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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/norec/sdp_byGenAI_asc/10/model_vi_norec_nbbert_6 +3 -0
  3. models/norec/sdp_byGenAI_asc/10/model_vi_norec_nbbert_6.train.log +552 -0
  4. models/norec/sdp_byGenAI_asc/10/model_vi_norec_xlm_6 +3 -0
  5. models/norec/sdp_byGenAI_asc/10/model_vi_norec_xlm_6.train.log +504 -0
.gitattributes CHANGED
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  models/norec/sdp_byGenAI_asc/5/model_vi_norec_nbbert_6 filter=lfs diff=lfs merge=lfs -text
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  models/norec/sdp_byGenAI_asc/5/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
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  models/darmstadt_unis/sdp_random/10/model_vi_darmstadt_unis_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/norec/sdp_byGenAI_asc/5/model_vi_norec_nbbert_6 filter=lfs diff=lfs merge=lfs -text
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  models/norec/sdp_byGenAI_asc/5/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ models/norec/sdp_byGenAI_asc/10/model_vi_norec_nbbert_6 filter=lfs diff=lfs merge=lfs -text
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+ models/norec/sdp_byGenAI_asc/10/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ 2024-08-11 21:42:19 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/norec/sdp_byGenAI_asc/10/model_vi_norec_nbbert_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/norec/head_final/sdp_byGenAI_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byGenAI_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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 | NbAiLab/nb-bert-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 21:42:19 INFO Building the fields
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+ 2024-08-11 21:42:20 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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+ 2024-08-11 21:42:20 INFO Building the model
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+ 2024-08-11 21:42:22 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(NbAiLab/nb-bert-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, 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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+ 2024-08-11 21:42:22 INFO Loading the data
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+ 2024-08-11 21:42:24 INFO
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+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 21:42:24 INFO Epoch 1 / 5000:
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+ 2024-08-11 21:42:26 INFO lr: 4.9990e-05 - loss: 0.1982 - UP: 0.97% UR: 6.44% UF: 1.68% P: 0.40% R: 2.68% F: 0.70%
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+ 2024-08-11 21:42:27 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 21:42:27 INFO test: loss: 0.1501 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 21:42:27 INFO 0:00:03.821751s elapsed
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+
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+ 2024-08-11 21:42:27 INFO Epoch 2 / 5000:
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+ 2024-08-11 21:42:30 INFO lr: 4.9980e-05 - loss: 0.1047 - UP: 32.14% UR: 0.89% UF: 1.74% P: 28.57% R: 0.79% F: 1.54%
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+ 2024-08-11 21:42:30 INFO dev: loss: nan - UP: 28.95% UR: 1.41% UF: 2.69% P: 21.05% R: 1.03% F: 1.96%
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+ 2024-08-11 21:42:31 INFO test: loss: 0.1328 - UP: 35.04% UR: 0.55% UF: 1.09% P: 25.64% R: 0.40% F: 0.80%
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+ 2024-08-11 21:42:34 INFO 0:00:03.378435s elapsed (saved)
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+
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+ 2024-08-11 21:42:34 INFO Epoch 3 / 5000:
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+ 2024-08-11 21:42:36 INFO lr: 4.9970e-05 - loss: 0.1462 - UP: 2.37% UR: 2.74% UF: 2.54% P: 1.74% R: 2.01% F: 1.87%
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+ 2024-08-11 21:42:36 INFO dev: loss: nan - UP: 24.58% UR: 5.64% UF: 9.18% P: 22.35% R: 5.13% F: 8.34%
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+ 2024-08-11 21:42:37 INFO test: loss: 0.2261 - UP: 31.25% UR: 0.54% UF: 1.06% P: 24.22% R: 0.42% F: 0.82%
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+ 2024-08-11 21:42:41 INFO 0:00:03.384127s elapsed (saved)
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+
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+ 2024-08-11 21:42:41 INFO Epoch 4 / 5000:
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+ 2024-08-11 21:42:43 INFO lr: 4.9960e-05 - loss: 0.1096 - UP: 27.60% UR: 2.01% UF: 3.76% P: 26.24% R: 1.92% F: 3.57%
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+ 2024-08-11 21:42:43 INFO dev: loss: nan - UP: 47.06% UR: 2.05% UF: 3.93% P: 23.53% R: 1.03% F: 1.97%
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+ 2024-08-11 21:42:44 INFO test: loss: 0.1328 - UP: 44.60% UR: 1.72% UF: 3.32% P: 39.72% R: 1.53% F: 2.96%
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+ 2024-08-11 21:42:44 INFO 0:00:03.393119s elapsed
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+
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+ 2024-08-11 21:42:44 INFO Epoch 5 / 5000:
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+ 2024-08-11 21:42:47 INFO lr: 4.9950e-05 - loss: 0.0633 - UP: 30.80% UR: 6.70% UF: 11.01% P: 27.92% R: 6.08% F: 9.98%
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+ 2024-08-11 21:42:47 INFO dev: loss: nan - UP: 60.71% UR: 4.36% UF: 8.13% P: 48.21% R: 3.46% F: 6.46%
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+ 2024-08-11 21:42:48 INFO test: loss: 0.1368 - UP: 49.14% UR: 3.85% UF: 7.14% P: 43.99% R: 3.45% F: 6.39%
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+ 2024-08-11 21:42:48 INFO 0:00:03.367232s elapsed
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+
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+ 2024-08-11 21:42:50 INFO lr: 4.9940e-05 - loss: nan - UP: 44.15% UR: 12.71% UF: 19.74% P: 43.58% R: 12.55% F: 19.49%
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+ 2024-08-11 21:42:50 INFO dev: loss: nan - UP: 57.89% UR: 5.64% UF: 10.28% P: 40.79% R: 3.97% F: 7.24%
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+ 2024-08-11 21:42:51 INFO test: loss: 0.1284 - UP: 42.72% UR: 3.72% UF: 6.84% P: 31.73% R: 2.76% F: 5.08%
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+ 2024-08-11 21:42:51 INFO 0:00:03.477410s elapsed
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+
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+ 2024-08-11 21:42:51 INFO Epoch 7 / 5000:
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+ 2024-08-11 21:42:53 INFO lr: 4.9930e-05 - loss: 0.0487 - UP: 53.38% UR: 18.23% UF: 27.18% P: 52.80% R: 18.03% F: 26.88%
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+ 2024-08-11 21:42:54 INFO dev: loss: nan - UP: 61.11% UR: 2.82% UF: 5.39% P: 44.44% R: 2.05% F: 3.92%
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+ 2024-08-11 21:42:55 INFO test: loss: 0.1518 - UP: 45.18% UR: 3.85% UF: 7.10% P: 41.86% R: 3.57% F: 6.57%
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+ 2024-08-11 21:42:55 INFO 0:00:03.381120s elapsed
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+
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+ 2024-08-11 21:42:55 INFO Epoch 8 / 5000:
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+ 2024-08-11 21:42:57 INFO lr: 4.9920e-05 - loss: 0.0041 - UP: 64.00% UR: 20.31% UF: 30.83% P: 63.68% R: 20.21% F: 30.68%
