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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_6.train.log +324 -0
  4. models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_xlm_6.train.log +576 -0
.gitattributes CHANGED
@@ -4719,3 +4719,5 @@ models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_berteus_6 fil
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  models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_asc/5/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_asc/5/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
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  models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_asc/5/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_asc/5/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_6 ADDED
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+ 2024-08-12 11:30:24 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_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_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_eu/head_final/sdp_byMTLD_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byMTLD_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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 | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 11:30:24 INFO Building the fields
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+ 2024-08-12 11:30:25 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 11:30:25 INFO Building the model
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+ 2024-08-12 11:30:26 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, 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 11:30:26 INFO Loading the data
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+ 2024-08-12 11:30:26 INFO
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+ train: Dataset(n_sentences=105, n_batches=3, n_buckets=3)
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+ dev: Dataset(n_sentences=14, n_batches=3, n_buckets=3)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 11:30:26 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:30:27 INFO lr: 4.9990e-05 - loss: 0.5410 - UP: 12.08% UR: 16.48% UF: 13.94% P: 2.08% R: 2.84% F: 2.40%
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+ 2024-08-12 11:30:27 INFO dev: loss: 0.4479 - 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 11:30:27 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 11:30:27 INFO 0:00:00.990331s elapsed
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+
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+ 2024-08-12 11:30:27 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:30:27 INFO lr: 4.9980e-05 - loss: 0.3603 - UP: 66.67% UR: 4.55% UF: 8.51% P: 58.33% R: 3.98% F: 7.45%
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+ 2024-08-12 11:30:27 INFO dev: loss: 0.3909 - UP: 37.50% UR: 36.00% UF: 36.73% P: 37.50% R: 36.00% F: 36.73%
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+ 2024-08-12 11:30:28 INFO test: loss: nan - UP: 8.72% UR: 28.41% UF: 13.35% P: 7.45% R: 24.26% F: 11.40%
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+ 2024-08-12 11:30:29 INFO 0:00:00.516091s elapsed (saved)
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+
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+ 2024-08-12 11:30:29 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:30:30 INFO lr: 4.9970e-05 - loss: 0.2149 - UP: 51.04% UR: 55.68% UF: 53.26% P: 48.44% R: 52.84% F: 50.54%
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+ 2024-08-12 11:30:30 INFO dev: loss: 0.3204 - UP: 100.00% UR: 12.00% UF: 21.43% P: 100.00% R: 12.00% F: 21.43%
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+ 2024-08-12 11:30:30 INFO test: loss: nan - UP: 26.83% UR: 10.83% UF: 15.43% P: 25.09% R: 10.13% F: 14.43%
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+ 2024-08-12 11:30:30 INFO 0:00:00.520428s elapsed
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+ 2024-08-12 11:30:30 INFO Epoch 4 / 5000:
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+ 2024-08-12 11:30:30 INFO lr: 4.9960e-05 - loss: 0.1832 - UP: 94.12% UR: 9.09% UF: 16.58% P: 94.12% R: 9.09% F: 16.58%
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+ 2024-08-12 11:30:30 INFO dev: loss: 0.2789 - UP: 100.00% UR: 36.00% UF: 52.94% P: 88.89% R: 32.00% F: 47.06%
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+ 2024-08-12 11:30:31 INFO test: loss: nan - UP: 35.09% UR: 16.88% UF: 22.79% P: 31.58% R: 15.19% F: 20.51%
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+ 2024-08-12 11:30:33 INFO 0:00:00.506711s elapsed (saved)
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+
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+ 2024-08-12 11:30:33 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:30:34 INFO lr: 4.9950e-05 - loss: 0.1710 - UP: 96.87% UR: 70.45% UF: 81.58% P: 92.19% R: 67.05% F: 77.63%
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+ 2024-08-12 11:30:34 INFO dev: loss: 0.2206 - UP: 94.44% UR: 68.00% UF: 79.07% P: 88.89% R: 64.00% F: 74.42%
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+ 2024-08-12 11:30:34 INFO test: loss: nan - UP: 27.30% UR: 25.04% UF: 26.12% P: 23.93% R: 21.94% F: 22.89%
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+ 2024-08-12 11:30:37 INFO 0:00:00.541547s elapsed (saved)
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+ 2024-08-12 11:30:37 INFO lr: 4.9940e-05 - loss: 0.1209 - UP: 93.38% UR: 80.11% UF: 86.24% P: 89.40% R: 76.70% F: 82.57%
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+ 2024-08-12 11:30:37 INFO dev: loss: 0.1824 - UP: 95.00% UR: 76.00% UF: 84.44% P: 90.00% R: 72.00% F: 80.00%
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+ 2024-08-12 11:30:37 INFO test: loss: nan - UP: 31.10% UR: 25.46% UF: 28.00% P: 27.41% R: 22.43% F: 24.67%
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+ 2024-08-12 11:30:40 INFO 0:00:00.527696s elapsed (saved)
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+ 2024-08-12 11:30:40 INFO Epoch 7 / 5000:
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+ 2024-08-12 11:30:40 INFO lr: 4.9930e-05 - loss: 0.0327 - UP: 95.78% UR: 90.34% UF: 92.98% P: 91.57% R: 86.36% F: 88.89%
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+ 2024-08-12 11:30:40 INFO dev: loss: 0.1738 - UP: 91.30% UR: 84.00% UF: 87.50% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:30:40 INFO test: loss: nan - UP: 34.34% UR: 27.22% UF: 30.36% P: 29.90% R: 23.70% F: 26.44%
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+ 2024-08-12 11:30:43 INFO 0:00:00.538609s elapsed (saved)
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+
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+ 2024-08-12 11:30:43 INFO Epoch 8 / 5000:
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+ 2024-08-12 11:30:43 INFO lr: 4.9920e-05 - loss: 0.0201 - UP: 96.61% UR: 97.16% UF: 96.88% P: 94.35% R: 94.89% F: 94.62%
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+ 2024-08-12 11:30:43 INFO dev: loss: 0.1974 - UP: 86.96% UR: 80.00% UF: 83.33% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:30:43 INFO test: loss: nan - UP: 33.69% UR: 28.41% UF: 30.83% P: 29.19% R: 24.61% F: 26.71%
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+ 2024-08-12 11:30:43 INFO 0:00:00.510477s elapsed
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+
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+ 2024-08-12 11:30:43 INFO Epoch 9 / 5000:
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+ 2024-08-12 11:30:44 INFO lr: 4.9910e-05 - loss: 0.0151 - UP: 98.82% UR: 94.89% UF: 96.81% P: 97.63% R: 93.75% F: 95.65%
