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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_random/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_random/10/model_vi_multibooked_eu_berteus_6.train.log +474 -0
  4. models/multibooked_eu/sdp_random/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_random/10/model_vi_multibooked_eu_xlm_6.train.log +450 -0
.gitattributes CHANGED
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  models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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+ 2024-08-12 11:57:21 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_random/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_random/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/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 11:57:21 INFO Building the fields
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+ 2024-08-12 11:57:22 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 11:57:22 INFO Building the model
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+ 2024-08-12 11:57:23 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 11:57:23 INFO Loading the data
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+ 2024-08-12 11:57:23 INFO
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+ train: Dataset(n_sentences=105, n_batches=23, n_buckets=23)
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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 11:57:23 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:57:25 INFO lr: 4.9990e-05 - loss: 0.2071 - UP: 3.28% UR: 9.35% UF: 4.85% P: 2.34% R: 6.68% F: 3.47%
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+ 2024-08-12 11:57:25 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 11:57:26 INFO test: loss: nan - UP: 80.49% UR: 2.32% UF: 4.51% P: 68.29% R: 1.97% F: 3.83%
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+ 2024-08-12 11:57:26 INFO 0:00:02.173743s elapsed
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+
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+ 2024-08-12 11:57:26 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:57:27 INFO lr: 4.9980e-05 - loss: 0.2870 - UP: 43.12% UR: 13.17% UF: 20.18% P: 43.12% R: 13.17% F: 20.18%
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+ 2024-08-12 11:57:27 INFO dev: loss: nan - UP: 100.00% UR: 4.00% UF: 7.69% P: 100.00% R: 4.00% F: 7.69%
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+ 2024-08-12 11:57:27 INFO test: loss: nan - UP: 86.67% UR: 12.80% UF: 22.30% P: 82.86% R: 12.24% F: 21.32%
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+ 2024-08-12 11:57:29 INFO 0:00:01.745262s elapsed (saved)
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+
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+ 2024-08-12 11:57:29 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:57:31 INFO lr: 4.9970e-05 - loss: 0.0756 - UP: 55.99% UR: 30.34% UF: 39.36% P: 54.23% R: 29.39% F: 38.12%
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+ 2024-08-12 11:57:31 INFO dev: loss: nan - UP: 64.71% UR: 22.00% UF: 32.84% P: 52.94% R: 18.00% F: 26.87%
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+ 2024-08-12 11:57:31 INFO test: loss: nan - UP: 57.84% UR: 33.97% UF: 42.80% P: 54.97% R: 32.28% F: 40.67%
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+ 2024-08-12 11:57:34 INFO 0:00:01.749380s elapsed (saved)
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+ 2024-08-12 11:57:35 INFO lr: 4.9960e-05 - loss: 0.0886 - UP: 58.84% UR: 38.74% UF: 46.72% P: 57.97% R: 38.17% F: 46.03%
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+ 2024-08-12 11:57:35 INFO dev: loss: nan - UP: 66.67% UR: 20.00% UF: 30.77% P: 53.33% R: 16.00% F: 24.62%
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+ 2024-08-12 11:57:35 INFO test: loss: nan - UP: 56.42% UR: 37.69% UF: 45.19% P: 53.89% R: 36.01% F: 43.17%
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+ 2024-08-12 11:57:35 INFO 0:00:01.700785s elapsed
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+ 2024-08-12 11:57:35 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:57:37 INFO lr: 4.9950e-05 - loss: 0.0779 - UP: 67.99% UR: 49.05% UF: 56.98% P: 66.93% R: 48.28% F: 56.10%
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+ 2024-08-12 11:57:37 INFO dev: loss: nan - UP: 68.42% UR: 26.00% UF: 37.68% P: 52.63% R: 20.00% F: 28.99%
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+ 2024-08-12 11:57:37 INFO test: loss: nan - UP: 75.38% UR: 24.54% UF: 37.03% P: 70.19% R: 22.86% F: 34.48%
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+ 2024-08-12 11:57:39 INFO 0:00:01.731321s elapsed (saved)
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+ 2024-08-12 11:57:41 INFO lr: 4.9940e-05 - loss: nan - UP: 58.90% UR: 57.44% UF: 58.16% P: 57.93% R: 56.49% F: 57.20%
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+ 2024-08-12 11:57:41 INFO dev: loss: nan - UP: 56.25% UR: 36.00% UF: 43.90% P: 46.87% R: 30.00% F: 36.59%
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+ 2024-08-12 11:57:41 INFO test: loss: nan - UP: 57.74% UR: 41.98% UF: 48.62% P: 51.06% R: 37.13% F: 43.00%
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+ 2024-08-12 11:57:44 INFO 0:00:01.741462s elapsed (saved)
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+ 2024-08-12 11:57:45 INFO lr: 4.9930e-05 - loss: 0.0419 - UP: 80.55% UR: 50.57% UF: 62.13% P: 79.64% R: 50.00% F: 61.43%
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+ 2024-08-12 11:57:45 INFO dev: loss: nan - UP: 64.71% UR: 22.00% UF: 32.84% P: 58.82% R: 20.00% F: 29.85%
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+ 2024-08-12 11:57:46 INFO test: loss: nan - UP: 68.63% UR: 33.54% UF: 45.06% P: 65.32% R: 31.93% F: 42.89%
