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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byMTLD_desc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byMTLD_desc/10/model_vi_multibooked_eu_berteus_6.train.log +492 -0
  4. models/multibooked_eu/sdp_byMTLD_desc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byMTLD_desc/10/model_vi_multibooked_eu_xlm_6.train.log +510 -0
.gitattributes CHANGED
@@ -4723,3 +4723,5 @@ models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_berteus_6 filter
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  models/multibooked_eu/sdp_byMTLD_desc/5/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_desc/5/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
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  models/multibooked_eu/sdp_byMTLD_asc/10/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_desc/5/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_eu/sdp_byMTLD_desc/5/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/sdp_byMTLD_desc/10/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ 2024-08-12 11:41:07 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byMTLD_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_byMTLD_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byMTLD_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 11:41:07 INFO Building the fields
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+ 2024-08-12 11:41:07 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 11:41:07 INFO Building the model
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+ 2024-08-12 11:41:09 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 11:41:09 INFO Loading the data
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+ 2024-08-12 11:41:09 INFO
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+ train: Dataset(n_sentences=105, n_batches=29, n_buckets=29)
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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 11:41:09 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:41:11 INFO lr: 4.9990e-05 - loss: 0.1698 - UP: 2.21% UR: 7.74% UF: 3.44% P: 1.16% R: 4.07% F: 1.81%
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+ 2024-08-12 11:41:11 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 11:41:12 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 11:41:12 INFO 0:00:02.548691s elapsed
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+
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+ 2024-08-12 11:41:12 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:41:13 INFO lr: 4.9980e-05 - loss: 0.0627 - UP: 24.34% UR: 9.77% UF: 13.95% P: 21.91% R: 8.79% F: 12.55%
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+ 2024-08-12 11:41:13 INFO dev: loss: nan - UP: 68.18% UR: 11.19% UF: 19.23% P: 68.18% R: 11.19% F: 19.23%
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+ 2024-08-12 11:41:14 INFO test: loss: nan - UP: 82.87% UR: 10.55% UF: 18.71% P: 76.80% R: 9.77% F: 17.34%
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+ 2024-08-12 11:41:16 INFO 0:00:02.106941s elapsed (saved)
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+
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+ 2024-08-12 11:41:16 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:41:17 INFO lr: 4.9970e-05 - loss: 0.0865 - UP: 41.10% UR: 12.21% UF: 18.83% P: 38.90% R: 11.56% F: 17.83%
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+ 2024-08-12 11:41:17 INFO dev: loss: nan - UP: 70.97% UR: 16.42% UF: 26.67% P: 67.74% R: 15.67% F: 25.45%
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+ 2024-08-12 11:41:18 INFO test: loss: nan - UP: 74.14% UR: 16.74% UF: 27.31% P: 71.34% R: 16.10% F: 26.28%
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+ 2024-08-12 11:41:20 INFO 0:00:01.983298s elapsed (saved)
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+ 2024-08-12 11:41:22 INFO lr: 4.9960e-05 - loss: 0.1001 - UP: 55.34% UR: 13.93% UF: 22.25% P: 54.05% R: 13.60% F: 21.73%
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+ 2024-08-12 11:41:22 INFO dev: loss: nan - UP: 72.00% UR: 13.43% UF: 22.64% P: 72.00% R: 13.43% F: 22.64%
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+ 2024-08-12 11:41:22 INFO test: loss: nan - UP: 70.71% UR: 16.81% UF: 27.16% P: 67.46% R: 16.03% F: 25.91%
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+ 2024-08-12 11:41:22 INFO 0:00:02.084433s elapsed
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+ 2024-08-12 11:41:22 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:41:24 INFO lr: 4.9950e-05 - loss: 0.0183 - UP: 45.38% UR: 18.81% UF: 26.60% P: 44.99% R: 18.65% F: 26.37%
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+ 2024-08-12 11:41:24 INFO dev: loss: nan - UP: 86.96% UR: 14.93% UF: 25.48% P: 86.96% R: 14.93% F: 25.48%
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+ 2024-08-12 11:41:24 INFO test: loss: nan - UP: 83.40% UR: 15.54% UF: 26.20% P: 81.13% R: 15.12% F: 25.49%
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+ 2024-08-12 11:41:27 INFO 0:00:02.059034s elapsed (saved)
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+ 2024-08-12 11:41:29 INFO lr: 4.9940e-05 - loss: 0.0396 - UP: 17.70% UR: 21.58% UF: 19.45% P: 17.70% R: 21.58% F: 19.45%
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+ 2024-08-12 11:41:29 INFO dev: loss: nan - UP: 61.82% UR: 25.37% UF: 35.98% P: 61.82% R: 25.37% F: 35.98%
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+ 2024-08-12 11:41:29 INFO test: loss: nan - UP: 67.79% UR: 23.98% UF: 35.43% P: 65.41% R: 23.14% F: 34.18%