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+ 2024-08-12 11:30:44 INFO dev: loss: 0.2265 - UP: 87.50% UR: 84.00% UF: 85.71% P: 83.33% R: 80.00% F: 81.63%
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+ 2024-08-12 11:30:44 INFO test: loss: nan - UP: 29.35% UR: 29.04% UF: 29.20% P: 25.37% R: 25.11% F: 25.24%
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+ 2024-08-12 11:30:44 INFO 0:00:00.527966s elapsed
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+
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+ 2024-08-12 11:30:44 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:30:44 INFO lr: 4.9900e-05 - loss: 0.0131 - UP: 99.41% UR: 95.45% UF: 97.39% P: 98.22% R: 94.32% F: 96.23%
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+ 2024-08-12 11:30:44 INFO dev: loss: 0.2768 - UP: 87.50% UR: 84.00% UF: 85.71% P: 83.33% R: 80.00% F: 81.63%
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+ 2024-08-12 11:30:45 INFO test: loss: nan - UP: 25.93% UR: 30.52% UF: 28.04% P: 22.46% R: 26.44% F: 24.29%
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+ 2024-08-12 11:30:45 INFO 0:00:00.535664s elapsed
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+ 2024-08-12 11:30:45 INFO Epoch 11 / 5000:
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+ 2024-08-12 11:30:45 INFO lr: 4.9890e-05 - loss: 0.0081 - UP: 98.86% UR: 98.30% UF: 98.58% P: 97.71% R: 97.16% F: 97.44%
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+ 2024-08-12 11:30:45 INFO dev: loss: 0.3184 - UP: 87.50% UR: 84.00% UF: 85.71% P: 87.50% R: 84.00% F: 85.71%
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+ 2024-08-12 11:30:45 INFO test: loss: nan - UP: 23.89% UR: 31.43% UF: 27.15% P: 21.00% R: 27.64% F: 23.87%
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+ 2024-08-12 11:30:48 INFO 0:00:00.534147s elapsed (saved)
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+
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+ 2024-08-12 11:30:48 INFO Epoch 12 / 5000:
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+ 2024-08-12 11:30:48 INFO lr: 4.9880e-05 - loss: 0.0125 - UP: 98.86% UR: 98.86% UF: 98.86% P: 97.73% R: 97.73% F: 97.73%
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+ 2024-08-12 11:30:48 INFO dev: loss: 0.3526 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:49 INFO test: loss: nan - UP: 21.93% UR: 32.70% UF: 26.26% P: 18.96% R: 28.27% F: 22.70%
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+ 2024-08-12 11:30:51 INFO 0:00:00.530440s elapsed (saved)
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+
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+ 2024-08-12 11:30:51 INFO Epoch 13 / 5000:
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+ 2024-08-12 11:30:52 INFO lr: 4.9870e-05 - loss: 0.0025 - UP: 100.00% UR: 98.86% UF: 99.43% P: 98.28% R: 97.16% F: 97.71%
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+ 2024-08-12 11:30:52 INFO dev: loss: 0.3422 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:52 INFO test: loss: nan - UP: 24.54% UR: 32.77% UF: 28.06% P: 21.54% R: 28.76% F: 24.63%
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+ 2024-08-12 11:30:52 INFO 0:00:00.545653s elapsed
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+
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+ 2024-08-12 11:30:52 INFO Epoch 14 / 5000:
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+ 2024-08-12 11:30:52 INFO lr: 4.9860e-05 - loss: 0.0034 - UP: 100.00% UR: 98.86% UF: 99.43% P: 98.28% R: 97.16% F: 97.71%
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+ 2024-08-12 11:30:52 INFO dev: loss: 0.3312 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:52 INFO test: loss: nan - UP: 26.25% UR: 32.77% UF: 29.15% P: 22.99% R: 28.69% F: 25.52%
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+ 2024-08-12 11:30:52 INFO 0:00:00.506007s elapsed
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+ 2024-08-12 11:30:52 INFO Epoch 15 / 5000:
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+ 2024-08-12 11:30:53 INFO lr: 4.9850e-05 - loss: 0.0032 - UP: 100.00% UR: 99.43% UF: 99.72% P: 99.43% R: 98.86% F: 99.15%
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+ 2024-08-12 11:30:53 INFO dev: loss: 0.3122 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:53 INFO test: loss: nan - UP: 28.34% UR: 32.63% UF: 30.34% P: 24.68% R: 28.41% F: 26.41%
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+ 2024-08-12 11:30:53 INFO 0:00:00.517578s elapsed
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+ 2024-08-12 11:30:53 INFO Epoch 16 / 5000:
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+ 2024-08-12 11:30:53 INFO lr: 4.9840e-05 - loss: 0.0050 - UP: 98.86% UR: 98.86% UF: 98.86% P: 98.30% R: 98.30% F: 98.30%
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+ 2024-08-12 11:30:53 INFO dev: loss: 0.2906 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:54 INFO test: loss: nan - UP: 28.58% UR: 31.43% UF: 29.94% P: 24.87% R: 27.36% F: 26.05%
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+ 2024-08-12 11:30:54 INFO 0:00:00.523296s elapsed
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+ 2024-08-12 11:30:54 INFO Epoch 17 / 5000:
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+ 2024-08-12 11:30:54 INFO lr: 4.9830e-05 - loss: 0.0018 - UP: 99.44% UR: 100.00% UF: 99.72% P: 98.87% R: 99.43% F: 99.15%
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+ 2024-08-12 11:30:54 INFO dev: loss: 0.2841 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:54 INFO test: loss: nan - UP: 26.62% UR: 31.15% UF: 28.71% P: 23.32% R: 27.29% F: 25.15%
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+ 2024-08-12 11:30:54 INFO 0:00:00.526847s elapsed
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+ 2024-08-12 11:30:54 INFO Epoch 18 / 5000:
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+ 2024-08-12 11:30:54 INFO lr: 4.9820e-05 - loss: 0.0224 - UP: 98.31% UR: 99.43% UF: 98.87% P: 97.75% R: 98.86% F: 98.31%
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+ 2024-08-12 11:30:54 INFO dev: loss: 0.4070 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:55 INFO test: loss: nan - UP: 24.32% UR: 33.12% UF: 28.04% P: 21.32% R: 29.04% F: 24.59%
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+ 2024-08-12 11:30:55 INFO 0:00:00.526288s elapsed
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+ 2024-08-12 11:30:55 INFO Epoch 19 / 5000:
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+ 2024-08-12 11:30:55 INFO lr: 4.9810e-05 - loss: 0.0032 - UP: 98.87% UR: 99.43% UF: 99.15% P: 98.31% R: 98.86% F: 98.58%
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+ 2024-08-12 11:30:55 INFO dev: loss: 0.3838 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:55 INFO test: loss: nan - UP: 26.22% UR: 31.01% UF: 28.41% P: 22.83% R: 27.00% F: 24.74%
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+ 2024-08-12 11:30:55 INFO 0:00:00.537725s elapsed
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+ 2024-08-12 11:30:55 INFO Epoch 20 / 5000:
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+ 2024-08-12 11:30:55 INFO lr: 4.9800e-05 - loss: 0.0126 - UP: 100.00% UR: 98.86% UF: 99.43% P: 98.28% R: 97.16% F: 97.71%
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+ 2024-08-12 11:30:55 INFO dev: loss: 0.3338 - UP: 87.50% UR: 84.00% UF: 85.71% P: 87.50% R: 84.00% F: 85.71%
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+ 2024-08-12 11:30:56 INFO test: loss: nan - UP: 32.55% UR: 28.41% UF: 30.34% P: 28.69% R: 25.04% F: 26.74%
