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SemEval-2022-Task-10
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byGenAI_desc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byGenAI_desc/10/model_vi_multibooked_eu_berteus_6.train.log +606 -0
  4. models/multibooked_eu/sdp_byGenAI_desc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byGenAI_desc/10/model_vi_multibooked_eu_xlm_6.train.log +390 -0
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+ 2024-08-12 09:11:45 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
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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_byGenAI_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_byGenAI_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byGenAI_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 09:11:45 INFO Building the fields
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+ 2024-08-12 09:11:46 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 09:11:46 INFO Building the model
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+ 2024-08-12 09:11:47 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 09:11:47 INFO Loading the data
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+ 2024-08-12 09:11:48 INFO
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+ train: Dataset(n_sentences=105, n_batches=24, n_buckets=24)
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+ dev: Dataset(n_sentences=14, n_batches=13, n_buckets=13)
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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 09:11:48 INFO Epoch 1 / 5000:
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+ 2024-08-12 09:11:49 INFO lr: 4.9990e-05 - loss: 0.1523 - UP: 3.08% UR: 11.03% UF: 4.81% P: 1.79% R: 6.41% F: 2.79%
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+ 2024-08-12 09:11:49 INFO dev: loss: nan - UP: 23.40% UR: 9.09% UF: 13.10% P: 19.15% R: 7.44% F: 10.71%
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+ 2024-08-12 09:11:50 INFO test: loss: nan - UP: 13.64% UR: 5.91% UF: 8.24% P: 12.50% R: 5.41% F: 7.56%
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+ 2024-08-12 09:11:52 INFO 0:00:02.131523s elapsed (saved)
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+
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+ 2024-08-12 09:11:52 INFO Epoch 2 / 5000:
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+ 2024-08-12 09:11:53 INFO lr: 4.9980e-05 - loss: 0.2981 - UP: 22.33% UR: 16.73% UF: 19.13% P: 20.19% R: 15.12% F: 17.29%
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+ 2024-08-12 09:11:53 INFO dev: loss: nan - UP: 50.00% UR: 26.45% UF: 34.59% P: 50.00% R: 26.45% F: 34.59%
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+ 2024-08-12 09:11:53 INFO test: loss: nan - UP: 52.47% UR: 32.84% UF: 40.40% P: 46.52% R: 29.11% F: 35.81%
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+ 2024-08-12 09:11:56 INFO 0:00:01.693833s elapsed (saved)
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+
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+ 2024-08-12 09:11:56 INFO Epoch 3 / 5000:
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+ 2024-08-12 09:11:57 INFO lr: 4.9970e-05 - loss: 0.1980 - UP: 70.57% UR: 39.68% UF: 50.80% P: 68.04% R: 38.26% F: 48.97%
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+ 2024-08-12 09:11:57 INFO dev: loss: nan - UP: 92.31% UR: 9.92% UF: 17.91% P: 92.31% R: 9.92% F: 17.91%
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+ 2024-08-12 09:11:58 INFO test: loss: nan - UP: 80.16% UR: 14.49% UF: 24.54% P: 74.71% R: 13.50% F: 22.87%
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+ 2024-08-12 09:11:58 INFO 0:00:01.729434s elapsed
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+
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+ 2024-08-12 09:11:58 INFO Epoch 4 / 5000:
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+ 2024-08-12 09:11:59 INFO lr: 4.9960e-05 - loss: 0.0392 - UP: 77.00% UR: 39.32% UF: 52.06% P: 75.26% R: 38.43% F: 50.88%
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+ 2024-08-12 09:11:59 INFO dev: loss: nan - UP: 77.78% UR: 17.36% UF: 28.38% P: 77.78% R: 17.36% F: 28.38%
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+ 2024-08-12 09:11:59 INFO test: loss: nan - UP: 64.70% UR: 31.58% UF: 42.44% P: 60.37% R: 29.47% F: 39.60%
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+ 2024-08-12 09:11:59 INFO 0:00:01.716374s elapsed
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+
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+ 2024-08-12 09:11:59 INFO Epoch 5 / 5000:
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+ 2024-08-12 09:12:01 INFO lr: 4.9950e-05 - loss: 0.0759 - UP: 65.90% UR: 45.73% UF: 53.99% P: 64.87% R: 45.02% F: 53.15%
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+ 2024-08-12 09:12:01 INFO dev: loss: nan - UP: 42.45% UR: 37.19% UF: 39.65% P: 42.45% R: 37.19% F: 39.65%
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+ 2024-08-12 09:12:01 INFO test: loss: nan - UP: 57.60% UR: 44.51% UF: 50.22% P: 53.96% R: 41.70% F: 47.04%
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+ 2024-08-12 09:12:04 INFO 0:00:01.735980s elapsed (saved)
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+ 2024-08-12 09:12:05 INFO lr: 4.9940e-05 - loss: 0.0129 - UP: 74.94% UR: 58.01% UF: 65.40% P: 74.94% R: 58.01% F: 65.40%
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+ 2024-08-12 09:12:05 INFO dev: loss: nan - UP: 58.93% UR: 27.27% UF: 37.29% P: 58.93% R: 27.27% F: 37.29%
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+ 2024-08-12 09:12:06 INFO test: loss: nan - UP: 60.12% UR: 41.14% UF: 48.85% P: 55.60% R: 38.05% F: 45.18%
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+ 2024-08-12 09:12:06 INFO 0:00:01.772261s elapsed
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+ 2024-08-12 09:12:07 INFO lr: 4.9930e-05 - loss: 0.0351 - UP: 72.44% UR: 61.74% UF: 66.67% P: 72.23% R: 61.57% F: 66.47%
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+ 2024-08-12 09:12:07 INFO dev: loss: nan - UP: 56.36% UR: 25.62% UF: 35.23% P: 56.36% R: 25.62% F: 35.23%
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+ 2024-08-12 09:12:07 INFO test: loss: nan - UP: 68.30% UR: 40.15% UF: 50.58% P: 64.00% R: 37.62% F: 47.39%
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+ 2024-08-12 09:12:07 INFO 0:00:01.734023s elapsed