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+ 2024-08-12 11:41:32 INFO 0:00:02.018630s elapsed (saved)
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+ 2024-08-12 11:41:32 INFO Epoch 7 / 5000:
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+ 2024-08-12 11:41:34 INFO lr: 4.9930e-05 - loss: 0.0474 - UP: 54.37% UR: 25.81% UF: 35.01% P: 54.37% R: 25.81% F: 35.01%
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+ 2024-08-12 11:41:34 INFO dev: loss: nan - UP: 72.55% UR: 27.61% UF: 40.00% P: 70.59% R: 26.87% F: 38.92%
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+ 2024-08-12 11:41:34 INFO test: loss: nan - UP: 76.42% UR: 20.75% UF: 32.63% P: 74.09% R: 20.11% F: 31.64%
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+ 2024-08-12 11:41:37 INFO 0:00:02.050658s elapsed (saved)
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+ 2024-08-12 11:41:39 INFO lr: 4.9920e-05 - loss: 0.0649 - UP: 53.38% UR: 30.21% UF: 38.59% P: 53.24% R: 30.13% F: 38.48%
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+ 2024-08-12 11:41:39 INFO dev: loss: nan - UP: 53.85% UR: 41.79% UF: 47.06% P: 52.88% R: 41.04% F: 46.22%
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+ 2024-08-12 11:41:39 INFO test: loss: nan - UP: 60.94% UR: 38.19% UF: 46.95% P: 59.15% R: 37.06% F: 45.57%
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+ 2024-08-12 11:41:42 INFO 0:00:02.043021s elapsed (saved)
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+ 2024-08-12 11:41:42 INFO Epoch 9 / 5000:
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+ 2024-08-12 11:41:44 INFO lr: 4.9910e-05 - loss: 0.0046 - UP: 68.27% UR: 35.75% UF: 46.93% P: 68.12% R: 35.67% F: 46.82%
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+ 2024-08-12 11:41:44 INFO dev: loss: nan - UP: 66.07% UR: 27.61% UF: 38.95% P: 64.29% R: 26.87% F: 37.89%
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+ 2024-08-12 11:41:44 INFO test: loss: nan - UP: 77.63% UR: 20.75% UF: 32.74% P: 75.26% R: 20.11% F: 31.74%
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+ 2024-08-12 11:41:44 INFO 0:00:02.101009s elapsed
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+
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+ 2024-08-12 11:41:44 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:41:46 INFO lr: 4.9900e-05 - loss: 0.0165 - UP: 78.13% UR: 41.61% UF: 54.30% P: 78.13% R: 41.61% F: 54.30%
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+ 2024-08-12 11:41:46 INFO dev: loss: nan - UP: 66.67% UR: 32.84% UF: 44.00% P: 65.15% R: 32.09% F: 43.00%
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+ 2024-08-12 11:41:46 INFO test: loss: nan - UP: 76.30% UR: 28.97% UF: 42.00% P: 74.07% R: 28.13% F: 40.77%
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+ 2024-08-12 11:41:46 INFO 0:00:02.064097s elapsed
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+ 2024-08-12 11:41:46 INFO Epoch 11 / 5000:
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+ 2024-08-12 11:41:48 INFO lr: 4.9890e-05 - loss: 0.0212 - UP: 74.10% UR: 43.81% UF: 55.07% P: 74.10% R: 43.81% F: 55.07%
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+ 2024-08-12 11:41:48 INFO dev: loss: nan - UP: 73.47% UR: 26.87% UF: 39.34% P: 73.47% R: 26.87% F: 39.34%
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+ 2024-08-12 11:41:48 INFO test: loss: nan - UP: 82.12% UR: 22.29% UF: 35.07% P: 79.79% R: 21.66% F: 34.07%
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+ 2024-08-12 11:41:48 INFO 0:00:01.927366s elapsed
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+ 2024-08-12 11:41:50 INFO lr: 4.9880e-05 - loss: 0.0420 - UP: 71.75% UR: 46.34% UF: 56.31% P: 71.63% R: 46.25% F: 56.21%
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+ 2024-08-12 11:41:50 INFO dev: loss: nan - UP: 75.81% UR: 35.07% UF: 47.96% P: 74.19% R: 34.33% F: 46.94%
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+ 2024-08-12 11:41:50 INFO test: loss: nan - UP: 71.36% UR: 32.77% UF: 44.92% P: 68.76% R: 31.58% F: 43.28%
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+ 2024-08-12 11:41:53 INFO 0:00:01.995951s elapsed (saved)
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+ 2024-08-12 11:41:55 INFO lr: 4.9870e-05 - loss: 0.0123 - UP: 68.96% UR: 49.02% UF: 57.31% P: 68.96% R: 49.02% F: 57.31%
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+ 2024-08-12 11:41:55 INFO dev: loss: nan - UP: 68.00% UR: 38.06% UF: 48.80% P: 66.67% R: 37.31% F: 47.85%
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+ 2024-08-12 11:41:55 INFO test: loss: nan - UP: 77.29% UR: 34.95% UF: 48.14% P: 73.87% R: 33.40% F: 46.00%
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+ 2024-08-12 11:41:58 INFO 0:00:01.986306s elapsed (saved)
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+ 2024-08-12 11:42:00 INFO lr: 4.9860e-05 - loss: 0.0439 - UP: 78.55% UR: 52.77% UF: 63.13% P: 78.55% R: 52.77% F: 63.13%
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+ 2024-08-12 11:42:00 INFO dev: loss: nan - UP: 74.32% UR: 41.04% UF: 52.88% P: 72.97% R: 40.30% F: 51.92%
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+ 2024-08-12 11:42:00 INFO test: loss: nan - UP: 77.01% UR: 39.10% UF: 51.87% P: 73.68% R: 37.41% F: 49.63%
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+ 2024-08-12 11:42:03 INFO 0:00:02.134308s elapsed (saved)
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+ 2024-08-12 11:42:05 INFO lr: 4.9850e-05 - loss: 0.0206 - UP: 81.76% UR: 51.47% UF: 63.17% P: 81.63% R: 51.38% F: 63.07%