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+ 2024-08-12 11:30:56 INFO 0:00:00.520424s elapsed
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+ 2024-08-12 11:30:56 INFO Epoch 21 / 5000:
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+ 2024-08-12 11:30:56 INFO lr: 4.9790e-05 - loss: 0.0066 - UP: 100.00% UR: 98.30% UF: 99.14% P: 99.42% R: 97.73% F: 98.57%
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+ 2024-08-12 11:30:56 INFO dev: loss: 0.3359 - UP: 87.50% UR: 84.00% UF: 85.71% P: 87.50% R: 84.00% F: 85.71%
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+ 2024-08-12 11:30:56 INFO test: loss: nan - UP: 35.06% UR: 26.72% UF: 30.33% P: 31.09% R: 23.70% F: 26.90%
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+ 2024-08-12 11:30:56 INFO 0:00:00.507792s elapsed
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+ 2024-08-12 11:30:56 INFO dev: loss: 0.3812 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:57 INFO test: loss: nan - UP: 26.66% UR: 30.52% UF: 28.46% P: 23.28% R: 26.65% F: 24.85%
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+ 2024-08-12 11:30:57 INFO dev: loss: 0.4355 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:30:57 INFO test: loss: nan - UP: 22.56% UR: 34.95% UF: 27.42% P: 19.70% R: 30.52% F: 23.94%
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+ 2024-08-12 11:30:57 INFO dev: loss: 0.3954 - UP: 81.48% UR: 88.00% UF: 84.62% P: 81.48% R: 88.00% F: 84.62%
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+ 2024-08-12 11:30:58 INFO test: loss: nan - UP: 23.79% UR: 34.88% UF: 28.29% P: 20.58% R: 30.17% F: 24.47%
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+ 2024-08-12 11:30:58 INFO dev: loss: 0.3407 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:30:58 INFO test: loss: nan - UP: 27.56% UR: 31.58% UF: 29.43% P: 24.06% R: 27.57% F: 25.70%
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+ 2024-08-12 11:30:58 INFO dev: loss: 0.2706 - UP: 87.50% UR: 84.00% UF: 85.71% P: 87.50% R: 84.00% F: 85.71%
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+ 2024-08-12 11:30:59 INFO test: loss: nan - UP: 35.44% UR: 28.34% UF: 31.50% P: 31.40% R: 25.11% F: 27.90%
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+ 2024-08-12 11:30:59 INFO 0:00:00.548865s elapsed
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+ 2024-08-12 11:30:59 INFO dev: loss: 0.2435 - UP: 86.96% UR: 80.00% UF: 83.33% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:30:59 INFO test: loss: nan - UP: 36.41% UR: 27.50% UF: 31.33% P: 31.94% R: 24.12% F: 27.48%
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+ 2024-08-12 11:30:59 INFO 0:00:00.533767s elapsed
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+ 2024-08-12 11:31:00 INFO dev: loss: 0.2828 - UP: 87.50% UR: 84.00% UF: 85.71% P: 83.33% R: 80.00% F: 81.63%
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+ 2024-08-12 11:31:00 INFO test: loss: nan - UP: 30.27% UR: 29.40% UF: 29.83% P: 26.43% R: 25.67% F: 26.04%
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+ 2024-08-12 11:31:00 INFO 0:00:00.526727s elapsed
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+ 2024-08-12 11:31:00 INFO dev: loss: 0.4145 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:31:00 INFO test: loss: nan - UP: 24.68% UR: 31.01% UF: 27.49% P: 21.43% R: 26.93% F: 23.87%
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+ 2024-08-12 11:31:01 INFO dev: loss: 0.5075 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:31:01 INFO test: loss: nan - UP: 21.78% UR: 31.29% UF: 25.69% P: 18.89% R: 27.14% F: 22.28%
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+ 2024-08-12 11:31:01 INFO 0:00:00.519658s elapsed
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+ 2024-08-12 11:31:01 INFO lr: 4.9690e-05 - loss: 0.0718 - UP: 98.86% UR: 98.30% UF: 98.58% P: 97.14% R: 96.59% F: 96.87%
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+ 2024-08-12 11:31:01 INFO dev: loss: 0.4098 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:31:01 INFO test: loss: nan - UP: 22.46% UR: 32.00% UF: 26.39% P: 19.50% R: 27.78% F: 22.91%
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+ 2024-08-12 11:31:01 INFO 0:00:00.522660s elapsed
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+ 2024-08-12 11:31:02 INFO lr: 4.9680e-05 - loss: 0.0135 - UP: 99.43% UR: 98.86% UF: 99.15% P: 98.86% R: 98.30% F: 98.58%
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+ 2024-08-12 11:31:02 INFO dev: loss: 0.3091 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:31:02 INFO test: loss: nan - UP: 27.63% UR: 30.66% UF: 29.07% P: 24.02% R: 26.65% F: 25.27%
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+ 2024-08-12 11:31:02 INFO 0:00:00.502481s elapsed
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+ 2024-08-12 11:31:02 INFO lr: 4.9670e-05 - loss: 0.0016 - UP: 100.00% UR: 99.43% UF: 99.72% P: 99.43% R: 98.86% F: 99.15%
263
+ 2024-08-12 11:31:02 INFO dev: loss: 0.2483 - UP: 91.30% UR: 84.00% UF: 87.50% P: 91.30% R: 84.00% F: 87.50%
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+ 2024-08-12 11:31:02 INFO test: loss: nan - UP: 31.79% UR: 29.96% UF: 30.85% P: 27.99% R: 26.37% F: 27.15%
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+ 2024-08-12 11:31:03 INFO dev: loss: 0.3796 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:31:03 INFO test: loss: nan - UP: 26.49% UR: 32.77% UF: 29.30% P: 23.02% R: 28.48% F: 25.46%
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+ 2024-08-12 11:31:03 INFO lr: 4.9650e-05 - loss: 0.0029 - UP: 98.87% UR: 99.43% UF: 99.15% P: 97.74% R: 98.30% F: 98.02%
275
+ 2024-08-12 11:31:03 INFO dev: loss: 0.4750 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
276
+ 2024-08-12 11:31:03 INFO test: loss: nan - UP: 23.21% UR: 35.16% UF: 27.96% P: 20.19% R: 30.59% F: 24.33%
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+ 2024-08-12 11:31:04 INFO lr: 4.9640e-05 - loss: 0.0080 - UP: 98.31% UR: 99.43% UF: 98.87% P: 98.31% R: 99.43% F: 98.87%
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+ 2024-08-12 11:31:04 INFO dev: loss: 0.6007 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:31:04 INFO test: loss: nan - UP: 23.35% UR: 34.18% UF: 27.75% P: 20.47% R: 29.96% F: 24.32%
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+ 2024-08-12 11:31:04 INFO 0:00:00.520325s elapsed
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+ 2024-08-12 11:31:04 INFO lr: 4.9630e-05 - loss: 0.0165 - UP: 98.31% UR: 99.43% UF: 98.87% P: 97.19% R: 98.30% F: 97.74%
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+ 2024-08-12 11:31:04 INFO dev: loss: 0.5864 - UP: 84.62% UR: 88.00% UF: 86.27% P: 84.62% R: 88.00% F: 86.27%
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+ 2024-08-12 11:31:04 INFO test: loss: nan - UP: 25.68% UR: 32.63% UF: 28.74% P: 22.58% R: 28.69% F: 25.27%
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+ 2024-08-12 11:31:05 INFO lr: 4.9620e-05 - loss: 0.0009 - UP: 99.43% UR: 98.86% UF: 99.15% P: 98.86% R: 98.30% F: 98.58%
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+ 2024-08-12 11:31:05 INFO dev: loss: 0.4662 - UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
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+ 2024-08-12 11:31:05 INFO test: loss: nan - UP: 30.36% UR: 30.59% UF: 30.47% P: 26.59% R: 26.79% F: 26.69%
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+ 2024-08-12 11:31:05 INFO dev: loss: 0.4299 - UP: 87.50% UR: 84.00% UF: 85.71% P: 87.50% R: 84.00% F: 85.71%