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+ 2024-08-12 09:12:09 INFO lr: 4.9920e-05 - loss: 0.0540 - UP: 73.06% UR: 60.32% UF: 66.08% P: 72.20% R: 59.61% F: 65.30%
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+ 2024-08-12 09:12:09 INFO dev: loss: nan - UP: 64.91% UR: 30.58% UF: 41.57% P: 63.16% R: 29.75% F: 40.45%
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+ 2024-08-12 09:12:09 INFO test: loss: nan - UP: 68.21% UR: 40.30% UF: 50.66% P: 64.17% R: 37.90% F: 47.66%
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+ 2024-08-12 09:12:12 INFO 0:00:01.710973s elapsed (saved)
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+
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+ 2024-08-12 09:12:12 INFO Epoch 9 / 5000:
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+ 2024-08-12 09:12:13 INFO lr: 4.9910e-05 - loss: 0.0260 - UP: 73.46% UR: 69.93% UF: 71.65% P: 72.90% R: 69.40% F: 71.10%
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+ 2024-08-12 09:12:13 INFO dev: loss: nan - UP: 82.14% UR: 19.01% UF: 30.87% P: 78.57% R: 18.18% F: 29.53%
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+ 2024-08-12 09:12:14 INFO test: loss: nan - UP: 80.77% UR: 29.54% UF: 43.25% P: 75.96% R: 27.78% F: 40.68%
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+ 2024-08-12 09:12:14 INFO 0:00:01.724308s elapsed
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+
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+ 2024-08-12 09:12:14 INFO Epoch 10 / 5000:
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+ 2024-08-12 09:12:15 INFO lr: 4.9900e-05 - loss: 0.0456 - UP: 86.73% UR: 67.44% UF: 75.88% P: 86.27% R: 67.08% F: 75.48%
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+ 2024-08-12 09:12:15 INFO dev: loss: nan - UP: 75.86% UR: 18.18% UF: 29.33% P: 75.86% R: 18.18% F: 29.33%
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+ 2024-08-12 09:12:15 INFO test: loss: nan - UP: 78.78% UR: 28.20% UF: 41.53% P: 73.87% R: 26.44% F: 38.94%
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+ 2024-08-12 09:12:15 INFO 0:00:01.689323s elapsed
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+ 2024-08-12 09:12:15 INFO Epoch 11 / 5000:
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+ 2024-08-12 09:12:17 INFO lr: 4.9890e-05 - loss: 0.0124 - UP: 88.96% UR: 73.13% UF: 80.27% P: 88.74% R: 72.95% F: 80.08%
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+ 2024-08-12 09:12:17 INFO dev: loss: nan - UP: 69.39% UR: 28.10% UF: 40.00% P: 65.31% R: 26.45% F: 37.65%
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+ 2024-08-12 09:12:17 INFO test: loss: nan - UP: 70.59% UR: 39.66% UF: 50.79% P: 65.58% R: 36.85% F: 47.19%
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+ 2024-08-12 09:12:17 INFO 0:00:01.717169s elapsed
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+ 2024-08-12 09:12:18 INFO lr: 4.9880e-05 - loss: 0.0008 - UP: 61.56% UR: 77.22% UF: 68.51% P: 61.42% R: 77.05% F: 68.35%
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+ 2024-08-12 09:12:19 INFO dev: loss: nan - UP: 71.43% UR: 16.53% UF: 26.85% P: 64.29% R: 14.88% F: 24.16%
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+ 2024-08-12 09:12:19 INFO test: loss: nan - UP: 80.00% UR: 30.38% UF: 44.04% P: 75.56% R: 28.69% F: 41.59%
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+ 2024-08-12 09:12:19 INFO 0:00:01.708368s elapsed
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+ 2024-08-12 09:12:19 INFO Epoch 13 / 5000:
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+ 2024-08-12 09:12:20 INFO lr: 4.9870e-05 - loss: 0.0030 - UP: 93.81% UR: 75.44% UF: 83.63% P: 93.81% R: 75.44% F: 83.63%
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+ 2024-08-12 09:12:20 INFO dev: loss: nan - UP: 68.63% UR: 28.93% UF: 40.70% P: 64.71% R: 27.27% F: 38.37%
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+ 2024-08-12 09:12:21 INFO test: loss: nan - UP: 74.49% UR: 38.19% UF: 50.49% P: 70.51% R: 36.15% F: 47.79%
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+ 2024-08-12 09:12:21 INFO 0:00:01.712518s elapsed
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+ 2024-08-12 09:12:22 INFO lr: 4.9860e-05 - loss: 0.0052 - UP: 88.53% UR: 82.38% UF: 85.35% P: 88.53% R: 82.38% F: 85.35%
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+ 2024-08-12 09:12:22 INFO dev: loss: nan - UP: 66.67% UR: 36.36% UF: 47.06% P: 65.15% R: 35.54% F: 45.99%
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+ 2024-08-12 09:12:22 INFO test: loss: nan - UP: 69.55% UR: 45.29% UF: 54.86% P: 65.01% R: 42.33% F: 51.28%
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+ 2024-08-12 09:12:25 INFO 0:00:01.725315s elapsed (saved)
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+ 2024-08-12 09:12:27 INFO lr: 4.9850e-05 - loss: 0.0068 - UP: 92.05% UR: 82.38% UF: 86.95% P: 92.05% R: 82.38% F: 86.95%
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+ 2024-08-12 09:12:27 INFO dev: loss: nan - UP: 63.16% UR: 39.67% UF: 48.73% P: 60.53% R: 38.02% F: 46.70%
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+ 2024-08-12 09:12:27 INFO test: loss: nan - UP: 67.40% UR: 47.40% UF: 55.66% P: 63.00% R: 44.30% F: 52.02%
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+ 2024-08-12 09:12:30 INFO 0:00:01.727416s elapsed (saved)
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+ 2024-08-12 09:12:31 INFO lr: 4.9840e-05 - loss: 0.0006 - UP: 89.61% UR: 85.94% UF: 87.74% P: 89.61% R: 85.94% F: 87.74%
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+ 2024-08-12 09:12:31 INFO dev: loss: nan - UP: 71.74% UR: 27.27% UF: 39.52% P: 69.57% R: 26.45% F: 38.32%
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+ 2024-08-12 09:12:32 INFO test: loss: nan - UP: 76.94% UR: 38.26% UF: 51.10% P: 71.15% R: 35.37% F: 47.25%
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+ 2024-08-12 09:12:32 INFO 0:00:01.718111s elapsed
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+ 2024-08-12 09:12:33 INFO lr: 4.9830e-05 - loss: 0.0036 - UP: 97.59% UR: 86.30% UF: 91.60% P: 97.38% R: 86.12% F: 91.41%
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+ 2024-08-12 09:12:33 INFO dev: loss: nan - UP: 74.55% UR: 33.88% UF: 46.59% P: 70.91% R: 32.23% F: 44.32%
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+ 2024-08-12 09:12:33 INFO test: loss: nan - UP: 72.65% UR: 44.09% UF: 54.88% P: 67.79% R: 41.14% F: 51.20%
