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  8. models/multibooked_eu/sdp_bySentiment_holder_desc/80/model_vi_multibooked_eu_xlm_9 +3 -0
  9. models/multibooked_eu/sdp_bySentiment_holder_desc/80/model_vi_multibooked_eu_xlm_9.train.log +403 -0
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+ 2024-04-01 16:02:07 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_holder_desc/80/model_vi_multibooked_eu_berteus_6
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+ device | 0
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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_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/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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+ 2024-04-01 16:02:07 INFO Building the fields
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+ 2024-04-01 16:02:08 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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+ 2024-04-01 16:02:08 INFO Building the model
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+ 2024-04-01 16:02:09 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-04-01 16:02:09 INFO Loading the data
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+ 2024-04-01 16:02:09 INFO
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+ train: Dataset(n_sentences=154, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=24, n_batches=18, n_buckets=18)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-04-01 16:02:09 INFO Epoch 1 / 5000:
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+ 2024-04-01 16:02:12 INFO lr: 4.9990e-05 - loss: 0.1704 - UP: 15.50% UR: 15.95% UF: 15.72% P: 8.99% R: 9.26% F: 9.13%
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+ 2024-04-01 16:02:12 INFO dev: loss: 0.1705 - UP: 64.58% UR: 13.66% UF: 22.55% P: 62.50% R: 13.22% F: 21.82%
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+ 2024-04-01 16:02:12 INFO test: loss: nan - UP: 61.59% UR: 19.06% UF: 29.11% P: 56.82% R: 17.58% F: 26.85%
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+ 2024-04-01 16:02:14 INFO 0:00:02.955248s elapsed (saved)
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+
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+ 2024-04-01 16:02:14 INFO Epoch 2 / 5000:
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+ 2024-04-01 16:02:16 INFO lr: 4.9980e-05 - loss: 0.2139 - UP: 37.04% UR: 21.01% UF: 26.81% P: 34.84% R: 19.77% F: 25.22%
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+ 2024-04-01 16:02:16 INFO dev: loss: 0.1510 - UP: 77.78% UR: 12.33% UF: 21.29% P: 72.22% R: 11.45% F: 19.77%
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+ 2024-04-01 16:02:16 INFO test: loss: nan - UP: 69.59% UR: 18.99% UF: 29.83% P: 63.66% R: 17.37% F: 27.29%
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+ 2024-04-01 16:02:16 INFO 0:00:02.193768s elapsed
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+
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+ 2024-04-01 16:02:16 INFO Epoch 3 / 5000:
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+ 2024-04-01 16:02:18 INFO lr: 4.9970e-05 - loss: 0.0818 - UP: 50.96% UR: 39.22% UF: 44.33% P: 48.84% R: 37.59% F: 42.48%
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+ 2024-04-01 16:02:18 INFO dev: loss: 0.1436 - UP: 87.50% UR: 12.33% UF: 21.62% P: 87.50% R: 12.33% F: 21.62%
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+ 2024-04-01 16:02:19 INFO test: loss: nan - UP: 77.01% UR: 14.14% UF: 23.89% P: 74.33% R: 13.64% F: 23.05%
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+ 2024-04-01 16:02:19 INFO 0:00:02.170215s elapsed
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+ 2024-04-01 16:02:19 INFO Epoch 4 / 5000:
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+ 2024-04-01 16:02:20 INFO lr: 4.9960e-05 - loss: 0.1439 - UP: 63.65% UR: 45.37% UF: 52.98% P: 62.23% R: 44.36% F: 51.79%
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+ 2024-04-01 16:02:20 INFO dev: loss: 0.1277 - UP: 71.11% UR: 28.19% UF: 40.38% P: 68.89% R: 27.31% F: 39.12%
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+ 2024-04-01 16:02:21 INFO test: loss: nan - UP: 69.62% UR: 29.82% UF: 41.75% P: 67.98% R: 29.11% F: 40.77%
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+ 2024-04-01 16:02:24 INFO 0:00:02.152273s elapsed (saved)
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+
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+ 2024-04-01 16:02:24 INFO Epoch 5 / 5000:
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+ 2024-04-01 16:02:25 INFO lr: 4.9950e-05 - loss: 0.0949 - UP: 75.71% UR: 45.84% UF: 57.10% P: 75.19% R: 45.53% F: 56.71%
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+ 2024-04-01 16:02:25 INFO dev: loss: 0.1085 - UP: 78.21% UR: 26.87% UF: 40.00% P: 76.92% R: 26.43% F: 39.34%
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+ 2024-04-01 16:02:26 INFO test: loss: nan - UP: 70.86% UR: 32.49% UF: 44.55% P: 67.79% R: 31.08% F: 42.62%
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+ 2024-04-01 16:02:28 INFO 0:00:02.177674s elapsed (saved)
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+
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+ 2024-04-01 16:02:28 INFO Epoch 6 / 5000:
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+ 2024-04-01 16:02:30 INFO lr: 4.9940e-05 - loss: 0.0678 - UP: 78.87% UR: 52.30% UF: 62.89% P: 78.40% R: 51.98% F: 62.52%
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+ 2024-04-01 16:02:30 INFO dev: loss: 0.1062 - UP: 79.55% UR: 30.84% UF: 44.44% P: 77.27% R: 29.96% F: 43.17%
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+ 2024-04-01 16:02:31 INFO test: loss: nan - UP: 69.43% UR: 31.79% UF: 43.61% P: 64.82% R: 29.68% F: 40.71%
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+ 2024-04-01 16:02:34 INFO 0:00:02.359868s elapsed (saved)
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+ 2024-04-01 16:02:34 INFO Epoch 7 / 5000:
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+ 2024-04-01 16:02:35 INFO lr: 4.9930e-05 - loss: 0.0310 - UP: 84.17% UR: 58.75% UF: 69.20% P: 83.50% R: 58.29% F: 68.65%
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+ 2024-04-01 16:02:36 INFO dev: loss: 0.1344 - UP: 61.15% UR: 37.44% UF: 46.45% P: 58.99% R: 36.12% F: 44.81%
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+ 2024-04-01 16:02:36 INFO test: loss: nan - UP: 64.12% UR: 44.87% UF: 52.79% P: 59.40% R: 41.56% F: 48.90%
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+ 2024-04-01 16:02:38 INFO 0:00:02.248409s elapsed (saved)
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+
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+ 2024-04-01 16:02:38 INFO Epoch 8 / 5000:
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+ 2024-04-01 16:02:40 INFO lr: 4.9920e-05 - loss: 0.0203 - UP: 85.32% UR: 60.16% UF: 70.56% P: 84.66% R: 59.69% F: 70.01%
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+ 2024-04-01 16:02:40 INFO dev: loss: 0.1261 - UP: 78.12% UR: 33.04% UF: 46.44% P: 73.96% R: 31.28% F: 43.96%
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+ 2024-04-01 16:02:41 INFO test: loss: nan - UP: 66.46% UR: 37.06% UF: 47.58% P: 63.56% R: 35.44% F: 45.51%
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+ 2024-04-01 16:02:41 INFO 0:00:02.197727s elapsed
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+
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+ 2024-04-01 16:02:41 INFO Epoch 9 / 5000:
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+ 2024-04-01 16:02:42 INFO lr: 4.9910e-05 - loss: 0.0617 - UP: 85.55% UR: 62.65% UF: 72.33% P: 84.17% R: 61.63% F: 71.16%
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+ 2024-04-01 16:02:42 INFO dev: loss: 0.1825 - UP: 68.87% UR: 32.16% UF: 43.84% P: 58.49% R: 27.31% F: 37.24%
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+ 2024-04-01 16:02:43 INFO test: loss: nan - UP: 66.03% UR: 41.42% UF: 50.91% P: 58.86% R: 36.92% F: 45.38%
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+ 2024-04-01 16:02:43 INFO 0:00:02.170460s elapsed
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+
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+ 2024-04-01 16:02:43 INFO Epoch 10 / 5000:
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+ 2024-04-01 16:02:44 INFO lr: 4.9900e-05 - loss: 0.0546 - UP: 86.45% UR: 67.00% UF: 75.49% P: 86.04% R: 66.69% F: 75.14%
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+ 2024-04-01 16:02:45 INFO dev: loss: 0.1316 - UP: 83.58% UR: 24.67% UF: 38.10% P: 80.60% R: 23.79% F: 36.73%
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+ 2024-04-01 16:02:45 INFO test: loss: nan - UP: 74.54% UR: 31.50% UF: 44.29% P: 72.88% R: 30.80% F: 43.30%
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+ 2024-04-01 16:02:45 INFO 0:00:02.118207s elapsed
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+
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+ 2024-04-01 16:02:45 INFO Epoch 11 / 5000:
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+ 2024-04-01 16:02:47 INFO lr: 4.9890e-05 - loss: 0.0414 - UP: 86.10% UR: 69.42% UF: 76.86% P: 86.10% R: 69.42% F: 76.86%
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+ 2024-04-01 16:02:47 INFO dev: loss: 0.1437 - UP: 71.76% UR: 41.41% UF: 52.51% P: 67.94% R: 39.21% F: 49.72%
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+ 2024-04-01 16:02:47 INFO test: loss: nan - UP: 61.30% UR: 49.02% UF: 54.47% P: 58.93% R: 47.12% F: 52.36%
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+ 2024-04-01 16:02:50 INFO 0:00:02.128985s elapsed (saved)
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+
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+ 2024-04-01 16:02:50 INFO Epoch 12 / 5000:
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+ 2024-04-01 16:02:51 INFO lr: 4.9880e-05 - loss: 0.0417 - UP: 85.48% UR: 70.12% UF: 77.04% P: 85.39% R: 70.04% F: 76.96%
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+ 2024-04-01 16:02:52 INFO dev: loss: 0.1214 - UP: 61.04% UR: 41.41% UF: 49.34% P: 57.14% R: 38.77% F: 46.19%
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+ 2024-04-01 16:02:52 INFO test: loss: nan - UP: 63.71% UR: 46.41% UF: 53.70% P: 59.85% R: 43.60% F: 50.45%
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+ 2024-04-01 16:02:52 INFO 0:00:02.304718s elapsed
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+
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+ 2024-04-01 16:02:52 INFO Epoch 13 / 5000:
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+ 2024-04-01 16:02:54 INFO lr: 4.9870e-05 - loss: 0.0032 - UP: 86.88% UR: 71.13% UF: 78.22% P: 86.69% R: 70.97% F: 78.05%
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+ 2024-04-01 16:02:54 INFO dev: loss: 0.1284 - UP: 68.93% UR: 31.28% UF: 43.03% P: 66.99% R: 30.40% F: 41.82%
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+ 2024-04-01 16:02:54 INFO test: loss: nan - UP: 66.02% UR: 43.04% UF: 52.11% P: 62.46% R: 40.72% F: 49.30%
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+ 2024-04-01 16:02:54 INFO 0:00:02.239594s elapsed
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+
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+ 2024-04-01 16:02:54 INFO Epoch 14 / 5000:
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+ 2024-04-01 16:02:56 INFO lr: 4.9860e-05 - loss: 0.0040 - UP: 88.93% UR: 76.89% UF: 82.47% P: 88.48% R: 76.50% F: 82.05%
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+ 2024-04-01 16:02:56 INFO dev: loss: 0.1274 - UP: 83.95% UR: 29.96% UF: 44.16% P: 82.72% R: 29.52% F: 43.51%
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+ 2024-04-01 16:02:56 INFO test: loss: nan - UP: 70.55% UR: 37.06% UF: 48.59% P: 68.54% R: 36.01% F: 47.21%