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+ 2024-08-12 11:31:06 INFO test: loss: nan - UP: 34.09% UR: 28.41% UF: 30.99% P: 30.13% R: 25.11% F: 27.39%
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+ 2024-08-12 11:31:06 INFO 0:00:00.514270s elapsed
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+ 2024-08-12 11:31:06 INFO lr: 4.9600e-05 - loss: 0.0239 - UP: 99.42% UR: 97.16% UF: 98.28% P: 98.84% R: 96.59% F: 97.70%
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+ 2024-08-12 11:31:06 INFO dev: loss: 0.4372 - UP: 86.96% UR: 80.00% UF: 83.33% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:31:06 INFO test: loss: nan - UP: 37.98% UR: 27.00% UF: 31.57% P: 33.43% R: 23.77% F: 27.78%
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+ 2024-08-12 11:31:06 INFO 0:00:00.523032s elapsed
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+ 2024-08-12 11:31:06 INFO lr: 4.9590e-05 - loss: 0.0102 - UP: 99.43% UR: 98.30% UF: 98.86% P: 98.28% R: 97.16% F: 97.71%
311
+ 2024-08-12 11:31:06 INFO dev: loss: 0.4906 - UP: 86.96% UR: 80.00% UF: 83.33% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:31:07 INFO test: loss: nan - UP: 35.83% UR: 27.29% UF: 30.98% P: 31.58% R: 24.05% F: 27.31%
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+ 2024-08-12 11:31:07 INFO 0:00:00.522406s elapsed
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+ 2024-08-12 11:31:07 INFO lr: 4.9580e-05 - loss: 0.0017 - UP: 99.43% UR: 98.86% UF: 99.15% P: 98.86% R: 98.30% F: 98.58%
317
+ 2024-08-12 11:31:07 INFO dev: loss: 0.5358 - UP: 86.96% UR: 80.00% UF: 83.33% P: 86.96% R: 80.00% F: 83.33%
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+ 2024-08-12 11:31:07 INFO test: loss: nan - UP: 30.15% UR: 29.11% UF: 29.62% P: 26.73% R: 25.81% F: 26.26%
319
+ 2024-08-12 11:31:07 INFO 0:00:00.513203s elapsed
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+ 2024-08-12 11:31:10 INFO Epoch 12 saved
322
+ 2024-08-12 11:31:10 INFO dev: UP: 88.00% UR: 88.00% UF: 88.00% P: 88.00% R: 88.00% F: 88.00%
323
+ 2024-08-12 11:31:10 INFO test: UP: 21.93% UR: 32.70% UF: 26.26% P: 18.96% R: 28.27% F: 22.70%
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+ 2024-08-12 11:31:10 INFO 0:00:22.424351s elapsed, 0:00:00.533913s/epoch
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1
+ 2024-08-12 11:31:12 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_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_eu/head_final/sdp_byMTLD_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byMTLD_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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 11:31:12 INFO Building the fields
39
+ 2024-08-12 11:31:14 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 11:31:14 INFO Building the model
44
+ 2024-08-12 11:31:16 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 11:31:16 INFO Loading the data
64
+ 2024-08-12 11:31:16 INFO
65
+ train: Dataset(n_sentences=105, n_batches=3, n_buckets=3)
66
+ dev: Dataset(n_sentences=14, n_batches=3, n_buckets=3)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 11:31:16 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:31:17 INFO lr: 4.9990e-05 - loss: 0.7579 - UP: 12.10% UR: 17.05% UF: 14.15% P: 2.42% R: 3.41% F: 2.83%
71
+ 2024-08-12 11:31:17 INFO dev: loss: 0.5577 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 11:31:17 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 11:31:17 INFO 0:00:01.029320s elapsed
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+
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+ 2024-08-12 11:31:17 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:31:17 INFO lr: 4.9980e-05 - loss: 0.5697 - UP: 38.46% UR: 2.84% UF: 5.29% P: 23.08% R: 1.70% F: 3.17%
77
+ 2024-08-12 11:31:17 INFO dev: loss: 0.3888 - 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 11:31:38 INFO lr: 4.9860e-05 - loss: 0.2661 - UP: 76.32% UR: 65.91% UF: 70.73% P: 70.39% R: 60.80% F: 65.24%
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+ 2024-08-12 11:31:46 INFO lr: 4.9850e-05 - loss: 0.0634 - UP: 77.60% UR: 84.66% UF: 80.98% P: 73.44% R: 80.11% F: 76.63%
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+ 2024-08-12 11:31:47 INFO lr: 4.9840e-05 - loss: 0.1643 - UP: 95.19% UR: 56.25% UF: 70.71% P: 87.50% R: 51.70% F: 65.00%
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+ 2024-08-12 11:31:47 INFO dev: loss: 0.4148 - UP: 68.18% UR: 60.00% UF: 63.83% P: 59.09% R: 52.00% F: 55.32%
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+ 2024-08-12 11:31:48 INFO lr: 4.9830e-05 - loss: 0.0371 - UP: 88.41% UR: 82.39% UF: 85.29% P: 83.54% R: 77.84% F: 80.59%
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+ 2024-08-12 11:31:48 INFO dev: loss: 0.4897 - UP: 67.86% UR: 76.00% UF: 71.70% P: 60.71% R: 68.00% F: 64.15%
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+ 2024-08-12 11:31:54 INFO lr: 4.9820e-05 - loss: 0.1568 - UP: 88.36% UR: 94.89% UF: 91.51% P: 82.54% R: 88.64% F: 85.48%
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+ 2024-08-12 11:31:54 INFO dev: loss: 0.5223 - UP: 70.37% UR: 76.00% UF: 73.08% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:31:54 INFO test: loss: nan - UP: 29.20% UR: 22.86% UF: 25.64% P: 25.34% R: 19.83% F: 22.25%
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+ 2024-08-12 11:32:00 INFO 0:00:00.578099s elapsed (saved)
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+ 2024-08-12 11:32:00 INFO lr: 4.9810e-05 - loss: 0.1505 - UP: 85.16% UR: 88.07% UF: 86.59% P: 80.77% R: 83.52% F: 82.12%
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+ 2024-08-12 11:32:00 INFO dev: loss: 0.4701 - UP: 71.43% UR: 60.00% UF: 65.22% P: 66.67% R: 56.00% F: 60.87%
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+ 2024-08-12 11:32:01 INFO test: loss: nan - UP: 35.37% UR: 18.71% UF: 24.47% P: 30.85% R: 16.32% F: 21.34%
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+ 2024-08-12 11:32:01 INFO lr: 4.9800e-05 - loss: 0.1172 - UP: 93.75% UR: 76.70% UF: 84.37% P: 90.97% R: 74.43% F: 81.87%
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+ 2024-08-12 11:32:01 INFO dev: loss: 0.4900 - UP: 72.73% UR: 64.00% UF: 68.09% P: 63.64% R: 56.00% F: 59.57%
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+ 2024-08-12 11:32:01 INFO test: loss: nan - UP: 36.25% UR: 18.92% UF: 24.86% P: 31.54% R: 16.46% F: 21.63%
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+ 2024-08-12 11:32:02 INFO lr: 4.9790e-05 - loss: 0.0250 - UP: 92.16% UR: 80.11% UF: 85.71% P: 88.89% R: 77.27% F: 82.67%
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+ 2024-08-12 11:32:02 INFO dev: loss: 0.5257 - UP: 70.37% UR: 76.00% UF: 73.08% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:32:02 INFO test: loss: nan - UP: 27.41% UR: 25.04% UF: 26.17% P: 23.79% R: 21.73% F: 22.71%
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+ 2024-08-12 11:32:02 INFO lr: 4.9780e-05 - loss: 0.0932 - UP: 89.89% UR: 96.02% UF: 92.86% P: 84.04% R: 89.77% F: 86.81%
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+ 2024-08-12 11:32:02 INFO dev: loss: 0.5170 - UP: 73.08% UR: 76.00% UF: 74.51% P: 65.38% R: 68.00% F: 66.67%
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+ 2024-08-12 11:32:02 INFO test: loss: nan - UP: 30.85% UR: 23.63% UF: 26.76% P: 26.81% R: 20.53% F: 23.26%
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+ 2024-08-12 11:32:09 INFO 0:00:00.570158s elapsed (saved)
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+ 2024-08-12 11:32:10 INFO lr: 4.9770e-05 - loss: 0.1018 - UP: 92.94% UR: 89.77% UF: 91.33% P: 88.24% R: 85.23% F: 86.71%
