07:57:09 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:57:10 INFO test: loss: 1.0430 - UP: 34.31% UR: 15.67% UF: 21.51% P: 28.81% R: 13.15% F: 18.06%
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+ 2024-08-12 07:57:10 INFO 0:00:00.607714s elapsed
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+ 2024-08-12 07:57:10 INFO test: loss: 1.0794 - UP: 31.77% UR: 16.72% UF: 21.91% P: 26.67% R: 14.03% F: 18.39%
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+ 2024-08-12 07:57:10 INFO 0:00:00.602881s elapsed
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+ 2024-08-12 07:57:11 INFO test: loss: 1.1700 - UP: 28.54% UR: 17.13% UF: 21.41% P: 24.08% R: 14.45% F: 18.06%
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+ 2024-08-12 07:57:11 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
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+ 2024-08-12 07:57:12 INFO test: loss: 1.2366 - UP: 26.37% UR: 17.09% UF: 20.74% P: 22.17% R: 14.37% F: 17.44%
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+ 2024-08-12 07:57:12 INFO test: loss: 1.2877 - UP: 25.41% UR: 16.84% UF: 20.26% P: 21.43% R: 14.20% F: 17.08%
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+ 2024-08-12 07:57:13 INFO test: loss: 1.3308 - UP: 24.84% UR: 16.72% UF: 19.98% P: 21.05% R: 14.16% F: 16.93%
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+ 2024-08-12 07:57:13 INFO lr: 4.9180e-05 - loss: 0.0007 - UP: 99.55% UR: 99.55% UF: 99.55% P: 99.55% R: 99.55% F: 99.55%
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+ 2024-08-12 07:57:13 INFO test: loss: 1.0333 - UP: 44.38% UR: 15.71% UF: 23.21% P: 37.87% R: 13.41% F: 19.80%
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+ 2024-08-12 07:57:14 INFO test: loss: 0.8681 - UP: 45.84% UR: 15.00% UF: 22.60% P: 38.80% R: 12.69% F: 19.13%
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+ 2024-08-12 07:57:14 INFO lr: 4.9160e-05 - loss: 0.0011 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
569
+ 2024-08-12 07:57:14 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
570
+ 2024-08-12 07:57:15 INFO test: loss: 0.8483 - UP: 46.29% UR: 16.46% UF: 24.29% P: 38.87% R: 13.82% F: 20.40%
571
+ 2024-08-12 07:57:15 INFO 0:00:00.578381s elapsed
572
+
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+ 2024-08-12 07:57:15 INFO Epoch 85 / 5000:
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+ 2024-08-12 07:57:15 INFO lr: 4.9150e-05 - loss: 0.0003 - UP: 100.00% UR: 97.73% UF: 98.85% P: 99.07% R: 96.82% F: 97.93%
575
+ 2024-08-12 07:57:15 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
576
+ 2024-08-12 07:57:15 INFO test: loss: 1.0476 - UP: 35.35% UR: 19.61% UF: 25.22% P: 29.31% R: 16.25% F: 20.91%
577
+ 2024-08-12 07:57:15 INFO 0:00:00.604310s elapsed
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+ 2024-08-12 07:57:16 INFO lr: 4.9140e-05 - loss: 0.0018 - UP: 97.77% UR: 99.55% UF: 98.65% P: 97.77% R: 99.55% F: 98.65%
581
+ 2024-08-12 07:57:16 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 84.00% R: 77.78% F: 80.77%
582
+ 2024-08-12 07:57:16 INFO test: loss: 0.7474 - UP: 42.41% UR: 17.09% UF: 24.37% P: 35.03% R: 14.12% F: 20.13%
583
+ 2024-08-12 07:57:16 INFO 0:00:00.589051s elapsed
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+ 2024-08-12 07:57:16 INFO Epoch 87 / 5000:
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+ 2024-08-12 07:57:16 INFO lr: 4.9130e-05 - loss: 0.0019 - UP: 99.53% UR: 97.27% UF: 98.39% P: 99.53% R: 97.27% F: 98.39%
587
+ 2024-08-12 07:57:16 INFO dev: loss: nan - UP: 92.00% UR: 85.19% UF: 88.46% P: 88.00% R: 81.48% F: 84.62%
588
+ 2024-08-12 07:57:17 INFO test: loss: 0.6322 - UP: 41.82% UR: 19.40% UF: 26.50% P: 35.50% R: 16.46% F: 22.50%
589
+ 2024-08-12 07:57:17 INFO 0:00:00.621708s elapsed
590
+
591
+ 2024-08-12 07:57:20 INFO Epoch 57 saved
592
+ 2024-08-12 07:57:20 INFO dev: UP: 92.00% UR: 85.19% UF: 88.46% P: 92.00% R: 85.19% F: 88.46%
593
+ 2024-08-12 07:57:20 INFO test: UP: 43.15% UR: 20.32% UF: 27.63% P: 36.65% R: 17.26% F: 23.47%
594
+ 2024-08-12 07:57:20 INFO 0:00:53.471229s elapsed, 0:00:00.614612s/epoch
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1
+ 2024-08-12 07:57:22 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ 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
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byMTLD_asc/10/model_vi_multibooked_ca_xlm_6
17
+ device | 1
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+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