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+ 2024-08-12 11:42:05 INFO dev: loss: nan - UP: 81.25% UR: 29.10% UF: 42.86% P: 79.17% R: 28.36% F: 41.76%
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+ 2024-08-12 11:42:05 INFO test: loss: nan - UP: 81.26% UR: 27.14% UF: 40.70% P: 77.89% R: 26.02% F: 39.01%
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+ 2024-08-12 11:42:05 INFO 0:00:02.121343s elapsed
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+ 2024-08-12 11:42:07 INFO lr: 4.9840e-05 - loss: 0.0527 - UP: 82.68% UR: 58.71% UF: 68.67% P: 82.68% R: 58.71% F: 68.67%
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+ 2024-08-12 11:42:07 INFO dev: loss: nan - UP: 75.71% UR: 39.55% UF: 51.96% P: 74.29% R: 38.81% F: 50.98%
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+ 2024-08-12 11:42:07 INFO test: loss: nan - UP: 77.33% UR: 36.71% UF: 49.79% P: 74.67% R: 35.44% F: 48.07%
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+ 2024-08-12 11:42:09 INFO lr: 4.9830e-05 - loss: 0.0296 - UP: 79.31% UR: 65.88% UF: 71.98% P: 79.02% R: 65.64% F: 71.71%
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+ 2024-08-12 11:42:09 INFO dev: loss: nan - UP: 68.42% UR: 38.81% UF: 49.52% P: 64.47% R: 36.57% F: 46.67%
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+ 2024-08-12 11:42:09 INFO test: loss: nan - UP: 81.30% UR: 30.87% UF: 44.75% P: 79.26% R: 30.10% F: 43.63%
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+ 2024-08-12 11:42:09 INFO 0:00:02.015574s elapsed
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+ 2024-08-12 11:42:11 INFO lr: 4.9820e-05 - loss: 0.0279 - UP: 83.44% UR: 54.15% UF: 65.68% P: 83.31% R: 54.07% F: 65.58%
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+ 2024-08-12 11:42:11 INFO dev: loss: nan - UP: 79.31% UR: 34.33% UF: 47.92% P: 77.59% R: 33.58% F: 46.87%
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+ 2024-08-12 11:42:11 INFO test: loss: nan - UP: 79.66% UR: 29.47% UF: 43.02% P: 77.00% R: 28.48% F: 41.58%
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+ 2024-08-12 11:42:11 INFO 0:00:02.034732s elapsed
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+ 2024-08-12 11:42:11 INFO Epoch 19 / 5000:
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+ 2024-08-12 11:42:13 INFO lr: 4.9810e-05 - loss: 0.0187 - UP: 85.82% UR: 67.02% UF: 75.26% P: 85.71% R: 66.94% F: 75.17%
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+ 2024-08-12 11:42:13 INFO dev: loss: nan - UP: 78.12% UR: 37.31% UF: 50.51% P: 76.56% R: 36.57% F: 49.49%
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+ 2024-08-12 11:42:13 INFO test: loss: nan - UP: 81.95% UR: 31.93% UF: 45.95% P: 79.24% R: 30.87% F: 44.43%
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+ 2024-08-12 11:42:13 INFO 0:00:02.022409s elapsed
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+ 2024-08-12 11:42:13 INFO Epoch 20 / 5000:
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+ 2024-08-12 11:42:15 INFO lr: 4.9800e-05 - loss: 0.2330 - UP: 86.89% UR: 71.25% UF: 78.30% P: 86.89% R: 71.25% F: 78.30%
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+ 2024-08-12 11:42:15 INFO dev: loss: nan - UP: 79.63% UR: 32.09% UF: 45.74% P: 75.93% R: 30.60% F: 43.62%
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+ 2024-08-12 11:42:15 INFO test: loss: nan - UP: 85.34% UR: 27.43% UF: 41.51% P: 82.93% R: 26.65% F: 40.34%
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+ 2024-08-12 11:42:15 INFO 0:00:01.961865s elapsed
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+ 2024-08-12 11:42:15 INFO Epoch 21 / 5000:
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+ 2024-08-12 11:42:17 INFO lr: 4.9790e-05 - loss: 0.0212 - UP: 75.75% UR: 66.12% UF: 70.61% P: 75.75% R: 66.12% F: 70.61%
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+ 2024-08-12 11:43:10 INFO test: loss: nan - UP: 69.32% UR: 53.38% UF: 60.31% P: 65.75% R: 50.63% F: 57.21%
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+ 2024-08-12 11:43:15 INFO test: loss: nan - UP: 77.51% UR: 40.72% UF: 53.39% P: 74.43% R: 39.10% F: 51.27%
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+ 2024-08-12 11:43:17 INFO test: loss: nan - UP: 73.35% UR: 48.59% UF: 58.46% P: 70.17% R: 46.48% F: 55.92%
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+ 2024-08-12 11:43:19 INFO test: loss: nan - UP: 73.20% UR: 49.37% UF: 58.97% P: 69.34% R: 46.77% F: 55.86%
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+ 2024-08-12 11:43:25 INFO test: loss: nan - UP: 67.63% UR: 52.88% UF: 59.35% P: 63.94% R: 50.00% F: 56.12%
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+ 2024-08-12 11:43:39 INFO lr: 4.9470e-05 - loss: 0.0092 - UP: 88.58% UR: 86.56% UF: 87.56% P: 88.58% R: 86.56% F: 87.56%
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+ 2024-08-12 11:43:39 INFO dev: loss: nan - UP: 77.63% UR: 44.03% UF: 56.19% P: 77.63% R: 44.03% F: 56.19%
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+ 2024-08-12 11:43:39 INFO test: loss: nan - UP: 81.35% UR: 39.87% UF: 53.52% P: 78.77% R: 38.61% F: 51.82%
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+ 2024-08-12 11:43:41 INFO dev: loss: nan - UP: 68.48% UR: 47.01% UF: 55.75% P: 66.30% R: 45.52% F: 53.98%
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+ 2024-08-12 11:43:41 INFO test: loss: nan - UP: 74.58% UR: 47.26% UF: 57.86% P: 71.25% R: 45.15% F: 55.27%
391
+ 2024-08-12 11:43:41 INFO 0:00:01.941626s elapsed