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+ 2024-08-12 09:12:33 INFO 0:00:01.750111s elapsed
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+ 2024-08-12 09:12:33 INFO Epoch 18 / 5000:
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+ 2024-08-12 09:12:35 INFO lr: 4.9820e-05 - loss: 0.2336 - UP: 89.82% UR: 91.10% UF: 90.46% P: 89.65% R: 90.93% F: 90.28%
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+ 2024-08-12 09:12:35 INFO dev: loss: nan - UP: 73.17% UR: 24.79% UF: 37.04% P: 73.17% R: 24.79% F: 37.04%
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+ 2024-08-12 09:12:35 INFO test: loss: nan - UP: 78.24% UR: 35.65% UF: 48.99% P: 72.07% R: 32.84% F: 45.12%
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+ 2024-08-12 09:12:35 INFO 0:00:01.744409s elapsed
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+ 2024-08-12 09:12:35 INFO Epoch 19 / 5000:
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+ 2024-08-12 09:12:37 INFO lr: 4.9810e-05 - loss: 0.0439 - UP: 97.62% UR: 87.54% UF: 92.31% P: 97.42% R: 87.37% F: 92.12%
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+ 2024-08-12 09:12:37 INFO dev: loss: nan - UP: 66.20% UR: 38.84% UF: 48.96% P: 64.79% R: 38.02% F: 47.92%
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+ 2024-08-12 09:12:37 INFO test: loss: nan - UP: 70.34% UR: 44.02% UF: 54.15% P: 67.19% R: 42.05% F: 51.73%
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+ 2024-08-12 09:12:40 INFO 0:00:01.784229s elapsed (saved)
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+ 2024-08-12 09:12:40 INFO Epoch 20 / 5000:
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+ 2024-08-12 09:12:41 INFO lr: 4.9800e-05 - loss: 0.0007 - UP: 94.32% UR: 88.61% UF: 91.38% P: 93.18% R: 87.54% F: 90.28%
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+ 2024-08-12 09:12:41 INFO dev: loss: nan - UP: 62.34% UR: 39.67% UF: 48.48% P: 61.04% R: 38.84% F: 47.47%
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+ 2024-08-12 09:12:42 INFO test: loss: nan - UP: 64.73% UR: 49.44% UF: 56.06% P: 60.59% R: 46.27% F: 52.47%
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+ 2024-08-12 09:12:42 INFO 0:00:01.683532s elapsed
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+ 2024-08-12 09:12:55 INFO dev: loss: nan - UP: 63.16% UR: 39.67% UF: 48.73% P: 60.53% R: 38.02% F: 46.70%
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+ 2024-08-12 09:12:55 INFO test: loss: nan - UP: 67.81% UR: 45.92% UF: 54.76% P: 62.72% R: 42.48% F: 50.65%
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+ 2024-08-12 09:12:58 INFO dev: loss: nan - UP: 72.73% UR: 39.67% UF: 51.34% P: 71.21% R: 38.84% F: 50.27%
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+ 2024-08-12 09:13:02 INFO test: loss: nan - UP: 73.49% UR: 38.40% UF: 50.44% P: 69.99% R: 36.57% F: 48.04%
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+ 2024-08-12 09:13:07 INFO test: loss: nan - UP: 80.89% UR: 30.66% UF: 44.47% P: 77.18% R: 29.25% F: 42.43%
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+ 2024-08-12 09:13:12 INFO lr: 4.9640e-05 - loss: 0.0290 - UP: 94.66% UR: 94.66% UF: 94.66% P: 94.66% R: 94.66% F: 94.66%
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+ 2024-08-12 09:13:12 INFO dev: loss: nan - UP: 72.41% UR: 34.71% UF: 46.93% P: 70.69% R: 33.88% F: 45.81%
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+ 2024-08-12 09:13:14 INFO lr: 4.9630e-05 - loss: 0.0000 - UP: 81.23% UR: 93.95% UF: 87.13% P: 81.23% R: 93.95% F: 87.13%
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+ 2024-08-12 09:13:14 INFO dev: loss: nan - UP: 76.36% UR: 34.71% UF: 47.73% P: 74.55% R: 33.88% F: 46.59%
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+ 2024-08-12 09:13:15 INFO lr: 4.9620e-05 - loss: 0.0002 - UP: 98.11% UR: 92.17% UF: 95.05% P: 97.92% R: 91.99% F: 94.86%
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+ 2024-08-12 09:13:16 INFO test: loss: nan - UP: 68.59% UR: 48.38% UF: 56.74% P: 64.11% R: 45.22% F: 53.03%
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+ 2024-08-12 09:13:17 INFO lr: 4.9610e-05 - loss: 0.0013 - UP: 96.51% UR: 93.42% UF: 94.94% P: 96.51% R: 93.42% F: 94.94%
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+ 2024-08-12 09:13:19 INFO test: loss: nan - UP: 68.79% UR: 47.89% UF: 56.47% P: 65.25% R: 45.43% F: 53.57%
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+ 2024-08-12 09:13:21 INFO dev: loss: nan - UP: 52.29% UR: 47.11% UF: 49.57% P: 51.38% R: 46.28% F: 48.70%
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+ 2024-08-12 09:13:21 INFO test: loss: nan - UP: 62.75% UR: 55.56% UF: 58.93% P: 57.82% R: 51.20% F: 54.31%
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+ 2024-08-12 09:13:22 INFO dev: loss: nan - UP: 63.64% UR: 40.50% UF: 49.49% P: 63.64% R: 40.50% F: 49.49%
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+ 2024-08-12 09:13:23 INFO test: loss: nan - UP: 67.14% UR: 49.72% UF: 57.13% P: 62.87% R: 46.55% F: 53.49%
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+ 2024-08-12 09:13:24 INFO lr: 4.9570e-05 - loss: 0.0002 - UP: 97.45% UR: 95.02% UF: 96.22% P: 97.26% R: 94.84% F: 96.04%
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+ 2024-08-12 09:13:24 INFO dev: loss: nan - UP: 70.97% UR: 36.36% UF: 48.09% P: 69.35% R: 35.54% F: 46.99%
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+ 2024-08-12 09:13:24 INFO test: loss: nan - UP: 74.15% UR: 44.59% UF: 55.69% P: 70.06% R: 42.12% F: 52.61%
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+ 2024-08-12 09:13:26 INFO dev: loss: nan - UP: 67.65% UR: 38.02% UF: 48.68% P: 64.71% R: 36.36% F: 46.56%
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+ 2024-08-12 09:13:27 INFO dev: loss: nan - UP: 67.09% UR: 43.80% UF: 53.00% P: 64.56% R: 42.15% F: 51.00%
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+ 2024-08-12 09:13:28 INFO test: loss: nan - UP: 68.61% UR: 51.34% UF: 58.73% P: 64.00% R: 47.89% F: 54.79%
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+ 2024-08-12 09:13:32 INFO dev: loss: nan - UP: 75.00% UR: 29.75% UF: 42.60% P: 75.00% R: 29.75% F: 42.60%
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+ 2024-08-12 09:13:32 INFO test: loss: nan - UP: 78.81% UR: 38.96% UF: 52.14% P: 75.53% R: 37.34% F: 49.98%
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+ 2024-08-12 09:13:53 INFO test: loss: nan - UP: 70.33% UR: 45.01% UF: 54.89% P: 65.49% R: 41.91% F: 51.11%