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+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 07:57:22 INFO Building the fields
39
+ 2024-08-12 07:57:24 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 07:57:24 INFO Building the model
44
+ 2024-08-12 07:57:27 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=3, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 07:57:27 INFO Loading the data
64
+ 2024-08-12 07:57:27 INFO
65
+ train: Dataset(n_sentences=117, n_batches=4, n_buckets=4)
66
+ dev: Dataset(n_sentences=15, n_batches=4, n_buckets=4)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 07:57:27 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:57:28 INFO lr: 4.9990e-05 - loss: 0.7940 - UP: 13.28% UR: 48.64% UF: 20.86% P: 2.23% R: 8.18% F: 3.51%
71
+ 2024-08-12 07:57:28 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 07:57:28 INFO test: loss: 0.7444 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 07:57:28 INFO 0:00:01.119946s elapsed
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+
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+ 2024-08-12 07:57:28 INFO Epoch 2 / 5000:
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+ 2024-08-12 07:57:28 INFO lr: 4.9980e-05 - loss: 1.0536 - UP: 24.24% UR: 3.64% UF: 6.32% P: 21.21% R: 3.18% F: 5.53%
77
+ 2024-08-12 07:57:28 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-12 07:57:29 INFO test: loss: 0.3138 - UP: 50.00% UR: 0.04% UF: 0.08% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-08-12 07:57:29 INFO 0:00:00.641025s elapsed
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+
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+ 2024-08-12 07:57:29 INFO Epoch 3 / 5000:
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+ 2024-08-12 07:57:29 INFO lr: 4.9970e-05 - loss: 0.4078 - UP: 38.24% UR: 5.91% UF: 10.24% P: 26.47% R: 4.09% F: 7.09%
83
+ 2024-08-12 07:57:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-12 07:57:29 INFO test: loss: 0.2520 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2024-08-12 07:57:29 INFO 0:00:00.672236s elapsed
86
+
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+ 2024-08-12 07:57:29 INFO Epoch 4 / 5000:
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+ 2024-08-12 07:57:30 INFO lr: 4.9960e-05 - loss: 0.3598 - UP: 51.67% UR: 14.09% UF: 22.14% P: 45.00% R: 12.27% F: 19.29%
89
+ 2024-08-12 07:57:30 INFO dev: loss: nan - UP: 71.43% UR: 18.52% UF: 29.41% P: 71.43% R: 18.52% F: 29.41%
90
+ 2024-08-12 07:57:30 INFO test: loss: 0.2540 - UP: 81.25% UR: 0.54% UF: 1.08% P: 75.00% R: 0.50% F: 1.00%
91
+ 2024-08-12 07:57:35 INFO 0:00:00.652905s elapsed (saved)
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+
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+ 2024-08-12 07:57:35 INFO Epoch 5 / 5000:
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+ 2024-08-12 07:57:35 INFO lr: 4.9950e-05 - loss: 0.8945 - UP: 77.78% UR: 6.36% UF: 11.76% P: 66.67% R: 5.45% F: 10.08%
95
+ 2024-08-12 07:57:35 INFO dev: loss: nan - UP: 76.92% UR: 37.04% UF: 50.00% P: 61.54% R: 29.63% F: 40.00%
96
+ 2024-08-12 07:57:35 INFO test: loss: 0.2514 - UP: 39.69% UR: 9.76% UF: 15.67% P: 28.11% R: 6.91% F: 11.10%
97
+ 2024-08-12 07:57:44 INFO 0:00:00.667175s elapsed (saved)
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+
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+ 2024-08-12 07:57:44 INFO Epoch 6 / 5000:
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+ 2024-08-12 07:57:44 INFO lr: 4.9940e-05 - loss: 0.2694 - UP: 58.12% UR: 42.27% UF: 48.95% P: 48.12% R: 35.00% F: 40.53%
101
+ 2024-08-12 07:57:44 INFO dev: loss: nan - UP: 77.78% UR: 25.93% UF: 38.89% P: 77.78% R: 25.93% F: 38.89%
102
+ 2024-08-12 07:57:44 INFO test: loss: 0.2266 - UP: 50.00% UR: 3.44% UF: 6.43% P: 40.85% R: 2.81% F: 5.25%
103
+ 2024-08-12 07:57:44 INFO 0:00:00.653871s elapsed
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+
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+ 2024-08-12 07:57:44 INFO Epoch 7 / 5000:
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+ 2024-08-12 07:57:44 INFO lr: 4.9930e-05 - loss: 0.3378 - UP: 75.76% UR: 11.36% UF: 19.76% P: 69.70% R: 10.45% F: 18.18%
107
+ 2024-08-12 07:57:45 INFO dev: loss: nan - UP: 73.33% UR: 40.74% UF: 52.38% P: 53.33% R: 29.63% F: 38.10%
108
+ 2024-08-12 07:57:45 INFO test: loss: 0.2468 - UP: 33.33% UR: 5.57% UF: 9.55% P: 22.81% R: 3.81% F: 6.53%
109
+ 2024-08-12 07:57:45 INFO 0:00:00.663430s elapsed
