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SemEval-2022-Task-10
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byGenAI_desc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byGenAI_desc/10/model_vi_multibooked_ca_roberta_6.train.log +480 -0
  4. models/multibooked_ca/sdp_byGenAI_desc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byGenAI_desc/10/model_vi_multibooked_ca_xlm_6.train.log +696 -0
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+ 2024-08-12 04:39:50 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_byGenAI_desc/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_byGenAI_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byGenAI_desc/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 04:39:50 INFO Building the fields
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+ 2024-08-12 04:39:51 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 04:39:51 INFO Building the model
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+ 2024-08-12 04:39:52 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=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 04:39:52 INFO Loading the data
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+ 2024-08-12 04:39:53 INFO
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+ train: Dataset(n_sentences=116, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=15, n_batches=9, n_buckets=9)
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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 04:39:53 INFO Epoch 1 / 5000:
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+ 2024-08-12 04:39:55 INFO lr: 4.9990e-05 - loss: 0.2262 - UP: 1.38% UR: 4.86% UF: 2.15% P: 0.42% R: 1.50% F: 0.66%
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+ 2024-08-12 04:39:55 INFO dev: loss: 0.1911 - UP: 75.00% UR: 2.86% UF: 5.50% P: 75.00% R: 2.86% F: 5.50%
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+ 2024-08-12 04:39:56 INFO test: loss: 0.2178 - UP: 87.10% UR: 1.13% UF: 2.23% P: 83.87% R: 1.09% F: 2.15%
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+ 2024-08-12 04:39:57 INFO 0:00:02.711958s elapsed (saved)
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+
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+ 2024-08-12 04:39:57 INFO Epoch 2 / 5000:
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+ 2024-08-12 04:39:59 INFO lr: 4.9980e-05 - loss: 0.0774 - UP: 42.18% UR: 11.60% UF: 18.20% P: 41.50% R: 11.41% F: 17.90%
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+ 2024-08-12 04:39:59 INFO dev: loss: 0.1170 - UP: 88.89% UR: 22.86% UF: 36.36% P: 88.89% R: 22.86% F: 36.36%
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+ 2024-08-12 04:40:00 INFO test: loss: 0.1844 - UP: 65.78% UR: 10.31% UF: 17.82% P: 55.61% R: 8.71% F: 15.07%
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+ 2024-08-12 04:40:02 INFO 0:00:02.192376s elapsed (saved)
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+
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+ 2024-08-12 04:40:02 INFO Epoch 3 / 5000:
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+ 2024-08-12 04:40:04 INFO lr: 4.9970e-05 - loss: 0.0648 - UP: 61.16% UR: 26.66% UF: 37.13% P: 59.66% R: 26.01% F: 36.22%
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+ 2024-08-12 04:40:04 INFO dev: loss: 0.1014 - UP: 95.00% UR: 18.10% UF: 30.40% P: 95.00% R: 18.10% F: 30.40%
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+ 2024-08-12 04:40:04 INFO test: loss: 0.1746 - UP: 90.96% UR: 6.74% UF: 12.56% P: 74.58% R: 5.53% F: 10.30%
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+ 2024-08-12 04:40:04 INFO 0:00:02.106233s elapsed
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+ 2024-08-12 04:40:06 INFO lr: 4.9960e-05 - loss: 0.0702 - UP: 58.18% UR: 33.58% UF: 42.59% P: 57.37% R: 33.12% F: 41.99%
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+ 2024-08-12 04:40:06 INFO dev: loss: 0.0626 - UP: 93.02% UR: 38.10% UF: 54.05% P: 93.02% R: 38.10% F: 54.05%
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+ 2024-08-12 04:40:06 INFO test: loss: 0.1477 - UP: 75.67% UR: 17.85% UF: 28.88% P: 61.46% R: 14.50% F: 23.46%
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+ 2024-08-12 04:40:09 INFO 0:00:02.081693s elapsed (saved)
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+
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+ 2024-08-12 04:40:09 INFO Epoch 5 / 5000:
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+ 2024-08-12 04:40:11 INFO lr: 4.9950e-05 - loss: 0.0580 - UP: 72.37% UR: 37.98% UF: 49.82% P: 71.48% R: 37.51% F: 49.20%
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+ 2024-08-12 04:40:11 INFO dev: loss: 0.0624 - UP: 80.00% UR: 38.10% UF: 51.61% P: 80.00% R: 38.10% F: 51.61%
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+ 2024-08-12 04:40:12 INFO test: loss: 0.1436 - UP: 57.95% UR: 30.08% UF: 39.60% P: 50.20% R: 26.06% F: 34.31%
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+ 2024-08-12 04:40:12 INFO 0:00:02.207265s elapsed
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+
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+ 2024-08-12 04:40:13 INFO lr: 4.9940e-05 - loss: 0.0549 - UP: 82.17% UR: 45.28% UF: 58.38% P: 81.49% R: 44.90% F: 57.90%
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+ 2024-08-12 04:40:13 INFO dev: loss: 0.0511 - UP: 90.91% UR: 38.10% UF: 53.69% P: 90.91% R: 38.10% F: 53.69%
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+ 2024-08-12 04:40:14 INFO test: loss: 0.1372 - UP: 70.30% UR: 23.21% UF: 34.90% P: 54.57% R: 18.01% F: 27.09%
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+ 2024-08-12 04:40:14 INFO 0:00:02.091134s elapsed
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+ 2024-08-12 04:40:15 INFO lr: 4.9930e-05 - loss: 0.1493 - UP: 76.09% UR: 49.11% UF: 59.69% P: 75.80% R: 48.92% F: 59.47%
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+ 2024-08-12 04:40:15 INFO dev: loss: 0.0494 - UP: 97.67% UR: 40.00% UF: 56.76% P: 97.67% R: 40.00% F: 56.76%
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+ 2024-08-12 04:40:16 INFO test: loss: 0.1457 - UP: 73.77% UR: 23.21% UF: 35.31% P: 64.05% R: 20.15% F: 30.66%
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+ 2024-08-12 04:40:19 INFO 0:00:02.095869s elapsed (saved)
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+
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+ 2024-08-12 04:40:19 INFO Epoch 8 / 5000:
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+ 2024-08-12 04:40:20 INFO lr: 4.9920e-05 - loss: 0.0415 - UP: 86.52% UR: 51.64% UF: 64.67% P: 86.52% R: 51.64% F: 64.67%
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+ 2024-08-12 04:40:20 INFO dev: loss: 0.0428 - UP: 95.65% UR: 41.90% UF: 58.28% P: 95.65% R: 41.90% F: 58.28%
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+ 2024-08-12 04:40:21 INFO test: loss: 0.1400 - UP: 69.23% UR: 30.54% UF: 42.38% P: 60.11% R: 26.52% F: 36.80%
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+ 2024-08-12 04:40:24 INFO 0:00:02.128634s elapsed (saved)
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+
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+ 2024-08-12 04:40:24 INFO Epoch 9 / 5000:
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+ 2024-08-12 04:40:25 INFO lr: 4.9910e-05 - loss: 0.0350 - UP: 83.38% UR: 55.38% UF: 66.55% P: 83.38% R: 55.38% F: 66.55%
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+ 2024-08-12 04:40:25 INFO dev: loss: 0.0474 - UP: 91.49% UR: 40.95% UF: 56.58% P: 91.49% R: 40.95% F: 56.58%
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+ 2024-08-12 04:40:26 INFO test: loss: 0.1470 - UP: 72.89% UR: 25.35% UF: 37.61% P: 60.00% R: 20.86% F: 30.96%
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+ 2024-08-12 04:40:26 INFO 0:00:02.110630s elapsed
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+
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+ 2024-08-12 04:40:26 INFO Epoch 10 / 5000:
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+ 2024-08-12 04:40:27 INFO lr: 4.9900e-05 - loss: 0.0127 - UP: 86.46% UR: 55.57% UF: 67.65% P: 86.46% R: 55.57% F: 67.65%
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+ 2024-08-12 04:40:27 INFO dev: loss: 0.0441 - UP: 92.31% UR: 45.71% UF: 61.15% P: 92.31% R: 45.71% F: 61.15%
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+ 2024-08-12 04:40:28 INFO test: loss: 0.1493 - UP: 67.36% UR: 36.49% UF: 47.34% P: 58.24% R: 31.55% F: 40.92%
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+ 2024-08-12 04:40:31 INFO 0:00:02.057796s elapsed (saved)
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+
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+ 2024-08-12 04:40:31 INFO Epoch 11 / 5000:
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+ 2024-08-12 04:40:32 INFO lr: 4.9890e-05 - loss: 0.0289 - UP: 88.24% UR: 57.53% UF: 69.65% P: 88.09% R: 57.44% F: 69.54%
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+ 2024-08-12 04:40:33 INFO dev: loss: 0.0520 - UP: 88.46% UR: 43.81% UF: 58.60% P: 88.46% R: 43.81% F: 58.60%
