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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_berteus_6.train.log +480 -0
  4. models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_xlm_6.train.log +516 -0
.gitattributes CHANGED
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  models/multibooked_eu/sdp_byLength_desc/5/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
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+ 2024-08-12 11:17:57 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_berteus_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byLength_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byLength_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 11:17:57 INFO Building the fields
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+ 2024-08-12 11:17:58 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 11:17:58 INFO Building the model
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+ 2024-08-12 11:17:59 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 11:17:59 INFO Loading the data
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+ 2024-08-12 11:17:59 INFO
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+ train: Dataset(n_sentences=105, n_batches=31, n_buckets=31)
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+ dev: Dataset(n_sentences=14, n_batches=12, n_buckets=12)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 11:17:59 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:18:02 INFO lr: 4.9990e-05 - loss: 0.0904 - UP: 1.61% UR: 4.11% UF: 2.32% P: 0.92% R: 2.34% F: 1.32%
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+ 2024-08-12 11:18:02 INFO dev: loss: nan - UP: 22.03% UR: 9.29% UF: 13.07% P: 20.34% R: 8.57% F: 12.06%
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+ 2024-08-12 11:18:02 INFO test: loss: nan - UP: 18.02% UR: 1.41% UF: 2.61% P: 14.41% R: 1.13% F: 2.09%
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+ 2024-08-12 11:18:04 INFO 0:00:02.638160s elapsed (saved)
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+
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+ 2024-08-12 11:18:04 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:18:06 INFO lr: 4.9980e-05 - loss: 0.1917 - UP: 8.85% UR: 9.35% UF: 9.10% P: 8.32% R: 8.79% F: 8.55%
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+ 2024-08-12 11:18:06 INFO dev: loss: nan - UP: 84.21% UR: 11.43% UF: 20.13% P: 84.21% R: 11.43% F: 20.13%
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+ 2024-08-12 11:18:06 INFO test: loss: nan - UP: 90.27% UR: 11.74% UF: 20.78% P: 85.41% R: 11.11% F: 19.66%
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+ 2024-08-12 11:18:09 INFO 0:00:02.170275s elapsed (saved)
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+
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+ 2024-08-12 11:18:09 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:18:11 INFO lr: 4.9970e-05 - loss: 0.0451 - UP: 42.66% UR: 12.66% UF: 19.53% P: 39.95% R: 11.85% F: 18.28%
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+ 2024-08-12 11:18:11 INFO dev: loss: nan - UP: 69.23% UR: 6.43% UF: 11.76% P: 69.23% R: 6.43% F: 11.76%
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+ 2024-08-12 11:18:11 INFO test: loss: nan - UP: 100.00% UR: 6.75% UF: 12.65% P: 94.79% R: 6.40% F: 11.99%
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+ 2024-08-12 11:18:11 INFO 0:00:02.119513s elapsed
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+ 2024-08-12 11:18:13 INFO lr: 4.9960e-05 - loss: 0.0388 - UP: 49.22% UR: 17.90% UF: 26.26% P: 48.34% R: 17.58% F: 25.78%
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+ 2024-08-12 11:18:13 INFO dev: loss: nan - UP: 85.71% UR: 8.57% UF: 15.58% P: 85.71% R: 8.57% F: 15.58%
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+ 2024-08-12 11:18:13 INFO test: loss: nan - UP: 91.71% UR: 11.67% UF: 20.71% P: 87.29% R: 11.11% F: 19.71%
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+ 2024-08-12 11:18:13 INFO 0:00:02.193549s elapsed
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+ 2024-08-12 11:18:15 INFO lr: 4.9950e-05 - loss: 0.0412 - UP: 43.88% UR: 20.24% UF: 27.70% P: 43.88% R: 20.24% F: 27.70%
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+ 2024-08-12 11:18:15 INFO dev: loss: nan - UP: 51.28% UR: 14.29% UF: 22.35% P: 51.28% R: 14.29% F: 22.35%
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+ 2024-08-12 11:18:15 INFO test: loss: nan - UP: 84.54% UR: 18.07% UF: 29.78% P: 82.57% R: 17.65% F: 29.08%
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+ 2024-08-12 11:18:18 INFO 0:00:02.088197s elapsed (saved)
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+ 2024-08-12 11:18:20 INFO lr: 4.9940e-05 - loss: 0.0494 - UP: 56.74% UR: 22.74% UF: 32.47% P: 56.74% R: 22.74% F: 32.47%
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+ 2024-08-12 11:18:20 INFO dev: loss: nan - UP: 76.19% UR: 11.43% UF: 19.88% P: 76.19% R: 11.43% F: 19.88%
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+ 2024-08-12 11:18:20 INFO test: loss: nan - UP: 91.56% UR: 14.49% UF: 25.02% P: 88.44% R: 13.99% F: 24.17%
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+ 2024-08-12 11:18:22 INFO lr: 4.9930e-05 - loss: 0.0092 - UP: 65.73% UR: 30.32% UF: 41.50% P: 65.56% R: 30.24% F: 41.39%