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+
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+ 2024-08-12 07:57:45 INFO Epoch 8 / 5000:
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+ 2024-08-12 07:57:45 INFO lr: 4.9920e-05 - loss: 0.2791 - UP: 76.24% UR: 62.73% UF: 68.83% P: 60.77% R: 50.00% F: 54.86%
113
+ 2024-08-12 07:57:45 INFO dev: loss: nan - UP: 75.86% UR: 81.48% UF: 78.57% P: 62.07% R: 66.67% F: 64.29%
114
+ 2024-08-12 07:57:46 INFO test: loss: 0.3328 - UP: 16.81% UR: 15.21% UF: 15.97% P: 10.79% R: 9.76% F: 10.25%
115
+ 2024-08-12 07:57:53 INFO 0:00:00.672863s elapsed (saved)
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+
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+ 2024-08-12 07:57:53 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:57:54 INFO lr: 4.9910e-05 - loss: 0.2431 - UP: 76.76% UR: 64.55% UF: 70.12% P: 65.41% R: 55.00% F: 59.75%
119
+ 2024-08-12 07:57:54 INFO dev: loss: nan - UP: 76.19% UR: 59.26% UF: 66.67% P: 71.43% R: 55.56% F: 62.50%
120
+ 2024-08-12 07:57:54 INFO test: loss: 0.2348 - UP: 37.63% UR: 10.26% UF: 16.13% P: 31.34% R: 8.55% F: 13.43%
121
+ 2024-08-12 07:57:54 INFO 0:00:00.646589s elapsed
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+
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+ 2024-08-12 07:57:54 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:57:54 INFO lr: 4.9900e-05 - loss: 0.1676 - UP: 80.00% UR: 50.91% UF: 62.22% P: 67.86% R: 43.18% F: 52.78%
125
+ 2024-08-12 07:57:54 INFO dev: loss: nan - UP: 79.17% UR: 70.37% UF: 74.51% P: 70.83% R: 62.96% F: 66.67%
126
+ 2024-08-12 07:57:55 INFO test: loss: 0.2261 - UP: 46.05% UR: 11.23% UF: 18.05% P: 36.43% R: 8.88% F: 14.28%
127
+ 2024-08-12 07:58:02 INFO 0:00:00.661166s elapsed (saved)
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+
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+ 2024-08-12 07:58:02 INFO Epoch 11 / 5000:
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+ 2024-08-12 07:58:02 INFO lr: 4.9890e-05 - loss: 0.1524 - UP: 88.64% UR: 70.91% UF: 78.79% P: 76.70% R: 61.36% F: 68.18%
131
+ 2024-08-12 07:58:02 INFO dev: loss: nan - UP: 74.07% UR: 74.07% UF: 74.07% P: 66.67% R: 66.67% F: 66.67%
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+ 2024-08-12 07:58:03 INFO test: loss: 0.2901 - UP: 45.14% UR: 13.99% UF: 21.36% P: 33.51% R: 10.39% F: 15.86%
133
+ 2024-08-12 07:58:10 INFO 0:00:00.663698s elapsed (saved)
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+
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+ 2024-08-12 07:58:10 INFO Epoch 12 / 5000:
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+ 2024-08-12 07:58:10 INFO lr: 4.9880e-05 - loss: 0.1079 - UP: 92.18% UR: 75.00% UF: 82.71% P: 78.77% R: 64.09% F: 70.68%
137
+ 2024-08-12 07:58:10 INFO dev: loss: nan - UP: 74.07% UR: 74.07% UF: 74.07% P: 70.37% R: 70.37% F: 70.37%
138
+ 2024-08-12 07:58:11 INFO test: loss: 0.3281 - UP: 42.26% UR: 14.87% UF: 22.00% P: 32.02% R: 11.27% F: 16.67%
139
+ 2024-08-12 07:58:19 INFO 0:00:00.646357s elapsed (saved)
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+
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+ 2024-08-12 07:58:19 INFO Epoch 13 / 5000:
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+ 2024-08-12 07:58:19 INFO lr: 4.9870e-05 - loss: 0.0953 - UP: 89.74% UR: 79.55% UF: 84.34% P: 83.59% R: 74.09% F: 78.55%
143
+ 2024-08-12 07:58:19 INFO dev: loss: nan - UP: 72.41% UR: 77.78% UF: 75.00% P: 72.41% R: 77.78% F: 75.00%
144
+ 2024-08-12 07:58:19 INFO test: loss: 0.3793 - UP: 33.83% UR: 18.06% UF: 23.55% P: 25.82% R: 13.78% F: 17.97%
145
+ 2024-08-12 07:58:27 INFO 0:00:00.660579s elapsed (saved)
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+
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+ 2024-08-12 07:58:27 INFO Epoch 14 / 5000:
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+ 2024-08-12 07:58:27 INFO lr: 4.9860e-05 - loss: 0.0849 - UP: 89.69% UR: 79.09% UF: 84.06% P: 85.57% R: 75.45% F: 80.19%
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+ 2024-08-12 07:58:27 INFO dev: loss: nan - UP: 77.78% UR: 77.78% UF: 77.78% P: 74.07% R: 74.07% F: 74.07%
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+ 2024-08-12 07:58:27 INFO test: loss: 0.3744 - UP: 38.64% UR: 16.67% UF: 23.30% P: 28.35% R: 12.23% F: 17.09%
151
+ 2024-08-12 07:58:27 INFO 0:00:00.640058s elapsed
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+