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+ 2024-08-11 21:42:57 INFO dev: loss: nan - UP: 62.50% UR: 5.13% UF: 9.48% P: 54.69% R: 4.49% F: 8.29%
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+ 2024-08-11 21:42:58 INFO test: loss: 0.1585 - UP: 51.00% UR: 2.06% UF: 3.96% P: 43.67% R: 1.76% F: 3.39%
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+ 2024-08-11 21:42:58 INFO 0:00:03.427688s elapsed
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+
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+ 2024-08-11 21:42:58 INFO Epoch 9 / 5000:
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+ 2024-08-11 21:43:00 INFO lr: 4.9910e-05 - loss: 0.0245 - UP: 59.51% UR: 25.83% UF: 36.02% P: 58.52% R: 25.40% F: 35.42%
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+ 2024-08-11 21:43:01 INFO dev: loss: nan - UP: 88.24% UR: 3.85% UF: 7.37% P: 88.24% R: 3.85% F: 7.37%
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+ 2024-08-11 21:43:01 INFO test: loss: 0.1920 - UP: 72.46% UR: 0.67% UF: 1.33% P: 69.57% R: 0.65% F: 1.28%
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+ 2024-08-11 21:43:01 INFO 0:00:03.455480s elapsed
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+
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+ 2024-08-11 21:43:01 INFO Epoch 10 / 5000:
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+ 2024-08-11 21:43:04 INFO lr: 4.9900e-05 - loss: 0.0771 - UP: 41.54% UR: 21.73% UF: 28.53% P: 41.35% R: 21.63% F: 28.40%
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+ 2024-08-11 21:43:04 INFO dev: loss: nan - UP: 92.31% UR: 1.54% UF: 3.03% P: 84.62% R: 1.41% F: 2.77%
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+ 2024-08-11 21:43:05 INFO test: loss: 0.1703 - UP: 75.38% UR: 0.66% UF: 1.31% P: 56.92% R: 0.50% F: 0.99%
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+ 2024-08-11 21:43:05 INFO 0:00:03.461587s elapsed
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+ 2024-08-11 21:43:05 INFO Epoch 11 / 5000:
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+ 2024-08-11 21:43:07 INFO lr: 4.9890e-05 - loss: 0.0618 - UP: 64.41% UR: 24.21% UF: 35.19% P: 63.53% R: 23.88% F: 34.71%
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+ 2024-08-11 21:43:08 INFO dev: loss: nan - UP: 71.43% UR: 11.54% UF: 19.87% P: 64.29% R: 10.38% F: 17.88%
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+ 2024-08-11 21:43:08 INFO test: loss: 0.1551 - UP: 51.23% UR: 5.59% UF: 10.08% P: 45.31% R: 4.94% F: 8.91%
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+ 2024-08-11 21:43:13 INFO 0:00:03.486398s elapsed (saved)
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+
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+ 2024-08-11 21:43:13 INFO Epoch 12 / 5000:
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+ 2024-08-11 21:43:15 INFO lr: 4.9880e-05 - loss: 0.0054 - UP: 73.73% UR: 31.04% UF: 43.69% P: 73.10% R: 30.78% F: 43.32%
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+ 2024-08-11 21:43:15 INFO dev: loss: nan - UP: 69.29% UR: 12.44% UF: 21.09% P: 57.86% R: 10.38% F: 17.61%
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+ 2024-08-11 21:43:16 INFO test: loss: 0.2324 - UP: 60.78% UR: 6.95% UF: 12.47% P: 43.46% R: 4.97% F: 8.92%
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+ 2024-08-11 21:43:16 INFO 0:00:03.553333s elapsed
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+
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+ 2024-08-11 21:43:16 INFO Epoch 13 / 5000:
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+ 2024-08-11 21:43:19 INFO lr: 4.9870e-05 - loss: nan - UP: 78.30% UR: 39.20% UF: 52.24% P: 76.06% R: 38.08% F: 50.75%
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+ 2024-08-11 21:43:19 INFO dev: loss: nan - UP: 76.30% UR: 13.21% UF: 22.51% P: 65.19% R: 11.28% F: 19.23%
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+ 2024-08-11 21:43:20 INFO test: loss: 0.1800 - UP: 63.50% UR: 6.49% UF: 11.77% P: 52.44% R: 5.36% F: 9.72%
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+ 2024-08-11 21:43:24 INFO 0:00:03.497902s elapsed (saved)
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+ 2024-08-11 21:43:24 INFO Epoch 14 / 5000:
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+ 2024-08-11 21:43:26 INFO lr: 4.9860e-05 - loss: 0.0379 - UP: 76.10% UR: 42.80% UF: 54.79% P: 74.99% R: 42.17% F: 53.98%
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+ 2024-08-11 21:43:27 INFO dev: loss: nan - UP: 67.50% UR: 17.31% UF: 27.55% P: 59.00% R: 15.13% F: 24.08%
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+ 2024-08-11 21:43:28 INFO test: loss: 0.1816 - UP: 56.85% UR: 10.34% UF: 17.50% P: 43.67% R: 7.94% F: 13.44%
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+ 2024-08-11 21:43:32 INFO 0:00:03.452988s elapsed (saved)
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+ 2024-08-11 21:43:32 INFO Epoch 15 / 5000:
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+ 2024-08-11 21:43:34 INFO lr: 4.9850e-05 - loss: 0.0031 - UP: 81.75% UR: 44.22% UF: 57.39% P: 81.26% R: 43.96% F: 57.05%
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+ 2024-08-11 21:43:35 INFO dev: loss: nan - UP: 62.11% UR: 20.38% UF: 30.69% P: 53.12% R: 17.44% F: 26.25%
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+ 2024-08-11 21:43:35 INFO test: loss: 0.1514 - UP: 54.07% UR: 12.44% UF: 20.23% P: 40.78% R: 9.38% F: 15.26%
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+ 2024-08-11 21:43:40 INFO 0:00:03.450688s elapsed (saved)
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+ 2024-08-11 21:43:40 INFO Epoch 16 / 5000:
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+ 2024-08-11 21:43:42 INFO lr: 4.9840e-05 - loss: 0.0337 - UP: 80.47% UR: 54.16% UF: 64.75% P: 79.83% R: 53.73% F: 64.23%
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+ 2024-08-11 21:43:42 INFO dev: loss: nan - UP: 70.74% UR: 17.05% UF: 27.48% P: 60.11% R: 14.49% F: 23.35%
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+ 2024-08-11 21:43:43 INFO test: loss: 0.1749 - UP: 60.16% UR: 11.40% UF: 19.17% P: 47.80% R: 9.06% F: 15.23%
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+ 2024-08-11 21:43:43 INFO 0:00:03.454618s elapsed
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+ 2024-08-11 21:43:43 INFO Epoch 17 / 5000:
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+ 2024-08-11 21:43:45 INFO lr: 4.9830e-05 - loss: 0.0243 - UP: 84.43% UR: 56.61% UF: 67.77% P: 84.24% R: 56.47% F: 67.62%
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+ 2024-08-11 21:43:46 INFO dev: loss: nan - UP: 63.27% UR: 15.90% UF: 25.41% P: 51.02% R: 12.82% F: 20.49%
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+ 2024-08-11 21:43:47 INFO test: loss: 0.1532 - UP: 58.71% UR: 12.35% UF: 20.40% P: 50.19% R: 10.55% F: 17.44%
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+ 2024-08-11 21:43:47 INFO 0:00:03.402307s elapsed
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+ 2024-08-11 21:43:47 INFO Epoch 18 / 5000:
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+ 2024-08-11 21:43:49 INFO lr: 4.9820e-05 - loss: 0.0010 - UP: 86.33% UR: 60.27% UF: 70.98% P: 86.23% R: 60.20% F: 70.91%
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+ 2024-08-11 21:43:49 INFO dev: loss: nan - UP: 68.02% UR: 19.36% UF: 30.14% P: 56.31% R: 16.03% F: 24.95%
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+ 2024-08-11 21:43:50 INFO test: loss: 0.1839 - UP: 62.86% UR: 12.96% UF: 21.50% P: 49.93% R: 10.30% F: 17.08%
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+ 2024-08-11 21:43:50 INFO 0:00:03.364889s elapsed
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+ 2024-08-11 21:43:50 INFO Epoch 19 / 5000:
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+ 2024-08-11 21:43:52 INFO lr: 4.9810e-05 - loss: 0.0145 - UP: 84.04% UR: 63.84% UF: 72.56% P: 84.04% R: 63.84% F: 72.56%
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+ 2024-08-11 21:43:53 INFO dev: loss: nan - UP: 60.24% UR: 19.23% UF: 29.15% P: 46.99% R: 15.00% F: 22.74%
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+ 2024-08-11 21:43:53 INFO test: loss: 0.1708 - UP: 58.50% UR: 13.06% UF: 21.35% P: 48.49% R: 10.82% F: 17.70%
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+ 2024-08-11 21:43:53 INFO 0:00:03.438400s elapsed
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+ 2024-08-11 21:43:53 INFO Epoch 20 / 5000:
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+ 2024-08-11 21:43:56 INFO lr: 4.9800e-05 - loss: 0.0109 - UP: 87.50% UR: 67.27% UF: 76.06% P: 87.37% R: 67.17% F: 75.95%
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+ 2024-08-11 21:43:56 INFO dev: loss: nan - UP: 62.06% UR: 24.74% UF: 35.38% P: 53.05% R: 21.15% F: 30.25%
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+ 2024-08-11 21:43:57 INFO test: loss: 0.1778 - UP: 56.62% UR: 17.85% UF: 27.14% P: 45.43% R: 14.32% F: 21.78%
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+ 2024-08-11 21:44:01 INFO 0:00:03.395953s elapsed (saved)
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+ 2024-08-11 21:44:01 INFO Epoch 21 / 5000:
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+ 2024-08-11 21:44:04 INFO lr: 4.9790e-05 - loss: 0.0053 - UP: 85.66% UR: 69.45% UF: 76.71% P: 85.58% R: 69.39% F: 76.64%
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+ 2024-08-11 21:44:04 INFO dev: loss: nan - UP: 68.84% UR: 18.97% UF: 29.75% P: 55.81% R: 15.38% F: 24.12%
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+ 2024-08-11 21:44:19 INFO test: loss: 0.1882 - UP: 66.99% UR: 10.25% UF: 17.77% P: 55.19% R: 8.44% F: 14.64%
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+ 2024-08-11 21:44:49 INFO test: loss: 0.2704 - UP: 56.19% UR: 17.65% UF: 26.86% P: 47.15% R: 14.81% F: 22.54%
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+ 2024-08-11 21:45:02 INFO lr: 4.9660e-05 - loss: 0.0087 - UP: 80.22% UR: 66.31% UF: 72.61% P: 78.59% R: 64.96% F: 71.13%
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+ 2024-08-11 21:45:05 INFO lr: 4.9650e-05 - loss: 0.0112 - UP: 88.21% UR: 74.64% UF: 80.86% P: 88.02% R: 74.47% F: 80.68%
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+ 2024-08-11 21:45:07 INFO test: loss: 0.1953 - UP: 48.36% UR: 33.01% UF: 39.24% P: 38.48% R: 26.27% F: 31.22%
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+ 2024-08-11 21:45:13 INFO lr: 4.9640e-05 - loss: 0.0081 - UP: 87.70% UR: 77.44% UF: 82.25% P: 87.40% R: 77.18% F: 81.97%
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+ 2024-08-11 21:45:14 INFO dev: loss: nan - UP: 70.37% UR: 19.49% UF: 30.52% P: 56.48% R: 15.64% F: 24.50%
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+ 2024-08-11 21:45:15 INFO test: loss: 0.1836 - UP: 63.58% UR: 14.62% UF: 23.77% P: 52.99% R: 12.18% F: 19.81%
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+ 2024-08-11 21:45:17 INFO lr: 4.9630e-05 - loss: 0.0028 - UP: 93.78% UR: 81.18% UF: 87.02% P: 93.59% R: 81.01% F: 86.85%
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+ 2024-08-11 21:45:17 INFO dev: loss: nan - UP: 58.72% UR: 40.13% UF: 47.68% P: 45.22% R: 30.90% F: 36.71%
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+ 2024-08-11 21:45:25 INFO lr: 4.9620e-05 - loss: 0.0022 - UP: 92.70% UR: 85.07% UF: 88.72% P: 92.70% R: 85.07% F: 88.72%
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+ 2024-08-11 21:45:25 INFO dev: loss: nan - UP: 66.74% UR: 37.31% UF: 47.86% P: 49.54% R: 27.69% F: 35.53%
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+ 2024-08-11 21:45:26 INFO test: loss: 0.1965 - UP: 57.05% UR: 25.97% UF: 35.69% P: 45.76% R: 20.83% F: 28.62%
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+ 2024-08-11 21:45:28 INFO lr: 4.9610e-05 - loss: 0.0048 - UP: 93.57% UR: 86.46% UF: 89.87% P: 93.42% R: 86.33% F: 89.74%
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+ 2024-08-11 21:45:32 INFO dev: loss: nan - UP: 73.81% UR: 23.85% UF: 36.05% P: 55.56% R: 17.95% F: 27.13%
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+ 2024-08-11 21:45:33 INFO test: loss: 0.2075 - UP: 62.64% UR: 16.21% UF: 25.75% P: 52.81% R: 13.66% F: 21.71%
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+ 2024-08-11 21:45:35 INFO dev: loss: nan - UP: 72.27% UR: 29.74% UF: 42.14% P: 53.89% R: 22.18% F: 31.43%
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+ 2024-08-11 21:45:36 INFO test: loss: 0.2161 - UP: 60.68% UR: 21.69% UF: 31.95% P: 49.72% R: 17.77% F: 26.18%
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+ 2024-08-11 21:45:39 INFO lr: 4.9580e-05 - loss: nan - UP: 96.75% UR: 90.36% UF: 93.44% P: 96.68% R: 90.29% F: 93.37%
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+ 2024-08-11 21:45:39 INFO dev: loss: nan - UP: 70.00% UR: 32.31% UF: 44.21% P: 56.67% R: 26.15% F: 35.79%
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+ 2024-08-11 21:45:40 INFO test: loss: 0.2221 - UP: 60.53% UR: 22.59% UF: 32.90% P: 48.45% R: 18.08% F: 26.33%
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+ 2024-08-11 21:45:42 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 94.60% UR: 86.72% UF: 90.49% P: 94.49% R: 86.62% F: 90.39%
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+ 2024-08-11 21:45:43 INFO test: loss: 0.2189 - UP: 54.15% UR: 30.36% UF: 38.91% P: 44.00% R: 24.66% F: 31.61%
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+ 2024-08-11 21:45:46 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 92.77% UR: 89.86% UF: 91.29% P: 92.60% R: 89.70% F: 91.13%
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+ 2024-08-11 21:45:46 INFO dev: loss: nan - UP: 75.11% UR: 22.82% UF: 35.00% P: 56.12% R: 17.05% F: 26.16%
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+ 2024-08-11 21:45:47 INFO test: loss: 0.2189 - UP: 61.15% UR: 15.32% UF: 24.50% P: 50.73% R: 12.71% F: 20.33%
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+ 2024-08-11 21:45:50 INFO dev: loss: nan - UP: 66.58% UR: 34.74% UF: 45.66% P: 49.14% R: 25.64% F: 33.70%
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+ 2024-08-11 21:45:50 INFO test: loss: 0.2055 - UP: 58.97% UR: 26.87% UF: 36.92% P: 47.27% R: 21.54% F: 29.59%
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+ 2024-08-11 21:45:53 INFO dev: loss: nan - UP: 69.44% UR: 30.00% UF: 41.90% P: 53.41% R: 23.08% F: 32.23%
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+ 2024-08-11 21:45:54 INFO test: loss: 0.2208 - UP: 59.91% UR: 20.84% UF: 30.92% P: 48.72% R: 16.95% F: 25.15%
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+ 2024-08-11 21:45:57 INFO test: loss: 0.2228 - UP: 61.21% UR: 18.71% UF: 28.66% P: 50.81% R: 15.54% F: 23.80%
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+ 2024-08-11 21:46:01 INFO test: loss: 0.2257 - UP: 59.14% UR: 26.00% UF: 36.12% P: 48.67% R: 21.39% F: 29.72%
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+ 2024-08-11 21:46:07 INFO dev: loss: nan - UP: 56.10% UR: 53.08% UF: 54.55% P: 41.73% R: 39.49% F: 40.58%
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+ 2024-08-11 21:46:08 INFO test: loss: 0.2179 - UP: 46.06% UR: 43.36% UF: 44.67% P: 34.53% R: 32.51% F: 33.49%
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+ 2024-08-11 21:46:18 INFO lr: 4.9480e-05 - loss: 0.0074 - UP: 85.51% UR: 63.94% UF: 73.17% P: 85.42% R: 63.87% F: 73.09%
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+ 2024-08-11 21:46:21 INFO lr: 4.9470e-05 - loss: 0.0006 - UP: 84.45% UR: 76.22% UF: 80.12% P: 84.34% R: 76.12% F: 80.02%
383
+ 2024-08-11 21:46:21 INFO dev: loss: nan - UP: 66.21% UR: 24.87% UF: 36.16% P: 52.90% R: 19.87% F: 28.89%