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+ 2024-08-12 04:40:33 INFO test: loss: 0.1399 - UP: 71.44% UR: 32.80% UF: 44.96% P: 61.04% R: 28.03% F: 38.42%
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+ 2024-08-12 04:40:33 INFO 0:00:02.159909s elapsed
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+
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+ 2024-08-12 04:40:33 INFO Epoch 12 / 5000:
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+ 2024-08-12 04:40:35 INFO lr: 4.9880e-05 - loss: 0.0221 - UP: 87.07% UR: 61.09% UF: 71.80% P: 87.07% R: 61.09% F: 71.80%
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+ 2024-08-12 04:40:35 INFO dev: loss: 0.0436 - UP: 93.88% UR: 43.81% UF: 59.74% P: 93.88% R: 43.81% F: 59.74%
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+ 2024-08-12 04:40:35 INFO test: loss: 0.1525 - UP: 72.69% UR: 33.56% UF: 45.92% P: 61.98% R: 28.61% F: 39.15%
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+ 2024-08-12 04:40:35 INFO 0:00:02.109850s elapsed
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+
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+ 2024-08-12 04:40:35 INFO Epoch 13 / 5000:
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+ 2024-08-12 04:40:37 INFO lr: 4.9870e-05 - loss: 0.0177 - UP: 89.09% UR: 64.92% UF: 75.11% P: 89.09% R: 64.92% F: 75.11%
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+ 2024-08-12 04:40:37 INFO dev: loss: 0.0369 - UP: 98.00% UR: 46.67% UF: 63.23% P: 98.00% R: 46.67% F: 63.23%
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+ 2024-08-12 04:40:37 INFO test: loss: 0.1649 - UP: 70.27% UR: 36.24% UF: 47.82% P: 59.95% R: 30.92% F: 40.80%
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+ 2024-08-12 04:40:40 INFO 0:00:02.141182s elapsed (saved)
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+ 2024-08-12 04:40:40 INFO Epoch 14 / 5000:
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+ 2024-08-12 04:40:42 INFO lr: 4.9860e-05 - loss: 0.0266 - UP: 91.22% UR: 67.07% UF: 77.30% P: 91.22% R: 67.07% F: 77.30%
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+ 2024-08-12 04:40:42 INFO dev: loss: 0.0389 - UP: 98.00% UR: 46.67% UF: 63.23% P: 98.00% R: 46.67% F: 63.23%
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+ 2024-08-12 04:40:42 INFO test: loss: 0.1714 - UP: 73.42% UR: 36.91% UF: 49.12% P: 61.92% R: 31.13% F: 41.43%
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+ 2024-08-12 04:40:42 INFO 0:00:02.085649s elapsed
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+ 2024-08-12 04:40:44 INFO lr: 4.9850e-05 - loss: 0.0208 - UP: 88.47% UR: 69.60% UF: 77.91% P: 88.35% R: 69.50% F: 77.80%
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+ 2024-08-12 04:40:44 INFO dev: loss: 0.0607 - UP: 93.62% UR: 41.90% UF: 57.89% P: 93.62% R: 41.90% F: 57.89%
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+ 2024-08-12 04:40:44 INFO test: loss: 0.1783 - UP: 77.73% UR: 23.84% UF: 36.49% P: 64.34% R: 19.73% F: 30.20%
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+ 2024-08-12 04:40:44 INFO 0:00:02.136863s elapsed
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+ 2024-08-12 04:40:44 INFO Epoch 16 / 5000:
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+ 2024-08-12 04:40:46 INFO lr: 4.9840e-05 - loss: 0.0065 - UP: 88.21% UR: 65.11% UF: 74.92% P: 88.09% R: 65.01% F: 74.81%
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+ 2024-08-12 04:40:46 INFO dev: loss: 0.0359 - UP: 94.12% UR: 45.71% UF: 61.54% P: 94.12% R: 45.71% F: 61.54%
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+ 2024-08-12 04:40:47 INFO test: loss: 0.1816 - UP: 65.01% UR: 38.84% UF: 48.62% P: 54.42% R: 32.51% F: 40.70%
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+ 2024-08-12 04:40:47 INFO 0:00:02.316936s elapsed
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+ 2024-08-12 04:40:47 INFO Epoch 17 / 5000:
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+ 2024-08-12 04:40:48 INFO lr: 4.9830e-05 - loss: 0.0294 - UP: 92.38% UR: 68.01% UF: 78.34% P: 92.38% R: 68.01% F: 78.34%
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+ 2024-08-12 04:40:48 INFO dev: loss: 0.0329 - UP: 100.00% UR: 46.67% UF: 63.64% P: 100.00% R: 46.67% F: 63.64%
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+ 2024-08-12 04:40:49 INFO test: loss: 0.1614 - UP: 71.43% UR: 34.77% UF: 46.77% P: 61.62% R: 30.00% F: 40.35%
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+ 2024-08-12 04:40:51 INFO 0:00:02.079755s elapsed (saved)
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+ 2024-08-12 04:40:51 INFO Epoch 18 / 5000:
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+ 2024-08-12 04:40:53 INFO lr: 4.9820e-05 - loss: 0.0118 - UP: 89.07% UR: 74.74% UF: 81.28% P: 89.07% R: 74.74% F: 81.28%
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+ 2024-08-12 04:40:53 INFO dev: loss: 0.0307 - UP: 100.00% UR: 48.57% UF: 65.38% P: 100.00% R: 48.57% F: 65.38%
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+ 2024-08-12 04:40:54 INFO test: loss: 0.2151 - UP: 75.26% UR: 32.76% UF: 45.65% P: 64.39% R: 28.03% F: 39.05%
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+ 2024-08-12 04:40:57 INFO 0:00:02.132744s elapsed (saved)
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+ 2024-08-12 04:40:57 INFO Epoch 19 / 5000:
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+ 2024-08-12 04:40:58 INFO lr: 4.9810e-05 - loss: 0.0120 - UP: 91.83% UR: 72.59% UF: 81.09% P: 91.83% R: 72.59% F: 81.09%
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+ 2024-08-12 04:40:58 INFO dev: loss: 0.0453 - UP: 98.00% UR: 46.67% UF: 63.23% P: 98.00% R: 46.67% F: 63.23%
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+ 2024-08-12 04:40:59 INFO test: loss: 0.1556 - UP: 75.49% UR: 27.48% UF: 40.29% P: 64.90% R: 23.63% F: 34.64%
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+ 2024-08-12 04:40:59 INFO 0:00:02.212679s elapsed
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+ 2024-08-12 04:40:59 INFO Epoch 20 / 5000:
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+ 2024-08-12 04:41:01 INFO lr: 4.9800e-05 - loss: 0.0032 - UP: 93.38% UR: 73.90% UF: 82.51% P: 93.38% R: 73.90% F: 82.51%
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+ 2024-08-12 04:41:01 INFO dev: loss: 0.0319 - UP: 98.08% UR: 48.57% UF: 64.97% P: 98.08% R: 48.57% F: 64.97%
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+ 2024-08-12 04:41:01 INFO test: loss: 0.1749 - UP: 72.10% UR: 35.19% UF: 47.30% P: 61.12% R: 29.83% F: 40.09%
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+ 2024-08-12 04:41:01 INFO 0:00:02.139267s elapsed
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+ 2024-08-12 04:41:03 INFO lr: 4.9790e-05 - loss: 0.0237 - UP: 93.88% UR: 74.65% UF: 83.17% P: 93.76% R: 74.56% F: 83.06%
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+ 2024-08-12 04:41:03 INFO test: loss: 0.1738 - UP: 70.83% UR: 38.04% UF: 49.50% P: 60.37% R: 32.43% F: 42.19%
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+ 2024-08-12 04:41:10 INFO test: loss: 0.1579 - UP: 74.07% UR: 37.70% UF: 49.97% P: 64.69% R: 32.93% F: 43.64%
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+ 2024-08-12 04:41:12 INFO dev: loss: 0.0398 - UP: 80.00% UR: 53.33% UF: 64.00% P: 80.00% R: 53.33% F: 64.00%
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+ 2024-08-12 04:41:12 INFO test: loss: 0.1830 - UP: 66.31% UR: 44.53% UF: 53.28% P: 56.33% R: 37.83% F: 45.26%
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+ 2024-08-12 04:41:14 INFO dev: loss: 0.0341 - UP: 89.83% UR: 50.48% UF: 64.63% P: 89.83% R: 50.48% F: 64.63%
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+ 2024-08-12 04:41:15 INFO test: loss: 0.1985 - UP: 72.35% UR: 37.70% UF: 49.57% P: 61.25% R: 31.92% F: 41.97%
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+ 2024-08-12 04:41:16 INFO dev: loss: 0.0615 - UP: 72.22% UR: 49.52% UF: 58.76% P: 72.22% R: 49.52% F: 58.76%
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+ 2024-08-12 04:41:17 INFO test: loss: 0.1694 - UP: 67.44% UR: 45.12% UF: 54.07% P: 57.80% R: 38.67% F: 46.34%
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+ 2024-08-12 04:41:19 INFO test: loss: 0.1910 - UP: 66.98% UR: 44.28% UF: 53.32% P: 56.97% R: 37.66% F: 45.35%
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+ 2024-08-12 04:41:21 INFO dev: loss: 0.0716 - UP: 85.48% UR: 50.48% UF: 63.47% P: 85.48% R: 50.48% F: 63.47%
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+ 2024-08-12 04:41:21 INFO test: loss: 0.1745 - UP: 72.44% UR: 38.75% UF: 50.49% P: 62.80% R: 33.60% F: 43.78%
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+ 2024-08-12 04:41:23 INFO test: loss: 0.2231 - UP: 65.31% UR: 45.83% UF: 53.87% P: 52.96% R: 37.16% F: 43.67%
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+ 2024-08-12 04:41:25 INFO dev: loss: 0.0761 - UP: 80.82% UR: 56.19% UF: 66.29% P: 80.82% R: 56.19% F: 66.29%