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+ 2024-08-12 07:58:28 INFO lr: 4.9850e-05 - loss: 0.1944 - UP: 85.15% UR: 78.18% UF: 81.52% P: 80.69% R: 74.09% F: 77.25%
155
+ 2024-08-12 07:58:28 INFO dev: loss: nan - UP: 74.07% UR: 74.07% UF: 74.07% P: 70.37% R: 70.37% F: 70.37%
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+ 2024-08-12 07:58:28 INFO test: loss: 0.3738 - UP: 39.04% UR: 11.94% UF: 18.29% P: 29.73% R: 9.09% F: 13.92%
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+ 2024-08-12 07:58:28 INFO 0:00:00.654717s elapsed
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+
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+ 2024-08-12 07:58:28 INFO Epoch 16 / 5000:
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+ 2024-08-12 07:58:28 INFO lr: 4.9840e-05 - loss: 0.1431 - UP: 89.33% UR: 60.91% UF: 72.43% P: 86.00% R: 58.64% F: 69.73%
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+ 2024-08-12 07:58:28 INFO dev: loss: nan - UP: 81.25% UR: 48.15% UF: 60.47% P: 81.25% R: 48.15% F: 60.47%
162
+ 2024-08-12 07:58:29 INFO test: loss: 0.3341 - UP: 40.64% UR: 7.46% UF: 12.60% P: 32.42% R: 5.95% F: 10.05%
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+ 2024-08-12 07:58:29 INFO 0:00:00.685949s elapsed
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+
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+ 2024-08-12 07:58:29 INFO Epoch 17 / 5000:
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+ 2024-08-12 07:58:29 INFO lr: 4.9830e-05 - loss: 0.0013 - UP: 85.33% UR: 58.18% UF: 69.19% P: 82.67% R: 56.36% F: 67.03%
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+ 2024-08-12 07:58:29 INFO dev: loss: nan - UP: 70.97% UR: 81.48% UF: 75.86% P: 61.29% R: 70.37% F: 65.52%
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+ 2024-08-12 07:58:29 INFO test: loss: 0.4385 - UP: 34.28% UR: 15.21% UF: 21.07% P: 23.89% R: 10.60% F: 14.68%
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+ 2024-08-12 07:58:29 INFO 0:00:00.635443s elapsed
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+
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+ 2024-08-12 07:58:29 INFO Epoch 18 / 5000:
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+ 2024-08-12 07:58:30 INFO lr: 4.9820e-05 - loss: 0.0827 - UP: 77.17% UR: 89.09% UF: 82.70% P: 71.65% R: 82.73% F: 76.79%
173
+ 2024-08-12 07:58:30 INFO dev: loss: nan - UP: 72.41% UR: 77.78% UF: 75.00% P: 65.52% R: 70.37% F: 67.86%
174
+ 2024-08-12 07:58:30 INFO test: loss: 0.4468 - UP: 39.35% UR: 12.78% UF: 19.29% P: 29.29% R: 9.51% F: 14.36%
175
+ 2024-08-12 07:58:30 INFO 0:00:00.671319s elapsed
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+
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+ 2024-08-12 07:58:30 INFO Epoch 19 / 5000:
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+ 2024-08-12 07:58:30 INFO lr: 4.9810e-05 - loss: 0.0905 - UP: 85.86% UR: 77.27% UF: 81.34% P: 77.27% R: 69.55% F: 73.21%
179
+ 2024-08-12 07:58:30 INFO dev: loss: nan - UP: 85.00% UR: 62.96% UF: 72.34% P: 85.00% R: 62.96% F: 72.34%
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+ 2024-08-12 07:58:43 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 83.33% R: 74.07% F: 78.43%
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+ 2024-08-12 07:58:55 INFO test: loss: 0.5007 - UP: 36.32% UR: 18.18% UF: 24.23% P: 28.12% R: 14.08% F: 18.76%
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+ 2024-08-12 07:58:55 INFO test: loss: 0.4744 - UP: 37.41% UR: 17.93% UF: 24.24% P: 29.28% R: 14.03% F: 18.97%
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+ 2024-08-12 07:58:56 INFO test: loss: 0.5087 - UP: 35.31% UR: 17.97% UF: 23.82% P: 27.24% R: 13.87% F: 18.38%
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+ 2024-08-12 07:58:56 INFO lr: 4.9670e-05 - loss: 0.0074 - UP: 98.17% UR: 97.73% UF: 97.95% P: 97.72% R: 97.27% F: 97.49%
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+ 2024-08-12 07:58:57 INFO lr: 4.9660e-05 - loss: 0.0051 - UP: 99.55% UR: 99.55% UF: 99.55% P: 98.64% R: 98.64% F: 98.64%
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+ 2024-08-12 07:58:57 INFO test: loss: 0.6099 - UP: 34.40% UR: 18.06% UF: 23.68% P: 26.18% R: 13.74% F: 18.02%
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+ 2024-08-12 07:58:58 INFO lr: 4.9650e-05 - loss: 0.0022 - UP: 99.54% UR: 98.64% UF: 99.09% P: 99.54% R: 98.64% F: 99.09%
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+ 2024-08-12 07:58:58 INFO dev: loss: nan - UP: 84.62% UR: 81.48% UF: 83.02% P: 84.62% R: 81.48% F: 83.02%