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+ 2024-08-12 11:18:22 INFO dev: loss: nan - UP: 56.76% UR: 15.00% UF: 23.73% P: 56.76% R: 15.00% F: 23.73%
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+ 2024-08-12 11:18:22 INFO test: loss: nan - UP: 86.52% UR: 19.41% UF: 31.71% P: 82.45% R: 18.50% F: 30.21%
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+ 2024-08-12 11:18:25 INFO 0:00:02.128791s elapsed (saved)
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+ 2024-08-12 11:18:27 INFO lr: 4.9920e-05 - loss: 0.0208 - UP: 61.47% UR: 33.06% UF: 43.00% P: 61.02% R: 32.82% F: 42.68%
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+ 2024-08-12 11:18:27 INFO dev: loss: nan - UP: 54.76% UR: 16.43% UF: 25.27% P: 52.38% R: 15.71% F: 24.18%
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+ 2024-08-12 11:18:27 INFO test: loss: nan - UP: 82.99% UR: 23.00% UF: 36.01% P: 80.20% R: 22.22% F: 34.80%
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+ 2024-08-12 11:18:30 INFO 0:00:02.110784s elapsed (saved)
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+
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+ 2024-08-12 11:18:30 INFO Epoch 9 / 5000:
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+ 2024-08-12 11:18:32 INFO lr: 4.9910e-05 - loss: 0.0200 - UP: 66.73% UR: 29.11% UF: 40.54% P: 66.17% R: 28.87% F: 40.20%
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+ 2024-08-12 11:18:32 INFO dev: loss: nan - UP: 68.00% UR: 12.14% UF: 20.61% P: 68.00% R: 12.14% F: 20.61%
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+ 2024-08-12 11:18:32 INFO test: loss: nan - UP: 84.68% UR: 19.83% UF: 32.14% P: 78.98% R: 18.50% F: 29.97%
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+ 2024-08-12 11:18:32 INFO 0:00:02.111771s elapsed
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+
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+ 2024-08-12 11:18:32 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:18:34 INFO lr: 4.9900e-05 - loss: 0.0392 - UP: 73.11% UR: 38.15% UF: 50.13% P: 72.64% R: 37.90% F: 49.81%
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+ 2024-08-12 11:18:34 INFO dev: loss: nan - UP: 63.04% UR: 20.71% UF: 31.18% P: 60.87% R: 20.00% F: 30.11%
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+ 2024-08-12 11:18:34 INFO test: loss: nan - UP: 82.77% UR: 25.67% UF: 39.18% P: 78.91% R: 24.47% F: 37.36%
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+ 2024-08-12 11:18:38 INFO 0:00:02.185320s elapsed (saved)
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+ 2024-08-12 11:18:38 INFO Epoch 11 / 5000:
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+ 2024-08-12 11:18:39 INFO lr: 4.9890e-05 - loss: 0.0329 - UP: 77.54% UR: 40.08% UF: 52.84% P: 77.54% R: 40.08% F: 52.84%
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+ 2024-08-12 11:18:39 INFO dev: loss: nan - UP: 58.00% UR: 20.71% UF: 30.53% P: 56.00% R: 20.00% F: 29.47%
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+ 2024-08-12 11:18:40 INFO test: loss: nan - UP: 76.86% UR: 32.70% UF: 45.88% P: 74.88% R: 31.86% F: 44.70%
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+ 2024-08-12 11:18:40 INFO 0:00:02.133247s elapsed
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+ 2024-08-12 11:18:41 INFO lr: 4.9880e-05 - loss: 0.0040 - UP: 76.11% UR: 48.31% UF: 59.10% P: 76.11% R: 48.31% F: 59.10%
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+ 2024-08-12 11:18:42 INFO dev: loss: nan - UP: 53.01% UR: 31.43% UF: 39.46% P: 51.81% R: 30.71% F: 38.57%
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+ 2024-08-12 11:18:42 INFO test: loss: nan - UP: 71.30% UR: 38.96% UF: 50.39% P: 68.73% R: 37.55% F: 48.57%
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+ 2024-08-12 11:18:45 INFO 0:00:02.144632s elapsed (saved)
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+ 2024-08-12 11:18:46 INFO lr: 4.9870e-05 - loss: 0.0480 - UP: 66.70% UR: 54.76% UF: 60.14% P: 66.70% R: 54.76% F: 60.14%
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+ 2024-08-12 11:18:46 INFO dev: loss: nan - UP: 70.00% UR: 25.00% UF: 36.84% P: 68.00% R: 24.29% F: 35.79%
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+ 2024-08-12 11:18:47 INFO test: loss: nan - UP: 82.94% UR: 32.14% UF: 46.33% P: 78.95% R: 30.59% F: 44.10%
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+ 2024-08-12 11:18:47 INFO 0:00:02.111933s elapsed
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+ 2024-08-12 11:18:48 INFO lr: 4.9860e-05 - loss: 0.0190 - UP: 81.76% UR: 53.87% UF: 64.95% P: 81.64% R: 53.79% F: 64.85%
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+ 2024-08-12 11:18:48 INFO dev: loss: nan - UP: 65.22% UR: 21.43% UF: 32.26% P: 65.22% R: 21.43% F: 32.26%
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+ 2024-08-12 11:18:49 INFO test: loss: nan - UP: 83.49% UR: 32.00% UF: 46.26% P: 79.82% R: 30.59% F: 44.23%
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+ 2024-08-12 11:18:49 INFO 0:00:02.165636s elapsed
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+ 2024-08-12 11:18:50 INFO lr: 4.9850e-05 - loss: 0.0240 - UP: 85.65% UR: 60.65% UF: 71.01% P: 85.65% R: 60.65% F: 71.01%
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+ 2024-08-12 11:18:50 INFO dev: loss: nan - UP: 64.91% UR: 26.43% UF: 37.56% P: 63.16% R: 25.71% F: 36.55%