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+ 2024-08-12 04:41:25 INFO test: loss: 0.2092 - UP: 62.00% UR: 46.96% UF: 53.44% P: 52.27% R: 39.59% F: 45.05%
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+ 2024-08-12 04:41:28 INFO 0:00:02.072155s elapsed (saved)
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+ 2024-08-12 04:41:30 INFO dev: loss: 0.0375 - UP: 94.64% UR: 50.48% UF: 65.84% P: 94.64% R: 50.48% F: 65.84%
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+ 2024-08-12 04:41:30 INFO test: loss: 0.1972 - UP: 76.38% UR: 36.45% UF: 49.35% P: 66.20% R: 31.59% F: 42.77%
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+ 2024-08-12 04:41:32 INFO test: loss: 0.2015 - UP: 73.17% UR: 41.47% UF: 52.94% P: 62.82% R: 35.61% F: 45.45%
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+ 2024-08-12 04:41:34 INFO test: loss: 0.2578 - UP: 73.61% UR: 37.62% UF: 49.79% P: 62.38% R: 31.88% F: 42.20%
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+ 2024-08-12 04:41:37 INFO 0:00:02.089559s elapsed (saved)
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+ 2024-08-12 04:41:41 INFO lr: 4.9650e-05 - loss: 0.0003 - UP: 94.55% UR: 81.10% UF: 87.31% P: 94.55% R: 81.10% F: 87.31%
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+ 2024-08-12 04:41:41 INFO test: loss: 0.1810 - UP: 69.96% UR: 40.59% UF: 51.38% P: 60.79% R: 35.27% F: 44.64%
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+ 2024-08-12 04:41:41 INFO 0:00:02.185850s elapsed
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+ 2024-08-12 04:41:43 INFO lr: 4.9640e-05 - loss: 0.0010 - UP: 96.11% UR: 85.59% UF: 90.55% P: 95.80% R: 85.31% F: 90.25%
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+ 2024-08-12 04:41:43 INFO dev: loss: 0.0607 - UP: 71.76% UR: 58.10% UF: 64.21% P: 71.76% R: 58.10% F: 64.21%
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+ 2024-08-12 04:41:44 INFO test: loss: 0.2508 - UP: 67.85% UR: 45.62% UF: 54.56% P: 55.76% R: 37.49% F: 44.84%
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+ 2024-08-12 04:41:44 INFO 0:00:02.122340s elapsed
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+ 2024-08-12 04:41:44 INFO Epoch 37 / 5000:
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+ 2024-08-12 04:41:45 INFO lr: 4.9630e-05 - loss: 0.0084 - UP: 92.91% UR: 87.00% UF: 89.86% P: 92.91% R: 87.00% F: 89.86%
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+ 2024-08-12 04:41:45 INFO dev: loss: 0.0598 - UP: 84.51% UR: 57.14% UF: 68.18% P: 84.51% R: 57.14% F: 68.18%
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+ 2024-08-12 04:41:46 INFO test: loss: 0.2275 - UP: 69.54% UR: 42.94% UF: 53.10% P: 59.23% R: 36.57% F: 45.22%
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+ 2024-08-12 04:41:46 INFO 0:00:02.126024s elapsed
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+ 2024-08-12 04:41:47 INFO lr: 4.9620e-05 - loss: 0.0116 - UP: 97.39% UR: 83.72% UF: 90.04% P: 97.39% R: 83.72% F: 90.04%
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+ 2024-08-12 04:41:48 INFO test: loss: 0.2615 - UP: 67.47% UR: 42.48% UF: 52.13% P: 55.89% R: 35.19% F: 43.19%
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+ 2024-08-12 04:41:51 INFO 0:00:02.154273s elapsed (saved)
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+ 2024-08-12 04:41:53 INFO lr: 4.9610e-05 - loss: 0.0005 - UP: 93.52% UR: 89.15% UF: 91.28% P: 93.52% R: 89.15% F: 91.28%
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+ 2024-08-12 04:41:53 INFO test: loss: 0.2134 - UP: 73.65% UR: 38.75% UF: 50.78% P: 63.22% R: 33.26% F: 43.59%
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+ 2024-08-12 04:41:53 INFO 0:00:02.101204s elapsed
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+ 2024-08-12 04:41:55 INFO lr: 4.9600e-05 - loss: 0.0020 - UP: 97.08% UR: 87.00% UF: 91.76% P: 97.08% R: 87.00% F: 91.76%
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+ 2024-08-12 04:41:55 INFO dev: loss: 0.0813 - UP: 86.96% UR: 57.14% UF: 68.97% P: 86.96% R: 57.14% F: 68.97%
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+ 2024-08-12 04:41:55 INFO test: loss: 0.2271 - UP: 67.07% UR: 44.28% UF: 53.34% P: 56.09% R: 37.03% F: 44.61%
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+ 2024-08-12 04:41:55 INFO 0:00:02.108686s elapsed
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+ 2024-08-12 04:41:57 INFO lr: 4.9590e-05 - loss: 0.0001 - UP: 96.29% UR: 92.24% UF: 94.22% P: 96.29% R: 92.24% F: 94.22%
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+ 2024-08-12 04:41:57 INFO dev: loss: 0.0843 - UP: 86.36% UR: 54.29% UF: 66.67% P: 86.36% R: 54.29% F: 66.67%
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+ 2024-08-12 04:41:57 INFO test: loss: 0.2382 - UP: 69.05% UR: 43.28% UF: 53.21% P: 57.82% R: 36.24% F: 44.55%
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+ 2024-08-12 04:41:57 INFO 0:00:02.114524s elapsed
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+ 2024-08-12 04:41:59 INFO lr: 4.9580e-05 - loss: 0.0032 - UP: 98.67% UR: 90.55% UF: 94.44% P: 98.67% R: 90.55% F: 94.44%
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+ 2024-08-12 04:41:59 INFO dev: loss: 0.0871 - UP: 86.76% UR: 56.19% UF: 68.21% P: 86.76% R: 56.19% F: 68.21%
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+ 2024-08-12 04:41:59 INFO test: loss: 0.2210 - UP: 69.81% UR: 44.07% UF: 54.03% P: 59.92% R: 37.83% F: 46.38%
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+ 2024-08-12 04:41:59 INFO 0:00:02.089575s elapsed
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+ 2024-08-12 04:42:01 INFO lr: 4.9570e-05 - loss: 0.0001 - UP: 97.48% UR: 94.01% UF: 95.71% P: 97.48% R: 94.01% F: 95.71%
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+ 2024-08-12 04:42:01 INFO dev: loss: 0.0931 - UP: 84.29% UR: 56.19% UF: 67.43% P: 84.29% R: 56.19% F: 67.43%
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+ 2024-08-12 04:42:01 INFO test: loss: 0.2428 - UP: 69.04% UR: 44.74% UF: 54.30% P: 58.56% R: 37.96% F: 46.06%
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+ 2024-08-12 04:42:01 INFO 0:00:02.157763s elapsed
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+ 2024-08-12 04:42:03 INFO lr: 4.9560e-05 - loss: 0.0008 - UP: 98.35% UR: 94.57% UF: 96.42% P: 98.35% R: 94.57% F: 96.42%
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+ 2024-08-12 04:42:03 INFO dev: loss: 0.0987 - UP: 87.88% UR: 55.24% UF: 67.84% P: 87.88% R: 55.24% F: 67.84%
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+ 2024-08-12 04:42:04 INFO test: loss: 0.2599 - UP: 69.83% UR: 43.82% UF: 53.85% P: 59.28% R: 37.20% F: 45.71%
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+ 2024-08-12 04:42:05 INFO lr: 4.9550e-05 - loss: 0.0000 - UP: 98.08% UR: 95.79% UF: 96.92% P: 98.08% R: 95.79% F: 96.92%
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+ 2024-08-12 04:42:06 INFO test: loss: 0.2603 - UP: 70.60% UR: 42.86% UF: 53.34% P: 59.77% R: 36.28% F: 45.15%
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+ 2024-08-12 04:42:07 INFO lr: 4.9540e-05 - loss: 0.0000 - UP: 98.08% UR: 95.70% UF: 96.87% P: 98.08% R: 95.70% F: 96.87%
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+ 2024-08-12 04:42:07 INFO dev: loss: 0.1015 - UP: 88.06% UR: 56.19% UF: 68.60% P: 88.06% R: 56.19% F: 68.60%
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+ 2024-08-12 04:42:08 INFO test: loss: 0.2593 - UP: 70.39% UR: 43.53% UF: 53.79% P: 59.82% R: 36.99% F: 45.72%
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+ 2024-08-12 04:42:09 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 98.66% UR: 96.16% UF: 97.39% P: 98.66% R: 96.16% F: 97.39%
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+ 2024-08-12 04:42:10 INFO test: loss: 0.2627 - UP: 70.14% UR: 43.11% UF: 53.40% P: 59.37% R: 36.49% F: 45.20%
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+ 2024-08-12 04:42:12 INFO test: loss: 0.2500 - UP: 70.60% UR: 43.36% UF: 53.72% P: 60.37% R: 37.08% F: 45.94%
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+ 2024-08-12 04:42:14 INFO lr: 4.9510e-05 - loss: 0.0060 - UP: 99.23% UR: 96.82% UF: 98.01% P: 99.23% R: 96.82% F: 98.01%
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+ 2024-08-12 04:42:14 INFO test: loss: 0.2527 - UP: 71.27% UR: 42.61% UF: 53.33% P: 60.97% R: 36.45% F: 45.62%
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+ 2024-08-12 04:42:16 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 98.48% UR: 97.01% UF: 97.74% P: 98.48% R: 97.01% F: 97.74%
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+ 2024-08-12 04:42:16 INFO test: loss: 0.2603 - UP: 70.05% UR: 43.02% UF: 53.31% P: 59.82% R: 36.74% F: 45.52%
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+ 2024-08-12 04:42:18 INFO lr: 4.9490e-05 - loss: 0.0013 - UP: 99.14% UR: 97.01% UF: 98.06% P: 99.04% R: 96.91% F: 97.97%
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+ 2024-08-12 04:42:18 INFO test: loss: 0.2426 - UP: 71.78% UR: 42.31% UF: 53.24% P: 61.48% R: 36.24% F: 45.60%
