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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_desc/10/model_vi_norec_nbbert_6 +3 -0
  3. models/norec/sdp_byGenAI_desc/10/model_vi_norec_nbbert_6.train.log +612 -0
  4. models/norec/sdp_byGenAI_desc/10/model_vi_norec_xlm_6 +3 -0
  5. models/norec/sdp_byGenAI_desc/10/model_vi_norec_xlm_6.train.log +480 -0
.gitattributes CHANGED
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  models/norec/sdp_byGenAI_desc/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_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/norec/sdp_byGenAI_desc/5/model_vi_norec_nbbert_6 filter=lfs diff=lfs merge=lfs -text
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  models/norec/sdp_byGenAI_desc/5/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ 2024-08-11 22:11:55 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_desc/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_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byGenAI_desc/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 22:11:55 INFO Building the fields
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+ 2024-08-11 22:11:56 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 22:11:56 INFO Building the model
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+ 2024-08-11 22:11:58 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 22:11:58 INFO Loading the data
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+ 2024-08-11 22:12:00 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 22:12:00 INFO Epoch 1 / 5000:
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+ 2024-08-11 22:12:03 INFO lr: 4.9990e-05 - loss: 0.0834 - UP: 3.27% UR: 11.04% UF: 5.04% P: 0.33% R: 1.11% F: 0.51%
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+ 2024-08-11 22:12:03 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 22:12:04 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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+ 2024-08-11 22:12:04 INFO 0:00:04.221299s elapsed
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+
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+ 2024-08-11 22:12:04 INFO Epoch 2 / 5000:
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+ 2024-08-11 22:12:06 INFO lr: 4.9980e-05 - loss: 0.0952 - UP: 15.80% UR: 1.81% UF: 3.25% P: 14.14% R: 1.62% F: 2.91%
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+ 2024-08-11 22:12:07 INFO dev: loss: nan - UP: 48.15% UR: 4.92% UF: 8.93% P: 44.44% R: 4.55% F: 8.25%
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+ 2024-08-11 22:12:08 INFO test: loss: nan - UP: 42.63% UR: 4.05% UF: 7.40% P: 35.41% R: 3.37% F: 6.15%
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+ 2024-08-11 22:12:10 INFO 0:00:03.740164s elapsed (saved)
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+
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+ 2024-08-11 22:12:10 INFO Epoch 3 / 5000:
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+ 2024-08-11 22:12:13 INFO lr: 4.9970e-05 - loss: 0.0556 - UP: 24.62% UR: 1.67% UF: 3.12% P: 24.19% R: 1.64% F: 3.07%
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+ 2024-08-11 22:12:13 INFO dev: loss: nan - UP: 37.58% UR: 5.30% UF: 9.29% P: 34.90% R: 4.92% F: 8.63%
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+ 2024-08-11 22:12:14 INFO test: loss: nan - UP: 45.72% UR: 4.24% UF: 7.76% P: 37.45% R: 3.47% F: 6.36%
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+ 2024-08-11 22:12:19 INFO 0:00:03.780572s elapsed (saved)
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+
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+ 2024-08-11 22:12:19 INFO Epoch 4 / 5000:
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+ 2024-08-11 22:12:21 INFO lr: 4.9960e-05 - loss: 0.0757 - UP: 32.39% UR: 5.84% UF: 9.89% P: 31.17% R: 5.62% F: 9.52%
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+ 2024-08-11 22:12:21 INFO dev: loss: nan - UP: 66.07% UR: 3.50% UF: 6.65% P: 58.93% R: 3.12% F: 5.94%
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+ 2024-08-11 22:12:22 INFO test: loss: nan - UP: 58.98% UR: 2.65% UF: 5.08% P: 46.41% R: 2.09% F: 3.99%
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+ 2024-08-11 22:12:22 INFO 0:00:03.678504s elapsed
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+
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+ 2024-08-11 22:12:22 INFO Epoch 5 / 5000:
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+ 2024-08-11 22:12:25 INFO lr: 4.9950e-05 - loss: 0.0276 - UP: 42.73% UR: 10.02% UF: 16.23% P: 41.80% R: 9.80% F: 15.88%
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+ 2024-08-11 22:12:25 INFO dev: loss: nan - UP: 63.09% UR: 8.90% UF: 15.60% P: 59.06% R: 8.33% F: 14.61%
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+ 2024-08-11 22:12:26 INFO test: loss: nan - UP: 56.85% UR: 6.26% UF: 11.28% P: 45.97% R: 5.06% F: 9.12%
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+ 2024-08-11 22:12:30 INFO 0:00:03.692057s elapsed (saved)
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+
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+ 2024-08-11 22:12:30 INFO Epoch 6 / 5000:
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+ 2024-08-11 22:12:33 INFO lr: 4.9940e-05 - loss: 0.0542 - UP: 53.30% UR: 15.12% UF: 23.56% P: 52.27% R: 14.83% F: 23.11%
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+ 2024-08-11 22:12:33 INFO dev: loss: nan - UP: 69.16% UR: 7.01% UF: 12.73% P: 64.49% R: 6.53% F: 11.87%
