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SemEval-2022-Task-10
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  2. models/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_roberta_6 +3 -0
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  7. models/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_xlm_9 +3 -0
  8. models/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_xlm_9.train.log +559 -0
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+ 2024-03-22 17:32:31 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/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_roberta_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/opener_en/head_final/sdp_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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 | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-03-22 17:32:31 INFO Building the fields
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+ 2024-03-22 17:32:31 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-03-22 17:32:31 INFO Building the model
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+ 2024-03-22 17:32:33 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, 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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+ 2024-03-22 17:32:33 INFO Loading the data
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+ 2024-03-22 17:32:34 INFO
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+ train: Dataset(n_sentences=185, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=34, n_batches=24, n_buckets=24)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-03-22 17:32:34 INFO Epoch 1 / 5000:
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+ 2024-03-22 17:32:36 INFO lr: 4.9990e-05 - loss: 0.1390 - UP: 1.11% UR: 5.24% UF: 1.83% P: 0.64% R: 3.03% F: 1.06%
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+ 2024-03-22 17:32:36 INFO dev: loss: 0.1783 - UP: 66.67% UR: 0.50% UF: 1.00% P: 66.67% R: 0.50% F: 1.00%
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+ 2024-03-22 17:32:37 INFO test: loss: 0.1798 - UP: 45.45% UR: 0.30% UF: 0.60% P: 40.91% R: 0.27% F: 0.54%
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+ 2024-03-22 17:32:39 INFO 0:00:03.060379s elapsed (saved)
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+
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+ 2024-03-22 17:32:39 INFO Epoch 2 / 5000:
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+ 2024-03-22 17:32:40 INFO lr: 4.9980e-05 - loss: 0.1184 - UP: 43.98% UR: 6.01% UF: 10.57% P: 37.97% R: 5.19% F: 9.13%
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+ 2024-03-22 17:32:40 INFO dev: loss: 0.1490 - UP: 12.00% UR: 2.27% UF: 3.81% P: 10.67% R: 2.02% F: 3.39%
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+ 2024-03-22 17:32:41 INFO test: loss: 0.1420 - UP: 18.47% UR: 1.60% UF: 2.94% P: 13.59% R: 1.18% F: 2.17%
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+ 2024-03-22 17:32:44 INFO 0:00:02.329904s elapsed (saved)
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+
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+ 2024-03-22 17:32:44 INFO Epoch 3 / 5000:
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+ 2024-03-22 17:32:45 INFO lr: 4.9970e-05 - loss: 0.0980 - UP: 35.59% UR: 10.79% UF: 16.55% P: 30.68% R: 9.30% F: 14.27%
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+ 2024-03-22 17:32:46 INFO dev: loss: 0.1302 - UP: 69.05% UR: 7.30% UF: 13.21% P: 66.67% R: 7.05% F: 12.76%
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+ 2024-03-22 17:32:46 INFO test: loss: 0.1425 - UP: 69.70% UR: 3.47% UF: 6.61% P: 53.94% R: 2.69% F: 5.12%
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+ 2024-03-22 17:32:49 INFO 0:00:02.319322s elapsed (saved)
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+
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+ 2024-03-22 17:32:49 INFO Epoch 4 / 5000:
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+ 2024-03-22 17:32:50 INFO lr: 4.9960e-05 - loss: 0.0774 - UP: 40.89% UR: 17.05% UF: 24.07% P: 37.56% R: 15.67% F: 22.11%
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+ 2024-03-22 17:32:51 INFO dev: loss: 0.1434 - UP: 62.07% UR: 4.53% UF: 8.45% P: 58.62% R: 4.28% F: 7.98%
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+ 2024-03-22 17:32:51 INFO test: loss: 0.1453 - UP: 72.15% UR: 1.72% UF: 3.36% P: 62.03% R: 1.48% F: 2.89%
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+ 2024-03-22 17:32:51 INFO 0:00:02.331340s elapsed
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+
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+ 2024-03-22 17:32:51 INFO Epoch 5 / 5000:
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+ 2024-03-22 17:32:53 INFO lr: 4.9950e-05 - loss: 0.1513 - UP: 46.55% UR: 18.39% UF: 26.36% P: 44.34% R: 17.51% F: 25.11%
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+ 2024-03-22 17:32:53 INFO dev: loss: 0.1318 - UP: 64.75% UR: 19.90% UF: 30.44% P: 61.48% R: 18.89% F: 28.90%
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+ 2024-03-22 17:32:53 INFO test: loss: 0.1214 - UP: 67.69% UR: 12.01% UF: 20.41% P: 61.73% R: 10.96% F: 18.61%
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+ 2024-03-22 17:32:56 INFO 0:00:02.361628s elapsed (saved)
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+
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+ 2024-03-22 17:32:56 INFO Epoch 6 / 5000:
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+ 2024-03-22 17:32:58 INFO lr: 4.9940e-05 - loss: 0.1015 - UP: 62.86% UR: 18.95% UF: 29.12% P: 60.99% R: 18.39% F: 28.26%
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+ 2024-03-22 17:32:58 INFO dev: loss: 0.1370 - UP: 58.72% UR: 16.12% UF: 25.30% P: 55.96% R: 15.37% F: 24.11%
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+ 2024-03-22 17:32:59 INFO test: loss: 0.1228 - UP: 59.37% UR: 14.16% UF: 22.86% P: 54.30% R: 12.95% F: 20.91%
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+ 2024-03-22 17:32:59 INFO 0:00:02.350482s elapsed
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+
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+ 2024-03-22 17:32:59 INFO Epoch 7 / 5000:
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+ 2024-03-22 17:33:00 INFO lr: 4.9930e-05 - loss: 0.0356 - UP: 69.04% UR: 26.91% UF: 38.73% P: 66.40% R: 25.89% F: 37.25%
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+ 2024-03-22 17:33:01 INFO dev: loss: 0.1242 - UP: 71.68% UR: 20.40% UF: 31.76% P: 69.91% R: 19.90% F: 30.98%
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+ 2024-03-22 17:33:01 INFO test: loss: 0.1398 - UP: 61.89% UR: 11.47% UF: 19.35% P: 55.37% R: 10.26% F: 17.32%
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+ 2024-03-22 17:33:04 INFO 0:00:02.384468s elapsed (saved)
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+
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+ 2024-03-22 17:33:04 INFO Epoch 8 / 5000:
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+ 2024-03-22 17:33:06 INFO lr: 4.9920e-05 - loss: 0.1073 - UP: 67.34% UR: 32.41% UF: 43.76% P: 65.96% R: 31.74% F: 42.86%
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+ 2024-03-22 17:33:06 INFO dev: loss: 0.1321 - UP: 72.44% UR: 23.17% UF: 35.11% P: 70.87% R: 22.67% F: 34.35%
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+ 2024-03-22 17:33:07 INFO test: loss: 0.1321 - UP: 66.92% UR: 21.01% UF: 31.98% P: 62.12% R: 19.50% F: 29.68%
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+ 2024-03-22 17:33:09 INFO 0:00:02.437040s elapsed (saved)
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+
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+ 2024-03-22 17:33:09 INFO Epoch 9 / 5000:
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+ 2024-03-22 17:33:11 INFO lr: 4.9910e-05 - loss: 0.0451 - UP: 70.39% UR: 30.41% UF: 42.47% P: 69.08% R: 29.84% F: 41.68%
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+ 2024-03-22 17:33:11 INFO dev: loss: 0.1475 - UP: 51.44% UR: 36.02% UF: 42.37% P: 48.56% R: 34.01% F: 40.00%
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+ 2024-03-22 17:33:12 INFO test: loss: 0.1346 - UP: 51.86% UR: 34.86% UF: 41.70% P: 47.96% R: 32.24% F: 38.56%
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+ 2024-03-22 17:33:15 INFO 0:00:02.286931s elapsed (saved)
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+
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+ 2024-03-22 17:33:15 INFO Epoch 10 / 5000:
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+ 2024-03-22 17:33:17 INFO lr: 4.9900e-05 - loss: 0.0316 - UP: 72.07% UR: 36.06% UF: 48.07% P: 71.36% R: 35.70% F: 47.59%
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+ 2024-03-22 17:33:17 INFO dev: loss: 0.1274 - UP: 73.13% UR: 24.69% UF: 36.91% P: 71.64% R: 24.18% F: 36.16%
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+ 2024-03-22 17:33:17 INFO test: loss: 0.1186 - UP: 65.12% UR: 24.12% UF: 35.20% P: 60.64% R: 22.46% F: 32.78%
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+ 2024-03-22 17:33:17 INFO 0:00:02.474499s elapsed
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+
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+ 2024-03-22 17:33:17 INFO Epoch 11 / 5000:
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+ 2024-03-22 17:33:19 INFO lr: 4.9890e-05 - loss: 0.0719 - UP: 73.08% UR: 41.55% UF: 52.98% P: 72.90% R: 41.45% F: 52.85%
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+ 2024-03-22 17:33:19 INFO dev: loss: 0.1321 - UP: 73.39% UR: 20.15% UF: 31.62% P: 72.48% R: 19.90% F: 31.23%
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+ 2024-03-22 17:33:19 INFO test: loss: 0.1305 - UP: 69.18% UR: 23.51% UF: 35.10% P: 64.12% R: 21.79% F: 32.53%
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+ 2024-03-22 17:33:19 INFO 0:00:02.298240s elapsed
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+
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+ 2024-03-22 17:33:19 INFO Epoch 12 / 5000:
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+ 2024-03-22 17:33:21 INFO lr: 4.9880e-05 - loss: 0.0310 - UP: 80.11% UR: 44.27% UF: 57.03% P: 79.18% R: 43.76% F: 56.37%
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+ 2024-03-22 17:33:21 INFO dev: loss: 0.1330 - UP: 61.47% UR: 33.75% UF: 43.58% P: 57.80% R: 31.74% F: 40.98%
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+ 2024-03-22 17:33:22 INFO test: loss: 0.1313 - UP: 60.30% UR: 34.29% UF: 43.72% P: 53.98% R: 30.70% F: 39.14%
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+ 2024-03-22 17:33:25 INFO 0:00:02.296900s elapsed (saved)
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+
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+ 2024-03-22 17:33:25 INFO Epoch 13 / 5000:
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+ 2024-03-22 17:33:26 INFO lr: 4.9870e-05 - loss: 0.0293 - UP: 79.98% UR: 50.69% UF: 62.06% P: 79.66% R: 50.49% F: 61.80%
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+ 2024-03-22 17:33:27 INFO dev: loss: 0.1213 - UP: 71.26% UR: 29.97% UF: 42.20% P: 70.66% R: 29.72% F: 41.84%
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+ 2024-03-22 17:33:27 INFO test: loss: 0.1489 - UP: 65.09% UR: 29.10% UF: 40.22% P: 56.79% R: 25.38% F: 35.09%
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+ 2024-03-22 17:33:30 INFO 0:00:02.438968s elapsed (saved)
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+
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+ 2024-03-22 17:33:30 INFO Epoch 14 / 5000:
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+ 2024-03-22 17:33:32 INFO lr: 4.9860e-05 - loss: 0.0150 - UP: 75.57% UR: 49.72% UF: 59.98% P: 74.86% R: 49.26% F: 59.42%
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+ 2024-03-22 17:33:32 INFO dev: loss: 0.1478 - UP: 61.93% UR: 27.46% UF: 38.05% P: 57.39% R: 25.44% F: 35.25%
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+ 2024-03-22 17:33:32 INFO test: loss: 0.1133 - UP: 67.32% UR: 29.22% UF: 40.75% P: 61.40% R: 26.65% F: 37.17%
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+ 2024-03-22 17:33:32 INFO 0:00:02.365303s elapsed
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+
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+ 2024-03-22 17:33:32 INFO Epoch 15 / 5000:
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+ 2024-03-22 17:33:34 INFO lr: 4.9850e-05 - loss: 0.0227 - UP: 84.73% UR: 51.57% UF: 64.11% P: 84.47% R: 51.41% F: 63.92%
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+ 2024-03-22 17:33:34 INFO dev: loss: 0.1287 - UP: 69.31% UR: 33.00% UF: 44.71% P: 67.72% R: 32.24% F: 43.69%
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+ 2024-03-22 17:33:34 INFO test: loss: 0.1362 - UP: 64.34% UR: 35.56% UF: 45.80% P: 59.91% R: 33.11% F: 42.65%
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+ 2024-03-22 17:33:37 INFO 0:00:02.285842s elapsed (saved)
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+
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+ 2024-03-22 17:33:37 INFO Epoch 16 / 5000:
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+ 2024-03-22 17:33:39 INFO lr: 4.9840e-05 - loss: 0.0253 - UP: 81.70% UR: 55.73% UF: 66.26% P: 81.10% R: 55.32% F: 65.77%
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+ 2024-03-22 17:33:39 INFO dev: loss: 0.1633 - UP: 69.23% UR: 31.74% UF: 43.52% P: 67.03% R: 30.73% F: 42.14%
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+ 2024-03-22 17:33:40 INFO test: loss: 0.1609 - UP: 69.07% UR: 28.92% UF: 40.77% P: 63.01% R: 26.38% F: 37.19%
