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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/norec/sdp_byKNNi6_desc/10/model_vi_norec_nbbert_6 +3 -0
  3. models/norec/sdp_byKNNi6_desc/10/model_vi_norec_nbbert_6.train.log +648 -0
  4. models/norec/sdp_byKNNi6_desc/10/model_vi_norec_xlm_6 +3 -0
  5. models/norec/sdp_byKNNi6_desc/10/model_vi_norec_xlm_6.train.log +384 -0
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+ 2024-08-11 23:38:22 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/norec/sdp_byKNNi6_desc/10/model_vi_norec_nbbert_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi6_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi6_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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 | NbAiLab/nb-bert-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 23:38:22 INFO Building the fields
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+ 2024-08-11 23:38:23 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-11 23:38:23 INFO Building the model
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+ 2024-08-11 23:38:25 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(NbAiLab/nb-bert-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-11 23:38:25 INFO Loading the data
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+ 2024-08-11 23:38:26 INFO
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+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 23:38:26 INFO Epoch 1 / 5000:
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+ 2024-08-11 23:38:29 INFO lr: 4.9990e-05 - loss: 0.2170 - UP: 2.42% UR: 5.20% UF: 3.30% P: 1.07% R: 2.31% F: 1.47%
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+ 2024-08-11 23:38:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 23:38:30 INFO test: loss: 0.1614 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 23:38:30 INFO 0:00:03.827183s elapsed
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+
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+ 2024-08-11 23:38:30 INFO Epoch 2 / 5000:
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+ 2024-08-11 23:38:32 INFO lr: 4.9980e-05 - loss: 0.1637 - UP: 11.43% UR: 3.34% UF: 5.16% P: 6.15% R: 1.80% F: 2.78%
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+ 2024-08-11 23:38:32 INFO dev: loss: nan - UP: 46.15% UR: 1.00% UF: 1.95% P: 23.08% R: 0.50% F: 0.98%
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+ 2024-08-11 23:38:33 INFO test: loss: 0.1513 - UP: 51.23% UR: 1.40% UF: 2.73% P: 42.86% R: 1.17% F: 2.28%
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+ 2024-08-11 23:38:36 INFO 0:00:03.343630s elapsed (saved)
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+
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+ 2024-08-11 23:38:36 INFO Epoch 3 / 5000:
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+ 2024-08-11 23:38:38 INFO lr: 4.9970e-05 - loss: 0.1439 - UP: 39.11% UR: 10.13% UF: 16.10% P: 33.66% R: 8.72% F: 13.86%
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+ 2024-08-11 23:38:38 INFO dev: loss: nan - UP: 29.29% UR: 4.83% UF: 8.29% P: 15.15% R: 2.50% F: 4.29%
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+ 2024-08-11 23:38:39 INFO test: loss: 0.1559 - UP: 31.51% UR: 2.79% UF: 5.12% P: 19.18% R: 1.70% F: 3.12%
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+ 2024-08-11 23:38:44 INFO 0:00:03.228529s elapsed (saved)
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+
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+ 2024-08-11 23:38:44 INFO Epoch 4 / 5000:
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+ 2024-08-11 23:38:46 INFO lr: 4.9960e-05 - loss: 0.0454 - UP: 56.01% UR: 20.01% UF: 29.49% P: 51.35% R: 18.35% F: 27.03%