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+ 2024-08-12 11:32:10 INFO dev: loss: 0.4808 - UP: 70.00% UR: 56.00% UF: 62.22% P: 65.00% R: 52.00% F: 57.78%
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+ 2024-08-12 11:32:10 INFO test: loss: nan - UP: 41.80% UR: 17.02% UF: 24.19% P: 37.13% R: 15.12% F: 21.49%
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+ 2024-08-12 11:32:10 INFO 0:00:00.604260s elapsed
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+ 2024-08-12 11:32:10 INFO lr: 4.9760e-05 - loss: 0.0277 - UP: 95.03% UR: 86.93% UF: 90.80% P: 89.44% R: 81.82% F: 85.46%
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+ 2024-08-12 11:32:10 INFO dev: loss: 0.5724 - UP: 67.86% UR: 76.00% UF: 71.70% P: 60.71% R: 68.00% F: 64.15%
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+ 2024-08-12 11:32:10 INFO test: loss: nan - UP: 42.93% UR: 18.35% UF: 25.71% P: 37.50% R: 16.03% F: 22.46%
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+ 2024-08-12 11:32:11 INFO lr: 4.9750e-05 - loss: 0.1176 - UP: 91.01% UR: 97.73% UF: 94.25% P: 87.83% R: 94.32% F: 90.96%
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+ 2024-08-12 11:32:11 INFO dev: loss: 0.6885 - UP: 65.38% UR: 68.00% UF: 66.67% P: 57.69% R: 60.00% F: 58.82%
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+ 2024-08-12 11:32:11 INFO test: loss: nan - UP: 42.74% UR: 18.42% UF: 25.75% P: 36.87% R: 15.89% F: 22.21%
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+ 2024-08-12 11:32:11 INFO lr: 4.9740e-05 - loss: 0.0860 - UP: 91.26% UR: 94.89% UF: 93.04% P: 89.07% R: 92.61% F: 90.81%
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+ 2024-08-12 11:32:11 INFO dev: loss: 0.6959 - UP: 65.38% UR: 68.00% UF: 66.67% P: 61.54% R: 64.00% F: 62.75%
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+ 2024-08-12 11:32:12 INFO test: loss: nan - UP: 45.00% UR: 16.46% UF: 24.10% P: 38.65% R: 14.14% F: 20.70%
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+ 2024-08-12 11:32:12 INFO lr: 4.9730e-05 - loss: 0.0513 - UP: 98.12% UR: 89.20% UF: 93.45% P: 94.37% R: 85.80% F: 89.88%
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+ 2024-08-12 11:32:12 INFO dev: loss: 0.6131 - UP: 72.00% UR: 72.00% UF: 72.00% P: 64.00% R: 64.00% F: 64.00%
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+ 2024-08-12 11:32:12 INFO test: loss: nan - UP: 43.54% UR: 18.00% UF: 25.47% P: 37.76% R: 15.61% F: 22.09%
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+ 2024-08-12 11:32:12 INFO lr: 4.9720e-05 - loss: 0.0053 - UP: 97.53% UR: 89.77% UF: 93.49% P: 93.83% R: 86.36% F: 89.94%
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+ 2024-08-12 11:32:12 INFO dev: loss: 0.6050 - UP: 67.86% UR: 76.00% UF: 71.70% P: 57.14% R: 64.00% F: 60.38%
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+ 2024-08-12 11:32:13 INFO test: loss: nan - UP: 38.55% UR: 21.31% UF: 27.45% P: 33.21% R: 18.35% F: 23.64%
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+ 2024-08-12 11:32:13 INFO lr: 4.9710e-05 - loss: 0.1011 - UP: 94.89% UR: 94.89% UF: 94.89% P: 91.48% R: 91.48% F: 91.48%
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+ 2024-08-12 11:32:13 INFO dev: loss: 0.5773 - UP: 67.86% UR: 76.00% UF: 71.70% P: 57.14% R: 64.00% F: 60.38%
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+ 2024-08-12 11:32:13 INFO test: loss: nan - UP: 34.05% UR: 22.22% UF: 26.89% P: 29.96% R: 19.55% F: 23.66%
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+ 2024-08-12 11:32:14 INFO lr: 4.9700e-05 - loss: 0.0151 - UP: 96.53% UR: 94.89% UF: 95.70% P: 91.91% R: 90.34% F: 91.12%
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+ 2024-08-12 11:32:14 INFO dev: loss: 0.5045 - UP: 76.00% UR: 76.00% UF: 76.00% P: 64.00% R: 64.00% F: 64.00%
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+ 2024-08-12 11:32:14 INFO test: loss: nan - UP: 31.60% UR: 23.56% UF: 26.99% P: 27.64% R: 20.60% F: 23.61%
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+ 2024-08-12 11:32:14 INFO lr: 4.9690e-05 - loss: 0.0192 - UP: 97.70% UR: 96.59% UF: 97.14% P: 97.13% R: 96.02% F: 96.57%
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+ 2024-08-12 11:32:14 INFO dev: loss: 0.5340 - UP: 78.26% UR: 72.00% UF: 75.00% P: 69.57% R: 64.00% F: 66.67%
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+ 2024-08-12 11:32:15 INFO test: loss: nan - UP: 31.72% UR: 23.56% UF: 27.04% P: 27.75% R: 20.60% F: 23.65%
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+ 2024-08-12 11:32:15 INFO lr: 4.9680e-05 - loss: 0.0504 - UP: 97.63% UR: 93.75% UF: 95.65% P: 95.86% R: 92.05% F: 93.91%
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+ 2024-08-12 11:32:15 INFO dev: loss: 0.5954 - UP: 79.17% UR: 76.00% UF: 77.55% P: 70.83% R: 68.00% F: 69.39%
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+ 2024-08-12 11:32:15 INFO test: loss: nan - UP: 30.21% UR: 24.05% UF: 26.78% P: 26.33% R: 20.96% F: 23.34%
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+ 2024-08-12 11:32:22 INFO lr: 4.9670e-05 - loss: 0.1363 - UP: 97.67% UR: 95.45% UF: 96.55% P: 95.93% R: 93.75% F: 94.83%
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+ 2024-08-12 11:32:24 INFO lr: 4.9640e-05 - loss: 0.0505 - UP: 98.25% UR: 95.45% UF: 96.83% P: 97.08% R: 94.32% F: 95.68%
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+ 2024-08-12 11:32:24 INFO dev: loss: 0.6067 - UP: 64.00% UR: 64.00% UF: 64.00% P: 56.00% R: 56.00% F: 56.00%
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+ 2024-08-12 11:32:25 INFO dev: loss: 0.6102 - UP: 70.83% UR: 68.00% UF: 69.39% P: 62.50% R: 60.00% F: 61.22%
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+ 2024-08-12 11:32:25 INFO dev: loss: 0.6249 - UP: 71.43% UR: 80.00% UF: 75.47% P: 64.29% R: 72.00% F: 67.92%
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+ 2024-08-12 11:32:26 INFO lr: 4.9610e-05 - loss: 0.0638 - UP: 95.03% UR: 97.73% UF: 96.36% P: 93.92% R: 96.59% F: 95.24%
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+ 2024-08-12 11:32:27 INFO dev: loss: 0.6256 - UP: 68.00% UR: 68.00% UF: 68.00% P: 56.00% R: 56.00% F: 56.00%
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+ 2024-08-12 11:32:27 INFO test: loss: nan - UP: 36.91% UR: 20.32% UF: 26.21% P: 32.18% R: 17.72% F: 22.86%
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+ 2024-08-12 11:32:27 INFO lr: 4.9590e-05 - loss: 0.0568 - UP: 98.24% UR: 94.89% UF: 96.53% P: 95.29% R: 92.05% F: 93.64%
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+ 2024-08-12 11:32:27 INFO dev: loss: 0.6279 - UP: 68.00% UR: 68.00% UF: 68.00% P: 60.00% R: 60.00% F: 60.00%
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+ 2024-08-12 11:32:27 INFO test: loss: nan - UP: 37.35% UR: 19.62% UF: 25.73% P: 32.93% R: 17.30% F: 22.68%
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+ 2024-08-12 11:32:28 INFO lr: 4.9580e-05 - loss: 0.0209 - UP: 95.95% UR: 94.32% UF: 95.13% P: 94.22% R: 92.61% F: 93.41%
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+ 2024-08-12 11:32:28 INFO dev: loss: 0.5923 - UP: 66.67% UR: 72.00% UF: 69.23% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:32:28 INFO dev: loss: 0.5557 - UP: 65.38% UR: 68.00% UF: 66.67% P: 57.69% R: 60.00% F: 58.82%
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+ 2024-08-12 11:32:29 INFO lr: 4.9560e-05 - loss: 0.0369 - UP: 98.83% UR: 96.02% UF: 97.41% P: 95.91% R: 93.18% F: 94.52%
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+ 2024-08-12 11:32:29 INFO dev: loss: 0.5729 - UP: 67.86% UR: 76.00% UF: 71.70% P: 57.14% R: 64.00% F: 60.38%