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+ 2024-04-01 16:02:56 INFO 0:00:02.230889s elapsed
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+ 2024-04-01 16:02:56 INFO Epoch 15 / 5000:
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+ 2024-04-01 16:02:58 INFO lr: 4.9850e-05 - loss: 0.0089 - UP: 91.40% UR: 75.25% UF: 82.54% P: 91.21% R: 75.10% F: 82.37%
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+ 2024-04-01 16:02:58 INFO dev: loss: 0.1355 - UP: 82.00% UR: 36.12% UF: 50.15% P: 81.00% R: 35.68% F: 49.54%
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+ 2024-04-01 16:02:59 INFO test: loss: nan - UP: 68.40% UR: 36.99% UF: 48.01% P: 66.19% R: 35.79% F: 46.46%
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+ 2024-04-01 16:02:59 INFO 0:00:02.304293s elapsed
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+ 2024-04-01 16:02:59 INFO Epoch 16 / 5000:
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+ 2024-04-01 16:03:01 INFO lr: 4.9840e-05 - loss: 0.0006 - UP: 89.10% UR: 74.40% UF: 81.09% P: 89.00% R: 74.32% F: 81.00%
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+ 2024-04-01 16:03:01 INFO dev: loss: 0.1379 - UP: 75.00% UR: 43.61% UF: 55.15% P: 71.97% R: 41.85% F: 52.92%
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+ 2024-04-01 16:03:01 INFO test: loss: nan - UP: 62.46% UR: 49.02% UF: 54.93% P: 58.96% R: 46.27% F: 51.85%
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+ 2024-04-01 16:03:04 INFO 0:00:02.338907s elapsed (saved)
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+ 2024-04-01 16:03:04 INFO Epoch 17 / 5000:
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+ 2024-04-01 16:03:05 INFO lr: 4.9830e-05 - loss: 0.0278 - UP: 93.62% UR: 81.01% UF: 86.86% P: 93.53% R: 80.93% F: 86.78%
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+ 2024-04-01 16:03:06 INFO dev: loss: 0.1617 - UP: 79.59% UR: 34.36% UF: 48.00% P: 74.49% R: 32.16% F: 44.92%
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+ 2024-04-01 16:03:06 INFO test: loss: nan - UP: 69.39% UR: 43.53% UF: 53.50% P: 66.03% R: 41.42% F: 50.91%
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+ 2024-04-01 16:03:06 INFO 0:00:02.162630s elapsed
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+ 2024-04-01 16:03:06 INFO Epoch 18 / 5000:
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+ 2024-04-01 16:03:07 INFO lr: 4.9820e-05 - loss: 0.0058 - UP: 94.61% UR: 80.54% UF: 87.01% P: 94.52% R: 80.47% F: 86.93%
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+ 2024-04-01 16:03:08 INFO dev: loss: 0.1351 - UP: 70.75% UR: 45.81% UF: 55.61% P: 68.03% R: 44.05% F: 53.48%
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+ 2024-04-01 16:03:08 INFO test: loss: nan - UP: 62.10% UR: 50.00% UF: 55.40% P: 58.43% R: 47.05% F: 52.12%
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+ 2024-04-01 16:03:11 INFO 0:00:02.155260s elapsed (saved)
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+ 2024-04-01 16:03:11 INFO Epoch 19 / 5000:
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+ 2024-04-01 16:03:12 INFO lr: 4.9810e-05 - loss: 0.0266 - UP: 92.27% UR: 83.58% UF: 87.71% P: 92.10% R: 83.42% F: 87.55%
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+ 2024-04-01 16:03:13 INFO dev: loss: 0.1747 - UP: 69.29% UR: 38.77% UF: 49.72% P: 66.93% R: 37.44% F: 48.02%
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+ 2024-04-01 16:03:13 INFO test: loss: nan - UP: 62.51% UR: 46.20% UF: 53.13% P: 59.28% R: 43.81% F: 50.38%
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+ 2024-04-01 16:03:13 INFO 0:00:02.160738s elapsed
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+ 2024-04-01 16:03:21 INFO test: loss: nan - UP: 69.18% UR: 48.31% UF: 56.89% P: 65.06% R: 45.43% F: 53.50%
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+ 2024-04-01 16:03:24 INFO 0:00:02.184507s elapsed (saved)
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+ 2024-04-01 16:03:26 INFO dev: loss: 0.1637 - UP: 76.47% UR: 45.81% UF: 57.30% P: 72.79% R: 43.61% F: 54.55%
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+ 2024-04-01 16:03:26 INFO test: loss: nan - UP: 65.98% UR: 51.97% UF: 58.14% P: 62.32% R: 49.09% F: 54.92%
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+ 2024-04-01 16:03:31 INFO dev: loss: 0.1651 - UP: 71.76% UR: 41.41% UF: 52.51% P: 67.94% R: 39.21% F: 49.72%
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+ 2024-04-01 16:03:31 INFO test: loss: nan - UP: 70.35% UR: 48.38% UF: 57.33% P: 66.36% R: 45.64% F: 54.08%
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+ 2024-04-01 16:03:33 INFO dev: loss: 0.1866 - UP: 77.67% UR: 35.24% UF: 48.48% P: 73.79% R: 33.48% F: 46.06%
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+ 2024-04-01 16:03:34 INFO test: loss: nan - UP: 73.17% UR: 40.08% UF: 51.79% P: 69.70% R: 38.19% F: 49.34%
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+ 2024-04-01 16:03:35 INFO dev: loss: 0.1670 - UP: 78.03% UR: 45.37% UF: 57.38% P: 73.48% R: 42.73% F: 54.04%
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+ 2024-04-01 16:03:36 INFO test: loss: nan - UP: 66.26% UR: 49.16% UF: 56.44% P: 62.84% R: 46.62% F: 53.53%
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+ 2024-04-01 16:03:38 INFO dev: loss: 0.1619 - UP: 71.72% UR: 45.81% UF: 55.91% P: 67.59% R: 43.17% F: 52.69%
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+ 2024-04-01 16:03:40 INFO dev: loss: 0.1678 - UP: 76.26% UR: 46.70% UF: 57.92% P: 72.66% R: 44.49% F: 55.19%
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+ 2024-04-01 16:03:43 INFO 0:00:02.118781s elapsed (saved)
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+ 2024-04-01 16:03:44 INFO lr: 4.9700e-05 - loss: 0.0066 - UP: 98.13% UR: 93.85% UF: 95.94% P: 98.05% R: 93.77% F: 95.86%
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+ 2024-04-01 16:03:45 INFO dev: loss: 0.1766 - UP: 71.33% UR: 44.93% UF: 55.14% P: 67.13% R: 42.29% F: 51.89%
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+ 2024-04-01 16:03:45 INFO test: loss: nan - UP: 68.02% UR: 49.51% UF: 57.31% P: 64.35% R: 46.84% F: 54.21%
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+ 2024-04-01 16:03:45 INFO 0:00:02.226173s elapsed
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+ 2024-04-01 16:03:47 INFO dev: loss: 0.1739 - UP: 77.21% UR: 46.26% UF: 57.85% P: 73.53% R: 44.05% F: 55.10%
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+ 2024-04-01 16:03:47 INFO test: loss: nan - UP: 66.21% UR: 51.41% UF: 57.88% P: 62.32% R: 48.38% F: 54.47%
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+ 2024-04-01 16:03:47 INFO 0:00:02.189922s elapsed
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+ 2024-04-01 16:03:49 INFO lr: 4.9680e-05 - loss: 0.0070 - UP: 97.60% UR: 94.79% UF: 96.17% P: 97.52% R: 94.71% F: 96.09%
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+ 2024-04-01 16:03:49 INFO dev: loss: 0.2152 - UP: 72.46% UR: 44.05% UF: 54.79% P: 66.67% R: 40.53% F: 50.41%
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+ 2024-04-01 16:03:49 INFO test: loss: nan - UP: 66.76% UR: 50.84% UF: 57.72% P: 61.96% R: 47.19% F: 53.57%
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+ 2024-04-01 16:03:49 INFO 0:00:02.159358s elapsed
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+ 2024-04-01 16:03:51 INFO lr: 4.9670e-05 - loss: 0.0009 - UP: 97.63% UR: 93.00% UF: 95.26% P: 96.57% R: 91.98% F: 94.22%
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+ 2024-04-01 16:03:51 INFO dev: loss: 0.1985 - UP: 70.80% UR: 42.73% UF: 53.30% P: 69.34% R: 41.85% F: 52.20%
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+ 2024-04-01 16:03:51 INFO test: loss: nan - UP: 66.02% UR: 47.68% UF: 55.37% P: 60.18% R: 43.46% F: 50.47%
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+ 2024-04-01 16:03:51 INFO 0:00:02.127680s elapsed
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+ 2024-04-01 16:03:53 INFO lr: 4.9660e-05 - loss: 0.1336 - UP: 97.61% UR: 92.06% UF: 94.75% P: 94.72% R: 89.34% F: 91.95%
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+ 2024-04-01 16:03:53 INFO dev: loss: 0.1617 - UP: 73.23% UR: 40.97% UF: 52.54% P: 70.87% R: 39.65% F: 50.85%
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+ 2024-04-01 16:03:54 INFO test: loss: nan - UP: 68.47% UR: 47.96% UF: 56.41% P: 64.16% R: 44.94% F: 52.85%
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+ 2024-04-01 16:03:54 INFO 0:00:02.170403s elapsed
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+ 2024-04-01 16:03:55 INFO lr: 4.9650e-05 - loss: 0.0083 - UP: 89.80% UR: 89.03% UF: 89.41% P: 88.30% R: 87.55% F: 87.92%
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+ 2024-04-01 16:03:55 INFO dev: loss: 0.1906 - UP: 80.67% UR: 42.29% UF: 55.49% P: 76.47% R: 40.09% F: 52.60%
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+ 2024-04-01 16:03:56 INFO test: loss: nan - UP: 69.53% UR: 46.06% UF: 55.41% P: 65.18% R: 43.18% F: 51.95%
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+ 2024-04-01 16:03:56 INFO 0:00:02.164051s elapsed
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+ 2024-04-01 16:03:57 INFO lr: 4.9640e-05 - loss: 0.0026 - UP: 97.13% UR: 86.85% UF: 91.70% P: 97.04% R: 86.77% F: 91.62%
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+ 2024-04-01 16:03:58 INFO dev: loss: 0.1625 - UP: 64.00% UR: 42.29% UF: 50.93% P: 62.00% R: 40.97% F: 49.34%
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+ 2024-04-01 16:03:58 INFO test: loss: nan - UP: 66.38% UR: 49.16% UF: 56.48% P: 60.40% R: 44.73% F: 51.39%
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+ 2024-04-01 16:03:58 INFO 0:00:02.166510s elapsed
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+ 2024-04-01 16:04:00 INFO lr: 4.9630e-05 - loss: 0.0071 - UP: 95.74% UR: 90.89% UF: 93.25% P: 95.33% R: 90.51% F: 92.85%
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+ 2024-04-01 16:04:00 INFO dev: loss: 0.2069 - UP: 67.69% UR: 38.77% UF: 49.30% P: 62.31% R: 35.68% F: 45.38%
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+ 2024-04-01 16:04:00 INFO test: loss: nan - UP: 72.96% UR: 47.05% UF: 57.20% P: 67.94% R: 43.81% F: 53.27%
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+ 2024-04-01 16:04:00 INFO 0:00:02.140393s elapsed
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+ 2024-04-01 16:04:02 INFO lr: 4.9620e-05 - loss: 0.0000 - UP: 96.04% UR: 88.72% UF: 92.23% P: 96.04% R: 88.72% F: 92.23%
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+ 2024-04-01 16:04:02 INFO dev: loss: 0.2432 - UP: 62.40% UR: 34.36% UF: 44.32% P: 56.00% R: 30.84% F: 39.77%
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+ 2024-04-01 16:04:02 INFO test: loss: nan - UP: 67.11% UR: 45.92% UF: 54.53% P: 62.59% R: 42.83% F: 50.86%
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+ 2024-04-01 16:04:02 INFO 0:00:02.319207s elapsed
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+ 2024-04-01 16:04:04 INFO lr: 4.9610e-05 - loss: 0.0012 - UP: 96.67% UR: 90.51% UF: 93.49% P: 96.59% R: 90.43% F: 93.41%
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+ 2024-04-01 16:04:04 INFO dev: loss: 0.2844 - UP: 61.72% UR: 34.80% UF: 44.51% P: 57.03% R: 32.16% F: 41.13%
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+ 2024-04-01 16:04:05 INFO test: loss: nan - UP: 65.52% UR: 53.59% UF: 58.96% P: 60.88% R: 49.79% F: 54.78%
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+ 2024-04-01 16:04:05 INFO 0:00:02.344599s elapsed
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+ 2024-04-01 16:04:06 INFO lr: 4.9600e-05 - loss: 0.0041 - UP: 94.21% UR: 88.64% UF: 91.34% P: 94.04% R: 88.48% F: 91.18%