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+ 2024-08-12 11:57:46 INFO 0:00:01.703845s elapsed
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+
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+ 2024-08-12 11:57:47 INFO lr: 4.9920e-05 - loss: 0.0527 - UP: 81.55% UR: 62.40% UF: 70.70% P: 81.05% R: 62.02% F: 70.27%
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+ 2024-08-12 11:57:47 INFO dev: loss: nan - UP: 80.00% UR: 16.00% UF: 26.67% P: 60.00% R: 12.00% F: 20.00%
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+ 2024-08-12 11:57:47 INFO test: loss: nan - UP: 80.96% UR: 28.41% UF: 42.06% P: 74.75% R: 26.23% F: 38.83%
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+ 2024-08-12 11:57:47 INFO 0:00:01.761646s elapsed
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+ 2024-08-12 11:57:47 INFO Epoch 9 / 5000:
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+ 2024-08-12 11:57:49 INFO lr: 4.9910e-05 - loss: 0.0283 - UP: 76.10% UR: 66.22% UF: 70.82% P: 74.34% R: 64.69% F: 69.18%
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+ 2024-08-12 11:57:49 INFO dev: loss: nan - UP: 92.86% UR: 26.00% UF: 40.62% P: 85.71% R: 24.00% F: 37.50%
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+ 2024-08-12 11:57:49 INFO test: loss: nan - UP: 84.42% UR: 25.53% UF: 39.20% P: 80.23% R: 24.26% F: 37.26%
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+ 2024-08-12 11:57:52 INFO 0:00:01.725230s elapsed (saved)
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+ 2024-08-12 11:57:52 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:57:53 INFO lr: 4.9900e-05 - loss: 0.0288 - UP: 83.61% UR: 68.13% UF: 75.08% P: 82.20% R: 66.98% F: 73.82%
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+ 2024-08-12 11:57:53 INFO dev: loss: nan - UP: 64.52% UR: 40.00% UF: 49.38% P: 48.39% R: 30.00% F: 37.04%
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+ 2024-08-12 11:57:54 INFO test: loss: nan - UP: 65.64% UR: 43.25% UF: 52.14% P: 59.34% R: 39.10% F: 47.14%
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+ 2024-08-12 11:57:54 INFO 0:00:01.767847s elapsed
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+ 2024-08-12 11:57:54 INFO Epoch 11 / 5000:
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+ 2024-08-12 11:57:55 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 87.21% UR: 72.90% UF: 79.42% P: 86.30% R: 72.14% F: 78.59%
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+ 2024-08-12 11:57:55 INFO dev: loss: nan - UP: 86.36% UR: 38.00% UF: 52.78% P: 72.73% R: 32.00% F: 44.44%
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+ 2024-08-12 11:57:56 INFO test: loss: nan - UP: 71.92% UR: 39.45% UF: 50.95% P: 67.31% R: 36.92% F: 47.68%
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+ 2024-08-12 11:57:59 INFO 0:00:01.760150s elapsed (saved)
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+ 2024-08-12 11:57:59 INFO Epoch 12 / 5000:
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+ 2024-08-12 11:58:00 INFO lr: 4.9880e-05 - loss: 0.0233 - UP: 88.94% UR: 70.61% UF: 78.72% P: 88.70% R: 70.42% F: 78.51%
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+ 2024-08-12 11:58:00 INFO dev: loss: nan - UP: 70.37% UR: 38.00% UF: 49.35% P: 66.67% R: 36.00% F: 46.75%
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+ 2024-08-12 11:58:00 INFO test: loss: nan - UP: 70.84% UR: 37.41% UF: 48.96% P: 66.98% R: 35.37% F: 46.30%
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+ 2024-08-12 11:58:03 INFO 0:00:01.769102s elapsed (saved)
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+ 2024-08-12 11:58:04 INFO lr: 4.9870e-05 - loss: 0.0231 - UP: 90.58% UR: 77.10% UF: 83.30% P: 90.13% R: 76.72% F: 82.89%
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+ 2024-08-12 11:58:04 INFO dev: loss: nan - UP: 59.37% UR: 38.00% UF: 46.34% P: 46.87% R: 30.00% F: 36.59%
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+ 2024-08-12 11:58:05 INFO test: loss: nan - UP: 70.95% UR: 41.91% UF: 52.70% P: 65.95% R: 38.96% F: 48.98%
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+ 2024-08-12 11:58:05 INFO 0:00:01.720645s elapsed
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+ 2024-08-12 11:58:06 INFO lr: 4.9860e-05 - loss: 0.0100 - UP: 90.97% UR: 78.82% UF: 84.46% P: 90.75% R: 78.63% F: 84.25%
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+ 2024-08-12 11:58:06 INFO dev: loss: nan - UP: 62.07% UR: 36.00% UF: 45.57% P: 55.17% R: 32.00% F: 40.51%
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+ 2024-08-12 11:58:06 INFO test: loss: nan - UP: 70.23% UR: 38.33% UF: 49.59% P: 65.72% R: 35.86% F: 46.41%
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+ 2024-08-12 11:58:06 INFO 0:00:01.621147s elapsed
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+ 2024-08-12 11:58:08 INFO lr: 4.9850e-05 - loss: 0.0209 - UP: 92.95% UR: 80.53% UF: 86.30% P: 92.51% R: 80.15% F: 85.89%
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+ 2024-08-12 11:58:08 INFO dev: loss: nan - UP: 78.26% UR: 36.00% UF: 49.32% P: 73.91% R: 34.00% F: 46.58%
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+ 2024-08-12 11:58:08 INFO test: loss: nan - UP: 74.49% UR: 38.19% UF: 50.49% P: 70.10% R: 35.94% F: 47.51%
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+ 2024-08-12 11:58:08 INFO 0:00:01.703136s elapsed
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+ 2024-08-12 11:58:09 INFO lr: 4.9840e-05 - loss: 0.0181 - UP: 85.60% UR: 80.53% UF: 82.99% P: 85.19% R: 80.15% F: 82.60%
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+ 2024-08-12 11:58:09 INFO dev: loss: nan - UP: 65.62% UR: 42.00% UF: 51.22% P: 59.37% R: 38.00% F: 46.34%
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+ 2024-08-12 11:58:10 INFO test: loss: nan - UP: 68.83% UR: 41.77% UF: 51.99% P: 64.19% R: 38.96% F: 48.49%