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+ 2024-08-12 11:18:51 INFO test: loss: nan - UP: 83.79% UR: 34.53% UF: 48.90% P: 80.03% R: 32.98% F: 46.71%
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+ 2024-08-12 11:18:52 INFO lr: 4.9840e-05 - loss: 0.0010 - UP: 83.64% UR: 65.97% UF: 73.76% P: 83.54% R: 65.89% F: 73.67%
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+ 2024-08-12 11:18:53 INFO dev: loss: nan - UP: 82.76% UR: 17.14% UF: 28.40% P: 82.76% R: 17.14% F: 28.40%
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+ 2024-08-12 11:18:53 INFO test: loss: nan - UP: 87.36% UR: 26.72% UF: 40.93% P: 83.45% R: 25.53% F: 39.10%
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+ 2024-08-12 11:18:55 INFO lr: 4.9830e-05 - loss: 0.0021 - UP: 85.34% UR: 54.92% UF: 66.83% P: 85.34% R: 54.92% F: 66.83%
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+ 2024-08-12 11:18:55 INFO dev: loss: nan - UP: 50.00% UR: 29.29% UF: 36.94% P: 48.78% R: 28.57% F: 36.04%
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+ 2024-08-12 11:18:55 INFO test: loss: nan - UP: 72.04% UR: 41.14% UF: 52.37% P: 68.60% R: 39.17% F: 49.87%
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+ 2024-08-12 11:18:55 INFO 0:00:02.094957s elapsed
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+ 2024-08-12 11:18:57 INFO lr: 4.9820e-05 - loss: 0.0096 - UP: 83.28% UR: 65.48% UF: 73.32% P: 82.56% R: 64.92% F: 72.69%
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+ 2024-08-12 11:18:57 INFO dev: loss: nan - UP: 71.11% UR: 22.86% UF: 34.59% P: 71.11% R: 22.86% F: 34.59%
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+ 2024-08-12 11:18:57 INFO test: loss: nan - UP: 81.18% UR: 32.77% UF: 46.69% P: 78.40% R: 31.65% F: 45.09%
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+ 2024-08-12 11:18:57 INFO 0:00:02.073882s elapsed
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+ 2024-08-12 11:18:57 INFO Epoch 19 / 5000:
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+ 2024-08-12 11:18:59 INFO lr: 4.9810e-05 - loss: 0.0085 - UP: 88.88% UR: 65.08% UF: 75.14% P: 88.66% R: 64.92% F: 74.95%
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+ 2024-08-12 11:18:59 INFO dev: loss: nan - UP: 51.46% UR: 37.86% UF: 43.62% P: 50.49% R: 37.14% F: 42.80%
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+ 2024-08-12 11:18:59 INFO test: loss: nan - UP: 65.54% UR: 51.62% UF: 57.75% P: 61.70% R: 48.59% F: 54.37%
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+ 2024-08-12 11:19:02 INFO 0:00:02.054825s elapsed (saved)
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+ 2024-08-12 11:19:02 INFO Epoch 20 / 5000:
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+ 2024-08-12 11:19:04 INFO lr: 4.9800e-05 - loss: 0.0065 - UP: 85.70% UR: 74.44% UF: 79.67% P: 85.61% R: 74.35% F: 79.59%
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+ 2024-08-12 11:19:04 INFO dev: loss: nan - UP: 76.19% UR: 22.86% UF: 35.16% P: 73.81% R: 22.14% F: 34.07%
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+ 2024-08-12 11:19:04 INFO 0:00:02.179203s elapsed
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+ 2024-08-12 11:19:04 INFO Epoch 21 / 5000:
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+ 2024-08-12 11:19:06 INFO lr: 4.9790e-05 - loss: 0.0344 - UP: 89.33% UR: 74.27% UF: 81.11% P: 89.14% R: 74.11% F: 80.93%
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+ 2024-08-12 11:19:06 INFO dev: loss: nan - UP: 80.95% UR: 24.29% UF: 37.36% P: 76.19% R: 22.86% F: 35.16%
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+ 2024-08-12 11:19:48 INFO test: loss: nan - UP: 73.13% UR: 48.24% UF: 58.14% P: 69.83% R: 46.06% F: 55.51%
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+ 2024-08-12 11:19:55 INFO test: loss: nan - UP: 75.13% UR: 49.72% UF: 59.84% P: 71.52% R: 47.33% F: 56.96%
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+ 2024-08-12 11:19:57 INFO dev: loss: nan - UP: 70.59% UR: 34.29% UF: 46.15% P: 69.12% R: 33.57% F: 45.19%
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+ 2024-08-12 11:19:57 INFO test: loss: nan - UP: 79.75% UR: 44.87% UF: 57.43% P: 75.50% R: 42.48% F: 54.37%
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+ 2024-08-12 11:19:59 INFO dev: loss: nan - UP: 61.54% UR: 34.29% UF: 44.04% P: 58.97% R: 32.86% F: 42.20%
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+ 2024-08-12 11:20:00 INFO test: loss: nan - UP: 78.17% UR: 45.08% UF: 57.18% P: 73.54% R: 42.41% F: 53.79%
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+ 2024-08-12 11:20:02 INFO test: loss: nan - UP: 79.34% UR: 38.89% UF: 52.19% P: 74.61% R: 36.57% F: 49.08%
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+ 2024-08-12 11:20:04 INFO dev: loss: nan - UP: 70.37% UR: 27.14% UF: 39.18% P: 68.52% R: 26.43% F: 38.14%
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+ 2024-08-12 11:20:06 INFO test: loss: nan - UP: 80.00% UR: 43.60% UF: 56.44% P: 77.03% R: 41.98% F: 54.35%
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+ 2024-08-12 11:20:08 INFO test: loss: nan - UP: 81.66% UR: 42.90% UF: 56.25% P: 78.71% R: 41.35% F: 54.22%
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+ 2024-08-12 11:20:22 INFO dev: loss: nan - UP: 70.00% UR: 30.00% UF: 42.00% P: 68.33% R: 29.29% F: 41.00%