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+ 2024-04-01 16:04:06 INFO dev: loss: 0.2399 - UP: 65.41% UR: 38.33% UF: 48.33% P: 62.41% R: 36.56% F: 46.11%
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+ 2024-04-01 16:04:07 INFO test: loss: nan - UP: 63.82% UR: 49.86% UF: 55.98% P: 58.78% R: 45.92% F: 51.56%
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+ 2024-04-01 16:04:07 INFO 0:00:02.109556s elapsed
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+ 2024-04-01 16:04:08 INFO lr: 4.9590e-05 - loss: 0.0014 - UP: 96.75% UR: 90.27% UF: 93.40% P: 96.75% R: 90.27% F: 93.40%
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+ 2024-04-01 16:04:09 INFO dev: loss: 0.1785 - UP: 65.41% UR: 45.81% UF: 53.89% P: 60.38% R: 42.29% F: 49.74%
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+ 2024-04-01 16:04:09 INFO test: loss: nan - UP: 63.75% UR: 54.78% UF: 58.93% P: 58.92% R: 50.63% F: 54.46%
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+ 2024-04-01 16:04:09 INFO 0:00:02.150712s elapsed
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+ 2024-04-01 16:04:11 INFO lr: 4.9580e-05 - loss: 0.0008 - UP: 96.64% UR: 91.91% UF: 94.22% P: 96.64% R: 91.91% F: 94.22%
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+ 2024-04-01 16:04:11 INFO dev: loss: 0.2303 - UP: 60.47% UR: 45.81% UF: 52.13% P: 57.56% R: 43.61% F: 49.62%
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+ 2024-04-01 16:04:11 INFO test: loss: nan - UP: 58.90% UR: 57.95% UF: 58.42% P: 54.18% R: 53.31% F: 53.74%
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+ 2024-04-01 16:04:13 INFO lr: 4.9570e-05 - loss: 0.0000 - UP: 94.33% UR: 90.66% UF: 92.46% P: 94.33% R: 90.66% F: 92.46%
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+ 2024-04-01 16:04:13 INFO dev: loss: 0.2427 - UP: 61.64% UR: 39.65% UF: 48.26% P: 57.53% R: 37.00% F: 45.04%
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+ 2024-04-01 16:04:13 INFO test: loss: nan - UP: 65.31% UR: 48.45% UF: 55.63% P: 60.09% R: 44.59% F: 51.19%
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+ 2024-04-01 16:04:13 INFO 0:00:02.185679s elapsed
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+ 2024-04-01 16:04:15 INFO lr: 4.9560e-05 - loss: 0.0006 - UP: 97.15% UR: 92.84% UF: 94.95% P: 96.74% R: 92.45% F: 94.55%
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+ 2024-04-01 16:04:15 INFO dev: loss: 0.2330 - UP: 57.30% UR: 44.93% UF: 50.37% P: 52.25% R: 40.97% F: 45.93%
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+ 2024-04-01 16:04:16 INFO test: loss: nan - UP: 60.46% UR: 53.66% UF: 56.86% P: 56.26% R: 49.93% F: 52.91%
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+ 2024-04-01 16:04:18 INFO lr: 4.9550e-05 - loss: 0.0005 - UP: 96.47% UR: 93.62% UF: 95.02% P: 96.07% R: 93.23% F: 94.63%
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+ 2024-04-01 16:04:18 INFO dev: loss: 0.3052 - UP: 65.52% UR: 41.85% UF: 51.08% P: 58.62% R: 37.44% F: 45.70%
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+ 2024-04-01 16:04:18 INFO test: loss: nan - UP: 67.16% UR: 47.75% UF: 55.82% P: 62.22% R: 44.23% F: 51.71%
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+ 2024-04-01 16:04:18 INFO 0:00:02.370598s elapsed
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+ 2024-04-01 16:04:20 INFO dev: loss: 0.2302 - UP: 60.22% UR: 48.02% UF: 53.43% P: 56.35% R: 44.93% F: 50.00%
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+ 2024-04-01 16:04:20 INFO test: loss: nan - UP: 56.46% UR: 51.62% UF: 53.93% P: 52.31% R: 47.82% F: 49.96%
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+ 2024-04-01 16:04:20 INFO 0:00:02.120576s elapsed
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+ 2024-04-01 16:04:22 INFO dev: loss: 0.1740 - UP: 55.03% UR: 40.97% UF: 46.97% P: 49.70% R: 37.00% F: 42.42%
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+ 2024-04-01 16:04:22 INFO test: loss: nan - UP: 62.76% UR: 51.55% UF: 56.60% P: 58.48% R: 48.03% F: 52.74%
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+ 2024-04-01 16:04:24 INFO lr: 4.9520e-05 - loss: 0.0216 - UP: 92.86% UR: 88.02% UF: 90.37% P: 91.87% R: 87.08% F: 89.41%
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+ 2024-04-01 16:04:24 INFO dev: loss: 0.2606 - UP: 67.20% UR: 37.00% UF: 47.73% P: 59.20% R: 32.60% F: 42.05%
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+ 2024-04-01 16:04:24 INFO test: loss: nan - UP: 60.84% UR: 44.59% UF: 51.46% P: 56.24% R: 41.21% F: 47.56%
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+ 2024-04-01 16:04:26 INFO lr: 4.9510e-05 - loss: 0.0862 - UP: 93.02% UR: 89.18% UF: 91.06% P: 92.69% R: 88.87% F: 90.74%
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+ 2024-04-01 16:04:26 INFO dev: loss: 0.1961 - UP: 64.67% UR: 42.73% UF: 51.46% P: 61.33% R: 40.53% F: 48.81%
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+ 2024-04-01 16:04:27 INFO test: loss: nan - UP: 54.76% UR: 52.95% UF: 53.84% P: 50.91% R: 49.23% F: 50.05%
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+ 2024-04-01 16:04:28 INFO lr: 4.9500e-05 - loss: 0.0001 - UP: 95.47% UR: 90.12% UF: 92.71% P: 95.05% R: 89.73% F: 92.31%
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+ 2024-04-01 16:04:29 INFO dev: loss: 0.2624 - UP: 74.31% UR: 35.68% UF: 48.21% P: 66.06% R: 31.72% F: 42.86%
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+ 2024-04-01 16:04:29 INFO test: loss: nan - UP: 63.58% UR: 45.43% UF: 52.99% P: 59.25% R: 42.33% F: 49.38%
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+ 2024-04-01 16:04:30 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 96.11% UR: 92.22% UF: 94.12% P: 95.94% R: 92.06% F: 93.96%
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+ 2024-04-01 16:04:31 INFO test: loss: nan - UP: 64.34% UR: 48.59% UF: 55.37% P: 58.38% R: 44.09% F: 50.24%
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+ 2024-04-01 16:04:31 INFO 0:00:02.140042s elapsed
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+
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+ 2024-04-01 16:04:33 INFO lr: 4.9480e-05 - loss: 0.0008 - UP: 97.76% UR: 95.02% UF: 96.37% P: 97.60% R: 94.86% F: 96.21%
377
+ 2024-04-01 16:04:33 INFO dev: loss: 0.2332 - UP: 74.62% UR: 42.73% UF: 54.34% P: 65.38% R: 37.44% F: 47.62%
378
+ 2024-04-01 16:04:33 INFO test: loss: nan - UP: 65.05% UR: 50.77% UF: 57.03% P: 61.08% R: 47.68% F: 53.55%
379
+ 2024-04-01 16:04:33 INFO 0:00:02.137942s elapsed
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+ 2024-04-01 16:04:35 INFO lr: 4.9470e-05 - loss: 0.0005 - UP: 97.78% UR: 96.03% UF: 96.90% P: 97.78% R: 96.03% F: 96.90%
383
+ 2024-04-01 16:04:35 INFO dev: loss: 0.2539 - UP: 72.93% UR: 42.73% UF: 53.89% P: 63.91% R: 37.44% F: 47.22%
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+ 2024-04-01 16:04:35 INFO test: loss: nan - UP: 62.83% UR: 51.48% UF: 56.59% P: 58.71% R: 48.10% F: 52.88%
385
+ 2024-04-01 16:04:35 INFO 0:00:02.132421s elapsed
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+
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+ 2024-04-01 16:04:35 INFO Epoch 54 / 5000:
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+ 2024-04-01 16:04:37 INFO lr: 4.9460e-05 - loss: 0.0026 - UP: 97.97% UR: 93.85% UF: 95.87% P: 97.89% R: 93.77% F: 95.79%
389
+ 2024-04-01 16:04:37 INFO dev: loss: 0.1965 - UP: 78.22% UR: 34.80% UF: 48.17% P: 69.31% R: 30.84% F: 42.68%
390
+ 2024-04-01 16:04:37 INFO test: loss: nan - UP: 71.54% UR: 46.48% UF: 56.35% P: 66.77% R: 43.39% F: 52.60%
391
+ 2024-04-01 16:04:37 INFO 0:00:02.131700s elapsed
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+ 2024-04-01 16:04:39 INFO lr: 4.9450e-05 - loss: 0.0000 - UP: 98.13% UR: 94.01% UF: 96.03% P: 98.05% R: 93.93% F: 95.95%
395
+ 2024-04-01 16:04:39 INFO dev: loss: 0.2364 - UP: 66.45% UR: 45.37% UF: 53.93% P: 60.00% R: 40.97% F: 48.69%
396
+ 2024-04-01 16:04:39 INFO test: loss: nan - UP: 60.49% UR: 50.49% UF: 55.04% P: 56.02% R: 46.77% F: 50.98%
397
+ 2024-04-01 16:04:39 INFO 0:00:02.130809s elapsed
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+
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+ 2024-04-01 16:04:39 INFO Epoch 56 / 5000:
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+ 2024-04-01 16:04:41 INFO lr: 4.9440e-05 - loss: 0.0045 - UP: 95.27% UR: 94.09% UF: 94.68% P: 95.19% R: 94.01% F: 94.60%
401
+ 2024-04-01 16:04:41 INFO dev: loss: 0.2008 - UP: 74.00% UR: 48.90% UF: 58.89% P: 66.00% R: 43.61% F: 52.52%
402
+ 2024-04-01 16:04:42 INFO test: loss: nan - UP: 63.09% UR: 54.57% UF: 58.52% P: 59.11% R: 51.13% F: 54.83%
403
+ 2024-04-01 16:04:42 INFO 0:00:02.179239s elapsed
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+ 2024-04-01 16:04:43 INFO lr: 4.9430e-05 - loss: 0.0000 - UP: 97.79% UR: 96.34% UF: 97.06% P: 97.79% R: 96.34% F: 97.06%
407
+ 2024-04-01 16:04:44 INFO dev: loss: 0.2112 - UP: 78.86% UR: 42.73% UF: 55.43% P: 69.11% R: 37.44% F: 48.57%
408
+ 2024-04-01 16:04:44 INFO test: loss: nan - UP: 64.03% UR: 50.70% UF: 56.59% P: 59.86% R: 47.40% F: 52.90%
409
+ 2024-04-01 16:04:44 INFO 0:00:02.200581s elapsed
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+ 2024-04-01 16:04:46 INFO lr: 4.9420e-05 - loss: 0.0017 - UP: 98.95% UR: 95.33% UF: 97.11% P: 98.87% R: 95.25% F: 97.03%
413
+ 2024-04-01 16:04:46 INFO dev: loss: 0.1912 - UP: 71.43% UR: 39.65% UF: 50.99% P: 63.49% R: 35.24% F: 45.33%
414
+ 2024-04-01 16:04:46 INFO test: loss: nan - UP: 64.98% UR: 48.80% UF: 55.74% P: 60.58% R: 45.50% F: 51.97%
415
+ 2024-04-01 16:04:46 INFO 0:00:02.149517s elapsed
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+ 2024-04-01 16:04:48 INFO lr: 4.9410e-05 - loss: 0.0000 - UP: 98.80% UR: 96.50% UF: 97.64% P: 98.73% R: 96.42% F: 97.56%
419
+ 2024-04-01 16:04:48 INFO dev: loss: 0.2295 - UP: 73.19% UR: 44.49% UF: 55.34% P: 65.22% R: 39.65% F: 49.32%
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+ 2024-04-01 16:04:48 INFO test: loss: nan - UP: 63.55% UR: 54.57% UF: 58.72% P: 58.64% R: 50.35% F: 54.18%
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+ 2024-04-01 16:04:48 INFO 0:00:02.141795s elapsed
422
+
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+ 2024-04-01 16:04:51 INFO Epoch 29 saved
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+ 2024-04-01 16:04:51 INFO dev: UP: 76.26% UR: 46.70% UF: 57.92% P: 72.66% R: 44.49% F: 55.19%
425
+ 2024-04-01 16:04:51 INFO test: UP: 64.66% UR: 51.34% UF: 57.23% P: 61.12% R: 48.52% F: 54.10%
426
+ 2024-04-01 16:04:51 INFO 0:02:09.905874s elapsed, 0:00:02.201794s/epoch
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1
+ 2024-04-01 16:13:01 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ 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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+ batch_size | 1500
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_holder_desc/80/model_vi_multibooked_eu_xlm_10
18
+ device | 0
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
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+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-04-01 16:13:01 INFO Building the fields
40
+ 2024-04-01 16:13:03 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-04-01 16:13:03 INFO Building the model
45
+ 2024-04-01 16:13:05 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-04-01 16:13:05 INFO Loading the data
65
+ 2024-04-01 16:13:05 INFO
66
+ train: Dataset(n_sentences=154, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=24, n_batches=18, n_buckets=18)
68
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
69
+
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+ 2024-04-01 16:13:05 INFO Epoch 1 / 5000:
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+ 2024-04-01 16:13:08 INFO lr: 4.9990e-05 - loss: 0.1667 - UP: 9.71% UR: 11.83% UF: 10.66% P: 4.15% R: 5.06% F: 4.56%
72