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+ 2024-08-12 04:42:20 INFO lr: 4.9480e-05 - loss: 0.0043 - UP: 98.67% UR: 97.47% UF: 98.07% P: 98.58% R: 97.38% F: 97.98%
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+ 2024-08-12 04:42:20 INFO dev: loss: 0.1112 - UP: 88.89% UR: 53.33% UF: 66.67% P: 88.89% R: 53.33% F: 66.67%
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+ 2024-08-12 04:42:20 INFO test: loss: 0.2957 - UP: 72.19% UR: 41.43% UF: 52.65% P: 60.88% R: 34.94% F: 44.40%
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+ 2024-08-12 04:42:20 INFO 0:00:02.080754s elapsed
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+ 2024-08-12 04:42:22 INFO dev: loss: 0.1037 - UP: 87.50% UR: 53.33% UF: 66.27% P: 87.50% R: 53.33% F: 66.27%
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+ 2024-08-12 04:42:22 INFO test: loss: 0.2782 - UP: 70.74% UR: 43.65% UF: 53.99% P: 60.69% R: 37.45% F: 46.32%
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+ 2024-08-12 04:42:22 INFO 0:00:02.062078s elapsed
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+ 2024-08-12 04:42:24 INFO dev: loss: 0.1072 - UP: 87.50% UR: 53.33% UF: 66.27% P: 87.50% R: 53.33% F: 66.27%
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+ 2024-08-12 04:42:25 INFO test: loss: 0.2757 - UP: 70.44% UR: 44.03% UF: 54.19% P: 60.46% R: 37.79% F: 46.51%
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+ 2024-08-12 04:42:25 INFO 0:00:02.216993s elapsed
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+ 2024-08-12 04:42:26 INFO lr: 4.9450e-05 - loss: 0.0000 - UP: 99.06% UR: 98.13% UF: 98.59% P: 99.06% R: 98.13% F: 98.59%
395
+ 2024-08-12 04:42:26 INFO dev: loss: 0.1073 - UP: 87.30% UR: 52.38% UF: 65.48% P: 87.30% R: 52.38% F: 65.48%
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+ 2024-08-12 04:42:27 INFO test: loss: 0.2849 - UP: 71.63% UR: 42.31% UF: 53.20% P: 60.99% R: 36.03% F: 45.30%
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+ 2024-08-12 04:42:27 INFO 0:00:02.113060s elapsed
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+ 2024-08-12 04:42:28 INFO lr: 4.9440e-05 - loss: 0.0000 - UP: 98.67% UR: 97.19% UF: 97.93% P: 98.67% R: 97.19% F: 97.93%
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+ 2024-08-12 04:42:28 INFO dev: loss: 0.1044 - UP: 87.30% UR: 52.38% UF: 65.48% P: 87.30% R: 52.38% F: 65.48%
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+ 2024-08-12 04:42:29 INFO test: loss: 0.2874 - UP: 71.56% UR: 42.06% UF: 52.98% P: 61.15% R: 35.94% F: 45.28%
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+ 2024-08-12 04:42:29 INFO 0:00:02.198085s elapsed
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+ 2024-08-12 04:42:31 INFO lr: 4.9430e-05 - loss: 0.0009 - UP: 99.34% UR: 97.94% UF: 98.63% P: 99.34% R: 97.94% F: 98.63%
407
+ 2024-08-12 04:42:31 INFO dev: loss: 0.1021 - UP: 87.50% UR: 53.33% UF: 66.27% P: 87.50% R: 53.33% F: 66.27%
408
+ 2024-08-12 04:42:31 INFO test: loss: 0.2854 - UP: 71.82% UR: 43.02% UF: 53.81% P: 61.33% R: 36.74% F: 45.95%
409
+ 2024-08-12 04:42:31 INFO 0:00:02.172784s elapsed
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+ 2024-08-12 04:42:33 INFO lr: 4.9420e-05 - loss: 0.0015 - UP: 98.23% UR: 98.50% UF: 98.37% P: 98.23% R: 98.50% F: 98.37%
413
+ 2024-08-12 04:42:33 INFO dev: loss: 0.0480 - UP: 90.62% UR: 55.24% UF: 68.64% P: 90.62% R: 55.24% F: 68.64%
414
+ 2024-08-12 04:42:33 INFO test: loss: 0.2843 - UP: 71.56% UR: 42.06% UF: 52.98% P: 61.58% R: 36.20% F: 45.59%
415
+ 2024-08-12 04:42:33 INFO 0:00:02.128046s elapsed
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+ 2024-08-12 04:42:35 INFO lr: 4.9410e-05 - loss: 0.0003 - UP: 98.87% UR: 98.04% UF: 98.45% P: 98.77% R: 97.94% F: 98.36%
419
+ 2024-08-12 04:42:35 INFO dev: loss: 0.0812 - UP: 79.45% UR: 55.24% UF: 65.17% P: 79.45% R: 55.24% F: 65.17%
420
+ 2024-08-12 04:42:35 INFO test: loss: 0.2585 - UP: 68.54% UR: 45.08% UF: 54.38% P: 58.54% R: 38.50% F: 46.45%
421
+ 2024-08-12 04:42:35 INFO 0:00:02.082962s elapsed
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+ 2024-08-12 04:42:37 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 99.05% UR: 97.85% UF: 98.45% P: 98.96% R: 97.75% F: 98.35%
425
+ 2024-08-12 04:42:37 INFO dev: loss: 0.0770 - UP: 87.30% UR: 52.38% UF: 65.48% P: 87.30% R: 52.38% F: 65.48%
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+ 2024-08-12 04:42:37 INFO test: loss: 0.3131 - UP: 71.73% UR: 42.31% UF: 53.23% P: 60.58% R: 35.74% F: 44.95%
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+ 2024-08-12 04:42:39 INFO lr: 4.9390e-05 - loss: 0.0001 - UP: 99.42% UR: 95.79% UF: 97.57% P: 98.83% R: 95.23% F: 97.00%
431
+ 2024-08-12 04:42:39 INFO dev: loss: 0.0572 - UP: 85.07% UR: 54.29% UF: 66.28% P: 85.07% R: 54.29% F: 66.28%
432
+ 2024-08-12 04:42:39 INFO test: loss: 0.2362 - UP: 70.52% UR: 43.90% UF: 54.12% P: 60.50% R: 37.66% F: 46.42%
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+ 2024-08-12 04:42:39 INFO 0:00:02.079340s elapsed
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+ 2024-08-12 04:42:41 INFO lr: 4.9380e-05 - loss: 0.0007 - UP: 98.45% UR: 94.86% UF: 96.62% P: 98.16% R: 94.57% F: 96.33%
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+ 2024-08-12 04:42:41 INFO dev: loss: 0.0511 - UP: 93.22% UR: 52.38% UF: 67.07% P: 93.22% R: 52.38% F: 67.07%
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+ 2024-08-12 04:42:42 INFO test: loss: 0.2581 - UP: 73.08% UR: 38.21% UF: 50.18% P: 62.58% R: 32.72% F: 42.97%
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+ 2024-08-12 04:42:42 INFO 0:00:02.169775s elapsed
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+ 2024-08-12 04:42:43 INFO lr: 4.9370e-05 - loss: 0.0022 - UP: 97.42% UR: 95.23% UF: 96.31% P: 97.22% R: 95.04% F: 96.12%
443
+ 2024-08-12 04:42:43 INFO dev: loss: 0.0417 - UP: 88.06% UR: 56.19% UF: 68.60% P: 88.06% R: 56.19% F: 68.60%
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+ 2024-08-12 04:42:44 INFO test: loss: 0.2230 - UP: 73.45% UR: 40.09% UF: 51.87% P: 62.39% R: 34.06% F: 44.07%
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+ 2024-08-12 04:42:44 INFO 0:00:02.152559s elapsed
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+ 2024-08-12 04:42:45 INFO lr: 4.9360e-05 - loss: 0.0009 - UP: 98.45% UR: 94.76% UF: 96.57% P: 98.35% R: 94.67% F: 96.47%
449
+ 2024-08-12 04:42:46 INFO dev: loss: 0.0421 - UP: 91.67% UR: 52.38% UF: 66.67% P: 91.67% R: 52.38% F: 66.67%
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+ 2024-08-12 04:42:46 INFO test: loss: 0.2910 - UP: 73.07% UR: 38.08% UF: 50.07% P: 62.30% R: 32.47% F: 42.69%
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+ 2024-08-12 04:42:46 INFO 0:00:02.137494s elapsed
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+ 2024-08-12 04:42:47 INFO lr: 4.9350e-05 - loss: 0.0175 - UP: 96.94% UR: 88.87% UF: 92.73% P: 96.94% R: 88.87% F: 92.73%
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+ 2024-08-12 04:42:48 INFO dev: loss: 0.0391 - UP: 80.95% UR: 48.57% UF: 60.71% P: 80.95% R: 48.57% F: 60.71%
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+ 2024-08-12 04:42:48 INFO test: loss: 0.2381 - UP: 71.33% UR: 38.46% UF: 49.97% P: 61.85% R: 33.35% F: 43.33%
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+ 2024-08-12 04:42:48 INFO 0:00:02.075804s elapsed
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+ 2024-08-12 04:42:50 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 93.40% UR: 92.61% UF: 93.00% P: 93.40% R: 92.61% F: 93.00%
461
+ 2024-08-12 04:42:50 INFO dev: loss: 0.0283 - UP: 82.86% UR: 55.24% UF: 66.29% P: 82.86% R: 55.24% F: 66.29%
462
+ 2024-08-12 04:42:50 INFO test: loss: 0.2083 - UP: 66.97% UR: 48.60% UF: 56.32% P: 55.83% R: 40.51% F: 46.95%
463
+ 2024-08-12 04:42:50 INFO 0:00:02.108637s elapsed
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+ 2024-08-12 04:42:52 INFO lr: 4.9330e-05 - loss: 0.0005 - UP: 96.67% UR: 92.33% UF: 94.45% P: 96.67% R: 92.33% F: 94.45%
467
+ 2024-08-12 04:42:52 INFO dev: loss: 0.0432 - UP: 84.51% UR: 57.14% UF: 68.18% P: 84.51% R: 57.14% F: 68.18%
468
+ 2024-08-12 04:42:52 INFO test: loss: 0.2009 - UP: 71.75% UR: 44.16% UF: 54.67% P: 60.93% R: 37.49% F: 46.42%
469
+ 2024-08-12 04:42:52 INFO 0:00:02.050410s elapsed
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+ 2024-08-12 04:42:54 INFO lr: 4.9320e-05 - loss: 0.0020 - UP: 94.46% UR: 92.52% UF: 93.48% P: 94.27% R: 92.33% F: 93.29%
473
+ 2024-08-12 04:42:54 INFO dev: loss: 0.0458 - UP: 94.64% UR: 50.48% UF: 65.84% P: 94.64% R: 50.48% F: 65.84%
474
+ 2024-08-12 04:42:54 INFO test: loss: 0.3482 - UP: 73.98% UR: 37.29% UF: 49.58% P: 62.93% R: 31.71% F: 42.17%
475
+ 2024-08-12 04:42:54 INFO 0:00:02.009042s elapsed
476
+
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+ 2024-08-12 04:42:57 INFO Epoch 38 saved
478
+ 2024-08-12 04:42:57 INFO dev: UP: 88.24% UR: 57.14% UF: 69.36% P: 88.24% R: 57.14% F: 69.36%
479
+ 2024-08-12 04:42:57 INFO test: UP: 67.47% UR: 42.48% UF: 52.13% P: 55.89% R: 35.19% F: 43.19%