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+ 2024-08-12 11:20:23 INFO test: loss: nan - UP: 84.95% UR: 38.89% UF: 53.35% P: 81.57% R: 37.34% F: 51.23%
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+ 2024-08-12 11:20:23 INFO 0:00:02.117573s elapsed
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+
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+ 2024-08-12 11:20:24 INFO lr: 4.9460e-05 - loss: 0.0004 - UP: 97.99% UR: 94.35% UF: 96.14% P: 97.99% R: 94.35% F: 96.14%
389
+ 2024-08-12 11:20:24 INFO dev: loss: nan - UP: 72.41% UR: 30.00% UF: 42.42% P: 70.69% R: 29.29% F: 41.41%
390
+ 2024-08-12 11:20:25 INFO test: loss: nan - UP: 80.80% UR: 41.42% UF: 54.77% P: 77.23% R: 39.59% F: 52.35%
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+ 2024-08-12 11:20:25 INFO 0:00:02.028950s elapsed
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+ 2024-08-12 11:20:26 INFO lr: 4.9450e-05 - loss: 0.0000 - UP: 97.84% UR: 95.16% UF: 96.48% P: 97.84% R: 95.16% F: 96.48%
395
+ 2024-08-12 11:20:26 INFO dev: loss: nan - UP: 71.87% UR: 32.86% UF: 45.10% P: 70.31% R: 32.14% F: 44.12%
396
+ 2024-08-12 11:20:27 INFO test: loss: nan - UP: 80.67% UR: 44.30% UF: 57.19% P: 77.34% R: 42.48% F: 54.83%
397
+ 2024-08-12 11:20:27 INFO 0:00:02.116301s elapsed
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+ 2024-08-12 11:20:28 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 97.68% UR: 94.92% UF: 96.28% P: 97.68% R: 94.92% F: 96.28%
401
+ 2024-08-12 11:20:29 INFO dev: loss: nan - UP: 66.67% UR: 37.14% UF: 47.71% P: 62.82% R: 35.00% F: 44.95%
402
+ 2024-08-12 11:20:29 INFO test: loss: nan - UP: 77.55% UR: 43.25% UF: 55.53% P: 74.65% R: 41.63% F: 53.45%
403
+ 2024-08-12 11:20:29 INFO 0:00:02.138037s elapsed
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+ 2024-08-12 11:20:30 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 94.51% UR: 93.06% UF: 93.78% P: 94.51% R: 93.06% F: 93.78%
407
+ 2024-08-12 11:20:31 INFO dev: loss: nan - UP: 62.92% UR: 40.00% UF: 48.91% P: 59.55% R: 37.86% F: 46.29%
408
+ 2024-08-12 11:20:31 INFO test: loss: nan - UP: 75.65% UR: 47.40% UF: 58.28% P: 72.73% R: 45.57% F: 56.03%
409
+ 2024-08-12 11:20:31 INFO 0:00:02.088609s elapsed
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+ 2024-08-12 11:20:31 INFO Epoch 58 / 5000:
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+ 2024-08-12 11:20:33 INFO lr: 4.9420e-05 - loss: 0.0019 - UP: 96.62% UR: 92.10% UF: 94.30% P: 96.62% R: 92.10% F: 94.30%
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+ 2024-08-12 11:20:33 INFO dev: loss: nan - UP: 57.28% UR: 42.14% UF: 48.56% P: 55.34% R: 40.71% F: 46.91%
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+ 2024-08-12 11:20:33 INFO test: loss: nan - UP: 72.22% UR: 51.55% UF: 60.16% P: 68.37% R: 48.80% F: 56.96%
415
+ 2024-08-12 11:20:33 INFO 0:00:02.070269s elapsed
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+ 2024-08-12 11:20:35 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 97.43% UR: 94.92% UF: 96.16% P: 97.43% R: 94.92% F: 96.16%
419
+ 2024-08-12 11:20:35 INFO dev: loss: nan - UP: 76.12% UR: 36.43% UF: 49.28% P: 73.13% R: 35.00% F: 47.34%
420
+ 2024-08-12 11:20:35 INFO test: loss: nan - UP: 81.74% UR: 42.83% UF: 56.21% P: 78.39% R: 41.07% F: 53.90%
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+ 2024-08-12 11:20:35 INFO 0:00:02.152271s elapsed
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+ 2024-08-12 11:20:37 INFO lr: 4.9400e-05 - loss: 0.0003 - UP: 98.67% UR: 96.05% UF: 97.34% P: 98.67% R: 96.05% F: 97.34%
425
+ 2024-08-12 11:20:37 INFO dev: loss: nan - UP: 69.23% UR: 32.14% UF: 43.90% P: 67.69% R: 31.43% F: 42.93%
426
+ 2024-08-12 11:20:37 INFO test: loss: nan - UP: 82.29% UR: 43.46% UF: 56.88% P: 79.09% R: 41.77% F: 54.67%
427
+ 2024-08-12 11:20:37 INFO 0:00:02.241149s elapsed
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+ 2024-08-12 11:20:39 INFO lr: 4.9390e-05 - loss: 0.0009 - UP: 99.34% UR: 97.10% UF: 98.21% P: 99.34% R: 97.10% F: 98.21%
431
+ 2024-08-12 11:20:39 INFO dev: loss: nan - UP: 67.11% UR: 36.43% UF: 47.22% P: 63.16% R: 34.29% F: 44.44%
432
+ 2024-08-12 11:20:39 INFO test: loss: nan - UP: 77.55% UR: 47.12% UF: 58.62% P: 74.19% R: 45.08% F: 56.08%
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+ 2024-08-12 11:20:39 INFO 0:00:02.103729s elapsed
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+ 2024-08-12 11:20:41 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 98.86% UR: 97.90% UF: 98.38% P: 98.78% R: 97.82% F: 98.30%
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+ 2024-08-12 11:20:41 INFO dev: loss: nan - UP: 67.16% UR: 32.14% UF: 43.48% P: 62.69% R: 30.00% F: 40.58%
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+ 2024-08-12 11:20:42 INFO test: loss: nan - UP: 81.84% UR: 43.11% UF: 56.47% P: 79.04% R: 41.63% F: 54.54%
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+ 2024-08-12 11:20:44 INFO dev: loss: nan - UP: 69.01% UR: 35.00% UF: 46.45% P: 64.79% R: 32.86% F: 43.60%
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+ 2024-08-12 11:20:44 INFO test: loss: nan - UP: 79.19% UR: 46.55% UF: 58.64% P: 75.36% R: 44.30% F: 55.80%
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+ 2024-08-12 11:20:46 INFO dev: loss: nan - UP: 65.33% UR: 35.00% UF: 45.58% P: 61.33% R: 32.86% F: 42.79%