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+ 2024-08-12 11:58:10 INFO 0:00:01.702336s elapsed
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+ 2024-08-12 11:58:11 INFO lr: 4.9830e-05 - loss: 0.0393 - UP: 91.18% UR: 82.82% UF: 86.80% P: 90.76% R: 82.44% F: 86.40%
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+ 2024-08-12 11:58:11 INFO dev: loss: nan - UP: 80.77% UR: 42.00% UF: 55.26% P: 73.08% R: 38.00% F: 50.00%
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+ 2024-08-12 11:58:11 INFO test: loss: nan - UP: 72.16% UR: 40.65% UF: 52.00% P: 66.92% R: 37.69% F: 48.22%
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+ 2024-08-12 11:58:14 INFO 0:00:01.710909s elapsed (saved)
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+ 2024-08-12 11:58:14 INFO Epoch 18 / 5000:
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+ 2024-08-12 11:58:16 INFO lr: 4.9820e-05 - loss: 0.0201 - UP: 94.09% UR: 85.11% UF: 89.38% P: 93.04% R: 84.16% F: 88.38%
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+ 2024-08-12 11:58:16 INFO dev: loss: nan - UP: 88.89% UR: 32.00% UF: 47.06% P: 72.22% R: 26.00% F: 38.24%
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+ 2024-08-12 11:58:16 INFO test: loss: nan - UP: 76.60% UR: 33.61% UF: 46.73% P: 72.12% R: 31.65% F: 43.99%
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+ 2024-08-12 11:58:16 INFO 0:00:01.716224s elapsed
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+ 2024-08-12 11:58:17 INFO lr: 4.9810e-05 - loss: 0.0423 - UP: 91.56% UR: 82.82% UF: 86.97% P: 91.14% R: 82.44% F: 86.57%
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+ 2024-08-12 11:58:17 INFO dev: loss: nan - UP: 60.00% UR: 42.00% UF: 49.41% P: 51.43% R: 36.00% F: 42.35%
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+ 2024-08-12 11:58:18 INFO test: loss: nan - UP: 73.48% UR: 38.19% UF: 50.25% P: 68.61% R: 35.65% F: 46.92%
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+ 2024-08-12 11:58:18 INFO 0:00:01.674054s elapsed
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+ 2024-08-12 11:58:18 INFO Epoch 20 / 5000:
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+ 2024-08-12 11:58:19 INFO lr: 4.9800e-05 - loss: 0.0018 - UP: 94.49% UR: 81.87% UF: 87.73% P: 94.27% R: 81.68% F: 87.53%
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+ 2024-08-12 11:58:19 INFO dev: loss: nan - UP: 48.65% UR: 36.00% UF: 41.38% P: 37.84% R: 28.00% F: 32.18%
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+ 2024-08-12 11:58:19 INFO test: loss: nan - UP: 67.69% UR: 46.55% UF: 55.17% P: 62.27% R: 42.83% F: 50.75%
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+ 2024-08-12 11:58:19 INFO 0:00:01.710731s elapsed
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+ 2024-08-12 11:58:19 INFO Epoch 21 / 5000:
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+ 2024-08-12 11:58:21 INFO lr: 4.9790e-05 - loss: 0.0120 - UP: 97.46% UR: 87.79% UF: 92.37% P: 97.03% R: 87.40% F: 91.97%
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+ 2024-08-12 11:58:21 INFO dev: loss: nan - UP: 70.00% UR: 42.00% UF: 52.50% P: 56.67% R: 34.00% F: 42.50%
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+ 2024-08-12 11:58:48 INFO test: loss: nan - UP: 75.97% UR: 35.79% UF: 48.66% P: 71.04% R: 33.47% F: 45.51%
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+ 2024-08-12 11:58:56 INFO test: loss: nan - UP: 73.38% UR: 41.49% UF: 53.01% P: 68.41% R: 38.68% F: 49.42%
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+ 2024-08-12 11:58:57 INFO dev: loss: nan - UP: 86.36% UR: 38.00% UF: 52.78% P: 68.18% R: 30.00% F: 41.67%
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+ 2024-08-12 11:58:58 INFO test: loss: nan - UP: 70.06% UR: 44.59% UF: 54.49% P: 64.64% R: 41.14% F: 50.28%
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+ 2024-08-12 11:59:00 INFO test: loss: nan - UP: 63.51% UR: 51.90% UF: 57.12% P: 58.09% R: 47.47% F: 52.24%
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+ 2024-08-12 11:59:01 INFO dev: loss: nan - UP: 78.57% UR: 44.00% UF: 56.41% P: 64.29% R: 36.00% F: 46.15%
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+ 2024-08-12 11:59:01 INFO test: loss: nan - UP: 66.73% UR: 52.60% UF: 58.83% P: 61.20% R: 48.24% F: 53.95%
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+ 2024-08-12 11:59:02 INFO dev: loss: nan - UP: 64.52% UR: 40.00% UF: 49.38% P: 51.61% R: 32.00% F: 39.51%
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+ 2024-08-12 11:59:06 INFO test: loss: nan - UP: 70.73% UR: 44.87% UF: 54.91% P: 63.53% R: 40.30% F: 49.31%
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+ 2024-08-12 11:59:17 INFO dev: loss: nan - UP: 72.73% UR: 32.00% UF: 44.44% P: 59.09% R: 26.00% F: 36.11%
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+ 2024-08-12 11:59:17 INFO test: loss: nan - UP: 75.76% UR: 35.16% UF: 48.03% P: 69.85% R: 32.42% F: 44.28%
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+ 2024-08-12 11:59:17 INFO 0:00:01.592382s elapsed
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+ 2024-08-12 11:59:19 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 96.83% UR: 93.13% UF: 94.94% P: 96.83% R: 93.13% F: 94.94%
389
+ 2024-08-12 11:59:19 INFO dev: loss: nan - UP: 65.62% UR: 42.00% UF: 51.22% P: 56.25% R: 36.00% F: 43.90%
390
+ 2024-08-12 11:59:19 INFO test: loss: nan - UP: 67.33% UR: 47.54% UF: 55.73% P: 61.55% R: 43.46% F: 50.95%
391
+ 2024-08-12 11:59:19 INFO 0:00:01.600008s elapsed
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+
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+ 2024-08-12 11:59:20 INFO lr: 4.9450e-05 - loss: 0.0026 - UP: 98.98% UR: 92.37% UF: 95.56% P: 98.98% R: 92.37% F: 95.56%
395
+ 2024-08-12 11:59:20 INFO dev: loss: nan - UP: 61.11% UR: 44.00% UF: 51.16% P: 50.00% R: 36.00% F: 41.86%
396