384
+ 2024-08-11 21:46:22 INFO test: loss: 0.1960 - UP: 57.99% UR: 18.13% UF: 27.63% P: 47.57% R: 14.88% F: 22.66%
385
+ 2024-08-11 21:46:22 INFO 0:00:03.415418s elapsed
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+ 2024-08-11 21:46:25 INFO lr: 4.9460e-05 - loss: 0.0011 - UP: 94.04% UR: 79.76% UF: 86.31% P: 93.93% R: 79.66% F: 86.20%
389
+ 2024-08-11 21:46:25 INFO dev: loss: nan - UP: 64.02% UR: 39.23% UF: 48.65% P: 46.86% R: 28.72% F: 35.61%
390
+ 2024-08-11 21:46:26 INFO test: loss: 0.1936 - UP: 56.57% UR: 24.99% UF: 34.66% P: 45.38% R: 20.05% F: 27.81%
391
+ 2024-08-11 21:46:26 INFO 0:00:03.468357s elapsed
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+ 2024-08-11 21:46:28 INFO lr: 4.9450e-05 - loss: 0.0140 - UP: 95.71% UR: 89.80% UF: 92.66% P: 95.60% R: 89.70% F: 92.55%
395
+ 2024-08-11 21:46:28 INFO dev: loss: nan - UP: 67.26% UR: 33.72% UF: 44.92% P: 49.87% R: 25.00% F: 33.30%
396
+ 2024-08-11 21:46:29 INFO test: loss: 0.2038 - UP: 59.15% UR: 21.66% UF: 31.71% P: 48.93% R: 17.92% F: 26.23%
397
+ 2024-08-11 21:46:29 INFO 0:00:03.433714s elapsed
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+ 2024-08-11 21:46:31 INFO lr: 4.9440e-05 - loss: 0.0048 - UP: 95.36% UR: 92.27% UF: 93.79% P: 95.32% R: 92.24% F: 93.76%
401
+ 2024-08-11 21:46:32 INFO dev: loss: nan - UP: 68.58% UR: 32.18% UF: 43.80% P: 52.19% R: 24.49% F: 33.33%
402
+ 2024-08-11 21:46:33 INFO test: loss: 0.2095 - UP: 61.24% UR: 21.89% UF: 32.25% P: 50.85% R: 18.17% F: 26.78%
403
+ 2024-08-11 21:46:33 INFO 0:00:03.431686s elapsed
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+ 2024-08-11 21:46:33 INFO Epoch 57 / 5000:
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+ 2024-08-11 21:46:35 INFO lr: 4.9430e-05 - loss: 0.0073 - UP: 96.63% UR: 91.74% UF: 94.12% P: 96.63% R: 91.74% F: 94.12%
407
+ 2024-08-11 21:46:35 INFO dev: loss: nan - UP: 70.17% UR: 26.54% UF: 38.51% P: 53.22% R: 20.13% F: 29.21%
408
+ 2024-08-11 21:46:36 INFO test: loss: 0.2182 - UP: 64.36% UR: 17.41% UF: 27.40% P: 53.01% R: 14.34% F: 22.57%
409
+ 2024-08-11 21:46:36 INFO 0:00:03.470252s elapsed
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+ 2024-08-11 21:46:36 INFO Epoch 58 / 5000:
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+ 2024-08-11 21:46:38 INFO lr: 4.9420e-05 - loss: 0.0016 - UP: 97.35% UR: 93.59% UF: 95.44% P: 97.35% R: 93.59% F: 95.44%
413
+ 2024-08-11 21:46:39 INFO dev: loss: nan - UP: 65.28% UR: 34.23% UF: 44.91% P: 48.41% R: 25.38% F: 33.31%
414
+ 2024-08-11 21:46:40 INFO test: loss: 0.2076 - UP: 60.76% UR: 23.72% UF: 34.12% P: 49.72% R: 19.41% F: 27.92%
415
+ 2024-08-11 21:46:40 INFO 0:00:03.562583s elapsed
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+ 2024-08-11 21:46:40 INFO Epoch 59 / 5000:
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+ 2024-08-11 21:46:42 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 97.52% UR: 94.75% UF: 96.11% P: 97.52% R: 94.75% F: 96.11%
419
+ 2024-08-11 21:46:42 INFO dev: loss: nan - UP: 63.75% UR: 39.23% UF: 48.57% P: 47.50% R: 29.23% F: 36.19%
420
+ 2024-08-11 21:46:43 INFO test: loss: 0.2103 - UP: 57.78% UR: 28.23% UF: 37.93% P: 46.54% R: 22.74% F: 30.55%
421
+ 2024-08-11 21:46:43 INFO 0:00:03.515719s elapsed
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+ 2024-08-11 21:46:43 INFO Epoch 60 / 5000:
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+ 2024-08-11 21:46:45 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 98.15% UR: 96.14% UF: 97.13% P: 98.15% R: 96.14% F: 97.13%
425
+ 2024-08-11 21:46:46 INFO dev: loss: nan - UP: 66.75% UR: 33.46% UF: 44.58% P: 49.87% R: 25.00% F: 33.30%
426
+ 2024-08-11 21:46:47 INFO test: loss: 0.2151 - UP: 61.44% UR: 23.71% UF: 34.21% P: 50.17% R: 19.36% F: 27.94%
427
+ 2024-08-11 21:46:47 INFO 0:00:03.405003s elapsed
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+
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+ 2024-08-11 21:46:47 INFO Epoch 61 / 5000:
430
+ 2024-08-11 21:46:49 INFO lr: 4.9390e-05 - loss: 0.0000 - UP: 98.45% UR: 96.33% UF: 97.38% P: 98.45% R: 96.33% F: 97.38%
431
+ 2024-08-11 21:46:49 INFO dev: loss: nan - UP: 65.86% UR: 38.33% UF: 48.46% P: 48.68% R: 28.33% F: 35.82%
432
+ 2024-08-11 21:46:50 INFO test: loss: 0.2229 - UP: 59.01% UR: 26.36% UF: 36.44% P: 47.02% R: 21.00% F: 29.03%
433
+ 2024-08-11 21:46:50 INFO 0:00:03.595328s elapsed
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+
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+ 2024-08-11 21:46:50 INFO Epoch 62 / 5000:
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+ 2024-08-11 21:46:52 INFO lr: 4.9380e-05 - loss: 0.0023 - UP: 98.29% UR: 96.76% UF: 97.52% P: 98.29% R: 96.76% F: 97.52%
437
+ 2024-08-11 21:46:53 INFO dev: loss: nan - UP: 65.20% UR: 37.95% UF: 47.97% P: 49.12% R: 28.59% F: 36.14%
438
+ 2024-08-11 21:46:54 INFO test: loss: 0.2279 - UP: 58.86% UR: 26.78% UF: 36.81% P: 47.08% R: 21.42% F: 29.44%
439
+ 2024-08-11 21:46:54 INFO 0:00:03.415748s elapsed
440
+
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+ 2024-08-11 21:46:54 INFO Epoch 63 / 5000:
442
+ 2024-08-11 21:46:56 INFO lr: 4.9370e-05 - loss: 0.0015 - UP: 97.78% UR: 96.17% UF: 96.97% P: 97.78% R: 96.17% F: 96.97%
443
+ 2024-08-11 21:46:56 INFO dev: loss: nan - UP: 69.35% UR: 34.23% UF: 45.84% P: 52.47% R: 25.90% F: 34.68%
444
+ 2024-08-11 21:46:57 INFO test: loss: 0.2272 - UP: 60.58% UR: 24.52% UF: 34.91% P: 49.00% R: 19.83% F: 28.23%
445
+ 2024-08-11 21:46:57 INFO 0:00:03.423307s elapsed
446
+
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+ 2024-08-11 21:46:57 INFO Epoch 64 / 5000:
448
+ 2024-08-11 21:46:59 INFO lr: 4.9360e-05 - loss: 0.0053 - UP: 98.29% UR: 96.96% UF: 97.62% P: 98.29% R: 96.96% F: 97.62%
449
+ 2024-08-11 21:47:00 INFO dev: loss: nan - UP: 67.21% UR: 36.79% UF: 47.56% P: 50.12% R: 27.44% F: 35.46%
450
+ 2024-08-11 21:47:00 INFO test: loss: 0.2308 - UP: 59.48% UR: 25.34% UF: 35.54% P: 48.07% R: 20.48% F: 28.72%
451
+ 2024-08-11 21:47:00 INFO 0:00:03.499508s elapsed
452
+
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+ 2024-08-11 21:47:00 INFO Epoch 65 / 5000:
454
+ 2024-08-11 21:47:03 INFO lr: 4.9350e-05 - loss: 0.0021 - UP: 98.32% UR: 96.70% UF: 97.50% P: 98.32% R: 96.70% F: 97.50%
455
+ 2024-08-11 21:47:03 INFO dev: loss: nan - UP: 66.22% UR: 31.41% UF: 42.61% P: 51.08% R: 24.23% F: 32.87%
456
+ 2024-08-11 21:47:04 INFO test: loss: 0.2333 - UP: 60.49% UR: 22.39% UF: 32.68% P: 49.47% R: 18.31% F: 26.73%
457
+ 2024-08-11 21:47:04 INFO 0:00:03.509214s elapsed
458
+
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+ 2024-08-11 21:47:04 INFO Epoch 66 / 5000:
460
+ 2024-08-11 21:47:06 INFO lr: 4.9340e-05 - loss: 0.0028 - UP: 98.51% UR: 96.17% UF: 97.33% P: 98.51% R: 96.17% F: 97.33%
461
+ 2024-08-11 21:47:07 INFO dev: loss: nan - UP: 64.30% UR: 36.03% UF: 46.18% P: 47.60% R: 26.67% F: 34.18%
462
+ 2024-08-11 21:47:08 INFO test: loss: 0.2338 - UP: 58.84% UR: 25.81% UF: 35.88% P: 47.48% R: 20.83% F: 28.95%
463
+ 2024-08-11 21:47:08 INFO 0:00:03.534343s elapsed
464
+
465
+ 2024-08-11 21:47:08 INFO Epoch 67 / 5000:
466
+ 2024-08-11 21:47:10 INFO lr: 4.9330e-05 - loss: 0.0008 - UP: 98.59% UR: 97.19% UF: 97.89% P: 98.56% R: 97.16% F: 97.85%
467
+ 2024-08-11 21:47:10 INFO dev: loss: nan - UP: 67.22% UR: 31.28% UF: 42.69% P: 51.24% R: 23.85% F: 32.55%
468
+ 2024-08-11 21:47:11 INFO test: loss: 0.2393 - UP: 61.65% UR: 22.47% UF: 32.94% P: 49.87% R: 18.17% F: 26.64%
469
+ 2024-08-11 21:47:11 INFO 0:00:03.484865s elapsed
470
+
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+ 2024-08-11 21:47:11 INFO Epoch 68 / 5000:
472
+ 2024-08-11 21:47:13 INFO lr: 4.9320e-05 - loss: 0.0004 - UP: 98.47% UR: 97.75% UF: 98.11% P: 98.47% R: 97.75% F: 98.11%
473
+ 2024-08-11 21:47:14 INFO dev: loss: nan - UP: 66.40% UR: 31.92% UF: 43.12% P: 51.20% R: 24.62% F: 33.25%