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+ 2024-08-12 04:42:57 INFO 0:02:24.900913s elapsed, 0:00:02.130896s/epoch
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1
+ 2024-08-12 04:43:00 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
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byGenAI_desc/10/model_vi_multibooked_ca_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byGenAI_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byGenAI_desc/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 04:43:00 INFO Building the fields
39
+ 2024-08-12 04:43:01 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 04:43:01 INFO Building the model
44
+ 2024-08-12 04:43:04 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 04:43:04 INFO Loading the data
64
+ 2024-08-12 04:43:04 INFO
65
+ train: Dataset(n_sentences=116, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=15, n_batches=9, n_buckets=9)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 04:43:04 INFO Epoch 1 / 5000:
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+ 2024-08-12 04:43:07 INFO lr: 4.9990e-05 - loss: 0.3253 - UP: 7.60% UR: 11.79% UF: 9.24% P: 4.28% R: 6.64% F: 5.21%
71
+ 2024-08-12 04:43:07 INFO dev: loss: 0.2026 - UP: 57.14% UR: 11.43% UF: 19.05% P: 57.14% R: 11.43% F: 19.05%
72
+ 2024-08-12 04:43:07 INFO test: loss: 0.2282 - UP: 75.00% UR: 4.02% UF: 7.63% P: 60.16% R: 3.23% F: 6.12%
73
+ 2024-08-12 04:43:12 INFO 0:00:03.122861s elapsed (saved)
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+
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+ 2024-08-12 04:43:12 INFO Epoch 2 / 5000:
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+ 2024-08-12 04:43:14 INFO lr: 4.9980e-05 - loss: 0.5062 - UP: 53.07% UR: 13.75% UF: 21.84% P: 50.90% R: 13.19% F: 20.95%
77
+ 2024-08-12 04:43:14 INFO dev: loss: 0.1598 - UP: 55.56% UR: 23.81% UF: 33.33% P: 55.56% R: 23.81% F: 33.33%
78
+ 2024-08-12 04:43:15 INFO test: loss: 0.2222 - UP: 73.60% UR: 10.98% UF: 19.10% P: 56.46% R: 8.42% F: 14.66%
79
+ 2024-08-12 04:43:22 INFO 0:00:02.699205s elapsed (saved)
80
+
81
+ 2024-08-12 04:43:22 INFO Epoch 3 / 5000:
82
+ 2024-08-12 04:43:24 INFO lr: 4.9970e-05 - loss: 0.0876 - UP: 60.58% UR: 23.57% UF: 33.94% P: 58.41% R: 22.73% F: 32.73%
83
+ 2024-08-12 04:43:24 INFO dev: loss: 0.1219 - UP: 80.39% UR: 39.05% UF: 52.56% P: 80.39% R: 39.05% F: 52.56%
84
+ 2024-08-12 04:43:25 INFO test: loss: 0.1833 - UP: 69.63% UR: 14.12% UF: 23.48% P: 53.10% R: 10.77% F: 17.90%
85
+ 2024-08-12 04:43:32 INFO 0:00:02.763805s elapsed (saved)
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+
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+ 2024-08-12 04:43:32 INFO Epoch 4 / 5000:
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+ 2024-08-12 04:43:34 INFO lr: 4.9960e-05 - loss: 0.0432 - UP: 65.48% UR: 25.72% UF: 36.94% P: 64.52% R: 25.35% F: 36.40%
89
+ 2024-08-12 04:43:34 INFO dev: loss: 0.0953 - UP: 77.08% UR: 35.24% UF: 48.37% P: 77.08% R: 35.24% F: 48.37%
90
+ 2024-08-12 04:43:34 INFO test: loss: 0.1419 - UP: 63.23% UR: 20.82% UF: 31.33% P: 51.27% R: 16.88% F: 25.40%
91
+ 2024-08-12 04:43:34 INFO 0:00:02.648232s elapsed
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+
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+ 2024-08-12 04:43:34 INFO Epoch 5 / 5000:
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+ 2024-08-12 04:43:37 INFO lr: 4.9950e-05 - loss: 0.0237 - UP: 73.60% UR: 35.73% UF: 48.11% P: 72.83% R: 35.36% F: 47.61%
95
+ 2024-08-12 04:43:37 INFO dev: loss: 0.0739 - UP: 83.72% UR: 34.29% UF: 48.65% P: 83.72% R: 34.29% F: 48.65%
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+ 2024-08-12 04:43:37 INFO test: loss: 0.1817 - UP: 65.62% UR: 19.35% UF: 29.89% P: 53.41% R: 15.75% F: 24.33%
97
+ 2024-08-12 04:43:37 INFO 0:00:02.688649s elapsed
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+
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+ 2024-08-12 04:43:42 INFO test: loss: 0.1778 - UP: 52.99% UR: 34.94% UF: 42.11% P: 42.38% R: 27.94% F: 33.68%
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+ 2024-08-12 04:43:52 INFO test: loss: 0.2267 - UP: 63.38% UR: 31.46% UF: 42.05% P: 49.96% R: 24.80% F: 33.15%
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+ 2024-08-12 04:44:01 INFO dev: loss: 0.0749 - UP: 77.27% UR: 48.57% UF: 59.65% P: 77.27% R: 48.57% F: 59.65%
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+ 2024-08-12 04:44:02 INFO test: loss: 0.1887 - UP: 61.24% UR: 35.27% UF: 44.76% P: 49.45% R: 28.49% F: 36.15%
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+ 2024-08-12 04:44:04 INFO test: loss: 0.1910 - UP: 64.29% UR: 30.16% UF: 41.06% P: 53.84% R: 25.26% F: 34.39%
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+ 2024-08-12 04:44:12 INFO test: loss: 0.2678 - UP: 65.66% UR: 34.69% UF: 45.39% P: 54.24% R: 28.66% F: 37.50%
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+ 2024-08-12 04:44:18 INFO test: loss: 0.2763 - UP: 72.06% UR: 28.53% UF: 40.88% P: 60.00% R: 23.75% F: 34.03%
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+ 2024-08-12 04:44:20 INFO test: loss: 0.2618 - UP: 69.43% UR: 36.15% UF: 47.55% P: 55.67% R: 28.99% F: 38.13%
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+ 2024-08-12 04:44:30 INFO test: loss: 0.1954 - UP: 66.62% UR: 37.45% UF: 47.95% P: 57.15% R: 32.13% F: 41.14%
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+ 2024-08-12 04:44:32 INFO test: loss: 0.1960 - UP: 70.42% UR: 36.41% UF: 48.00% P: 58.18% R: 30.08% F: 39.66%
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+ 2024-08-12 04:44:35 INFO test: loss: 0.2492 - UP: 70.98% UR: 36.57% UF: 48.27% P: 56.50% R: 29.12% F: 38.43%
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+ 2024-08-12 04:44:37 INFO lr: 4.9800e-05 - loss: 0.0021 - UP: 90.58% UR: 69.22% UF: 78.47% P: 90.58% R: 69.22% F: 78.47%
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+ 2024-08-12 04:44:37 INFO dev: loss: 0.0817 - UP: 91.67% UR: 41.90% UF: 57.52% P: 91.67% R: 41.90% F: 57.52%
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+ 2024-08-12 04:44:38 INFO test: loss: 0.1940 - UP: 71.49% UR: 37.70% UF: 49.37% P: 59.17% R: 31.21% F: 40.87%
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+ 2024-08-12 04:44:38 INFO 0:00:02.588886s elapsed
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+ 2024-08-12 04:44:40 INFO lr: 4.9790e-05 - loss: 0.0228 - UP: 89.32% UR: 71.19% UF: 79.23% P: 89.32% R: 71.19% F: 79.23%
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+ 2024-08-12 04:44:40 INFO dev: loss: 0.0938 - UP: 88.46% UR: 43.81% UF: 58.60% P: 88.46% R: 43.81% F: 58.60%
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+ 2024-08-12 04:44:40 INFO test: loss: 0.2777 - UP: 72.02% UR: 34.19% UF: 46.36% P: 58.16% R: 27.61% F: 37.44%
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+ 2024-08-12 04:44:42 INFO lr: 4.9780e-05 - loss: 0.0121 - UP: 86.13% UR: 71.47% UF: 78.12% P: 86.13% R: 71.47% F: 78.12%
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+ 2024-08-12 04:44:43 INFO dev: loss: 0.0751 - UP: 93.88% UR: 43.81% UF: 59.74% P: 93.88% R: 43.81% F: 59.74%
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+ 2024-08-12 04:44:43 INFO test: loss: 0.2179 - UP: 73.16% UR: 35.86% UF: 48.13% P: 60.26% R: 29.53% F: 39.64%
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+ 2024-08-12 04:44:43 INFO 0:00:02.659262s elapsed
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+ 2024-08-12 04:44:45 INFO lr: 4.9770e-05 - loss: 0.0014 - UP: 87.63% UR: 72.87% UF: 79.57% P: 87.40% R: 72.68% F: 79.37%
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+ 2024-08-12 04:44:45 INFO dev: loss: 0.0397 - UP: 98.04% UR: 47.62% UF: 64.10% P: 98.04% R: 47.62% F: 64.10%
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+ 2024-08-12 04:44:46 INFO test: loss: 0.2567 - UP: 70.85% UR: 39.30% UF: 50.55% P: 58.46% R: 32.43% F: 41.71%
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+ 2024-08-12 04:44:46 INFO 0:00:02.651083s elapsed
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+ 2024-08-12 04:44:48 INFO lr: 4.9760e-05 - loss: 0.0013 - UP: 89.76% UR: 72.97% UF: 80.50% P: 89.41% R: 72.68% F: 80.19%
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+ 2024-08-12 04:44:48 INFO dev: loss: 0.0551 - UP: 98.08% UR: 48.57% UF: 64.97% P: 96.15% R: 47.62% F: 63.69%
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+ 2024-08-12 04:44:48 INFO test: loss: 0.2143 - UP: 73.29% UR: 37.70% UF: 49.79% P: 60.18% R: 30.96% F: 40.89%
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+ 2024-08-12 04:44:48 INFO 0:00:02.683282s elapsed
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+ 2024-08-12 04:44:51 INFO lr: 4.9750e-05 - loss: 0.0257 - UP: 89.95% UR: 72.03% UF: 80.00% P: 89.72% R: 71.84% F: 79.79%
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+ 2024-08-12 04:44:51 INFO dev: loss: 0.0469 - UP: 92.86% UR: 49.52% UF: 64.60% P: 92.86% R: 49.52% F: 64.60%
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+ 2024-08-12 04:44:51 INFO test: loss: 0.2322 - UP: 68.36% UR: 39.46% UF: 50.04% P: 56.39% R: 32.55% F: 41.27%