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+ 2024-08-11 23:38:46 INFO dev: loss: nan - UP: 61.90% UR: 2.16% UF: 4.18% P: 38.10% R: 1.33% F: 2.57%
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+ 2024-08-11 23:38:47 INFO test: loss: 0.1461 - UP: 59.24% UR: 1.90% UF: 3.68% P: 44.96% R: 1.44% F: 2.79%
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+ 2024-08-11 23:38:47 INFO 0:00:03.395786s elapsed
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+
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+ 2024-08-11 23:38:47 INFO Epoch 5 / 5000:
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+ 2024-08-11 23:38:49 INFO lr: 4.9950e-05 - loss: 0.1004 - UP: 47.35% UR: 25.21% UF: 32.90% P: 44.22% R: 23.54% F: 30.72%
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+ 2024-08-11 23:38:50 INFO dev: loss: nan - UP: 60.00% UR: 3.99% UF: 7.49% P: 47.50% R: 3.16% F: 5.93%
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+ 2024-08-11 23:38:51 INFO test: loss: 0.1427 - UP: 64.50% UR: 3.20% UF: 6.10% P: 52.85% R: 2.63% F: 5.00%
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+ 2024-08-11 23:38:55 INFO 0:00:03.352442s elapsed (saved)
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+
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+ 2024-08-11 23:38:55 INFO Epoch 6 / 5000:
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+ 2024-08-11 23:38:57 INFO lr: 4.9940e-05 - loss: 0.0676 - UP: 68.93% UR: 24.76% UF: 36.43% P: 66.96% R: 24.05% F: 35.39%
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+ 2024-08-11 23:38:58 INFO dev: loss: nan - UP: 53.12% UR: 5.66% UF: 10.23% P: 35.94% R: 3.83% F: 6.92%
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+ 2024-08-11 23:38:58 INFO test: loss: 0.1905 - UP: 57.04% UR: 4.42% UF: 8.20% P: 45.57% R: 3.53% F: 6.55%
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+ 2024-08-11 23:39:03 INFO 0:00:03.527088s elapsed (saved)
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+
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+ 2024-08-11 23:39:03 INFO Epoch 7 / 5000:
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+ 2024-08-11 23:39:05 INFO lr: 4.9930e-05 - loss: 0.0591 - UP: 67.54% UR: 34.70% UF: 45.85% P: 66.54% R: 34.19% F: 45.17%
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+ 2024-08-11 23:39:06 INFO dev: loss: nan - UP: 52.94% UR: 5.99% UF: 10.76% P: 41.18% R: 4.66% F: 8.37%
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+ 2024-08-11 23:39:06 INFO test: loss: 0.1966 - UP: 45.57% UR: 5.26% UF: 9.44% P: 34.03% R: 3.93% F: 7.05%
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+ 2024-08-11 23:39:11 INFO 0:00:03.451098s elapsed (saved)
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+
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+ 2024-08-11 23:39:11 INFO Epoch 8 / 5000:
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+ 2024-08-11 23:39:13 INFO lr: 4.9920e-05 - loss: 0.0877 - UP: 62.46% UR: 38.42% UF: 47.58% P: 60.27% R: 37.08% F: 45.91%
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+ 2024-08-11 23:39:13 INFO dev: loss: nan - UP: 47.60% UR: 16.47% UF: 24.47% P: 32.69% R: 11.31% F: 16.81%
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+ 2024-08-11 23:39:14 INFO test: loss: 0.1507 - UP: 41.14% UR: 13.53% UF: 20.36% P: 32.30% R: 10.62% F: 15.99%
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+ 2024-08-11 23:39:19 INFO 0:00:03.359708s elapsed (saved)
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+
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+ 2024-08-11 23:39:19 INFO Epoch 9 / 5000:
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+ 2024-08-11 23:39:21 INFO lr: 4.9910e-05 - loss: 0.0509 - UP: 70.61% UR: 50.87% UF: 59.13% P: 70.53% R: 50.80% F: 59.06%
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+ 2024-08-11 23:39:21 INFO dev: loss: nan - UP: 38.18% UR: 22.30% UF: 28.15% P: 27.35% R: 15.97% F: 20.17%
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+ 2024-08-11 23:39:22 INFO test: loss: 0.1894 - UP: 31.44% UR: 18.05% UF: 22.94% P: 25.21% R: 14.47% F: 18.39%
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+ 2024-08-11 23:39:26 INFO 0:00:03.488520s elapsed (saved)
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+
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+ 2024-08-11 23:39:26 INFO Epoch 10 / 5000:
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+ 2024-08-11 23:39:29 INFO lr: 4.9900e-05 - loss: 0.0597 - UP: 74.17% UR: 44.39% UF: 55.54% P: 73.63% R: 44.07% F: 55.14%
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+ 2024-08-11 23:39:29 INFO dev: loss: nan - UP: 56.25% UR: 8.99% UF: 15.49% P: 39.58% R: 6.32% F: 10.90%
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+ 2024-08-11 23:39:30 INFO test: loss: 0.1527 - UP: 50.68% UR: 7.47% UF: 13.02% P: 42.74% R: 6.30% F: 10.98%
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+ 2024-08-11 23:39:30 INFO 0:00:03.374315s elapsed
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+ 2024-08-11 23:39:30 INFO Epoch 11 / 5000:
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+ 2024-08-11 23:39:32 INFO lr: 4.9890e-05 - loss: 0.0311 - UP: 75.48% UR: 55.48% UF: 63.96% P: 75.04% R: 55.16% F: 63.59%
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+ 2024-08-11 23:39:32 INFO dev: loss: nan - UP: 42.51% UR: 23.63% UF: 30.37% P: 31.14% R: 17.30% F: 22.25%
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+ 2024-08-11 23:39:33 INFO test: loss: 0.1545 - UP: 37.55% UR: 20.88% UF: 26.84% P: 29.47% R: 16.38% F: 21.06%
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+ 2024-08-11 23:39:38 INFO 0:00:03.320431s elapsed (saved)
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+
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+ 2024-08-11 23:39:38 INFO Epoch 12 / 5000:
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+ 2024-08-11 23:39:40 INFO lr: 4.9880e-05 - loss: 0.0464 - UP: 85.69% UR: 63.76% UF: 73.12% P: 85.26% R: 63.44% F: 72.75%
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+ 2024-08-11 23:39:40 INFO dev: loss: nan - UP: 48.70% UR: 15.64% UF: 23.68% P: 35.75% R: 11.48% F: 17.38%
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+ 2024-08-11 23:39:41 INFO test: loss: 0.1632 - UP: 48.09% UR: 11.67% UF: 18.78% P: 37.88% R: 9.19% F: 14.80%
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+ 2024-08-11 23:39:41 INFO 0:00:03.207440s elapsed
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+
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+ 2024-08-11 23:39:41 INFO Epoch 13 / 5000:
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+ 2024-08-11 23:39:43 INFO lr: 4.9870e-05 - loss: 0.0233 - UP: 83.06% UR: 67.93% UF: 74.74% P: 82.98% R: 67.86% F: 74.66%
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+ 2024-08-11 23:39:43 INFO dev: loss: nan - UP: 51.98% UR: 15.31% UF: 23.65% P: 38.42% R: 11.31% F: 17.48%
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+ 2024-08-11 23:39:44 INFO test: loss: 0.1764 - UP: 48.14% UR: 13.27% UF: 20.81% P: 36.57% R: 10.08% F: 15.81%
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+ 2024-08-11 23:39:44 INFO 0:00:03.350615s elapsed
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+
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+ 2024-08-11 23:39:44 INFO Epoch 14 / 5000:
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+ 2024-08-11 23:39:46 INFO lr: 4.9860e-05 - loss: nan - UP: 86.48% UR: 70.17% UF: 77.48% P: 86.25% R: 69.98% F: 77.27%
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+ 2024-08-11 23:39:47 INFO dev: loss: nan - UP: 48.47% UR: 18.47% UF: 26.75% P: 35.37% R: 13.48% F: 19.52%
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+ 2024-08-11 23:39:47 INFO test: loss: 0.1753 - UP: 44.60% UR: 16.38% UF: 23.96% P: 34.96% R: 12.84% F: 18.79%
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+ 2024-08-11 23:39:47 INFO 0:00:03.329262s elapsed
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+ 2024-08-11 23:39:50 INFO lr: 4.9850e-05 - loss: 0.0267 - UP: 88.65% UR: 77.16% UF: 82.51% P: 88.28% R: 76.84% F: 82.17%
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+ 2024-08-11 23:39:50 INFO dev: loss: nan - UP: 52.48% UR: 17.64% UF: 26.40% P: 41.09% R: 13.81% F: 20.67%
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+ 2024-08-11 23:39:51 INFO test: loss: 0.1784 - UP: 50.02% UR: 14.89% UF: 22.95% P: 40.84% R: 12.16% F: 18.74%
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+ 2024-08-11 23:39:51 INFO 0:00:03.346226s elapsed
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+ 2024-08-11 23:39:53 INFO lr: 4.9840e-05 - loss: 0.0287 - UP: 90.18% UR: 80.69% UF: 85.17% P: 89.89% R: 80.44% F: 84.90%
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+ 2024-08-11 23:39:53 INFO dev: loss: nan - UP: 47.20% UR: 26.62% UF: 34.04% P: 29.50% R: 16.64% F: 21.28%
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+ 2024-08-11 23:39:54 INFO test: loss: 0.1748 - UP: 39.97% UR: 22.97% UF: 29.17% P: 29.76% R: 17.10% F: 21.72%
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+ 2024-08-11 23:39:54 INFO 0:00:03.413891s elapsed
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+ 2024-08-11 23:39:54 INFO Epoch 17 / 5000:
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+ 2024-08-11 23:39:57 INFO lr: 4.9830e-05 - loss: 0.0057 - UP: 89.26% UR: 77.87% UF: 83.18% P: 89.19% R: 77.81% F: 83.11%
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+ 2024-08-11 23:39:57 INFO dev: loss: nan - UP: 46.56% UR: 19.13% UF: 27.12% P: 33.60% R: 13.81% F: 19.58%
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+ 2024-08-11 23:39:58 INFO test: loss: 0.1758 - UP: 44.74% UR: 17.07% UF: 24.71% P: 35.04% R: 13.37% F: 19.35%
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+ 2024-08-11 23:39:58 INFO 0:00:03.422629s elapsed
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+ 2024-08-11 23:39:58 INFO Epoch 18 / 5000:
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+ 2024-08-11 23:40:00 INFO lr: 4.9820e-05 - loss: 0.0143 - UP: 92.18% UR: 80.95% UF: 86.20% P: 92.04% R: 80.82% F: 86.07%
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+ 2024-08-11 23:40:00 INFO dev: loss: nan - UP: 47.56% UR: 24.29% UF: 32.16% P: 35.50% R: 18.14% F: 24.01%
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+ 2024-08-11 23:40:01 INFO test: loss: 0.1843 - UP: 43.15% UR: 21.34% UF: 28.56% P: 33.05% R: 16.34% F: 21.87%
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+ 2024-08-11 23:40:06 INFO 0:00:03.464011s elapsed (saved)
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+ 2024-08-11 23:40:06 INFO Epoch 19 / 5000:
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+ 2024-08-11 23:40:08 INFO lr: 4.9810e-05 - loss: 0.0189 - UP: 89.75% UR: 81.98% UF: 85.69% P: 89.61% R: 81.85% F: 85.55%
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+ 2024-08-11 23:40:08 INFO dev: loss: nan - UP: 51.80% UR: 23.96% UF: 32.76% P: 38.85% R: 17.97% F: 24.57%