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+ 2024-08-11 22:12:34 INFO test: loss: nan - UP: 65.86% UR: 4.42% UF: 8.28% P: 55.42% R: 3.72% F: 6.96%
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+ 2024-08-11 22:12:34 INFO 0:00:03.770563s elapsed
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+ 2024-08-11 22:12:34 INFO Epoch 7 / 5000:
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+ 2024-08-11 22:12:37 INFO lr: 4.9930e-05 - loss: 0.0671 - UP: 59.08% UR: 15.08% UF: 24.03% P: 57.99% R: 14.80% F: 23.58%
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+ 2024-08-11 22:12:37 INFO dev: loss: nan - UP: 49.37% UR: 14.87% UF: 22.85% P: 45.91% R: 13.83% F: 21.25%
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+ 2024-08-11 22:12:38 INFO test: loss: nan - UP: 56.69% UR: 10.96% UF: 18.37% P: 47.21% R: 9.13% F: 15.30%
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+ 2024-08-11 22:12:42 INFO 0:00:03.766825s elapsed (saved)
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+
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+ 2024-08-11 22:12:42 INFO Epoch 8 / 5000:
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+ 2024-08-11 22:12:45 INFO lr: 4.9920e-05 - loss: 0.0615 - UP: 63.60% UR: 20.49% UF: 31.00% P: 62.60% R: 20.17% F: 30.51%
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+ 2024-08-11 22:12:45 INFO dev: loss: nan - UP: 55.20% UR: 13.07% UF: 21.13% P: 52.00% R: 12.31% F: 19.91%
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+ 2024-08-11 22:12:46 INFO test: loss: nan - UP: 57.30% UR: 9.88% UF: 16.86% P: 46.76% R: 8.06% F: 13.76%
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+ 2024-08-11 22:12:46 INFO 0:00:03.735976s elapsed
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+
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+ 2024-08-11 22:12:46 INFO Epoch 9 / 5000:
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+ 2024-08-11 22:12:48 INFO lr: 4.9910e-05 - loss: 0.0556 - UP: 63.63% UR: 23.90% UF: 34.75% P: 62.85% R: 23.61% F: 34.32%
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+ 2024-08-11 22:12:49 INFO dev: loss: nan - UP: 53.87% UR: 14.49% UF: 22.84% P: 48.94% R: 13.16% F: 20.75%
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+ 2024-08-11 22:12:50 INFO test: loss: nan - UP: 50.31% UR: 13.29% UF: 21.02% P: 39.40% R: 10.41% F: 16.46%
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+ 2024-08-11 22:12:50 INFO 0:00:03.663064s elapsed
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+
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+ 2024-08-11 22:12:50 INFO Epoch 10 / 5000:
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+ 2024-08-11 22:12:52 INFO lr: 4.9900e-05 - loss: 0.0081 - UP: 66.98% UR: 27.00% UF: 38.49% P: 66.55% R: 26.82% F: 38.24%
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+ 2024-08-11 22:12:52 INFO dev: loss: nan - UP: 60.26% UR: 8.62% UF: 15.08% P: 58.28% R: 8.33% F: 14.58%
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+ 2024-08-11 22:12:53 INFO test: loss: nan - UP: 59.65% UR: 6.87% UF: 12.31% P: 53.57% R: 6.17% F: 11.06%
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+ 2024-08-11 22:12:53 INFO 0:00:03.730610s elapsed
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+ 2024-08-11 22:12:53 INFO Epoch 11 / 5000:
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+ 2024-08-11 22:12:56 INFO lr: 4.9890e-05 - loss: 0.0270 - UP: 68.61% UR: 27.94% UF: 39.70% P: 67.92% R: 27.66% F: 39.31%
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+ 2024-08-11 22:12:56 INFO dev: loss: nan - UP: 55.58% UR: 20.74% UF: 30.21% P: 51.27% R: 19.13% F: 27.86%
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+ 2024-08-11 22:12:57 INFO test: loss: nan - UP: 60.73% UR: 15.81% UF: 25.08% P: 50.96% R: 13.26% F: 21.04%
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+ 2024-08-11 22:13:01 INFO 0:00:03.761294s elapsed (saved)
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+ 2024-08-11 22:13:04 INFO lr: 4.9880e-05 - loss: 0.0379 - UP: 69.99% UR: 36.70% UF: 48.15% P: 69.43% R: 36.40% F: 47.76%
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+ 2024-08-11 22:13:04 INFO dev: loss: nan - UP: 64.97% UR: 18.09% UF: 28.30% P: 61.22% R: 17.05% F: 26.67%
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+ 2024-08-11 22:13:05 INFO test: loss: nan - UP: 61.67% UR: 14.34% UF: 23.27% P: 53.97% R: 12.55% F: 20.36%
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+ 2024-08-11 22:13:05 INFO 0:00:03.684273s elapsed
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+ 2024-08-11 22:13:05 INFO Epoch 13 / 5000:
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+ 2024-08-11 22:13:08 INFO lr: 4.9870e-05 - loss: 0.0270 - UP: 72.69% UR: 35.47% UF: 47.68% P: 72.00% R: 35.13% F: 47.22%
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+ 2024-08-11 22:13:08 INFO dev: loss: nan - UP: 53.90% UR: 20.93% UF: 30.15% P: 50.98% R: 19.79% F: 28.51%
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+ 2024-08-11 22:13:09 INFO test: loss: nan - UP: 54.77% UR: 18.54% UF: 27.70% P: 46.46% R: 15.72% F: 23.50%
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+ 2024-08-11 22:13:13 INFO 0:00:03.710821s elapsed (saved)
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+ 2024-08-11 22:13:13 INFO Epoch 14 / 5000:
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+ 2024-08-11 22:13:16 INFO lr: 4.9860e-05 - loss: 0.0332 - UP: 73.72% UR: 42.71% UF: 54.08% P: 72.96% R: 42.27% F: 53.53%