474
+ 2024-08-11 21:47:15 INFO test: loss: 0.2401 - UP: 60.87% UR: 23.49% UF: 33.90% P: 49.11% R: 18.96% F: 27.35%
475
+ 2024-08-11 21:47:15 INFO 0:00:03.519857s elapsed
476
+
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+ 2024-08-11 21:47:15 INFO Epoch 69 / 5000:
478
+ 2024-08-11 21:47:17 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 98.86% UR: 97.36% UF: 98.10% P: 98.83% R: 97.32% F: 98.07%
479
+ 2024-08-11 21:47:17 INFO dev: loss: nan - UP: 60.26% UR: 35.00% UF: 44.28% P: 45.25% R: 26.28% F: 33.25%
480
+ 2024-08-11 21:47:18 INFO test: loss: 0.2404 - UP: 58.08% UR: 27.33% UF: 37.17% P: 46.92% R: 22.08% F: 30.03%
481
+ 2024-08-11 21:47:18 INFO 0:00:03.439075s elapsed
482
+
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+ 2024-08-11 21:47:18 INFO Epoch 70 / 5000:
484
+ 2024-08-11 21:47:20 INFO lr: 4.9300e-05 - loss: 0.0016 - UP: 98.40% UR: 97.46% UF: 97.93% P: 98.37% R: 97.42% F: 97.89%
485
+ 2024-08-11 21:47:21 INFO dev: loss: nan - UP: 67.70% UR: 33.59% UF: 44.90% P: 49.10% R: 24.36% F: 32.56%
486
+ 2024-08-11 21:47:21 INFO test: loss: 0.2529 - UP: 59.47% UR: 25.03% UF: 35.23% P: 48.34% R: 20.34% F: 28.63%
487
+ 2024-08-11 21:47:21 INFO 0:00:03.506547s elapsed
488
+
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+ 2024-08-11 21:47:21 INFO Epoch 71 / 5000:
490
+ 2024-08-11 21:47:24 INFO lr: 4.9290e-05 - loss: 0.0031 - UP: 98.39% UR: 97.16% UF: 97.77% P: 98.36% R: 97.13% F: 97.74%
491
+ 2024-08-11 21:47:24 INFO dev: loss: nan - UP: 64.25% UR: 37.56% UF: 47.41% P: 46.71% R: 27.31% F: 34.47%
492
+ 2024-08-11 21:47:25 INFO test: loss: 0.2372 - UP: 58.13% UR: 28.39% UF: 38.15% P: 47.91% R: 23.40% F: 31.44%
493
+ 2024-08-11 21:47:25 INFO 0:00:03.488098s elapsed
494
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+ 2024-08-11 21:47:25 INFO Epoch 72 / 5000:
496
+ 2024-08-11 21:47:27 INFO lr: 4.9280e-05 - loss: 0.0020 - UP: 98.57% UR: 97.95% UF: 98.26% P: 98.57% R: 97.95% F: 98.26%
497
+ 2024-08-11 21:47:28 INFO dev: loss: nan - UP: 64.29% UR: 35.77% UF: 45.96% P: 47.24% R: 26.28% F: 33.77%
498
+ 2024-08-11 21:47:28 INFO test: loss: 0.2468 - UP: 58.73% UR: 27.36% UF: 37.33% P: 48.47% R: 22.58% F: 30.80%
499
+ 2024-08-11 21:47:28 INFO 0:00:03.491782s elapsed
500
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+ 2024-08-11 21:47:28 INFO Epoch 73 / 5000:
502
+ 2024-08-11 21:47:31 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 99.20% UR: 98.18% UF: 98.69% P: 99.20% R: 98.18% F: 98.69%
503
+ 2024-08-11 21:47:31 INFO dev: loss: nan - UP: 64.03% UR: 38.33% UF: 47.96% P: 46.68% R: 27.95% F: 34.96%
504
+ 2024-08-11 21:47:32 INFO test: loss: 0.2548 - UP: 57.82% UR: 28.31% UF: 38.01% P: 46.91% R: 22.97% F: 30.84%
505
+ 2024-08-11 21:47:32 INFO 0:00:03.438640s elapsed
506
+
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+ 2024-08-11 21:47:32 INFO Epoch 74 / 5000:
508
+ 2024-08-11 21:47:34 INFO lr: 4.9260e-05 - loss: 0.0000 - UP: 98.97% UR: 98.65% UF: 98.81% P: 98.97% R: 98.65% F: 98.81%
509
+ 2024-08-11 21:47:34 INFO dev: loss: nan - UP: 66.34% UR: 34.62% UF: 45.49% P: 47.91% R: 25.00% F: 32.86%
510
+ 2024-08-11 21:47:35 INFO test: loss: 0.2622 - UP: 60.05% UR: 25.58% UF: 35.88% P: 49.40% R: 21.04% F: 29.51%
511
+ 2024-08-11 21:47:35 INFO 0:00:03.440266s elapsed
512
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+ 2024-08-11 21:47:35 INFO Epoch 75 / 5000:
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+ 2024-08-11 21:47:38 INFO lr: 4.9250e-05 - loss: nan - UP: 99.30% UR: 97.92% UF: 98.60% P: 99.30% R: 97.92% F: 98.60%
515
+ 2024-08-11 21:47:38 INFO dev: loss: nan - UP: 65.69% UR: 37.31% UF: 47.59% P: 47.18% R: 26.79% F: 34.18%
516
+ 2024-08-11 21:47:39 INFO test: loss: 0.2614 - UP: 58.78% UR: 27.21% UF: 37.20% P: 47.88% R: 22.16% F: 30.30%
517
+ 2024-08-11 21:47:39 INFO 0:00:03.486775s elapsed
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+ 2024-08-11 21:47:39 INFO Epoch 76 / 5000:
520
+ 2024-08-11 21:47:41 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 98.58% UR: 98.81% UF: 98.70% P: 98.58% R: 98.81% F: 98.70%
521
+ 2024-08-11 21:47:41 INFO dev: loss: nan - UP: 63.95% UR: 36.15% UF: 46.19% P: 46.49% R: 26.28% F: 33.58%
522
+ 2024-08-11 21:47:42 INFO test: loss: 0.2650 - UP: 58.64% UR: 26.97% UF: 36.94% P: 47.80% R: 21.98% F: 30.12%
523
+ 2024-08-11 21:47:42 INFO 0:00:03.509372s elapsed
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+ 2024-08-11 21:47:42 INFO Epoch 77 / 5000:
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+ 2024-08-11 21:47:45 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 99.04% UR: 98.32% UF: 98.67% P: 99.04% R: 98.32% F: 98.67%
527
+ 2024-08-11 21:47:45 INFO dev: loss: nan - UP: 66.67% UR: 32.31% UF: 43.52% P: 47.62% R: 23.08% F: 31.09%
528
+ 2024-08-11 21:47:46 INFO test: loss: 0.2689 - UP: 60.44% UR: 24.04% UF: 34.40% P: 49.71% R: 19.78% F: 28.30%
529
+ 2024-08-11 21:47:46 INFO 0:00:03.473103s elapsed
530
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+ 2024-08-11 21:47:48 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 99.06% UR: 97.89% UF: 98.47% P: 99.03% R: 97.85% F: 98.44%
533
+ 2024-08-11 21:47:49 INFO dev: loss: nan - UP: 69.05% UR: 30.90% UF: 42.69% P: 49.57% R: 22.18% F: 30.65%
534
+ 2024-08-11 21:47:49 INFO test: loss: 0.2722 - UP: 61.40% UR: 22.27% UF: 32.68% P: 49.44% R: 17.93% F: 26.32%
535
+ 2024-08-11 21:47:49 INFO 0:00:03.570709s elapsed
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+ 2024-08-11 21:47:49 INFO Epoch 79 / 5000:
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+ 2024-08-11 21:47:52 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 98.93% UR: 98.15% UF: 98.54% P: 98.93% R: 98.15% F: 98.54%
539
+ 2024-08-11 21:47:52 INFO dev: loss: nan - UP: 68.00% UR: 30.51% UF: 42.12% P: 50.00% R: 22.44% F: 30.97%
540
+ 2024-08-11 21:47:53 INFO test: loss: 0.2842 - UP: 61.60% UR: 21.94% UF: 32.36% P: 50.26% R: 17.91% F: 26.40%
541
+ 2024-08-11 21:47:53 INFO 0:00:03.429522s elapsed
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+ 2024-08-11 21:47:53 INFO Epoch 80 / 5000:
544
+ 2024-08-11 21:47:55 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 98.42% UR: 96.53% UF: 97.47% P: 98.22% R: 96.33% F: 97.27%
545
+ 2024-08-11 21:47:55 INFO dev: loss: nan - UP: 62.44% UR: 32.18% UF: 42.47% P: 49.25% R: 25.38% F: 33.50%
546
+ 2024-08-11 21:47:56 INFO test: loss: 0.2714 - UP: 59.78% UR: 23.17% UF: 33.39% P: 47.55% R: 18.43% F: 26.56%
547
+ 2024-08-11 21:47:56 INFO 0:00:03.448427s elapsed
548
+
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+ 2024-08-11 21:48:01 INFO Epoch 50 saved
550
+ 2024-08-11 21:48:01 INFO dev: UP: 56.10% UR: 53.08% UF: 54.55% P: 41.73% R: 39.49% F: 40.58%
551
+ 2024-08-11 21:48:01 INFO test: UP: 46.06% UR: 43.36% UF: 44.67% P: 34.53% R: 32.51% F: 33.49%
552
+ 2024-08-11 21:48:01 INFO 0:04:37.481503s elapsed, 0:00:03.468519s/epoch
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1
+ 2024-08-11 21:48:04 INFO
2
+ ---------------------+-------------------------------
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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
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
15
+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_byGenAI_asc/10/model_vi_norec_xlm_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
22
+ 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/norec/head_final/sdp_byGenAI_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byGenAI_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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 | xlm-roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
38
+ 2024-08-11 21:48:04 INFO Building the fields
39
+ 2024-08-11 21:48:05 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
42
+ )