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+ 2024-08-11 23:40:09 INFO test: loss: 0.1938 - UP: 42.41% UR: 18.54% UF: 25.80% P: 34.12% R: 14.92% F: 20.76%
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+ 2024-08-11 23:40:13 INFO 0:00:03.307944s elapsed (saved)
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+ 2024-08-11 23:40:13 INFO Epoch 20 / 5000:
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+ 2024-08-11 23:40:16 INFO lr: 4.9800e-05 - loss: 0.0416 - UP: 90.06% UR: 83.64% UF: 86.73% P: 89.99% R: 83.58% F: 86.66%
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+ 2024-08-11 23:40:16 INFO dev: loss: nan - UP: 49.80% UR: 20.63% UF: 29.18% P: 36.14% R: 14.98% F: 21.18%
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+ 2024-08-11 23:40:17 INFO test: loss: 0.1973 - UP: 44.04% UR: 17.89% UF: 25.45% P: 34.76% R: 14.12% F: 20.08%
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+ 2024-08-11 23:40:17 INFO 0:00:03.356054s elapsed
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+ 2024-08-11 23:40:30 INFO test: loss: 0.2216 - UP: 42.82% UR: 17.23% UF: 24.58% P: 30.21% R: 12.16% F: 17.34%
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+ 2024-08-11 23:40:34 INFO test: loss: 0.2280 - UP: 37.40% UR: 26.47% UF: 31.00% P: 29.58% R: 20.93% F: 24.52%
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+ 2024-08-11 23:40:41 INFO dev: loss: nan - UP: 46.82% UR: 20.80% UF: 28.80% P: 33.33% R: 14.81% F: 20.51%
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+ 2024-08-11 23:40:41 INFO test: loss: 0.2225 - UP: 43.05% UR: 17.97% UF: 25.36% P: 34.31% R: 14.32% F: 20.21%
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+ 2024-08-11 23:40:45 INFO test: loss: 0.1951 - UP: 43.74% UR: 17.88% UF: 25.38% P: 34.58% R: 14.14% F: 20.07%
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+ 2024-08-11 23:40:47 INFO dev: loss: nan - UP: 47.86% UR: 20.47% UF: 28.67% P: 33.46% R: 14.31% F: 20.05%
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+ 2024-08-11 23:40:50 INFO lr: 4.9710e-05 - loss: 0.0044 - UP: 96.38% UR: 92.24% UF: 94.26% P: 96.11% R: 91.98% F: 94.00%
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+ 2024-08-11 23:41:00 INFO test: loss: 0.2344 - UP: 42.09% UR: 22.78% UF: 29.56% P: 33.06% R: 17.89% F: 23.22%
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+ 2024-08-11 23:41:02 INFO dev: loss: nan - UP: 53.37% UR: 28.95% UF: 37.54% P: 38.96% R: 21.13% F: 27.40%
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+ 2024-08-11 23:41:11 INFO test: loss: 0.2361 - UP: 42.30% UR: 24.97% UF: 31.41% P: 32.41% R: 19.13% F: 24.06%
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+ 2024-08-11 23:41:13 INFO dev: loss: nan - UP: 59.26% UR: 21.30% UF: 31.33% P: 42.13% R: 15.14% F: 22.28%
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+ 2024-08-11 23:41:16 INFO lr: 4.9660e-05 - loss: 0.0004 - UP: 94.82% UR: 91.66% UF: 93.22% P: 94.82% R: 91.66% F: 93.22%
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+ 2024-08-11 23:41:20 INFO lr: 4.9650e-05 - loss: 0.0404 - UP: 95.09% UR: 88.13% UF: 91.48% P: 95.02% R: 88.07% F: 91.41%
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+ 2024-08-11 23:41:20 INFO dev: loss: nan - UP: 41.52% UR: 39.93% UF: 40.71% P: 27.85% R: 26.79% F: 27.31%
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+ 2024-08-11 23:41:21 INFO test: loss: 0.2514 - UP: 28.79% UR: 36.21% UF: 32.08% P: 21.19% R: 26.66% F: 23.61%
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+ 2024-08-11 23:41:23 INFO lr: 4.9640e-05 - loss: 0.0036 - UP: 95.71% UR: 91.53% UF: 93.57% P: 95.71% R: 91.53% F: 93.57%