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+ 2024-03-22 17:33:40 INFO 0:00:02.354790s elapsed
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+ 2024-03-22 17:33:40 INFO Epoch 17 / 5000:
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+ 2024-03-22 17:33:41 INFO lr: 4.9830e-05 - loss: 0.0132 - UP: 83.11% UR: 57.63% UF: 68.06% P: 80.89% R: 56.09% F: 66.24%
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+ 2024-03-22 17:33:42 INFO dev: loss: 0.1296 - UP: 82.52% UR: 29.72% UF: 43.70% P: 79.02% R: 28.46% F: 41.85%
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+ 2024-03-22 17:33:42 INFO test: loss: 0.1589 - UP: 70.58% UR: 24.84% UF: 36.75% P: 64.07% R: 22.55% F: 33.36%
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+ 2024-03-22 17:33:42 INFO 0:00:02.324575s elapsed
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+ 2024-03-22 17:33:42 INFO Epoch 18 / 5000:
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+ 2024-03-22 17:33:44 INFO lr: 4.9820e-05 - loss: 0.0510 - UP: 77.31% UR: 48.13% UF: 59.32% P: 77.06% R: 47.97% F: 59.13%
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+ 2024-03-22 17:33:44 INFO dev: loss: 0.1563 - UP: 70.75% UR: 18.89% UF: 29.82% P: 70.75% R: 18.89% F: 29.82%
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+ 2024-03-22 17:33:44 INFO test: loss: 0.1507 - UP: 67.51% UR: 18.50% UF: 29.05% P: 61.01% R: 16.72% F: 26.25%
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+ 2024-03-22 17:33:44 INFO 0:00:02.254940s elapsed
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+ 2024-03-22 17:33:44 INFO Epoch 19 / 5000:
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+ 2024-03-22 17:33:46 INFO lr: 4.9810e-05 - loss: 0.0341 - UP: 85.08% UR: 54.19% UF: 66.21% P: 85.08% R: 54.19% F: 66.21%
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+ 2024-03-22 17:33:46 INFO dev: loss: 0.1378 - UP: 64.06% UR: 35.01% UF: 45.28% P: 62.67% R: 34.26% F: 44.30%
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+ 2024-03-22 17:33:47 INFO test: loss: 0.1377 - UP: 63.72% UR: 30.85% UF: 41.57% P: 58.79% R: 28.46% F: 38.36%
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+ 2024-03-22 17:33:49 INFO 0:00:02.238924s elapsed (saved)
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+ 2024-03-22 17:33:49 INFO Epoch 20 / 5000:
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+ 2024-03-22 17:33:51 INFO lr: 4.9800e-05 - loss: 0.0150 - UP: 86.59% UR: 63.02% UF: 72.95% P: 86.59% R: 63.02% F: 72.95%
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+ 2024-03-22 17:34:01 INFO test: loss: 0.1359 - UP: 60.63% UR: 38.30% UF: 46.95% P: 55.42% R: 35.01% F: 42.92%
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+ 2024-03-22 17:34:07 INFO test: loss: 0.1443 - UP: 66.98% UR: 39.06% UF: 49.34% P: 60.87% R: 35.50% F: 44.84%
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+ 2024-03-22 17:34:15 INFO test: loss: 0.1601 - UP: 67.44% UR: 37.76% UF: 48.41% P: 62.64% R: 35.07% F: 44.97%
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+ 2024-03-22 17:34:22 INFO dev: loss: 0.1714 - UP: 71.97% UR: 43.32% UF: 54.09% P: 69.04% R: 41.56% F: 51.89%
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+ 2024-03-22 17:34:30 INFO test: loss: 0.1681 - UP: 68.00% UR: 37.52% UF: 48.36% P: 63.73% R: 35.16% F: 45.32%
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+ 2024-03-22 17:34:36 INFO test: loss: 0.1578 - UP: 66.89% UR: 39.87% UF: 49.96% P: 62.13% R: 37.04% F: 46.41%
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+ 2024-03-22 17:34:43 INFO test: loss: 0.1977 - UP: 64.54% UR: 41.74% UF: 50.70% P: 59.82% R: 38.70% F: 46.99%
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+ 2024-03-22 17:34:46 INFO 0:00:02.264840s elapsed (saved)
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+ 2024-03-22 17:34:49 INFO test: loss: 0.1896 - UP: 65.69% UR: 42.53% UF: 51.63% P: 60.37% R: 39.09% F: 47.45%
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+ 2024-03-22 17:34:51 INFO dev: loss: 0.1872 - UP: 67.44% UR: 51.13% UF: 58.17% P: 65.78% R: 49.87% F: 56.73%
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+ 2024-03-22 17:34:51 INFO test: loss: 0.2242 - UP: 57.58% UR: 46.76% UF: 51.61% P: 47.40% R: 38.48% F: 42.48%
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+ 2024-03-22 17:34:51 INFO 0:00:02.292741s elapsed
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+ 2024-03-22 17:34:53 INFO lr: 4.9630e-05 - loss: 0.0096 - UP: 92.56% UR: 81.20% UF: 86.51% P: 91.69% R: 80.43% F: 85.69%
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+ 2024-03-22 17:34:53 INFO dev: loss: 0.1914 - UP: 74.37% UR: 51.89% UF: 61.13% P: 71.84% R: 50.13% F: 59.05%
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+ 2024-03-22 17:34:53 INFO test: loss: 0.1611 - UP: 62.30% UR: 46.18% UF: 53.04% P: 57.86% R: 42.89% F: 49.26%
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+ 2024-03-22 17:34:57 INFO 0:00:02.291723s elapsed (saved)
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+ 2024-03-22 17:34:58 INFO lr: 4.9620e-05 - loss: 0.0020 - UP: 91.24% UR: 82.33% UF: 86.56% P: 90.95% R: 82.07% F: 86.29%
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+ 2024-03-22 17:34:59 INFO dev: loss: 0.1607 - UP: 76.81% UR: 53.40% UF: 63.00% P: 73.55% R: 51.13% F: 60.33%
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+ 2024-03-22 17:34:59 INFO test: loss: 0.1617 - UP: 61.41% UR: 45.73% UF: 52.42% P: 56.26% R: 41.90% F: 48.03%
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+ 2024-03-22 17:35:02 INFO 0:00:02.304690s elapsed (saved)
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+ 2024-03-22 17:35:04 INFO lr: 4.9610e-05 - loss: 0.0053 - UP: 94.14% UR: 83.31% UF: 88.39% P: 94.02% R: 83.20% F: 88.28%
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+ 2024-03-22 17:35:05 INFO 0:00:02.493780s elapsed
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+ 2024-03-22 17:35:06 INFO lr: 4.9600e-05 - loss: 0.0151 - UP: 85.85% UR: 76.37% UF: 80.84% P: 85.62% R: 76.17% F: 80.62%
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+ 2024-03-22 17:35:07 INFO test: loss: 0.1474 - UP: 63.17% UR: 37.58% UF: 47.12% P: 57.99% R: 34.50% F: 43.26%
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+ 2024-03-22 17:35:07 INFO 0:00:02.290523s elapsed
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+ 2024-03-22 17:35:08 INFO lr: 4.9590e-05 - loss: 0.0067 - UP: 83.06% UR: 76.84% UF: 79.83% P: 83.01% R: 76.78% F: 79.78%
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+ 2024-03-22 17:35:09 INFO dev: loss: 0.1574 - UP: 78.69% UR: 48.36% UF: 59.91% P: 76.64% R: 47.10% F: 58.35%
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+ 2024-03-22 17:35:09 INFO test: loss: 0.1552 - UP: 62.86% UR: 38.58% UF: 47.81% P: 58.53% R: 35.92% F: 44.52%
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+ 2024-03-22 17:35:11 INFO lr: 4.9580e-05 - loss: 0.0139 - UP: 89.53% UR: 79.46% UF: 84.19% P: 89.53% R: 79.46% F: 84.19%
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+ 2024-03-22 17:35:11 INFO dev: loss: 0.1681 - UP: 80.66% UR: 43.07% UF: 56.16% P: 77.83% R: 41.56% F: 54.19%
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+ 2024-03-22 17:35:11 INFO test: loss: 0.1524 - UP: 66.51% UR: 38.00% UF: 48.37% P: 61.54% R: 35.16% F: 44.76%
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+ 2024-03-22 17:35:13 INFO lr: 4.9570e-05 - loss: 0.0126 - UP: 90.49% UR: 76.27% UF: 82.78% P: 90.31% R: 76.12% F: 82.61%
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+ 2024-03-22 17:35:15 INFO lr: 4.9560e-05 - loss: 0.0171 - UP: 91.80% UR: 79.30% UF: 85.09% P: 91.68% R: 79.20% F: 84.98%
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+ 2024-03-22 17:35:16 INFO dev: loss: 0.1439 - UP: 76.14% UR: 54.66% UF: 63.64% P: 73.33% R: 52.64% F: 61.29%
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+ 2024-03-22 17:35:16 INFO test: loss: 0.1504 - UP: 56.52% UR: 52.31% UF: 54.33% P: 51.44% R: 47.60% F: 49.44%
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+ 2024-03-22 17:35:21 INFO test: loss: 0.1720 - UP: 69.33% UR: 40.66% UF: 51.26% P: 62.84% R: 36.85% F: 46.46%
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+ 2024-03-22 17:35:23 INFO lr: 4.9540e-05 - loss: 0.0015 - UP: 95.40% UR: 85.16% UF: 89.99% P: 95.22% R: 85.00% F: 89.82%
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+ 2024-03-22 17:35:24 INFO test: loss: 0.1678 - UP: 67.70% UR: 42.95% UF: 52.56% P: 63.27% R: 40.14% F: 49.12%
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+ 2024-03-22 17:35:26 INFO test: loss: 0.1598 - UP: 66.17% UR: 44.52% UF: 53.23% P: 61.33% R: 41.26% F: 49.33%
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+ 2024-03-22 17:35:28 INFO dev: loss: 0.1563 - UP: 79.46% UR: 51.64% UF: 62.60% P: 76.36% R: 49.62% F: 60.15%
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+ 2024-03-22 17:35:28 INFO test: loss: 0.1663 - UP: 64.44% UR: 45.13% UF: 53.08% P: 59.96% R: 41.99% F: 49.39%
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+ 2024-03-22 17:35:30 INFO test: loss: 0.1911 - UP: 64.36% UR: 45.67% UF: 53.43% P: 59.72% R: 42.38% F: 49.58%
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+ 2024-03-22 17:35:34 INFO lr: 4.9490e-05 - loss: 0.0012 - UP: 96.09% UR: 85.93% UF: 90.73% P: 96.04% R: 85.88% F: 90.67%
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+ 2024-03-22 17:35:35 INFO dev: loss: 0.1804 - UP: 77.07% UR: 51.64% UF: 61.84% P: 74.06% R: 49.62% F: 59.43%
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+ 2024-03-22 17:35:35 INFO test: loss: 0.1796 - UP: 63.06% UR: 47.51% UF: 54.19% P: 58.73% R: 44.25% F: 50.47%
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+ 2024-03-22 17:35:37 INFO dev: loss: 0.1542 - UP: 79.52% UR: 49.87% UF: 61.30% P: 76.71% R: 48.11% F: 59.13%
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+ 2024-03-22 17:35:37 INFO test: loss: 0.1717 - UP: 68.19% UR: 43.80% UF: 53.34% P: 63.63% R: 40.87% F: 49.77%
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+ 2024-03-22 17:35:39 INFO dev: loss: 0.1966 - UP: 73.90% UR: 50.63% UF: 60.09% P: 70.59% R: 48.36% F: 57.40%
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+ 2024-03-22 17:35:39 INFO test: loss: 0.1694 - UP: 62.93% UR: 45.76% UF: 52.99% P: 58.41% R: 42.47% F: 49.18%
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+ 2024-03-22 17:35:41 INFO dev: loss: 0.1819 - UP: 72.86% UR: 51.39% UF: 60.27% P: 70.71% R: 49.87% F: 58.49%
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+ 2024-03-22 17:35:42 INFO test: loss: 0.1673 - UP: 64.67% UR: 47.51% UF: 54.78% P: 60.11% R: 44.16% F: 50.91%
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+ 2024-03-22 17:35:44 INFO dev: loss: 0.2287 - UP: 77.29% UR: 48.87% UF: 59.88% P: 75.30% R: 47.61% F: 58.33%
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+ 2024-03-22 17:35:44 INFO test: loss: 0.1783 - UP: 69.07% UR: 39.96% UF: 50.63% P: 64.63% R: 37.40% F: 47.38%
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+ 2024-03-22 17:35:46 INFO dev: loss: 0.2064 - UP: 78.16% UR: 51.39% UF: 62.01% P: 74.33% R: 48.87% F: 58.97%
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+ 2024-03-22 17:35:46 INFO test: loss: 0.1704 - UP: 64.17% UR: 49.08% UF: 55.62% P: 58.84% R: 45.00% F: 51.00%
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+ 2024-03-22 17:35:46 INFO 0:00:02.276052s elapsed
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+ 2024-03-22 17:35:48 INFO dev: loss: 0.2012 - UP: 76.15% UR: 49.87% UF: 60.27% P: 73.46% R: 48.11% F: 58.14%
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+ 2024-03-22 17:35:49 INFO test: loss: 0.1687 - UP: 65.98% UR: 49.05% UF: 56.27% P: 60.94% R: 45.31% F: 51.97%
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+ 2024-03-22 17:35:50 INFO lr: 4.9420e-05 - loss: 0.0036 - UP: 97.11% UR: 89.68% UF: 93.24% P: 97.00% R: 89.57% F: 93.14%
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+ 2024-03-22 17:35:50 INFO dev: loss: 0.1931 - UP: 78.00% UR: 49.12% UF: 60.28% P: 74.80% R: 47.10% F: 57.81%
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+ 2024-03-22 17:35:51 INFO test: loss: 0.1712 - UP: 69.27% UR: 46.00% UF: 55.29% P: 64.14% R: 42.59% F: 51.19%
415
+ 2024-03-22 17:35:51 INFO 0:00:02.286431s elapsed
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+ 2024-03-22 17:35:53 INFO dev: loss: 0.2304 - UP: 67.75% UR: 52.39% UF: 59.09% P: 64.50% R: 49.87% F: 56.25%
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+ 2024-03-22 17:35:53 INFO test: loss: 0.1855 - UP: 60.99% UR: 51.01% UF: 55.56% P: 55.61% R: 46.51% F: 50.66%
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+ 2024-03-22 17:35:53 INFO 0:00:02.240167s elapsed
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+ 2024-03-22 17:35:55 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 96.50% UR: 92.14% UF: 94.27% P: 96.50% R: 92.14% F: 94.27%
425
+ 2024-03-22 17:35:55 INFO dev: loss: 0.2134 - UP: 77.39% UR: 50.88% UF: 61.40% P: 74.71% R: 49.12% F: 59.27%
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+ 2024-03-22 17:35:55 INFO test: loss: 0.1898 - UP: 64.68% UR: 48.08% UF: 55.16% P: 59.81% R: 44.46% F: 51.00%
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+ 2024-03-22 17:35:55 INFO 0:00:02.309523s elapsed
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+ 2024-03-22 17:35:57 INFO lr: 4.9390e-05 - loss: 0.0029 - UP: 96.55% UR: 91.88% UF: 94.16% P: 96.55% R: 91.88% F: 94.16%
431
+ 2024-03-22 17:35:57 INFO dev: loss: 0.2062 - UP: 79.22% UR: 50.88% UF: 61.96% P: 75.29% R: 48.36% F: 58.90%