+ 2024-08-12 11:59:21 INFO test: loss: nan - UP: 61.62% UR: 49.23% UF: 54.73% P: 56.07% R: 44.80% F: 49.80%
397
+ 2024-08-12 11:59:21 INFO 0:00:01.610270s elapsed
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+
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+ 2024-08-12 11:59:21 INFO Epoch 56 / 5000:
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+ 2024-08-12 11:59:22 INFO lr: 4.9440e-05 - loss: 0.0010 - UP: 97.30% UR: 96.18% UF: 96.74% P: 97.30% R: 96.18% F: 96.74%
401
+ 2024-08-12 11:59:22 INFO dev: loss: nan - UP: 75.86% UR: 44.00% UF: 55.70% P: 65.52% R: 38.00% F: 48.10%
402
+ 2024-08-12 11:59:22 INFO test: loss: nan - UP: 70.89% UR: 43.32% UF: 53.78% P: 65.48% R: 40.01% F: 49.67%
403
+ 2024-08-12 11:59:22 INFO 0:00:01.593439s elapsed
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+
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+ 2024-08-12 11:59:22 INFO Epoch 57 / 5000:
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+ 2024-08-12 11:59:23 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 99.60% UR: 94.66% UF: 97.06% P: 99.60% R: 94.66% F: 97.06%
407
+ 2024-08-12 11:59:24 INFO dev: loss: nan - UP: 73.33% UR: 44.00% UF: 55.00% P: 60.00% R: 36.00% F: 45.00%
408
+ 2024-08-12 11:59:24 INFO test: loss: nan - UP: 66.11% UR: 50.21% UF: 57.07% P: 60.56% R: 45.99% F: 52.28%
409
+ 2024-08-12 11:59:24 INFO 0:00:01.630521s elapsed
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+
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+ 2024-08-12 11:59:25 INFO lr: 4.9420e-05 - loss: 0.0058 - UP: 95.66% UR: 96.76% UF: 96.20% P: 95.66% R: 96.76% F: 96.20%
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+ 2024-08-12 11:59:25 INFO dev: loss: nan - UP: 90.48% UR: 38.00% UF: 53.52% P: 71.43% R: 30.00% F: 42.25%
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+ 2024-08-12 11:59:26 INFO test: loss: nan - UP: 76.06% UR: 41.56% UF: 53.75% P: 70.27% R: 38.40% F: 49.66%
415
+ 2024-08-12 11:59:26 INFO 0:00:01.701471s elapsed
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+ 2024-08-12 11:59:27 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 97.64% UR: 94.66% UF: 96.12% P: 97.44% R: 94.47% F: 95.93%
419
+ 2024-08-12 11:59:27 INFO dev: loss: nan - UP: 84.00% UR: 42.00% UF: 56.00% P: 68.00% R: 34.00% F: 45.33%
420
+ 2024-08-12 11:59:27 INFO test: loss: nan - UP: 67.79% UR: 50.77% UF: 58.06% P: 60.85% R: 45.57% F: 52.11%
421
+ 2024-08-12 11:59:27 INFO 0:00:01.634532s elapsed
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+
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+ 2024-08-12 11:59:27 INFO Epoch 60 / 5000:
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+ 2024-08-12 11:59:29 INFO lr: 4.9400e-05 - loss: nan - UP: 98.99% UR: 93.13% UF: 95.97% P: 98.99% R: 93.13% F: 95.97%
425
+ 2024-08-12 11:59:29 INFO dev: loss: nan - UP: 67.74% UR: 42.00% UF: 51.85% P: 54.84% R: 34.00% F: 41.98%
426
+ 2024-08-12 11:59:29 INFO test: loss: nan - UP: 59.50% UR: 55.06% UF: 57.20% P: 52.43% R: 48.52% F: 50.40%
427
+ 2024-08-12 11:59:29 INFO 0:00:01.694218s elapsed
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+ 2024-08-12 11:59:30 INFO lr: 4.9390e-05 - loss: 0.0066 - UP: 88.52% UR: 97.14% UF: 92.63% P: 88.35% R: 96.95% F: 92.45%
431
+ 2024-08-12 11:59:30 INFO dev: loss: nan - UP: 70.00% UR: 42.00% UF: 52.50% P: 53.33% R: 32.00% F: 40.00%
432
+ 2024-08-12 11:59:31 INFO test: loss: nan - UP: 70.16% UR: 46.62% UF: 56.02% P: 64.02% R: 42.55% F: 51.12%
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+ 2024-08-12 11:59:31 INFO 0:00:01.651642s elapsed
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+ 2024-08-12 11:59:32 INFO lr: 4.9380e-05 - loss: nan - UP: 97.64% UR: 94.85% UF: 96.22% P: 97.25% R: 94.47% F: 95.84%
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+ 2024-08-12 11:59:32 INFO dev: loss: nan - UP: 72.41% UR: 42.00% UF: 53.16% P: 65.52% R: 38.00% F: 48.10%
438
+ 2024-08-12 11:59:32 INFO test: loss: nan - UP: 71.30% UR: 46.13% UF: 56.02% P: 63.91% R: 41.35% F: 50.21%
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+ 2024-08-12 11:59:32 INFO 0:00:01.663529s elapsed
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+ 2024-08-12 11:59:34 INFO lr: 4.9370e-05 - loss: 0.0107 - UP: 97.80% UR: 93.13% UF: 95.41% P: 97.60% R: 92.94% F: 95.21%
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+ 2024-08-12 11:59:34 INFO dev: loss: nan - UP: 44.23% UR: 46.00% UF: 45.10% P: 36.54% R: 38.00% F: 37.25%
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+ 2024-08-12 11:59:34 INFO test: loss: nan - UP: 52.88% UR: 54.15% UF: 53.51% P: 46.70% R: 47.82% F: 47.26%
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+ 2024-08-12 11:59:34 INFO 0:00:01.700592s elapsed
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+ 2024-08-12 11:59:35 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 96.67% UR: 94.27% UF: 95.46% P: 96.28% R: 93.89% F: 95.07%
449
+ 2024-08-12 11:59:35 INFO dev: loss: nan - UP: 70.00% UR: 42.00% UF: 52.50% P: 56.67% R: 34.00% F: 42.50%
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+ 2024-08-12 11:59:36 INFO test: loss: nan - UP: 67.76% UR: 46.41% UF: 55.09% P: 62.42% R: 42.76% F: 50.75%
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+ 2024-08-12 11:59:36 INFO 0:00:01.777448s elapsed
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+ 2024-08-12 11:59:37 INFO lr: 4.9350e-05 - loss: 0.0001 - UP: 98.43% UR: 95.80% UF: 97.10% P: 98.24% R: 95.61% F: 96.91%
455
+ 2024-08-12 11:59:37 INFO dev: loss: nan - UP: 68.97% UR: 40.00% UF: 50.63% P: 55.17% R: 32.00% F: 40.51%
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+ 2024-08-12 11:59:37 INFO test: loss: nan - UP: 74.87% UR: 40.01% UF: 52.15% P: 68.95% R: 36.85% F: 48.03%
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+ 2024-08-12 11:59:37 INFO 0:00:01.682002s elapsed