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+ 2024-08-12 09:13:54 INFO lr: 4.9430e-05 - loss: 0.0045 - UP: 98.86% UR: 92.53% UF: 95.59% P: 98.86% R: 92.53% F: 95.59%
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+ 2024-08-12 09:13:55 INFO dev: loss: nan - UP: 63.75% UR: 42.15% UF: 50.75% P: 63.75% R: 42.15% F: 50.75%
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+ 2024-08-12 09:13:55 INFO test: loss: nan - UP: 63.44% UR: 51.13% UF: 56.62% P: 58.12% R: 46.84% F: 51.87%
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+ 2024-08-12 09:13:56 INFO lr: 4.9420e-05 - loss: 0.0004 - UP: 95.40% UR: 92.17% UF: 93.76% P: 95.21% R: 91.99% F: 93.57%
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+ 2024-08-12 09:13:56 INFO dev: loss: nan - UP: 77.97% UR: 38.02% UF: 51.11% P: 77.97% R: 38.02% F: 51.11%
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+ 2024-08-12 09:13:57 INFO test: loss: nan - UP: 76.03% UR: 40.37% UF: 52.73% P: 73.25% R: 38.89% F: 50.80%
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+ 2024-08-12 09:13:58 INFO lr: 4.9410e-05 - loss: 0.0344 - UP: 97.54% UR: 91.64% UF: 94.50% P: 97.54% R: 91.64% F: 94.50%
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+ 2024-08-12 09:13:58 INFO dev: loss: nan - UP: 78.57% UR: 45.45% UF: 57.59% P: 78.57% R: 45.45% F: 57.59%
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+ 2024-08-12 09:13:58 INFO test: loss: nan - UP: 69.73% UR: 50.70% UF: 58.71% P: 64.31% R: 46.77% F: 54.15%
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+ 2024-08-12 09:14:01 INFO 0:00:01.811542s elapsed (saved)
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+ 2024-08-12 09:14:03 INFO lr: 4.9400e-05 - loss: 0.0002 - UP: 97.74% UR: 92.35% UF: 94.97% P: 96.80% R: 91.46% F: 94.05%
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+ 2024-08-12 09:14:03 INFO dev: loss: nan - UP: 77.05% UR: 38.84% UF: 51.65% P: 73.77% R: 37.19% F: 49.45%
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+ 2024-08-12 09:14:03 INFO test: loss: nan - UP: 69.80% UR: 48.10% UF: 56.95% P: 65.20% R: 44.94% F: 53.21%
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+ 2024-08-12 09:14:03 INFO 0:00:01.701431s elapsed
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+ 2024-08-12 09:14:04 INFO lr: 4.9390e-05 - loss: 0.0255 - UP: 81.41% UR: 96.62% UF: 88.36% P: 81.11% R: 96.26% F: 88.04%
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+ 2024-08-12 09:14:05 INFO dev: loss: nan - UP: 78.95% UR: 37.19% UF: 50.56% P: 68.42% R: 32.23% F: 43.82%
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+ 2024-08-12 09:14:05 INFO test: loss: nan - UP: 73.23% UR: 47.33% UF: 57.50% P: 64.31% R: 41.56% F: 50.49%
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+ 2024-08-12 09:14:05 INFO 0:00:01.748492s elapsed
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+ 2024-08-12 09:14:07 INFO test: loss: nan - UP: 69.51% UR: 50.49% UF: 58.49% P: 63.41% R: 46.06% F: 53.36%
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+ 2024-08-12 09:14:08 INFO test: loss: nan - UP: 61.88% UR: 50.35% UF: 55.53% P: 57.82% R: 47.05% F: 51.88%
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+ 2024-08-12 09:14:10 INFO lr: 4.9360e-05 - loss: 0.0112 - UP: 98.25% UR: 89.68% UF: 93.77% P: 97.86% R: 89.32% F: 93.40%
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+ 2024-08-12 09:14:10 INFO test: loss: nan - UP: 63.56% UR: 50.77% UF: 56.45% P: 58.54% R: 46.77% F: 51.99%
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+ 2024-08-12 09:14:10 INFO 0:00:01.746471s elapsed
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+ 2024-08-12 09:14:12 INFO test: loss: nan - UP: 71.62% UR: 44.73% UF: 55.06% P: 67.12% R: 41.91% F: 51.60%
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+ 2024-08-12 09:14:12 INFO 0:00:01.723062s elapsed
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+ 2024-08-12 09:14:13 INFO lr: 4.9340e-05 - loss: 0.0028 - UP: 98.64% UR: 90.57% UF: 94.43% P: 98.26% R: 90.21% F: 94.06%
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+ 2024-08-12 09:14:14 INFO test: loss: nan - UP: 70.48% UR: 48.52% UF: 57.48% P: 66.50% R: 45.78% F: 54.23%
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+ 2024-08-12 09:14:14 INFO 0:00:01.763435s elapsed
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+ 2024-08-12 09:14:15 INFO lr: 4.9330e-05 - loss: 0.0013 - UP: 97.98% UR: 95.02% UF: 96.48% P: 97.98% R: 95.02% F: 96.48%
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+ 2024-08-12 09:14:15 INFO dev: loss: nan - UP: 71.93% UR: 33.88% UF: 46.07% P: 71.93% R: 33.88% F: 46.07%
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+ 2024-08-12 09:14:15 INFO test: loss: nan - UP: 74.60% UR: 45.43% UF: 56.47% P: 71.02% R: 43.25% F: 53.76%
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+ 2024-08-12 09:14:15 INFO 0:00:01.806546s elapsed
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+ 2024-08-12 09:14:17 INFO lr: 4.9320e-05 - loss: 0.0009 - UP: 97.98% UR: 94.84% UF: 96.38% P: 97.98% R: 94.84% F: 96.38%
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+ 2024-08-12 09:14:17 INFO test: loss: nan - UP: 72.36% UR: 43.81% UF: 54.58% P: 67.71% R: 41.00% F: 51.07%
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+ 2024-08-12 09:14:17 INFO 0:00:01.770788s elapsed
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+ 2024-08-12 09:14:18 INFO lr: 4.9310e-05 - loss: 0.0003 - UP: 98.87% UR: 93.59% UF: 96.16% P: 98.87% R: 93.59% F: 96.16%
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+ 2024-08-12 09:14:19 INFO dev: loss: nan - UP: 71.43% UR: 49.59% UF: 58.54% P: 67.86% R: 47.11% F: 55.61%
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+ 2024-08-12 09:14:19 INFO test: loss: nan - UP: 66.40% UR: 52.11% UF: 58.39% P: 61.47% R: 48.24% F: 54.06%
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+ 2024-08-12 09:14:19 INFO 0:00:01.745481s elapsed
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+ 2024-08-12 09:14:20 INFO lr: 4.9300e-05 - loss: 0.0000 - UP: 95.79% UR: 93.06% UF: 94.40% P: 95.79% R: 93.06% F: 94.40%
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+ 2024-08-12 09:14:20 INFO dev: loss: nan - UP: 75.68% UR: 46.28% UF: 57.44% P: 71.62% R: 43.80% F: 54.36%
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+ 2024-08-12 09:14:21 INFO test: loss: nan - UP: 68.31% UR: 48.66% UF: 56.84% P: 63.38% R: 45.15% F: 52.73%