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+ 2024-08-12 11:43:43 INFO dev: loss: nan - UP: 78.18% UR: 32.09% UF: 45.50% P: 76.36% R: 31.34% F: 44.44%
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+ 2024-08-12 11:43:43 INFO test: loss: nan - UP: 84.39% UR: 36.50% UF: 50.96% P: 81.95% R: 35.44% F: 49.48%
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+ 2024-08-12 11:43:43 INFO 0:00:01.978439s elapsed
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+ 2024-08-12 11:43:45 INFO lr: 4.9440e-05 - loss: 0.0019 - UP: 94.89% UR: 87.79% UF: 91.20% P: 94.81% R: 87.70% F: 91.12%
401
+ 2024-08-12 11:43:45 INFO dev: loss: nan - UP: 70.93% UR: 45.52% UF: 55.45% P: 67.44% R: 43.28% F: 52.73%
402
+ 2024-08-12 11:43:45 INFO test: loss: nan - UP: 75.09% UR: 44.51% UF: 55.89% P: 71.53% R: 42.41% F: 53.25%
403
+ 2024-08-12 11:43:45 INFO 0:00:02.051705s elapsed
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+ 2024-08-12 11:43:47 INFO lr: 4.9430e-05 - loss: 0.0060 - UP: 95.74% UR: 91.53% UF: 93.59% P: 95.23% R: 91.04% F: 93.09%
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+ 2024-08-12 11:43:47 INFO dev: loss: nan - UP: 73.81% UR: 46.27% UF: 56.88% P: 71.43% R: 44.78% F: 55.05%
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+ 2024-08-12 11:43:47 INFO test: loss: nan - UP: 75.34% UR: 46.84% UF: 57.76% P: 71.95% R: 44.73% F: 55.16%
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+ 2024-08-12 11:43:47 INFO 0:00:02.122477s elapsed
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+ 2024-08-12 11:43:49 INFO lr: 4.9420e-05 - loss: 0.0214 - UP: 95.24% UR: 91.21% UF: 93.18% P: 94.73% R: 90.72% F: 92.68%
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+ 2024-08-12 11:43:49 INFO dev: loss: nan - UP: 74.42% UR: 47.76% UF: 58.18% P: 74.42% R: 47.76% F: 58.18%
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+ 2024-08-12 11:43:49 INFO test: loss: nan - UP: 75.40% UR: 46.77% UF: 57.73% P: 69.84% R: 43.32% F: 53.47%
415
+ 2024-08-12 11:43:49 INFO 0:00:01.951531s elapsed
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+ 2024-08-12 11:43:51 INFO lr: 4.9410e-05 - loss: 0.0027 - UP: 96.34% UR: 87.79% UF: 91.86% P: 95.44% R: 86.97% F: 91.01%
419
+ 2024-08-12 11:43:51 INFO dev: loss: nan - UP: 70.79% UR: 47.01% UF: 56.50% P: 69.66% R: 46.27% F: 55.61%
420
+ 2024-08-12 11:43:51 INFO test: loss: nan - UP: 74.63% UR: 46.55% UF: 57.34% P: 70.46% R: 43.95% F: 54.14%
421
+ 2024-08-12 11:43:51 INFO 0:00:01.944109s elapsed
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+ 2024-08-12 11:43:53 INFO lr: 4.9400e-05 - loss: 0.0108 - UP: 92.94% UR: 86.81% UF: 89.77% P: 92.76% R: 86.64% F: 89.60%
425
+ 2024-08-12 11:43:53 INFO dev: loss: nan - UP: 76.92% UR: 44.78% UF: 56.60% P: 75.64% R: 44.03% F: 55.66%
426
+ 2024-08-12 11:43:53 INFO test: loss: nan - UP: 77.11% UR: 41.21% UF: 53.71% P: 74.87% R: 40.01% F: 52.15%
427
+ 2024-08-12 11:43:53 INFO 0:00:02.119434s elapsed
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+ 2024-08-12 11:43:55 INFO lr: 4.9390e-05 - loss: 0.0009 - UP: 93.63% UR: 92.10% UF: 92.86% P: 93.63% R: 92.10% F: 92.86%
431
+ 2024-08-12 11:43:55 INFO dev: loss: nan - UP: 70.65% UR: 48.51% UF: 57.52% P: 69.57% R: 47.76% F: 56.64%
432
+ 2024-08-12 11:43:55 INFO test: loss: nan - UP: 75.03% UR: 47.96% UF: 58.52% P: 71.84% R: 45.92% F: 56.03%
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+ 2024-08-12 11:43:55 INFO 0:00:01.939047s elapsed
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+ 2024-08-12 11:43:57 INFO dev: loss: nan - UP: 72.62% UR: 45.52% UF: 55.96% P: 70.24% R: 44.03% F: 54.13%
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+ 2024-08-12 11:43:57 INFO test: loss: nan - UP: 74.63% UR: 46.13% UF: 57.02% P: 71.33% R: 44.09% F: 54.50%
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+ 2024-08-12 11:43:57 INFO 0:00:02.010367s elapsed
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+ 2024-08-12 11:43:59 INFO dev: loss: nan - UP: 73.03% UR: 48.51% UF: 58.30% P: 71.91% R: 47.76% F: 57.40%
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+ 2024-08-12 11:43:59 INFO test: loss: nan - UP: 74.46% UR: 46.13% UF: 56.97% P: 71.06% R: 44.02% F: 54.36%
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449
+ 2024-08-12 11:44:01 INFO dev: loss: nan - UP: 76.19% UR: 35.82% UF: 48.73% P: 73.02% R: 34.33% F: 46.70%
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+ 2024-08-12 11:44:01 INFO test: loss: nan - UP: 82.11% UR: 37.76% UF: 51.73% P: 79.20% R: 36.43% F: 49.90%
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+ 2024-08-12 11:44:01 INFO 0:00:02.051508s elapsed
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455
+ 2024-08-12 11:44:03 INFO dev: loss: nan - UP: 75.41% UR: 34.33% UF: 47.18% P: 73.77% R: 33.58% F: 46.15%
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+ 2024-08-12 11:44:03 INFO test: loss: nan - UP: 78.21% UR: 32.56% UF: 45.98% P: 75.68% R: 31.50% F: 44.49%
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+ 2024-08-12 11:44:03 INFO 0:00:01.990127s elapsed
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+ 2024-08-12 11:44:05 INFO dev: loss: nan - UP: 68.97% UR: 44.78% UF: 54.30% P: 65.52% R: 42.54% F: 51.58%
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+ 2024-08-12 11:44:05 INFO test: loss: nan - UP: 73.09% UR: 48.52% UF: 58.33% P: 69.70% R: 46.27% F: 55.62%
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+ 2024-08-12 11:44:07 INFO lr: 4.9330e-05 - loss: 0.0039 - UP: 95.31% UR: 92.59% UF: 93.93% P: 95.22% R: 92.51% F: 93.85%
467
+ 2024-08-12 11:44:07 INFO dev: loss: nan - UP: 70.77% UR: 34.33% UF: 46.23% P: 66.15% R: 32.09% F: 43.22%