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+ 2024-08-12 11:59:39 INFO lr: 4.9340e-05 - loss: nan - UP: 98.83% UR: 96.56% UF: 97.68% P: 98.63% R: 96.37% F: 97.49%
461
+ 2024-08-12 11:59:39 INFO dev: loss: nan - UP: 64.71% UR: 44.00% UF: 52.38% P: 52.94% R: 36.00% F: 42.86%
462
+ 2024-08-12 11:59:39 INFO test: loss: nan - UP: 66.96% UR: 48.31% UF: 56.13% P: 61.11% R: 44.09% F: 51.23%
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+ 2024-08-12 11:59:39 INFO 0:00:01.623082s elapsed
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+ 2024-08-12 11:59:40 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 94.45% UR: 97.52% UF: 95.96% P: 94.45% R: 97.52% F: 95.96%
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+ 2024-08-12 11:59:40 INFO dev: loss: nan - UP: 68.75% UR: 44.00% UF: 53.66% P: 59.37% R: 38.00% F: 46.34%
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+ 2024-08-12 11:59:41 INFO test: loss: nan - UP: 74.48% UR: 42.90% UF: 54.44% P: 68.25% R: 39.31% F: 49.89%
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+ 2024-08-12 11:59:41 INFO 0:00:01.631088s elapsed
470
+
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+ 2024-08-12 11:59:44 INFO Epoch 37 saved
472
+ 2024-08-12 11:59:44 INFO dev: UP: 90.48% UR: 38.00% UF: 53.52% P: 90.48% R: 38.00% F: 53.52%
473
+ 2024-08-12 11:59:44 INFO test: UP: 75.97% UR: 35.79% UF: 48.66% P: 71.04% R: 33.47% F: 45.51%
474
+ 2024-08-12 11:59:44 INFO 0:01:53.195393s elapsed, 0:00:01.689483s/epoch
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1
+ 2024-08-12 11:59:46 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_random/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_random/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/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 11:59:46 INFO Building the fields
39
+ 2024-08-12 11:59:48 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 11:59:48 INFO Building the model
44
+ 2024-08-12 11:59:50 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 11:59:50 INFO Loading the data
64
+ 2024-08-12 11:59:50 INFO
65
+ train: Dataset(n_sentences=105, n_batches=23, n_buckets=23)
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 11:59:50 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:59:52 INFO lr: 4.9990e-05 - loss: 0.2300 - UP: 3.24% UR: 11.26% UF: 5.03% P: 1.98% R: 6.87% F: 3.07%
71
+ 2024-08-12 11:59:53 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 11:59:53 INFO test: loss: nan - UP: 28.57% UR: 0.14% UF: 0.28% P: 28.57% R: 0.14% F: 0.28%
73
+ 2024-08-12 11:59:53 INFO 0:00:02.469054s elapsed
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+
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+ 2024-08-12 11:59:55 INFO lr: 4.9980e-05 - loss: 0.3649 - UP: 12.68% UR: 3.44% UF: 5.41% P: 11.97% R: 3.24% F: 5.11%
77
+ 2024-08-12 11:59:55 INFO dev: loss: nan - UP: 100.00% UR: 8.00% UF: 14.81% P: 100.00% R: 8.00% F: 14.81%
78
+ 2024-08-12 11:59:55 INFO test: loss: nan - UP: 80.60% UR: 7.59% UF: 13.88% P: 74.63% R: 7.03% F: 12.85%
79
+ 2024-08-12 12:00:00 INFO 0:00:02.026481s elapsed (saved)
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+
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+ 2024-08-12 12:00:00 INFO Epoch 3 / 5000:
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+ 2024-08-12 12:00:01 INFO lr: 4.9970e-05 - loss: 0.1580 - UP: 56.12% UR: 10.50% UF: 17.68% P: 38.78% R: 7.25% F: 12.22%
83
+ 2024-08-12 12:00:01 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-12 12:00:02 INFO test: loss: nan - UP: 100.00% UR: 0.07% UF: 0.14% P: 100.00% R: 0.07% F: 0.14%
85
+ 2024-08-12 12:00:02 INFO 0:00:02.002160s elapsed
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+
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+ 2024-08-12 12:00:03 INFO lr: 4.9960e-05 - loss: 0.0834 - UP: 52.74% UR: 20.23% UF: 29.24% P: 48.76% R: 18.70% F: 27.03%
89
+ 2024-08-12 12:00:04 INFO dev: loss: nan - UP: 87.50% UR: 14.00% UF: 24.14% P: 87.50% R: 14.00% F: 24.14%
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+ 2024-08-12 12:00:04 INFO test: loss: nan - UP: 76.43% UR: 15.96% UF: 26.41% P: 68.69% R: 14.35% F: 23.73%
91
+ 2024-08-12 12:00:11 INFO 0:00:02.059498s elapsed (saved)
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+
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+ 2024-08-12 12:00:11 INFO Epoch 5 / 5000:
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+ 2024-08-12 12:00:12 INFO lr: 4.9950e-05 - loss: 0.1684 - UP: 68.21% UR: 36.45% UF: 47.51% P: 59.29% R: 31.68% F: 41.29%
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+ 2024-08-12 12:00:12 INFO dev: loss: nan - UP: 45.45% UR: 10.00% UF: 16.39% P: 45.45% R: 10.00% F: 16.39%
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+ 2024-08-12 12:00:13 INFO test: loss: nan - UP: 72.63% UR: 13.99% UF: 23.47% P: 61.68% R: 11.88% F: 19.93%
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+ 2024-08-12 12:00:13 INFO 0:00:01.987843s elapsed
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+
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+ 2024-08-12 12:00:13 INFO Epoch 6 / 5000:
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+ 2024-08-12 12:00:14 INFO lr: 4.9940e-05 - loss: nan - UP: 72.73% UR: 38.17% UF: 50.06% P: 68.00% R: 35.69% F: 46.81%
101
+ 2024-08-12 12:00:14 INFO dev: loss: nan - UP: 48.15% UR: 26.00% UF: 33.77% P: 37.04% R: 20.00% F: 25.97%
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+ 2024-08-12 12:00:15 INFO test: loss: nan - UP: 60.68% UR: 32.56% UF: 42.38% P: 55.05% R: 29.54% F: 38.44%
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+ 2024-08-12 12:00:22 INFO 0:00:01.971083s elapsed (saved)
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+
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+ 2024-08-12 12:00:23 INFO lr: 4.9930e-05 - loss: 0.0346 - UP: 71.01% UR: 45.80% UF: 55.68% P: 64.20% R: 41.41% F: 50.35%