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+ 2024-08-12 07:58:58 INFO test: loss: 0.6574 - UP: 33.26% UR: 18.39% UF: 23.68% P: 25.23% R: 13.95% F: 17.97%
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+ 2024-08-12 07:59:06 INFO lr: 4.9640e-05 - loss: 0.0061 - UP: 99.54% UR: 97.73% UF: 98.62% P: 99.07% R: 97.27% F: 98.17%
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+ 2024-08-12 07:59:06 INFO dev: loss: nan - UP: 84.00% UR: 77.78% UF: 80.77% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:59:07 INFO test: loss: 0.7212 - UP: 31.36% UR: 18.64% UF: 23.38% P: 23.82% R: 14.16% F: 17.76%
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+ 2024-08-12 07:59:07 INFO lr: 4.9630e-05 - loss: 0.0038 - UP: 96.89% UR: 99.09% UF: 97.98% P: 96.44% R: 98.64% F: 97.53%
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+ 2024-08-12 07:59:07 INFO test: loss: 0.5976 - UP: 37.84% UR: 17.93% UF: 24.33% P: 29.27% R: 13.87% F: 18.82%
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+ 2024-08-12 07:59:08 INFO lr: 4.9620e-05 - loss: 0.0075 - UP: 99.54% UR: 98.64% UF: 99.09% P: 99.54% R: 98.64% F: 99.09%
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+ 2024-08-12 07:59:08 INFO test: loss: 0.5512 - UP: 40.58% UR: 16.97% UF: 23.93% P: 31.76% R: 13.28% F: 18.73%
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+ 2024-08-12 07:59:08 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 100.00% UR: 98.64% UF: 99.31% P: 100.00% R: 98.64% F: 99.31%
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+ 2024-08-12 07:59:08 INFO dev: loss: nan - UP: 88.00% UR: 81.48% UF: 84.62% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:59:09 INFO lr: 4.9600e-05 - loss: 0.0153 - UP: 96.87% UR: 98.64% UF: 97.75% P: 96.87% R: 98.64% F: 97.75%
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+ 2024-08-12 07:59:09 INFO test: loss: 0.5204 - UP: 35.53% UR: 22.33% UF: 27.42% P: 28.07% R: 17.64% F: 21.66%
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+ 2024-08-12 07:59:10 INFO lr: 4.9590e-05 - loss: 0.0103 - UP: 97.74% UR: 98.18% UF: 97.96% P: 97.74% R: 98.18% F: 97.96%
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+ 2024-08-12 07:59:10 INFO dev: loss: nan - UP: 88.00% UR: 81.48% UF: 84.62% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:59:10 INFO test: loss: 0.4540 - UP: 35.39% UR: 20.86% UF: 26.25% P: 28.71% R: 16.93% F: 21.30%
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+ 2024-08-12 07:59:10 INFO lr: 4.9580e-05 - loss: 0.0122 - UP: 100.00% UR: 98.18% UF: 99.08% P: 100.00% R: 98.18% F: 99.08%
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+ 2024-08-12 07:59:11 INFO test: loss: 0.4689 - UP: 37.71% UR: 21.16% UF: 27.11% P: 30.55% R: 17.13% F: 21.95%
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+ 2024-08-12 07:59:11 INFO lr: 4.9570e-05 - loss: 0.0004 - UP: 99.54% UR: 99.09% UF: 99.32% P: 99.09% R: 98.64% F: 98.86%
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+ 2024-08-12 07:59:11 INFO test: loss: 0.5681 - UP: 36.79% UR: 22.75% UF: 28.11% P: 29.00% R: 17.93% F: 22.16%
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+ 2024-08-12 07:59:12 INFO test: loss: 0.5522 - UP: 39.20% UR: 21.66% UF: 27.90% P: 30.63% R: 16.93% F: 21.80%
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+ 2024-08-12 07:59:13 INFO test: loss: 0.4978 - UP: 47.40% UR: 20.23% UF: 28.36% P: 37.88% R: 16.17% F: 22.67%
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+ 2024-08-12 07:59:14 INFO test: loss: 0.6137 - UP: 38.60% UR: 21.99% UF: 28.02% P: 29.04% R: 16.55% F: 21.08%
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+ 2024-08-12 07:59:15 INFO test: loss: 0.6171 - UP: 37.02% UR: 21.32% UF: 27.06% P: 28.73% R: 16.55% F: 21.00%
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+ 2024-08-12 07:59:15 INFO test: loss: 0.5728 - UP: 39.48% UR: 19.82% UF: 26.39% P: 30.63% R: 15.37% F: 20.47%
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+ 2024-08-12 07:59:16 INFO test: loss: 0.5315 - UP: 43.91% UR: 16.76% UF: 24.26% P: 35.13% R: 13.41% F: 19.41%
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+ 2024-08-12 07:59:33 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:59:34 INFO test: loss: 0.7506 - UP: 37.74% UR: 19.86% UF: 26.02% P: 29.54% R: 15.54% F: 20.37%
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+ 2024-08-12 07:59:34 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:59:34 INFO test: loss: 0.7135 - UP: 37.99% UR: 20.07% UF: 26.26% P: 29.58% R: 15.63% F: 20.45%