432
+ 2024-03-22 17:35:58 INFO test: loss: 0.1899 - UP: 66.44% UR: 46.97% UF: 55.03% P: 60.89% R: 43.04% F: 50.43%
433
+ 2024-03-22 17:35:58 INFO 0:00:02.266110s elapsed
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+
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+ 2024-03-22 17:35:59 INFO lr: 4.9380e-05 - loss: 0.0075 - UP: 97.09% UR: 89.27% UF: 93.02% P: 96.87% R: 89.06% F: 92.80%
437
+ 2024-03-22 17:36:00 INFO dev: loss: 0.2381 - UP: 68.24% UR: 54.66% UF: 60.70% P: 63.52% R: 50.88% F: 56.50%
438
+ 2024-03-22 17:36:00 INFO test: loss: 0.2304 - UP: 57.33% UR: 50.62% UF: 53.77% P: 52.24% R: 46.12% F: 48.99%
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+ 2024-03-22 17:36:00 INFO 0:00:02.273399s elapsed
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+
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+ 2024-03-22 17:36:00 INFO Epoch 63 / 5000:
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+ 2024-03-22 17:36:02 INFO lr: 4.9370e-05 - loss: 0.0221 - UP: 94.67% UR: 86.59% UF: 90.45% P: 94.44% R: 86.39% F: 90.24%
443
+ 2024-03-22 17:36:02 INFO dev: loss: 0.2106 - UP: 76.89% UR: 51.13% UF: 61.42% P: 73.11% R: 48.61% F: 58.40%
444
+ 2024-03-22 17:36:02 INFO test: loss: 0.2082 - UP: 58.94% UR: 45.97% UF: 51.65% P: 53.52% R: 41.74% F: 46.91%
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+ 2024-03-22 17:36:02 INFO 0:00:02.293369s elapsed
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+
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+ 2024-03-22 17:36:02 INFO Epoch 64 / 5000:
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+ 2024-03-22 17:36:04 INFO lr: 4.9360e-05 - loss: 0.0068 - UP: 88.39% UR: 72.73% UF: 79.80% P: 87.95% R: 72.37% F: 79.40%
449
+ 2024-03-22 17:36:04 INFO dev: loss: 0.1946 - UP: 64.89% UR: 42.82% UF: 51.59% P: 62.98% R: 41.56% F: 50.08%
450
+ 2024-03-22 17:36:05 INFO test: loss: 0.2703 - UP: 61.55% UR: 42.71% UF: 50.43% P: 53.85% R: 37.37% F: 44.12%
451
+ 2024-03-22 17:36:05 INFO 0:00:02.322345s elapsed
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+
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+ 2024-03-22 17:36:05 INFO Epoch 65 / 5000:
454
+ 2024-03-22 17:36:06 INFO lr: 4.9350e-05 - loss: 0.0040 - UP: 86.64% UR: 81.61% UF: 84.05% P: 86.26% R: 81.25% F: 83.68%
455
+ 2024-03-22 17:36:06 INFO dev: loss: 0.1839 - UP: 76.37% UR: 45.59% UF: 57.10% P: 74.68% R: 44.58% F: 55.84%
456
+ 2024-03-22 17:36:07 INFO test: loss: 0.1946 - UP: 68.09% UR: 44.31% UF: 53.68% P: 62.48% R: 40.66% F: 49.26%
457
+ 2024-03-22 17:36:07 INFO 0:00:02.322582s elapsed
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+
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+ 2024-03-22 17:36:09 INFO lr: 4.9340e-05 - loss: 0.0008 - UP: 92.90% UR: 76.63% UF: 83.99% P: 91.78% R: 75.71% F: 82.97%
461
+ 2024-03-22 17:36:09 INFO dev: loss: 0.2020 - UP: 67.29% UR: 54.41% UF: 60.17% P: 62.93% R: 50.88% F: 56.27%
462
+ 2024-03-22 17:36:09 INFO test: loss: 0.1907 - UP: 55.58% UR: 49.59% UF: 52.42% P: 50.68% R: 45.22% F: 47.79%
463
+ 2024-03-22 17:36:09 INFO 0:00:02.306284s elapsed
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+
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+ 2024-03-22 17:36:11 INFO lr: 4.9330e-05 - loss: 0.0099 - UP: 82.09% UR: 85.46% UF: 83.74% P: 81.55% R: 84.90% F: 83.19%
467
+ 2024-03-22 17:36:11 INFO dev: loss: 0.2009 - UP: 76.06% UR: 49.62% UF: 60.06% P: 72.97% R: 47.61% F: 57.62%
468
+ 2024-03-22 17:36:11 INFO test: loss: 0.2080 - UP: 64.87% UR: 44.64% UF: 52.89% P: 58.60% R: 40.33% F: 47.77%
469
+ 2024-03-22 17:36:11 INFO 0:00:02.330487s elapsed
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+
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+ 2024-03-22 17:36:11 INFO Epoch 68 / 5000:
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+ 2024-03-22 17:36:13 INFO lr: 4.9320e-05 - loss: 0.0765 - UP: 93.85% UR: 79.92% UF: 86.32% P: 93.12% R: 79.30% F: 85.66%
473
+ 2024-03-22 17:36:13 INFO dev: loss: 0.1970 - UP: 70.79% UR: 51.89% UF: 59.88% P: 66.32% R: 48.61% F: 56.10%
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+ 2024-03-22 17:36:14 INFO test: loss: 0.2052 - UP: 59.84% UR: 47.90% UF: 53.21% P: 52.07% R: 41.68% F: 46.30%
475
+ 2024-03-22 17:36:14 INFO 0:00:02.322336s elapsed
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+
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+ 2024-03-22 17:36:16 INFO lr: 4.9310e-05 - loss: 0.0130 - UP: 90.74% UR: 83.05% UF: 86.73% P: 90.24% R: 82.59% F: 86.24%
479
+ 2024-03-22 17:36:16 INFO dev: loss: 0.1912 - UP: 66.78% UR: 48.61% UF: 56.27% P: 63.67% R: 46.35% F: 53.64%
480
+ 2024-03-22 17:36:16 INFO test: loss: 0.1569 - UP: 58.64% UR: 47.75% UF: 52.64% P: 52.15% R: 42.47% F: 46.81%
481
+ 2024-03-22 17:36:16 INFO 0:00:02.295063s elapsed
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+
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+ 2024-03-22 17:36:18 INFO lr: 4.9300e-05 - loss: 0.0016 - UP: 95.30% UR: 84.44% UF: 89.54% P: 95.19% R: 84.33% F: 89.43%
485
+ 2024-03-22 17:36:18 INFO dev: loss: 0.1714 - UP: 73.80% UR: 50.38% UF: 59.88% P: 70.85% R: 48.36% F: 57.49%
486
+ 2024-03-22 17:36:18 INFO test: loss: 0.1738 - UP: 64.32% UR: 46.91% UF: 54.25% P: 58.73% R: 42.83% F: 49.54%
487
+ 2024-03-22 17:36:18 INFO 0:00:02.243366s elapsed
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+
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+ 2024-03-22 17:36:18 INFO Epoch 71 / 5000:
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+ 2024-03-22 17:36:20 INFO lr: 4.9290e-05 - loss: 0.0018 - UP: 96.58% UR: 88.50% UF: 92.36% P: 96.08% R: 88.03% F: 91.88%
491
+ 2024-03-22 17:36:20 INFO dev: loss: 0.2135 - UP: 71.71% UR: 54.91% UF: 62.20% P: 67.11% R: 51.39% F: 58.20%
492
+ 2024-03-22 17:36:21 INFO test: loss: 0.1683 - UP: 60.59% UR: 49.56% UF: 54.52% P: 55.90% R: 45.73% F: 50.31%
493
+ 2024-03-22 17:36:21 INFO 0:00:02.324662s elapsed
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+
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+ 2024-03-22 17:36:22 INFO lr: 4.9280e-05 - loss: 0.0144 - UP: 96.56% UR: 90.76% UF: 93.57% P: 96.56% R: 90.76% F: 93.57%
497
+ 2024-03-22 17:36:23 INFO dev: loss: 0.1959 - UP: 75.80% UR: 53.65% UF: 62.83% P: 72.24% R: 51.13% F: 59.88%
498
+ 2024-03-22 17:36:23 INFO test: loss: 0.1782 - UP: 62.98% UR: 46.79% UF: 53.69% P: 58.19% R: 43.22% F: 49.60%
499
+ 2024-03-22 17:36:23 INFO 0:00:02.321493s elapsed
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+ 2024-03-22 17:36:25 INFO lr: 4.9270e-05 - loss: 0.0033 - UP: 97.28% UR: 90.14% UF: 93.58% P: 97.23% R: 90.09% F: 93.52%
503
+ 2024-03-22 17:36:25 INFO dev: loss: 0.1945 - UP: 75.81% UR: 52.90% UF: 62.31% P: 72.92% R: 50.88% F: 59.94%
504
+ 2024-03-22 17:36:25 INFO test: loss: 0.1773 - UP: 61.94% UR: 49.08% UF: 54.77% P: 56.57% R: 44.82% F: 50.02%
505
+ 2024-03-22 17:36:25 INFO 0:00:02.282854s elapsed
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+
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+ 2024-03-22 17:36:27 INFO lr: 4.9260e-05 - loss: 0.0005 - UP: 95.09% UR: 92.60% UF: 93.83% P: 95.09% R: 92.60% F: 93.83%
509
+ 2024-03-22 17:36:27 INFO dev: loss: 0.2054 - UP: 72.76% UR: 53.15% UF: 61.43% P: 69.31% R: 50.63% F: 58.52%
510
+ 2024-03-22 17:36:28 INFO test: loss: 0.1925 - UP: 60.27% UR: 49.23% UF: 54.20% P: 54.32% R: 44.37% F: 48.85%
511
+ 2024-03-22 17:36:28 INFO 0:00:02.243984s elapsed
512
+
513
+ 2024-03-22 17:36:31 INFO Epoch 44 saved
514
+ 2024-03-22 17:36:31 INFO dev: UP: 76.14% UR: 54.66% UF: 63.64% P: 73.33% R: 52.64% F: 61.29%
515
+ 2024-03-22 17:36:31 INFO test: UP: 56.52% UR: 52.31% UF: 54.33% P: 51.44% R: 47.60% F: 49.44%
516
+ 2024-03-22 17:36:31 INFO 0:02:52.374764s elapsed, 0:00:02.329389s/epoch
models/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_xlm_10.train.log ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-22 17:48:39 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_xlm_10
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-22 17:48:39 INFO Building the fields
40
+ 2024-03-22 17:48:40 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-22 17:48:40 INFO Building the model
45
+ 2024-03-22 17:48:43 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
+ 2024-03-22 17:48:43 INFO Loading the data
65
+ 2024-03-22 17:48:43 INFO
66
+ train: Dataset(n_sentences=185, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=34, n_batches=24, n_buckets=24)
68
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
69
+
70
+ 2024-03-22 17:48:43 INFO Epoch 1 / 5000:
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+ 2024-03-22 17:48:46 INFO lr: 4.9990e-05 - loss: 0.1905 - UP: 3.83% UR: 7.65% UF: 5.10% P: 1.31% R: 2.62% F: 1.75%
72
+ 2024-03-22 17:48:46 INFO dev: loss: 0.1742 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-03-22 17:48:47 INFO test: loss: nan - UP: 42.86% UR: 0.09% UF: 0.18% P: 28.57% R: 0.06% F: 0.12%
74
+ 2024-03-22 17:48:47 INFO 0:00:03.452735s elapsed
75
+
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79
+ 2024-03-22 17:48:49 INFO test: loss: nan - UP: 75.48% UR: 7.06% UF: 12.92% P: 67.42% R: 6.31% F: 11.54%
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+ 2024-03-22 17:36:33 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/opener_en/sdp_bySentiment_holder_desc/80/model_vi_opener_en_xlm_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/opener_en/head_final/sdp_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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 | xlm-roberta-base
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+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-22 17:36:33 INFO Building the fields
39
+ 2024-03-22 17:36:34 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-22 17:36:34 INFO Building the model
44
+ 2024-03-22 17:36:36 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
+ 2024-03-22 17:36:36 INFO Loading the data
64
+ 2024-03-22 17:36:37 INFO
65
+ train: Dataset(n_sentences=185, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=34, n_batches=24, n_buckets=24)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-22 17:36:37 INFO Epoch 1 / 5000:
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+ 2024-03-22 17:36:40 INFO lr: 4.9990e-05 - loss: 0.1905 - UP: 3.83% UR: 7.65% UF: 5.10% P: 1.31% R: 2.62% F: 1.75%
71
+ 2024-03-22 17:36:40 INFO dev: loss: 0.1742 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-03-22 17:36:40 INFO test: loss: nan - UP: 42.86% UR: 0.09% UF: 0.18% P: 28.57% R: 0.06% F: 0.12%
73
+ 2024-03-22 17:36:40 INFO 0:00:03.398199s elapsed
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+
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+ 2024-03-22 17:36:40 INFO Epoch 2 / 5000:
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+ 2024-03-22 17:36:43 INFO lr: 4.9980e-05 - loss: 0.0938 - UP: 36.77% UR: 5.86% UF: 10.10% P: 30.65% R: 4.88% F: 8.42%
77
+ 2024-03-22 17:36:43 INFO dev: loss: 0.1439 - UP: 58.54% UR: 12.09% UF: 20.04% P: 54.88% R: 11.34% F: 18.79%
78
+ 2024-03-22 17:36:43 INFO test: loss: nan - UP: 75.48% UR: 7.06% UF: 12.92% P: 67.42% R: 6.31% F: 11.54%
79
+ 2024-03-22 17:36:48 INFO 0:00:02.870630s elapsed (saved)
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+
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+ 2024-03-22 17:36:48 INFO Epoch 3 / 5000:
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+ 2024-03-22 17:36:50 INFO lr: 4.9970e-05 - loss: 0.1624 - UP: 55.20% UR: 11.45% UF: 18.97% P: 51.73% R: 10.73% F: 17.78%
83
+ 2024-03-22 17:36:50 INFO dev: loss: 0.1480 - UP: 100.00% UR: 1.76% UF: 3.47% P: 100.00% R: 1.76% F: 3.47%
84
+ 2024-03-22 17:36:51 INFO test: loss: nan - UP: 92.55% UR: 2.63% UF: 5.11% P: 85.11% R: 2.41% F: 4.70%
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+ 2024-03-22 17:36:51 INFO 0:00:02.892644s elapsed
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+
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+ 2024-03-22 17:36:51 INFO Epoch 4 / 5000:
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+ 2024-03-22 17:36:53 INFO lr: 4.9960e-05 - loss: 0.0399 - UP: 63.75% UR: 15.72% UF: 25.22% P: 61.87% R: 15.25% F: 24.47%
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+ 2024-03-22 17:36:53 INFO dev: loss: 0.1233 - UP: 71.72% UR: 17.88% UF: 28.63% P: 70.71% R: 17.63% F: 28.23%
90
+ 2024-03-22 17:36:53 INFO test: loss: nan - UP: 79.25% UR: 11.53% UF: 20.13% P: 75.93% R: 11.05% F: 19.29%
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+ 2024-03-22 17:37:01 INFO 0:00:02.886405s elapsed (saved)
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+
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+ 2024-03-22 17:37:01 INFO Epoch 5 / 5000:
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+ 2024-03-22 17:37:04 INFO lr: 4.9950e-05 - loss: 0.0404 - UP: 68.53% UR: 21.37% UF: 32.58% P: 67.71% R: 21.11% F: 32.18%
95
+ 2024-03-22 17:37:04 INFO dev: loss: 0.1409 - UP: 80.00% UR: 18.14% UF: 29.57% P: 74.44% R: 16.88% F: 27.52%
96
+ 2024-03-22 17:37:04 INFO test: loss: nan - UP: 75.56% UR: 14.37% UF: 24.14% P: 71.75% R: 13.64% F: 22.93%
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+ 2024-03-22 17:37:04 INFO 0:00:02.860595s elapsed
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+
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+ 2024-03-22 17:37:04 INFO Epoch 6 / 5000:
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101
+ 2024-03-22 17:37:07 INFO dev: loss: 0.1477 - UP: 65.75% UR: 24.18% UF: 35.36% P: 63.70% R: 23.43% F: 34.25%
102
+ 2024-03-22 17:37:07 INFO test: loss: nan - UP: 67.48% UR: 22.49% UF: 33.73% P: 63.13% R: 21.04% F: 31.56%