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+ 2024-08-12 12:00:23 INFO dev: loss: nan - UP: 45.83% UR: 22.00% UF: 29.73% P: 45.83% R: 22.00% F: 29.73%
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+ 2024-08-12 12:00:24 INFO test: loss: nan - UP: 67.25% UR: 21.80% UF: 32.93% P: 61.39% R: 19.90% F: 30.06%
109
+ 2024-08-12 12:00:30 INFO 0:00:02.069678s elapsed (saved)
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+
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+ 2024-08-12 12:00:31 INFO Epoch 8 / 5000:
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+ 2024-08-12 12:00:32 INFO lr: 4.9920e-05 - loss: 0.0444 - UP: 71.35% UR: 46.56% UF: 56.35% P: 68.13% R: 44.47% F: 53.81%
113
+ 2024-08-12 12:00:32 INFO dev: loss: nan - UP: 52.38% UR: 22.00% UF: 30.99% P: 52.38% R: 22.00% F: 30.99%
114
+ 2024-08-12 12:00:33 INFO test: loss: nan - UP: 65.50% UR: 30.31% UF: 41.44% P: 60.79% R: 28.13% F: 38.46%
115
+ 2024-08-12 12:00:40 INFO 0:00:02.031822s elapsed (saved)
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+
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+ 2024-08-12 12:00:40 INFO Epoch 9 / 5000:
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+ 2024-08-12 12:00:41 INFO lr: 4.9910e-05 - loss: 0.0438 - UP: 71.95% UR: 60.69% UF: 65.84% P: 69.91% R: 58.97% F: 63.98%
119
+ 2024-08-12 12:00:41 INFO dev: loss: nan - UP: 61.11% UR: 22.00% UF: 32.35% P: 55.56% R: 20.00% F: 29.41%
120
+ 2024-08-12 12:00:42 INFO test: loss: nan - UP: 72.36% UR: 20.25% UF: 31.65% P: 66.33% R: 18.57% F: 29.01%
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+ 2024-08-12 12:01:33 INFO 0:00:02.071510s elapsed (saved)
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+ 2024-08-12 12:01:35 INFO test: loss: nan - UP: 58.84% UR: 49.37% UF: 53.69% P: 51.80% R: 43.46% F: 47.27%
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+ 2024-08-12 12:01:37 INFO dev: loss: nan - UP: 51.85% UR: 28.00% UF: 36.36% P: 51.85% R: 28.00% F: 36.36%
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+ 2024-08-12 12:01:37 INFO test: loss: nan - UP: 68.00% UR: 41.84% UF: 51.81% P: 63.20% R: 38.89% F: 48.15%
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+ 2024-08-12 12:01:39 INFO lr: 4.9730e-05 - loss: 0.0318 - UP: 96.82% UR: 87.21% UF: 91.77% P: 96.19% R: 86.64% F: 91.16%
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+ 2024-08-12 12:01:39 INFO test: loss: nan - UP: 66.56% UR: 42.83% UF: 52.12% P: 59.89% R: 38.54% F: 46.90%
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+ 2024-08-12 12:01:41 INFO test: loss: nan - UP: 73.65% UR: 36.57% UF: 48.87% P: 68.13% R: 33.83% F: 45.21%
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+ 2024-08-12 12:01:43 INFO lr: 4.9710e-05 - loss: 0.0006 - UP: 94.99% UR: 90.46% UF: 92.67% P: 94.99% R: 90.46% F: 92.67%
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+ 2024-08-12 12:01:43 INFO test: loss: nan - UP: 77.17% UR: 31.86% UF: 45.10% P: 72.57% R: 29.96% F: 42.41%
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+ 2024-08-12 12:01:45 INFO lr: 4.9700e-05 - loss: nan - UP: 95.08% UR: 88.55% UF: 91.70% P: 94.88% R: 88.36% F: 91.50%
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+ 2024-08-12 12:01:45 INFO test: loss: nan - UP: 69.39% UR: 40.01% UF: 50.76% P: 63.78% R: 36.78% F: 46.65%
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+ 2024-08-12 12:01:47 INFO lr: 4.9690e-05 - loss: 0.0102 - UP: 96.98% UR: 85.88% UF: 91.09% P: 96.55% R: 85.50% F: 90.69%
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+ 2024-08-12 12:01:47 INFO dev: loss: nan - UP: 47.50% UR: 38.00% UF: 42.22% P: 40.00% R: 32.00% F: 35.56%
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+ 2024-08-12 12:01:47 INFO test: loss: nan - UP: 62.39% UR: 45.15% UF: 52.39% P: 55.98% R: 40.51% F: 47.00%
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+ 2024-08-12 12:01:49 INFO lr: 4.9680e-05 - loss: 0.0003 - UP: 98.28% UR: 87.21% UF: 92.42% P: 98.28% R: 87.21% F: 92.42%
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+ 2024-08-12 12:01:49 INFO test: loss: nan - UP: 63.71% UR: 41.35% UF: 50.15% P: 56.55% R: 36.71% F: 44.52%
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+ 2024-08-12 12:01:51 INFO lr: 4.9670e-05 - loss: nan - UP: 94.27% UR: 91.03% UF: 92.62% P: 93.68% R: 90.46% F: 92.04%
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+ 2024-08-12 12:01:51 INFO test: loss: nan - UP: 69.44% UR: 38.19% UF: 49.27% P: 64.19% R: 35.30% F: 45.55%
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+ 2024-08-12 12:02:00 INFO lr: 4.9660e-05 - loss: 0.0091 - UP: 97.44% UR: 87.02% UF: 91.94% P: 97.44% R: 87.02% F: 91.94%
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+ 2024-08-12 12:02:02 INFO lr: 4.9650e-05 - loss: 0.0096 - UP: 96.22% UR: 92.18% UF: 94.15% P: 96.02% R: 91.98% F: 93.96%
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+ 2024-08-12 12:02:02 INFO test: loss: nan - UP: 60.91% UR: 45.92% UF: 52.37% P: 55.60% R: 41.91% F: 47.79%
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+ 2024-08-12 12:02:17 INFO lr: 4.9580e-05 - loss: 0.0045 - UP: 95.50% UR: 85.11% UF: 90.01% P: 95.29% R: 84.92% F: 89.81%
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+ 2024-08-12 12:02:17 INFO dev: loss: nan - UP: 45.45% UR: 30.00% UF: 36.14% P: 42.42% R: 28.00% F: 33.73%
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+ 2024-08-12 12:02:17 INFO test: loss: nan - UP: 61.78% UR: 39.45% UF: 48.15% P: 56.72% R: 36.22% F: 44.21%
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+ 2024-08-12 12:02:19 INFO lr: 4.9570e-05 - loss: 0.0082 - UP: 93.81% UR: 89.69% UF: 91.71% P: 93.61% R: 89.50% F: 91.51%
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+ 2024-08-12 12:02:19 INFO dev: loss: nan - UP: 42.86% UR: 30.00% UF: 35.29% P: 40.00% R: 28.00% F: 32.94%