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+ 2024-08-11 22:13:16 INFO dev: loss: nan - UP: 52.54% UR: 40.15% UF: 45.52% P: 48.08% R: 36.74% F: 41.65%
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+ 2024-08-11 22:13:17 INFO test: loss: nan - UP: 49.59% UR: 31.21% UF: 38.31% P: 38.55% R: 24.26% F: 29.78%
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+ 2024-08-11 22:13:21 INFO 0:00:03.718607s elapsed (saved)
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+ 2024-08-11 22:13:24 INFO lr: 4.9850e-05 - loss: 0.0414 - UP: 73.83% UR: 45.59% UF: 56.37% P: 72.15% R: 44.55% F: 55.09%
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+ 2024-08-11 22:13:24 INFO dev: loss: nan - UP: 70.26% UR: 15.44% UF: 25.31% P: 65.95% R: 14.49% F: 23.76%
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+ 2024-08-11 22:13:25 INFO test: loss: nan - UP: 63.57% UR: 12.80% UF: 21.31% P: 53.68% R: 10.81% F: 18.00%
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+ 2024-08-11 22:13:25 INFO 0:00:03.689214s elapsed
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+ 2024-08-11 22:13:28 INFO lr: 4.9840e-05 - loss: 0.0158 - UP: 79.02% UR: 43.57% UF: 56.17% P: 78.36% R: 43.21% F: 55.70%
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+ 2024-08-11 22:13:28 INFO dev: loss: nan - UP: 61.07% UR: 25.85% UF: 36.33% P: 57.49% R: 24.34% F: 34.20%
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+ 2024-08-11 22:13:29 INFO test: loss: nan - UP: 57.14% UR: 22.09% UF: 31.86% P: 46.69% R: 18.05% F: 26.04%
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+ 2024-08-11 22:13:29 INFO 0:00:03.807596s elapsed
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+ 2024-08-11 22:13:31 INFO lr: 4.9830e-05 - loss: 0.0039 - UP: 78.62% UR: 56.15% UF: 65.51% P: 78.21% R: 55.86% F: 65.17%
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+ 2024-08-11 22:13:32 INFO dev: loss: nan - UP: 65.61% UR: 21.50% UF: 32.38% P: 60.12% R: 19.70% F: 29.67%
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+ 2024-08-11 22:13:33 INFO test: loss: nan - UP: 63.40% UR: 15.95% UF: 25.49% P: 52.17% R: 13.13% F: 20.97%
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+ 2024-08-11 22:13:33 INFO 0:00:03.763519s elapsed
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+ 2024-08-11 22:13:35 INFO lr: 4.9820e-05 - loss: 0.0318 - UP: 79.10% UR: 54.19% UF: 64.32% P: 78.39% R: 53.71% F: 63.74%
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+ 2024-08-11 22:13:35 INFO dev: loss: nan - UP: 54.98% UR: 33.43% UF: 41.58% P: 52.49% R: 31.91% F: 39.69%
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+ 2024-08-11 22:13:36 INFO test: loss: nan - UP: 54.30% UR: 27.85% UF: 36.82% P: 44.44% R: 22.79% F: 30.13%
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+ 2024-08-11 22:13:36 INFO 0:00:03.806097s elapsed
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+ 2024-08-11 22:13:36 INFO Epoch 19 / 5000:
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+ 2024-08-11 22:13:39 INFO lr: 4.9810e-05 - loss: 0.0209 - UP: 84.34% UR: 57.76% UF: 68.56% P: 83.85% R: 57.42% F: 68.17%
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+ 2024-08-11 22:13:39 INFO dev: loss: nan - UP: 54.08% UR: 39.58% UF: 45.71% P: 50.97% R: 37.31% F: 43.08%
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+ 2024-08-11 22:13:40 INFO test: loss: nan - UP: 51.70% UR: 33.04% UF: 40.31% P: 41.27% R: 26.37% F: 32.18%
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+ 2024-08-11 22:13:45 INFO 0:00:03.783937s elapsed (saved)
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+ 2024-08-11 22:13:45 INFO Epoch 20 / 5000:
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+ 2024-08-11 22:13:47 INFO lr: 4.9800e-05 - loss: 0.0229 - UP: 81.83% UR: 59.34% UF: 68.79% P: 81.38% R: 59.02% F: 68.42%
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+ 2024-08-11 22:13:47 INFO dev: loss: nan - UP: 49.88% UR: 40.53% UF: 44.72% P: 45.45% R: 36.93% F: 40.75%
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+ 2024-08-11 22:13:48 INFO test: loss: nan - UP: 48.34% UR: 35.42% UF: 40.88% P: 38.80% R: 28.43% F: 32.82%
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+ 2024-08-11 22:13:48 INFO 0:00:03.766392s elapsed
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+ 2024-08-11 22:13:48 INFO Epoch 21 / 5000:
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+ 2024-08-11 22:13:51 INFO lr: 4.9790e-05 - loss: 0.0127 - UP: 85.50% UR: 67.25% UF: 75.28% P: 85.29% R: 67.09% F: 75.10%
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+ 2024-08-11 22:17:28 INFO 0:00:03.784817s elapsed
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+ 2024-08-11 22:17:31 INFO test: loss: nan - UP: 47.79% UR: 46.07% UF: 46.92% P: 36.55% R: 35.23% F: 35.88%
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+ 2024-08-11 22:17:34 INFO dev: loss: nan - UP: 47.83% UR: 46.97% UF: 47.40% P: 44.26% R: 43.47% F: 43.86%
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+ 2024-08-11 22:17:35 INFO test: loss: nan - UP: 49.28% UR: 44.79% UF: 46.93% P: 36.01% R: 32.73% F: 34.29%
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+ 2024-08-11 22:17:35 INFO 0:00:03.838056s elapsed
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+ 2024-08-11 22:17:39 INFO test: loss: nan - UP: 51.89% UR: 44.48% UF: 47.90% P: 39.89% R: 34.19% F: 36.82%
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+ 2024-08-11 22:17:39 INFO 0:00:03.895116s elapsed
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+ 2024-08-11 22:17:42 INFO lr: 4.9270e-05 - loss: 0.0007 - UP: 92.64% UR: 86.72% UF: 89.58% P: 91.16% R: 85.33% F: 88.15%