+ 2024-04-01 16:13:09 INFO dev: loss: 0.2400 - UP: 9.52% UR: 0.88% UF: 1.61% P: 9.52% R: 0.88% F: 1.61%
73
+ 2024-04-01 16:13:09 INFO test: loss: nan - UP: 47.06% UR: 0.56% UF: 1.11% P: 41.18% R: 0.49% F: 0.97%
74
+ 2024-04-01 16:13:13 INFO 0:00:03.382544s elapsed (saved)
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+
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+ 2024-04-01 16:13:13 INFO Epoch 2 / 5000:
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+ 2024-04-01 16:13:16 INFO lr: 4.9980e-05 - loss: 0.8353 - UP: 33.49% UR: 5.68% UF: 9.71% P: 23.85% R: 4.05% F: 6.92%
78
+ 2024-04-01 16:13:16 INFO dev: loss: 0.1887 - UP: 62.50% UR: 6.61% UF: 11.95% P: 58.33% R: 6.17% F: 11.16%
79
+ 2024-04-01 16:13:16 INFO test: loss: nan - UP: 70.06% UR: 8.72% UF: 15.51% P: 63.84% R: 7.95% F: 14.13%
80
+ 2024-04-01 16:13:23 INFO 0:00:02.753412s elapsed (saved)
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+
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+ 2024-04-01 16:13:23 INFO Epoch 3 / 5000:
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+ 2024-04-01 16:13:25 INFO lr: 4.9970e-05 - loss: 0.1993 - UP: 52.85% UR: 15.88% UF: 24.42% P: 45.85% R: 13.77% F: 21.18%
84
+ 2024-04-01 16:13:26 INFO dev: loss: 0.1713 - UP: 75.00% UR: 3.96% UF: 7.53% P: 75.00% R: 3.96% F: 7.53%
85
+ 2024-04-01 16:13:26 INFO test: loss: nan - UP: 72.86% UR: 10.20% UF: 17.89% P: 67.84% R: 9.49% F: 16.66%
86
+ 2024-04-01 16:13:26 INFO 0:00:02.761338s elapsed
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+
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+ 2024-04-01 16:13:26 INFO Epoch 4 / 5000:
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+ 2024-04-01 16:13:28 INFO lr: 4.9960e-05 - loss: 0.1886 - UP: 61.57% UR: 23.81% UF: 34.34% P: 56.34% R: 21.79% F: 31.43%
90
+ 2024-04-01 16:13:28 INFO dev: loss: 0.1445 - UP: 84.31% UR: 18.94% UF: 30.94% P: 80.39% R: 18.06% F: 29.50%
91
+ 2024-04-01 16:13:29 INFO test: loss: nan - UP: 70.06% UR: 23.70% UF: 35.42% P: 64.24% R: 21.73% F: 32.48%
92
+ 2024-04-01 16:13:36 INFO 0:00:02.769377s elapsed (saved)
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+
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+ 2024-04-01 16:13:36 INFO Epoch 5 / 5000:
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+ 2024-04-01 16:13:38 INFO lr: 4.9950e-05 - loss: 0.1578 - UP: 71.18% UR: 31.52% UF: 43.69% P: 67.14% R: 29.73% F: 41.21%
96
+ 2024-04-01 16:13:38 INFO dev: loss: 0.1646 - UP: 62.82% UR: 21.59% UF: 32.13% P: 57.69% R: 19.82% F: 29.51%
97
+ 2024-04-01 16:13:38 INFO test: loss: nan - UP: 63.28% UR: 33.33% UF: 43.67% P: 58.08% R: 30.59% F: 40.07%
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+ 2024-04-01 16:13:45 INFO 0:00:02.742089s elapsed (saved)
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+
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+ 2024-04-01 16:13:45 INFO Epoch 6 / 5000:
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+ 2024-04-01 16:13:48 INFO lr: 4.9940e-05 - loss: 0.0827 - UP: 71.12% UR: 36.03% UF: 47.83% P: 67.59% R: 34.24% F: 45.45%
102
+ 2024-04-01 16:13:48 INFO dev: loss: 0.2198 - UP: 73.68% UR: 24.67% UF: 36.96% P: 71.05% R: 23.79% F: 35.64%
103
+ 2024-04-01 16:13:48 INFO test: loss: nan - UP: 58.77% UR: 28.27% UF: 38.18% P: 54.09% R: 26.02% F: 35.14%
104
+ 2024-04-01 16:13:55 INFO 0:00:02.764552s elapsed (saved)
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+
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+ 2024-04-01 16:13:55 INFO Epoch 7 / 5000:
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+ 2024-04-01 16:13:58 INFO lr: 4.9930e-05 - loss: 0.0331 - UP: 78.36% UR: 43.11% UF: 55.62% P: 75.53% R: 41.56% F: 53.61%
108
+ 2024-04-01 16:13:58 INFO dev: loss: 0.1980 - UP: 68.97% UR: 26.43% UF: 38.22% P: 60.92% R: 23.35% F: 33.76%
109
+ 2024-04-01 16:13:58 INFO test: loss: nan - UP: 63.57% UR: 29.82% UF: 40.59% P: 59.97% R: 28.13% F: 38.30%
110
+ 2024-04-01 16:13:58 INFO 0:00:02.757585s elapsed
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+
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+ 2024-04-01 16:13:58 INFO Epoch 8 / 5000:
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+ 2024-04-01 16:14:00 INFO lr: 4.9920e-05 - loss: 0.0720 - UP: 78.73% UR: 44.36% UF: 56.74% P: 77.21% R: 43.50% F: 55.65%
114
+ 2024-04-01 16:14:00 INFO dev: loss: 0.1618 - UP: 67.78% UR: 26.87% UF: 38.49% P: 60.00% R: 23.79% F: 34.07%
115
+ 2024-04-01 16:14:01 INFO test: loss: nan - UP: 64.84% UR: 35.02% UF: 45.48% P: 60.29% R: 32.56% F: 42.28%
116
+ 2024-04-01 16:14:01 INFO 0:00:02.748592s elapsed
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+
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+ 2024-04-01 16:14:01 INFO Epoch 9 / 5000:
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+ 2024-04-01 16:14:03 INFO lr: 4.9910e-05 - loss: 0.0641 - UP: 80.48% UR: 57.74% UF: 67.24% P: 79.50% R: 57.04% F: 66.43%
120
+ 2024-04-01 16:14:03 INFO dev: loss: 0.2138 - UP: 78.82% UR: 29.52% UF: 42.95% P: 67.06% R: 25.11% F: 36.54%
121
+ 2024-04-01 16:14:04 INFO test: loss: nan - UP: 64.85% UR: 36.08% UF: 46.36% P: 61.44% R: 34.18% F: 43.92%
122
+ 2024-04-01 16:14:10 INFO 0:00:02.771269s elapsed (saved)
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+
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+ 2024-04-01 16:14:10 INFO Epoch 10 / 5000:
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+ 2024-04-01 16:14:13 INFO lr: 4.9900e-05 - loss: 0.0544 - UP: 81.83% UR: 55.02% UF: 65.80% P: 81.48% R: 54.79% F: 65.52%
126
+ 2024-04-01 16:14:13 INFO dev: loss: 0.1815 - UP: 55.88% UR: 41.85% UF: 47.86% P: 51.18% R: 38.33% F: 43.83%
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+ 2024-04-01 16:14:13 INFO test: loss: nan - UP: 51.26% UR: 47.19% UF: 49.14% P: 47.06% R: 43.32% F: 45.11%
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+ 2024-04-01 16:14:20 INFO 0:00:02.750991s elapsed (saved)
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+
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+ 2024-04-01 16:14:20 INFO Epoch 11 / 5000:
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+ 2024-04-01 16:14:22 INFO lr: 4.9890e-05 - loss: 0.1027 - UP: 79.40% UR: 53.70% UF: 64.07% P: 78.94% R: 53.39% F: 63.70%
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+ 2024-04-01 16:14:22 INFO dev: loss: 0.1975 - UP: 77.42% UR: 21.15% UF: 33.22% P: 72.58% R: 19.82% F: 31.14%
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+ 2024-04-01 16:14:23 INFO test: loss: nan - UP: 71.93% UR: 30.45% UF: 42.79% P: 68.44% R: 28.97% F: 40.71%
134
+ 2024-04-01 16:14:23 INFO 0:00:02.776082s elapsed
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+
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+ 2024-04-01 16:14:23 INFO Epoch 12 / 5000:
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+ 2024-04-01 16:14:25 INFO lr: 4.9880e-05 - loss: 0.0343 - UP: 78.92% UR: 60.00% UF: 68.17% P: 78.30% R: 59.53% F: 67.64%
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+ 2024-04-01 16:14:25 INFO dev: loss: 0.1897 - UP: 68.47% UR: 33.48% UF: 44.97% P: 60.36% R: 29.52% F: 39.64%
139
+ 2024-04-01 16:14:25 INFO test: loss: nan - UP: 57.82% UR: 42.12% UF: 48.74% P: 55.02% R: 40.08% F: 46.38%
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+ 2024-04-01 16:14:25 INFO 0:00:02.742798s elapsed
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+
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+ 2024-04-01 16:14:25 INFO Epoch 13 / 5000:
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+ 2024-04-01 16:14:28 INFO lr: 4.9870e-05 - loss: 0.1094 - UP: 84.23% UR: 63.58% UF: 72.46% P: 83.40% R: 62.96% F: 71.75%
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+ 2024-04-01 16:14:28 INFO dev: loss: 0.1955 - UP: 66.15% UR: 37.89% UF: 48.18% P: 58.46% R: 33.48% F: 42.58%
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+ 2024-04-01 16:14:28 INFO test: loss: nan - UP: 56.53% UR: 48.10% UF: 51.98% P: 52.40% R: 44.59% F: 48.18%
146
+ 2024-04-01 16:14:28 INFO 0:00:02.749970s elapsed
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+
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+ 2024-04-01 16:14:28 INFO Epoch 14 / 5000:
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+ 2024-04-01 16:14:30 INFO lr: 4.9860e-05 - loss: 0.0083 - UP: 82.72% UR: 61.48% UF: 70.54% P: 81.47% R: 60.54% F: 69.46%
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+ 2024-04-01 16:14:31 INFO dev: loss: 0.1952 - UP: 74.07% UR: 26.43% UF: 38.96% P: 62.96% R: 22.47% F: 33.12%
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+ 2024-04-01 16:14:31 INFO test: loss: nan - UP: 66.45% UR: 36.78% UF: 47.35% P: 63.41% R: 35.09% F: 45.18%
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+ 2024-04-01 16:14:31 INFO 0:00:02.748048s elapsed
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+
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+ 2024-04-01 16:14:33 INFO lr: 4.9850e-05 - loss: 0.0386 - UP: 86.57% UR: 66.69% UF: 75.34% P: 85.05% R: 65.53% F: 74.02%
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+ 2024-04-01 16:14:33 INFO dev: loss: 0.2730 - UP: 65.87% UR: 36.56% UF: 47.03% P: 61.11% R: 33.92% F: 43.63%
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+ 2024-04-01 16:14:34 INFO test: loss: nan - UP: 56.85% UR: 43.46% UF: 49.26% P: 51.52% R: 39.38% F: 44.64%
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+ 2024-04-01 16:14:34 INFO 0:00:02.741821s elapsed
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+ 2024-04-01 16:15:36 INFO dev: loss: 0.2071 - UP: 72.63% UR: 30.40% UF: 42.86% P: 69.47% R: 29.07% F: 40.99%
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+ 2024-04-01 16:15:39 INFO dev: loss: 0.2720 - UP: 62.42% UR: 45.37% UF: 52.55% P: 54.55% R: 39.65% F: 45.92%
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+ 2024-04-01 16:15:42 INFO dev: loss: 0.2228 - UP: 65.44% UR: 39.21% UF: 49.04% P: 56.62% R: 33.92% F: 42.42%
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+ 2024-04-01 16:15:42 INFO test: loss: nan - UP: 60.74% UR: 53.31% UF: 56.78% P: 55.85% R: 49.02% F: 52.21%
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+ 2024-04-01 16:15:47 INFO dev: loss: 0.2485 - UP: 66.40% UR: 36.56% UF: 47.16% P: 57.60% R: 31.72% F: 40.91%
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+ 2024-04-01 16:15:47 INFO test: loss: nan - UP: 65.04% UR: 46.98% UF: 54.55% P: 60.37% R: 43.60% F: 50.63%
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+ 2024-04-01 16:15:50 INFO dev: loss: 0.2167 - UP: 58.94% UR: 39.21% UF: 47.09% P: 50.33% R: 33.48% F: 40.21%
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+ 2024-04-01 16:15:50 INFO test: loss: nan - UP: 63.87% UR: 53.59% UF: 58.28% P: 59.01% R: 49.51% F: 53.84%
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+ 2024-04-01 16:15:52 INFO dev: loss: 0.2084 - UP: 73.04% UR: 37.00% UF: 49.12% P: 64.35% R: 32.60% F: 43.27%
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+ 2024-04-01 16:15:53 INFO test: loss: nan - UP: 67.50% UR: 47.75% UF: 55.93% P: 63.02% R: 44.59% F: 52.22%
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+ 2024-04-01 16:15:55 INFO dev: loss: 0.2772 - UP: 65.12% UR: 37.00% UF: 47.19% P: 55.81% R: 31.72% F: 40.45%
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+ 2024-04-01 16:15:55 INFO test: loss: nan - UP: 62.14% UR: 51.48% UF: 56.31% P: 56.11% R: 46.48% F: 50.85%
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+ 2024-04-01 16:15:58 INFO dev: loss: 0.2559 - UP: 65.41% UR: 45.81% UF: 53.89% P: 56.60% R: 39.65% F: 46.63%
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+ 2024-04-01 16:16:01 INFO dev: loss: 0.2643 - UP: 70.09% UR: 36.12% UF: 47.67% P: 60.68% R: 31.28% F: 41.28%