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+ 2024-08-12 12:02:19 INFO test: loss: nan - UP: 63.66% UR: 38.19% UF: 47.74% P: 57.91% R: 34.74% F: 43.43%
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+ 2024-08-12 12:02:21 INFO lr: 4.9560e-05 - loss: 0.0091 - UP: 94.07% UR: 87.79% UF: 90.82% P: 93.87% R: 87.60% F: 90.62%
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+ 2024-08-12 12:02:21 INFO dev: loss: nan - UP: 42.86% UR: 30.00% UF: 35.29% P: 42.86% R: 30.00% F: 35.29%
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+ 2024-08-12 12:02:21 INFO test: loss: nan - UP: 67.48% UR: 38.96% UF: 49.40% P: 62.61% R: 36.15% F: 45.83%
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+ 2024-08-12 12:02:23 INFO lr: 4.9550e-05 - loss: 0.0094 - UP: 97.36% UR: 91.41% UF: 94.29% P: 96.34% R: 90.46% F: 93.31%
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+ 2024-08-12 12:02:23 INFO dev: loss: nan - UP: 40.00% UR: 28.00% UF: 32.94% P: 37.14% R: 26.00% F: 30.59%
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+ 2024-08-12 12:02:23 INFO test: loss: nan - UP: 61.56% UR: 42.69% UF: 50.42% P: 56.19% R: 38.96% F: 46.01%
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+ 2024-08-12 12:02:25 INFO lr: 4.9540e-05 - loss: 0.0039 - UP: 97.06% UR: 88.17% UF: 92.40% P: 96.85% R: 87.98% F: 92.20%
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+ 2024-08-12 12:02:25 INFO dev: loss: nan - UP: 50.00% UR: 36.00% UF: 41.86% P: 44.44% R: 32.00% F: 37.21%
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+ 2024-08-12 12:02:25 INFO test: loss: nan - UP: 62.01% UR: 43.39% UF: 51.06% P: 57.49% R: 40.23% F: 47.33%
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+ 2024-08-12 12:02:27 INFO lr: 4.9530e-05 - loss: nan - UP: 93.99% UR: 92.56% UF: 93.27% P: 93.99% R: 92.56% F: 93.27%
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+ 2024-08-12 12:02:27 INFO dev: loss: nan - UP: 50.00% UR: 32.00% UF: 39.02% P: 40.62% R: 26.00% F: 31.71%
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+ 2024-08-12 12:02:27 INFO test: loss: nan - UP: 67.20% UR: 35.16% UF: 46.17% P: 62.63% R: 32.77% F: 43.03%
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+ 2024-08-12 12:02:29 INFO lr: 4.9520e-05 - loss: 0.0051 - UP: 96.91% UR: 89.89% UF: 93.27% P: 96.09% R: 89.12% F: 92.48%
353
+ 2024-08-12 12:02:29 INFO dev: loss: nan - UP: 53.57% UR: 30.00% UF: 38.46% P: 50.00% R: 28.00% F: 35.90%
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+ 2024-08-12 12:02:29 INFO test: loss: nan - UP: 68.37% UR: 41.35% UF: 51.53% P: 63.14% R: 38.19% F: 47.59%
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+ 2024-08-12 12:02:31 INFO lr: 4.9510e-05 - loss: 0.0047 - UP: 95.28% UR: 92.37% UF: 93.80% P: 94.88% R: 91.98% F: 93.41%
359
+ 2024-08-12 12:02:31 INFO dev: loss: nan - UP: 45.45% UR: 30.00% UF: 36.14% P: 33.33% R: 22.00% F: 26.51%
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+ 2024-08-12 12:02:31 INFO test: loss: nan - UP: 65.32% UR: 40.93% UF: 50.32% P: 59.26% R: 37.13% F: 45.65%
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+ 2024-08-12 12:02:31 INFO 0:00:02.091427s elapsed
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+ 2024-08-12 12:02:33 INFO lr: 4.9500e-05 - loss: 0.0037 - UP: 98.75% UR: 90.27% UF: 94.32% P: 98.33% R: 89.89% F: 93.92%
365
+ 2024-08-12 12:02:33 INFO dev: loss: nan - UP: 42.11% UR: 32.00% UF: 36.36% P: 36.84% R: 28.00% F: 31.82%
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+ 2024-08-12 12:02:33 INFO test: loss: nan - UP: 61.06% UR: 43.88% UF: 51.06% P: 55.97% R: 40.23% F: 46.81%
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+ 2024-08-12 12:02:33 INFO 0:00:01.998878s elapsed
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+ 2024-08-12 12:02:35 INFO lr: 4.9490e-05 - loss: 0.0048 - UP: 96.45% UR: 93.32% UF: 94.86% P: 96.25% R: 93.13% F: 94.67%
371
+ 2024-08-12 12:02:35 INFO dev: loss: nan - UP: 53.57% UR: 30.00% UF: 38.46% P: 50.00% R: 28.00% F: 35.90%
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+ 2024-08-12 12:02:36 INFO test: loss: nan - UP: 69.86% UR: 34.88% UF: 46.53% P: 65.21% R: 32.56% F: 43.43%
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+ 2024-08-12 12:02:36 INFO 0:00:02.086514s elapsed
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+ 2024-08-12 12:02:37 INFO lr: 4.9480e-05 - loss: 0.0069 - UP: 89.91% UR: 91.79% UF: 90.84% P: 89.91% R: 91.79% F: 90.84%
377
+ 2024-08-12 12:02:37 INFO dev: loss: nan - UP: 47.06% UR: 32.00% UF: 38.10% P: 41.18% R: 28.00% F: 33.33%
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+ 2024-08-12 12:02:38 INFO test: loss: nan - UP: 65.69% UR: 39.59% UF: 49.41% P: 60.91% R: 36.71% F: 45.81%
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+ 2024-08-12 12:02:38 INFO 0:00:02.078936s elapsed
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+ 2024-08-12 12:02:39 INFO lr: 4.9470e-05 - loss: 0.0018 - UP: 96.92% UR: 90.08% UF: 93.37% P: 96.92% R: 90.08% F: 93.37%
383
+ 2024-08-12 12:02:39 INFO dev: loss: nan - UP: 34.55% UR: 38.00% UF: 36.19% P: 29.09% R: 32.00% F: 30.48%
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+ 2024-08-12 12:02:40 INFO test: loss: nan - UP: 58.04% UR: 46.69% UF: 51.75% P: 52.27% R: 42.05% F: 46.61%
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+ 2024-08-12 12:02:40 INFO 0:00:02.052455s elapsed
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+ 2024-08-12 12:02:41 INFO lr: 4.9460e-05 - loss: 0.0313 - UP: 95.79% UR: 91.22% UF: 93.45% P: 95.59% R: 91.03% F: 93.26%
389
+ 2024-08-12 12:02:41 INFO dev: loss: nan - UP: 48.15% UR: 26.00% UF: 33.77% P: 44.44% R: 24.00% F: 31.17%
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+ 2024-08-12 12:02:42 INFO test: loss: nan - UP: 71.76% UR: 32.70% UF: 44.93% P: 67.13% R: 30.59% F: 42.03%