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+ 2024-08-11 22:17:42 INFO dev: loss: nan - UP: 55.29% UR: 32.67% UF: 41.07% P: 52.72% R: 31.16% F: 39.17%
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+ 2024-08-11 22:17:43 INFO test: loss: nan - UP: 56.14% UR: 28.42% UF: 37.74% P: 43.24% R: 21.89% F: 29.07%
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+ 2024-08-11 22:17:43 INFO 0:00:03.863741s elapsed
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+ 2024-08-11 22:17:46 INFO lr: 4.9260e-05 - loss: 0.0056 - UP: 93.17% UR: 89.35% UF: 91.22% P: 92.22% R: 88.45% F: 90.29%
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+ 2024-08-11 22:17:46 INFO dev: loss: nan - UP: 59.81% UR: 30.59% UF: 40.48% P: 56.48% R: 28.88% F: 38.22%
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+ 2024-08-11 22:17:47 INFO test: loss: nan - UP: 56.68% UR: 26.67% UF: 36.27% P: 47.41% R: 22.31% F: 30.34%
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+ 2024-08-11 22:17:47 INFO 0:00:03.841385s elapsed
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+ 2024-08-11 22:17:50 INFO lr: 4.9250e-05 - loss: 0.0042 - UP: 94.58% UR: 91.85% UF: 93.20% P: 94.19% R: 91.47% F: 92.81%
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+ 2024-08-11 22:17:50 INFO dev: loss: nan - UP: 54.25% UR: 41.67% UF: 47.13% P: 50.43% R: 38.73% F: 43.81%
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+ 2024-08-11 22:17:51 INFO test: loss: nan - UP: 54.72% UR: 37.36% UF: 44.40% P: 42.85% R: 29.25% F: 34.77%
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+ 2024-08-11 22:17:51 INFO 0:00:03.856513s elapsed
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+ 2024-08-11 22:17:53 INFO lr: 4.9240e-05 - loss: 0.0115 - UP: 95.80% UR: 93.51% UF: 94.64% P: 95.65% R: 93.36% F: 94.49%
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+ 2024-08-11 22:17:54 INFO dev: loss: nan - UP: 40.40% UR: 49.62% UF: 44.54% P: 36.70% R: 45.08% F: 40.46%
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+ 2024-08-11 22:17:55 INFO test: loss: nan - UP: 41.83% UR: 50.74% UF: 45.86% P: 31.58% R: 38.30% F: 34.61%
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+ 2024-08-11 22:17:55 INFO 0:00:03.834636s elapsed
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+ 2024-08-11 22:17:57 INFO lr: 4.9230e-05 - loss: 0.0043 - UP: 90.75% UR: 83.81% UF: 87.14% P: 89.83% R: 82.96% F: 86.26%
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+ 2024-08-11 22:17:58 INFO dev: loss: nan - UP: 46.84% UR: 42.80% UF: 44.73% P: 44.04% R: 40.25% F: 42.06%
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+ 2024-08-11 22:17:58 INFO test: loss: nan - UP: 48.92% UR: 39.45% UF: 43.68% P: 37.95% R: 30.60% F: 33.88%
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+ 2024-08-11 22:17:58 INFO 0:00:03.830825s elapsed
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+ 2024-08-11 22:18:01 INFO dev: loss: nan - UP: 50.06% UR: 40.53% UF: 44.79% P: 46.32% R: 37.50% F: 41.44%
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+ 2024-08-11 22:18:02 INFO test: loss: nan - UP: 51.58% UR: 38.93% UF: 44.37% P: 38.51% R: 29.07% F: 33.13%
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+ 2024-08-11 22:18:05 INFO lr: 4.9210e-05 - loss: 0.0123 - UP: 90.47% UR: 80.21% UF: 85.03% P: 90.18% R: 79.96% F: 84.77%
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+ 2024-08-11 22:18:05 INFO dev: loss: nan - UP: 48.91% UR: 40.44% UF: 44.27% P: 45.25% R: 37.41% F: 40.95%
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+ 2024-08-11 22:18:06 INFO test: loss: nan - UP: 52.71% UR: 39.18% UF: 44.95% P: 39.96% R: 29.70% F: 34.07%
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+ 2024-08-11 22:18:09 INFO lr: 4.9200e-05 - loss: 0.0101 - UP: 92.42% UR: 87.26% UF: 89.77% P: 91.63% R: 86.51% F: 89.00%
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+ 2024-08-11 22:18:09 INFO dev: loss: nan - UP: 53.81% UR: 37.41% UF: 44.13% P: 49.73% R: 34.56% F: 40.78%
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+ 2024-08-11 22:18:28 INFO lr: 4.9150e-05 - loss: 0.0031 - UP: 94.95% UR: 89.29% UF: 92.03% P: 94.62% R: 88.99% F: 91.72%
575
+ 2024-08-11 22:18:28 INFO dev: loss: nan - UP: 54.32% UR: 43.47% UF: 48.29% P: 48.99% R: 39.20% F: 43.56%
576
+ 2024-08-11 22:18:29 INFO test: loss: nan - UP: 55.11% UR: 37.82% UF: 44.85% P: 42.16% R: 28.93% F: 34.32%
577
+ 2024-08-11 22:18:29 INFO 0:00:03.766042s elapsed
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+ 2024-08-11 22:18:31 INFO lr: 4.9140e-05 - loss: 0.0035 - UP: 96.78% UR: 91.88% UF: 94.27% P: 96.67% R: 91.78% F: 94.16%
581
+ 2024-08-11 22:18:32 INFO dev: loss: nan - UP: 51.59% UR: 49.24% UF: 50.39% P: 47.02% R: 44.89% F: 45.93%
582
+ 2024-08-11 22:18:32 INFO test: loss: nan - UP: 51.23% UR: 44.99% UF: 47.91% P: 38.30% R: 33.64% F: 35.82%
583
+ 2024-08-11 22:18:32 INFO 0:00:03.759590s elapsed
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+
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+ 2024-08-11 22:18:32 INFO Epoch 87 / 5000:
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+ 2024-08-11 22:18:35 INFO lr: 4.9130e-05 - loss: 0.0034 - UP: 97.21% UR: 95.80% UF: 96.50% P: 97.18% R: 95.77% F: 96.47%
587
+ 2024-08-11 22:18:35 INFO dev: loss: nan - UP: 49.76% UR: 50.00% UF: 49.88% P: 45.62% R: 45.83% F: 45.73%
588
+ 2024-08-11 22:18:36 INFO test: loss: nan - UP: 50.78% UR: 45.54% UF: 48.02% P: 37.75% R: 33.86% F: 35.70%
589
+ 2024-08-11 22:18:36 INFO 0:00:03.786112s elapsed
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+