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+ 2024-08-12 11:44:07 INFO test: loss: nan - UP: 75.47% UR: 33.97% UF: 46.85% P: 71.72% R: 32.28% F: 44.52%
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+ 2024-08-12 11:44:07 INFO 0:00:01.982079s elapsed
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+ 2024-08-12 11:44:09 INFO lr: 4.9320e-05 - loss: 0.0336 - UP: 95.00% UR: 86.73% UF: 90.68% P: 94.83% R: 86.56% F: 90.51%
473
+ 2024-08-12 11:44:09 INFO dev: loss: nan - UP: 77.19% UR: 32.84% UF: 46.07% P: 75.44% R: 32.09% F: 45.03%
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+ 2024-08-12 11:44:09 INFO test: loss: nan - UP: 82.68% UR: 32.56% UF: 46.72% P: 80.36% R: 31.65% F: 45.41%
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+ 2024-08-12 11:44:09 INFO 0:00:01.921830s elapsed
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+ 2024-08-12 11:44:11 INFO lr: 4.9310e-05 - loss: 0.0281 - UP: 91.45% UR: 89.66% UF: 90.54% P: 88.46% R: 86.73% F: 87.58%
479
+ 2024-08-12 11:44:11 INFO dev: loss: nan - UP: 72.09% UR: 46.27% UF: 56.36% P: 70.93% R: 45.52% F: 55.45%
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+ 2024-08-12 11:44:11 INFO test: loss: nan - UP: 73.57% UR: 45.99% UF: 56.60% P: 69.29% R: 43.32% F: 53.31%
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+ 2024-08-12 11:44:11 INFO 0:00:01.987537s elapsed
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+ 2024-08-12 11:44:13 INFO lr: 4.9300e-05 - loss: 0.0000 - UP: 92.23% UR: 89.90% UF: 91.05% P: 92.06% R: 89.74% F: 90.89%
485
+ 2024-08-12 11:44:13 INFO dev: loss: nan - UP: 72.97% UR: 40.30% UF: 51.92% P: 70.27% R: 38.81% F: 50.00%
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+ 2024-08-12 11:44:13 INFO test: loss: nan - UP: 81.03% UR: 33.33% UF: 47.23% P: 77.44% R: 31.86% F: 45.14%
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+ 2024-08-12 11:44:13 INFO 0:00:02.008545s elapsed
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+ 2024-08-12 11:44:16 INFO Epoch 40 saved
490
+ 2024-08-12 11:44:16 INFO dev: UP: 67.52% UR: 58.96% UF: 62.95% P: 64.96% R: 56.72% F: 60.56%
491
+ 2024-08-12 11:44:16 INFO test: UP: 69.32% UR: 53.38% UF: 60.31% P: 65.75% R: 50.63% F: 57.21%
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+ 2024-08-12 11:44:16 INFO 0:02:21.852037s elapsed, 0:00:02.026458s/epoch
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1
+ 2024-08-12 11:44:18 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byMTLD_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_byMTLD_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byMTLD_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 11:44:18 INFO Building the fields
39
+ 2024-08-12 11:44:20 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 11:44:20 INFO Building the model
44
+ 2024-08-12 11:44:22 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 11:44:22 INFO Loading the data
64
+ 2024-08-12 11:44:23 INFO
65
+ train: Dataset(n_sentences=105, n_batches=29, n_buckets=29)
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 11:44:23 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:44:25 INFO lr: 4.9990e-05 - loss: 0.1756 - UP: 2.58% UR: 7.08% UF: 3.78% P: 1.07% R: 2.93% F: 1.56%
71
+ 2024-08-12 11:44:25 INFO dev: loss: nan - UP: 60.00% UR: 4.48% UF: 8.33% P: 60.00% R: 4.48% F: 8.33%
72
+ 2024-08-12 11:44:26 INFO test: loss: nan - UP: 66.67% UR: 0.70% UF: 1.39% P: 66.67% R: 0.70% F: 1.39%
73
+ 2024-08-12 11:44:31 INFO 0:00:02.980309s elapsed (saved)
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+
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+ 2024-08-12 11:44:33 INFO lr: 4.9980e-05 - loss: 0.0741 - UP: 43.90% UR: 7.33% UF: 12.56% P: 35.61% R: 5.94% F: 10.19%
77
+ 2024-08-12 11:44:33 INFO dev: loss: nan - UP: 100.00% UR: 11.19% UF: 20.13% P: 100.00% R: 11.19% F: 20.13%
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+ 2024-08-12 11:44:33 INFO test: loss: nan - UP: 85.19% UR: 1.62% UF: 3.17% P: 81.48% R: 1.55% F: 3.04%
79
+ 2024-08-12 11:44:40 INFO 0:00:02.561933s elapsed (saved)
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+
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+ 2024-08-12 11:44:42 INFO lr: 4.9970e-05 - loss: 0.0580 - UP: 40.11% UR: 11.40% UF: 17.76% P: 37.82% R: 10.75% F: 16.74%
83
+ 2024-08-12 11:44:42 INFO dev: loss: nan - UP: 75.00% UR: 8.96% UF: 16.00% P: 75.00% R: 8.96% F: 16.00%
84
+ 2024-08-12 11:44:43 INFO test: loss: nan - UP: 90.79% UR: 4.85% UF: 9.21% P: 86.84% R: 4.64% F: 8.81%
85
+ 2024-08-12 11:44:43 INFO 0:00:02.463252s elapsed
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+
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+ 2024-08-12 11:44:45 INFO lr: 4.9960e-05 - loss: 0.1016 - UP: 36.75% UR: 10.50% UF: 16.34% P: 33.90% R: 9.69% F: 15.07%
89
+ 2024-08-12 11:44:45 INFO dev: loss: nan - UP: 80.00% UR: 8.96% UF: 16.11% P: 80.00% R: 8.96% F: 16.11%
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+ 2024-08-12 11:44:45 INFO test: loss: nan - UP: 87.80% UR: 5.06% UF: 9.57% P: 81.71% R: 4.71% F: 8.91%
91
+ 2024-08-12 11:44:45 INFO 0:00:02.480329s elapsed
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+
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+ 2024-08-12 11:44:45 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:44:47 INFO lr: 4.9950e-05 - loss: 0.0184 - UP: 71.36% UR: 12.79% UF: 21.69% P: 67.27% R: 12.05% F: 20.44%
95
+ 2024-08-12 11:44:47 INFO dev: loss: nan - UP: 70.00% UR: 15.67% UF: 25.61% P: 70.00% R: 15.67% F: 25.61%