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+ 2024-08-12 12:02:42 INFO 0:00:02.084260s elapsed
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+ 2024-08-12 12:02:43 INFO lr: 4.9450e-05 - loss: 0.0250 - UP: 94.83% UR: 91.03% UF: 92.89% P: 94.83% R: 91.03% F: 92.89%
395
+ 2024-08-12 12:02:43 INFO dev: loss: nan - UP: 38.46% UR: 20.00% UF: 26.32% P: 34.62% R: 18.00% F: 23.68%
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+ 2024-08-12 12:02:44 INFO test: loss: nan - UP: 71.74% UR: 35.16% UF: 47.19% P: 66.14% R: 32.42% F: 43.51%
397
+ 2024-08-12 12:02:44 INFO 0:00:02.104573s elapsed
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+ 2024-08-12 12:02:44 INFO Epoch 56 / 5000:
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+ 2024-08-12 12:02:45 INFO lr: 4.9440e-05 - loss: 0.1014 - UP: 94.91% UR: 88.93% UF: 91.82% P: 94.91% R: 88.93% F: 91.82%
401
+ 2024-08-12 12:02:46 INFO dev: loss: nan - UP: 41.67% UR: 30.00% UF: 34.88% P: 38.89% R: 28.00% F: 32.56%
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+ 2024-08-12 12:02:46 INFO test: loss: nan - UP: 63.63% UR: 44.66% UF: 52.48% P: 58.02% R: 40.72% F: 47.85%
403
+ 2024-08-12 12:02:46 INFO 0:00:02.055710s elapsed
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+ 2024-08-12 12:02:46 INFO Epoch 57 / 5000:
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+ 2024-08-12 12:02:47 INFO lr: 4.9430e-05 - loss: 0.0014 - UP: 96.24% UR: 87.98% UF: 91.92% P: 96.03% R: 87.79% F: 91.72%
407
+ 2024-08-12 12:02:48 INFO dev: loss: nan - UP: 52.38% UR: 22.00% UF: 30.99% P: 47.62% R: 20.00% F: 28.17%
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+ 2024-08-12 12:02:48 INFO test: loss: nan - UP: 67.99% UR: 37.34% UF: 48.21% P: 62.87% R: 34.53% F: 44.58%
409
+ 2024-08-12 12:02:48 INFO 0:00:02.056803s elapsed
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+ 2024-08-12 12:02:48 INFO Epoch 58 / 5000:
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+ 2024-08-12 12:02:50 INFO lr: 4.9420e-05 - loss: 0.0069 - UP: 96.72% UR: 90.08% UF: 93.28% P: 96.52% R: 89.89% F: 93.08%
413
+ 2024-08-12 12:02:50 INFO dev: loss: nan - UP: 44.74% UR: 34.00% UF: 38.64% P: 36.84% R: 28.00% F: 31.82%
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+ 2024-08-12 12:02:50 INFO test: loss: nan - UP: 65.07% UR: 41.91% UF: 50.98% P: 59.83% R: 38.54% F: 46.88%
415
+ 2024-08-12 12:02:50 INFO 0:00:02.073746s elapsed
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+ 2024-08-12 12:02:50 INFO Epoch 59 / 5000:
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+ 2024-08-12 12:02:52 INFO lr: 4.9410e-05 - loss: 0.0008 - UP: 96.35% UR: 90.65% UF: 93.41% P: 96.35% R: 90.65% F: 93.41%
419
+ 2024-08-12 12:02:52 INFO dev: loss: nan - UP: 43.24% UR: 32.00% UF: 36.78% P: 37.84% R: 28.00% F: 32.18%
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+ 2024-08-12 12:02:52 INFO test: loss: nan - UP: 61.26% UR: 43.60% UF: 50.94% P: 57.21% R: 40.72% F: 47.58%
421
+ 2024-08-12 12:02:52 INFO 0:00:02.079223s elapsed
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+ 2024-08-12 12:02:52 INFO Epoch 60 / 5000:
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+ 2024-08-12 12:02:54 INFO lr: 4.9400e-05 - loss: nan - UP: 96.57% UR: 91.22% UF: 93.82% P: 96.16% R: 90.84% F: 93.42%
425
+ 2024-08-12 12:02:54 INFO dev: loss: nan - UP: 43.24% UR: 32.00% UF: 36.78% P: 37.84% R: 28.00% F: 32.18%
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+ 2024-08-12 12:02:54 INFO test: loss: nan - UP: 60.66% UR: 45.43% UF: 51.95% P: 54.46% R: 40.79% F: 46.64%
427
+ 2024-08-12 12:02:54 INFO 0:00:02.101492s elapsed
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+ 2024-08-12 12:02:54 INFO Epoch 61 / 5000:
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+ 2024-08-12 12:02:56 INFO lr: 4.9390e-05 - loss: 0.0095 - UP: 98.22% UR: 95.04% UF: 96.61% P: 97.83% R: 94.66% F: 96.22%
431
+ 2024-08-12 12:02:56 INFO dev: loss: nan - UP: 41.67% UR: 30.00% UF: 34.88% P: 36.11% R: 26.00% F: 30.23%
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+ 2024-08-12 12:02:56 INFO test: loss: nan - UP: 62.28% UR: 44.23% UF: 51.73% P: 55.94% R: 39.73% F: 46.46%
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+ 2024-08-12 12:02:56 INFO 0:00:02.014654s elapsed
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+ 2024-08-12 12:02:56 INFO Epoch 62 / 5000:
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+ 2024-08-12 12:02:58 INFO lr: 4.9380e-05 - loss: nan - UP: 88.59% UR: 94.85% UF: 91.61% P: 88.06% R: 94.27% F: 91.06%
437
+ 2024-08-12 12:02:58 INFO dev: loss: nan - UP: 55.56% UR: 30.00% UF: 38.96% P: 51.85% R: 28.00% F: 36.36%
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+ 2024-08-12 12:02:58 INFO test: loss: nan - UP: 66.02% UR: 38.12% UF: 48.33% P: 60.29% R: 34.81% F: 44.14%
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+ 2024-08-12 12:02:58 INFO 0:00:02.005953s elapsed
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+ 2024-08-12 12:02:58 INFO Epoch 63 / 5000:
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+ 2024-08-12 12:03:00 INFO lr: 4.9370e-05 - loss: 0.0205 - UP: 96.26% UR: 88.36% UF: 92.14% P: 95.84% R: 87.98% F: 91.74%
443
+ 2024-08-12 12:03:00 INFO dev: loss: nan - UP: 45.71% UR: 32.00% UF: 37.65% P: 37.14% R: 26.00% F: 30.59%
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+ 2024-08-12 12:03:00 INFO test: loss: nan - UP: 63.42% UR: 44.37% UF: 52.21% P: 59.10% R: 41.35% F: 48.66%
445
+ 2024-08-12 12:03:00 INFO 0:00:02.066287s elapsed
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+ 2024-08-12 12:03:08 INFO Epoch 33 saved
448
+ 2024-08-12 12:03:08 INFO dev: UP: 62.96% UR: 34.00% UF: 44.16% P: 59.26% R: 32.00% F: 41.56%
449
+ 2024-08-12 12:03:08 INFO test: UP: 69.44% UR: 38.19% UF: 49.27% P: 64.19% R: 35.30% F: 45.55%
450
+ 2024-08-12 12:03:08 INFO 0:02:08.972766s elapsed, 0:00:02.047187s/epoch