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+ 2024-04-01 16:16:01 INFO test: loss: nan - UP: 64.14% UR: 50.07% UF: 56.24% P: 58.65% R: 45.78% F: 51.42%
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+ 2024-04-01 16:16:03 INFO lr: 4.9640e-05 - loss: 0.0007 - UP: 97.01% UR: 90.89% UF: 93.85% P: 96.84% R: 90.74% F: 93.69%
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+ 2024-04-01 16:16:03 INFO dev: loss: 0.2891 - UP: 69.63% UR: 41.41% UF: 51.93% P: 58.52% R: 34.80% F: 43.65%
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+ 2024-04-01 16:16:04 INFO test: loss: nan - UP: 62.88% UR: 52.53% UF: 57.24% P: 57.66% R: 48.17% F: 52.49%
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+ 2024-04-01 16:16:06 INFO dev: loss: 0.3010 - UP: 65.49% UR: 40.97% UF: 50.41% P: 57.04% R: 35.68% F: 43.90%
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+ 2024-04-01 16:16:06 INFO test: loss: nan - UP: 60.71% UR: 57.59% UF: 59.11% P: 55.37% R: 52.53% F: 53.92%
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+ 2024-04-01 16:16:09 INFO dev: loss: 0.3666 - UP: 63.81% UR: 29.52% UF: 40.36% P: 55.24% R: 25.55% F: 34.94%
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+ 2024-04-01 16:16:09 INFO test: loss: nan - UP: 69.20% UR: 48.03% UF: 56.70% P: 64.94% R: 45.08% F: 53.22%
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+ 2024-04-01 16:16:14 INFO dev: loss: 0.2783 - UP: 66.22% UR: 43.17% UF: 52.27% P: 58.78% R: 38.33% F: 46.40%
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+ 2024-04-01 16:16:14 INFO test: loss: nan - UP: 62.40% UR: 56.61% UF: 59.37% P: 57.44% R: 52.11% F: 54.65%
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+ 2024-04-01 16:16:17 INFO dev: loss: 0.2578 - UP: 61.78% UR: 42.73% UF: 50.52% P: 53.50% R: 37.00% F: 43.75%
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+ 2024-04-01 16:16:17 INFO test: loss: nan - UP: 58.70% UR: 57.88% UF: 58.29% P: 54.21% R: 53.45% F: 53.82%
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+ 2024-04-01 16:16:20 INFO test: loss: nan - UP: 65.38% UR: 51.27% UF: 57.47% P: 60.27% R: 47.26% F: 52.98%
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+ 2024-04-01 16:16:22 INFO dev: loss: 0.2757 - UP: 67.83% UR: 34.36% UF: 45.61% P: 58.26% R: 29.52% F: 39.18%
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+ 2024-04-01 16:16:22 INFO test: loss: nan - UP: 69.11% UR: 49.09% UF: 57.40% P: 65.15% R: 46.27% F: 54.11%
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+ 2024-04-01 16:16:25 INFO dev: loss: 0.2652 - UP: 58.01% UR: 46.26% UF: 51.47% P: 52.49% R: 41.85% F: 46.57%
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+ 2024-04-01 16:16:27 INFO dev: loss: 0.3255 - UP: 64.46% UR: 34.36% UF: 44.83% P: 52.89% R: 28.19% F: 36.78%
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+ 2024-04-01 16:16:28 INFO test: loss: nan - UP: 63.49% UR: 45.50% UF: 53.01% P: 57.80% R: 41.42% F: 48.26%
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+ 2024-04-01 16:16:33 INFO test: loss: nan - UP: 58.43% UR: 55.34% UF: 56.84% P: 53.23% R: 50.42% F: 51.79%
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+ 2024-04-01 16:16:33 INFO 0:00:02.682884s elapsed
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+
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+ 2024-04-01 16:16:35 INFO lr: 4.9520e-05 - loss: 0.0108 - UP: 96.73% UR: 89.81% UF: 93.14% P: 96.48% R: 89.57% F: 92.90%
354
+ 2024-04-01 16:16:35 INFO dev: loss: 0.2130 - UP: 72.00% UR: 39.65% UF: 51.14% P: 62.40% R: 34.36% F: 44.32%
355
+ 2024-04-01 16:16:36 INFO test: loss: nan - UP: 64.52% UR: 54.22% UF: 58.92% P: 58.91% R: 49.51% F: 53.80%
356
+ 2024-04-01 16:16:36 INFO 0:00:02.682386s elapsed
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+
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+ 2024-04-01 16:16:38 INFO lr: 4.9510e-05 - loss: 0.0058 - UP: 95.31% UR: 90.19% UF: 92.68% P: 95.23% R: 90.12% F: 92.60%
360
+ 2024-04-01 16:16:38 INFO dev: loss: 0.2377 - UP: 73.40% UR: 30.40% UF: 42.99% P: 60.64% R: 25.11% F: 35.51%
361
+ 2024-04-01 16:16:38 INFO test: loss: nan - UP: 68.03% UR: 47.89% UF: 56.21% P: 62.14% R: 43.74% F: 51.34%
362
+ 2024-04-01 16:16:38 INFO 0:00:02.655170s elapsed
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+
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+ 2024-04-01 16:16:38 INFO Epoch 50 / 5000:
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+ 2024-04-01 16:16:40 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 93.13% UR: 86.54% UF: 89.71% P: 92.96% R: 86.38% F: 89.55%
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+ 2024-04-01 16:16:41 INFO dev: loss: 0.2268 - UP: 72.58% UR: 39.65% UF: 51.28% P: 59.68% R: 32.60% F: 42.17%
367
+ 2024-04-01 16:16:41 INFO test: loss: nan - UP: 62.12% UR: 51.90% UF: 56.55% P: 56.23% R: 46.98% F: 51.19%
368
+ 2024-04-01 16:16:41 INFO 0:00:02.657811s elapsed
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+ 2024-04-01 16:16:43 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 92.73% UR: 87.39% UF: 89.98% P: 92.73% R: 87.39% F: 89.98%
372
+ 2024-04-01 16:16:43 INFO dev: loss: 0.3255 - UP: 62.38% UR: 27.75% UF: 38.41% P: 54.46% R: 24.23% F: 33.54%
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+ 2024-04-01 16:16:44 INFO test: loss: nan - UP: 68.07% UR: 46.77% UF: 55.44% P: 63.25% R: 43.46% F: 51.52%
374
+ 2024-04-01 16:16:44 INFO 0:00:02.653502s elapsed
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+
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+ 2024-04-01 16:16:46 INFO lr: 4.9480e-05 - loss: 0.0080 - UP: 93.54% UR: 84.51% UF: 88.80% P: 90.70% R: 81.95% F: 86.10%
378
+ 2024-04-01 16:16:46 INFO dev: loss: 0.2304 - UP: 56.55% UR: 41.85% UF: 48.10% P: 49.40% R: 36.56% F: 42.03%
379
+ 2024-04-01 16:16:46 INFO test: loss: nan - UP: 58.17% UR: 51.55% UF: 54.66% P: 50.56% R: 44.80% F: 47.50%
380
+ 2024-04-01 16:16:46 INFO 0:00:02.634714s elapsed
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+
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+ 2024-04-01 16:16:46 INFO Epoch 53 / 5000:
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+ 2024-04-01 16:16:48 INFO lr: 4.9470e-05 - loss: 0.0111 - UP: 93.81% UR: 84.90% UF: 89.13% P: 92.26% R: 83.50% F: 87.66%
384
+ 2024-04-01 16:16:49 INFO dev: loss: 0.2365 - UP: 72.88% UR: 37.89% UF: 49.86% P: 61.86% R: 32.16% F: 42.32%
385
+ 2024-04-01 16:16:49 INFO test: loss: nan - UP: 66.14% UR: 44.23% UF: 53.01% P: 59.52% R: 39.80% F: 47.70%
386
+ 2024-04-01 16:16:49 INFO 0:00:02.673738s elapsed
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+ 2024-04-01 16:16:51 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 94.62% UR: 90.27% UF: 92.39% P: 94.05% R: 89.73% F: 91.84%
390
+ 2024-04-01 16:16:51 INFO dev: loss: 0.2655 - UP: 62.42% UR: 45.37% UF: 52.55% P: 52.73% R: 38.33% F: 44.39%
391
+ 2024-04-01 16:16:52 INFO test: loss: nan - UP: 59.03% UR: 59.07% UF: 59.05% P: 53.20% R: 53.23% F: 53.22%
392
+ 2024-04-01 16:16:52 INFO 0:00:02.666099s elapsed
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+ 2024-04-01 16:16:52 INFO Epoch 55 / 5000:
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+ 2024-04-01 16:16:54 INFO lr: 4.9450e-05 - loss: 0.0002 - UP: 95.20% UR: 94.24% UF: 94.72% P: 95.13% R: 94.16% F: 94.64%
396
+ 2024-04-01 16:16:54 INFO dev: loss: 0.2870 - UP: 66.67% UR: 42.29% UF: 51.75% P: 55.56% R: 35.24% F: 43.13%
397
+ 2024-04-01 16:16:54 INFO test: loss: nan - UP: 61.83% UR: 55.70% UF: 58.60% P: 56.52% R: 50.91% F: 53.57%
398
+ 2024-04-01 16:16:54 INFO 0:00:02.691096s elapsed
399
+
400
+ 2024-04-01 16:17:01 INFO Epoch 25 saved
401
+ 2024-04-01 16:17:01 INFO dev: UP: 65.28% UR: 41.41% UF: 50.67% P: 61.81% R: 39.21% F: 47.98%
402
+ 2024-04-01 16:17:01 INFO test: UP: 58.93% UR: 50.14% UF: 54.18% P: 53.06% R: 45.15% F: 48.78%
403
+ 2024-04-01 16:17:01 INFO 0:02:29.566250s elapsed, 0:00:02.719386s/epoch
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1
+ 2024-04-01 16:04:53 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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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_bySentiment_holder_desc/80/model_vi_multibooked_eu_xlm_6
17
+ device | 0
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+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/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
+ 2024-04-01 16:04:53 INFO Building the fields
39
+ 2024-04-01 16:04:55 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-04-01 16:04:55 INFO Building the model
44
+ 2024-04-01 16:04:57 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
+ 2024-04-01 16:04:57 INFO Loading the data
64
+ 2024-04-01 16:04:58 INFO
65
+ train: Dataset(n_sentences=154, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=24, n_batches=18, n_buckets=18)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-04-01 16:04:58 INFO Epoch 1 / 5000:
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+ 2024-04-01 16:05:00 INFO lr: 4.9990e-05 - loss: 0.1667 - UP: 9.71% UR: 11.83% UF: 10.66% P: 4.15% R: 5.06% F: 4.56%
71
+ 2024-04-01 16:05:01 INFO dev: loss: 0.2400 - UP: 9.52% UR: 0.88% UF: 1.61% P: 9.52% R: 0.88% F: 1.61%
72
+ 2024-04-01 16:05:01 INFO test: loss: nan - UP: 47.06% UR: 0.56% UF: 1.11% P: 41.18% R: 0.49% F: 0.97%
73
+ 2024-04-01 16:05:05 INFO 0:00:03.290560s elapsed (saved)
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+
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+ 2024-04-01 16:05:05 INFO Epoch 2 / 5000:
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+ 2024-04-01 16:05:08 INFO lr: 4.9980e-05 - loss: 0.8353 - UP: 33.49% UR: 5.68% UF: 9.71% P: 23.85% R: 4.05% F: 6.92%
77
+ 2024-04-01 16:05:08 INFO dev: loss: 0.1887 - UP: 62.50% UR: 6.61% UF: 11.95% P: 58.33% R: 6.17% F: 11.16%
78
+ 2024-04-01 16:05:08 INFO test: loss: nan - UP: 70.06% UR: 8.72% UF: 15.51% P: 63.84% R: 7.95% F: 14.13%
79
+ 2024-04-01 16:05:15 INFO 0:00:02.671537s elapsed (saved)
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+
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+ 2024-04-01 16:05:15 INFO Epoch 3 / 5000:
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+ 2024-04-01 16:05:17 INFO lr: 4.9970e-05 - loss: 0.1993 - UP: 52.85% UR: 15.88% UF: 24.42% P: 45.85% R: 13.77% F: 21.18%
83
+ 2024-04-01 16:05:17 INFO dev: loss: 0.1713 - UP: 75.00% UR: 3.96% UF: 7.53% P: 75.00% R: 3.96% F: 7.53%
84
+ 2024-04-01 16:05:18 INFO test: loss: nan - UP: 72.86% UR: 10.20% UF: 17.89% P: 67.84% R: 9.49% F: 16.66%
85
+ 2024-04-01 16:05:18 INFO 0:00:02.713663s elapsed
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+
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+ 2024-04-01 16:05:18 INFO Epoch 4 / 5000:
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+ 2024-04-01 16:05:20 INFO lr: 4.9960e-05 - loss: 0.1886 - UP: 61.57% UR: 23.81% UF: 34.34% P: 56.34% R: 21.79% F: 31.43%
89
+ 2024-04-01 16:05:20 INFO dev: loss: 0.1445 - UP: 84.31% UR: 18.94% UF: 30.94% P: 80.39% R: 18.06% F: 29.50%
90
+ 2024-04-01 16:05:20 INFO test: loss: nan - UP: 70.06% UR: 23.70% UF: 35.42% P: 64.24% R: 21.73% F: 32.48%
91
+ 2024-04-01 16:05:27 INFO 0:00:02.635100s elapsed (saved)
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+
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+ 2024-04-01 16:05:27 INFO Epoch 5 / 5000:
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+ 2024-04-01 16:05:29 INFO lr: 4.9950e-05 - loss: 0.1578 - UP: 71.18% UR: 31.52% UF: 43.69% P: 67.14% R: 29.73% F: 41.21%
95
+ 2024-04-01 16:05:30 INFO dev: loss: 0.1646 - UP: 62.82% UR: 21.59% UF: 32.13% P: 57.69% R: 19.82% F: 29.51%
96
+ 2024-04-01 16:05:30 INFO test: loss: nan - UP: 63.28% UR: 33.33% UF: 43.67% P: 58.08% R: 30.59% F: 40.07%
97
+ 2024-04-01 16:05:37 INFO 0:00:02.664556s elapsed (saved)
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+