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+ 2024-03-22 17:37:14 INFO 0:00:02.782007s elapsed (saved)
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+
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+ 2024-03-22 17:37:14 INFO Epoch 7 / 5000:
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107
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108
+ 2024-03-22 17:37:16 INFO test: loss: nan - UP: 71.60% UR: 17.96% UF: 28.72% P: 66.91% R: 16.78% F: 26.83%
109
+ 2024-03-22 17:37:16 INFO 0:00:02.912127s elapsed
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+
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+ 2024-03-22 17:37:16 INFO Epoch 8 / 5000:
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+ 2024-03-22 17:37:19 INFO lr: 4.9920e-05 - loss: 0.0986 - UP: 69.15% UR: 32.92% UF: 44.61% P: 69.04% R: 32.87% F: 44.54%
113
+ 2024-03-22 17:37:19 INFO dev: loss: 0.1298 - UP: 67.58% UR: 30.98% UF: 42.49% P: 63.74% R: 29.22% F: 40.07%
114
+ 2024-03-22 17:37:19 INFO test: loss: nan - UP: 64.31% UR: 27.95% UF: 38.96% P: 62.15% R: 27.01% F: 37.66%
115
+ 2024-03-22 17:37:26 INFO 0:00:02.790119s elapsed (saved)
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+
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+ 2024-03-22 17:37:26 INFO Epoch 9 / 5000:
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+ 2024-03-22 17:37:28 INFO lr: 4.9910e-05 - loss: 0.0189 - UP: 57.53% UR: 36.67% UF: 44.79% P: 56.65% R: 36.11% F: 44.10%
119
+ 2024-03-22 17:37:28 INFO dev: loss: 0.1381 - UP: 66.29% UR: 29.72% UF: 41.04% P: 61.80% R: 27.71% F: 38.26%
120
+ 2024-03-22 17:37:29 INFO test: loss: nan - UP: 69.31% UR: 25.29% UF: 37.06% P: 66.09% R: 24.12% F: 35.34%
121
+ 2024-03-22 17:37:29 INFO 0:00:02.804509s elapsed
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+
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+ 2024-03-22 17:37:29 INFO Epoch 10 / 5000:
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+ 2024-03-22 17:37:31 INFO lr: 4.9900e-05 - loss: 0.0276 - UP: 78.08% UR: 40.99% UF: 53.76% P: 76.13% R: 39.96% F: 52.41%
125
+ 2024-03-22 17:37:31 INFO dev: loss: 0.1213 - UP: 65.16% UR: 36.27% UF: 46.60% P: 62.44% R: 34.76% F: 44.66%
126
+ 2024-03-22 17:37:32 INFO test: loss: nan - UP: 62.58% UR: 31.39% UF: 41.81% P: 59.87% R: 30.03% F: 40.00%
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+ 2024-03-22 17:37:38 INFO 0:00:02.762265s elapsed (saved)
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+
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+ 2024-03-22 17:37:38 INFO Epoch 11 / 5000:
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+ 2024-03-22 17:37:41 INFO lr: 4.9890e-05 - loss: 0.0325 - UP: 79.00% UR: 43.86% UF: 56.41% P: 77.43% R: 42.99% F: 55.28%
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+ 2024-03-22 17:37:41 INFO dev: loss: 0.1210 - UP: 72.78% UR: 30.98% UF: 43.46% P: 69.82% R: 29.72% F: 41.70%
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+ 2024-03-22 17:37:41 INFO test: loss: nan - UP: 69.24% UR: 25.14% UF: 36.89% P: 66.50% R: 24.15% F: 35.43%
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+ 2024-03-22 17:37:41 INFO 0:00:02.889690s elapsed
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+
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+ 2024-03-22 17:37:44 INFO lr: 4.9880e-05 - loss: 0.0324 - UP: 77.57% UR: 45.30% UF: 57.20% P: 76.78% R: 44.84% F: 56.61%
137
+ 2024-03-22 17:37:44 INFO dev: loss: 0.1094 - UP: 72.02% UR: 35.01% UF: 47.12% P: 69.43% R: 33.75% F: 45.42%
138
+ 2024-03-22 17:37:44 INFO test: loss: nan - UP: 65.27% UR: 30.12% UF: 41.22% P: 62.26% R: 28.74% F: 39.32%
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+ 2024-03-22 17:37:51 INFO 0:00:02.841909s elapsed (saved)
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+ 2024-03-22 17:37:53 INFO lr: 4.9870e-05 - loss: 0.0237 - UP: 73.07% UR: 51.16% UF: 60.18% P: 72.71% R: 50.90% F: 59.88%
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+ 2024-03-22 17:37:54 INFO dev: loss: 0.1433 - UP: 90.18% UR: 25.44% UF: 39.69% P: 88.39% R: 24.94% F: 38.90%
144
+ 2024-03-22 17:37:54 INFO test: loss: nan - UP: 78.14% UR: 22.12% UF: 34.49% P: 75.59% R: 21.40% F: 33.36%
145
+ 2024-03-22 17:37:54 INFO 0:00:02.919621s elapsed
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+ 2024-03-22 17:37:54 INFO Epoch 14 / 5000:
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+ 2024-03-22 17:37:56 INFO lr: 4.9860e-05 - loss: 0.0130 - UP: 80.50% UR: 47.92% UF: 60.08% P: 80.50% R: 47.92% F: 60.08%
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+ 2024-03-22 17:37:56 INFO dev: loss: 0.1378 - UP: 69.23% UR: 31.74% UF: 43.52% P: 64.29% R: 29.47% F: 40.41%
150
+ 2024-03-22 17:37:57 INFO test: loss: nan - UP: 64.30% UR: 28.10% UF: 39.11% P: 60.91% R: 26.62% F: 37.05%
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+ 2024-03-22 17:37:57 INFO 0:00:02.852512s elapsed
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+
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+ 2024-03-22 17:37:59 INFO lr: 4.9850e-05 - loss: 0.0788 - UP: 81.65% UR: 54.85% UF: 65.62% P: 81.04% R: 54.44% F: 65.13%
155
+ 2024-03-22 17:37:59 INFO dev: loss: 0.1163 - UP: 73.83% UR: 39.80% UF: 51.72% P: 72.43% R: 39.04% F: 50.74%
156
+ 2024-03-22 17:38:00 INFO test: loss: nan - UP: 66.01% UR: 32.24% UF: 43.32% P: 63.29% R: 30.91% F: 41.53%
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+ 2024-03-22 17:38:06 INFO 0:00:02.882538s elapsed (saved)
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+ 2024-03-22 17:38:09 INFO lr: 4.9840e-05 - loss: 0.0187 - UP: 83.63% UR: 56.14% UF: 67.18% P: 82.94% R: 55.68% F: 66.63%
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+ 2024-03-22 17:38:09 INFO dev: loss: 0.1307 - UP: 64.23% UR: 39.80% UF: 49.14% P: 63.41% R: 39.29% F: 48.52%
162
+ 2024-03-22 17:38:09 INFO test: loss: nan - UP: 59.59% UR: 37.97% UF: 46.39% P: 57.08% R: 36.37% F: 44.43%
163
+ 2024-03-22 17:38:09 INFO 0:00:02.871445s elapsed
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+
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+ 2024-03-22 17:38:09 INFO Epoch 17 / 5000:
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+ 2024-03-22 17:38:12 INFO lr: 4.9830e-05 - loss: 0.0067 - UP: 86.80% UR: 62.15% UF: 72.43% P: 86.59% R: 61.99% F: 72.25%
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+ 2024-03-22 17:38:12 INFO dev: loss: 0.1279 - UP: 70.48% UR: 40.30% UF: 51.28% P: 69.16% R: 39.55% F: 50.32%
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+ 2024-03-22 17:38:12 INFO test: loss: nan - UP: 63.13% UR: 34.17% UF: 44.34% P: 60.51% R: 32.75% F: 42.50%
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+ 2024-03-22 17:38:12 INFO 0:00:02.816197s elapsed
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+
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+ 2024-03-22 17:38:12 INFO Epoch 18 / 5000:
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+ 2024-03-22 17:38:14 INFO lr: 4.9820e-05 - loss: 0.1451 - UP: 86.74% UR: 64.51% UF: 73.99% P: 86.67% R: 64.46% F: 73.93%
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+ 2024-03-22 17:38:15 INFO dev: loss: 0.1310 - UP: 69.44% UR: 44.08% UF: 53.93% P: 67.86% R: 43.07% F: 52.70%
174
+ 2024-03-22 17:38:15 INFO test: loss: nan - UP: 60.30% UR: 40.02% UF: 48.11% P: 56.89% R: 37.76% F: 45.39%
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+ 2024-03-22 17:38:22 INFO 0:00:02.807050s elapsed (saved)
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+ 2024-03-22 17:38:24 INFO lr: 4.9810e-05 - loss: 0.0136 - UP: 84.73% UR: 66.67% UF: 74.62% P: 84.53% R: 66.51% F: 74.45%
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+ 2024-03-22 17:38:24 INFO dev: loss: 0.1184 - UP: 71.22% UR: 49.87% UF: 58.67% P: 69.78% R: 48.87% F: 57.48%
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+ 2024-03-22 17:38:25 INFO test: loss: nan - UP: 56.03% UR: 41.53% UF: 47.70% P: 52.32% R: 38.79% F: 44.55%
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+ 2024-03-22 17:38:32 INFO 0:00:02.794866s elapsed (saved)
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+ 2024-03-22 17:38:34 INFO lr: 4.9800e-05 - loss: 0.0281 - UP: 77.38% UR: 64.30% UF: 70.24% P: 77.26% R: 64.20% F: 70.13%
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+ 2024-03-22 17:38:34 INFO dev: loss: 0.1461 - UP: 63.99% UR: 46.10% UF: 53.59% P: 63.64% R: 45.84% F: 53.29%
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+ 2024-03-22 17:38:35 INFO test: loss: nan - UP: 57.74% UR: 39.84% UF: 47.15% P: 55.42% R: 38.24% F: 45.26%
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+ 2024-03-22 17:38:35 INFO 0:00:02.876775s elapsed
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+ 2024-03-22 17:38:35 INFO Epoch 21 / 5000:
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+ 2024-03-22 17:38:37 INFO lr: 4.9790e-05 - loss: 0.0187 - UP: 87.19% UR: 66.05% UF: 75.16% P: 86.51% R: 65.54% F: 74.58%
191
+ 2024-03-22 17:38:37 INFO dev: loss: 0.1414 - UP: 77.65% UR: 35.01% UF: 48.26% P: 77.09% R: 34.76% F: 47.92%
192
+ 2024-03-22 17:38:37 INFO test: loss: nan - UP: 72.35% UR: 27.65% UF: 40.01% P: 68.09% R: 26.02% F: 37.65%
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+ 2024-03-22 17:38:37 INFO 0:00:02.744512s elapsed
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+ 2024-03-22 17:38:39 INFO lr: 4.9780e-05 - loss: 0.0316 - UP: 89.69% UR: 65.69% UF: 75.84% P: 89.55% R: 65.59% F: 75.72%
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+ 2024-03-22 17:38:40 INFO dev: loss: 0.1747 - UP: 68.03% UR: 41.81% UF: 51.79% P: 63.93% R: 39.29% F: 48.67%
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+ 2024-03-22 17:38:40 INFO test: loss: nan - UP: 61.86% UR: 33.93% UF: 43.82% P: 53.77% R: 29.49% F: 38.09%
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+ 2024-03-22 17:38:40 INFO 0:00:02.746300s elapsed
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+ 2024-03-22 17:38:42 INFO lr: 4.9770e-05 - loss: 0.0269 - UP: 87.06% UR: 68.41% UF: 76.62% P: 86.27% R: 67.80% F: 75.93%
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+ 2024-03-22 17:39:25 INFO dev: loss: 0.1405 - UP: 72.28% UR: 51.89% UF: 60.41% P: 71.23% R: 51.13% F: 59.53%
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+ 2024-03-22 17:39:38 INFO dev: loss: 0.1541 - UP: 74.62% UR: 49.62% UF: 59.61% P: 73.86% R: 49.12% F: 59.00%
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+ 2024-03-22 17:39:39 INFO test: loss: nan - UP: 66.71% UR: 42.95% UF: 52.26% P: 62.21% R: 40.05% F: 48.73%
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+ 2024-03-22 17:39:41 INFO lr: 4.9610e-05 - loss: 0.0108 - UP: 94.42% UR: 82.64% UF: 88.14% P: 94.37% R: 82.59% F: 88.09%
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+ 2024-03-22 17:39:48 INFO 0:00:02.776922s elapsed (saved)
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+ 2024-03-22 17:39:50 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 94.90% UR: 84.13% UF: 89.19% P: 94.90% R: 84.13% F: 89.19%
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+ 2024-03-22 17:39:50 INFO dev: loss: 0.1542 - UP: 77.17% UR: 49.37% UF: 60.22% P: 76.77% R: 49.12% F: 59.91%
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+ 2024-03-22 17:39:51 INFO test: loss: nan - UP: 67.89% UR: 44.10% UF: 53.47% P: 63.29% R: 41.11% F: 49.84%
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+ 2024-03-22 17:39:58 INFO 0:00:02.908714s elapsed (saved)
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+ 2024-03-22 17:40:00 INFO dev: loss: 0.1432 - UP: 76.74% UR: 49.87% UF: 60.46% P: 75.97% R: 49.37% F: 59.85%
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+ 2024-03-22 17:40:01 INFO test: loss: nan - UP: 67.79% UR: 42.32% UF: 52.11% P: 62.43% R: 38.97% F: 47.98%
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+ 2024-03-22 17:40:03 INFO lr: 4.9580e-05 - loss: 0.0004 - UP: 94.38% UR: 82.85% UF: 88.24% P: 94.27% R: 82.74% F: 88.13%
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+ 2024-03-22 17:40:03 INFO dev: loss: 0.1573 - UP: 72.86% UR: 51.39% UF: 60.27% P: 71.79% R: 50.63% F: 59.38%
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+ 2024-03-22 17:40:04 INFO test: loss: nan - UP: 64.97% UR: 47.03% UF: 54.56% P: 60.05% R: 43.47% F: 50.43%
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+ 2024-03-22 17:40:06 INFO dev: loss: 0.1592 - UP: 75.86% UR: 49.87% UF: 60.18% P: 74.71% R: 49.12% F: 59.27%
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+ 2024-03-22 17:40:06 INFO test: loss: nan - UP: 67.99% UR: 44.04% UF: 53.45% P: 63.37% R: 41.05% F: 49.83%
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+ 2024-03-22 17:40:06 INFO 0:00:02.833453s elapsed
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+ 2024-03-22 17:40:09 INFO dev: loss: 0.1550 - UP: 75.39% UR: 48.61% UF: 59.11% P: 74.61% R: 48.11% F: 58.50%
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+ 2024-03-22 17:40:09 INFO test: loss: nan - UP: 70.53% UR: 42.62% UF: 53.13% P: 65.78% R: 39.75% F: 49.56%
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+ 2024-03-22 17:40:09 INFO 0:00:02.842268s elapsed
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+ 2024-03-22 17:40:12 INFO dev: loss: 0.1688 - UP: 76.60% UR: 51.13% UF: 61.33% P: 75.85% R: 50.63% F: 60.73%
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+ 2024-03-22 17:40:12 INFO test: loss: nan - UP: 67.95% UR: 47.81% UF: 56.13% P: 62.76% R: 44.16% F: 51.84%
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+ 2024-03-22 17:40:19 INFO 0:00:02.803295s elapsed (saved)