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+ 2024-08-12 09:14:21 INFO 0:00:01.735120s elapsed
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+ 2024-08-12 09:14:22 INFO lr: 4.9290e-05 - loss: 0.0012 - UP: 95.88% UR: 95.20% UF: 95.54% P: 95.70% R: 95.02% F: 95.36%
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+ 2024-08-12 09:14:22 INFO dev: loss: nan - UP: 78.95% UR: 37.19% UF: 50.56% P: 77.19% R: 36.36% F: 49.44%
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+ 2024-08-12 09:14:22 INFO test: loss: nan - UP: 71.63% UR: 47.40% UF: 57.05% P: 66.95% R: 44.30% F: 53.32%
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+ 2024-08-12 09:14:22 INFO 0:00:01.761106s elapsed
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+ 2024-08-12 09:14:24 INFO lr: 4.9280e-05 - loss: 0.0005 - UP: 99.44% UR: 94.13% UF: 96.71% P: 99.44% R: 94.13% F: 96.71%
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+ 2024-08-12 09:14:24 INFO dev: loss: nan - UP: 75.38% UR: 40.50% UF: 52.69% P: 73.85% R: 39.67% F: 51.61%
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+ 2024-08-12 09:14:24 INFO test: loss: nan - UP: 66.23% UR: 53.66% UF: 59.29% P: 60.94% R: 49.37% F: 54.55%
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+ 2024-08-12 09:14:24 INFO 0:00:01.733712s elapsed
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+ 2024-08-12 09:14:25 INFO lr: 4.9270e-05 - loss: 0.0007 - UP: 99.26% UR: 95.37% UF: 97.28% P: 99.26% R: 95.37% F: 97.28%
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+ 2024-08-12 09:14:26 INFO dev: loss: nan - UP: 72.88% UR: 35.54% UF: 47.78% P: 72.88% R: 35.54% F: 47.78%
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+ 2024-08-12 09:14:26 INFO test: loss: nan - UP: 73.13% UR: 46.13% UF: 56.58% P: 69.34% R: 43.74% F: 53.64%
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+ 2024-08-12 09:14:26 INFO 0:00:01.710001s elapsed
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+ 2024-08-12 09:14:26 INFO Epoch 74 / 5000:
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+ 2024-08-12 09:14:27 INFO lr: 4.9260e-05 - loss: 0.0006 - UP: 97.85% UR: 96.98% UF: 97.41% P: 97.49% R: 96.62% F: 97.05%
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+ 2024-08-12 09:14:27 INFO dev: loss: nan - UP: 75.81% UR: 38.84% UF: 51.37% P: 74.19% R: 38.02% F: 50.27%
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+ 2024-08-12 09:14:28 INFO test: loss: nan - UP: 72.88% UR: 48.38% UF: 58.16% P: 68.96% R: 45.78% F: 55.03%
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+ 2024-08-12 09:14:28 INFO 0:00:01.767582s elapsed
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+ 2024-08-12 09:14:29 INFO lr: 4.9250e-05 - loss: 0.1140 - UP: 99.28% UR: 97.51% UF: 98.38% P: 99.28% R: 97.51% F: 98.38%
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+ 2024-08-12 09:14:29 INFO dev: loss: nan - UP: 75.76% UR: 41.32% UF: 53.48% P: 74.24% R: 40.50% F: 52.41%
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+ 2024-08-12 09:14:29 INFO test: loss: nan - UP: 71.72% UR: 49.23% UF: 58.38% P: 67.42% R: 46.27% F: 54.88%
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+ 2024-08-12 09:14:29 INFO 0:00:01.765810s elapsed
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+ 2024-08-12 09:14:31 INFO lr: 4.9240e-05 - loss: 0.0004 - UP: 99.63% UR: 96.44% UF: 98.01% P: 99.63% R: 96.44% F: 98.01%
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+ 2024-08-12 09:14:31 INFO dev: loss: nan - UP: 76.19% UR: 39.67% UF: 52.17% P: 76.19% R: 39.67% F: 52.17%
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+ 2024-08-12 09:14:31 INFO test: loss: nan - UP: 71.46% UR: 48.59% UF: 57.85% P: 67.53% R: 45.92% F: 54.67%
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+ 2024-08-12 09:14:31 INFO 0:00:01.774152s elapsed
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+ 2024-08-12 09:14:32 INFO lr: 4.9230e-05 - loss: 0.0124 - UP: 95.30% UR: 97.51% UF: 96.39% P: 94.61% R: 96.80% F: 95.69%
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+ 2024-08-12 09:14:33 INFO dev: loss: nan - UP: 74.63% UR: 41.32% UF: 53.19% P: 73.13% R: 40.50% F: 52.13%
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+ 2024-08-12 09:14:33 INFO test: loss: nan - UP: 70.82% UR: 50.00% UF: 58.62% P: 66.73% R: 47.12% F: 55.23%
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+ 2024-08-12 09:14:33 INFO 0:00:01.721772s elapsed
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+ 2024-08-12 09:14:34 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 99.10% UR: 97.69% UF: 98.39% P: 99.10% R: 97.69% F: 98.39%
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+ 2024-08-12 09:14:34 INFO dev: loss: nan - UP: 72.73% UR: 39.67% UF: 51.34% P: 71.21% R: 38.84% F: 50.27%
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+ 2024-08-12 09:14:35 INFO test: loss: nan - UP: 72.00% UR: 49.72% UF: 58.82% P: 67.82% R: 46.84% F: 55.41%
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+ 2024-08-12 09:14:35 INFO 0:00:01.792586s elapsed
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+ 2024-08-12 09:14:36 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 98.57% UR: 98.22% UF: 98.40% P: 98.57% R: 98.22% F: 98.40%
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+ 2024-08-12 09:14:36 INFO dev: loss: nan - UP: 78.33% UR: 38.84% UF: 51.93% P: 76.67% R: 38.02% F: 50.83%
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+ 2024-08-12 09:14:37 INFO test: loss: nan - UP: 74.55% UR: 46.77% UF: 57.48% P: 70.85% R: 44.44% F: 54.62%
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+ 2024-08-12 09:14:38 INFO lr: 4.9200e-05 - loss: 0.0144 - UP: 95.50% UR: 98.22% UF: 96.84% P: 95.33% R: 98.04% F: 96.67%
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+ 2024-08-12 09:14:38 INFO dev: loss: nan - UP: 77.97% UR: 38.02% UF: 51.11% P: 77.97% R: 38.02% F: 51.11%
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+ 2024-08-12 09:14:38 INFO test: loss: nan - UP: 76.04% UR: 45.08% UF: 56.60% P: 72.48% R: 42.97% F: 53.95%
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+ 2024-08-12 09:14:40 INFO lr: 4.9190e-05 - loss: 0.0001 - UP: 99.27% UR: 96.80% UF: 98.02% P: 99.27% R: 96.80% F: 98.02%
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+ 2024-08-12 09:14:40 INFO test: loss: nan - UP: 74.41% UR: 46.41% UF: 57.17% P: 70.80% R: 44.16% F: 54.40%