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+ 2024-08-11 22:18:36 INFO Epoch 88 / 5000:
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+ 2024-08-11 22:18:39 INFO lr: 4.9120e-05 - loss: 0.0007 - UP: 98.03% UR: 96.81% UF: 97.42% P: 97.88% R: 96.67% F: 97.27%
593
+ 2024-08-11 22:18:39 INFO dev: loss: nan - UP: 53.68% UR: 46.31% UF: 49.72% P: 49.18% R: 42.42% F: 45.55%
594
+ 2024-08-11 22:18:40 INFO test: loss: nan - UP: 53.83% UR: 41.03% UF: 46.57% P: 41.26% R: 31.45% F: 35.69%
595
+ 2024-08-11 22:18:40 INFO 0:00:03.821816s elapsed
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+ 2024-08-11 22:18:40 INFO Epoch 89 / 5000:
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+ 2024-08-11 22:18:43 INFO lr: 4.9110e-05 - loss: 0.0007 - UP: 98.38% UR: 96.96% UF: 97.66% P: 98.35% R: 96.93% F: 97.64%
599
+ 2024-08-11 22:18:43 INFO dev: loss: nan - UP: 54.01% UR: 43.37% UF: 48.11% P: 50.00% R: 40.15% F: 44.54%
600
+ 2024-08-11 22:18:44 INFO test: loss: nan - UP: 55.40% UR: 39.26% UF: 45.95% P: 43.33% R: 30.71% F: 35.94%
601
+ 2024-08-11 22:18:44 INFO 0:00:03.820888s elapsed
602
+
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+ 2024-08-11 22:18:44 INFO Epoch 90 / 5000:
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+ 2024-08-11 22:18:47 INFO lr: 4.9100e-05 - loss: 0.0001 - UP: 98.34% UR: 96.77% UF: 97.55% P: 98.34% R: 96.77% F: 97.55%
605
+ 2024-08-11 22:18:47 INFO dev: loss: nan - UP: 54.87% UR: 44.32% UF: 49.03% P: 50.76% R: 41.00% F: 45.36%
606
+ 2024-08-11 22:18:48 INFO test: loss: nan - UP: 53.97% UR: 38.80% UF: 45.14% P: 41.57% R: 29.89% F: 34.77%
607
+ 2024-08-11 22:18:48 INFO 0:00:03.877714s elapsed
608
+
609
+ 2024-08-11 22:18:53 INFO Epoch 60 saved
610
+ 2024-08-11 22:18:53 INFO dev: UP: 54.98% UR: 46.02% UF: 50.10% P: 51.70% R: 43.28% F: 47.11%
611
+ 2024-08-11 22:18:53 INFO test: UP: 53.53% UR: 40.37% UF: 46.03% P: 41.97% R: 31.65% F: 36.09%
612
+ 2024-08-11 22:18:53 INFO 0:05:40.564850s elapsed, 0:00:03.784054s/epoch
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1
+ 2024-08-11 22:18:55 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ 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
12
+ 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_desc/10/model_vi_norec_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byGenAI_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byGenAI_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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
+ 2024-08-11 22:18:55 INFO Building the fields
39
+ 2024-08-11 22:18:57 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 22:18:57 INFO Building the model
44
+ 2024-08-11 22:18:59 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
+ 2024-08-11 22:18:59 INFO Loading the data
64
+ 2024-08-11 22:19:01 INFO
65
+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 22:19:01 INFO Epoch 1 / 5000:
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+ 2024-08-11 22:19:04 INFO lr: 4.9990e-05 - loss: 0.0996 - UP: 3.65% UR: 11.70% UF: 5.56% P: 0.56% R: 1.80% F: 0.86%
71
+ 2024-08-11 22:19:05 INFO dev: loss: nan - UP: 25.00% UR: 0.09% UF: 0.19% P: 25.00% R: 0.09% F: 0.19%
72
+ 2024-08-11 22:19:05 INFO test: loss: nan - UP: 22.86% UR: 0.11% UF: 0.21% P: 17.14% R: 0.08% F: 0.16%
73
+ 2024-08-11 22:19:10 INFO 0:00:04.625537s elapsed (saved)
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+
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+ 2024-08-11 22:19:10 INFO Epoch 2 / 5000:
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+ 2024-08-11 22:19:13 INFO lr: 4.9980e-05 - loss: 0.0999 - UP: 28.76% UR: 1.29% UF: 2.46% P: 27.78% R: 1.24% F: 2.38%
77
+ 2024-08-11 22:19:13 INFO dev: loss: nan - UP: 60.00% UR: 1.42% UF: 2.78% P: 60.00% R: 1.42% F: 2.78%
78
+ 2024-08-11 22:19:14 INFO test: loss: nan - UP: 60.42% UR: 1.17% UF: 2.30% P: 38.89% R: 0.75% F: 1.48%
79
+ 2024-08-11 22:19:22 INFO 0:00:04.045569s elapsed (saved)
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+
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+ 2024-08-11 22:19:22 INFO Epoch 3 / 5000:
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+ 2024-08-11 22:19:24 INFO lr: 4.9970e-05 - loss: 0.0573 - UP: 34.94% UR: 2.76% UF: 5.12% P: 30.50% R: 2.41% F: 4.47%
83
+ 2024-08-11 22:19:25 INFO dev: loss: nan - UP: 62.71% UR: 3.50% UF: 6.64% P: 57.63% R: 3.22% F: 6.10%
84
+ 2024-08-11 22:19:26 INFO test: loss: nan - UP: 52.37% UR: 2.53% UF: 4.83% P: 35.65% R: 1.72% F: 3.29%
85
+ 2024-08-11 22:19:33 INFO 0:00:03.976994s elapsed (saved)
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+
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+ 2024-08-11 22:19:33 INFO Epoch 4 / 5000:
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+ 2024-08-11 22:19:35 INFO lr: 4.9960e-05 - loss: 0.0561 - UP: 36.58% UR: 6.65% UF: 11.26% P: 31.19% R: 5.68% F: 9.60%
89
+ 2024-08-11 22:19:36 INFO dev: loss: nan - UP: 56.64% UR: 7.67% UF: 13.51% P: 53.85% R: 7.29% F: 12.84%
90
+ 2024-08-11 22:19:37 INFO test: loss: nan - UP: 49.68% UR: 6.29% UF: 11.16% P: 35.64% R: 4.51% F: 8.01%
91
+ 2024-08-11 22:19:43 INFO 0:00:03.973281s elapsed (saved)
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+
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+ 2024-08-11 22:19:43 INFO Epoch 5 / 5000:
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+ 2024-08-11 22:19:46 INFO lr: 4.9950e-05 - loss: 0.0369 - UP: 46.12% UR: 7.21% UF: 12.47% P: 43.50% R: 6.80% F: 11.76%
95
+ 2024-08-11 22:19:47 INFO dev: loss: nan - UP: 65.13% UR: 9.37% UF: 16.39% P: 61.18% R: 8.81% F: 15.40%