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+ 2024-03-22 17:40:21 INFO dev: loss: 0.1646 - UP: 76.01% UR: 51.89% UF: 61.68% P: 74.54% R: 50.88% F: 60.48%
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+ 2024-03-22 17:40:22 INFO test: loss: nan - UP: 66.65% UR: 45.06% UF: 53.77% P: 61.79% R: 41.77% F: 49.85%
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+ 2024-03-22 17:40:24 INFO lr: 4.9530e-05 - loss: 0.0035 - UP: 93.78% UR: 89.11% UF: 91.39% P: 93.78% R: 89.11% F: 91.39%
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+ 2024-03-22 17:40:24 INFO dev: loss: 0.1816 - UP: 76.05% UR: 50.38% UF: 60.61% P: 74.90% R: 49.62% F: 59.70%
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+ 2024-03-22 17:40:24 INFO test: loss: nan - UP: 66.24% UR: 46.91% UF: 54.92% P: 61.17% R: 43.31% F: 50.72%
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+ 2024-03-22 17:40:27 INFO dev: loss: 0.1446 - UP: 78.57% UR: 52.64% UF: 63.05% P: 77.44% R: 51.89% F: 62.14%
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+ 2024-03-22 17:40:27 INFO test: loss: nan - UP: 68.33% UR: 46.18% UF: 55.12% P: 62.89% R: 42.50% F: 50.72%
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+ 2024-03-22 17:40:34 INFO 0:00:02.828908s elapsed (saved)
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+ 2024-03-22 17:40:36 INFO dev: loss: 0.1451 - UP: 75.43% UR: 55.67% UF: 64.06% P: 73.72% R: 54.41% F: 62.61%
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+ 2024-03-22 17:40:43 INFO 0:00:02.845138s elapsed (saved)
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+ 2024-03-22 17:40:46 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 98.14% UR: 89.63% UF: 93.69% P: 98.14% R: 89.63% F: 93.69%
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+ 2024-03-22 17:40:46 INFO dev: loss: 0.1438 - UP: 77.74% UR: 53.65% UF: 63.49% P: 77.01% R: 53.15% F: 62.89%
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+ 2024-03-22 17:40:46 INFO test: loss: nan - UP: 67.88% UR: 48.54% UF: 56.60% P: 62.73% R: 44.85% F: 52.31%
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+ 2024-03-22 17:40:56 INFO test: loss: nan - UP: 65.22% UR: 50.95% UF: 57.21% P: 60.12% R: 46.97% F: 52.74%
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+ 2024-03-22 17:41:04 INFO dev: loss: 0.1582 - UP: 76.14% UR: 54.66% UF: 63.64% P: 75.09% R: 53.90% F: 62.76%
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+ 2024-03-22 17:41:05 INFO test: loss: nan - UP: 64.12% UR: 52.16% UF: 57.52% P: 58.85% R: 47.87% F: 52.80%
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+ 2024-03-22 17:41:08 INFO test: loss: nan - UP: 62.43% UR: 53.43% UF: 57.58% P: 57.71% R: 49.38% F: 53.22%
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+ 2024-03-22 17:41:11 INFO test: loss: nan - UP: 63.48% UR: 53.46% UF: 58.04% P: 58.39% R: 49.17% F: 53.38%
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+ 2024-03-22 17:41:13 INFO dev: loss: 0.1731 - UP: 76.33% UR: 54.41% UF: 63.53% P: 74.56% R: 53.15% F: 62.06%
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+ 2024-03-22 17:41:16 INFO dev: loss: 0.1756 - UP: 76.79% UR: 54.16% UF: 63.52% P: 75.36% R: 53.15% F: 62.33%
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+ 2024-03-22 17:41:16 INFO test: loss: nan - UP: 67.26% UR: 50.35% UF: 57.59% P: 62.58% R: 46.85% F: 53.58%
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+ 2024-03-22 17:41:18 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 97.25% UR: 94.30% UF: 95.75% P: 97.25% R: 94.30% F: 95.75%
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+ 2024-03-22 17:41:18 INFO dev: loss: 0.1750 - UP: 79.18% UR: 53.65% UF: 63.96% P: 77.32% R: 52.39% F: 62.46%
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+ 2024-03-22 17:41:19 INFO test: loss: nan - UP: 67.53% UR: 49.47% UF: 57.11% P: 62.59% R: 45.85% F: 52.93%
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+ 2024-03-22 17:41:21 INFO lr: 4.9420e-05 - loss: 0.0015 - UP: 98.54% UR: 93.63% UF: 96.02% P: 98.54% R: 93.63% F: 96.02%
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+ 2024-03-22 17:41:21 INFO dev: loss: 0.1720 - UP: 77.70% UR: 54.41% UF: 64.00% P: 75.90% R: 53.15% F: 62.52%
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+ 2024-03-22 17:41:22 INFO test: loss: nan - UP: 66.13% UR: 51.86% UF: 58.13% P: 60.89% R: 47.75% F: 53.53%
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+ 2024-03-22 17:41:22 INFO 0:00:02.805428s elapsed
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+ 2024-03-22 17:41:24 INFO lr: 4.9410e-05 - loss: 0.0066 - UP: 97.71% UR: 94.25% UF: 95.95% P: 97.71% R: 94.25% F: 95.95%
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+ 2024-03-22 17:41:24 INFO dev: loss: 0.1737 - UP: 78.60% UR: 53.65% UF: 63.77% P: 77.12% R: 52.64% F: 62.57%
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+ 2024-03-22 17:41:24 INFO test: loss: nan - UP: 66.44% UR: 49.35% UF: 56.63% P: 61.60% R: 45.76% F: 52.51%
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+ 2024-03-22 17:41:24 INFO 0:00:02.773320s elapsed
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+ 2024-03-22 17:41:27 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 97.71% UR: 94.04% UF: 95.84% P: 97.71% R: 94.04% F: 95.84%
425
+ 2024-03-22 17:41:27 INFO dev: loss: 0.1679 - UP: 76.60% UR: 54.41% UF: 63.62% P: 74.82% R: 53.15% F: 62.15%
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+ 2024-03-22 17:41:27 INFO test: loss: nan - UP: 64.76% UR: 52.64% UF: 58.08% P: 59.30% R: 48.20% F: 53.18%
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+ 2024-03-22 17:41:27 INFO 0:00:02.772117s elapsed
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+ 2024-03-22 17:41:29 INFO lr: 4.9390e-05 - loss: 0.0011 - UP: 98.18% UR: 94.40% UF: 96.26% P: 98.18% R: 94.40% F: 96.26%
431
+ 2024-03-22 17:41:30 INFO dev: loss: 0.1898 - UP: 74.24% UR: 55.16% UF: 63.29% P: 72.54% R: 53.90% F: 61.85%
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+ 2024-03-22 17:41:30 INFO test: loss: nan - UP: 65.31% UR: 52.73% UF: 58.35% P: 60.11% R: 48.54% F: 53.71%
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+ 2024-03-22 17:41:30 INFO 0:00:02.813002s elapsed
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+ 2024-03-22 17:41:32 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.24% UR: 94.45% UF: 96.31% P: 98.24% R: 94.45% F: 96.31%
437
+ 2024-03-22 17:41:32 INFO dev: loss: 0.1699 - UP: 78.21% UR: 55.16% UF: 64.70% P: 76.43% R: 53.90% F: 63.22%
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+ 2024-03-22 17:41:33 INFO test: loss: nan - UP: 65.96% UR: 51.46% UF: 57.82% P: 60.54% R: 47.24% F: 53.07%
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+ 2024-03-22 17:41:33 INFO 0:00:02.781657s elapsed
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+ 2024-03-22 17:41:35 INFO lr: 4.9370e-05 - loss: 0.0006 - UP: 98.77% UR: 94.97% UF: 96.83% P: 98.77% R: 94.97% F: 96.83%
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+ 2024-03-22 17:41:35 INFO dev: loss: 0.1734 - UP: 76.79% UR: 54.16% UF: 63.52% P: 75.00% R: 52.90% F: 62.04%
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+ 2024-03-22 17:41:36 INFO test: loss: nan - UP: 67.16% UR: 48.20% UF: 56.12% P: 62.03% R: 44.52% F: 51.84%
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+ 2024-03-22 17:41:36 INFO 0:00:02.761266s elapsed
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+ 2024-03-22 17:41:38 INFO lr: 4.9360e-05 - loss: 0.0020 - UP: 98.42% UR: 95.79% UF: 97.08% P: 98.42% R: 95.79% F: 97.08%
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+ 2024-03-22 17:41:38 INFO dev: loss: 0.1767 - UP: 77.21% UR: 52.90% UF: 62.78% P: 76.47% R: 52.39% F: 62.18%
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+ 2024-03-22 17:41:38 INFO test: loss: nan - UP: 68.55% UR: 48.08% UF: 56.52% P: 63.64% R: 44.64% F: 52.47%
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+ 2024-03-22 17:41:38 INFO 0:00:02.758391s elapsed
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+ 2024-03-22 17:41:41 INFO lr: 4.9350e-05 - loss: 0.0024 - UP: 95.20% UR: 94.66% UF: 94.93% P: 95.20% R: 94.66% F: 94.93%
455
+ 2024-03-22 17:41:41 INFO dev: loss: 0.2006 - UP: 71.62% UR: 54.66% UF: 62.00% P: 68.65% R: 52.39% F: 59.43%
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+ 2024-03-22 17:41:41 INFO test: loss: nan - UP: 60.82% UR: 51.74% UF: 55.91% P: 55.57% R: 47.27% F: 51.08%
457
+ 2024-03-22 17:41:41 INFO 0:00:02.815909s elapsed
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+ 2024-03-22 17:41:43 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 93.69% UR: 87.67% UF: 90.58% P: 93.69% R: 87.67% F: 90.58%
461
+ 2024-03-22 17:41:44 INFO dev: loss: 0.1881 - UP: 77.34% UR: 49.87% UF: 60.64% P: 75.39% R: 48.61% F: 59.11%
462
+ 2024-03-22 17:41:44 INFO test: loss: nan - UP: 65.12% UR: 45.76% UF: 53.75% P: 60.22% R: 42.32% F: 49.71%
463
+ 2024-03-22 17:41:44 INFO 0:00:02.807610s elapsed
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+ 2024-03-22 17:41:44 INFO Epoch 67 / 5000:
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+ 2024-03-22 17:41:46 INFO lr: 4.9330e-05 - loss: 0.0675 - UP: 88.19% UR: 76.68% UF: 82.03% P: 87.83% R: 76.37% F: 81.70%
467
+ 2024-03-22 17:41:46 INFO dev: loss: 0.2359 - UP: 54.09% UR: 54.91% UF: 54.50% P: 51.61% R: 52.39% F: 52.00%
468
+ 2024-03-22 17:41:47 INFO test: loss: nan - UP: 50.89% UR: 55.06% UF: 52.89% P: 46.79% R: 50.62% F: 48.63%
469
+ 2024-03-22 17:41:47 INFO 0:00:02.792941s elapsed
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+ 2024-03-22 17:41:47 INFO Epoch 68 / 5000:
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+ 2024-03-22 17:41:49 INFO lr: 4.9320e-05 - loss: 0.0057 - UP: 90.63% UR: 78.53% UF: 84.15% P: 90.34% R: 78.27% F: 83.87%
473
+ 2024-03-22 17:41:49 INFO dev: loss: 0.1634 - UP: 73.44% UR: 47.36% UF: 57.58% P: 68.36% R: 44.08% F: 53.60%
474
+ 2024-03-22 17:41:49 INFO test: loss: nan - UP: 66.56% UR: 38.76% UF: 48.99% P: 61.28% R: 35.68% F: 45.10%
475
+ 2024-03-22 17:41:49 INFO 0:00:02.733818s elapsed
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+ 2024-03-22 17:41:49 INFO Epoch 69 / 5000:
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+ 2024-03-22 17:41:52 INFO lr: 4.9310e-05 - loss: 0.0056 - UP: 91.50% UR: 75.71% UF: 82.86% P: 91.37% R: 75.60% F: 82.74%
479
+ 2024-03-22 17:41:52 INFO dev: loss: 0.2012 - UP: 66.78% UR: 51.64% UF: 58.24% P: 63.52% R: 49.12% F: 55.40%
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+ 2024-03-22 17:41:52 INFO test: loss: nan - UP: 66.31% UR: 41.35% UF: 50.94% P: 61.91% R: 38.61% F: 47.56%
481
+ 2024-03-22 17:41:52 INFO 0:00:02.803322s elapsed
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+ 2024-03-22 17:41:52 INFO Epoch 70 / 5000:
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+ 2024-03-22 17:41:54 INFO lr: 4.9300e-05 - loss: 0.0057 - UP: 92.10% UR: 82.07% UF: 86.80% P: 91.64% R: 81.66% F: 86.37%
485
+ 2024-03-22 17:41:55 INFO dev: loss: 0.1367 - UP: 69.74% UR: 53.40% UF: 60.49% P: 68.42% R: 52.39% F: 59.34%
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+ 2024-03-22 17:41:55 INFO test: loss: nan - UP: 61.30% UR: 45.67% UF: 52.34% P: 57.17% R: 42.59% F: 48.82%
487
+ 2024-03-22 17:41:55 INFO 0:00:02.794472s elapsed
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+ 2024-03-22 17:41:55 INFO Epoch 71 / 5000:
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+ 2024-03-22 17:41:57 INFO lr: 4.9290e-05 - loss: 0.0209 - UP: 94.08% UR: 84.08% UF: 88.80% P: 93.85% R: 83.87% F: 88.58%
491
+ 2024-03-22 17:41:57 INFO dev: loss: 0.1528 - UP: 71.43% UR: 56.68% UF: 63.20% P: 66.67% R: 52.90% F: 58.99%
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+ 2024-03-22 17:41:58 INFO test: loss: nan - UP: 61.07% UR: 51.19% UF: 55.70% P: 56.90% R: 47.69% F: 51.89%
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+ 2024-03-22 17:41:58 INFO 0:00:02.756419s elapsed
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+ 2024-03-22 17:41:58 INFO Epoch 72 / 5000:
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+ 2024-03-22 17:42:00 INFO lr: 4.9280e-05 - loss: 0.0210 - UP: 91.83% UR: 83.72% UF: 87.59% P: 90.65% R: 82.64% F: 86.46%
497
+ 2024-03-22 17:42:00 INFO dev: loss: 0.1641 - UP: 80.65% UR: 37.78% UF: 51.46% P: 80.65% R: 37.78% F: 51.46%
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+ 2024-03-22 17:42:01 INFO test: loss: nan - UP: 76.84% UR: 32.15% UF: 45.33% P: 71.50% R: 29.91% F: 42.18%
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+ 2024-03-22 17:42:01 INFO 0:00:02.779797s elapsed
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+ 2024-03-22 17:42:01 INFO Epoch 73 / 5000:
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+ 2024-03-22 17:42:03 INFO lr: 4.9270e-05 - loss: 0.0054 - UP: 86.67% UR: 76.78% UF: 81.43% P: 85.33% R: 75.60% F: 80.17%
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+ 2024-03-22 17:42:03 INFO dev: loss: 0.1564 - UP: 78.81% UR: 46.85% UF: 58.77% P: 75.42% R: 44.84% F: 56.24%
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+ 2024-03-22 17:42:03 INFO test: loss: nan - UP: 64.38% UR: 40.87% UF: 50.00% P: 56.68% R: 35.98% F: 44.02%
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+ 2024-03-22 17:42:03 INFO 0:00:02.770331s elapsed
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+ 2024-03-22 17:42:03 INFO Epoch 74 / 5000:
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+ 2024-03-22 17:42:06 INFO lr: 4.9260e-05 - loss: 0.1515 - UP: 87.49% UR: 67.54% UF: 76.23% P: 86.03% R: 66.41% F: 74.96%
509