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+ 2024-08-12 07:59:35 INFO dev: loss: nan - UP: 95.65% UR: 81.48% UF: 88.00% P: 91.30% R: 77.78% F: 84.00%
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+ 2024-08-12 07:59:35 INFO test: loss: 0.5879 - UP: 40.74% UR: 19.35% UF: 26.24% P: 31.92% R: 15.17% F: 20.56%
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+ 2024-08-12 07:59:35 INFO lr: 4.9440e-05 - loss: 0.0034 - UP: 99.54% UR: 97.73% UF: 98.62% P: 99.07% R: 97.27% F: 98.17%
401
+ 2024-08-12 07:59:35 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 91.67% R: 81.48% F: 86.27%
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+ 2024-08-12 07:59:36 INFO test: loss: 0.5727 - UP: 33.58% UR: 25.18% UF: 28.78% P: 26.82% R: 20.11% F: 22.98%
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+ 2024-08-12 07:59:36 INFO lr: 4.9430e-05 - loss: 0.0000 - UP: 99.10% UR: 99.55% UF: 99.32% P: 98.64% R: 99.09% F: 98.87%
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+ 2024-08-12 07:59:36 INFO dev: loss: nan - UP: 91.67% UR: 81.48% UF: 86.27% P: 91.67% R: 81.48% F: 86.27%
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+ 2024-08-12 07:59:36 INFO test: loss: 0.5697 - UP: 28.73% UR: 27.11% UF: 27.89% P: 23.71% R: 22.37% F: 23.02%
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+ 2024-08-12 07:59:37 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 98.64% UR: 99.09% UF: 98.87% P: 98.64% R: 99.09% F: 98.87%
413
+ 2024-08-12 07:59:37 INFO dev: loss: nan - UP: 95.65% UR: 81.48% UF: 88.00% P: 91.30% R: 77.78% F: 84.00%
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+ 2024-08-12 07:59:37 INFO test: loss: 0.4828 - UP: 40.22% UR: 23.00% UF: 29.26% P: 33.55% R: 19.19% F: 24.41%
415
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+ 2024-08-12 07:59:37 INFO lr: 4.9410e-05 - loss: 0.0029 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
419
+ 2024-08-12 07:59:37 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 95.45% R: 77.78% F: 85.71%
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+ 2024-08-12 07:59:38 INFO test: loss: 0.4438 - UP: 51.11% UR: 18.35% UF: 27.00% P: 41.66% R: 14.96% F: 22.01%
421
+ 2024-08-12 07:59:38 INFO 0:00:00.664023s elapsed
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+ 2024-08-12 07:59:38 INFO lr: 4.9400e-05 - loss: 0.0048 - UP: 99.54% UR: 97.73% UF: 98.62% P: 99.54% R: 97.73% F: 98.62%
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+ 2024-08-12 07:59:38 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 95.45% R: 77.78% F: 85.71%
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+ 2024-08-12 07:59:38 INFO test: loss: 0.5210 - UP: 48.46% UR: 19.82% UF: 28.13% P: 38.73% R: 15.84% F: 22.48%
427
+ 2024-08-12 07:59:38 INFO 0:00:00.644649s elapsed
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+ 2024-08-12 07:59:39 INFO lr: 4.9390e-05 - loss: 0.0083 - UP: 98.65% UR: 100.00% UF: 99.32% P: 98.21% R: 99.55% F: 98.87%
431
+ 2024-08-12 07:59:39 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 90.91% R: 74.07% F: 81.63%
432
+ 2024-08-12 07:59:39 INFO test: loss: 0.6070 - UP: 44.91% UR: 20.15% UF: 27.82% P: 35.29% R: 15.84% F: 21.86%
433
+ 2024-08-12 07:59:39 INFO 0:00:00.640559s elapsed
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+ 2024-08-12 07:59:39 INFO lr: 4.9380e-05 - loss: 0.0057 - UP: 100.00% UR: 99.09% UF: 99.54% P: 99.54% R: 98.64% F: 99.09%
437
+ 2024-08-12 07:59:39 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 90.91% R: 74.07% F: 81.63%
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+ 2024-08-12 07:59:40 INFO test: loss: 0.6469 - UP: 43.79% UR: 20.53% UF: 27.95% P: 34.85% R: 16.34% F: 22.25%
439
+ 2024-08-12 07:59:40 INFO 0:00:00.667970s elapsed
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+ 2024-08-12 07:59:40 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 98.65% UR: 99.55% UF: 99.10% P: 98.65% R: 99.55% F: 99.10%
443
+ 2024-08-12 07:59:40 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 90.91% R: 74.07% F: 81.63%
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+ 2024-08-12 07:59:40 INFO test: loss: 0.6452 - UP: 43.29% UR: 20.95% UF: 28.23% P: 34.37% R: 16.63% F: 22.42%
445
+ 2024-08-12 07:59:40 INFO 0:00:00.671895s elapsed
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+ 2024-08-12 07:59:41 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 99.08% UR: 98.18% UF: 98.63% P: 99.08% R: 98.18% F: 98.63%
449
+ 2024-08-12 07:59:41 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 90.91% R: 74.07% F: 81.63%