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+ 2024-08-12 11:44:48 INFO test: loss: nan - UP: 86.34% UR: 11.11% UF: 19.69% P: 85.25% R: 10.97% F: 19.44%
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+ 2024-08-12 11:44:54 INFO 0:00:02.546592s elapsed (saved)
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+
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+ 2024-08-12 11:45:08 INFO dev: loss: nan - UP: 63.83% UR: 22.39% UF: 33.15% P: 63.83% R: 22.39% F: 33.15%
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+ 2024-08-12 11:45:08 INFO test: loss: nan - UP: 80.65% UR: 20.82% UF: 33.09% P: 78.20% R: 20.18% F: 32.08%
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+ 2024-08-12 11:45:20 INFO test: loss: nan - UP: 69.55% UR: 19.76% UF: 30.78% P: 64.60% R: 18.35% F: 28.59%
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+ 2024-08-12 11:45:25 INFO test: loss: nan - UP: 66.51% UR: 20.39% UF: 31.22% P: 63.30% R: 19.41% F: 29.71%
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+ 2024-08-12 11:45:50 INFO dev: loss: nan - UP: 49.28% UR: 25.37% UF: 33.50% P: 44.93% R: 23.13% F: 30.54%
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+ 2024-08-12 11:45:50 INFO test: loss: nan - UP: 72.31% UR: 31.22% UF: 43.61% P: 69.54% R: 30.03% F: 41.94%
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+ 2024-08-12 11:45:52 INFO lr: 4.9820e-05 - loss: 0.0127 - UP: 78.91% UR: 46.01% UF: 58.13% P: 78.63% R: 45.85% F: 57.92%
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+ 2024-08-12 11:45:53 INFO test: loss: nan - UP: 64.09% UR: 40.79% UF: 49.85% P: 60.66% R: 38.61% F: 47.19%
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+ 2024-08-12 11:46:02 INFO lr: 4.9810e-05 - loss: 0.0259 - UP: 77.84% UR: 49.19% UF: 60.28% P: 77.71% R: 49.10% F: 60.18%
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+ 2024-08-12 11:46:02 INFO dev: loss: nan - UP: 39.47% UR: 44.78% UF: 41.96% P: 38.16% R: 43.28% F: 40.56%
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+ 2024-08-12 11:46:12 INFO lr: 4.9800e-05 - loss: 0.0120 - UP: 75.74% UR: 56.19% UF: 64.52% P: 75.52% R: 56.03% F: 64.33%
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+ 2024-08-12 11:46:12 INFO dev: loss: nan - UP: 50.75% UR: 25.37% UF: 33.83% P: 50.75% R: 25.37% F: 33.83%
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+ 2024-08-12 11:46:12 INFO test: loss: nan - UP: 68.82% UR: 27.00% UF: 38.79% P: 65.41% R: 25.67% F: 36.87%
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+ 2024-08-12 11:46:14 INFO lr: 4.9790e-05 - loss: 0.0184 - UP: 82.98% UR: 57.57% UF: 67.98% P: 82.98% R: 57.57% F: 67.98%
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+ 2024-08-12 11:46:15 INFO test: loss: nan - UP: 68.25% UR: 36.29% UF: 47.38% P: 64.42% R: 34.25% F: 44.72%
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+ 2024-08-12 11:46:24 INFO lr: 4.9780e-05 - loss: 0.0114 - UP: 83.95% UR: 64.74% UF: 73.10% P: 83.84% R: 64.66% F: 73.01%
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+ 2024-08-12 11:46:24 INFO dev: loss: nan - UP: 63.51% UR: 35.07% UF: 45.19% P: 62.16% R: 34.33% F: 44.23%
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+ 2024-08-12 11:46:24 INFO test: loss: nan - UP: 74.88% UR: 32.07% UF: 44.90% P: 71.76% R: 30.73% F: 43.03%
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+ 2024-08-12 11:46:33 INFO lr: 4.9770e-05 - loss: 0.0263 - UP: 84.39% UR: 63.84% UF: 72.69% P: 83.75% R: 63.36% F: 72.14%
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+ 2024-08-12 11:46:33 INFO dev: loss: nan - UP: 59.78% UR: 41.04% UF: 48.67% P: 57.61% R: 39.55% F: 46.90%
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+ 2024-08-12 11:46:33 INFO test: loss: nan - UP: 68.87% UR: 36.71% UF: 47.89% P: 64.51% R: 34.39% F: 44.86%
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+ 2024-08-12 11:46:40 INFO 0:00:02.434263s elapsed (saved)
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+ 2024-08-12 11:46:42 INFO lr: 4.9760e-05 - loss: 0.0092 - UP: 83.45% UR: 56.27% UF: 67.22% P: 82.37% R: 55.54% F: 66.34%
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+ 2024-08-12 11:46:42 INFO dev: loss: nan - UP: 42.34% UR: 35.07% UF: 38.37% P: 39.64% R: 32.84% F: 35.92%
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+ 2024-08-12 11:46:43 INFO test: loss: nan - UP: 64.50% UR: 37.06% UF: 47.07% P: 59.73% R: 34.32% F: 43.59%
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+ 2024-08-12 11:46:45 INFO lr: 4.9750e-05 - loss: 0.0176 - UP: 81.86% UR: 55.13% UF: 65.89% P: 80.29% R: 54.07% F: 64.62%
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+ 2024-08-12 11:46:45 INFO dev: loss: nan - UP: 53.66% UR: 32.84% UF: 40.74% P: 48.78% R: 29.85% F: 37.04%
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+ 2024-08-12 11:46:45 INFO test: loss: nan - UP: 67.19% UR: 35.86% UF: 46.77% P: 61.26% R: 32.70% F: 42.64%
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+ 2024-08-12 11:46:47 INFO lr: 4.9740e-05 - loss: 0.0103 - UP: 80.16% UR: 56.60% UF: 66.35% P: 78.43% R: 55.37% F: 64.92%
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+ 2024-08-12 11:46:47 INFO dev: loss: nan - UP: 54.65% UR: 35.07% UF: 42.73% P: 50.00% R: 32.09% F: 39.09%
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+ 2024-08-12 11:46:48 INFO test: loss: nan - UP: 67.71% UR: 34.95% UF: 46.10% P: 63.76% R: 32.91% F: 43.41%
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+ 2024-08-12 11:46:50 INFO lr: 4.9730e-05 - loss: 0.0092 - UP: 84.66% UR: 63.36% UF: 72.47% P: 84.44% R: 63.19% F: 72.29%