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+ 2024-08-12 09:14:41 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 99.82% UR: 97.69% UF: 98.74% P: 99.82% R: 97.69% F: 98.74%
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+ 2024-08-12 09:14:42 INFO dev: loss: nan - UP: 76.92% UR: 41.32% UF: 53.76% P: 73.85% R: 39.67% F: 51.61%
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+ 2024-08-12 09:14:42 INFO test: loss: nan - UP: 72.71% UR: 48.52% UF: 58.20% P: 68.70% R: 45.85% F: 55.00%
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+ 2024-08-12 09:14:43 INFO lr: 4.9170e-05 - loss: 0.0006 - UP: 99.82% UR: 97.69% UF: 98.74% P: 99.82% R: 97.69% F: 98.74%
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+ 2024-08-12 09:14:44 INFO test: loss: nan - UP: 71.68% UR: 49.65% UF: 58.66% P: 67.11% R: 46.48% F: 54.92%
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+ 2024-08-12 09:14:44 INFO 0:00:01.766106s elapsed
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+ 2024-08-12 09:14:45 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 98.75% UR: 98.40% UF: 98.57% P: 98.75% R: 98.40% F: 98.57%
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+ 2024-08-12 09:14:45 INFO test: loss: nan - UP: 76.67% UR: 45.29% UF: 56.94% P: 72.74% R: 42.97% F: 54.02%
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+ 2024-08-12 09:14:45 INFO Epoch 85 / 5000:
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+ 2024-08-12 09:14:47 INFO lr: 4.9150e-05 - loss: 0.0001 - UP: 99.46% UR: 98.04% UF: 98.75% P: 99.46% R: 98.04% F: 98.75%
575
+ 2024-08-12 09:14:47 INFO dev: loss: nan - UP: 77.42% UR: 39.67% UF: 52.46% P: 74.19% R: 38.02% F: 50.27%
576
+ 2024-08-12 09:14:47 INFO test: loss: nan - UP: 75.71% UR: 46.69% UF: 57.76% P: 71.61% R: 44.16% F: 54.63%
577
+ 2024-08-12 09:14:47 INFO 0:00:01.720955s elapsed
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+
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+ 2024-08-12 09:14:48 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 100.00% UR: 97.86% UF: 98.92% P: 100.00% R: 97.86% F: 98.92%
581
+ 2024-08-12 09:14:48 INFO dev: loss: nan - UP: 74.24% UR: 40.50% UF: 52.41% P: 71.21% R: 38.84% F: 50.27%
582
+ 2024-08-12 09:14:49 INFO test: loss: nan - UP: 72.93% UR: 50.21% UF: 59.48% P: 68.44% R: 47.12% F: 55.81%
583
+ 2024-08-12 09:14:49 INFO 0:00:01.694032s elapsed
584
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+ 2024-08-12 09:14:49 INFO Epoch 87 / 5000:
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+ 2024-08-12 09:14:50 INFO lr: 4.9130e-05 - loss: 0.0000 - UP: 99.28% UR: 98.75% UF: 99.02% P: 99.28% R: 98.75% F: 99.02%
587
+ 2024-08-12 09:14:50 INFO dev: loss: nan - UP: 76.92% UR: 41.32% UF: 53.76% P: 73.85% R: 39.67% F: 51.61%
588
+ 2024-08-12 09:14:50 INFO test: loss: nan - UP: 75.27% UR: 48.17% UF: 58.75% P: 70.88% R: 45.36% F: 55.32%
589
+ 2024-08-12 09:14:50 INFO 0:00:01.750345s elapsed
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+
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+ 2024-08-12 09:14:50 INFO Epoch 88 / 5000:
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+ 2024-08-12 09:14:52 INFO lr: 4.9120e-05 - loss: 0.0000 - UP: 99.46% UR: 98.04% UF: 98.75% P: 99.46% R: 98.04% F: 98.75%
593
+ 2024-08-12 09:14:52 INFO dev: loss: nan - UP: 78.69% UR: 39.67% UF: 52.75% P: 75.41% R: 38.02% F: 50.55%
594
+ 2024-08-12 09:14:52 INFO test: loss: nan - UP: 76.66% UR: 46.41% UF: 57.82% P: 72.36% R: 43.81% F: 54.58%
595
+ 2024-08-12 09:14:52 INFO 0:00:01.708768s elapsed
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+
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+ 2024-08-12 09:14:53 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 99.64% UR: 97.51% UF: 98.56% P: 99.64% R: 97.51% F: 98.56%
599
+ 2024-08-12 09:14:54 INFO dev: loss: nan - UP: 74.24% UR: 40.50% UF: 52.41% P: 71.21% R: 38.84% F: 50.27%
600
+ 2024-08-12 09:14:54 INFO test: loss: nan - UP: 71.64% UR: 51.34% UF: 59.81% P: 66.54% R: 47.68% F: 55.55%
601
+ 2024-08-12 09:14:54 INFO 0:00:01.724477s elapsed
602
+
603
+ 2024-08-12 09:14:57 INFO Epoch 59 saved
604
+ 2024-08-12 09:14:57 INFO dev: UP: 78.57% UR: 45.45% UF: 57.59% P: 78.57% R: 45.45% F: 57.59%
605
+ 2024-08-12 09:14:57 INFO test: UP: 69.73% UR: 50.70% UF: 58.71% P: 64.31% R: 46.77% F: 54.15%
606
+ 2024-08-12 09:14:57 INFO 0:02:35.550553s elapsed, 0:00:01.747759s/epoch
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1
+ 2024-08-12 09:14:59 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ 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
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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
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byGenAI_desc/10/model_vi_multibooked_eu_xlm_6
17
+ device | 1
18
+ seed | 1
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+ 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_byGenAI_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byGenAI_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
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+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 09:14:59 INFO Building the fields
39
+ 2024-08-12 09:15:01 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 09:15:01 INFO Building the model
44
+ 2024-08-12 09:15:03 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 09:15:03 INFO Loading the data
64
+ 2024-08-12 09:15:03 INFO
65
+ train: Dataset(n_sentences=105, n_batches=24, n_buckets=24)
66
+ dev: Dataset(n_sentences=14, n_batches=13, n_buckets=13)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 09:15:03 INFO Epoch 1 / 5000:
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+ 2024-08-12 09:15:05 INFO lr: 4.9990e-05 - loss: 0.1718 - UP: 12.38% UR: 6.76% UF: 8.75% P: 7.82% R: 4.27% F: 5.52%
71
+ 2024-08-12 09:15:05 INFO dev: loss: nan - UP: 75.00% UR: 7.44% UF: 13.53% P: 75.00% R: 7.44% F: 13.53%
72
+ 2024-08-12 09:15:06 INFO test: loss: nan - UP: 71.87% UR: 1.62% UF: 3.16% P: 62.50% R: 1.41% F: 2.75%
73
+ 2024-08-12 09:15:10 INFO 0:00:02.598047s elapsed (saved)
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+
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+ 2024-08-12 09:15:10 INFO Epoch 2 / 5000:
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+ 2024-08-12 09:15:12 INFO lr: 4.9980e-05 - loss: 0.4164 - UP: 56.52% UR: 6.94% UF: 12.36% P: 50.72% R: 6.23% F: 11.09%
77
+ 2024-08-12 09:15:12 INFO dev: loss: nan - UP: 83.33% UR: 16.53% UF: 27.59% P: 83.33% R: 16.53% F: 27.59%