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+ 2024-08-12 07:59:41 INFO test: loss: 0.5943 - UP: 47.46% UR: 19.56% UF: 27.71% P: 37.91% R: 15.63% F: 22.13%
451
+ 2024-08-12 07:59:41 INFO 0:00:00.631775s elapsed
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+ 2024-08-12 07:59:41 INFO lr: 4.9350e-05 - loss: 0.0054 - UP: 100.00% UR: 99.55% UF: 99.77% P: 99.54% R: 99.09% F: 99.32%
455
+ 2024-08-12 07:59:41 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 90.91% R: 74.07% F: 81.63%
456
+ 2024-08-12 07:59:42 INFO test: loss: 0.5819 - UP: 47.03% UR: 18.94% UF: 27.00% P: 38.09% R: 15.33% F: 21.86%
457
+ 2024-08-12 07:59:42 INFO 0:00:00.655066s elapsed
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+ 2024-08-12 07:59:42 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 100.00% UR: 98.64% UF: 99.31% P: 100.00% R: 98.64% F: 99.31%
461
+ 2024-08-12 07:59:42 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 95.45% R: 77.78% F: 85.71%
462
+ 2024-08-12 07:59:42 INFO test: loss: 0.7009 - UP: 37.79% UR: 21.20% UF: 27.16% P: 29.72% R: 16.67% F: 21.36%
463
+ 2024-08-12 07:59:42 INFO 0:00:00.650869s elapsed
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+ 2024-08-12 07:59:42 INFO lr: 4.9330e-05 - loss: 0.0580 - UP: 97.77% UR: 99.55% UF: 98.65% P: 97.32% R: 99.09% F: 98.20%
467
+ 2024-08-12 07:59:43 INFO dev: loss: nan - UP: 84.00% UR: 77.78% UF: 80.77% P: 84.00% R: 77.78% F: 80.77%
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+ 2024-08-12 07:59:43 INFO test: loss: 0.7544 - UP: 35.15% UR: 22.12% UF: 27.15% P: 27.70% R: 17.43% F: 21.39%
469
+ 2024-08-12 07:59:43 INFO 0:00:00.651536s elapsed
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+ 2024-08-12 07:59:43 INFO lr: 4.9320e-05 - loss: 0.0111 - UP: 99.54% UR: 98.64% UF: 99.09% P: 99.54% R: 98.64% F: 99.09%
473
+ 2024-08-12 07:59:43 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 95.45% R: 77.78% F: 85.71%
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+ 2024-08-12 07:59:43 INFO test: loss: 0.4911 - UP: 44.30% UR: 18.73% UF: 26.33% P: 36.67% R: 15.50% F: 21.79%
475
+ 2024-08-12 07:59:43 INFO 0:00:00.650321s elapsed
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+ 2024-08-12 07:59:44 INFO lr: 4.9310e-05 - loss: 0.0267 - UP: 100.00% UR: 96.36% UF: 98.15% P: 99.53% R: 95.91% F: 97.69%
479
+ 2024-08-12 07:59:44 INFO dev: loss: nan - UP: 95.45% UR: 77.78% UF: 85.71% P: 95.45% R: 77.78% F: 85.71%
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+ 2024-08-12 07:59:44 INFO test: loss: 0.5058 - UP: 38.36% UR: 19.73% UF: 26.06% P: 31.19% R: 16.05% F: 21.19%
481
+ 2024-08-12 07:59:44 INFO 0:00:00.652755s elapsed
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+ 2024-08-12 07:59:44 INFO lr: 4.9300e-05 - loss: 0.0151 - UP: 98.64% UR: 99.09% UF: 98.87% P: 98.19% R: 98.64% F: 98.41%
485
+ 2024-08-12 07:59:44 INFO dev: loss: nan - UP: 88.00% UR: 81.48% UF: 84.62% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:59:45 INFO test: loss: 0.6872 - UP: 27.30% UR: 23.59% UF: 25.31% P: 21.92% R: 18.94% F: 20.32%
487
+ 2024-08-12 07:59:45 INFO 0:00:00.648688s elapsed
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+ 2024-08-12 07:59:45 INFO lr: 4.9290e-05 - loss: 0.0000 - UP: 98.21% UR: 100.00% UF: 99.10% P: 96.87% R: 98.64% F: 97.75%
491
+ 2024-08-12 07:59:45 INFO dev: loss: nan - UP: 84.62% UR: 81.48% UF: 83.02% P: 76.92% R: 74.07% F: 75.47%
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+ 2024-08-12 07:59:45 INFO test: loss: 0.7242 - UP: 26.18% UR: 23.38% UF: 24.70% P: 20.46% R: 18.27% F: 19.30%
493
+ 2024-08-12 07:59:45 INFO 0:00:00.644920s elapsed
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+ 2024-08-12 07:59:46 INFO lr: 4.9280e-05 - loss: 0.0013 - UP: 97.35% UR: 100.00% UF: 98.65% P: 97.35% R: 100.00% F: 98.65%
497
+ 2024-08-12 07:59:46 INFO dev: loss: nan - UP: 88.00% UR: 81.48% UF: 84.62% P: 80.00% R: 74.07% F: 76.92%
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+ 2024-08-12 07:59:46 INFO test: loss: 0.5891 - UP: 33.53% UR: 19.23% UF: 24.44% P: 27.10% R: 15.54% F: 19.76%
499
+ 2024-08-12 07:59:46 INFO 0:00:00.640083s elapsed
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+ 2024-08-12 07:59:46 INFO Epoch 73 / 5000:
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+ 2024-08-12 07:59:46 INFO lr: 4.9270e-05 - loss: 0.0009 - UP: 100.00% UR: 98.18% UF: 99.08% P: 100.00% R: 98.18% F: 99.08%
503
+ 2024-08-12 07:59:46 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 83.33% R: 74.07% F: 78.43%