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+ 2024-08-12 04:44:51 INFO 0:00:02.694990s elapsed
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+ 2024-08-12 04:44:53 INFO lr: 4.9740e-05 - loss: 0.0058 - UP: 91.71% UR: 74.56% UF: 82.25% P: 91.48% R: 74.37% F: 82.04%
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+ 2024-08-12 04:44:53 INFO dev: loss: 0.0669 - UP: 97.92% UR: 44.76% UF: 61.44% P: 95.83% R: 43.81% F: 60.13%
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+ 2024-08-12 04:44:54 INFO test: loss: 0.2096 - UP: 77.13% UR: 33.05% UF: 46.28% P: 65.30% R: 27.98% F: 39.18%
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+ 2024-08-12 04:44:54 INFO 0:00:02.688941s elapsed
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+ 2024-08-12 04:44:56 INFO lr: 4.9730e-05 - loss: 0.0120 - UP: 93.23% UR: 77.27% UF: 84.50% P: 92.89% R: 76.99% F: 84.19%
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+ 2024-08-12 04:44:56 INFO dev: loss: 0.0434 - UP: 91.07% UR: 48.57% UF: 63.35% P: 91.07% R: 48.57% F: 63.35%
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+ 2024-08-12 04:44:56 INFO test: loss: 0.2400 - UP: 67.13% UR: 40.80% UF: 50.76% P: 55.07% R: 33.47% F: 41.64%
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+ 2024-08-12 04:44:59 INFO lr: 4.9720e-05 - loss: 0.0122 - UP: 90.95% UR: 79.89% UF: 85.06% P: 90.73% R: 79.70% F: 84.86%
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+ 2024-08-12 04:44:59 INFO dev: loss: 0.0669 - UP: 84.00% UR: 40.00% UF: 54.19% P: 84.00% R: 40.00% F: 54.19%
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+ 2024-08-12 04:44:59 INFO test: loss: 0.2587 - UP: 72.04% UR: 36.70% UF: 48.63% P: 60.77% R: 30.96% F: 41.02%
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+ 2024-08-12 04:44:59 INFO 0:00:02.670162s elapsed
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+ 2024-08-12 04:45:01 INFO lr: 4.9710e-05 - loss: 0.0149 - UP: 87.21% UR: 74.65% UF: 80.44% P: 87.21% R: 74.65% F: 80.44%
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+ 2024-08-12 04:45:01 INFO dev: loss: 0.0414 - UP: 83.87% UR: 49.52% UF: 62.28% P: 83.87% R: 49.52% F: 62.28%
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+ 2024-08-12 04:45:02 INFO test: loss: 0.1969 - UP: 69.27% UR: 42.02% UF: 52.31% P: 58.91% R: 35.74% F: 44.49%
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+ 2024-08-12 04:45:02 INFO 0:00:02.688435s elapsed
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+ 2024-08-12 04:45:04 INFO lr: 4.9700e-05 - loss: 0.0018 - UP: 93.83% UR: 76.80% UF: 84.47% P: 93.60% R: 76.61% F: 84.26%
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+ 2024-08-12 04:45:04 INFO dev: loss: 0.0397 - UP: 94.92% UR: 53.33% UF: 68.29% P: 94.92% R: 53.33% F: 68.29%
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+ 2024-08-12 04:45:04 INFO test: loss: 0.2569 - UP: 67.98% UR: 43.49% UF: 53.04% P: 56.78% R: 36.32% F: 44.30%
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+ 2024-08-12 04:45:11 INFO 0:00:02.690338s elapsed (saved)
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+ 2024-08-12 04:45:14 INFO test: loss: 0.2178 - UP: 69.77% UR: 39.55% UF: 50.48% P: 58.98% R: 33.43% F: 42.67%
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+ 2024-08-12 04:45:16 INFO lr: 4.9680e-05 - loss: 0.0103 - UP: 92.83% UR: 79.89% UF: 85.87% P: 92.83% R: 79.89% F: 85.87%
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+ 2024-08-12 04:45:17 INFO test: loss: 0.2679 - UP: 69.33% UR: 43.19% UF: 53.23% P: 58.04% R: 36.15% F: 44.55%
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+ 2024-08-12 04:45:19 INFO test: loss: 0.2216 - UP: 70.59% UR: 39.42% UF: 50.59% P: 61.22% R: 34.19% F: 43.87%
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+ 2024-08-12 04:45:22 INFO lr: 4.9660e-05 - loss: 0.0064 - UP: 94.79% UR: 81.67% UF: 87.74% P: 94.68% R: 81.57% F: 87.64%
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+ 2024-08-12 04:45:22 INFO test: loss: 0.2761 - UP: 67.53% UR: 42.69% UF: 52.31% P: 56.66% R: 35.82% F: 43.89%
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+ 2024-08-12 04:45:24 INFO lr: 4.9650e-05 - loss: 0.0057 - UP: 94.97% UR: 79.42% UF: 86.50% P: 94.85% R: 79.33% F: 86.40%
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+ 2024-08-12 04:45:25 INFO test: loss: 0.2311 - UP: 72.21% UR: 38.75% UF: 50.44% P: 61.75% R: 33.14% F: 43.13%
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+ 2024-08-12 04:45:27 INFO lr: 4.9640e-05 - loss: 0.0023 - UP: 89.22% UR: 84.38% UF: 86.73% P: 89.12% R: 84.28% F: 86.63%
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+ 2024-08-12 04:45:27 INFO test: loss: 0.2520 - UP: 71.03% UR: 42.02% UF: 52.80% P: 59.77% R: 35.36% F: 44.43%
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+ 2024-08-12 04:45:30 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 93.46% UR: 84.19% UF: 88.58% P: 93.46% R: 84.19% F: 88.58%
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+ 2024-08-12 04:45:38 INFO test: loss: 0.3151 - UP: 72.60% UR: 38.42% UF: 50.25% P: 60.25% R: 31.88% F: 41.70%
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+ 2024-08-12 04:45:41 INFO test: loss: 0.2776 - UP: 62.30% UR: 47.21% UF: 53.72% P: 51.08% R: 38.71% F: 44.04%
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+ 2024-08-12 04:45:50 INFO test: loss: 0.3878 - UP: 71.03% UR: 40.68% UF: 51.73% P: 58.96% R: 33.77% F: 42.94%
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+ 2024-08-12 04:46:13 INFO test: loss: 0.3791 - UP: 71.01% UR: 44.74% UF: 54.90% P: 59.37% R: 37.41% F: 45.90%
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+ 2024-08-12 04:46:16 INFO test: loss: 0.3358 - UP: 68.74% UR: 43.95% UF: 53.62% P: 57.14% R: 36.53% F: 44.57%
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+ 2024-08-12 04:46:16 INFO 0:00:02.688461s elapsed
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+ 2024-08-12 04:46:19 INFO test: loss: 0.3876 - UP: 66.53% UR: 48.89% UF: 56.36% P: 53.71% R: 39.46% F: 45.50%
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+ 2024-08-12 04:46:19 INFO 0:00:02.609587s elapsed
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+ 2024-08-12 04:46:21 INFO test: loss: 0.4005 - UP: 65.37% UR: 49.35% UF: 56.24% P: 53.44% R: 40.34% F: 45.98%
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+ 2024-08-12 04:46:21 INFO 0:00:02.648830s elapsed
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+ 2024-08-12 04:46:24 INFO test: loss: 0.4143 - UP: 65.48% UR: 50.94% UF: 57.30% P: 53.10% R: 41.31% F: 46.47%
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+ 2024-08-12 04:46:24 INFO 0:00:02.675844s elapsed
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+ 2024-08-12 04:46:24 INFO Epoch 53 / 5000:
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+ 2024-08-12 04:46:26 INFO test: loss: 0.3828 - UP: 71.98% UR: 44.66% UF: 55.12% P: 59.49% R: 36.91% F: 45.55%
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+ 2024-08-12 04:46:26 INFO 0:00:02.590442s elapsed
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+ 2024-08-12 04:46:29 INFO test: loss: 0.4084 - UP: 70.33% UR: 44.20% UF: 54.28% P: 57.73% R: 36.28% F: 44.56%
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+ 2024-08-12 04:46:29 INFO 0:00:02.667427s elapsed
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+ 2024-08-12 04:46:29 INFO Epoch 55 / 5000:
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+ 2024-08-12 04:46:32 INFO test: loss: 0.5352 - UP: 64.56% UR: 44.95% UF: 53.00% P: 52.83% R: 36.78% F: 43.37%
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+ 2024-08-12 04:46:32 INFO 0:00:02.727302s elapsed
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+ 2024-08-12 04:46:34 INFO test: loss: 0.5677 - UP: 59.13% UR: 48.97% UF: 53.57% P: 45.83% R: 37.96% F: 41.52%
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+ 2024-08-12 04:46:34 INFO 0:00:02.564943s elapsed
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+ 2024-08-12 04:46:37 INFO lr: 4.9430e-05 - loss: 0.0204 - UP: 93.69% UR: 83.35% UF: 88.22% P: 92.64% R: 82.41% F: 87.23%
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+ 2024-08-12 04:46:37 INFO dev: loss: 0.0965 - UP: 76.19% UR: 45.71% UF: 57.14% P: 76.19% R: 45.71% F: 57.14%
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+ 2024-08-12 04:46:37 INFO test: loss: 0.3667 - UP: 66.72% UR: 37.37% UF: 47.91% P: 57.22% R: 32.05% F: 41.08%
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+ 2024-08-12 04:46:37 INFO 0:00:02.667145s elapsed
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+ 2024-08-12 04:46:39 INFO lr: 4.9420e-05 - loss: 0.0005 - UP: 88.77% UR: 77.64% UF: 82.83% P: 88.66% R: 77.55% F: 82.73%
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+ 2024-08-12 04:46:40 INFO dev: loss: 0.0722 - UP: 93.22% UR: 52.38% UF: 67.07% P: 91.53% R: 51.43% F: 65.85%
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+ 2024-08-12 04:46:40 INFO test: loss: 0.3036 - UP: 65.54% UR: 39.76% UF: 49.49% P: 53.80% R: 32.64% F: 40.63%