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+ 2024-04-01 16:05:37 INFO Epoch 6 / 5000:
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+ 2024-04-01 16:05:39 INFO lr: 4.9940e-05 - loss: 0.0827 - UP: 71.12% UR: 36.03% UF: 47.83% P: 67.59% R: 34.24% F: 45.45%
101
+ 2024-04-01 16:05:39 INFO dev: loss: 0.2198 - UP: 73.68% UR: 24.67% UF: 36.96% P: 71.05% R: 23.79% F: 35.64%
102
+ 2024-04-01 16:05:39 INFO test: loss: nan - UP: 58.77% UR: 28.27% UF: 38.18% P: 54.09% R: 26.02% F: 35.14%
103
+ 2024-04-01 16:05:46 INFO 0:00:02.721842s elapsed (saved)
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+
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+ 2024-04-01 16:05:46 INFO Epoch 7 / 5000:
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+ 2024-04-01 16:05:48 INFO lr: 4.9930e-05 - loss: 0.0331 - UP: 78.36% UR: 43.11% UF: 55.62% P: 75.53% R: 41.56% F: 53.61%
107
+ 2024-04-01 16:05:48 INFO dev: loss: 0.1980 - UP: 68.97% UR: 26.43% UF: 38.22% P: 60.92% R: 23.35% F: 33.76%
108
+ 2024-04-01 16:05:49 INFO test: loss: nan - UP: 63.57% UR: 29.82% UF: 40.59% P: 59.97% R: 28.13% F: 38.30%
109
+ 2024-04-01 16:05:49 INFO 0:00:02.748849s elapsed
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+
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+ 2024-04-01 16:05:49 INFO Epoch 8 / 5000:
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+ 2024-04-01 16:05:51 INFO lr: 4.9920e-05 - loss: 0.0720 - UP: 78.73% UR: 44.36% UF: 56.74% P: 77.21% R: 43.50% F: 55.65%
113
+ 2024-04-01 16:05:51 INFO dev: loss: 0.1618 - UP: 67.78% UR: 26.87% UF: 38.49% P: 60.00% R: 23.79% F: 34.07%
114
+ 2024-04-01 16:05:51 INFO test: loss: nan - UP: 64.84% UR: 35.02% UF: 45.48% P: 60.29% R: 32.56% F: 42.28%
115
+ 2024-04-01 16:05:51 INFO 0:00:02.747922s elapsed
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+
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+ 2024-04-01 16:05:51 INFO Epoch 9 / 5000:
118
+ 2024-04-01 16:05:54 INFO lr: 4.9910e-05 - loss: 0.0641 - UP: 80.48% UR: 57.74% UF: 67.24% P: 79.50% R: 57.04% F: 66.43%
119
+ 2024-04-01 16:05:54 INFO dev: loss: 0.2138 - UP: 78.82% UR: 29.52% UF: 42.95% P: 67.06% R: 25.11% F: 36.54%
120
+ 2024-04-01 16:05:54 INFO test: loss: nan - UP: 64.85% UR: 36.08% UF: 46.36% P: 61.44% R: 34.18% F: 43.92%
121
+ 2024-04-01 16:06:01 INFO 0:00:02.747731s elapsed (saved)
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+
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+ 2024-04-01 16:06:01 INFO Epoch 10 / 5000:
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+ 2024-04-01 16:06:03 INFO lr: 4.9900e-05 - loss: 0.0544 - UP: 81.83% UR: 55.02% UF: 65.80% P: 81.48% R: 54.79% F: 65.52%
125
+ 2024-04-01 16:06:03 INFO dev: loss: 0.1815 - UP: 55.88% UR: 41.85% UF: 47.86% P: 51.18% R: 38.33% F: 43.83%
126
+ 2024-04-01 16:06:04 INFO test: loss: nan - UP: 51.26% UR: 47.19% UF: 49.14% P: 47.06% R: 43.32% F: 45.11%
127
+ 2024-04-01 16:06:10 INFO 0:00:02.676218s elapsed (saved)
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+
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+ 2024-04-01 16:06:10 INFO Epoch 11 / 5000:
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+ 2024-04-01 16:06:12 INFO lr: 4.9890e-05 - loss: 0.1027 - UP: 79.40% UR: 53.70% UF: 64.07% P: 78.94% R: 53.39% F: 63.70%
131
+ 2024-04-01 16:06:13 INFO dev: loss: 0.1975 - UP: 77.42% UR: 21.15% UF: 33.22% P: 72.58% R: 19.82% F: 31.14%
132
+ 2024-04-01 16:06:13 INFO test: loss: nan - UP: 71.93% UR: 30.45% UF: 42.79% P: 68.44% R: 28.97% F: 40.71%
133
+ 2024-04-01 16:06:13 INFO 0:00:02.724464s elapsed
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+
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+ 2024-04-01 16:06:13 INFO Epoch 12 / 5000:
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+ 2024-04-01 16:06:15 INFO lr: 4.9880e-05 - loss: 0.0343 - UP: 78.92% UR: 60.00% UF: 68.17% P: 78.30% R: 59.53% F: 67.64%
137
+ 2024-04-01 16:06:15 INFO dev: loss: 0.1897 - UP: 68.47% UR: 33.48% UF: 44.97% P: 60.36% R: 29.52% F: 39.64%
138
+ 2024-04-01 16:06:16 INFO test: loss: nan - UP: 57.82% UR: 42.12% UF: 48.74% P: 55.02% R: 40.08% F: 46.38%
139
+ 2024-04-01 16:06:16 INFO 0:00:02.741423s elapsed
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+
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+ 2024-04-01 16:06:16 INFO Epoch 13 / 5000:
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+ 2024-04-01 16:06:18 INFO lr: 4.9870e-05 - loss: 0.1094 - UP: 84.23% UR: 63.58% UF: 72.46% P: 83.40% R: 62.96% F: 71.75%
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+ 2024-04-01 16:06:18 INFO dev: loss: 0.1955 - UP: 66.15% UR: 37.89% UF: 48.18% P: 58.46% R: 33.48% F: 42.58%
144
+ 2024-04-01 16:06:18 INFO test: loss: nan - UP: 56.53% UR: 48.10% UF: 51.98% P: 52.40% R: 44.59% F: 48.18%
145
+ 2024-04-01 16:06:18 INFO 0:00:02.627493s elapsed
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+
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+ 2024-04-01 16:06:18 INFO Epoch 14 / 5000:
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+ 2024-04-01 16:06:20 INFO lr: 4.9860e-05 - loss: 0.0083 - UP: 82.72% UR: 61.48% UF: 70.54% P: 81.47% R: 60.54% F: 69.46%
149
+ 2024-04-01 16:06:21 INFO dev: loss: 0.1952 - UP: 74.07% UR: 26.43% UF: 38.96% P: 62.96% R: 22.47% F: 33.12%
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+ 2024-04-01 16:06:21 INFO test: loss: nan - UP: 66.45% UR: 36.78% UF: 47.35% P: 63.41% R: 35.09% F: 45.18%
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+ 2024-04-01 16:06:21 INFO 0:00:02.673930s elapsed
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+
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+ 2024-04-01 16:06:21 INFO Epoch 15 / 5000:
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+ 2024-04-01 16:06:23 INFO lr: 4.9850e-05 - loss: 0.0386 - UP: 86.57% UR: 66.69% UF: 75.34% P: 85.05% R: 65.53% F: 74.02%
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+ 2024-04-01 16:06:23 INFO dev: loss: 0.2730 - UP: 65.87% UR: 36.56% UF: 47.03% P: 61.11% R: 33.92% F: 43.63%
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+ 2024-04-01 16:06:24 INFO test: loss: nan - UP: 56.85% UR: 43.46% UF: 49.26% P: 51.52% R: 39.38% F: 44.64%
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+ 2024-04-01 16:07:27 INFO dev: loss: 0.2071 - UP: 72.63% UR: 30.40% UF: 42.86% P: 69.47% R: 29.07% F: 40.99%
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+ 2024-04-01 16:07:33 INFO dev: loss: 0.2228 - UP: 65.44% UR: 39.21% UF: 49.04% P: 56.62% R: 33.92% F: 42.42%
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+ 2024-04-01 16:07:35 INFO dev: loss: 0.3015 - UP: 68.75% UR: 38.77% UF: 49.58% P: 57.81% R: 32.60% F: 41.69%
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+ 2024-04-01 16:07:38 INFO dev: loss: 0.2485 - UP: 66.40% UR: 36.56% UF: 47.16% P: 57.60% R: 31.72% F: 40.91%
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+ 2024-04-01 16:07:39 INFO test: loss: nan - UP: 65.04% UR: 46.98% UF: 54.55% P: 60.37% R: 43.60% F: 50.63%
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+ 2024-04-01 16:07:41 INFO dev: loss: 0.2167 - UP: 58.94% UR: 39.21% UF: 47.09% P: 50.33% R: 33.48% F: 40.21%
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+ 2024-04-01 16:07:41 INFO test: loss: nan - UP: 63.87% UR: 53.59% UF: 58.28% P: 59.01% R: 49.51% F: 53.84%
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+ 2024-04-01 16:07:44 INFO lr: 4.9680e-05 - loss: 0.0156 - UP: 94.25% UR: 88.02% UF: 91.03% P: 94.17% R: 87.94% F: 90.95%
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+ 2024-04-01 16:07:44 INFO dev: loss: 0.2084 - UP: 73.04% UR: 37.00% UF: 49.12% P: 64.35% R: 32.60% F: 43.27%
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+ 2024-04-01 16:07:44 INFO test: loss: nan - UP: 67.50% UR: 47.75% UF: 55.93% P: 63.02% R: 44.59% F: 52.22%
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+ 2024-04-01 16:07:46 INFO lr: 4.9670e-05 - loss: 0.0010 - UP: 94.99% UR: 87.00% UF: 90.82% P: 94.99% R: 87.00% F: 90.82%
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+ 2024-04-01 16:07:46 INFO dev: loss: 0.2772 - UP: 65.12% UR: 37.00% UF: 47.19% P: 55.81% R: 31.72% F: 40.45%
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+ 2024-04-01 16:07:49 INFO lr: 4.9660e-05 - loss: 0.0161 - UP: 96.13% UR: 89.03% UF: 92.44% P: 96.05% R: 88.95% F: 92.36%
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+ 2024-04-01 16:07:52 INFO dev: loss: 0.2643 - UP: 70.09% UR: 36.12% UF: 47.67% P: 60.68% R: 31.28% F: 41.28%
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+ 2024-04-01 16:07:52 INFO test: loss: nan - UP: 64.14% UR: 50.07% UF: 56.24% P: 58.65% R: 45.78% F: 51.42%
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+ 2024-04-01 16:07:54 INFO lr: 4.9640e-05 - loss: 0.0007 - UP: 97.01% UR: 90.89% UF: 93.85% P: 96.84% R: 90.74% F: 93.69%
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+ 2024-04-01 16:07:55 INFO dev: loss: 0.2891 - UP: 69.63% UR: 41.41% UF: 51.93% P: 58.52% R: 34.80% F: 43.65%
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+ 2024-04-01 16:07:55 INFO test: loss: nan - UP: 62.88% UR: 52.53% UF: 57.24% P: 57.66% R: 48.17% F: 52.49%
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+ 2024-04-01 16:07:57 INFO dev: loss: 0.3010 - UP: 65.49% UR: 40.97% UF: 50.41% P: 57.04% R: 35.68% F: 43.90%
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+ 2024-04-01 16:08:00 INFO dev: loss: 0.3666 - UP: 63.81% UR: 29.52% UF: 40.36% P: 55.24% R: 25.55% F: 34.94%
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+ 2024-04-01 16:08:00 INFO test: loss: nan - UP: 69.20% UR: 48.03% UF: 56.70% P: 64.94% R: 45.08% F: 53.22%
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+ 2024-04-01 16:08:03 INFO lr: 4.9610e-05 - loss: 0.0094 - UP: 93.46% UR: 87.86% UF: 90.57% P: 93.29% R: 87.70% F: 90.41%
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+ 2024-04-01 16:08:06 INFO dev: loss: 0.2783 - UP: 66.22% UR: 43.17% UF: 52.27% P: 58.78% R: 38.33% F: 46.40%
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+ 2024-04-01 16:08:06 INFO test: loss: nan - UP: 62.40% UR: 56.61% UF: 59.37% P: 57.44% R: 52.11% F: 54.65%
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+ 2024-04-01 16:08:08 INFO dev: loss: 0.2578 - UP: 61.78% UR: 42.73% UF: 50.52% P: 53.50% R: 37.00% F: 43.75%
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+ 2024-04-01 16:08:09 INFO test: loss: nan - UP: 58.70% UR: 57.88% UF: 58.29% P: 54.21% R: 53.45% F: 53.82%
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+ 2024-04-01 16:08:11 INFO test: loss: nan - UP: 65.38% UR: 51.27% UF: 57.47% P: 60.27% R: 47.26% F: 52.98%
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+ 2024-04-01 16:08:14 INFO test: loss: nan - UP: 69.11% UR: 49.09% UF: 57.40% P: 65.15% R: 46.27% F: 54.11%
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+ 2024-04-01 16:08:25 INFO lr: 4.9530e-05 - loss: 0.0047 - UP: 96.45% UR: 90.89% UF: 93.59% P: 95.79% R: 90.27% F: 92.95%
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+ 2024-04-01 16:08:25 INFO dev: loss: 0.2270 - UP: 59.88% UR: 44.05% UF: 50.76% P: 50.30% R: 37.00% F: 42.64%
348
+ 2024-04-01 16:08:25 INFO test: loss: nan - UP: 58.43% UR: 55.34% UF: 56.84% P: 53.23% R: 50.42% F: 51.79%
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+ 2024-04-01 16:08:25 INFO 0:00:02.749750s elapsed
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+
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+ 2024-04-01 16:08:25 INFO Epoch 48 / 5000:
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+ 2024-04-01 16:08:27 INFO lr: 4.9520e-05 - loss: 0.0108 - UP: 96.73% UR: 89.81% UF: 93.14% P: 96.48% R: 89.57% F: 92.90%
353
+ 2024-04-01 16:08:28 INFO dev: loss: 0.2130 - UP: 72.00% UR: 39.65% UF: 51.14% P: 62.40% R: 34.36% F: 44.32%
354