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+ 2024-08-12 11:46:50 INFO dev: loss: nan - UP: 49.21% UR: 46.27% UF: 47.69% P: 45.24% R: 42.54% F: 43.85%
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+ 2024-08-12 11:46:50 INFO test: loss: nan - UP: 63.94% UR: 44.51% UF: 52.49% P: 58.89% R: 41.00% F: 48.34%
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+ 2024-08-12 11:46:52 INFO lr: 4.9720e-05 - loss: 0.0197 - UP: 84.99% UR: 73.78% UF: 78.99% P: 84.99% R: 73.78% F: 78.99%
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+ 2024-08-12 11:46:52 INFO dev: loss: nan - UP: 55.17% UR: 35.82% UF: 43.44% P: 50.57% R: 32.84% F: 39.82%
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+ 2024-08-12 11:46:53 INFO test: loss: nan - UP: 71.11% UR: 39.80% UF: 51.04% P: 66.08% R: 36.99% F: 47.43%
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+ 2024-08-12 11:46:55 INFO lr: 4.9710e-05 - loss: 0.0016 - UP: 89.03% UR: 74.02% UF: 80.84% P: 88.74% R: 73.78% F: 80.57%
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+ 2024-08-12 11:46:55 INFO dev: loss: nan - UP: 52.94% UR: 40.30% UF: 45.76% P: 51.96% R: 39.55% F: 44.92%
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+ 2024-08-12 11:46:55 INFO test: loss: nan - UP: 69.39% UR: 43.67% UF: 53.60% P: 62.79% R: 39.52% F: 48.51%
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+ 2024-08-12 11:46:57 INFO lr: 4.9700e-05 - loss: 0.0085 - UP: 87.46% UR: 71.58% UF: 78.73% P: 87.26% R: 71.42% F: 78.55%
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+ 2024-08-12 11:46:57 INFO dev: loss: nan - UP: 57.78% UR: 38.81% UF: 46.43% P: 52.22% R: 35.07% F: 41.96%
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+ 2024-08-12 11:46:58 INFO test: loss: nan - UP: 70.52% UR: 41.21% UF: 52.02% P: 65.82% R: 38.47% F: 48.56%
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+ 2024-08-12 11:47:00 INFO lr: 4.9690e-05 - loss: 0.0055 - UP: 86.36% UR: 74.76% UF: 80.14% P: 85.70% R: 74.19% F: 79.53%
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+ 2024-08-12 11:47:00 INFO dev: loss: nan - UP: 65.75% UR: 35.82% UF: 46.38% P: 64.38% R: 35.07% F: 45.41%
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+ 2024-08-12 11:47:00 INFO test: loss: nan - UP: 72.82% UR: 34.11% UF: 46.46% P: 68.17% R: 31.93% F: 43.49%
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+ 2024-08-12 11:47:02 INFO lr: 4.9680e-05 - loss: 0.0091 - UP: 87.92% UR: 75.24% UF: 81.09% P: 87.06% R: 74.51% F: 80.30%
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+ 2024-08-12 11:47:02 INFO dev: loss: nan - UP: 51.69% UR: 45.52% UF: 48.41% P: 50.85% R: 44.78% F: 47.62%
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+ 2024-08-12 11:47:03 INFO test: loss: nan - UP: 63.32% UR: 46.13% UF: 53.38% P: 57.82% R: 42.12% F: 48.74%
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+ 2024-08-12 11:47:12 INFO lr: 4.9670e-05 - loss: 0.0063 - UP: 87.83% UR: 78.18% UF: 82.72% P: 87.28% R: 77.69% F: 82.21%
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+ 2024-08-12 11:47:12 INFO dev: loss: nan - UP: 66.67% UR: 38.81% UF: 49.06% P: 64.10% R: 37.31% F: 47.17%
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+ 2024-08-12 11:47:12 INFO test: loss: nan - UP: 78.34% UR: 35.86% UF: 49.20% P: 74.65% R: 34.18% F: 46.89%
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+ 2024-08-12 11:47:14 INFO lr: 4.9660e-05 - loss: 0.0072 - UP: 87.51% UR: 81.03% UF: 84.14% P: 87.42% R: 80.94% F: 84.06%
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+ 2024-08-12 11:47:24 INFO lr: 4.9650e-05 - loss: 0.0028 - UP: 90.71% UR: 77.93% UF: 83.84% P: 90.71% R: 77.93% F: 83.84%
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+ 2024-08-12 11:47:24 INFO test: loss: nan - UP: 70.17% UR: 41.84% UF: 52.42% P: 65.45% R: 39.03% F: 48.90%
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+ 2024-08-12 11:47:33 INFO lr: 4.9640e-05 - loss: 0.0082 - UP: 90.00% UR: 79.15% UF: 84.23% P: 90.00% R: 79.15% F: 84.23%
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+ 2024-08-12 11:47:33 INFO test: loss: nan - UP: 66.47% UR: 46.98% UF: 55.05% P: 61.39% R: 43.39% F: 50.84%
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+ 2024-08-12 11:47:42 INFO lr: 4.9630e-05 - loss: 0.0094 - UP: 91.59% UR: 84.20% UF: 87.74% P: 91.59% R: 84.20% F: 87.74%
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+ 2024-08-12 11:47:52 INFO test: loss: nan - UP: 71.46% UR: 42.97% UF: 53.67% P: 66.78% R: 40.15% F: 50.15%
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+ 2024-08-12 11:47:57 INFO test: loss: nan - UP: 70.11% UR: 50.14% UF: 58.47% P: 64.21% R: 45.92% F: 53.55%
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+ 2024-08-12 11:48:34 INFO 0:00:02.518460s elapsed
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+ 2024-08-12 11:48:37 INFO test: loss: nan - UP: 72.92% UR: 43.74% UF: 54.68% P: 69.05% R: 41.42% F: 51.78%
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+ 2024-08-12 11:48:39 INFO dev: loss: nan - UP: 51.64% UR: 47.01% UF: 49.22% P: 50.00% R: 45.52% F: 47.66%
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+ 2024-08-12 11:48:39 INFO test: loss: nan - UP: 67.42% UR: 43.81% UF: 53.11% P: 62.77% R: 40.79% F: 49.45%
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+ 2024-08-12 11:48:39 INFO 0:00:02.418916s elapsed
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+ 2024-08-12 11:48:41 INFO dev: loss: nan - UP: 55.75% UR: 47.01% UF: 51.01% P: 52.21% R: 44.03% F: 47.77%