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+ 2024-08-12 11:20:46 INFO test: loss: nan - UP: 77.84% UR: 47.19% UF: 58.76% P: 74.25% R: 45.01% F: 56.04%
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+ 2024-08-12 11:20:48 INFO dev: loss: nan - UP: 69.57% UR: 34.29% UF: 45.93% P: 65.22% R: 32.14% F: 43.06%
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+ 2024-08-12 11:20:48 INFO test: loss: nan - UP: 81.78% UR: 43.88% UF: 57.12% P: 77.98% R: 41.84% F: 54.46%
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+ 2024-08-12 11:20:50 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 99.51% UR: 98.15% UF: 98.82% P: 99.51% R: 98.15% F: 98.82%
461
+ 2024-08-12 11:20:50 INFO dev: loss: nan - UP: 67.07% UR: 39.29% UF: 49.55% P: 63.41% R: 37.14% F: 46.85%
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+ 2024-08-12 11:20:50 INFO test: loss: nan - UP: 79.17% UR: 46.77% UF: 58.80% P: 75.36% R: 44.51% F: 55.97%
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+ 2024-08-12 11:20:50 INFO 0:00:02.122647s elapsed
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+ 2024-08-12 11:20:52 INFO lr: 4.9330e-05 - loss: 0.0033 - UP: 98.14% UR: 97.82% UF: 97.98% P: 98.14% R: 97.82% F: 97.98%
467
+ 2024-08-12 11:20:52 INFO dev: loss: nan - UP: 76.36% UR: 30.00% UF: 43.08% P: 74.55% R: 29.29% F: 42.05%
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+ 2024-08-12 11:20:52 INFO test: loss: nan - UP: 88.54% UR: 39.10% UF: 54.24% P: 85.03% R: 37.55% F: 52.10%
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+ 2024-08-12 11:20:52 INFO 0:00:02.222496s elapsed
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+ 2024-08-12 11:20:54 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 97.28% UR: 95.32% UF: 96.29% P: 97.28% R: 95.32% F: 96.29%
473
+ 2024-08-12 11:20:54 INFO dev: loss: nan - UP: 71.62% UR: 37.86% UF: 49.53% P: 67.57% R: 35.71% F: 46.73%
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+ 2024-08-12 11:20:55 INFO test: loss: nan - UP: 78.15% UR: 46.27% UF: 58.13% P: 74.35% R: 44.02% F: 55.30%
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+ 2024-08-12 11:20:55 INFO 0:00:02.207957s elapsed
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+
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+ 2024-08-12 11:20:58 INFO Epoch 38 saved
478
+ 2024-08-12 11:20:58 INFO dev: UP: 62.50% UR: 39.29% UF: 48.25% P: 61.36% R: 38.57% F: 47.37%
479
+ 2024-08-12 11:20:58 INFO test: UP: 73.13% UR: 48.24% UF: 58.14% P: 69.83% R: 46.06% F: 55.51%
480
+ 2024-08-12 11:20:58 INFO 0:02:24.400222s elapsed, 0:00:02.123533s/epoch
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1
+ 2024-08-12 11:21:00 INFO
2
+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
6
+ 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
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byLength_desc/10/model_vi_multibooked_eu_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byLength_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byLength_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 11:21:00 INFO Building the fields
39
+ 2024-08-12 11:21:01 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 11:21:01 INFO Building the model
44
+ 2024-08-12 11:21:04 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 11:21:04 INFO Loading the data
64
+ 2024-08-12 11:21:04 INFO
65
+ train: Dataset(n_sentences=105, n_batches=31, n_buckets=31)
66
+ dev: Dataset(n_sentences=14, n_batches=12, n_buckets=12)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 11:21:04 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:21:07 INFO lr: 4.9990e-05 - loss: 0.1267 - UP: 1.70% UR: 4.19% UF: 2.42% P: 0.82% R: 2.02% F: 1.16%
71
+ 2024-08-12 11:21:07 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 11:21:07 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 11:21:07 INFO 0:00:03.061261s elapsed
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+
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+ 2024-08-12 11:21:07 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:21:09 INFO lr: 4.9980e-05 - loss: 0.2302 - UP: 26.89% UR: 5.73% UF: 9.44% P: 20.83% R: 4.44% F: 7.31%
77
+ 2024-08-12 11:21:09 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 11:21:10 INFO test: loss: nan - UP: 100.00% UR: 0.07% UF: 0.14% P: 100.00% R: 0.07% F: 0.14%
79
+ 2024-08-12 11:21:10 INFO 0:00:02.701095s elapsed
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+
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+ 2024-08-12 11:21:10 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:21:12 INFO lr: 4.9970e-05 - loss: 0.0764 - UP: 52.50% UR: 8.47% UF: 14.58% P: 42.50% R: 6.85% F: 11.81%
83
+ 2024-08-12 11:21:12 INFO dev: loss: nan - UP: 65.22% UR: 10.71% UF: 18.40% P: 65.22% R: 10.71% F: 18.40%
84
+ 2024-08-12 11:21:12 INFO test: loss: nan - UP: 79.17% UR: 9.35% UF: 16.73% P: 75.00% R: 8.86% F: 15.85%
85
+ 2024-08-12 11:21:17 INFO 0:00:02.620577s elapsed (saved)
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+ 2024-08-12 11:21:19 INFO lr: 4.9960e-05 - loss: 0.0498 - UP: 40.28% UR: 11.53% UF: 17.93% P: 39.44% R: 11.29% F: 17.55%
89
+ 2024-08-12 11:21:19 INFO dev: loss: nan - UP: 45.95% UR: 12.14% UF: 19.21% P: 45.95% R: 12.14% F: 19.21%