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+ 2024-08-12 04:46:40 INFO 0:00:02.756323s elapsed
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+ 2024-08-12 04:46:42 INFO lr: 4.9410e-05 - loss: 0.0051 - UP: 90.28% UR: 83.44% UF: 86.73% P: 90.18% R: 83.35% F: 86.63%
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+ 2024-08-12 04:46:43 INFO test: loss: 0.3161 - UP: 63.39% UR: 48.30% UF: 54.83% P: 51.84% R: 39.51% F: 44.84%
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+ 2024-08-12 04:46:43 INFO 0:00:02.701273s elapsed
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+ 2024-08-12 04:46:45 INFO lr: 4.9400e-05 - loss: 0.0027 - UP: 96.03% UR: 85.87% UF: 90.67% P: 96.03% R: 85.87% F: 90.67%
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+ 2024-08-12 04:46:45 INFO dev: loss: 0.1142 - UP: 76.92% UR: 57.14% UF: 65.57% P: 75.64% R: 56.19% F: 64.48%
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+ 2024-08-12 04:46:45 INFO test: loss: 0.3900 - UP: 62.65% UR: 47.72% UF: 54.17% P: 50.94% R: 38.79% F: 44.04%
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+ 2024-08-12 04:46:45 INFO 0:00:02.639546s elapsed
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+ 2024-08-12 04:46:47 INFO lr: 4.9390e-05 - loss: 0.0031 - UP: 90.89% UR: 87.75% UF: 89.29% P: 90.89% R: 87.75% F: 89.29%
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+ 2024-08-12 04:46:47 INFO dev: loss: 0.1216 - UP: 73.08% UR: 54.29% UF: 62.30% P: 73.08% R: 54.29% F: 62.30%
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+ 2024-08-12 04:46:48 INFO test: loss: 0.3761 - UP: 62.43% UR: 50.40% UF: 55.77% P: 50.29% R: 40.59% F: 44.92%
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+ 2024-08-12 04:46:48 INFO 0:00:02.629219s elapsed
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+ 2024-08-12 04:46:50 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 95.27% UR: 90.36% UF: 92.75% P: 95.27% R: 90.36% F: 92.75%
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+ 2024-08-12 04:46:50 INFO test: loss: 0.3177 - UP: 65.87% UR: 47.21% UF: 55.00% P: 53.30% R: 38.21% F: 44.51%
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+ 2024-08-12 04:46:50 INFO 0:00:02.630183s elapsed
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+ 2024-08-12 04:46:53 INFO lr: 4.9370e-05 - loss: 0.0031 - UP: 95.91% UR: 87.84% UF: 91.70% P: 95.91% R: 87.84% F: 91.70%
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+ 2024-08-12 04:46:53 INFO test: loss: 0.3209 - UP: 65.85% UR: 44.11% UF: 52.83% P: 55.41% R: 37.12% F: 44.46%
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+ 2024-08-12 04:46:55 INFO lr: 4.9360e-05 - loss: 0.0066 - UP: 91.52% UR: 89.80% UF: 90.65% P: 91.52% R: 89.80% F: 90.65%
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+ 2024-08-12 04:46:56 INFO test: loss: 0.3473 - UP: 67.14% UR: 45.54% UF: 54.27% P: 54.42% R: 36.91% F: 43.98%
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+ 2024-08-12 04:46:56 INFO 0:00:02.606621s elapsed
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+ 2024-08-12 04:46:58 INFO lr: 4.9350e-05 - loss: 0.0086 - UP: 97.08% UR: 90.18% UF: 93.50% P: 97.08% R: 90.18% F: 93.50%
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+ 2024-08-12 04:47:01 INFO lr: 4.9340e-05 - loss: 0.0013 - UP: 98.19% UR: 91.39% UF: 94.67% P: 98.19% R: 91.39% F: 94.67%
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+ 2024-08-12 04:47:01 INFO test: loss: 0.3345 - UP: 70.40% UR: 43.95% UF: 54.11% P: 58.12% R: 36.28% F: 44.67%
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+ 2024-08-12 04:47:01 INFO 0:00:02.627308s elapsed
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+ 2024-08-12 04:47:04 INFO test: loss: 0.3384 - UP: 67.31% UR: 45.62% UF: 54.38% P: 54.26% R: 36.78% F: 43.85%
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+ 2024-08-12 04:47:04 INFO 0:00:02.622942s elapsed
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+ 2024-08-12 04:47:22 INFO dev: loss: 0.0506 - UP: 81.82% UR: 68.57% UF: 74.61% P: 81.82% R: 68.57% F: 74.61%
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+ 2024-08-12 04:47:22 INFO test: loss: 0.4318 - UP: 58.81% UR: 51.74% UF: 55.05% P: 46.71% R: 41.10% F: 43.73%
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+ 2024-08-12 04:47:40 INFO test: loss: 0.3877 - UP: 71.62% UR: 38.17% UF: 49.80% P: 59.36% R: 31.63% F: 41.27%
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+ 2024-08-12 04:47:42 INFO test: loss: 0.2818 - UP: 64.49% UR: 42.69% UF: 51.37% P: 53.29% R: 35.27% F: 42.45%
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+ 2024-08-12 04:47:45 INFO test: loss: 0.3860 - UP: 68.53% UR: 42.69% UF: 52.61% P: 56.56% R: 35.23% F: 43.42%
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+ 2024-08-12 04:47:47 INFO dev: loss: 0.1262 - UP: 78.87% UR: 53.33% UF: 63.64% P: 78.87% R: 53.33% F: 63.64%
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+ 2024-08-12 04:47:47 INFO test: loss: 0.3646 - UP: 64.37% UR: 47.84% UF: 54.89% P: 51.69% R: 38.42% F: 44.08%
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+ 2024-08-12 04:47:47 INFO 0:00:02.631935s elapsed
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+ 2024-08-12 04:47:50 INFO dev: loss: 0.1092 - UP: 81.54% UR: 50.48% UF: 62.35% P: 81.54% R: 50.48% F: 62.35%
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+ 2024-08-12 04:47:50 INFO test: loss: 0.3509 - UP: 64.53% UR: 44.66% UF: 52.79% P: 53.39% R: 36.95% F: 43.67%
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+ 2024-08-12 04:47:50 INFO 0:00:02.604279s elapsed
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+ 2024-08-12 04:47:50 INFO Epoch 83 / 5000:
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+ 2024-08-12 04:47:52 INFO dev: loss: 0.1477 - UP: 76.47% UR: 49.52% UF: 60.12% P: 76.47% R: 49.52% F: 60.12%
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+ 2024-08-12 04:47:53 INFO test: loss: 0.4292 - UP: 65.54% UR: 47.72% UF: 55.22% P: 53.91% R: 39.25% F: 45.43%
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+ 2024-08-12 04:47:53 INFO 0:00:02.691528s elapsed
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+ 2024-08-12 04:47:53 INFO Epoch 84 / 5000:
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+ 2024-08-12 04:47:55 INFO dev: loss: 0.0508 - UP: 82.43% UR: 58.10% UF: 68.16% P: 82.43% R: 58.10% F: 68.16%
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+ 2024-08-12 04:47:55 INFO test: loss: 0.3802 - UP: 67.15% UR: 46.42% UF: 54.89% P: 55.76% R: 38.54% F: 45.58%
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+ 2024-08-12 04:47:55 INFO 0:00:02.599221s elapsed
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+ 2024-08-12 04:47:55 INFO Epoch 85 / 5000:
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+ 2024-08-12 04:47:58 INFO lr: 4.9150e-05 - loss: 0.0016 - UP: 96.49% UR: 95.23% UF: 95.86% P: 96.49% R: 95.23% F: 95.86%
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+ 2024-08-12 04:47:58 INFO dev: loss: 0.0465 - UP: 83.82% UR: 54.29% UF: 65.90% P: 83.82% R: 54.29% F: 65.90%
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+ 2024-08-12 04:47:58 INFO test: loss: 0.3721 - UP: 64.23% UR: 52.95% UF: 58.05% P: 52.34% R: 43.15% F: 47.30%
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+ 2024-08-12 04:47:58 INFO 0:00:02.714558s elapsed
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+ 2024-08-12 04:47:58 INFO Epoch 86 / 5000:
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+ 2024-08-12 04:48:00 INFO lr: 4.9140e-05 - loss: 0.0352 - UP: 98.01% UR: 96.82% UF: 97.41% P: 97.82% R: 96.63% F: 97.22%
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+ 2024-08-12 04:48:00 INFO dev: loss: 0.0830 - UP: 83.87% UR: 49.52% UF: 62.28% P: 83.87% R: 49.52% F: 62.28%
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+ 2024-08-12 04:48:01 INFO test: loss: 0.3050 - UP: 67.35% UR: 46.59% UF: 55.08% P: 56.94% R: 39.38% F: 46.56%
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+ 2024-08-12 04:48:01 INFO 0:00:02.580294s elapsed
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+ 2024-08-12 04:48:01 INFO Epoch 87 / 5000:
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+ 2024-08-12 04:48:03 INFO lr: 4.9130e-05 - loss: 0.0025 - UP: 98.04% UR: 93.36% UF: 95.64% P: 97.94% R: 93.26% F: 95.54%
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+ 2024-08-12 04:48:03 INFO dev: loss: 0.0744 - UP: 81.82% UR: 51.43% UF: 63.16% P: 81.82% R: 51.43% F: 63.16%
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+ 2024-08-12 04:48:03 INFO test: loss: 0.4504 - UP: 64.53% UR: 48.55% UF: 55.41% P: 51.17% R: 38.50% F: 43.94%
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+ 2024-08-12 04:48:03 INFO 0:00:02.665950s elapsed
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+ 2024-08-12 04:48:03 INFO Epoch 88 / 5000:
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+ 2024-08-12 04:48:05 INFO lr: 4.9120e-05 - loss: 0.0301 - UP: 95.26% UR: 95.88% UF: 95.57% P: 95.26% R: 95.88% F: 95.57%