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+ 2024-08-11 21:48:05 INFO Building the model
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+ 2024-08-11 21:48:08 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=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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+ 2024-08-11 21:48:08 INFO Loading the data
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+ 2024-08-11 21:48:09 INFO
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+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 21:48:09 INFO Epoch 1 / 5000:
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+ 2024-08-11 21:48:12 INFO lr: 4.9990e-05 - loss: 0.2134 - UP: 1.11% UR: 6.34% UF: 1.89% P: 0.44% R: 2.51% F: 0.75%
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+ 2024-08-11 21:48:13 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 21:48:14 INFO test: loss: 0.1622 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 21:48:14 INFO 0:00:04.290727s elapsed
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+ 2024-08-11 21:48:17 INFO test: loss: 0.1386 - UP: 55.56% UR: 0.13% UF: 0.27% P: 50.00% R: 0.12% F: 0.24%
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+ 2024-08-11 21:48:17 INFO 0:00:03.669094s elapsed
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+ 2024-08-11 21:48:20 INFO lr: 4.9970e-05 - loss: 0.2037 - UP: 23.26% UR: 1.98% UF: 3.65% P: 17.44% R: 1.49% F: 2.74%
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+ 2024-08-11 21:48:20 INFO dev: loss: nan - UP: 100.00% UR: 0.13% UF: 0.26% P: 100.00% R: 0.13% F: 0.26%
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+ 2024-08-11 21:48:21 INFO test: loss: 0.1586 - UP: 55.17% UR: 0.22% UF: 0.43% P: 27.59% R: 0.11% F: 0.21%
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+ 2024-08-11 21:48:26 INFO 0:00:03.688638s elapsed (saved)
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+ 2024-08-11 21:48:29 INFO test: loss: 0.1429 - UP: 60.43% UR: 1.13% UF: 2.22% P: 46.76% R: 0.88% F: 1.72%
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+ 2024-08-11 21:48:40 INFO test: loss: 0.1427 - UP: 49.12% UR: 1.87% UF: 3.61% P: 33.57% R: 1.28% F: 2.46%
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+ 2024-08-11 21:48:50 INFO dev: loss: nan - UP: 71.74% UR: 4.23% UF: 7.99% P: 52.17% R: 3.08% F: 5.81%
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+ 2024-08-11 21:48:51 INFO test: loss: 0.1720 - UP: 59.89% UR: 2.93% UF: 5.60% P: 38.46% R: 1.88% F: 3.59%
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+ 2024-08-11 21:49:01 INFO dev: loss: nan - UP: 40.30% UR: 20.77% UF: 27.41% P: 29.60% R: 15.26% F: 20.14%
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+ 2024-08-11 21:49:02 INFO test: loss: 0.1755 - UP: 34.92% UR: 18.32% UF: 24.04% P: 21.48% R: 11.27% F: 14.78%
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+ 2024-08-11 21:49:12 INFO dev: loss: nan - UP: 56.15% UR: 9.36% UF: 16.04% P: 31.54% R: 5.26% F: 9.01%
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+ 2024-08-11 21:49:13 INFO test: loss: 0.1488 - UP: 49.86% UR: 4.87% UF: 8.88% P: 34.71% R: 3.39% F: 6.18%
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+ 2024-08-11 21:49:13 INFO 0:00:03.791884s elapsed
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+ 2024-08-11 21:49:16 INFO lr: 4.9910e-05 - loss: 0.0371 - UP: 58.16% UR: 15.06% UF: 23.92% P: 52.30% R: 13.54% F: 21.51%
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+ 2024-08-11 21:49:16 INFO dev: loss: nan - UP: 74.36% UR: 3.72% UF: 7.08% P: 58.97% R: 2.95% F: 5.62%
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+ 2024-08-11 21:49:17 INFO test: loss: 0.1849 - UP: 60.05% UR: 3.06% UF: 5.82% P: 39.68% R: 2.02% F: 3.84%
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+ 2024-08-11 21:49:17 INFO 0:00:03.772246s elapsed
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+ 2024-08-11 21:49:19 INFO lr: 4.9900e-05 - loss: 0.0632 - UP: 65.57% UR: 23.02% UF: 34.07% P: 63.31% R: 22.23% F: 32.90%
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+ 2024-08-11 21:49:20 INFO dev: loss: nan - UP: 71.87% UR: 5.90% UF: 10.90% P: 51.56% R: 4.23% F: 7.82%
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+ 2024-08-11 21:49:20 INFO test: loss: 0.1844 - UP: 65.90% UR: 3.49% UF: 6.62% P: 49.62% R: 2.63% F: 4.99%
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+ 2024-08-11 21:49:23 INFO lr: 4.9890e-05 - loss: 0.0454 - UP: 69.59% UR: 29.39% UF: 41.33% P: 68.65% R: 29.00% F: 40.77%
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+ 2024-08-11 21:49:23 INFO dev: loss: nan - UP: 58.82% UR: 3.85% UF: 7.22% P: 35.29% R: 2.31% F: 4.33%
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+ 2024-08-11 21:49:24 INFO test: loss: 0.1882 - UP: 63.64% UR: 2.83% UF: 5.41% P: 50.30% R: 2.23% F: 4.28%
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+ 2024-08-11 21:49:27 INFO lr: 4.9880e-05 - loss: 0.0052 - UP: 73.70% UR: 33.78% UF: 46.33% P: 72.26% R: 33.12% F: 45.43%
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+ 2024-08-11 21:49:27 INFO dev: loss: nan - UP: 55.61% UR: 15.90% UF: 24.73% P: 39.01% R: 11.15% F: 17.35%
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+ 2024-08-11 21:49:28 INFO test: loss: 0.2160 - UP: 51.91% UR: 11.13% UF: 18.33% P: 37.29% R: 8.00% F: 13.17%
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+ 2024-08-11 21:49:31 INFO lr: 4.9870e-05 - loss: nan - UP: 77.56% UR: 44.85% UF: 56.83% P: 76.19% R: 44.06% F: 55.83%
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+ 2024-08-11 21:49:31 INFO dev: loss: nan - UP: 51.22% UR: 24.23% UF: 32.90% P: 37.40% R: 17.69% F: 24.02%
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+ 2024-08-11 21:49:32 INFO test: loss: 0.1946 - UP: 46.25% UR: 17.77% UF: 25.68% P: 33.95% R: 13.05% F: 18.85%
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+ 2024-08-11 21:49:39 INFO 0:00:03.748287s elapsed (saved)
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+ 2024-08-11 21:49:41 INFO lr: 4.9860e-05 - loss: 0.0388 - UP: 74.69% UR: 45.11% UF: 56.25% P: 74.14% R: 44.78% F: 55.84%
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+ 2024-08-11 21:49:43 INFO test: loss: 0.2273 - UP: 68.78% UR: 3.80% UF: 7.20% P: 53.90% R: 2.98% F: 5.64%
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+ 2024-08-11 21:49:45 INFO lr: 4.9850e-05 - loss: 0.0024 - UP: 67.58% UR: 43.30% UF: 52.78% P: 67.22% R: 43.06% F: 52.50%
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+ 2024-08-11 21:49:46 INFO test: loss: 0.2007 - UP: 50.05% UR: 12.41% UF: 19.89% P: 41.10% R: 10.19% F: 16.33%
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+ 2024-08-11 21:49:49 INFO lr: 4.9840e-05 - loss: 0.0291 - UP: 76.69% UR: 49.01% UF: 59.80% P: 75.66% R: 48.35% F: 59.00%
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+ 2024-08-11 21:49:53 INFO lr: 4.9830e-05 - loss: 0.0132 - UP: 81.38% UR: 52.38% UF: 63.73% P: 80.09% R: 51.55% F: 62.73%
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+ 2024-08-11 21:49:54 INFO test: loss: 0.1751 - UP: 47.23% UR: 16.32% UF: 24.25% P: 36.01% R: 12.44% F: 18.49%
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+ 2024-08-11 21:50:04 INFO lr: 4.9820e-05 - loss: 0.0014 - UP: 81.88% UR: 58.19% UF: 68.03% P: 81.64% R: 58.03% F: 67.84%
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+ 2024-08-11 21:50:05 INFO test: loss: 0.1947 - UP: 52.26% UR: 15.12% UF: 23.45% P: 42.16% R: 12.20% F: 18.92%
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+ 2024-08-11 21:50:08 INFO lr: 4.9810e-05 - loss: 0.0127 - UP: 82.34% UR: 61.89% UF: 70.66% P: 82.12% R: 61.72% F: 70.48%
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+ 2024-08-11 21:50:09 INFO test: loss: 0.2297 - UP: 65.50% UR: 5.29% UF: 9.79% P: 51.83% R: 4.19% F: 7.75%