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+ 2024-08-12 11:21:20 INFO test: loss: nan - UP: 76.67% UR: 14.56% UF: 24.47% P: 73.33% R: 13.92% F: 23.40%
91
+ 2024-08-12 11:21:27 INFO 0:00:02.676041s elapsed (saved)
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+
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+ 2024-08-12 11:21:27 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:21:29 INFO lr: 4.9950e-05 - loss: 0.0527 - UP: 55.49% UR: 14.27% UF: 22.71% P: 53.61% R: 13.79% F: 21.94%
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+ 2024-08-12 11:21:29 INFO dev: loss: nan - UP: 61.54% UR: 5.71% UF: 10.46% P: 61.54% R: 5.71% F: 10.46%
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+ 2024-08-12 11:21:30 INFO test: loss: nan - UP: 95.00% UR: 6.68% UF: 12.48% P: 93.00% R: 6.54% F: 12.22%
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+ 2024-08-12 11:21:30 INFO 0:00:02.609174s elapsed
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+
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+ 2024-08-12 11:21:30 INFO Epoch 6 / 5000:
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+ 2024-08-12 11:21:32 INFO lr: 4.9940e-05 - loss: 0.0595 - UP: 55.20% UR: 15.40% UF: 24.09% P: 54.62% R: 15.24% F: 23.83%
101
+ 2024-08-12 11:21:32 INFO dev: loss: nan - UP: 63.64% UR: 10.00% UF: 17.28% P: 59.09% R: 9.29% F: 16.05%
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+ 2024-08-12 11:21:32 INFO test: loss: nan - UP: 85.64% UR: 11.32% UF: 20.00% P: 82.98% R: 10.97% F: 19.38%
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+ 2024-08-12 11:21:32 INFO 0:00:02.670512s elapsed
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+
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+ 2024-08-12 11:21:34 INFO lr: 4.9930e-05 - loss: 0.0146 - UP: 66.85% UR: 19.35% UF: 30.02% P: 66.85% R: 19.35% F: 30.02%
107
+ 2024-08-12 11:21:35 INFO dev: loss: nan - UP: 64.29% UR: 12.86% UF: 21.43% P: 60.71% R: 12.14% F: 20.24%
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+ 2024-08-12 11:21:35 INFO test: loss: nan - UP: 82.59% UR: 13.01% UF: 22.48% P: 78.12% R: 12.31% F: 21.26%
109
+ 2024-08-12 11:21:42 INFO 0:00:02.658313s elapsed (saved)
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+
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+ 2024-08-12 11:21:44 INFO lr: 4.9920e-05 - loss: 0.0367 - UP: 65.36% UR: 18.87% UF: 29.29% P: 62.29% R: 17.98% F: 27.91%
113
+ 2024-08-12 11:21:44 INFO dev: loss: nan - UP: 51.85% UR: 10.00% UF: 16.77% P: 48.15% R: 9.29% F: 15.57%
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+ 2024-08-12 11:23:05 INFO lr: 4.9770e-05 - loss: 0.0219 - UP: 84.09% UR: 66.94% UF: 74.54% P: 83.89% R: 66.77% F: 74.36%
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+ 2024-08-12 11:23:06 INFO test: loss: nan - UP: 71.92% UR: 38.54% UF: 50.18% P: 69.16% R: 37.06% F: 48.26%
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+ 2024-08-12 11:23:13 INFO 0:00:02.594928s elapsed (saved)
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+ 2024-08-12 11:23:15 INFO lr: 4.9760e-05 - loss: 0.0242 - UP: 89.34% UR: 63.55% UF: 74.27% P: 89.23% R: 63.47% F: 74.18%
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+ 2024-08-12 11:23:15 INFO dev: loss: nan - UP: 57.41% UR: 22.14% UF: 31.96% P: 55.56% R: 21.43% F: 30.93%
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+ 2024-08-12 11:23:15 INFO test: loss: nan - UP: 78.91% UR: 31.58% UF: 45.10% P: 75.40% R: 30.17% F: 43.09%
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+ 2024-08-12 11:23:17 INFO lr: 4.9750e-05 - loss: 0.0088 - UP: 87.69% UR: 70.65% UF: 78.25% P: 87.59% R: 70.56% F: 78.16%
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+ 2024-08-12 11:23:17 INFO dev: loss: nan - UP: 53.73% UR: 25.71% UF: 34.78% P: 52.24% R: 25.00% F: 33.82%
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+ 2024-08-12 11:23:18 INFO test: loss: nan - UP: 75.59% UR: 38.33% UF: 50.86% P: 72.12% R: 36.57% F: 48.53%
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+ 2024-08-12 11:23:20 INFO lr: 4.9740e-05 - loss: 0.0154 - UP: 87.91% UR: 70.97% UF: 78.54% P: 87.91% R: 70.97% F: 78.54%
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+ 2024-08-12 11:23:20 INFO dev: loss: nan - UP: 50.00% UR: 29.29% UF: 36.94% P: 47.56% R: 27.86% F: 35.14%
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+ 2024-08-12 11:23:20 INFO test: loss: nan - UP: 72.08% UR: 40.30% UF: 51.69% P: 68.30% R: 38.19% F: 48.99%
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+ 2024-08-12 11:23:27 INFO 0:00:02.656441s elapsed (saved)
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+ 2024-08-12 11:23:29 INFO lr: 4.9730e-05 - loss: 0.0103 - UP: 88.03% UR: 71.77% UF: 79.08% P: 88.03% R: 71.77% F: 79.08%
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+ 2024-08-12 11:23:30 INFO dev: loss: nan - UP: 53.16% UR: 30.00% UF: 38.36% P: 50.63% R: 28.57% F: 36.53%
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+ 2024-08-12 11:23:30 INFO test: loss: nan - UP: 71.36% UR: 44.16% UF: 54.56% P: 67.39% R: 41.70% F: 51.52%
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+ 2024-08-12 11:23:37 INFO 0:00:02.595867s elapsed (saved)
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+ 2024-08-12 11:23:39 INFO lr: 4.9720e-05 - loss: 0.0130 - UP: 88.12% UR: 77.18% UF: 82.29% P: 88.03% R: 77.10% F: 82.20%