96
+ 2024-08-11 22:19:48 INFO test: loss: nan - UP: 55.99% UR: 6.80% UF: 12.12% P: 42.90% R: 5.21% F: 9.29%
97
+ 2024-08-11 22:19:55 INFO 0:00:04.034790s elapsed (saved)
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+
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+ 2024-08-11 22:19:55 INFO Epoch 6 / 5000:
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+ 2024-08-11 22:19:58 INFO lr: 4.9940e-05 - loss: 0.0654 - UP: 51.43% UR: 10.53% UF: 17.48% P: 48.71% R: 9.98% F: 16.56%
101
+ 2024-08-11 22:19:58 INFO dev: loss: nan - UP: 58.05% UR: 9.56% UF: 16.42% P: 55.17% R: 9.09% F: 15.61%
102
+ 2024-08-11 22:19:59 INFO test: loss: nan - UP: 56.43% UR: 7.62% UF: 13.43% P: 45.96% R: 6.21% F: 10.94%
103
+ 2024-08-11 22:20:06 INFO 0:00:04.017846s elapsed (saved)
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+
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+ 2024-08-11 22:20:06 INFO Epoch 7 / 5000:
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+ 2024-08-11 22:20:09 INFO lr: 4.9930e-05 - loss: 0.0969 - UP: 56.63% UR: 12.43% UF: 20.39% P: 53.83% R: 11.82% F: 19.38%
107
+ 2024-08-11 22:20:09 INFO dev: loss: nan - UP: 59.84% UR: 14.11% UF: 22.84% P: 55.42% R: 13.07% F: 21.15%
108
+ 2024-08-11 22:20:10 INFO test: loss: nan - UP: 52.60% UR: 9.65% UF: 16.31% P: 39.47% R: 7.24% F: 12.24%
109
+ 2024-08-11 22:20:17 INFO 0:00:04.004946s elapsed (saved)
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+
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+ 2024-08-11 22:20:17 INFO Epoch 8 / 5000:
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+ 2024-08-11 22:20:20 INFO lr: 4.9920e-05 - loss: 0.0854 - UP: 60.21% UR: 18.68% UF: 28.51% P: 58.37% R: 18.11% F: 27.64%
113
+ 2024-08-11 22:20:21 INFO dev: loss: nan - UP: 62.42% UR: 9.75% UF: 16.87% P: 61.21% R: 9.56% F: 16.54%
114
+ 2024-08-11 22:20:21 INFO test: loss: nan - UP: 55.07% UR: 7.46% UF: 13.14% P: 44.63% R: 6.04% F: 10.65%
115
+ 2024-08-11 22:20:21 INFO 0:00:04.010514s elapsed
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+
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+ 2024-08-11 22:20:21 INFO Epoch 9 / 5000:
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+ 2024-08-11 22:20:24 INFO lr: 4.9910e-05 - loss: 0.0401 - UP: 63.12% UR: 23.08% UF: 33.80% P: 61.68% R: 22.55% F: 33.03%
119
+ 2024-08-11 22:20:25 INFO dev: loss: nan - UP: 46.43% UR: 13.54% UF: 20.97% P: 44.81% R: 13.07% F: 20.23%
120
+ 2024-08-11 22:20:25 INFO test: loss: nan - UP: 42.18% UR: 11.91% UF: 18.58% P: 32.60% R: 9.21% F: 14.36%
121
+ 2024-08-11 22:20:25 INFO 0:00:03.937661s elapsed
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+
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+ 2024-08-11 22:20:25 INFO Epoch 10 / 5000:
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+ 2024-08-11 22:20:28 INFO lr: 4.9900e-05 - loss: 0.0112 - UP: 62.66% UR: 25.08% UF: 35.83% P: 61.49% R: 24.62% F: 35.16%
125
+ 2024-08-11 22:20:29 INFO dev: loss: nan - UP: 63.21% UR: 12.69% UF: 21.14% P: 59.91% R: 12.03% F: 20.03%
126
+ 2024-08-11 22:20:29 INFO test: loss: nan - UP: 57.53% UR: 9.92% UF: 16.93% P: 45.28% R: 7.81% F: 13.32%
127
+ 2024-08-11 22:20:29 INFO 0:00:04.092089s elapsed
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+
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+ 2024-08-11 22:20:29 INFO Epoch 11 / 5000:
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+ 2024-08-11 22:20:32 INFO lr: 4.9890e-05 - loss: 0.0148 - UP: 68.52% UR: 26.97% UF: 38.71% P: 67.60% R: 26.61% F: 38.18%
131
+ 2024-08-11 22:20:33 INFO dev: loss: nan - UP: 69.95% UR: 14.11% UF: 23.48% P: 66.67% R: 13.45% F: 22.38%
132
+ 2024-08-11 22:20:33 INFO test: loss: nan - UP: 57.55% UR: 12.52% UF: 20.57% P: 46.35% R: 10.08% F: 16.56%
133
+ 2024-08-11 22:20:41 INFO 0:00:04.005726s elapsed (saved)
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+
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+ 2024-08-11 22:20:44 INFO lr: 4.9880e-05 - loss: 0.0686 - UP: 70.02% UR: 33.55% UF: 45.37% P: 68.71% R: 32.92% F: 44.52%
137
+ 2024-08-11 22:20:44 INFO dev: loss: nan - UP: 46.88% UR: 27.75% UF: 34.86% P: 43.20% R: 25.57% F: 32.12%
138
+ 2024-08-11 22:20:45 INFO test: loss: nan - UP: 45.19% UR: 24.68% UF: 31.92% P: 35.13% R: 19.18% F: 24.82%
139
+ 2024-08-11 22:20:52 INFO 0:00:04.025289s elapsed (saved)
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+
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+ 2024-08-11 22:20:54 INFO lr: 4.9870e-05 - loss: 0.0241 - UP: 70.04% UR: 36.27% UF: 47.79% P: 68.77% R: 35.62% F: 46.93%
143
+ 2024-08-11 22:20:55 INFO dev: loss: nan - UP: 62.61% UR: 19.98% UF: 30.29% P: 59.35% R: 18.94% F: 28.72%
144
+ 2024-08-11 22:20:56 INFO test: loss: nan - UP: 59.66% UR: 16.96% UF: 26.42% P: 49.48% R: 14.07% F: 21.91%
145
+ 2024-08-11 22:20:56 INFO 0:00:03.971740s elapsed
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+
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+ 2024-08-11 22:20:58 INFO lr: 4.9860e-05 - loss: 0.0302 - UP: 72.47% UR: 40.97% UF: 52.35% P: 71.82% R: 40.60% F: 51.88%
149
+ 2024-08-11 22:20:59 INFO dev: loss: nan - UP: 55.19% UR: 23.67% UF: 33.13% P: 51.88% R: 22.25% F: 31.15%
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+ 2024-08-11 22:20:59 INFO test: loss: nan - UP: 55.23% UR: 21.11% UF: 30.54% P: 45.05% R: 17.22% F: 24.91%
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+ 2024-08-11 22:20:59 INFO 0:00:03.970015s elapsed
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+