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+ 2024-08-12 04:48:06 INFO dev: loss: 0.1013 - UP: 79.03% UR: 46.67% UF: 58.68% P: 79.03% R: 46.67% F: 58.68%
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+ 2024-08-12 04:48:06 INFO test: loss: 0.4066 - UP: 65.58% UR: 47.97% UF: 55.41% P: 53.78% R: 39.34% F: 45.44%
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+ 2024-08-12 04:48:06 INFO 0:00:02.623263s elapsed
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+ 2024-08-12 04:48:06 INFO Epoch 89 / 5000:
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+ 2024-08-12 04:48:08 INFO lr: 4.9110e-05 - loss: 0.0017 - UP: 94.13% UR: 89.99% UF: 92.01% P: 93.74% R: 89.62% F: 91.63%
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+ 2024-08-12 04:48:08 INFO dev: loss: 0.0570 - UP: 77.27% UR: 48.57% UF: 59.65% P: 77.27% R: 48.57% F: 59.65%
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+ 2024-08-12 04:48:09 INFO test: loss: 0.3990 - UP: 67.34% UR: 43.19% UF: 52.63% P: 55.58% R: 35.65% F: 43.44%
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+ 2024-08-12 04:48:09 INFO 0:00:02.620620s elapsed
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+ 2024-08-12 04:48:09 INFO Epoch 90 / 5000:
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+ 2024-08-12 04:48:11 INFO lr: 4.9100e-05 - loss: 0.0021 - UP: 88.97% UR: 90.55% UF: 89.75% P: 88.97% R: 90.55% F: 89.75%
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+ 2024-08-12 04:48:11 INFO dev: loss: 0.0600 - UP: 80.00% UR: 49.52% UF: 61.18% P: 80.00% R: 49.52% F: 61.18%
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+ 2024-08-12 04:48:11 INFO test: loss: 0.3613 - UP: 69.68% UR: 44.28% UF: 54.15% P: 58.47% R: 37.16% F: 45.44%
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+ 2024-08-12 04:48:11 INFO 0:00:02.639099s elapsed
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+ 2024-08-12 04:48:11 INFO Epoch 91 / 5000:
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+ 2024-08-12 04:48:13 INFO lr: 4.9090e-05 - loss: 0.0021 - UP: 96.64% UR: 88.77% UF: 92.54% P: 96.54% R: 88.68% F: 92.44%
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+ 2024-08-12 04:48:13 INFO dev: loss: 0.0763 - UP: 81.69% UR: 55.24% UF: 65.91% P: 81.69% R: 55.24% F: 65.91%
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+ 2024-08-12 04:48:14 INFO test: loss: 0.3252 - UP: 63.20% UR: 47.63% UF: 54.32% P: 51.53% R: 38.84% F: 44.29%
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+ 2024-08-12 04:48:14 INFO 0:00:02.613653s elapsed
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+ 2024-08-12 04:48:16 INFO lr: 4.9080e-05 - loss: 0.0007 - UP: 96.58% UR: 89.80% UF: 93.07% P: 96.38% R: 89.62% F: 92.87%
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+ 2024-08-12 04:48:16 INFO dev: loss: 0.0551 - UP: 87.93% UR: 48.57% UF: 62.58% P: 87.93% R: 48.57% F: 62.58%
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+ 2024-08-12 04:48:16 INFO test: loss: 0.3343 - UP: 69.67% UR: 42.44% UF: 52.75% P: 58.53% R: 35.65% F: 44.31%
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+ 2024-08-12 04:48:16 INFO 0:00:02.621608s elapsed
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+ 2024-08-12 04:48:19 INFO lr: 4.9070e-05 - loss: 0.0007 - UP: 95.54% UR: 92.14% UF: 93.81% P: 95.44% R: 92.05% F: 93.71%
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+ 2024-08-12 04:48:19 INFO dev: loss: 0.0730 - UP: 79.73% UR: 56.19% UF: 65.92% P: 78.38% R: 55.24% F: 64.80%
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+ 2024-08-12 04:48:19 INFO test: loss: 0.3269 - UP: 63.82% UR: 50.69% UF: 56.50% P: 51.42% R: 40.85% F: 45.53%
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+ 2024-08-12 04:48:21 INFO lr: 4.9060e-05 - loss: 0.0019 - UP: 97.73% UR: 92.61% UF: 95.10% P: 97.73% R: 92.61% F: 95.10%
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+ 2024-08-12 04:48:21 INFO dev: loss: 0.0481 - UP: 85.92% UR: 58.10% UF: 69.32% P: 85.92% R: 58.10% F: 69.32%
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+ 2024-08-12 04:48:22 INFO test: loss: 0.3179 - UP: 66.37% UR: 47.38% UF: 55.29% P: 54.40% R: 38.84% F: 45.32%
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+ 2024-08-12 04:48:22 INFO 0:00:02.585280s elapsed
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+ 2024-08-12 04:48:22 INFO Epoch 95 / 5000:
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+ 2024-08-12 04:48:24 INFO lr: 4.9050e-05 - loss: 0.0123 - UP: 95.36% UR: 90.46% UF: 92.85% P: 95.36% R: 90.46% F: 92.85%
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+ 2024-08-12 04:48:24 INFO test: loss: 0.2879 - UP: 68.43% UR: 44.95% UF: 54.26% P: 58.29% R: 38.29% F: 46.22%
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+ 2024-08-12 04:48:24 INFO 0:00:02.617409s elapsed
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+ 2024-08-12 04:48:27 INFO lr: 4.9040e-05 - loss: 0.0074 - UP: 97.52% UR: 92.05% UF: 94.71% P: 97.52% R: 92.05% F: 94.71%
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+ 2024-08-12 04:48:27 INFO test: loss: 0.2869 - UP: 64.03% UR: 50.94% UF: 56.74% P: 52.45% R: 41.73% F: 46.48%
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+ 2024-08-12 04:48:27 INFO 0:00:02.758044s elapsed
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+ 2024-08-12 04:48:30 INFO test: loss: 0.3434 - UP: 62.58% UR: 51.36% UF: 56.42% P: 50.13% R: 41.14% F: 45.19%
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+ 2024-08-12 04:48:30 INFO 0:00:02.709636s elapsed
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+ 2024-08-12 04:48:32 INFO lr: 4.9020e-05 - loss: 0.0024 - UP: 96.78% UR: 89.90% UF: 93.21% P: 96.78% R: 89.90% F: 93.21%
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+ 2024-08-12 04:48:32 INFO test: loss: 0.3137 - UP: 65.68% UR: 48.18% UF: 55.58% P: 52.94% R: 38.84% F: 44.80%
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+ 2024-08-12 04:48:32 INFO 0:00:02.654730s elapsed
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+ 2024-08-12 04:48:35 INFO lr: 4.9010e-05 - loss: 0.0035 - UP: 97.81% UR: 96.07% UF: 96.93% P: 97.81% R: 96.07% F: 96.93%
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+ 2024-08-12 04:48:35 INFO test: loss: 0.3113 - UP: 64.44% UR: 46.54% UF: 54.05% P: 52.78% R: 38.12% F: 44.27%
661
+ 2024-08-12 04:48:35 INFO 0:00:02.566204s elapsed
662
+
663
+ 2024-08-12 04:48:35 INFO Epoch 100 / 5000:
664
+ 2024-08-12 04:48:37 INFO lr: 4.9000e-05 - loss: 0.0041 - UP: 97.45% UR: 96.63% UF: 97.04% P: 97.45% R: 96.63% F: 97.04%
665
+ 2024-08-12 04:48:37 INFO dev: loss: 0.1020 - UP: 75.86% UR: 62.86% UF: 68.75% P: 75.86% R: 62.86% F: 68.75%
666
+ 2024-08-12 04:48:38 INFO test: loss: 0.3784 - UP: 60.58% UR: 53.62% UF: 56.89% P: 47.75% R: 42.27% F: 44.84%
667
+ 2024-08-12 04:48:38 INFO 0:00:02.734276s elapsed
668
+
669
+ 2024-08-12 04:48:38 INFO Epoch 101 / 5000:
670
+ 2024-08-12 04:48:40 INFO lr: 4.8990e-05 - loss: 0.0001 - UP: 98.26% UR: 95.32% UF: 96.77% P: 98.26% R: 95.32% F: 96.77%
671
+ 2024-08-12 04:48:40 INFO dev: loss: 0.0718 - UP: 89.06% UR: 54.29% UF: 67.46% P: 89.06% R: 54.29% F: 67.46%
672
+ 2024-08-12 04:48:40 INFO test: loss: 0.3657 - UP: 65.86% UR: 48.09% UF: 55.59% P: 52.90% R: 38.63% F: 44.65%
673
+ 2024-08-12 04:48:40 INFO 0:00:02.639003s elapsed
674
+
675
+ 2024-08-12 04:48:40 INFO Epoch 102 / 5000:
676
+ 2024-08-12 04:48:43 INFO lr: 4.8980e-05 - loss: 0.0002 - UP: 98.55% UR: 95.60% UF: 97.06% P: 98.55% R: 95.60% F: 97.06%
677
+ 2024-08-12 04:48:43 INFO dev: loss: 0.0558 - UP: 88.33% UR: 50.48% UF: 64.24% P: 88.33% R: 50.48% F: 64.24%
678
+ 2024-08-12 04:48:43 INFO test: loss: 0.3726 - UP: 66.18% UR: 47.63% UF: 55.40% P: 52.85% R: 38.04% F: 44.24%
679
+ 2024-08-12 04:48:43 INFO 0:00:02.711253s elapsed
680
+
681
+ 2024-08-12 04:48:43 INFO Epoch 103 / 5000:
682
+ 2024-08-12 04:48:45 INFO lr: 4.8970e-05 - loss: 0.0005 - UP: 98.54% UR: 94.76% UF: 96.61% P: 98.44% R: 94.67% F: 96.52%
683
+ 2024-08-12 04:48:45 INFO dev: loss: 0.0635 - UP: 75.71% UR: 50.48% UF: 60.57% P: 75.71% R: 50.48% F: 60.57%
684
+ 2024-08-12 04:48:46 INFO test: loss: 0.3641 - UP: 63.43% UR: 50.86% UF: 56.45% P: 49.58% R: 39.76% F: 44.13%
685
+ 2024-08-12 04:48:46 INFO 0:00:02.641566s elapsed
686
+
687
+ 2024-08-12 04:48:46 INFO Epoch 104 / 5000:
688
+ 2024-08-12 04:48:48 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 99.05% UR: 97.47% UF: 98.26% P: 99.05% R: 97.47% F: 98.26%
689
+ 2024-08-12 04:48:48 INFO dev: loss: 0.0793 - UP: 73.33% UR: 52.38% UF: 61.11% P: 73.33% R: 52.38% F: 61.11%
690
+ 2024-08-12 04:48:48 INFO test: loss: 0.3653 - UP: 63.59% UR: 53.41% UF: 58.06% P: 49.28% R: 41.39% F: 44.99%
691
+ 2024-08-12 04:48:48 INFO 0:00:02.632048s elapsed
692
+
693
+ 2024-08-12 04:48:56 INFO Epoch 74 saved
694
+ 2024-08-12 04:48:56 INFO dev: UP: 81.82% UR: 68.57% UF: 74.61% P: 81.82% R: 68.57% F: 74.61%
695
+ 2024-08-12 04:48:56 INFO test: UP: 58.81% UR: 51.74% UF: 55.05% P: 46.71% R: 41.10% F: 43.73%
696
+ 2024-08-12 04:48:56 INFO 0:04:36.702029s elapsed, 0:00:02.660596s/epoch