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+ 2024-08-12 11:32:29 INFO test: loss: nan - UP: 26.07% UR: 23.56% UF: 24.75% P: 21.09% R: 19.06% F: 20.02%
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+ 2024-08-12 11:32:29 INFO 0:00:00.564077s elapsed
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+ 2024-08-12 11:32:29 INFO lr: 4.9550e-05 - loss: 0.0390 - UP: 95.53% UR: 97.16% UF: 96.34% P: 92.18% R: 93.75% F: 92.96%
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+ 2024-08-12 11:32:29 INFO dev: loss: 0.6018 - UP: 68.97% UR: 80.00% UF: 74.07% P: 58.62% R: 68.00% F: 62.96%
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+ 2024-08-12 11:32:30 INFO 0:00:00.569804s elapsed
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+ 2024-08-12 11:32:30 INFO lr: 4.9540e-05 - loss: 0.0048 - UP: 95.56% UR: 97.73% UF: 96.63% P: 94.44% R: 96.59% F: 95.51%
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+ 2024-08-12 11:32:30 INFO dev: loss: 0.5450 - UP: 70.37% UR: 76.00% UF: 73.08% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:32:30 INFO test: loss: nan - UP: 29.34% UR: 24.96% UF: 26.98% P: 24.96% R: 21.24% F: 22.95%
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+ 2024-08-12 11:32:30 INFO 0:00:00.575754s elapsed
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+ 2024-08-12 11:32:30 INFO lr: 4.9530e-05 - loss: 0.0139 - UP: 98.85% UR: 97.73% UF: 98.29% P: 98.85% R: 97.73% F: 98.29%
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+ 2024-08-12 11:32:31 INFO dev: loss: 0.5585 - UP: 68.00% UR: 68.00% UF: 68.00% P: 60.00% R: 60.00% F: 60.00%
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+ 2024-08-12 11:32:31 INFO test: loss: nan - UP: 32.60% UR: 23.84% UF: 27.54% P: 27.98% R: 20.46% F: 23.64%
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+ 2024-08-12 11:32:31 INFO 0:00:00.573190s elapsed
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+ 2024-08-12 11:32:31 INFO lr: 4.9520e-05 - loss: 0.0028 - UP: 98.84% UR: 96.59% UF: 97.70% P: 97.67% R: 95.45% F: 96.55%
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+ 2024-08-12 11:32:31 INFO dev: loss: 0.5725 - UP: 72.73% UR: 64.00% UF: 68.09% P: 63.64% R: 56.00% F: 59.57%
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+ 2024-08-12 11:32:31 INFO test: loss: nan - UP: 36.45% UR: 21.38% UF: 26.95% P: 32.01% R: 18.78% F: 23.67%
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+ 2024-08-12 11:32:31 INFO 0:00:00.568129s elapsed
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+ 2024-08-12 11:32:32 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 100.00% UR: 92.61% UF: 96.17% P: 99.39% R: 92.05% F: 95.58%
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+ 2024-08-12 11:32:32 INFO dev: loss: 0.6186 - UP: 69.23% UR: 72.00% UF: 70.59% P: 61.54% R: 64.00% F: 62.75%
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+ 2024-08-12 11:32:32 INFO test: loss: nan - UP: 34.87% UR: 22.93% UF: 27.66% P: 30.80% R: 20.25% F: 24.44%
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+ 2024-08-12 11:32:32 INFO 0:00:00.570996s elapsed
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+ 2024-08-12 11:32:32 INFO lr: 4.9500e-05 - loss: 0.0066 - UP: 99.42% UR: 97.73% UF: 98.57% P: 98.84% R: 97.16% F: 97.99%
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+ 2024-08-12 11:32:32 INFO dev: loss: 0.7262 - UP: 70.37% UR: 76.00% UF: 73.08% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:32:33 INFO test: loss: nan - UP: 31.86% UR: 23.77% UF: 27.23% P: 27.99% R: 20.89% F: 23.92%
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+ 2024-08-12 11:32:33 INFO 0:00:00.580805s elapsed
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+ 2024-08-12 11:32:33 INFO lr: 4.9490e-05 - loss: 0.0297 - UP: 96.67% UR: 98.86% UF: 97.75% P: 96.11% R: 98.30% F: 97.19%
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+ 2024-08-12 11:32:33 INFO dev: loss: 0.7654 - UP: 71.43% UR: 80.00% UF: 75.47% P: 64.29% R: 72.00% F: 67.92%
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+ 2024-08-12 11:32:33 INFO test: loss: nan - UP: 30.07% UR: 24.40% UF: 26.94% P: 26.43% R: 21.45% F: 23.68%
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+ 2024-08-12 11:32:33 INFO 0:00:00.575820s elapsed
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+ 2024-08-12 11:32:33 INFO lr: 4.9480e-05 - loss: 0.0064 - UP: 97.22% UR: 99.43% UF: 98.31% P: 96.11% R: 98.30% F: 97.19%
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+ 2024-08-12 11:32:33 INFO dev: loss: 0.7158 - UP: 70.37% UR: 76.00% UF: 73.08% P: 62.96% R: 68.00% F: 65.38%
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+ 2024-08-12 11:32:34 INFO test: loss: nan - UP: 30.66% UR: 24.19% UF: 27.04% P: 27.01% R: 21.31% F: 23.82%
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+ 2024-08-12 11:32:34 INFO 0:00:00.591597s elapsed
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+ 2024-08-12 11:32:34 INFO lr: 4.9470e-05 - loss: 0.0024 - UP: 98.31% UR: 98.86% UF: 98.58% P: 97.74% R: 98.30% F: 98.02%
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+ 2024-08-12 11:32:34 INFO dev: loss: 0.6386 - UP: 76.00% UR: 76.00% UF: 76.00% P: 68.00% R: 68.00% F: 68.00%
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+ 2024-08-12 11:32:34 INFO test: loss: nan - UP: 30.71% UR: 23.28% UF: 26.48% P: 26.62% R: 20.18% F: 22.96%
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+ 2024-08-12 11:32:34 INFO 0:00:00.589834s elapsed
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+ 2024-08-12 11:32:34 INFO Epoch 54 / 5000:
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+ 2024-08-12 11:32:35 INFO lr: 4.9460e-05 - loss: 0.0109 - UP: 100.00% UR: 98.30% UF: 99.14% P: 100.00% R: 98.30% F: 99.14%
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+ 2024-08-12 11:32:35 INFO dev: loss: 0.6476 - UP: 80.00% UR: 80.00% UF: 80.00% P: 72.00% R: 72.00% F: 72.00%
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+ 2024-08-12 11:32:35 INFO test: loss: nan - UP: 32.23% UR: 22.50% UF: 26.50% P: 27.90% R: 19.48% F: 22.94%
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+ 2024-08-12 11:32:42 INFO 0:00:00.568694s elapsed (saved)
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+ 2024-08-12 11:32:42 INFO Epoch 55 / 5000:
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+ 2024-08-12 11:32:42 INFO lr: 4.9450e-05 - loss: 0.0082 - UP: 99.42% UR: 96.59% UF: 97.98% P: 98.83% R: 96.02% F: 97.41%
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+ 2024-08-12 11:32:42 INFO dev: loss: 0.6800 - UP: 80.00% UR: 80.00% UF: 80.00% P: 72.00% R: 72.00% F: 72.00%
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+ 2024-08-12 11:32:43 INFO test: loss: nan - UP: 31.05% UR: 23.28% UF: 26.61% P: 26.55% R: 19.90% F: 22.75%
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+ 2024-08-12 11:32:43 INFO 0:00:00.589239s elapsed
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+ 2024-08-12 11:32:43 INFO lr: 4.9440e-05 - loss: 0.0038 - UP: 98.86% UR: 98.86% UF: 98.86% P: 98.30% R: 98.30% F: 98.30%
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+ 2024-08-12 11:32:43 INFO dev: loss: 0.7164 - UP: 74.07% UR: 80.00% UF: 76.92% P: 66.67% R: 72.00% F: 69.23%
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+ 2024-08-12 11:32:43 INFO test: loss: nan - UP: 28.14% UR: 25.18% UF: 26.58% P: 24.21% R: 21.66% F: 22.87%
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+ 2024-08-12 11:32:43 INFO 0:00:00.569613s elapsed
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+ 2024-08-12 11:32:43 INFO Epoch 57 / 5000:
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+ 2024-08-12 11:32:43 INFO lr: 4.9430e-05 - loss: 0.0035 - UP: 97.74% UR: 98.30% UF: 98.02% P: 97.74% R: 98.30% F: 98.02%
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+ 2024-08-12 11:32:43 INFO dev: loss: 0.7385 - UP: 71.43% UR: 80.00% UF: 75.47% P: 64.29% R: 72.00% F: 67.92%
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+ 2024-08-12 11:32:44 INFO test: loss: nan - UP: 27.17% UR: 26.16% UF: 26.66% P: 23.30% R: 22.43% F: 22.86%
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+ 2024-08-12 11:32:44 INFO 0:00:00.565538s elapsed
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+ 2024-08-12 11:32:44 INFO lr: 4.9420e-05 - loss: 0.0308 - UP: 99.42% UR: 97.16% UF: 98.28% P: 98.26% R: 96.02% F: 97.13%
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+ 2024-08-12 11:32:44 INFO dev: loss: 0.8207 - UP: 68.97% UR: 80.00% UF: 74.07% P: 62.07% R: 72.00% F: 66.67%
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+ 2024-08-12 11:32:44 INFO test: loss: nan - UP: 25.82% UR: 27.64% UF: 26.70% P: 22.14% R: 23.70% F: 22.89%
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+ 2024-08-12 11:32:44 INFO 0:00:00.547614s elapsed
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+ 2024-08-12 11:32:44 INFO lr: 4.9410e-05 - loss: 0.0092 - UP: 99.44% UR: 100.00% UF: 99.72% P: 98.87% R: 99.43% F: 99.15%
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+ 2024-08-12 11:32:44 INFO dev: loss: 0.9045 - UP: 68.97% UR: 80.00% UF: 74.07% P: 62.07% R: 72.00% F: 66.67%
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+ 2024-08-12 11:32:45 INFO test: loss: nan - UP: 24.61% UR: 26.93% UF: 25.72% P: 21.14% R: 23.14% F: 22.10%
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+ 2024-08-12 11:32:45 INFO 0:00:00.561694s elapsed
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+ 2024-08-12 11:32:45 INFO lr: 4.9400e-05 - loss: 0.0034 - UP: 97.24% UR: 100.00% UF: 98.60% P: 96.13% R: 98.86% F: 97.48%
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+ 2024-08-12 11:32:45 INFO dev: loss: 0.8854 - UP: 68.97% UR: 80.00% UF: 74.07% P: 62.07% R: 72.00% F: 66.67%
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+ 2024-08-12 11:32:45 INFO test: loss: nan - UP: 25.98% UR: 24.61% UF: 25.28% P: 22.35% R: 21.17% F: 21.74%
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+ 2024-08-12 11:32:45 INFO 0:00:00.552545s elapsed
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+ 2024-08-12 11:32:46 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 97.78% UR: 100.00% UF: 98.88% P: 96.11% R: 98.30% F: 97.19%
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+ 2024-08-12 11:32:46 INFO dev: loss: 0.8300 - UP: 68.97% UR: 80.00% UF: 74.07% P: 62.07% R: 72.00% F: 66.67%
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+ 2024-08-12 11:32:46 INFO test: loss: nan - UP: 28.79% UR: 22.43% UF: 25.22% P: 25.00% R: 19.48% F: 21.90%
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+ 2024-08-12 11:32:46 INFO 0:00:00.567721s elapsed
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+ 2024-08-12 11:32:46 INFO lr: 4.9380e-05 - loss: 0.0009 - UP: 98.86% UR: 98.30% UF: 98.58% P: 97.71% R: 97.16% F: 97.44%
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+ 2024-08-12 11:32:46 INFO dev: loss: 0.7149 - UP: 76.92% UR: 80.00% UF: 78.43% P: 69.23% R: 72.00% F: 70.59%
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+ 2024-08-12 11:32:46 INFO test: loss: nan - UP: 32.66% UR: 20.53% UF: 25.22% P: 28.41% R: 17.86% F: 21.93%
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+ 2024-08-12 11:32:46 INFO 0:00:00.570968s elapsed
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+ 2024-08-12 11:32:47 INFO lr: 4.9370e-05 - loss: 0.0070 - UP: 100.00% UR: 97.73% UF: 98.85% P: 100.00% R: 97.73% F: 98.85%
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+ 2024-08-12 11:32:47 INFO dev: loss: 0.7134 - UP: 80.00% UR: 80.00% UF: 80.00% P: 72.00% R: 72.00% F: 72.00%
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+ 2024-08-12 11:32:47 INFO test: loss: nan - UP: 33.29% UR: 19.62% UF: 24.69% P: 28.40% R: 16.74% F: 21.06%
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+ 2024-08-12 11:32:47 INFO 0:00:00.569393s elapsed
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+ 2024-08-12 11:32:47 INFO lr: 4.9360e-05 - loss: 0.0309 - UP: 99.40% UR: 94.89% UF: 97.09% P: 98.81% R: 94.32% F: 96.51%
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+ 2024-08-12 11:32:47 INFO dev: loss: 0.7196 - UP: 76.92% UR: 80.00% UF: 78.43% P: 69.23% R: 72.00% F: 70.59%
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+ 2024-08-12 11:32:48 INFO test: loss: nan - UP: 33.51% UR: 21.73% UF: 26.37% P: 28.63% R: 18.57% F: 22.53%
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+ 2024-08-12 11:32:48 INFO 0:00:00.581720s elapsed
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+ 2024-08-12 11:32:48 INFO lr: 4.9350e-05 - loss: 0.0254 - UP: 100.00% UR: 98.86% UF: 99.43% P: 99.43% R: 98.30% F: 98.86%
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+ 2024-08-12 11:32:48 INFO dev: loss: 0.7517 - UP: 68.97% UR: 80.00% UF: 74.07% P: 62.07% R: 72.00% F: 66.67%
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+ 2024-08-12 11:32:48 INFO test: loss: nan - UP: 29.44% UR: 27.85% UF: 28.62% P: 24.98% R: 23.63% F: 24.29%
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+ 2024-08-12 11:32:48 INFO 0:00:00.585849s elapsed
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+ 2024-08-12 11:32:48 INFO lr: 4.9340e-05 - loss: 0.0048 - UP: 97.75% UR: 98.86% UF: 98.31% P: 96.63% R: 97.73% F: 97.18%
461
+ 2024-08-12 11:32:48 INFO dev: loss: 0.7647 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
462
+ 2024-08-12 11:32:49 INFO test: loss: nan - UP: 25.79% UR: 31.58% UF: 28.39% P: 21.71% R: 26.58% F: 23.90%
463
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+ 2024-08-12 11:32:49 INFO lr: 4.9330e-05 - loss: 0.0028 - UP: 97.77% UR: 99.43% UF: 98.59% P: 97.21% R: 98.86% F: 98.03%
467
+ 2024-08-12 11:32:49 INFO dev: loss: 0.7241 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
468
+ 2024-08-12 11:32:49 INFO test: loss: nan - UP: 24.95% UR: 32.63% UF: 28.28% P: 20.86% R: 27.29% F: 23.64%
469
+ 2024-08-12 11:32:49 INFO 0:00:00.585900s elapsed
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+ 2024-08-12 11:32:50 INFO lr: 4.9320e-05 - loss: 0.0040 - UP: 98.88% UR: 100.00% UF: 99.44% P: 98.31% R: 99.43% F: 98.87%
473
+ 2024-08-12 11:32:50 INFO dev: loss: 0.6819 - UP: 70.00% UR: 84.00% UF: 76.36% P: 60.00% R: 72.00% F: 65.45%
474
+ 2024-08-12 11:32:50 INFO test: loss: nan - UP: 25.49% UR: 31.15% UF: 28.04% P: 21.29% R: 26.02% F: 23.42%
475
+ 2024-08-12 11:32:50 INFO 0:00:00.586445s elapsed
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+ 2024-08-12 11:32:50 INFO lr: 4.9310e-05 - loss: 0.0155 - UP: 98.31% UR: 99.43% UF: 98.87% P: 97.19% R: 98.30% F: 97.74%
479
+ 2024-08-12 11:32:50 INFO dev: loss: 0.6661 - UP: 67.86% UR: 76.00% UF: 71.70% P: 57.14% R: 64.00% F: 60.38%
480
+ 2024-08-12 11:32:51 INFO test: loss: nan - UP: 27.00% UR: 29.61% UF: 28.25% P: 22.26% R: 24.40% F: 23.28%
481
+ 2024-08-12 11:32:51 INFO 0:00:00.569039s elapsed
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+ 2024-08-12 11:32:51 INFO lr: 4.9300e-05 - loss: 0.0033 - UP: 100.00% UR: 97.16% UF: 98.56% P: 99.42% R: 96.59% F: 97.98%
485
+ 2024-08-12 11:32:51 INFO dev: loss: 0.6690 - UP: 67.86% UR: 76.00% UF: 71.70% P: 57.14% R: 64.00% F: 60.38%
486
+ 2024-08-12 11:32:51 INFO test: loss: nan - UP: 29.66% UR: 28.20% UF: 28.91% P: 24.78% R: 23.56% F: 24.15%
487
+ 2024-08-12 11:32:51 INFO 0:00:00.591015s elapsed