+ 2024-04-01 16:08:28 INFO test: loss: nan - UP: 64.52% UR: 54.22% UF: 58.92% P: 58.91% R: 49.51% F: 53.80%
355
+ 2024-04-01 16:08:28 INFO 0:00:02.747469s elapsed
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+
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+ 2024-04-01 16:08:28 INFO Epoch 49 / 5000:
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+ 2024-04-01 16:08:30 INFO lr: 4.9510e-05 - loss: 0.0058 - UP: 95.31% UR: 90.19% UF: 92.68% P: 95.23% R: 90.12% F: 92.60%
359
+ 2024-04-01 16:08:30 INFO dev: loss: 0.2377 - UP: 73.40% UR: 30.40% UF: 42.99% P: 60.64% R: 25.11% F: 35.51%
360
+ 2024-04-01 16:08:31 INFO test: loss: nan - UP: 68.03% UR: 47.89% UF: 56.21% P: 62.14% R: 43.74% F: 51.34%
361
+ 2024-04-01 16:08:31 INFO 0:00:02.740679s elapsed
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+
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+ 2024-04-01 16:08:31 INFO Epoch 50 / 5000:
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+ 2024-04-01 16:08:33 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 93.13% UR: 86.54% UF: 89.71% P: 92.96% R: 86.38% F: 89.55%
365
+ 2024-04-01 16:08:33 INFO dev: loss: 0.2268 - UP: 72.58% UR: 39.65% UF: 51.28% P: 59.68% R: 32.60% F: 42.17%
366
+ 2024-04-01 16:08:33 INFO test: loss: nan - UP: 62.12% UR: 51.90% UF: 56.55% P: 56.23% R: 46.98% F: 51.19%
367
+ 2024-04-01 16:08:33 INFO 0:00:02.743224s elapsed
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+
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+ 2024-04-01 16:08:33 INFO Epoch 51 / 5000:
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+ 2024-04-01 16:08:36 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 92.73% UR: 87.39% UF: 89.98% P: 92.73% R: 87.39% F: 89.98%
371
+ 2024-04-01 16:08:36 INFO dev: loss: 0.3255 - UP: 62.38% UR: 27.75% UF: 38.41% P: 54.46% R: 24.23% F: 33.54%
372
+ 2024-04-01 16:08:36 INFO test: loss: nan - UP: 68.07% UR: 46.77% UF: 55.44% P: 63.25% R: 43.46% F: 51.52%
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+ 2024-04-01 16:08:36 INFO 0:00:02.668643s elapsed
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+
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+ 2024-04-01 16:08:36 INFO Epoch 52 / 5000:
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+ 2024-04-01 16:08:38 INFO lr: 4.9480e-05 - loss: 0.0080 - UP: 93.54% UR: 84.51% UF: 88.80% P: 90.70% R: 81.95% F: 86.10%
377
+ 2024-04-01 16:08:38 INFO dev: loss: 0.2304 - UP: 56.55% UR: 41.85% UF: 48.10% P: 49.40% R: 36.56% F: 42.03%
378
+ 2024-04-01 16:08:39 INFO test: loss: nan - UP: 58.17% UR: 51.55% UF: 54.66% P: 50.56% R: 44.80% F: 47.50%
379
+ 2024-04-01 16:08:39 INFO 0:00:02.680569s elapsed
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+
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+ 2024-04-01 16:08:39 INFO Epoch 53 / 5000:
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+ 2024-04-01 16:08:41 INFO lr: 4.9470e-05 - loss: 0.0111 - UP: 93.81% UR: 84.90% UF: 89.13% P: 92.26% R: 83.50% F: 87.66%
383
+ 2024-04-01 16:08:41 INFO dev: loss: 0.2365 - UP: 72.88% UR: 37.89% UF: 49.86% P: 61.86% R: 32.16% F: 42.32%
384
+ 2024-04-01 16:08:41 INFO test: loss: nan - UP: 66.14% UR: 44.23% UF: 53.01% P: 59.52% R: 39.80% F: 47.70%
385
+ 2024-04-01 16:08:41 INFO 0:00:02.669387s elapsed
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+
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+ 2024-04-01 16:08:44 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 94.62% UR: 90.27% UF: 92.39% P: 94.05% R: 89.73% F: 91.84%
389
+ 2024-04-01 16:08:44 INFO dev: loss: 0.2655 - UP: 62.42% UR: 45.37% UF: 52.55% P: 52.73% R: 38.33% F: 44.39%
390
+ 2024-04-01 16:08:44 INFO test: loss: nan - UP: 59.03% UR: 59.07% UF: 59.05% P: 53.20% R: 53.23% F: 53.22%
391
+ 2024-04-01 16:08:44 INFO 0:00:02.668560s elapsed
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+ 2024-04-01 16:08:44 INFO Epoch 55 / 5000:
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+ 2024-04-01 16:08:46 INFO lr: 4.9450e-05 - loss: 0.0002 - UP: 95.20% UR: 94.24% UF: 94.72% P: 95.13% R: 94.16% F: 94.64%
395
+ 2024-04-01 16:08:46 INFO dev: loss: 0.2870 - UP: 66.67% UR: 42.29% UF: 51.75% P: 55.56% R: 35.24% F: 43.13%
396
+ 2024-04-01 16:08:47 INFO test: loss: nan - UP: 61.83% UR: 55.70% UF: 58.60% P: 56.52% R: 50.91% F: 53.57%
397
+ 2024-04-01 16:08:47 INFO 0:00:02.650167s elapsed
398
+
399
+ 2024-04-01 16:08:54 INFO Epoch 25 saved
400
+ 2024-04-01 16:08:54 INFO dev: UP: 65.28% UR: 41.41% UF: 50.67% P: 61.81% R: 39.21% F: 47.98%
401
+ 2024-04-01 16:08:54 INFO test: UP: 58.93% UR: 50.14% UF: 54.18% P: 53.06% R: 45.15% F: 48.78%
402
+ 2024-04-01 16:08:54 INFO 0:02:29.917452s elapsed, 0:00:02.725772s/epoch
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1
+ 2024-04-01 16:08:57 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ 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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+ batch_size | 3000
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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_bySentiment_holder_desc/80/model_vi_multibooked_eu_xlm_9
18
+ device | 0
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
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+ max_len | None
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+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
30
+ 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
32
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-04-01 16:08:57 INFO Building the fields
40
+ 2024-04-01 16:08:58 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-04-01 16:08:58 INFO Building the model
45
+ 2024-04-01 16:09:01 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-04-01 16:09:01 INFO Loading the data
65
+ 2024-04-01 16:09:01 INFO
66
+ train: Dataset(n_sentences=154, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=24, n_batches=18, n_buckets=18)
68
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
69
+
70
+ 2024-04-01 16:09:01 INFO Epoch 1 / 5000:
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+ 2024-04-01 16:09:04 INFO lr: 4.9990e-05 - loss: 0.1667 - UP: 9.71% UR: 11.83% UF: 10.66% P: 4.15% R: 5.06% F: 4.56%
72
+ 2024-04-01 16:09:04 INFO dev: loss: 0.2400 - UP: 9.52% UR: 0.88% UF: 1.61% P: 9.52% R: 0.88% F: 1.61%
73
+ 2024-04-01 16:09:04 INFO test: loss: nan - UP: 47.06% UR: 0.56% UF: 1.11% P: 41.18% R: 0.49% F: 0.97%
74
+ 2024-04-01 16:09:09 INFO 0:00:03.307529s elapsed (saved)
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+
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+ 2024-04-01 16:09:09 INFO Epoch 2 / 5000:
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+ 2024-04-01 16:09:11 INFO lr: 4.9980e-05 - loss: 0.8353 - UP: 33.49% UR: 5.68% UF: 9.71% P: 23.85% R: 4.05% F: 6.92%
78
+ 2024-04-01 16:09:11 INFO dev: loss: 0.1887 - UP: 62.50% UR: 6.61% UF: 11.95% P: 58.33% R: 6.17% F: 11.16%
79
+ 2024-04-01 16:09:12 INFO test: loss: nan - UP: 70.06% UR: 8.72% UF: 15.51% P: 63.84% R: 7.95% F: 14.13%
80
+ 2024-04-01 16:09:19 INFO 0:00:02.742504s elapsed (saved)
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+
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+ 2024-04-01 16:09:19 INFO Epoch 3 / 5000:
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+ 2024-04-01 16:09:21 INFO lr: 4.9970e-05 - loss: 0.1993 - UP: 52.85% UR: 15.88% UF: 24.42% P: 45.85% R: 13.77% F: 21.18%
84
+ 2024-04-01 16:09:21 INFO dev: loss: 0.1713 - UP: 75.00% UR: 3.96% UF: 7.53% P: 75.00% R: 3.96% F: 7.53%
85
+ 2024-04-01 16:09:22 INFO test: loss: nan - UP: 72.86% UR: 10.20% UF: 17.89% P: 67.84% R: 9.49% F: 16.66%
86
+ 2024-04-01 16:09:22 INFO 0:00:02.747803s elapsed
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+
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+ 2024-04-01 16:09:22 INFO Epoch 4 / 5000:
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+ 2024-04-01 16:09:24 INFO lr: 4.9960e-05 - loss: 0.1886 - UP: 61.57% UR: 23.81% UF: 34.34% P: 56.34% R: 21.79% F: 31.43%
90
+ 2024-04-01 16:09:24 INFO dev: loss: 0.1445 - UP: 84.31% UR: 18.94% UF: 30.94% P: 80.39% R: 18.06% F: 29.50%
91
+ 2024-04-01 16:09:24 INFO test: loss: nan - UP: 70.06% UR: 23.70% UF: 35.42% P: 64.24% R: 21.73% F: 32.48%
92
+ 2024-04-01 16:09:31 INFO 0:00:02.745958s elapsed (saved)
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+
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+ 2024-04-01 16:09:31 INFO Epoch 5 / 5000:
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+ 2024-04-01 16:09:33 INFO lr: 4.9950e-05 - loss: 0.1578 - UP: 71.18% UR: 31.52% UF: 43.69% P: 67.14% R: 29.73% F: 41.21%
96
+ 2024-04-01 16:09:34 INFO dev: loss: 0.1646 - UP: 62.82% UR: 21.59% UF: 32.13% P: 57.69% R: 19.82% F: 29.51%
97
+ 2024-04-01 16:09:34 INFO test: loss: nan - UP: 63.28% UR: 33.33% UF: 43.67% P: 58.08% R: 30.59% F: 40.07%
98
+ 2024-04-01 16:09:41 INFO 0:00:02.720140s elapsed (saved)
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+
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+ 2024-04-01 16:09:41 INFO Epoch 6 / 5000:
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+ 2024-04-01 16:09:43 INFO lr: 4.9940e-05 - loss: 0.0827 - UP: 71.12% UR: 36.03% UF: 47.83% P: 67.59% R: 34.24% F: 45.45%
102
+ 2024-04-01 16:09:43 INFO dev: loss: 0.2198 - UP: 73.68% UR: 24.67% UF: 36.96% P: 71.05% R: 23.79% F: 35.64%
103
+ 2024-04-01 16:09:44 INFO test: loss: nan - UP: 58.77% UR: 28.27% UF: 38.18% P: 54.09% R: 26.02% F: 35.14%
104
+ 2024-04-01 16:09:51 INFO 0:00:02.750962s elapsed (saved)
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+
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+ 2024-04-01 16:09:51 INFO Epoch 7 / 5000:
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+ 2024-04-01 16:09:53 INFO lr: 4.9930e-05 - loss: 0.0331 - UP: 78.36% UR: 43.11% UF: 55.62% P: 75.53% R: 41.56% F: 53.61%
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+ 2024-04-01 16:09:53 INFO dev: loss: 0.1980 - UP: 68.97% UR: 26.43% UF: 38.22% P: 60.92% R: 23.35% F: 33.76%
109
+ 2024-04-01 16:09:53 INFO test: loss: nan - UP: 63.57% UR: 29.82% UF: 40.59% P: 59.97% R: 28.13% F: 38.30%
110
+ 2024-04-01 16:09:53 INFO 0:00:02.692809s elapsed
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+
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+ 2024-04-01 16:09:53 INFO Epoch 8 / 5000:
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+ 2024-04-01 16:09:55 INFO lr: 4.9920e-05 - loss: 0.0720 - UP: 78.73% UR: 44.36% UF: 56.74% P: 77.21% R: 43.50% F: 55.65%
114
+ 2024-04-01 16:09:56 INFO dev: loss: 0.1618 - UP: 67.78% UR: 26.87% UF: 38.49% P: 60.00% R: 23.79% F: 34.07%
115
+ 2024-04-01 16:09:56 INFO test: loss: nan - UP: 64.84% UR: 35.02% UF: 45.48% P: 60.29% R: 32.56% F: 42.28%
116
+ 2024-04-01 16:09:56 INFO 0:00:02.649054s elapsed
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+
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+ 2024-04-01 16:09:56 INFO Epoch 9 / 5000:
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+ 2024-04-01 16:09:58 INFO lr: 4.9910e-05 - loss: 0.0641 - UP: 80.48% UR: 57.74% UF: 67.24% P: 79.50% R: 57.04% F: 66.43%
120
+ 2024-04-01 16:09:58 INFO dev: loss: 0.2138 - UP: 78.82% UR: 29.52% UF: 42.95% P: 67.06% R: 25.11% F: 36.54%
121
+ 2024-04-01 16:09:59 INFO test: loss: nan - UP: 64.85% UR: 36.08% UF: 46.36% P: 61.44% R: 34.18% F: 43.92%
122
+ 2024-04-01 16:10:05 INFO 0:00:02.666611s elapsed (saved)
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+
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+ 2024-04-01 16:10:05 INFO Epoch 10 / 5000:
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+ 2024-04-01 16:10:08 INFO lr: 4.9900e-05 - loss: 0.0544 - UP: 81.83% UR: 55.02% UF: 65.80% P: 81.48% R: 54.79% F: 65.52%
126
+ 2024-04-01 16:10:08 INFO dev: loss: 0.1815 - UP: 55.88% UR: 41.85% UF: 47.86% P: 51.18% R: 38.33% F: 43.83%