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+ 2024-08-12 11:48:41 INFO test: loss: nan - UP: 70.94% UR: 43.60% UF: 54.01% P: 65.10% R: 40.01% F: 49.56%
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+ 2024-08-12 11:48:41 INFO 0:00:02.443981s elapsed
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+ 2024-08-12 11:48:43 INFO lr: 4.9410e-05 - loss: 0.0028 - UP: 94.66% UR: 92.35% UF: 93.49% P: 94.66% R: 92.35% F: 93.49%
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+ 2024-08-12 11:48:44 INFO dev: loss: nan - UP: 61.11% UR: 49.25% UF: 54.55% P: 55.56% R: 44.78% F: 49.59%
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+ 2024-08-12 11:48:44 INFO test: loss: nan - UP: 71.92% UR: 41.42% UF: 52.57% P: 67.64% R: 38.96% F: 49.44%
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+ 2024-08-12 11:48:44 INFO 0:00:02.454147s elapsed
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+ 2024-08-12 11:48:46 INFO dev: loss: nan - UP: 63.74% UR: 43.28% UF: 51.56% P: 60.44% R: 41.04% F: 48.89%
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+ 2024-08-12 11:48:46 INFO test: loss: nan - UP: 78.43% UR: 33.76% UF: 47.20% P: 74.84% R: 32.21% F: 45.03%
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+ 2024-08-12 11:48:46 INFO 0:00:02.451457s elapsed
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+ 2024-08-12 11:48:48 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 90.35% UR: 88.44% UF: 89.38% P: 90.27% R: 88.36% F: 89.30%
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+ 2024-08-12 11:48:48 INFO dev: loss: nan - UP: 59.63% UR: 48.51% UF: 53.50% P: 55.05% R: 44.78% F: 49.38%
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+ 2024-08-12 11:48:49 INFO test: loss: nan - UP: 68.38% UR: 43.04% UF: 52.83% P: 63.35% R: 39.87% F: 48.94%
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+ 2024-08-12 11:48:49 INFO 0:00:02.523225s elapsed
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+ 2024-08-12 11:48:51 INFO test: loss: nan - UP: 65.77% UR: 48.38% UF: 55.75% P: 60.90% R: 44.80% F: 51.62%
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+ 2024-08-12 11:48:54 INFO dev: loss: nan - UP: 56.41% UR: 49.25% UF: 52.59% P: 52.14% R: 45.52% F: 48.61%
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+ 2024-08-12 11:48:54 INFO test: loss: nan - UP: 68.86% UR: 47.12% UF: 55.95% P: 63.62% R: 43.53% F: 51.69%
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+ 2024-08-12 11:48:56 INFO test: loss: nan - UP: 66.79% UR: 52.04% UF: 58.50% P: 60.74% R: 47.33% F: 53.20%
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+ 2024-08-12 11:48:59 INFO test: loss: nan - UP: 72.09% UR: 46.13% UF: 56.26% P: 67.14% R: 42.97% F: 52.40%
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+ 2024-08-12 11:49:01 INFO test: loss: nan - UP: 73.79% UR: 47.12% UF: 57.51% P: 67.84% R: 43.32% F: 52.88%
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+ 2024-08-12 11:49:03 INFO lr: 4.9330e-05 - loss: 0.0020 - UP: 99.09% UR: 97.23% UF: 98.15% P: 99.09% R: 97.23% F: 98.15%
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+ 2024-08-12 11:49:04 INFO test: loss: nan - UP: 72.05% UR: 47.68% UF: 57.38% P: 66.95% R: 44.30% F: 53.32%
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+ 2024-08-12 11:49:06 INFO test: loss: nan - UP: 72.17% UR: 47.61% UF: 57.37% P: 66.10% R: 43.60% F: 52.54%
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+ 2024-08-12 11:49:09 INFO Epoch 70 / 5000:
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+ 2024-08-12 11:49:11 INFO lr: 4.9300e-05 - loss: 0.0001 - UP: 93.93% UR: 89.41% UF: 91.61% P: 93.24% R: 88.76% F: 90.95%
485
+ 2024-08-12 11:49:11 INFO dev: loss: nan - UP: 63.16% UR: 44.78% UF: 52.40% P: 58.95% R: 41.79% F: 48.91%
486
+ 2024-08-12 11:49:11 INFO test: loss: nan - UP: 77.49% UR: 39.45% UF: 52.28% P: 72.24% R: 36.78% F: 48.74%
487
+ 2024-08-12 11:49:11 INFO 0:00:02.437828s elapsed
488
+
489
+ 2024-08-12 11:49:11 INFO Epoch 71 / 5000:
490
+ 2024-08-12 11:49:13 INFO lr: 4.9290e-05 - loss: 0.0460 - UP: 93.89% UR: 86.40% UF: 89.99% P: 92.74% R: 85.34% F: 88.89%
491
+ 2024-08-12 11:49:13 INFO dev: loss: nan - UP: 56.52% UR: 38.81% UF: 46.02% P: 54.35% R: 37.31% F: 44.25%
492
+ 2024-08-12 11:49:14 INFO test: loss: nan - UP: 69.44% UR: 39.94% UF: 50.71% P: 64.79% R: 37.27% F: 47.32%
493
+ 2024-08-12 11:49:14 INFO 0:00:02.549697s elapsed
494
+
495
+ 2024-08-12 11:49:14 INFO Epoch 72 / 5000:
496
+ 2024-08-12 11:49:16 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 92.34% UR: 85.42% UF: 88.75% P: 92.17% R: 85.26% F: 88.58%
497
+ 2024-08-12 11:49:16 INFO dev: loss: nan - UP: 55.45% UR: 45.52% UF: 50.00% P: 51.82% R: 42.54% F: 46.72%
498
+ 2024-08-12 11:49:16 INFO test: loss: nan - UP: 67.13% UR: 44.37% UF: 53.43% P: 62.45% R: 41.28% F: 49.70%
499
+ 2024-08-12 11:49:16 INFO 0:00:02.488359s elapsed
500
+
501
+ 2024-08-12 11:49:16 INFO Epoch 73 / 5000:
502
+ 2024-08-12 11:49:18 INFO lr: 4.9270e-05 - loss: 0.0107 - UP: 93.82% UR: 87.79% UF: 90.70% P: 93.73% R: 87.70% F: 90.62%
503
+ 2024-08-12 11:49:18 INFO dev: loss: nan - UP: 57.14% UR: 50.75% UF: 53.75% P: 54.62% R: 48.51% F: 51.38%
504
+ 2024-08-12 11:49:19 INFO test: loss: nan - UP: 65.84% UR: 50.42% UF: 57.11% P: 60.51% R: 46.34% F: 52.49%
505
+ 2024-08-12 11:49:19 INFO 0:00:02.419944s elapsed
506
+
507
+ 2024-08-12 11:49:26 INFO Epoch 43 saved
508
+ 2024-08-12 11:49:26 INFO dev: UP: 61.48% UR: 55.97% UF: 58.59% P: 59.84% R: 54.48% F: 57.03%
509
+ 2024-08-12 11:49:26 INFO test: UP: 70.11% UR: 50.14% UF: 58.47% P: 64.21% R: 45.92% F: 53.55%
510
+ 2024-08-12 11:49:26 INFO 0:03:01.418546s elapsed, 0:00:02.485186s/epoch