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+ 2024-08-12 11:32:51 INFO lr: 4.9290e-05 - loss: 0.0024 - UP: 98.30% UR: 98.30% UF: 98.30% P: 96.59% R: 96.59% F: 96.59%
491
+ 2024-08-12 11:32:51 INFO dev: loss: 0.7400 - UP: 70.00% UR: 84.00% UF: 76.36% P: 60.00% R: 72.00% F: 65.45%
492
+ 2024-08-12 11:32:52 INFO test: loss: nan - UP: 29.29% UR: 27.36% UF: 28.29% P: 24.62% R: 23.00% F: 23.78%
493
+ 2024-08-12 11:32:52 INFO 0:00:00.582113s elapsed
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+ 2024-08-12 11:32:52 INFO lr: 4.9280e-05 - loss: 0.0009 - UP: 98.85% UR: 97.73% UF: 98.29% P: 97.70% R: 96.59% F: 97.14%
497
+ 2024-08-12 11:32:52 INFO dev: loss: 0.7953 - UP: 70.97% UR: 88.00% UF: 78.57% P: 64.52% R: 80.00% F: 71.43%
498
+ 2024-08-12 11:32:52 INFO test: loss: nan - UP: 29.85% UR: 27.29% UF: 28.51% P: 25.54% R: 23.35% F: 24.39%
499
+ 2024-08-12 11:32:52 INFO 0:00:00.581695s elapsed
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+ 2024-08-12 11:32:52 INFO Epoch 73 / 5000:
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+ 2024-08-12 11:32:52 INFO lr: 4.9270e-05 - loss: 0.0059 - UP: 98.86% UR: 98.86% UF: 98.86% P: 98.86% R: 98.86% F: 98.86%
503
+ 2024-08-12 11:32:53 INFO dev: loss: 0.7912 - UP: 70.97% UR: 88.00% UF: 78.57% P: 64.52% R: 80.00% F: 71.43%
504
+ 2024-08-12 11:32:53 INFO test: loss: nan - UP: 30.00% UR: 27.00% UF: 28.42% P: 25.62% R: 23.07% F: 24.28%
505
+ 2024-08-12 11:32:53 INFO 0:00:00.594471s elapsed
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+ 2024-08-12 11:32:53 INFO Epoch 74 / 5000:
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+ 2024-08-12 11:32:53 INFO lr: 4.9260e-05 - loss: 0.0022 - UP: 100.00% UR: 99.43% UF: 99.72% P: 99.43% R: 98.86% F: 99.15%
509
+ 2024-08-12 11:32:53 INFO dev: loss: 0.7799 - UP: 70.97% UR: 88.00% UF: 78.57% P: 64.52% R: 80.00% F: 71.43%
510
+ 2024-08-12 11:32:53 INFO test: loss: nan - UP: 30.32% UR: 26.37% UF: 28.21% P: 25.87% R: 22.50% F: 24.07%
511
+ 2024-08-12 11:32:53 INFO 0:00:00.608130s elapsed
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+ 2024-08-12 11:32:54 INFO lr: 4.9250e-05 - loss: 0.0144 - UP: 98.86% UR: 98.86% UF: 98.86% P: 97.73% R: 97.73% F: 97.73%
515
+ 2024-08-12 11:32:54 INFO dev: loss: 0.7618 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
516
+ 2024-08-12 11:32:54 INFO test: loss: nan - UP: 31.56% UR: 26.30% UF: 28.69% P: 26.92% R: 22.43% F: 24.47%
517
+ 2024-08-12 11:32:54 INFO 0:00:00.586599s elapsed
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+ 2024-08-12 11:32:54 INFO lr: 4.9240e-05 - loss: 0.0019 - UP: 99.43% UR: 99.43% UF: 99.43% P: 98.86% R: 98.86% F: 98.86%
521
+ 2024-08-12 11:32:54 INFO dev: loss: 0.7456 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
522
+ 2024-08-12 11:32:55 INFO test: loss: nan - UP: 31.68% UR: 26.02% UF: 28.57% P: 26.88% R: 22.08% F: 24.25%
523
+ 2024-08-12 11:32:55 INFO 0:00:00.553535s elapsed
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+ 2024-08-12 11:32:55 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 100.00% UR: 99.43% UF: 99.72% P: 98.86% R: 98.30% F: 98.58%
527
+ 2024-08-12 11:32:55 INFO dev: loss: 0.7599 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
528
+ 2024-08-12 11:32:55 INFO test: loss: nan - UP: 31.96% UR: 26.09% UF: 28.73% P: 27.13% R: 22.15% F: 24.39%
529
+ 2024-08-12 11:32:55 INFO 0:00:00.572344s elapsed
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+ 2024-08-12 11:32:55 INFO Epoch 78 / 5000:
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+ 2024-08-12 11:32:55 INFO lr: 4.9220e-05 - loss: 0.0015 - UP: 99.43% UR: 98.86% UF: 99.15% P: 98.29% R: 97.73% F: 98.01%
533
+ 2024-08-12 11:32:55 INFO dev: loss: 0.7874 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
534
+ 2024-08-12 11:32:56 INFO test: loss: nan - UP: 32.04% UR: 26.23% UF: 28.85% P: 27.32% R: 22.36% F: 24.59%
535
+ 2024-08-12 11:32:56 INFO 0:00:00.589865s elapsed
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+ 2024-08-12 11:32:56 INFO Epoch 79 / 5000:
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+ 2024-08-12 11:32:56 INFO lr: 4.9210e-05 - loss: 0.0016 - UP: 100.00% UR: 98.86% UF: 99.43% P: 99.43% R: 98.30% F: 98.86%
539
+ 2024-08-12 11:32:56 INFO dev: loss: 0.8437 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
540
+ 2024-08-12 11:32:56 INFO test: loss: nan - UP: 31.65% UR: 26.44% UF: 28.81% P: 27.10% R: 22.64% F: 24.67%
541
+ 2024-08-12 11:32:56 INFO 0:00:00.570137s elapsed
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+ 2024-08-12 11:32:56 INFO Epoch 80 / 5000:
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+ 2024-08-12 11:32:57 INFO lr: 4.9200e-05 - loss: 0.0017 - UP: 100.00% UR: 98.86% UF: 99.43% P: 99.43% R: 98.30% F: 98.86%
545
+ 2024-08-12 11:32:57 INFO dev: loss: 0.9005 - UP: 70.00% UR: 84.00% UF: 76.36% P: 60.00% R: 72.00% F: 65.45%
546
+ 2024-08-12 11:32:57 INFO test: loss: nan - UP: 31.51% UR: 26.72% UF: 28.92% P: 26.87% R: 22.78% F: 24.66%
547
+ 2024-08-12 11:32:57 INFO 0:00:00.570616s elapsed
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+ 2024-08-12 11:32:57 INFO Epoch 81 / 5000:
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+ 2024-08-12 11:32:57 INFO lr: 4.9190e-05 - loss: 0.0077 - UP: 98.88% UR: 100.00% UF: 99.44% P: 97.75% R: 98.86% F: 98.31%
551
+ 2024-08-12 11:32:57 INFO dev: loss: 0.9340 - UP: 70.97% UR: 88.00% UF: 78.57% P: 61.29% R: 76.00% F: 67.86%
552
+ 2024-08-12 11:32:57 INFO test: loss: nan - UP: 32.37% UR: 26.72% UF: 29.28% P: 27.60% R: 22.78% F: 24.96%
553
+ 2024-08-12 11:32:57 INFO 0:00:00.575472s elapsed
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+ 2024-08-12 11:32:57 INFO Epoch 82 / 5000:
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+ 2024-08-12 11:32:58 INFO lr: 4.9180e-05 - loss: 0.0019 - UP: 99.43% UR: 98.30% UF: 98.86% P: 97.70% R: 96.59% F: 97.14%
557
+ 2024-08-12 11:32:58 INFO dev: loss: 0.9426 - UP: 70.97% UR: 88.00% UF: 78.57% P: 61.29% R: 76.00% F: 67.86%
558
+ 2024-08-12 11:32:58 INFO test: loss: nan - UP: 32.94% UR: 25.81% UF: 28.94% P: 28.73% R: 22.50% F: 25.24%
559
+ 2024-08-12 11:32:58 INFO 0:00:00.584573s elapsed
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+ 2024-08-12 11:32:58 INFO Epoch 83 / 5000:
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+ 2024-08-12 11:32:58 INFO lr: 4.9170e-05 - loss: 0.0014 - UP: 98.86% UR: 98.30% UF: 98.58% P: 97.71% R: 97.16% F: 97.44%
563
+ 2024-08-12 11:32:58 INFO dev: loss: 0.9522 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
564
+ 2024-08-12 11:32:59 INFO test: loss: nan - UP: 32.90% UR: 25.18% UF: 28.53% P: 28.86% R: 22.08% F: 25.02%
565
+ 2024-08-12 11:32:59 INFO 0:00:00.582495s elapsed
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+ 2024-08-12 11:32:59 INFO Epoch 84 / 5000:
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+ 2024-08-12 11:32:59 INFO lr: 4.9160e-05 - loss: 0.0179 - UP: 100.00% UR: 98.30% UF: 99.14% P: 98.27% R: 96.59% F: 97.42%
569
+ 2024-08-12 11:32:59 INFO dev: loss: 0.9669 - UP: 70.00% UR: 84.00% UF: 76.36% P: 63.33% R: 76.00% F: 69.09%
570
+ 2024-08-12 11:32:59 INFO test: loss: nan - UP: 32.84% UR: 25.18% UF: 28.50% P: 28.81% R: 22.08% F: 25.00%
571
+ 2024-08-12 11:32:59 INFO 0:00:00.586754s elapsed
572
+
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+ 2024-08-12 11:33:07 INFO Epoch 54 saved
574
+ 2024-08-12 11:33:07 INFO dev: UP: 80.00% UR: 80.00% UF: 80.00% P: 72.00% R: 72.00% F: 72.00%
575
+ 2024-08-12 11:33:07 INFO test: UP: 32.23% UR: 22.50% UF: 26.50% P: 27.90% R: 19.48% F: 22.94%
576
+ 2024-08-12 11:33:07 INFO 0:00:48.804675s elapsed, 0:00:00.581008s/epoch