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+ 2024-08-11 22:21:02 INFO lr: 4.9850e-05 - loss: 0.0401 - UP: 78.62% UR: 46.00% UF: 58.04% P: 77.92% R: 45.59% F: 57.53%
155
+ 2024-08-11 22:21:03 INFO dev: loss: nan - UP: 52.15% UR: 37.88% UF: 43.88% P: 48.11% R: 34.94% F: 40.48%
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+ 2024-08-11 22:21:03 INFO test: loss: nan - UP: 47.11% UR: 32.44% UF: 38.42% P: 37.10% R: 25.55% F: 30.26%
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+ 2024-08-11 22:21:10 INFO 0:00:03.968533s elapsed (saved)
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+
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+ 2024-08-11 22:21:13 INFO lr: 4.9840e-05 - loss: 0.0161 - UP: 74.26% UR: 49.38% UF: 59.32% P: 73.65% R: 48.97% F: 58.82%
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+ 2024-08-11 22:21:14 INFO dev: loss: nan - UP: 63.24% UR: 27.37% UF: 38.20% P: 60.18% R: 26.04% F: 36.35%
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+ 2024-08-11 22:21:14 INFO test: loss: nan - UP: 59.08% UR: 20.81% UF: 30.78% P: 49.33% R: 17.38% F: 25.70%
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+ 2024-08-11 22:21:14 INFO 0:00:04.005490s elapsed
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+
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+ 2024-08-11 22:21:17 INFO lr: 4.9830e-05 - loss: 0.0186 - UP: 77.89% UR: 49.61% UF: 60.61% P: 77.61% R: 49.44% F: 60.40%
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+ 2024-08-11 22:21:18 INFO dev: loss: nan - UP: 77.04% UR: 14.30% UF: 24.12% P: 73.47% R: 13.64% F: 23.00%
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+ 2024-08-11 22:21:18 INFO test: loss: nan - UP: 68.80% UR: 10.84% UF: 18.73% P: 58.55% R: 9.22% F: 15.93%
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+ 2024-08-11 22:21:18 INFO 0:00:03.970916s elapsed
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+
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+ 2024-08-11 22:21:21 INFO lr: 4.9820e-05 - loss: 0.0297 - UP: 80.60% UR: 51.89% UF: 63.14% P: 80.17% R: 51.62% F: 62.80%
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+ 2024-08-11 22:22:48 INFO lr: 4.9660e-05 - loss: 0.0038 - UP: 91.32% UR: 82.00% UF: 86.41% P: 91.07% R: 81.78% F: 86.17%
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+ 2024-08-11 22:24:07 INFO lr: 4.9500e-05 - loss: 0.0108 - UP: 94.73% UR: 88.61% UF: 91.57% P: 94.48% R: 88.37% F: 91.32%
365
+ 2024-08-11 22:24:07 INFO dev: loss: nan - UP: 52.05% UR: 43.37% UF: 47.31% P: 47.50% R: 39.58% F: 43.18%
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+ 2024-08-11 22:24:08 INFO test: loss: nan - UP: 52.48% UR: 35.68% UF: 42.47% P: 42.06% R: 28.59% F: 34.04%
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+ 2024-08-11 22:24:12 INFO dev: loss: nan - UP: 56.54% UR: 44.60% UF: 49.87% P: 51.38% R: 40.53% F: 45.31%
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+ 2024-08-11 22:24:12 INFO test: loss: nan - UP: 54.45% UR: 36.59% UF: 43.77% P: 43.99% R: 29.56% F: 35.36%
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377
+ 2024-08-11 22:24:16 INFO dev: loss: nan - UP: 61.94% UR: 35.61% UF: 45.22% P: 58.32% R: 33.52% F: 42.57%
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+ 2024-08-11 22:24:16 INFO test: loss: nan - UP: 59.42% UR: 29.63% UF: 39.54% P: 48.65% R: 24.26% F: 32.38%
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383
+ 2024-08-11 22:24:20 INFO dev: loss: nan - UP: 57.85% UR: 36.65% UF: 44.87% P: 53.66% R: 34.00% F: 41.62%
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+ 2024-08-11 22:24:21 INFO test: loss: nan - UP: 54.01% UR: 30.61% UF: 39.08% P: 42.07% R: 23.84% F: 30.43%
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389
+ 2024-08-11 22:24:24 INFO dev: loss: nan - UP: 52.70% UR: 45.36% UF: 48.75% P: 48.18% R: 41.48% F: 44.58%
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+ 2024-08-11 22:24:25 INFO test: loss: nan - UP: 51.24% UR: 40.24% UF: 45.08% P: 39.23% R: 30.80% F: 34.51%
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395
+ 2024-08-11 22:24:28 INFO dev: loss: nan - UP: 51.97% UR: 40.06% UF: 45.24% P: 49.63% R: 38.26% F: 43.21%
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+ 2024-08-11 22:24:29 INFO test: loss: nan - UP: 53.84% UR: 33.54% UF: 41.33% P: 42.42% R: 26.43% F: 32.57%
397
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401
+ 2024-08-11 22:24:32 INFO dev: loss: nan - UP: 56.56% UR: 43.66% UF: 49.28% P: 52.27% R: 40.34% F: 45.54%
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+ 2024-08-11 22:24:33 INFO test: loss: nan - UP: 55.23% UR: 35.39% UF: 43.14% P: 44.71% R: 28.65% F: 34.92%
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+ 2024-08-11 22:24:33 INFO 0:00:04.042996s elapsed
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+ 2024-08-11 22:24:36 INFO lr: 4.9430e-05 - loss: 0.0059 - UP: 95.50% UR: 92.15% UF: 93.79% P: 95.33% R: 91.98% F: 93.63%
407
+ 2024-08-11 22:24:36 INFO dev: loss: nan - UP: 50.00% UR: 46.78% UF: 48.34% P: 46.66% R: 43.66% F: 45.11%
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+ 2024-08-11 22:24:37 INFO test: loss: nan - UP: 49.62% UR: 42.16% UF: 45.59% P: 38.26% R: 32.51% F: 35.15%
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+ 2024-08-11 22:24:37 INFO 0:00:04.085908s elapsed
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413
+ 2024-08-11 22:24:40 INFO dev: loss: nan - UP: 64.29% UR: 24.72% UF: 35.70% P: 58.87% R: 22.63% F: 32.69%