+ 2024-03-22 17:42:06 INFO dev: loss: 0.1721 - UP: 66.42% UR: 45.34% UF: 53.89% P: 64.58% R: 44.08% F: 52.40%
510
+ 2024-03-22 17:42:06 INFO test: loss: nan - UP: 66.41% UR: 38.73% UF: 48.92% P: 60.61% R: 35.35% F: 44.65%
511
+ 2024-03-22 17:42:06 INFO 0:00:02.778592s elapsed
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+ 2024-03-22 17:42:06 INFO Epoch 75 / 5000:
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+ 2024-03-22 17:42:08 INFO lr: 4.9250e-05 - loss: 0.0045 - UP: 90.44% UR: 73.39% UF: 81.03% P: 89.75% R: 72.83% F: 80.41%
515
+ 2024-03-22 17:42:09 INFO dev: loss: 0.1520 - UP: 70.23% UR: 52.90% UF: 60.34% P: 66.56% R: 50.13% F: 57.18%
516
+ 2024-03-22 17:42:09 INFO test: loss: nan - UP: 61.26% UR: 48.78% UF: 54.31% P: 55.27% R: 44.01% F: 49.00%
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+ 2024-03-22 17:42:09 INFO 0:00:02.768482s elapsed
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+ 2024-03-22 17:42:09 INFO Epoch 76 / 5000:
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+ 2024-03-22 17:42:11 INFO lr: 4.9240e-05 - loss: 0.0041 - UP: 91.56% UR: 78.02% UF: 84.25% P: 91.20% R: 77.71% F: 83.92%
521
+ 2024-03-22 17:42:11 INFO dev: loss: 0.1796 - UP: 78.44% UR: 43.07% UF: 55.61% P: 76.15% R: 41.81% F: 53.98%
522
+ 2024-03-22 17:42:12 INFO test: loss: nan - UP: 67.68% UR: 38.42% UF: 49.02% P: 62.47% R: 35.47% F: 45.24%
523
+ 2024-03-22 17:42:12 INFO 0:00:02.763321s elapsed
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+ 2024-03-22 17:42:12 INFO Epoch 77 / 5000:
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+ 2024-03-22 17:42:14 INFO lr: 4.9230e-05 - loss: 0.0121 - UP: 91.96% UR: 81.05% UF: 86.16% P: 91.78% R: 80.89% F: 86.00%
527
+ 2024-03-22 17:42:14 INFO dev: loss: 0.1687 - UP: 66.36% UR: 55.16% UF: 60.25% P: 63.03% R: 52.39% F: 57.22%
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+ 2024-03-22 17:42:15 INFO test: loss: nan - UP: 58.30% UR: 51.22% UF: 54.53% P: 53.69% R: 47.18% F: 50.22%
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+ 2024-03-22 17:42:15 INFO 0:00:02.815265s elapsed
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+ 2024-03-22 17:42:17 INFO lr: 4.9220e-05 - loss: 0.0048 - UP: 93.89% UR: 86.08% UF: 89.82% P: 93.84% R: 86.03% F: 89.76%
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+ 2024-03-22 17:42:17 INFO dev: loss: 0.1651 - UP: 73.02% UR: 51.13% UF: 60.15% P: 70.14% R: 49.12% F: 57.78%
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+ 2024-03-22 17:42:17 INFO test: loss: nan - UP: 66.19% UR: 45.03% UF: 53.60% P: 60.38% R: 41.08% F: 48.90%
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+ 2024-03-22 17:42:17 INFO 0:00:02.764511s elapsed
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+ 2024-03-22 17:42:17 INFO Epoch 79 / 5000:
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+ 2024-03-22 17:42:19 INFO lr: 4.9210e-05 - loss: 0.0021 - UP: 94.42% UR: 84.28% UF: 89.06% P: 94.07% R: 83.98% F: 88.74%
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+ 2024-03-22 17:42:20 INFO dev: loss: 0.1582 - UP: 73.52% UR: 53.15% UF: 61.70% P: 70.38% R: 50.88% F: 59.06%
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+ 2024-03-22 17:42:20 INFO test: loss: nan - UP: 62.32% UR: 45.34% UF: 52.49% P: 56.22% R: 40.90% F: 47.35%
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+ 2024-03-22 17:42:20 INFO 0:00:02.781357s elapsed
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+ 2024-03-22 17:42:22 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 93.64% UR: 82.43% UF: 87.68% P: 93.41% R: 82.23% F: 87.46%
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+ 2024-03-22 17:42:22 INFO dev: loss: 0.2054 - UP: 72.32% UR: 52.64% UF: 60.93% P: 67.13% R: 48.87% F: 56.56%
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+ 2024-03-22 17:42:23 INFO test: loss: nan - UP: 65.28% UR: 44.49% UF: 52.92% P: 59.61% R: 40.63% F: 48.32%
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+ 2024-03-22 17:42:23 INFO 0:00:02.788174s elapsed
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+ 2024-03-22 17:42:25 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 93.77% UR: 85.11% UF: 89.23% P: 93.72% R: 85.05% F: 89.18%
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+ 2024-03-22 17:42:25 INFO dev: loss: 0.1845 - UP: 77.70% UR: 52.64% UF: 62.76% P: 73.23% R: 49.62% F: 59.16%
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+ 2024-03-22 17:42:26 INFO test: loss: nan - UP: 66.68% UR: 46.27% UF: 54.63% P: 61.20% R: 42.47% F: 50.14%
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+ 2024-03-22 17:42:26 INFO 0:00:02.772135s elapsed
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+ 2024-03-22 17:42:33 INFO Epoch 51 saved
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+ 2024-03-22 17:42:33 INFO dev: UP: 77.19% UR: 55.42% UF: 64.52% P: 76.14% R: 54.66% F: 63.64%
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+ 2024-03-22 17:42:33 INFO test: UP: 65.22% UR: 50.95% UF: 57.21% P: 60.12% R: 46.97% F: 52.74%
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+ 2024-03-22 17:42:33 INFO 0:03:48.429603s elapsed, 0:00:02.820119s/epoch
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+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
31
+ 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
35
+ bert | xlm-roberta-base
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+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-22 17:42:36 INFO Building the fields
40
+ 2024-03-22 17:42:38 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-22 17:42:38 INFO Building the model
45
+ 2024-03-22 17:42:40 INFO VISemanticDependencyModel(
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+ (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)
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+ (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)
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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)
62
+ )
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+
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+ 2024-03-22 17:42:40 INFO Loading the data
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+ 2024-03-22 17:42:41 INFO
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+ train: Dataset(n_sentences=185, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=34, n_batches=24, n_buckets=24)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-03-22 17:42:41 INFO Epoch 1 / 5000:
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+ 2024-03-22 17:42:44 INFO lr: 4.9990e-05 - loss: 0.1905 - UP: 3.83% UR: 7.65% UF: 5.10% P: 1.31% R: 2.62% F: 1.75%
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+ 2024-03-22 17:42:44 INFO dev: loss: 0.1742 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-22 17:42:44 INFO test: loss: nan - UP: 42.86% UR: 0.09% UF: 0.18% P: 28.57% R: 0.06% F: 0.12%
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+ 2024-03-22 17:42:44 INFO 0:00:03.434804s elapsed
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+ 2024-03-22 17:42:46 INFO lr: 4.9980e-05 - loss: 0.0938 - UP: 36.77% UR: 5.86% UF: 10.10% P: 30.65% R: 4.88% F: 8.42%
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+ 2024-03-22 17:42:47 INFO dev: loss: 0.1439 - UP: 58.54% UR: 12.09% UF: 20.04% P: 54.88% R: 11.34% F: 18.79%
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+ 2024-03-22 17:42:47 INFO test: loss: nan - UP: 75.48% UR: 7.06% UF: 12.92% P: 67.42% R: 6.31% F: 11.54%
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+ 2024-03-22 17:42:52 INFO 0:00:02.791264s elapsed (saved)
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+ 2024-03-22 17:42:54 INFO lr: 4.9970e-05 - loss: 0.1624 - UP: 55.20% UR: 11.45% UF: 18.97% P: 51.73% R: 10.73% F: 17.78%
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+ 2024-03-22 17:42:54 INFO dev: loss: 0.1480 - UP: 100.00% UR: 1.76% UF: 3.47% P: 100.00% R: 1.76% F: 3.47%
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+ 2024-03-22 17:42:54 INFO test: loss: nan - UP: 92.55% UR: 2.63% UF: 5.11% P: 85.11% R: 2.41% F: 4.70%
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+ 2024-03-22 17:42:54 INFO 0:00:02.815582s elapsed
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+ 2024-03-22 17:42:57 INFO lr: 4.9960e-05 - loss: 0.0399 - UP: 63.75% UR: 15.72% UF: 25.22% P: 61.87% R: 15.25% F: 24.47%
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+ 2024-03-22 17:42:57 INFO dev: loss: 0.1233 - UP: 71.72% UR: 17.88% UF: 28.63% P: 70.71% R: 17.63% F: 28.23%
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+ 2024-03-22 17:42:57 INFO test: loss: nan - UP: 79.25% UR: 11.53% UF: 20.13% P: 75.93% R: 11.05% F: 19.29%
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+ 2024-03-22 17:43:04 INFO 0:00:02.820541s elapsed (saved)
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+ 2024-03-22 17:43:06 INFO lr: 4.9950e-05 - loss: 0.0404 - UP: 68.53% UR: 21.37% UF: 32.58% P: 67.71% R: 21.11% F: 32.18%
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+ 2024-03-22 17:43:07 INFO dev: loss: 0.1409 - UP: 80.00% UR: 18.14% UF: 29.57% P: 74.44% R: 16.88% F: 27.52%
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+ 2024-03-22 17:43:07 INFO test: loss: nan - UP: 75.56% UR: 14.37% UF: 24.14% P: 71.75% R: 13.64% F: 22.93%
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+ 2024-03-22 17:43:09 INFO lr: 4.9940e-05 - loss: 0.0524 - UP: 70.13% UR: 29.79% UF: 41.82% P: 67.84% R: 28.81% F: 40.45%
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+ 2024-03-22 17:43:09 INFO dev: loss: 0.1477 - UP: 65.75% UR: 24.18% UF: 35.36% P: 63.70% R: 23.43% F: 34.25%
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+ 2024-03-22 17:43:10 INFO test: loss: nan - UP: 67.48% UR: 22.49% UF: 33.73% P: 63.13% R: 21.04% F: 31.56%
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+ 2024-03-22 17:43:17 INFO 0:00:02.878793s elapsed (saved)
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+ 2024-03-22 17:43:19 INFO lr: 4.9930e-05 - loss: 0.0721 - UP: 67.03% UR: 28.81% UF: 40.30% P: 66.19% R: 28.45% F: 39.80%
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+ 2024-03-22 17:43:19 INFO dev: loss: 0.1435 - UP: 71.43% UR: 20.15% UF: 31.43% P: 68.75% R: 19.40% F: 30.26%
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+ 2024-03-22 17:43:20 INFO test: loss: nan - UP: 71.60% UR: 17.96% UF: 28.72% P: 66.91% R: 16.78% F: 26.83%
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+ 2024-03-22 17:43:20 INFO 0:00:02.898483s elapsed
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+ 2024-03-22 17:43:22 INFO lr: 4.9920e-05 - loss: 0.0986 - UP: 69.15% UR: 32.92% UF: 44.61% P: 69.04% R: 32.87% F: 44.54%
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+ 2024-03-22 17:43:22 INFO dev: loss: 0.1298 - UP: 67.58% UR: 30.98% UF: 42.49% P: 63.74% R: 29.22% F: 40.07%
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+ 2024-03-22 17:43:22 INFO test: loss: nan - UP: 64.31% UR: 27.95% UF: 38.96% P: 62.15% R: 27.01% F: 37.66%
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+ 2024-03-22 17:43:29 INFO 0:00:02.791723s elapsed (saved)
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+ 2024-03-22 17:43:31 INFO lr: 4.9910e-05 - loss: 0.0189 - UP: 57.53% UR: 36.67% UF: 44.79% P: 56.65% R: 36.11% F: 44.10%
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+ 2024-03-22 17:43:32 INFO dev: loss: 0.1381 - UP: 66.29% UR: 29.72% UF: 41.04% P: 61.80% R: 27.71% F: 38.26%
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+ 2024-03-22 17:43:32 INFO test: loss: nan - UP: 69.31% UR: 25.29% UF: 37.06% P: 66.09% R: 24.12% F: 35.34%
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+ 2024-03-22 17:43:32 INFO 0:00:02.926562s elapsed
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+ 2024-03-22 17:43:34 INFO lr: 4.9900e-05 - loss: 0.0276 - UP: 78.08% UR: 40.99% UF: 53.76% P: 76.13% R: 39.96% F: 52.41%
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+ 2024-03-22 17:43:34 INFO dev: loss: 0.1213 - UP: 65.16% UR: 36.27% UF: 46.60% P: 62.44% R: 34.76% F: 44.66%
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+ 2024-03-22 17:43:35 INFO test: loss: nan - UP: 62.58% UR: 31.39% UF: 41.81% P: 59.87% R: 30.03% F: 40.00%
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+ 2024-03-22 17:43:42 INFO 0:00:02.810023s elapsed (saved)
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+ 2024-03-22 17:43:44 INFO lr: 4.9890e-05 - loss: 0.0325 - UP: 79.00% UR: 43.86% UF: 56.41% P: 77.43% R: 42.99% F: 55.28%
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+ 2024-03-22 17:43:44 INFO dev: loss: 0.1210 - UP: 72.78% UR: 30.98% UF: 43.46% P: 69.82% R: 29.72% F: 41.70%
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+ 2024-03-22 17:43:44 INFO test: loss: nan - UP: 69.24% UR: 25.14% UF: 36.89% P: 66.50% R: 24.15% F: 35.43%
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+ 2024-03-22 17:43:47 INFO lr: 4.9880e-05 - loss: 0.0324 - UP: 77.57% UR: 45.30% UF: 57.20% P: 76.78% R: 44.84% F: 56.61%
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+ 2024-03-22 17:43:47 INFO dev: loss: 0.1094 - UP: 72.02% UR: 35.01% UF: 47.12% P: 69.43% R: 33.75% F: 45.42%
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+ 2024-03-22 17:43:47 INFO test: loss: nan - UP: 65.27% UR: 30.12% UF: 41.22% P: 62.26% R: 28.74% F: 39.32%
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+ 2024-03-22 17:43:54 INFO 0:00:02.750295s elapsed (saved)
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+ 2024-03-22 17:43:56 INFO lr: 4.9870e-05 - loss: 0.0237 - UP: 73.07% UR: 51.16% UF: 60.18% P: 72.71% R: 50.90% F: 59.88%