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+ 2024-08-11 21:50:12 INFO test: loss: 0.2289 - UP: 61.00% UR: 6.57% UF: 11.86% P: 48.62% R: 5.24% F: 9.46%
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+ 2024-08-11 21:50:16 INFO test: loss: 0.1852 - UP: 55.07% UR: 14.18% UF: 22.55% P: 46.34% R: 11.93% F: 18.97%
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+ 2024-08-11 21:50:19 INFO lr: 4.9780e-05 - loss: nan - UP: 84.28% UR: 65.36% UF: 73.62% P: 84.16% R: 65.26% F: 73.51%
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+ 2024-08-11 21:50:20 INFO test: loss: 0.2039 - UP: 57.30% UR: 12.36% UF: 20.33% P: 45.57% R: 9.83% F: 16.17%
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+ 2024-08-11 21:50:24 INFO test: loss: 0.2553 - UP: 61.17% UR: 8.33% UF: 14.67% P: 45.75% R: 6.23% F: 10.97%
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+ 2024-08-11 21:50:28 INFO test: loss: 0.1915 - UP: 51.70% UR: 20.93% UF: 29.80% P: 42.05% R: 17.03% F: 24.24%
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+ 2024-08-11 21:50:38 INFO test: loss: 0.2170 - UP: 65.57% UR: 9.89% UF: 17.19% P: 53.26% R: 8.04% F: 13.97%
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+ 2024-08-11 21:50:42 INFO test: loss: 0.2159 - UP: 53.56% UR: 18.91% UF: 27.96% P: 41.90% R: 14.80% F: 21.87%
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+ 2024-08-11 21:50:57 INFO test: loss: 0.2332 - UP: 61.24% UR: 13.27% UF: 21.82% P: 47.14% R: 10.22% F: 16.80%
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+ 2024-08-11 21:51:45 INFO dev: loss: nan - UP: 54.72% UR: 18.59% UF: 27.75% P: 41.13% R: 13.97% F: 20.86%
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+ 2024-08-11 21:51:46 INFO test: loss: 0.2811 - UP: 57.61% UR: 14.53% UF: 23.20% P: 41.22% R: 10.39% F: 16.60%
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+ 2024-08-11 21:51:48 INFO lr: 4.9580e-05 - loss: nan - UP: 88.82% UR: 84.51% UF: 86.61% P: 88.75% R: 84.45% F: 86.55%
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+ 2024-08-11 21:51:49 INFO dev: loss: nan - UP: 54.35% UR: 32.05% UF: 40.32% P: 40.22% R: 23.72% F: 29.84%
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+ 2024-08-11 21:51:49 INFO test: loss: 0.2404 - UP: 47.24% UR: 27.56% UF: 34.81% P: 33.83% R: 19.74% F: 24.93%
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+ 2024-08-11 21:51:56 INFO 0:00:03.721110s elapsed (saved)
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+ 2024-08-11 21:51:59 INFO lr: 4.9570e-05 - loss: 0.0068 - UP: 83.31% UR: 72.19% UF: 77.35% P: 82.74% R: 71.70% F: 76.82%
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+ 2024-08-11 21:52:00 INFO test: loss: 0.2075 - UP: 40.62% UR: 32.34% UF: 36.01% P: 30.97% R: 24.65% F: 27.45%
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+ 2024-08-11 21:52:03 INFO lr: 4.9560e-05 - loss: 0.0253 - UP: 85.51% UR: 69.55% UF: 76.71% P: 85.26% R: 69.35% F: 76.49%
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+ 2024-08-11 21:52:03 INFO dev: loss: nan - UP: 56.40% UR: 26.54% UF: 36.09% P: 42.23% R: 19.87% F: 27.03%
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+ 2024-08-11 21:52:04 INFO test: loss: 0.2133 - UP: 48.58% UR: 22.54% UF: 30.79% P: 38.80% R: 18.00% F: 24.59%
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+ 2024-08-11 21:52:06 INFO lr: 4.9550e-05 - loss: 0.0243 - UP: 89.16% UR: 77.97% UF: 83.19% P: 88.94% R: 77.77% F: 82.98%
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+ 2024-08-11 21:52:07 INFO dev: loss: nan - UP: 57.49% UR: 24.62% UF: 34.47% P: 38.02% R: 16.28% F: 22.80%
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+ 2024-08-11 21:52:08 INFO test: loss: 0.2054 - UP: 51.11% UR: 20.73% UF: 29.50% P: 40.69% R: 16.51% F: 23.48%
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+ 2024-08-11 21:52:11 INFO dev: loss: nan - UP: 61.05% UR: 26.92% UF: 37.37% P: 43.31% R: 19.10% F: 26.51%
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+ 2024-08-11 21:52:11 INFO test: loss: 0.2115 - UP: 53.25% UR: 20.83% UF: 29.94% P: 42.96% R: 16.80% F: 24.16%
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+ 2024-08-11 21:52:14 INFO lr: 4.9530e-05 - loss: 0.0108 - UP: 92.62% UR: 87.02% UF: 89.73% P: 92.58% R: 86.99% F: 89.70%
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+ 2024-08-11 21:52:14 INFO dev: loss: nan - UP: 64.60% UR: 24.10% UF: 35.11% P: 43.99% R: 16.41% F: 23.90%
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+ 2024-08-11 21:52:15 INFO test: loss: 0.2245 - UP: 56.07% UR: 16.29% UF: 25.25% P: 43.84% R: 12.74% F: 19.74%
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+ 2024-08-11 21:52:18 INFO lr: 4.9520e-05 - loss: 0.0064 - UP: 95.24% UR: 90.46% UF: 92.78% P: 95.24% R: 90.46% F: 92.78%
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+ 2024-08-11 21:52:18 INFO dev: loss: nan - UP: 64.49% UR: 29.10% UF: 40.11% P: 47.73% R: 21.54% F: 29.68%
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+ 2024-08-11 21:52:19 INFO test: loss: 0.2346 - UP: 54.13% UR: 21.80% UF: 31.08% P: 44.93% R: 18.09% F: 25.80%
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+ 2024-08-11 21:52:22 INFO dev: loss: nan - UP: 64.60% UR: 28.08% UF: 39.14% P: 47.20% R: 20.51% F: 28.60%
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+ 2024-08-11 21:52:23 INFO test: loss: 0.2286 - UP: 55.11% UR: 21.12% UF: 30.54% P: 44.75% R: 17.15% F: 24.80%
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+ 2024-08-11 21:52:25 INFO lr: 4.9500e-05 - loss: 0.0040 - UP: 94.50% UR: 90.19% UF: 92.29% P: 94.39% R: 90.09% F: 92.19%
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+ 2024-08-11 21:52:26 INFO dev: loss: nan - UP: 60.42% UR: 26.03% UF: 36.38% P: 46.43% R: 20.00% F: 27.96%
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+ 2024-08-11 21:52:27 INFO test: loss: 0.2272 - UP: 54.53% UR: 19.76% UF: 29.01% P: 44.24% R: 16.03% F: 23.54%
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+ 2024-08-11 21:52:30 INFO test: loss: 0.2388 - UP: 55.02% UR: 20.14% UF: 29.49% P: 43.88% R: 16.06% F: 23.51%
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+ 2024-08-11 21:52:33 INFO dev: loss: nan - UP: 53.79% UR: 37.31% UF: 44.06% P: 35.12% R: 24.36% F: 28.77%
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+ 2024-08-11 21:52:34 INFO test: loss: 0.2560 - UP: 46.58% UR: 29.46% UF: 36.09% P: 35.66% R: 22.55% F: 27.63%
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+ 2024-08-11 21:52:38 INFO test: loss: 0.2583 - UP: 60.58% UR: 15.11% UF: 24.18% P: 51.35% R: 12.80% F: 20.50%
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+ 2024-08-11 21:52:42 INFO test: loss: 0.3664 - UP: 55.52% UR: 18.28% UF: 27.51% P: 36.10% R: 11.89% F: 17.89%
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+ 2024-08-11 21:52:45 INFO test: loss: 0.1923 - UP: 58.86% UR: 18.61% UF: 28.27% P: 48.38% R: 15.29% F: 23.24%
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+ 2024-08-11 21:52:49 INFO test: loss: 0.2697 - UP: 63.82% UR: 9.45% UF: 16.46% P: 53.82% R: 7.97% F: 13.88%
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+ 2024-08-11 21:52:52 INFO lr: 4.9430e-05 - loss: 0.0051 - UP: 94.03% UR: 87.45% UF: 90.62% P: 93.96% R: 87.38% F: 90.55%
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+ 2024-08-11 21:52:52 INFO dev: loss: nan - UP: 57.74% UR: 19.62% UF: 29.28% P: 37.74% R: 12.82% F: 19.14%
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+ 2024-08-11 21:52:53 INFO test: loss: 0.2597 - UP: 57.27% UR: 17.70% UF: 27.05% P: 47.39% R: 14.65% F: 22.38%
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+ 2024-08-11 21:52:56 INFO lr: 4.9420e-05 - loss: 0.0030 - UP: 95.01% UR: 91.71% UF: 93.33% P: 95.01% R: 91.71% F: 93.33%