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+ 2024-08-11 22:24:41 INFO test: loss: nan - UP: 65.19% UR: 19.36% UF: 29.85% P: 52.22% R: 15.51% F: 23.92%
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+ 2024-08-11 22:24:44 INFO lr: 4.9410e-05 - loss: 0.0102 - UP: 93.83% UR: 86.27% UF: 89.89% P: 93.30% R: 85.78% F: 89.39%
419
+ 2024-08-11 22:24:44 INFO dev: loss: nan - UP: 50.28% UR: 42.71% UF: 46.19% P: 47.05% R: 39.96% F: 43.22%
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+ 2024-08-11 22:24:45 INFO test: loss: nan - UP: 50.85% UR: 38.68% UF: 43.94% P: 39.03% R: 29.68% F: 33.72%
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425
+ 2024-08-11 22:24:48 INFO dev: loss: nan - UP: 54.95% UR: 35.23% UF: 42.93% P: 51.85% R: 33.24% F: 40.51%
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+ 2024-08-11 22:24:49 INFO test: loss: nan - UP: 54.87% UR: 28.35% UF: 37.39% P: 45.15% R: 23.33% F: 30.77%
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+ 2024-08-11 22:24:49 INFO 0:00:04.019083s elapsed
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+ 2024-08-11 22:24:52 INFO lr: 4.9390e-05 - loss: 0.0004 - UP: 92.44% UR: 87.82% UF: 90.07% P: 92.19% R: 87.58% F: 89.83%
431
+ 2024-08-11 22:24:52 INFO dev: loss: nan - UP: 66.27% UR: 26.61% UF: 37.97% P: 61.08% R: 24.53% F: 35.00%
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+ 2024-08-11 22:24:53 INFO test: loss: nan - UP: 61.40% UR: 20.96% UF: 31.25% P: 47.32% R: 16.16% F: 24.09%
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+ 2024-08-11 22:24:53 INFO 0:00:04.022515s elapsed
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+ 2024-08-11 22:24:56 INFO lr: 4.9380e-05 - loss: 0.0091 - UP: 93.46% UR: 86.68% UF: 89.94% P: 93.33% R: 86.56% F: 89.82%
437
+ 2024-08-11 22:24:56 INFO dev: loss: nan - UP: 54.53% UR: 41.57% UF: 47.18% P: 48.45% R: 36.93% F: 41.91%
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+ 2024-08-11 22:24:57 INFO test: loss: nan - UP: 49.00% UR: 35.81% UF: 41.38% P: 37.28% R: 27.25% F: 31.48%
439
+ 2024-08-11 22:24:57 INFO 0:00:04.045643s elapsed
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+ 2024-08-11 22:25:00 INFO lr: 4.9370e-05 - loss: 0.0073 - UP: 95.60% UR: 90.19% UF: 92.81% P: 95.50% R: 90.10% F: 92.72%
443
+ 2024-08-11 22:25:00 INFO dev: loss: nan - UP: 56.79% UR: 43.18% UF: 49.06% P: 50.68% R: 38.54% F: 43.79%
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+ 2024-08-11 22:25:01 INFO test: loss: nan - UP: 50.97% UR: 33.89% UF: 40.71% P: 41.17% R: 27.37% F: 32.88%
445
+ 2024-08-11 22:25:01 INFO 0:00:04.004650s elapsed
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+ 2024-08-11 22:25:04 INFO lr: 4.9360e-05 - loss: 0.0155 - UP: 93.43% UR: 89.02% UF: 91.17% P: 93.31% R: 88.90% F: 91.05%
449
+ 2024-08-11 22:25:04 INFO dev: loss: nan - UP: 52.11% UR: 45.55% UF: 48.61% P: 48.75% R: 42.61% F: 45.48%
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+ 2024-08-11 22:25:05 INFO test: loss: nan - UP: 50.09% UR: 38.11% UF: 43.29% P: 39.19% R: 29.82% F: 33.87%
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+ 2024-08-11 22:25:05 INFO 0:00:04.071187s elapsed
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+ 2024-08-11 22:25:08 INFO lr: 4.9350e-05 - loss: 0.0046 - UP: 93.51% UR: 84.99% UF: 89.05% P: 93.40% R: 84.89% F: 88.94%
455
+ 2024-08-11 22:25:08 INFO dev: loss: nan - UP: 57.39% UR: 34.56% UF: 43.14% P: 50.31% R: 30.30% F: 37.83%
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+ 2024-08-11 22:25:09 INFO test: loss: nan - UP: 54.76% UR: 29.20% UF: 38.09% P: 44.43% R: 23.69% F: 30.91%
457
+ 2024-08-11 22:25:09 INFO 0:00:04.058914s elapsed
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+ 2024-08-11 22:25:12 INFO lr: 4.9340e-05 - loss: 0.0053 - UP: 95.41% UR: 89.79% UF: 92.52% P: 95.28% R: 89.66% F: 92.38%
461
+ 2024-08-11 22:25:12 INFO dev: loss: nan - UP: 55.90% UR: 47.54% UF: 51.38% P: 50.67% R: 43.09% F: 46.57%
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+ 2024-08-11 22:25:13 INFO test: loss: nan - UP: 52.41% UR: 36.13% UF: 42.78% P: 42.34% R: 29.19% F: 34.55%
463
+ 2024-08-11 22:25:13 INFO 0:00:04.068708s elapsed
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+ 2024-08-11 22:25:16 INFO lr: 4.9330e-05 - loss: 0.0042 - UP: 96.60% UR: 92.79% UF: 94.66% P: 96.51% R: 92.70% F: 94.57%
467
+ 2024-08-11 22:25:16 INFO dev: loss: nan - UP: 59.04% UR: 40.81% UF: 48.26% P: 55.07% R: 38.07% F: 45.02%
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+ 2024-08-11 22:25:17 INFO test: loss: nan - UP: 56.05% UR: 33.59% UF: 42.01% P: 45.72% R: 27.40% F: 34.26%
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+ 2024-08-11 22:25:17 INFO 0:00:04.079267s elapsed
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+ 2024-08-11 22:25:20 INFO lr: 4.9320e-05 - loss: 0.0061 - UP: 95.80% UR: 92.50% UF: 94.12% P: 95.67% R: 92.37% F: 93.99%
473
+ 2024-08-11 22:25:20 INFO dev: loss: nan - UP: 52.42% UR: 48.30% UF: 50.27% P: 45.84% R: 42.23% F: 43.96%
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+ 2024-08-11 22:25:21 INFO test: loss: nan - UP: 49.12% UR: 40.36% UF: 44.31% P: 38.38% R: 31.54% F: 34.63%
475
+ 2024-08-11 22:25:21 INFO 0:00:04.024403s elapsed
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+ 2024-08-11 22:25:30 INFO Epoch 38 saved
478
+ 2024-08-11 22:25:30 INFO dev: UP: 53.61% UR: 48.48% UF: 50.92% P: 50.47% R: 45.64% F: 47.94%
479
+ 2024-08-11 22:25:30 INFO test: UP: 53.04% UR: 40.04% UF: 45.63% P: 42.79% R: 32.30% F: 36.81%
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+ 2024-08-11 22:25:30 INFO 0:04:34.736746s elapsed, 0:00:04.040246s/epoch