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+ 2024-08-12 07:59:47 INFO test: loss: 0.4964 - UP: 40.02% UR: 16.05% UF: 22.91% P: 33.23% R: 13.32% F: 19.02%
505
+ 2024-08-12 07:59:47 INFO 0:00:00.658344s elapsed
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+ 2024-08-12 07:59:47 INFO lr: 4.9260e-05 - loss: 0.0131 - UP: 99.54% UR: 99.09% UF: 99.32% P: 99.54% R: 99.09% F: 99.32%
509
+ 2024-08-12 07:59:47 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 87.50% R: 77.78% F: 82.35%
510
+ 2024-08-12 07:59:47 INFO test: loss: 0.5041 - UP: 40.88% UR: 16.42% UF: 23.43% P: 34.52% R: 13.87% F: 19.78%
511
+ 2024-08-12 07:59:47 INFO 0:00:00.656510s elapsed
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+ 2024-08-12 07:59:48 INFO lr: 4.9250e-05 - loss: 0.0909 - UP: 96.86% UR: 98.18% UF: 97.52% P: 95.52% R: 96.82% F: 96.16%
515
+ 2024-08-12 07:59:48 INFO dev: loss: nan - UP: 80.77% UR: 77.78% UF: 79.25% P: 80.77% R: 77.78% F: 79.25%
516
+ 2024-08-12 07:59:48 INFO test: loss: 0.5894 - UP: 36.49% UR: 17.76% UF: 23.89% P: 30.29% R: 14.75% F: 19.84%
517
+ 2024-08-12 07:59:48 INFO 0:00:00.644667s elapsed
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+ 2024-08-12 07:59:48 INFO lr: 4.9240e-05 - loss: 0.0000 - UP: 98.62% UR: 97.27% UF: 97.94% P: 97.24% R: 95.91% F: 96.57%
521
+ 2024-08-12 07:59:48 INFO dev: loss: nan - UP: 84.00% UR: 77.78% UF: 80.77% P: 84.00% R: 77.78% F: 80.77%
522
+ 2024-08-12 07:59:49 INFO test: loss: 0.6109 - UP: 37.66% UR: 16.30% UF: 22.75% P: 30.30% R: 13.11% F: 18.30%
523
+ 2024-08-12 07:59:49 INFO 0:00:00.669432s elapsed
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+ 2024-08-12 07:59:49 INFO lr: 4.9230e-05 - loss: 0.0044 - UP: 100.00% UR: 96.82% UF: 98.38% P: 99.53% R: 96.36% F: 97.92%
527
+ 2024-08-12 07:59:49 INFO dev: loss: nan - UP: 80.77% UR: 77.78% UF: 79.25% P: 80.77% R: 77.78% F: 79.25%
528
+ 2024-08-12 07:59:49 INFO test: loss: 0.7067 - UP: 32.77% UR: 18.81% UF: 23.90% P: 26.13% R: 15.00% F: 19.06%
529
+ 2024-08-12 07:59:49 INFO 0:00:00.638726s elapsed
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+ 2024-08-12 07:59:50 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 98.65% UR: 100.00% UF: 99.32% P: 98.21% R: 99.55% F: 98.87%
533
+ 2024-08-12 07:59:50 INFO dev: loss: nan - UP: 80.77% UR: 77.78% UF: 79.25% P: 80.77% R: 77.78% F: 79.25%
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+ 2024-08-12 07:59:50 INFO test: loss: 0.7595 - UP: 30.93% UR: 19.94% UF: 24.25% P: 24.56% R: 15.84% F: 19.26%
535
+ 2024-08-12 07:59:50 INFO 0:00:00.674155s elapsed
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+ 2024-08-12 07:59:50 INFO lr: 4.9210e-05 - loss: 0.0148 - UP: 99.54% UR: 98.64% UF: 99.09% P: 99.54% R: 98.64% F: 99.09%
539
+ 2024-08-12 07:59:50 INFO dev: loss: nan - UP: 84.00% UR: 77.78% UF: 80.77% P: 84.00% R: 77.78% F: 80.77%
540
+ 2024-08-12 07:59:51 INFO test: loss: 0.7660 - UP: 30.50% UR: 20.44% UF: 24.48% P: 24.00% R: 16.09% F: 19.26%
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+ 2024-08-12 07:59:51 INFO 0:00:00.675705s elapsed
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+ 2024-08-12 07:59:51 INFO lr: 4.9200e-05 - loss: 0.0561 - UP: 98.17% UR: 97.73% UF: 97.95% P: 98.17% R: 97.73% F: 97.95%
545
+ 2024-08-12 07:59:51 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 83.33% R: 74.07% F: 78.43%
546
+ 2024-08-12 07:59:51 INFO test: loss: 0.7385 - UP: 31.02% UR: 19.44% UF: 23.90% P: 23.93% R: 15.00% F: 18.44%
547
+ 2024-08-12 07:59:51 INFO 0:00:00.671645s elapsed
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+ 2024-08-12 07:59:52 INFO lr: 4.9190e-05 - loss: 0.0110 - UP: 99.09% UR: 98.64% UF: 98.86% P: 99.09% R: 98.64% F: 98.86%
551
+ 2024-08-12 07:59:52 INFO dev: loss: nan - UP: 87.50% UR: 77.78% UF: 82.35% P: 87.50% R: 77.78% F: 82.35%
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+ 2024-08-12 07:59:52 INFO test: loss: 0.6537 - UP: 38.10% UR: 16.17% UF: 22.71% P: 30.70% R: 13.03% F: 18.29%
553
+ 2024-08-12 07:59:52 INFO 0:00:00.670363s elapsed
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+ 2024-08-12 08:00:00 INFO Epoch 51 saved
556
+ 2024-08-12 08:00:00 INFO dev: UP: 95.65% UR: 81.48% UF: 88.00% P: 95.65% R: 81.48% F: 88.00%
557
+ 2024-08-12 08:00:00 INFO test: UP: 43.67% UR: 16.46% UF: 23.91% P: 34.56% R: 13.03% F: 18.92%
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+ 2024-08-12 08:00:00 INFO 0:00:54.016285s elapsed, 0:00:00.666868s/epoch