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+ 2024-08-12 11:23:39 INFO dev: loss: nan - UP: 56.41% UR: 31.43% UF: 40.37% P: 55.13% R: 30.71% F: 39.45%
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+ 2024-08-12 11:23:40 INFO test: loss: nan - UP: 72.94% UR: 41.70% UF: 53.06% P: 69.74% R: 39.87% F: 50.74%
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+ 2024-08-12 11:23:47 INFO 0:00:02.551376s elapsed (saved)
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+ 2024-08-12 11:23:49 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 91.97% UR: 76.61% UF: 83.59% P: 91.97% R: 76.61% F: 83.59%
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+ 2024-08-12 11:23:49 INFO dev: loss: nan - UP: 51.40% UR: 39.29% UF: 44.53% P: 50.47% R: 38.57% F: 43.72%
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+ 2024-08-12 11:23:49 INFO test: loss: nan - UP: 66.80% UR: 48.24% UF: 56.02% P: 63.29% R: 45.71% F: 53.08%
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+ 2024-08-12 11:23:56 INFO 0:00:02.578684s elapsed (saved)
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+ 2024-08-12 11:23:58 INFO lr: 4.9700e-05 - loss: 0.0075 - UP: 90.63% UR: 82.66% UF: 86.46% P: 90.63% R: 82.66% F: 86.46%
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+ 2024-08-12 11:23:59 INFO dev: loss: nan - UP: 55.56% UR: 28.57% UF: 37.74% P: 54.17% R: 27.86% F: 36.79%
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+ 2024-08-12 11:23:59 INFO test: loss: nan - UP: 76.22% UR: 38.54% UF: 51.19% P: 72.60% R: 36.71% F: 48.76%
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+ 2024-08-12 11:24:01 INFO lr: 4.9690e-05 - loss: 0.0040 - UP: 93.62% UR: 81.61% UF: 87.20% P: 93.62% R: 81.61% F: 87.20%
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+ 2024-08-12 11:24:01 INFO dev: loss: nan - UP: 46.39% UR: 32.14% UF: 37.97% P: 45.36% R: 31.43% F: 37.13%
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+ 2024-08-12 11:24:01 INFO test: loss: nan - UP: 70.12% UR: 46.20% UF: 55.70% P: 65.53% R: 43.18% F: 52.06%
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+ 2024-08-12 11:24:04 INFO lr: 4.9680e-05 - loss: 0.0099 - UP: 91.54% UR: 82.02% UF: 86.52% P: 91.54% R: 82.02% F: 86.52%
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+ 2024-08-12 11:24:04 INFO test: loss: nan - UP: 76.04% UR: 37.27% UF: 50.02% P: 72.60% R: 35.58% F: 47.76%
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+ 2024-08-12 11:24:06 INFO lr: 4.9670e-05 - loss: 0.0082 - UP: 89.97% UR: 85.32% UF: 87.58% P: 89.97% R: 85.32% F: 87.58%
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+ 2024-08-12 11:24:07 INFO test: loss: nan - UP: 64.46% UR: 47.19% UF: 54.49% P: 60.42% R: 44.23% F: 51.08%
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+ 2024-08-12 11:24:09 INFO lr: 4.9660e-05 - loss: 0.0097 - UP: 92.21% UR: 82.10% UF: 86.86% P: 92.12% R: 82.02% F: 86.77%
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+ 2024-08-12 11:24:09 INFO test: loss: nan - UP: 79.33% UR: 36.43% UF: 49.93% P: 75.65% R: 34.74% F: 47.61%
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+ 2024-08-12 11:24:11 INFO lr: 4.9650e-05 - loss: 0.0080 - UP: 91.96% UR: 82.10% UF: 86.75% P: 91.96% R: 82.10% F: 86.75%
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+ 2024-08-12 11:24:14 INFO lr: 4.9640e-05 - loss: 0.0030 - UP: 93.14% UR: 87.66% UF: 90.32% P: 93.06% R: 87.58% F: 90.24%
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+ 2024-08-12 11:24:24 INFO lr: 4.9600e-05 - loss: 0.0051 - UP: 94.00% UR: 85.97% UF: 89.81% P: 94.00% R: 85.97% F: 89.81%
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+ 2024-08-12 11:25:14 INFO test: loss: nan - UP: 62.01% UR: 55.20% UF: 58.41% P: 56.16% R: 50.00% F: 52.90%
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+ 2024-08-12 11:25:14 INFO 0:00:02.657024s elapsed
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+ 2024-08-12 11:25:16 INFO dev: loss: nan - UP: 55.56% UR: 35.71% UF: 43.48% P: 54.44% R: 35.00% F: 42.61%
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+ 2024-08-12 11:25:17 INFO test: loss: nan - UP: 72.30% UR: 44.23% UF: 54.89% P: 66.67% R: 40.79% F: 50.61%
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+ 2024-08-12 11:25:17 INFO 0:00:02.638814s elapsed
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+ 2024-08-12 11:25:19 INFO dev: loss: nan - UP: 45.83% UR: 39.29% UF: 42.31% P: 43.33% R: 37.14% F: 40.00%
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+ 2024-08-12 11:25:19 INFO test: loss: nan - UP: 66.75% UR: 53.38% UF: 59.32% P: 60.69% R: 48.52% F: 53.93%
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+ 2024-08-12 11:25:19 INFO 0:00:02.564570s elapsed
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+ 2024-08-12 11:25:21 INFO dev: loss: nan - UP: 50.00% UR: 36.43% UF: 42.15% P: 48.04% R: 35.00% F: 40.50%
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+ 2024-08-12 11:25:22 INFO test: loss: nan - UP: 72.48% UR: 47.96% UF: 57.72% P: 66.95% R: 44.30% F: 53.32%
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+ 2024-08-12 11:25:22 INFO 0:00:02.667511s elapsed
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+ 2024-08-12 11:25:24 INFO dev: loss: nan - UP: 47.01% UR: 45.00% UF: 45.99% P: 45.52% R: 43.57% F: 44.53%