78
+ 2024-08-12 09:15:12 INFO test: loss: nan - UP: 74.65% UR: 11.18% UF: 19.45% P: 67.61% R: 10.13% F: 17.61%
79
+ 2024-08-12 09:15:19 INFO 0:00:02.025559s elapsed (saved)
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+
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+ 2024-08-12 09:15:19 INFO Epoch 3 / 5000:
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+ 2024-08-12 09:15:21 INFO lr: 4.9970e-05 - loss: 0.3207 - UP: 54.49% UR: 16.19% UF: 24.97% P: 47.90% R: 14.23% F: 21.95%
83
+ 2024-08-12 09:15:21 INFO dev: loss: nan - UP: 84.21% UR: 13.22% UF: 22.86% P: 84.21% R: 13.22% F: 22.86%
84
+ 2024-08-12 09:15:22 INFO test: loss: nan - UP: 81.11% UR: 10.27% UF: 18.23% P: 73.89% R: 9.35% F: 16.60%
85
+ 2024-08-12 09:15:22 INFO 0:00:02.102947s elapsed
86
+
87
+ 2024-08-12 09:15:22 INFO Epoch 4 / 5000:
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+ 2024-08-12 09:15:23 INFO lr: 4.9960e-05 - loss: 0.0535 - UP: 64.15% UR: 24.20% UF: 35.14% P: 57.55% R: 21.71% F: 31.52%
89
+ 2024-08-12 09:15:23 INFO dev: loss: nan - UP: 56.67% UR: 14.05% UF: 22.52% P: 56.67% R: 14.05% F: 22.52%
90
+ 2024-08-12 09:15:24 INFO test: loss: nan - UP: 73.03% UR: 15.61% UF: 25.72% P: 68.09% R: 14.56% F: 23.99%
91
+ 2024-08-12 09:15:24 INFO 0:00:02.095905s elapsed
92
+
93
+ 2024-08-12 09:15:24 INFO Epoch 5 / 5000:
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+ 2024-08-12 09:15:25 INFO lr: 4.9950e-05 - loss: 0.1364 - UP: 61.48% UR: 28.11% UF: 38.58% P: 57.98% R: 26.51% F: 36.39%
95
+ 2024-08-12 09:15:25 INFO dev: loss: nan - UP: 88.89% UR: 6.61% UF: 12.31% P: 88.89% R: 6.61% F: 12.31%
96
+ 2024-08-12 09:15:26 INFO test: loss: nan - UP: 72.19% UR: 7.67% UF: 13.86% P: 66.89% R: 7.10% F: 12.84%
97
+ 2024-08-12 09:15:26 INFO 0:00:02.042922s elapsed
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+
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+ 2024-08-12 09:15:26 INFO Epoch 6 / 5000:
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+ 2024-08-12 09:15:27 INFO lr: 4.9940e-05 - loss: 0.0363 - UP: 66.44% UR: 34.52% UF: 45.43% P: 61.30% R: 31.85% F: 41.92%
101
+ 2024-08-12 09:15:27 INFO dev: loss: nan - UP: 36.03% UR: 40.50% UF: 38.13% P: 33.82% R: 38.02% F: 35.80%
102
+ 2024-08-12 09:15:28 INFO test: loss: nan - UP: 44.71% UR: 42.48% UF: 43.56% P: 38.79% R: 36.85% F: 37.79%
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+ 2024-08-12 09:15:35 INFO 0:00:02.085297s elapsed (saved)
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+
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+ 2024-08-12 09:15:35 INFO Epoch 7 / 5000:
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+ 2024-08-12 09:15:36 INFO lr: 4.9930e-05 - loss: 0.0203 - UP: 74.17% UR: 43.95% UF: 55.20% P: 70.87% R: 41.99% F: 52.74%
107
+ 2024-08-12 09:15:37 INFO dev: loss: nan - UP: 34.13% UR: 35.54% UF: 34.82% P: 32.54% R: 33.88% F: 33.20%
108
+ 2024-08-12 09:15:37 INFO test: loss: nan - UP: 40.88% UR: 46.84% UF: 43.66% P: 35.79% R: 41.00% F: 38.22%
109
+ 2024-08-12 09:15:37 INFO 0:00:02.141308s elapsed
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+
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+ 2024-08-12 09:15:37 INFO Epoch 8 / 5000:
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+ 2024-08-12 09:15:38 INFO lr: 4.9920e-05 - loss: 0.0536 - UP: 69.42% UR: 49.29% UF: 57.65% P: 68.17% R: 48.40% F: 56.61%
113
+ 2024-08-12 09:15:39 INFO dev: loss: nan - UP: 64.00% UR: 13.22% UF: 21.92% P: 60.00% R: 12.40% F: 20.55%
114
+ 2024-08-12 09:15:39 INFO test: loss: nan - UP: 64.64% UR: 20.96% UF: 31.65% P: 57.48% R: 18.64% F: 28.15%
115
+ 2024-08-12 09:15:39 INFO 0:00:02.008282s elapsed
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+
117
+ 2024-08-12 09:15:39 INFO Epoch 9 / 5000:
118
+ 2024-08-12 09:15:40 INFO lr: 4.9910e-05 - loss: 0.0836 - UP: 79.72% UR: 51.07% UF: 62.26% P: 78.61% R: 50.36% F: 61.39%
119
+ 2024-08-12 09:15:41 INFO dev: loss: nan - UP: 38.10% UR: 33.06% UF: 35.40% P: 37.14% R: 32.23% F: 34.51%
120
+ 2024-08-12 09:15:41 INFO test: loss: nan - UP: 59.77% UR: 33.12% UF: 42.62% P: 55.46% R: 30.73% F: 39.55%
121
+ 2024-08-12 09:15:41 INFO 0:00:02.047517s elapsed
122
+
123
+ 2024-08-12 09:15:41 INFO Epoch 10 / 5000:
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+ 2024-08-12 09:15:42 INFO lr: 4.9900e-05 - loss: 0.0455 - UP: 75.69% UR: 58.19% UF: 65.79% P: 75.00% R: 57.65% F: 65.19%
125
+ 2024-08-12 09:15:43 INFO dev: loss: nan - UP: 66.67% UR: 19.83% UF: 30.57% P: 61.11% R: 18.18% F: 28.03%
126
+ 2024-08-12 09:15:43 INFO test: loss: nan - UP: 65.17% UR: 27.64% UF: 38.81% P: 58.21% R: 24.68% F: 34.67%
127
+ 2024-08-12 09:15:43 INFO 0:00:02.017819s elapsed
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+
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+ 2024-08-12 09:15:43 INFO Epoch 11 / 5000:
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+ 2024-08-12 09:15:45 INFO lr: 4.9890e-05 - loss: 0.0482 - UP: 76.74% UR: 58.72% UF: 66.53% P: 76.28% R: 58.36% F: 66.13%
131
+ 2024-08-12 09:15:45 INFO dev: loss: nan - UP: 44.44% UR: 33.06% UF: 37.91% P: 40.00% R: 29.75% F: 34.12%
132
+ 2024-08-12 09:15:45 INFO test: loss: nan - UP: 51.49% UR: 41.42% UF: 45.91% P: 45.80% R: 36.85% F: 40.84%
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+ 2024-08-12 09:15:45 INFO 0:00:02.119562s elapsed
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+
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+ 2024-08-12 09:15:45 INFO Epoch 12 / 5000:
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+ 2024-08-12 09:15:47 INFO lr: 4.9880e-05 - loss: 0.0258 - UP: 80.23% UR: 62.10% UF: 70.01% P: 79.77% R: 61.74% F: 69.61%
137
+ 2024-08-12 09:15:47 INFO dev: loss: nan - UP: 89.47% UR: 14.05% UF: 24.29% P: 89.47% R: 14.05% F: 24.29%
138
+ 2024-08-12 09:15:47 INFO test: loss: nan - UP: 66.38% UR: 21.66% UF: 32.66% P: 57.97% R: 18.92% F: 28.53%
139
+ 2024-08-12 09:15:47 INFO 0:00:02.088436s elapsed
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+
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+ 2024-08-12 09:15:47 INFO Epoch 13 / 5000:
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+ 2024-08-12 09:15:49 INFO lr: 4.9870e-05 - loss: 0.0249 - UP: 86.86% UR: 54.09% UF: 66.67% P: 85.14% R: 53.02% F: 65.35%
143
+ 2024-08-12 09:15:49 INFO dev: loss: nan - UP: 81.25% UR: 21.49% UF: 33.99% P: 68.75% R: 18.18% F: 28.76%
144
+ 2024-08-12 09:15:49 INFO test: loss: nan - UP: 70.28% UR: 30.10% UF: 42.15% P: 64.86% R: 27.78% F: 38.90%