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+ 2024-03-22 17:43:56 INFO dev: loss: 0.1433 - UP: 90.18% UR: 25.44% UF: 39.69% P: 88.39% R: 24.94% F: 38.90%
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+ 2024-03-22 17:43:57 INFO test: loss: nan - UP: 78.14% UR: 22.12% UF: 34.49% P: 75.59% R: 21.40% F: 33.36%
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+ 2024-03-22 17:43:59 INFO lr: 4.9860e-05 - loss: 0.0130 - UP: 80.50% UR: 47.92% UF: 60.08% P: 80.50% R: 47.92% F: 60.08%
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+ 2024-03-22 17:43:59 INFO test: loss: nan - UP: 64.30% UR: 28.10% UF: 39.11% P: 60.91% R: 26.62% F: 37.05%
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+ 2024-03-22 17:44:02 INFO lr: 4.9850e-05 - loss: 0.0788 - UP: 81.65% UR: 54.85% UF: 65.62% P: 81.04% R: 54.44% F: 65.13%
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+ 2024-03-22 17:44:02 INFO dev: loss: 0.1163 - UP: 73.83% UR: 39.80% UF: 51.72% P: 72.43% R: 39.04% F: 50.74%
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+ 2024-03-22 17:44:02 INFO test: loss: nan - UP: 66.01% UR: 32.24% UF: 43.32% P: 63.29% R: 30.91% F: 41.53%
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+ 2024-03-22 17:44:11 INFO lr: 4.9840e-05 - loss: 0.0187 - UP: 83.63% UR: 56.14% UF: 67.18% P: 82.94% R: 55.68% F: 66.63%
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+ 2024-03-22 17:44:12 INFO test: loss: nan - UP: 59.59% UR: 37.97% UF: 46.39% P: 57.08% R: 36.37% F: 44.43%
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+ 2024-03-22 17:44:14 INFO lr: 4.9830e-05 - loss: 0.0067 - UP: 86.80% UR: 62.15% UF: 72.43% P: 86.59% R: 61.99% F: 72.25%
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+ 2024-03-22 17:44:14 INFO dev: loss: 0.1279 - UP: 70.48% UR: 40.30% UF: 51.28% P: 69.16% R: 39.55% F: 50.32%
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+ 2024-03-22 17:44:15 INFO test: loss: nan - UP: 63.13% UR: 34.17% UF: 44.34% P: 60.51% R: 32.75% F: 42.50%
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+ 2024-03-22 17:44:17 INFO lr: 4.9820e-05 - loss: 0.1451 - UP: 86.74% UR: 64.51% UF: 73.99% P: 86.67% R: 64.46% F: 73.93%
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+ 2024-03-22 17:44:17 INFO dev: loss: 0.1310 - UP: 69.44% UR: 44.08% UF: 53.93% P: 67.86% R: 43.07% F: 52.70%
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+ 2024-03-22 17:44:18 INFO test: loss: nan - UP: 60.30% UR: 40.02% UF: 48.11% P: 56.89% R: 37.76% F: 45.39%
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+ 2024-03-22 17:44:27 INFO lr: 4.9810e-05 - loss: 0.0136 - UP: 84.73% UR: 66.67% UF: 74.62% P: 84.53% R: 66.51% F: 74.45%
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+ 2024-03-22 17:44:27 INFO dev: loss: 0.1184 - UP: 71.22% UR: 49.87% UF: 58.67% P: 69.78% R: 48.87% F: 57.48%
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+ 2024-03-22 17:44:27 INFO test: loss: nan - UP: 56.03% UR: 41.53% UF: 47.70% P: 52.32% R: 38.79% F: 44.55%
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+ 2024-03-22 17:44:37 INFO lr: 4.9800e-05 - loss: 0.0281 - UP: 77.38% UR: 64.30% UF: 70.24% P: 77.26% R: 64.20% F: 70.13%
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+ 2024-03-22 17:44:37 INFO dev: loss: 0.1461 - UP: 63.99% UR: 46.10% UF: 53.59% P: 63.64% R: 45.84% F: 53.29%
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+ 2024-03-22 17:44:37 INFO test: loss: nan - UP: 57.74% UR: 39.84% UF: 47.15% P: 55.42% R: 38.24% F: 45.26%
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+ 2024-03-22 17:44:39 INFO lr: 4.9790e-05 - loss: 0.0187 - UP: 87.19% UR: 66.05% UF: 75.16% P: 86.51% R: 65.54% F: 74.58%
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+ 2024-03-22 17:44:40 INFO dev: loss: 0.1414 - UP: 77.65% UR: 35.01% UF: 48.26% P: 77.09% R: 34.76% F: 47.92%
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+ 2024-03-22 17:44:40 INFO test: loss: nan - UP: 72.35% UR: 27.65% UF: 40.01% P: 68.09% R: 26.02% F: 37.65%
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+ 2024-03-22 17:44:42 INFO lr: 4.9780e-05 - loss: 0.0316 - UP: 89.69% UR: 65.69% UF: 75.84% P: 89.55% R: 65.59% F: 75.72%
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+ 2024-03-22 17:44:42 INFO dev: loss: 0.1747 - UP: 68.03% UR: 41.81% UF: 51.79% P: 63.93% R: 39.29% F: 48.67%
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+ 2024-03-22 17:44:43 INFO test: loss: nan - UP: 61.86% UR: 33.93% UF: 43.82% P: 53.77% R: 29.49% F: 38.09%
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+ 2024-03-22 17:44:45 INFO dev: loss: 0.1494 - UP: 75.74% UR: 44.84% UF: 56.33% P: 72.34% R: 42.82% F: 53.80%
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+ 2024-03-22 17:44:46 INFO test: loss: nan - UP: 65.29% UR: 37.19% UF: 47.38% P: 60.78% R: 34.62% F: 44.12%
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+ 2024-03-22 17:44:48 INFO lr: 4.9760e-05 - loss: 0.0205 - UP: 89.69% UR: 69.23% UF: 78.14% P: 88.42% R: 68.26% F: 77.04%
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+ 2024-03-22 17:44:48 INFO dev: loss: 0.1267 - UP: 72.02% UR: 44.08% UF: 54.69% P: 71.60% R: 43.83% F: 54.37%
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+ 2024-03-22 17:44:48 INFO test: loss: nan - UP: 67.34% UR: 37.22% UF: 47.94% P: 61.50% R: 33.99% F: 43.78%
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+ 2024-03-22 17:44:51 INFO lr: 4.9750e-05 - loss: 0.0336 - UP: 81.22% UR: 59.53% UF: 68.70% P: 80.94% R: 59.32% F: 68.46%
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+ 2024-03-22 17:44:51 INFO dev: loss: 0.1791 - UP: 74.31% UR: 26.95% UF: 39.56% P: 70.83% R: 25.69% F: 37.71%
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+ 2024-03-22 17:44:51 INFO test: loss: nan - UP: 62.23% UR: 20.04% UF: 30.32% P: 57.54% R: 18.53% F: 28.04%
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+ 2024-03-22 17:44:53 INFO lr: 4.9740e-05 - loss: 0.0157 - UP: 81.50% UR: 57.01% UF: 67.09% P: 81.28% R: 56.86% F: 66.91%
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+ 2024-03-22 17:44:54 INFO dev: loss: 0.1325 - UP: 71.15% UR: 45.34% UF: 55.38% P: 69.96% R: 44.58% F: 54.46%
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+ 2024-03-22 17:44:54 INFO test: loss: nan - UP: 61.13% UR: 38.45% UF: 47.21% P: 55.37% R: 34.83% F: 42.76%
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+ 2024-03-22 17:44:56 INFO lr: 4.9730e-05 - loss: 0.0094 - UP: 86.04% UR: 67.75% UF: 75.80% P: 85.91% R: 67.64% F: 75.69%
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+ 2024-03-22 17:44:56 INFO dev: loss: 0.1570 - UP: 69.20% UR: 41.31% UF: 51.74% P: 67.51% R: 40.30% F: 50.47%
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+ 2024-03-22 17:44:57 INFO test: loss: nan - UP: 66.08% UR: 37.16% UF: 47.57% P: 61.14% R: 34.38% F: 44.01%
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+ 2024-03-22 17:45:53 INFO dev: loss: 0.1542 - UP: 77.17% UR: 49.37% UF: 60.22% P: 76.77% R: 49.12% F: 59.91%
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+ 2024-03-22 17:45:53 INFO test: loss: nan - UP: 67.89% UR: 44.10% UF: 53.47% P: 63.29% R: 41.11% F: 49.84%
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+ 2024-03-22 17:46:00 INFO 0:00:02.902589s elapsed (saved)
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+ 2024-03-22 17:46:02 INFO dev: loss: 0.1432 - UP: 76.74% UR: 49.87% UF: 60.46% P: 75.97% R: 49.37% F: 59.85%
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+ 2024-03-22 17:46:05 INFO lr: 4.9580e-05 - loss: 0.0004 - UP: 94.38% UR: 82.85% UF: 88.24% P: 94.27% R: 82.74% F: 88.13%
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+ 2024-03-22 17:46:05 INFO dev: loss: 0.1573 - UP: 72.86% UR: 51.39% UF: 60.27% P: 71.79% R: 50.63% F: 59.38%
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+ 2024-03-22 17:46:05 INFO test: loss: nan - UP: 64.97% UR: 47.03% UF: 54.56% P: 60.05% R: 43.47% F: 50.43%
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+ 2024-03-22 17:46:05 INFO 0:00:02.784703s elapsed
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+ 2024-03-22 17:46:08 INFO dev: loss: 0.1592 - UP: 75.86% UR: 49.87% UF: 60.18% P: 74.71% R: 49.12% F: 59.27%
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+ 2024-03-22 17:46:08 INFO test: loss: nan - UP: 67.99% UR: 44.04% UF: 53.45% P: 63.37% R: 41.05% F: 49.83%
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+ 2024-03-22 17:46:08 INFO 0:00:02.769102s elapsed
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+ 2024-03-22 17:46:11 INFO dev: loss: 0.1550 - UP: 75.39% UR: 48.61% UF: 59.11% P: 74.61% R: 48.11% F: 58.50%
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+ 2024-03-22 17:46:11 INFO test: loss: nan - UP: 70.53% UR: 42.62% UF: 53.13% P: 65.78% R: 39.75% F: 49.56%
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+ 2024-03-22 17:46:11 INFO 0:00:02.842284s elapsed
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+ 2024-03-22 17:46:13 INFO lr: 4.9550e-05 - loss: 0.0112 - UP: 96.02% UR: 86.85% UF: 91.21% P: 96.02% R: 86.85% F: 91.21%
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+ 2024-03-22 17:46:13 INFO dev: loss: 0.1688 - UP: 76.60% UR: 51.13% UF: 61.33% P: 75.85% R: 50.63% F: 60.73%
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+ 2024-03-22 17:46:14 INFO test: loss: nan - UP: 67.95% UR: 47.81% UF: 56.13% P: 62.76% R: 44.16% F: 51.84%
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+ 2024-03-22 17:46:21 INFO 0:00:02.807176s elapsed (saved)
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+ 2024-03-22 17:46:23 INFO dev: loss: 0.1646 - UP: 76.01% UR: 51.89% UF: 61.68% P: 74.54% R: 50.88% F: 60.48%
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+ 2024-03-22 17:46:23 INFO test: loss: nan - UP: 66.65% UR: 45.06% UF: 53.77% P: 61.79% R: 41.77% F: 49.85%
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+ 2024-03-22 17:46:23 INFO 0:00:02.843054s elapsed
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+ 2024-03-22 17:46:26 INFO lr: 4.9530e-05 - loss: 0.0035 - UP: 93.78% UR: 89.11% UF: 91.39% P: 93.78% R: 89.11% F: 91.39%
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+ 2024-03-22 17:46:26 INFO dev: loss: 0.1816 - UP: 76.05% UR: 50.38% UF: 60.61% P: 74.90% R: 49.62% F: 59.70%
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+ 2024-03-22 17:46:26 INFO test: loss: nan - UP: 66.24% UR: 46.91% UF: 54.92% P: 61.17% R: 43.31% F: 50.72%
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+ 2024-03-22 17:46:26 INFO 0:00:02.796212s elapsed
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+ 2024-03-22 17:46:28 INFO lr: 4.9520e-05 - loss: 0.0038 - UP: 96.73% UR: 88.03% UF: 92.18% P: 96.67% R: 87.98% F: 92.12%
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+ 2024-03-22 17:46:29 INFO dev: loss: 0.1446 - UP: 78.57% UR: 52.64% UF: 63.05% P: 77.44% R: 51.89% F: 62.14%
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+ 2024-03-22 17:46:29 INFO test: loss: nan - UP: 68.33% UR: 46.18% UF: 55.12% P: 62.89% R: 42.50% F: 50.72%
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+ 2024-03-22 17:46:36 INFO 0:00:02.764983s elapsed (saved)
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+ 2024-03-22 17:46:38 INFO lr: 4.9510e-05 - loss: 0.0048 - UP: 96.59% UR: 90.14% UF: 93.25% P: 96.59% R: 90.14% F: 93.25%
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+ 2024-03-22 17:46:38 INFO dev: loss: 0.1451 - UP: 75.43% UR: 55.67% UF: 64.06% P: 73.72% R: 54.41% F: 62.61%
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+ 2024-03-22 17:46:39 INFO test: loss: nan - UP: 62.88% UR: 51.22% UF: 56.45% P: 57.84% R: 47.12% F: 51.93%
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+ 2024-03-22 17:46:45 INFO 0:00:02.831575s elapsed (saved)
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+ 2024-03-22 17:46:47 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 98.14% UR: 89.63% UF: 93.69% P: 98.14% R: 89.63% F: 93.69%
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+ 2024-03-22 17:46:48 INFO dev: loss: 0.1438 - UP: 77.74% UR: 53.65% UF: 63.49% P: 77.01% R: 53.15% F: 62.89%
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+ 2024-03-22 17:46:48 INFO test: loss: nan - UP: 67.88% UR: 48.54% UF: 56.60% P: 62.73% R: 44.85% F: 52.31%
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+ 2024-03-22 17:46:55 INFO 0:00:02.771846s elapsed (saved)
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+ 2024-03-22 17:46:57 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 97.46% UR: 92.45% UF: 94.89% P: 97.46% R: 92.45% F: 94.89%
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+ 2024-03-22 17:46:57 INFO dev: loss: 0.1472 - UP: 77.19% UR: 55.42% UF: 64.52% P: 76.14% R: 54.66% F: 63.64%
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+ 2024-03-22 17:46:58 INFO test: loss: nan - UP: 65.22% UR: 50.95% UF: 57.21% P: 60.12% R: 46.97% F: 52.74%
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+ 2024-03-22 17:47:04 INFO 0:00:02.886414s elapsed (saved)
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+ 2024-03-22 17:47:06 INFO dev: loss: 0.1582 - UP: 76.14% UR: 54.66% UF: 63.64% P: 75.09% R: 53.90% F: 62.76%
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+ 2024-03-22 17:47:07 INFO test: loss: nan - UP: 64.12% UR: 52.16% UF: 57.52% P: 58.85% R: 47.87% F: 52.80%
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+ 2024-03-22 17:47:09 INFO dev: loss: 0.1776 - UP: 73.74% UR: 55.16% UF: 63.11% P: 71.38% R: 53.40% F: 61.10%