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+ 2024-08-12 11:25:24 INFO test: loss: nan - UP: 65.54% UR: 52.04% UF: 58.02% P: 59.96% R: 47.61% F: 53.08%
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+ 2024-08-12 11:25:27 INFO lr: 4.9390e-05 - loss: 0.0176 - UP: 97.94% UR: 95.89% UF: 96.90% P: 97.69% R: 95.65% F: 96.66%
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+ 2024-08-12 11:25:27 INFO dev: loss: nan - UP: 49.48% UR: 34.29% UF: 40.51% P: 47.42% R: 32.86% F: 38.82%
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+ 2024-08-12 11:25:27 INFO test: loss: nan - UP: 71.70% UR: 43.11% UF: 53.84% P: 65.61% R: 39.45% F: 49.28%
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+ 2024-08-12 11:25:27 INFO 0:00:02.630121s elapsed
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+ 2024-08-12 11:25:29 INFO dev: loss: nan - UP: 53.85% UR: 35.00% UF: 42.42% P: 50.55% R: 32.86% F: 39.83%
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+ 2024-08-12 11:25:30 INFO test: loss: nan - UP: 72.91% UR: 43.53% UF: 54.51% P: 67.02% R: 40.01% F: 50.11%
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+ 2024-08-12 11:25:30 INFO 0:00:02.550166s elapsed
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+ 2024-08-12 11:25:32 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 92.47% UR: 87.18% UF: 89.75% P: 91.36% R: 86.13% F: 88.67%
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+ 2024-08-12 11:25:32 INFO test: loss: nan - UP: 70.01% UR: 44.16% UF: 54.16% P: 62.65% R: 39.52% F: 48.47%
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+ 2024-08-12 11:25:35 INFO dev: loss: nan - UP: 53.68% UR: 36.43% UF: 43.40% P: 49.47% R: 33.57% F: 40.00%
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+ 2024-08-12 11:25:35 INFO test: loss: nan - UP: 75.83% UR: 44.80% UF: 56.32% P: 70.24% R: 41.49% F: 52.17%
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+ 2024-08-12 11:25:37 INFO dev: loss: nan - UP: 51.85% UR: 40.00% UF: 45.16% P: 50.00% R: 38.57% F: 43.55%
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+ 2024-08-12 11:25:38 INFO test: loss: nan - UP: 73.04% UR: 47.82% UF: 57.80% P: 68.85% R: 45.08% F: 54.48%
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+ 2024-08-12 11:25:40 INFO lr: 4.9340e-05 - loss: 0.0114 - UP: 95.62% UR: 89.76% UF: 92.60% P: 95.36% R: 89.52% F: 92.35%
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+ 2024-08-12 11:25:40 INFO dev: loss: nan - UP: 42.98% UR: 35.00% UF: 38.58% P: 40.35% R: 32.86% F: 36.22%
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+ 2024-08-12 11:25:40 INFO test: loss: nan - UP: 70.71% UR: 45.50% UF: 55.37% P: 65.36% R: 42.05% F: 51.18%
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+ 2024-08-12 11:25:43 INFO dev: loss: nan - UP: 47.32% UR: 37.86% UF: 42.06% P: 46.43% R: 37.14% F: 41.27%
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+ 2024-08-12 11:25:43 INFO test: loss: nan - UP: 71.24% UR: 48.95% UF: 58.02% P: 66.02% R: 45.36% F: 53.77%
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+ 2024-08-12 11:25:48 INFO test: loss: nan - UP: 67.46% UR: 49.72% UF: 57.25% P: 62.31% R: 45.92% F: 52.87%
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+ 2024-08-12 11:25:51 INFO dev: loss: nan - UP: 50.00% UR: 27.86% UF: 35.78% P: 48.72% R: 27.14% F: 34.86%
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+ 2024-08-12 11:25:51 INFO test: loss: nan - UP: 79.21% UR: 39.38% UF: 52.61% P: 75.11% R: 37.34% F: 49.88%
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+ 2024-08-12 11:25:56 INFO lr: 4.9280e-05 - loss: 0.0020 - UP: 97.39% UR: 96.37% UF: 96.88% P: 97.07% R: 96.05% F: 96.55%
497
+ 2024-08-12 11:25:56 INFO dev: loss: nan - UP: 43.70% UR: 37.14% UF: 40.15% P: 41.18% R: 35.00% F: 37.84%
498
+ 2024-08-12 11:25:56 INFO test: loss: nan - UP: 69.46% UR: 51.83% UF: 59.36% P: 64.00% R: 47.75% F: 54.69%
499
+ 2024-08-12 11:25:56 INFO 0:00:02.680565s elapsed
500
+
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+ 2024-08-12 11:25:56 INFO Epoch 73 / 5000:
502
+ 2024-08-12 11:25:58 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 98.67% UR: 95.40% UF: 97.01% P: 98.50% R: 95.24% F: 96.84%
503
+ 2024-08-12 11:25:59 INFO dev: loss: nan - UP: 43.55% UR: 38.57% UF: 40.91% P: 41.13% R: 36.43% F: 38.64%
504
+ 2024-08-12 11:25:59 INFO test: loss: nan - UP: 70.22% UR: 53.23% UF: 60.56% P: 64.38% R: 48.80% F: 55.52%
505
+ 2024-08-12 11:25:59 INFO 0:00:02.608567s elapsed
506
+
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+ 2024-08-12 11:25:59 INFO Epoch 74 / 5000:
508
+ 2024-08-12 11:26:01 INFO lr: 4.9260e-05 - loss: 0.0034 - UP: 98.54% UR: 97.66% UF: 98.10% P: 98.54% R: 97.66% F: 98.10%
509
+ 2024-08-12 11:26:01 INFO dev: loss: nan - UP: 41.73% UR: 37.86% UF: 39.70% P: 40.16% R: 36.43% F: 38.20%
510
+ 2024-08-12 11:26:01 INFO test: loss: nan - UP: 68.20% UR: 52.04% UF: 59.03% P: 62.76% R: 47.89% F: 54.33%
511
+ 2024-08-12 11:26:01 INFO 0:00:02.579570s elapsed
512
+
513
+ 2024-08-12 11:26:09 INFO Epoch 44 saved
514
+ 2024-08-12 11:26:09 INFO dev: UP: 54.69% UR: 50.00% UF: 52.24% P: 53.12% R: 48.57% F: 50.75%
515
+ 2024-08-12 11:26:09 INFO test: UP: 60.45% UR: 48.80% UF: 54.01% P: 54.79% R: 44.23% F: 48.95%
516
+ 2024-08-12 11:26:09 INFO 0:03:13.691725s elapsed, 0:00:02.617456s/epoch