145
+ 2024-08-12 09:15:49 INFO 0:00:02.090436s elapsed
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+
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+ 2024-08-12 09:15:49 INFO Epoch 14 / 5000:
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+ 2024-08-12 09:15:51 INFO lr: 4.9860e-05 - loss: 0.0028 - UP: 85.58% UR: 65.48% UF: 74.19% P: 85.12% R: 65.12% F: 73.79%
149
+ 2024-08-12 09:15:51 INFO dev: loss: nan - UP: 63.16% UR: 29.75% UF: 40.45% P: 59.65% R: 28.10% F: 38.20%
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+ 2024-08-12 09:15:51 INFO test: loss: nan - UP: 66.30% UR: 34.32% UF: 45.23% P: 60.46% R: 31.29% F: 41.24%
151
+ 2024-08-12 09:15:58 INFO 0:00:02.055736s elapsed (saved)
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+
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+ 2024-08-12 09:16:00 INFO lr: 4.9850e-05 - loss: 0.0341 - UP: 85.45% UR: 73.13% UF: 78.81% P: 84.62% R: 72.42% F: 78.04%
155
+ 2024-08-12 09:16:00 INFO dev: loss: nan - UP: 56.10% UR: 38.02% UF: 45.32% P: 51.22% R: 34.71% F: 41.38%
156
+ 2024-08-12 09:16:00 INFO test: loss: nan - UP: 56.95% UR: 42.33% UF: 48.57% P: 50.33% R: 37.41% F: 42.92%
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+ 2024-08-12 09:16:07 INFO 0:00:02.100945s elapsed (saved)
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+
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+ 2024-08-12 09:16:09 INFO lr: 4.9840e-05 - loss: 0.1367 - UP: 82.77% UR: 73.49% UF: 77.85% P: 82.57% R: 73.31% F: 77.66%
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+ 2024-08-12 09:16:09 INFO dev: loss: nan - UP: 56.52% UR: 21.49% UF: 31.14% P: 54.35% R: 20.66% F: 29.94%
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+ 2024-08-12 09:16:09 INFO test: loss: nan - UP: 66.40% UR: 29.04% UF: 40.41% P: 59.16% R: 25.88% F: 36.01%
163
+ 2024-08-12 09:16:09 INFO 0:00:02.122210s elapsed
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+
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+ 2024-08-12 09:16:09 INFO Epoch 17 / 5000:
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+ 2024-08-12 09:16:11 INFO lr: 4.9830e-05 - loss: 0.0297 - UP: 83.23% UR: 70.64% UF: 76.42% P: 83.23% R: 70.64% F: 76.42%
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+ 2024-08-12 09:16:11 INFO dev: loss: nan - UP: 78.79% UR: 21.49% UF: 33.77% P: 75.76% R: 20.66% F: 32.47%
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+ 2024-08-12 09:16:11 INFO test: loss: nan - UP: 72.98% UR: 27.36% UF: 39.80% P: 65.48% R: 24.54% F: 35.70%
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+ 2024-08-12 09:16:11 INFO 0:00:02.030039s elapsed
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+
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+ 2024-08-12 09:16:11 INFO Epoch 18 / 5000:
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+ 2024-08-12 09:16:13 INFO lr: 4.9820e-05 - loss: 0.1097 - UP: 88.45% UR: 68.15% UF: 76.98% P: 87.53% R: 67.44% F: 76.18%
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+ 2024-08-12 09:16:13 INFO dev: loss: nan - UP: 74.36% UR: 23.97% UF: 36.25% P: 66.67% R: 21.49% F: 32.50%
174
+ 2024-08-12 09:16:13 INFO test: loss: nan - UP: 74.37% UR: 29.18% UF: 41.92% P: 66.85% R: 26.23% F: 37.68%
175
+ 2024-08-12 09:16:13 INFO 0:00:02.147971s elapsed
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+
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+ 2024-08-12 09:16:13 INFO Epoch 19 / 5000:
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+ 2024-08-12 09:16:15 INFO lr: 4.9810e-05 - loss: 0.0019 - UP: 89.64% UR: 75.44% UF: 81.93% P: 88.16% R: 74.20% F: 80.58%
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+ 2024-08-12 09:16:15 INFO dev: loss: nan - UP: 61.54% UR: 39.67% UF: 48.24% P: 58.97% R: 38.02% F: 46.23%
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+ 2024-08-12 09:17:20 INFO lr: 4.9600e-05 - loss: 0.0020 - UP: 97.93% UR: 92.70% UF: 95.25% P: 97.93% R: 92.70% F: 95.25%
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+ 2024-08-12 09:17:20 INFO test: loss: nan - UP: 67.68% UR: 40.65% UF: 50.79% P: 61.48% R: 36.92% F: 46.13%
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+ 2024-08-12 09:17:22 INFO dev: loss: nan - UP: 57.75% UR: 33.88% UF: 42.71% P: 57.75% R: 33.88% F: 42.71%
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+ 2024-08-12 09:17:22 INFO test: loss: nan - UP: 71.55% UR: 41.91% UF: 52.86% P: 64.35% R: 37.69% F: 47.54%
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+ 2024-08-12 09:17:26 INFO lr: 4.9570e-05 - loss: 0.0064 - UP: 98.77% UR: 85.59% UF: 91.71% P: 98.56% R: 85.41% F: 91.52%
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+ 2024-08-12 09:17:43 INFO dev: loss: nan - UP: 63.01% UR: 38.02% UF: 47.42% P: 61.64% R: 37.19% F: 46.39%
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+ 2024-08-12 09:17:43 INFO test: loss: nan - UP: 56.04% UR: 45.99% UF: 50.52% P: 48.84% R: 40.08% F: 44.03%
373
+ 2024-08-12 09:17:43 INFO 0:00:02.139678s elapsed
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+
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+ 2024-08-12 09:17:43 INFO Epoch 52 / 5000:
376
+ 2024-08-12 09:17:45 INFO lr: 4.9480e-05 - loss: 0.0047 - UP: 97.26% UR: 88.43% UF: 92.64% P: 96.87% R: 88.08% F: 92.26%
377
+ 2024-08-12 09:17:45 INFO dev: loss: nan - UP: 43.84% UR: 52.89% UF: 47.94% P: 39.73% R: 47.93% F: 43.45%
378
+ 2024-08-12 09:17:45 INFO test: loss: nan - UP: 56.34% UR: 52.81% UF: 54.52% P: 49.36% R: 46.27% F: 47.77%
379
+ 2024-08-12 09:17:45 INFO 0:00:02.038079s elapsed
380
+
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+ 2024-08-12 09:17:45 INFO Epoch 53 / 5000:
382
+ 2024-08-12 09:17:47 INFO lr: 4.9470e-05 - loss: 0.0920 - UP: 96.82% UR: 92.17% UF: 94.44% P: 94.58% R: 90.04% F: 92.25%
383
+ 2024-08-12 09:17:47 INFO dev: loss: nan - UP: 57.00% UR: 47.11% UF: 51.58% P: 52.00% R: 42.98% F: 47.06%
384
+ 2024-08-12 09:17:48 INFO test: loss: nan - UP: 59.85% UR: 50.00% UF: 54.48% P: 51.26% R: 42.83% F: 46.67%
385
+ 2024-08-12 09:17:48 INFO 0:00:02.096750s elapsed
386
+
387
+ 2024-08-12 09:17:55 INFO Epoch 23 saved
388
+ 2024-08-12 09:17:55 INFO dev: UP: 57.45% UR: 44.63% UF: 50.23% P: 55.32% R: 42.98% F: 48.37%
389
+ 2024-08-12 09:17:55 INFO test: UP: 62.74% UR: 41.91% UF: 50.25% P: 55.26% R: 36.92% F: 44.27%
390
+ 2024-08-12 09:17:55 INFO 0:01:51.362085s elapsed, 0:00:02.101171s/epoch