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+ 2024-03-22 17:47:10 INFO test: loss: nan - UP: 62.43% UR: 53.43% UF: 57.58% P: 57.71% R: 49.38% F: 53.22%
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+ 2024-03-22 17:47:18 INFO test: loss: nan - UP: 67.26% UR: 50.35% UF: 57.59% P: 62.58% R: 46.85% F: 53.58%
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+ 2024-03-22 17:47:21 INFO dev: loss: 0.1750 - UP: 79.18% UR: 53.65% UF: 63.96% P: 77.32% R: 52.39% F: 62.46%
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+ 2024-03-22 17:47:21 INFO test: loss: nan - UP: 67.53% UR: 49.47% UF: 57.11% P: 62.59% R: 45.85% F: 52.93%
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+ 2024-03-22 17:47:23 INFO lr: 4.9420e-05 - loss: 0.0015 - UP: 98.54% UR: 93.63% UF: 96.02% P: 98.54% R: 93.63% F: 96.02%
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+ 2024-03-22 17:47:23 INFO dev: loss: 0.1720 - UP: 77.70% UR: 54.41% UF: 64.00% P: 75.90% R: 53.15% F: 62.52%
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+ 2024-03-22 17:47:24 INFO test: loss: nan - UP: 66.13% UR: 51.86% UF: 58.13% P: 60.89% R: 47.75% F: 53.53%
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+ 2024-03-22 17:47:26 INFO dev: loss: 0.1737 - UP: 78.60% UR: 53.65% UF: 63.77% P: 77.12% R: 52.64% F: 62.57%
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+ 2024-03-22 17:47:27 INFO test: loss: nan - UP: 66.44% UR: 49.35% UF: 56.63% P: 61.60% R: 45.76% F: 52.51%
422
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+ 2024-03-22 17:47:29 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 97.71% UR: 94.04% UF: 95.84% P: 97.71% R: 94.04% F: 95.84%
426
+ 2024-03-22 17:47:29 INFO dev: loss: 0.1679 - UP: 76.60% UR: 54.41% UF: 63.62% P: 74.82% R: 53.15% F: 62.15%
427
+ 2024-03-22 17:47:30 INFO test: loss: nan - UP: 64.76% UR: 52.64% UF: 58.08% P: 59.30% R: 48.20% F: 53.18%
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+ 2024-03-22 17:47:32 INFO lr: 4.9390e-05 - loss: 0.0011 - UP: 98.18% UR: 94.40% UF: 96.26% P: 98.18% R: 94.40% F: 96.26%
432
+ 2024-03-22 17:47:32 INFO dev: loss: 0.1898 - UP: 74.24% UR: 55.16% UF: 63.29% P: 72.54% R: 53.90% F: 61.85%
433
+ 2024-03-22 17:47:32 INFO test: loss: nan - UP: 65.31% UR: 52.73% UF: 58.35% P: 60.11% R: 48.54% F: 53.71%
434
+ 2024-03-22 17:47:32 INFO 0:00:02.819382s elapsed
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+ 2024-03-22 17:47:35 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.24% UR: 94.45% UF: 96.31% P: 98.24% R: 94.45% F: 96.31%
438
+ 2024-03-22 17:47:35 INFO dev: loss: 0.1699 - UP: 78.21% UR: 55.16% UF: 64.70% P: 76.43% R: 53.90% F: 63.22%
439
+ 2024-03-22 17:47:35 INFO test: loss: nan - UP: 65.96% UR: 51.46% UF: 57.82% P: 60.54% R: 47.24% F: 53.07%
440
+ 2024-03-22 17:47:35 INFO 0:00:02.795048s elapsed
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+ 2024-03-22 17:47:37 INFO lr: 4.9370e-05 - loss: 0.0006 - UP: 98.77% UR: 94.97% UF: 96.83% P: 98.77% R: 94.97% F: 96.83%
444
+ 2024-03-22 17:47:38 INFO dev: loss: 0.1734 - UP: 76.79% UR: 54.16% UF: 63.52% P: 75.00% R: 52.90% F: 62.04%
445
+ 2024-03-22 17:47:38 INFO test: loss: nan - UP: 67.16% UR: 48.20% UF: 56.12% P: 62.03% R: 44.52% F: 51.84%
446
+ 2024-03-22 17:47:38 INFO 0:00:02.820726s elapsed
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+ 2024-03-22 17:47:38 INFO Epoch 64 / 5000:
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+ 2024-03-22 17:47:40 INFO lr: 4.9360e-05 - loss: 0.0020 - UP: 98.42% UR: 95.79% UF: 97.08% P: 98.42% R: 95.79% F: 97.08%
450
+ 2024-03-22 17:47:41 INFO dev: loss: 0.1767 - UP: 77.21% UR: 52.90% UF: 62.78% P: 76.47% R: 52.39% F: 62.18%
451
+ 2024-03-22 17:47:41 INFO test: loss: nan - UP: 68.55% UR: 48.08% UF: 56.52% P: 63.64% R: 44.64% F: 52.47%
452
+ 2024-03-22 17:47:41 INFO 0:00:02.867970s elapsed
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+ 2024-03-22 17:47:41 INFO Epoch 65 / 5000:
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+ 2024-03-22 17:47:43 INFO lr: 4.9350e-05 - loss: 0.0024 - UP: 95.20% UR: 94.66% UF: 94.93% P: 95.20% R: 94.66% F: 94.93%
456
+ 2024-03-22 17:47:43 INFO dev: loss: 0.2006 - UP: 71.62% UR: 54.66% UF: 62.00% P: 68.65% R: 52.39% F: 59.43%
457
+ 2024-03-22 17:47:44 INFO test: loss: nan - UP: 60.82% UR: 51.74% UF: 55.91% P: 55.57% R: 47.27% F: 51.08%
458
+ 2024-03-22 17:47:44 INFO 0:00:02.818709s elapsed
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+ 2024-03-22 17:47:44 INFO Epoch 66 / 5000:
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+ 2024-03-22 17:47:46 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 93.69% UR: 87.67% UF: 90.58% P: 93.69% R: 87.67% F: 90.58%
462
+ 2024-03-22 17:47:46 INFO dev: loss: 0.1881 - UP: 77.34% UR: 49.87% UF: 60.64% P: 75.39% R: 48.61% F: 59.11%
463
+ 2024-03-22 17:47:47 INFO test: loss: nan - UP: 65.12% UR: 45.76% UF: 53.75% P: 60.22% R: 42.32% F: 49.71%
464
+ 2024-03-22 17:47:47 INFO 0:00:02.816046s elapsed
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+ 2024-03-22 17:47:47 INFO Epoch 67 / 5000:
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+ 2024-03-22 17:47:49 INFO lr: 4.9330e-05 - loss: 0.0675 - UP: 88.19% UR: 76.68% UF: 82.03% P: 87.83% R: 76.37% F: 81.70%
468
+ 2024-03-22 17:47:49 INFO dev: loss: 0.2359 - UP: 54.09% UR: 54.91% UF: 54.50% P: 51.61% R: 52.39% F: 52.00%
469
+ 2024-03-22 17:47:49 INFO test: loss: nan - UP: 50.89% UR: 55.06% UF: 52.89% P: 46.79% R: 50.62% F: 48.63%
470
+ 2024-03-22 17:47:49 INFO 0:00:02.816787s elapsed
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+ 2024-03-22 17:47:49 INFO Epoch 68 / 5000:
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+ 2024-03-22 17:47:52 INFO lr: 4.9320e-05 - loss: 0.0057 - UP: 90.63% UR: 78.53% UF: 84.15% P: 90.34% R: 78.27% F: 83.87%
474
+ 2024-03-22 17:47:52 INFO dev: loss: 0.1634 - UP: 73.44% UR: 47.36% UF: 57.58% P: 68.36% R: 44.08% F: 53.60%
475
+ 2024-03-22 17:47:52 INFO test: loss: nan - UP: 66.56% UR: 38.76% UF: 48.99% P: 61.28% R: 35.68% F: 45.10%
476
+ 2024-03-22 17:47:52 INFO 0:00:02.820976s elapsed
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+ 2024-03-22 17:47:52 INFO Epoch 69 / 5000:
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+ 2024-03-22 17:47:54 INFO lr: 4.9310e-05 - loss: 0.0056 - UP: 91.50% UR: 75.71% UF: 82.86% P: 91.37% R: 75.60% F: 82.74%
480
+ 2024-03-22 17:47:55 INFO dev: loss: 0.2012 - UP: 66.78% UR: 51.64% UF: 58.24% P: 63.52% R: 49.12% F: 55.40%
481
+ 2024-03-22 17:47:55 INFO test: loss: nan - UP: 66.31% UR: 41.35% UF: 50.94% P: 61.91% R: 38.61% F: 47.56%
482
+ 2024-03-22 17:47:55 INFO 0:00:02.865730s elapsed
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+ 2024-03-22 17:47:55 INFO Epoch 70 / 5000:
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+ 2024-03-22 17:47:57 INFO lr: 4.9300e-05 - loss: 0.0057 - UP: 92.10% UR: 82.07% UF: 86.80% P: 91.64% R: 81.66% F: 86.37%
486
+ 2024-03-22 17:47:57 INFO dev: loss: 0.1367 - UP: 69.74% UR: 53.40% UF: 60.49% P: 68.42% R: 52.39% F: 59.34%
487
+ 2024-03-22 17:47:58 INFO test: loss: nan - UP: 61.30% UR: 45.67% UF: 52.34% P: 57.17% R: 42.59% F: 48.82%
488
+ 2024-03-22 17:47:58 INFO 0:00:02.826798s elapsed
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+ 2024-03-22 17:47:58 INFO Epoch 71 / 5000:
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+ 2024-03-22 17:48:00 INFO lr: 4.9290e-05 - loss: 0.0209 - UP: 94.08% UR: 84.08% UF: 88.80% P: 93.85% R: 83.87% F: 88.58%
492
+ 2024-03-22 17:48:00 INFO dev: loss: 0.1528 - UP: 71.43% UR: 56.68% UF: 63.20% P: 66.67% R: 52.90% F: 58.99%
493
+ 2024-03-22 17:48:01 INFO test: loss: nan - UP: 61.07% UR: 51.19% UF: 55.70% P: 56.90% R: 47.69% F: 51.89%
494
+ 2024-03-22 17:48:01 INFO 0:00:02.860823s elapsed
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+ 2024-03-22 17:48:01 INFO Epoch 72 / 5000:
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+ 2024-03-22 17:48:03 INFO lr: 4.9280e-05 - loss: 0.0210 - UP: 91.83% UR: 83.72% UF: 87.59% P: 90.65% R: 82.64% F: 86.46%
498
+ 2024-03-22 17:48:03 INFO dev: loss: 0.1641 - UP: 80.65% UR: 37.78% UF: 51.46% P: 80.65% R: 37.78% F: 51.46%
499
+ 2024-03-22 17:48:04 INFO test: loss: nan - UP: 76.84% UR: 32.15% UF: 45.33% P: 71.50% R: 29.91% F: 42.18%
500
+ 2024-03-22 17:48:04 INFO 0:00:02.818546s elapsed
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+ 2024-03-22 17:48:04 INFO Epoch 73 / 5000:
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+ 2024-03-22 17:48:06 INFO lr: 4.9270e-05 - loss: 0.0054 - UP: 86.67% UR: 76.78% UF: 81.43% P: 85.33% R: 75.60% F: 80.17%
504
+ 2024-03-22 17:48:06 INFO dev: loss: 0.1564 - UP: 78.81% UR: 46.85% UF: 58.77% P: 75.42% R: 44.84% F: 56.24%
505
+ 2024-03-22 17:48:06 INFO test: loss: nan - UP: 64.38% UR: 40.87% UF: 50.00% P: 56.68% R: 35.98% F: 44.02%
506
+ 2024-03-22 17:48:06 INFO 0:00:02.792680s elapsed
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+ 2024-03-22 17:48:06 INFO Epoch 74 / 5000:
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+ 2024-03-22 17:48:09 INFO lr: 4.9260e-05 - loss: 0.1515 - UP: 87.49% UR: 67.54% UF: 76.23% P: 86.03% R: 66.41% F: 74.96%
510
+ 2024-03-22 17:48:09 INFO dev: loss: 0.1721 - UP: 66.42% UR: 45.34% UF: 53.89% P: 64.58% R: 44.08% F: 52.40%
511
+ 2024-03-22 17:48:09 INFO test: loss: nan - UP: 66.41% UR: 38.73% UF: 48.92% P: 60.61% R: 35.35% F: 44.65%
512
+ 2024-03-22 17:48:09 INFO 0:00:02.841978s elapsed
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+ 2024-03-22 17:48:09 INFO Epoch 75 / 5000:
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+ 2024-03-22 17:48:11 INFO lr: 4.9250e-05 - loss: 0.0045 - UP: 90.44% UR: 73.39% UF: 81.03% P: 89.75% R: 72.83% F: 80.41%
516
+ 2024-03-22 17:48:12 INFO dev: loss: 0.1520 - UP: 70.23% UR: 52.90% UF: 60.34% P: 66.56% R: 50.13% F: 57.18%
517
+ 2024-03-22 17:48:12 INFO test: loss: nan - UP: 61.26% UR: 48.78% UF: 54.31% P: 55.27% R: 44.01% F: 49.00%
518
+ 2024-03-22 17:48:12 INFO 0:00:02.857476s elapsed
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+ 2024-03-22 17:48:12 INFO Epoch 76 / 5000:
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+ 2024-03-22 17:48:14 INFO lr: 4.9240e-05 - loss: 0.0041 - UP: 91.56% UR: 78.02% UF: 84.25% P: 91.20% R: 77.71% F: 83.92%
522
+ 2024-03-22 17:48:14 INFO dev: loss: 0.1796 - UP: 78.44% UR: 43.07% UF: 55.61% P: 76.15% R: 41.81% F: 53.98%
523
+ 2024-03-22 17:48:15 INFO test: loss: nan - UP: 67.68% UR: 38.42% UF: 49.02% P: 62.47% R: 35.47% F: 45.24%
524
+ 2024-03-22 17:48:15 INFO 0:00:02.820571s elapsed
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+ 2024-03-22 17:48:15 INFO Epoch 77 / 5000:
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+ 2024-03-22 17:48:17 INFO lr: 4.9230e-05 - loss: 0.0121 - UP: 91.96% UR: 81.05% UF: 86.16% P: 91.78% R: 80.89% F: 86.00%
528
+ 2024-03-22 17:48:17 INFO dev: loss: 0.1687 - UP: 66.36% UR: 55.16% UF: 60.25% P: 63.03% R: 52.39% F: 57.22%
529
+ 2024-03-22 17:48:18 INFO test: loss: nan - UP: 58.30% UR: 51.22% UF: 54.53% P: 53.69% R: 47.18% F: 50.22%
530
+ 2024-03-22 17:48:18 INFO 0:00:02.811302s elapsed
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+ 2024-03-22 17:48:18 INFO Epoch 78 / 5000:
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+ 2024-03-22 17:48:20 INFO lr: 4.9220e-05 - loss: 0.0048 - UP: 93.89% UR: 86.08% UF: 89.82% P: 93.84% R: 86.03% F: 89.76%
534
+ 2024-03-22 17:48:20 INFO dev: loss: 0.1651 - UP: 73.02% UR: 51.13% UF: 60.15% P: 70.14% R: 49.12% F: 57.78%
535
+ 2024-03-22 17:48:21 INFO test: loss: nan - UP: 66.19% UR: 45.03% UF: 53.60% P: 60.38% R: 41.08% F: 48.90%
536
+ 2024-03-22 17:48:21 INFO 0:00:02.830114s elapsed
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+ 2024-03-22 17:48:21 INFO Epoch 79 / 5000:
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+ 2024-03-22 17:48:23 INFO lr: 4.9210e-05 - loss: 0.0021 - UP: 94.42% UR: 84.28% UF: 89.06% P: 94.07% R: 83.98% F: 88.74%
540
+ 2024-03-22 17:48:23 INFO dev: loss: 0.1582 - UP: 73.52% UR: 53.15% UF: 61.70% P: 70.38% R: 50.88% F: 59.06%
541
+ 2024-03-22 17:48:23 INFO test: loss: nan - UP: 62.32% UR: 45.34% UF: 52.49% P: 56.22% R: 40.90% F: 47.35%
542
+ 2024-03-22 17:48:23 INFO 0:00:02.866525s elapsed
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+ 2024-03-22 17:48:23 INFO Epoch 80 / 5000:
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+ 2024-03-22 17:48:26 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 93.64% UR: 82.43% UF: 87.68% P: 93.41% R: 82.23% F: 87.46%
546
+ 2024-03-22 17:48:26 INFO dev: loss: 0.2054 - UP: 72.32% UR: 52.64% UF: 60.93% P: 67.13% R: 48.87% F: 56.56%
547
+ 2024-03-22 17:48:26 INFO test: loss: nan - UP: 65.28% UR: 44.49% UF: 52.92% P: 59.61% R: 40.63% F: 48.32%
548
+ 2024-03-22 17:48:26 INFO 0:00:02.829089s elapsed
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+ 2024-03-22 17:48:26 INFO Epoch 81 / 5000:
551
+ 2024-03-22 17:48:28 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 93.77% UR: 85.11% UF: 89.23% P: 93.72% R: 85.05% F: 89.18%
552
+ 2024-03-22 17:48:29 INFO dev: loss: 0.1845 - UP: 77.70% UR: 52.64% UF: 62.76% P: 73.23% R: 49.62% F: 59.16%
553
+ 2024-03-22 17:48:29 INFO test: loss: nan - UP: 66.68% UR: 46.27% UF: 54.63% P: 61.20% R: 42.47% F: 50.14%
554
+ 2024-03-22 17:48:29 INFO 0:00:02.858199s elapsed
555
+
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+ 2024-03-22 17:48:36 INFO Epoch 51 saved
557
+ 2024-03-22 17:48:36 INFO dev: UP: 77.19% UR: 55.42% UF: 64.52% P: 76.14% R: 54.66% F: 63.64%
558
+ 2024-03-22 17:48:36 INFO test: UP: 65.22% UR: 50.95% UF: 57.21% P: 60.12% R: 46.97% F: 52.74%
559
+ 2024-03-22 17:48:36 INFO 0:03:49.554483s elapsed, 0:00:02.834006s/epoch