127
+ 2024-04-01 16:10:08 INFO test: loss: nan - UP: 51.26% UR: 47.19% UF: 49.14% P: 47.06% R: 43.32% F: 45.11%
128
+ 2024-04-01 16:10:15 INFO 0:00:02.763739s elapsed (saved)
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+
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+ 2024-04-01 16:10:15 INFO Epoch 11 / 5000:
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+ 2024-04-01 16:10:17 INFO lr: 4.9890e-05 - loss: 0.1027 - UP: 79.40% UR: 53.70% UF: 64.07% P: 78.94% R: 53.39% F: 63.70%
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+ 2024-04-01 16:10:17 INFO dev: loss: 0.1975 - UP: 77.42% UR: 21.15% UF: 33.22% P: 72.58% R: 19.82% F: 31.14%
133
+ 2024-04-01 16:10:18 INFO test: loss: nan - UP: 71.93% UR: 30.45% UF: 42.79% P: 68.44% R: 28.97% F: 40.71%
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+ 2024-04-01 16:10:18 INFO 0:00:02.768400s elapsed
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+
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+ 2024-04-01 16:10:18 INFO Epoch 12 / 5000:
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+ 2024-04-01 16:10:20 INFO lr: 4.9880e-05 - loss: 0.0343 - UP: 78.92% UR: 60.00% UF: 68.17% P: 78.30% R: 59.53% F: 67.64%
138
+ 2024-04-01 16:10:20 INFO dev: loss: 0.1897 - UP: 68.47% UR: 33.48% UF: 44.97% P: 60.36% R: 29.52% F: 39.64%
139
+ 2024-04-01 16:10:20 INFO test: loss: nan - UP: 57.82% UR: 42.12% UF: 48.74% P: 55.02% R: 40.08% F: 46.38%
140
+ 2024-04-01 16:10:20 INFO 0:00:02.662024s elapsed
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+
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+ 2024-04-01 16:10:20 INFO Epoch 13 / 5000:
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+ 2024-04-01 16:10:23 INFO lr: 4.9870e-05 - loss: 0.1094 - UP: 84.23% UR: 63.58% UF: 72.46% P: 83.40% R: 62.96% F: 71.75%
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+ 2024-04-01 16:10:23 INFO dev: loss: 0.1955 - UP: 66.15% UR: 37.89% UF: 48.18% P: 58.46% R: 33.48% F: 42.58%
145
+ 2024-04-01 16:10:23 INFO test: loss: nan - UP: 56.53% UR: 48.10% UF: 51.98% P: 52.40% R: 44.59% F: 48.18%
146
+ 2024-04-01 16:10:23 INFO 0:00:02.679921s elapsed
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+
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+ 2024-04-01 16:10:23 INFO Epoch 14 / 5000:
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+ 2024-04-01 16:10:25 INFO lr: 4.9860e-05 - loss: 0.0083 - UP: 82.72% UR: 61.48% UF: 70.54% P: 81.47% R: 60.54% F: 69.46%
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+ 2024-04-01 16:10:25 INFO dev: loss: 0.1952 - UP: 74.07% UR: 26.43% UF: 38.96% P: 62.96% R: 22.47% F: 33.12%
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+ 2024-04-01 16:10:26 INFO test: loss: nan - UP: 66.45% UR: 36.78% UF: 47.35% P: 63.41% R: 35.09% F: 45.18%
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+ 2024-04-01 16:10:26 INFO 0:00:02.682889s elapsed
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+
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+ 2024-04-01 16:11:32 INFO dev: loss: 0.2071 - UP: 72.63% UR: 30.40% UF: 42.86% P: 69.47% R: 29.07% F: 40.99%
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+ 2024-04-01 16:11:37 INFO dev: loss: 0.2228 - UP: 65.44% UR: 39.21% UF: 49.04% P: 56.62% R: 33.92% F: 42.42%
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+ 2024-04-01 16:11:43 INFO dev: loss: 0.2485 - UP: 66.40% UR: 36.56% UF: 47.16% P: 57.60% R: 31.72% F: 40.91%
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+ 2024-04-01 16:11:43 INFO test: loss: nan - UP: 65.04% UR: 46.98% UF: 54.55% P: 60.37% R: 43.60% F: 50.63%
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+ 2024-04-01 16:11:45 INFO dev: loss: 0.2167 - UP: 58.94% UR: 39.21% UF: 47.09% P: 50.33% R: 33.48% F: 40.21%
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+ 2024-04-01 16:11:46 INFO test: loss: nan - UP: 63.87% UR: 53.59% UF: 58.28% P: 59.01% R: 49.51% F: 53.84%
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+ 2024-04-01 16:11:48 INFO lr: 4.9680e-05 - loss: 0.0156 - UP: 94.25% UR: 88.02% UF: 91.03% P: 94.17% R: 87.94% F: 90.95%
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+ 2024-04-01 16:11:48 INFO dev: loss: 0.2084 - UP: 73.04% UR: 37.00% UF: 49.12% P: 64.35% R: 32.60% F: 43.27%
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+ 2024-04-01 16:11:48 INFO test: loss: nan - UP: 67.50% UR: 47.75% UF: 55.93% P: 63.02% R: 44.59% F: 52.22%
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+ 2024-04-01 16:11:51 INFO dev: loss: 0.2772 - UP: 65.12% UR: 37.00% UF: 47.19% P: 55.81% R: 31.72% F: 40.45%
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+ 2024-04-01 16:11:51 INFO test: loss: nan - UP: 62.14% UR: 51.48% UF: 56.31% P: 56.11% R: 46.48% F: 50.85%
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+ 2024-04-01 16:11:53 INFO lr: 4.9660e-05 - loss: 0.0161 - UP: 96.13% UR: 89.03% UF: 92.44% P: 96.05% R: 88.95% F: 92.36%
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+ 2024-04-01 16:11:53 INFO dev: loss: 0.2559 - UP: 65.41% UR: 45.81% UF: 53.89% P: 56.60% R: 39.65% F: 46.63%
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+ 2024-04-01 16:11:56 INFO dev: loss: 0.2643 - UP: 70.09% UR: 36.12% UF: 47.67% P: 60.68% R: 31.28% F: 41.28%
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+ 2024-04-01 16:11:57 INFO test: loss: nan - UP: 64.14% UR: 50.07% UF: 56.24% P: 58.65% R: 45.78% F: 51.42%
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+ 2024-04-01 16:11:59 INFO lr: 4.9640e-05 - loss: 0.0007 - UP: 97.01% UR: 90.89% UF: 93.85% P: 96.84% R: 90.74% F: 93.69%
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+ 2024-04-01 16:11:59 INFO dev: loss: 0.2891 - UP: 69.63% UR: 41.41% UF: 51.93% P: 58.52% R: 34.80% F: 43.65%
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+ 2024-04-01 16:11:59 INFO test: loss: nan - UP: 62.88% UR: 52.53% UF: 57.24% P: 57.66% R: 48.17% F: 52.49%
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+ 2024-04-01 16:12:05 INFO dev: loss: 0.3666 - UP: 63.81% UR: 29.52% UF: 40.36% P: 55.24% R: 25.55% F: 34.94%
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+ 2024-04-01 16:12:05 INFO test: loss: nan - UP: 69.20% UR: 48.03% UF: 56.70% P: 64.94% R: 45.08% F: 53.22%
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+ 2024-04-01 16:12:10 INFO dev: loss: 0.2783 - UP: 66.22% UR: 43.17% UF: 52.27% P: 58.78% R: 38.33% F: 46.40%
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+ 2024-04-01 16:12:10 INFO test: loss: nan - UP: 62.40% UR: 56.61% UF: 59.37% P: 57.44% R: 52.11% F: 54.65%
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+ 2024-04-01 16:12:13 INFO dev: loss: 0.2578 - UP: 61.78% UR: 42.73% UF: 50.52% P: 53.50% R: 37.00% F: 43.75%
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+ 2024-04-01 16:12:13 INFO test: loss: nan - UP: 58.70% UR: 57.88% UF: 58.29% P: 54.21% R: 53.45% F: 53.82%
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+ 2024-04-01 16:12:27 INFO test: loss: nan - UP: 58.80% UR: 56.40% UF: 57.57% P: 52.64% R: 50.49% F: 51.54%
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+ 2024-04-01 16:12:29 INFO lr: 4.9530e-05 - loss: 0.0047 - UP: 96.45% UR: 90.89% UF: 93.59% P: 95.79% R: 90.27% F: 92.95%
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+ 2024-04-01 16:12:29 INFO dev: loss: 0.2270 - UP: 59.88% UR: 44.05% UF: 50.76% P: 50.30% R: 37.00% F: 42.64%
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+ 2024-04-01 16:12:30 INFO test: loss: nan - UP: 58.43% UR: 55.34% UF: 56.84% P: 53.23% R: 50.42% F: 51.79%
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+ 2024-04-01 16:12:32 INFO lr: 4.9520e-05 - loss: 0.0108 - UP: 96.73% UR: 89.81% UF: 93.14% P: 96.48% R: 89.57% F: 92.90%
354
+ 2024-04-01 16:12:32 INFO dev: loss: 0.2130 - UP: 72.00% UR: 39.65% UF: 51.14% P: 62.40% R: 34.36% F: 44.32%
355
+ 2024-04-01 16:12:32 INFO test: loss: nan - UP: 64.52% UR: 54.22% UF: 58.92% P: 58.91% R: 49.51% F: 53.80%
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+ 2024-04-01 16:12:32 INFO 0:00:02.762700s elapsed
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+ 2024-04-01 16:12:35 INFO lr: 4.9510e-05 - loss: 0.0058 - UP: 95.31% UR: 90.19% UF: 92.68% P: 95.23% R: 90.12% F: 92.60%
360
+ 2024-04-01 16:12:35 INFO dev: loss: 0.2377 - UP: 73.40% UR: 30.40% UF: 42.99% P: 60.64% R: 25.11% F: 35.51%
361
+ 2024-04-01 16:12:35 INFO test: loss: nan - UP: 68.03% UR: 47.89% UF: 56.21% P: 62.14% R: 43.74% F: 51.34%
362
+ 2024-04-01 16:12:35 INFO 0:00:02.750927s elapsed
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+ 2024-04-01 16:12:37 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 93.13% UR: 86.54% UF: 89.71% P: 92.96% R: 86.38% F: 89.55%
366
+ 2024-04-01 16:12:37 INFO dev: loss: 0.2268 - UP: 72.58% UR: 39.65% UF: 51.28% P: 59.68% R: 32.60% F: 42.17%
367
+ 2024-04-01 16:12:38 INFO test: loss: nan - UP: 62.12% UR: 51.90% UF: 56.55% P: 56.23% R: 46.98% F: 51.19%
368
+ 2024-04-01 16:12:38 INFO 0:00:02.684708s elapsed
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+ 2024-04-01 16:12:40 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 92.73% UR: 87.39% UF: 89.98% P: 92.73% R: 87.39% F: 89.98%
372
+ 2024-04-01 16:12:40 INFO dev: loss: 0.3255 - UP: 62.38% UR: 27.75% UF: 38.41% P: 54.46% R: 24.23% F: 33.54%
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+ 2024-04-01 16:12:40 INFO test: loss: nan - UP: 68.07% UR: 46.77% UF: 55.44% P: 63.25% R: 43.46% F: 51.52%
374
+ 2024-04-01 16:12:40 INFO 0:00:02.690754s elapsed
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+ 2024-04-01 16:12:43 INFO lr: 4.9480e-05 - loss: 0.0080 - UP: 93.54% UR: 84.51% UF: 88.80% P: 90.70% R: 81.95% F: 86.10%
378
+ 2024-04-01 16:12:43 INFO dev: loss: 0.2304 - UP: 56.55% UR: 41.85% UF: 48.10% P: 49.40% R: 36.56% F: 42.03%
379
+ 2024-04-01 16:12:43 INFO test: loss: nan - UP: 58.17% UR: 51.55% UF: 54.66% P: 50.56% R: 44.80% F: 47.50%
380
+ 2024-04-01 16:12:43 INFO 0:00:02.667735s elapsed
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+ 2024-04-01 16:12:45 INFO lr: 4.9470e-05 - loss: 0.0111 - UP: 93.81% UR: 84.90% UF: 89.13% P: 92.26% R: 83.50% F: 87.66%
384
+ 2024-04-01 16:12:46 INFO dev: loss: 0.2365 - UP: 72.88% UR: 37.89% UF: 49.86% P: 61.86% R: 32.16% F: 42.32%
385
+ 2024-04-01 16:12:46 INFO test: loss: nan - UP: 66.14% UR: 44.23% UF: 53.01% P: 59.52% R: 39.80% F: 47.70%
386
+ 2024-04-01 16:12:46 INFO 0:00:02.686137s elapsed
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+ 2024-04-01 16:12:48 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 94.62% UR: 90.27% UF: 92.39% P: 94.05% R: 89.73% F: 91.84%
390
+ 2024-04-01 16:12:48 INFO dev: loss: 0.2655 - UP: 62.42% UR: 45.37% UF: 52.55% P: 52.73% R: 38.33% F: 44.39%
391
+ 2024-04-01 16:12:49 INFO test: loss: nan - UP: 59.03% UR: 59.07% UF: 59.05% P: 53.20% R: 53.23% F: 53.22%
392
+ 2024-04-01 16:12:49 INFO 0:00:02.676243s elapsed
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+ 2024-04-01 16:12:51 INFO lr: 4.9450e-05 - loss: 0.0002 - UP: 95.20% UR: 94.24% UF: 94.72% P: 95.13% R: 94.16% F: 94.64%
396
+ 2024-04-01 16:12:51 INFO dev: loss: 0.2870 - UP: 66.67% UR: 42.29% UF: 51.75% P: 55.56% R: 35.24% F: 43.13%
397
+ 2024-04-01 16:12:51 INFO test: loss: nan - UP: 61.83% UR: 55.70% UF: 58.60% P: 56.52% R: 50.91% F: 53.57%
398
+ 2024-04-01 16:12:51 INFO 0:00:02.757751s elapsed
399
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400
+ 2024-04-01 16:12:59 INFO Epoch 25 saved
401
+ 2024-04-01 16:12:59 INFO dev: UP: 65.28% UR: 41.41% UF: 50.67% P: 61.81% R: 39.21% F: 47.98%
402
+ 2024-04-01 16:12:59 INFO test: UP: 58.93% UR: 50.14% UF: 54.18% P: 53.06% R: 45.15% F: 48.78%
403
+ 2024-04-01 16:12:59 INFO 0:02:29.864074s elapsed, 0:00:02.724801s/epoch