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+ 2024-08-11 21:52:57 INFO test: loss: 0.2277 - UP: 52.92% UR: 24.74% UF: 33.72% P: 42.96% R: 20.09% F: 27.37%
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+ 2024-08-11 21:53:00 INFO lr: 4.9410e-05 - loss: 0.0008 - UP: 95.10% UR: 90.39% UF: 92.69% P: 94.96% R: 90.26% F: 92.55%
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+ 2024-08-11 21:53:01 INFO test: loss: 0.2681 - UP: 63.92% UR: 12.30% UF: 20.64% P: 53.43% R: 10.29% F: 17.25%
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+ 2024-08-11 21:53:03 INFO lr: 4.9400e-05 - loss: 0.0016 - UP: 94.14% UR: 90.19% UF: 92.12% P: 93.90% R: 89.96% F: 91.89%
425
+ 2024-08-11 21:53:04 INFO dev: loss: nan - UP: 61.28% UR: 20.90% UF: 31.17% P: 42.48% R: 14.49% F: 21.61%
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+ 2024-08-11 21:53:04 INFO test: loss: 0.2540 - UP: 59.11% UR: 18.16% UF: 27.79% P: 46.06% R: 14.15% F: 21.65%
427
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+ 2024-08-11 21:53:07 INFO lr: 4.9390e-05 - loss: 0.0114 - UP: 93.72% UR: 90.26% UF: 91.96% P: 93.35% R: 89.89% F: 91.59%
431
+ 2024-08-11 21:53:07 INFO dev: loss: nan - UP: 60.38% UR: 28.72% UF: 38.92% P: 42.32% R: 20.13% F: 27.28%
432
+ 2024-08-11 21:53:08 INFO test: loss: 0.2468 - UP: 53.17% UR: 22.93% UF: 32.04% P: 42.87% R: 18.48% F: 25.83%
433
+ 2024-08-11 21:53:08 INFO 0:00:03.793846s elapsed
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+ 2024-08-11 21:53:11 INFO lr: 4.9380e-05 - loss: 0.0045 - UP: 95.59% UR: 90.89% UF: 93.18% P: 95.14% R: 90.46% F: 92.74%
437
+ 2024-08-11 21:53:11 INFO dev: loss: nan - UP: 59.01% UR: 30.64% UF: 40.34% P: 35.56% R: 18.46% F: 24.30%
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+ 2024-08-11 21:53:12 INFO test: loss: 0.2484 - UP: 53.00% UR: 23.30% UF: 32.37% P: 39.65% R: 17.43% F: 24.22%
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+ 2024-08-11 21:53:12 INFO 0:00:03.806984s elapsed
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+ 2024-08-11 21:53:15 INFO lr: 4.9370e-05 - loss: 0.0035 - UP: 93.71% UR: 90.46% UF: 92.05% P: 92.99% R: 89.76% F: 91.35%
443
+ 2024-08-11 21:53:15 INFO dev: loss: nan - UP: 54.90% UR: 28.72% UF: 37.71% P: 40.20% R: 21.03% F: 27.61%
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+ 2024-08-11 21:53:16 INFO test: loss: 0.2556 - UP: 53.06% UR: 25.57% UF: 34.51% P: 41.55% R: 20.02% F: 27.02%
445
+ 2024-08-11 21:53:16 INFO 0:00:03.802485s elapsed
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+ 2024-08-11 21:53:19 INFO lr: 4.9360e-05 - loss: 0.0117 - UP: 93.86% UR: 86.82% UF: 90.20% P: 93.25% R: 86.26% F: 89.62%
449
+ 2024-08-11 21:53:19 INFO dev: loss: nan - UP: 53.42% UR: 27.05% UF: 35.91% P: 35.44% R: 17.95% F: 23.83%
450
+ 2024-08-11 21:53:20 INFO test: loss: 0.3885 - UP: 49.08% UR: 24.70% UF: 32.86% P: 31.56% R: 15.89% F: 21.13%
451
+ 2024-08-11 21:53:20 INFO 0:00:03.794938s elapsed
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+ 2024-08-11 21:53:20 INFO Epoch 65 / 5000:
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+ 2024-08-11 21:53:22 INFO lr: 4.9350e-05 - loss: 0.0166 - UP: 94.50% UR: 87.38% UF: 90.80% P: 92.61% R: 85.63% F: 88.98%
455
+ 2024-08-11 21:53:23 INFO dev: loss: nan - UP: 62.07% UR: 25.38% UF: 36.03% P: 41.38% R: 16.92% F: 24.02%
456
+ 2024-08-11 21:53:23 INFO test: loss: 0.2044 - UP: 53.03% UR: 19.20% UF: 28.19% P: 42.73% R: 15.47% F: 22.71%
457
+ 2024-08-11 21:53:23 INFO 0:00:03.723913s elapsed
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+ 2024-08-11 21:53:23 INFO Epoch 66 / 5000:
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+ 2024-08-11 21:53:26 INFO lr: 4.9340e-05 - loss: 0.0084 - UP: 93.67% UR: 92.34% UF: 93.00% P: 93.10% R: 91.78% F: 92.43%
461
+ 2024-08-11 21:53:26 INFO dev: loss: nan - UP: 65.38% UR: 13.08% UF: 21.79% P: 51.28% R: 10.26% F: 17.09%
462
+ 2024-08-11 21:53:27 INFO test: loss: 0.2222 - UP: 62.73% UR: 10.88% UF: 18.54% P: 50.39% R: 8.74% F: 14.89%
463
+ 2024-08-11 21:53:27 INFO 0:00:03.776431s elapsed
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+ 2024-08-11 21:53:27 INFO Epoch 67 / 5000:
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+ 2024-08-11 21:53:30 INFO lr: 4.9330e-05 - loss: 0.0063 - UP: 95.89% UR: 90.06% UF: 92.88% P: 95.71% R: 89.89% F: 92.71%
467
+ 2024-08-11 21:53:30 INFO dev: loss: nan - UP: 63.93% UR: 25.00% UF: 35.94% P: 49.51% R: 19.36% F: 27.83%
468
+ 2024-08-11 21:53:31 INFO test: loss: 0.2331 - UP: 57.22% UR: 18.30% UF: 27.73% P: 45.56% R: 14.57% F: 22.07%
469
+ 2024-08-11 21:53:31 INFO 0:00:03.792971s elapsed
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+ 2024-08-11 21:53:31 INFO Epoch 68 / 5000:
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+ 2024-08-11 21:53:34 INFO lr: 4.9320e-05 - loss: 0.0009 - UP: 96.86% UR: 92.67% UF: 94.72% P: 96.82% R: 92.64% F: 94.68%
473
+ 2024-08-11 21:53:34 INFO dev: loss: nan - UP: 64.71% UR: 21.15% UF: 31.88% P: 47.84% R: 15.64% F: 23.57%
474
+ 2024-08-11 21:53:35 INFO test: loss: 0.2305 - UP: 58.78% UR: 16.95% UF: 26.31% P: 47.67% R: 13.75% F: 21.34%
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+ 2024-08-11 21:53:35 INFO 0:00:03.773740s elapsed
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+ 2024-08-11 21:53:35 INFO Epoch 69 / 5000:
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+ 2024-08-11 21:53:37 INFO lr: 4.9310e-05 - loss: 0.0003 - UP: 97.98% UR: 94.75% UF: 96.34% P: 97.68% R: 94.45% F: 96.04%
479
+ 2024-08-11 21:53:38 INFO dev: loss: nan - UP: 63.35% UR: 20.38% UF: 30.84% P: 45.82% R: 14.74% F: 22.31%
480
+ 2024-08-11 21:53:39 INFO test: loss: 0.2520 - UP: 57.35% UR: 16.49% UF: 25.62% P: 48.17% R: 13.85% F: 21.52%
481
+ 2024-08-11 21:53:39 INFO 0:00:03.825361s elapsed
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+ 2024-08-11 21:53:39 INFO Epoch 70 / 5000:
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+ 2024-08-11 21:53:41 INFO lr: 4.9300e-05 - loss: 0.0079 - UP: 95.55% UR: 92.83% UF: 94.17% P: 95.28% R: 92.57% F: 93.90%
485
+ 2024-08-11 21:53:41 INFO dev: loss: nan - UP: 60.89% UR: 35.13% UF: 44.55% P: 37.78% R: 21.79% F: 27.64%
486
+ 2024-08-11 21:53:42 INFO test: loss: 0.2340 - UP: 50.92% UR: 27.88% UF: 36.03% P: 39.98% R: 21.89% F: 28.29%
487
+ 2024-08-11 21:53:42 INFO 0:00:03.747440s elapsed
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+ 2024-08-11 21:53:42 INFO Epoch 71 / 5000:
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+ 2024-08-11 21:53:45 INFO lr: 4.9290e-05 - loss: 0.0227 - UP: 96.32% UR: 90.72% UF: 93.44% P: 96.21% R: 90.62% F: 93.33%
491
+ 2024-08-11 21:53:45 INFO dev: loss: nan - UP: 63.39% UR: 29.74% UF: 40.49% P: 44.54% R: 20.90% F: 28.45%
492
+ 2024-08-11 21:53:46 INFO test: loss: 0.2275 - UP: 52.38% UR: 20.85% UF: 29.83% P: 42.04% R: 16.73% F: 23.94%
493
+ 2024-08-11 21:53:46 INFO 0:00:03.770415s elapsed
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+ 2024-08-11 21:53:46 INFO Epoch 72 / 5000:
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+ 2024-08-11 21:53:49 INFO lr: 4.9280e-05 - loss: 0.0093 - UP: 94.67% UR: 91.51% UF: 93.06% P: 94.64% R: 91.48% F: 93.03%
497
+ 2024-08-11 21:53:49 INFO dev: loss: nan - UP: 70.92% UR: 22.82% UF: 34.53% P: 46.61% R: 15.00% F: 22.70%
498
+ 2024-08-11 21:53:50 INFO test: loss: 0.2228 - UP: 60.42% UR: 16.63% UF: 26.08% P: 49.02% R: 13.49% F: 21.16%
499
+ 2024-08-11 21:53:50 INFO 0:00:03.764186s elapsed
500
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+ 2024-08-11 21:53:58 INFO Epoch 42 saved
502
+ 2024-08-11 21:53:58 INFO dev: UP: 54.35% UR: 32.05% UF: 40.32% P: 40.22% R: 23.72% F: 29.84%
503
+ 2024-08-11 21:53:58 INFO test: UP: 47.24% UR: 27.56% UF: 34.81% P: 33.83% R: 19.74% F: 24.93%
504
+ 2024-08-11 21:53:58 INFO 0:04:31.325515s elapsed, 0:00:03.768410s/epoch