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+ 2024-08-11 23:41:23 INFO dev: loss: nan - UP: 48.41% UR: 30.45% UF: 37.39% P: 34.66% R: 21.80% F: 26.76%
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+ 2024-08-11 23:41:24 INFO test: loss: 0.2026 - UP: 41.09% UR: 27.33% UF: 32.83% P: 31.03% R: 20.64% F: 24.79%
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+ 2024-08-11 23:41:26 INFO lr: 4.9630e-05 - loss: 0.0089 - UP: 97.46% UR: 93.52% UF: 95.45% P: 97.33% R: 93.39% F: 95.32%
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+ 2024-08-11 23:41:26 INFO dev: loss: nan - UP: 47.26% UR: 22.96% UF: 30.91% P: 36.64% R: 17.80% F: 23.96%
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+ 2024-08-11 23:41:27 INFO test: loss: 0.2190 - UP: 43.21% UR: 21.07% UF: 28.33% P: 35.51% R: 17.31% F: 23.28%
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+ 2024-08-11 23:41:29 INFO lr: 4.9620e-05 - loss: 0.0046 - UP: 97.86% UR: 93.91% UF: 95.84% P: 97.86% R: 93.91% F: 95.84%
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+ 2024-08-11 23:41:30 INFO dev: loss: nan - UP: 50.13% UR: 32.78% UF: 39.64% P: 34.61% R: 22.63% F: 27.36%
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+ 2024-08-11 23:41:31 INFO test: loss: 0.2274 - UP: 39.19% UR: 30.01% UF: 33.99% P: 28.96% R: 22.17% F: 25.11%
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+ 2024-08-11 23:41:33 INFO lr: 4.9610e-05 - loss: 0.0080 - UP: 97.36% UR: 94.55% UF: 95.93% P: 97.36% R: 94.55% F: 95.93%
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+ 2024-08-11 23:41:33 INFO dev: loss: nan - UP: 52.15% UR: 28.29% UF: 36.68% P: 40.49% R: 21.96% F: 28.48%
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+ 2024-08-11 23:41:38 INFO 0:00:03.399985s elapsed (saved)
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+ 2024-08-11 23:41:40 INFO lr: 4.9600e-05 - loss: 0.0006 - UP: 97.97% UR: 96.15% UF: 97.05% P: 97.97% R: 96.15% F: 97.05%
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+ 2024-08-11 23:41:41 INFO dev: loss: nan - UP: 49.86% UR: 29.95% UF: 37.42% P: 34.90% R: 20.97% F: 26.20%
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+ 2024-08-11 23:41:42 INFO test: loss: 0.3585 - UP: 38.64% UR: 26.98% UF: 31.77% P: 25.97% R: 18.13% F: 21.36%
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+ 2024-08-11 23:41:44 INFO lr: 4.9590e-05 - loss: 0.0065 - UP: 96.30% UR: 95.19% UF: 95.74% P: 96.30% R: 95.19% F: 95.74%
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+ 2024-08-11 23:41:44 INFO dev: loss: nan - UP: 46.95% UR: 29.45% UF: 36.20% P: 32.36% R: 20.30% F: 24.95%
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+ 2024-08-11 23:41:45 INFO test: loss: 0.3210 - UP: 40.99% UR: 25.83% UF: 31.69% P: 31.50% R: 19.86% F: 24.36%
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+ 2024-08-11 23:41:47 INFO lr: 4.9580e-05 - loss: 0.0037 - UP: 98.42% UR: 95.64% UF: 97.01% P: 98.35% R: 95.57% F: 96.94%
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+ 2024-08-11 23:41:48 INFO dev: loss: nan - UP: 47.01% UR: 26.12% UF: 33.58% P: 34.43% R: 19.13% F: 24.60%
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+ 2024-08-11 23:41:49 INFO test: loss: 0.2832 - UP: 37.78% UR: 22.42% UF: 28.14% P: 29.43% R: 17.46% F: 21.92%
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+ 2024-08-11 23:41:51 INFO lr: 4.9570e-05 - loss: 0.0170 - UP: 96.43% UR: 93.65% UF: 95.02% P: 96.17% R: 93.39% F: 94.76%
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+ 2024-08-11 23:41:52 INFO test: loss: 0.2610 - UP: 42.60% UR: 27.57% UF: 33.47% P: 31.63% R: 20.48% F: 24.86%
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+ 2024-08-11 23:41:54 INFO lr: 4.9560e-05 - loss: 0.0033 - UP: 96.21% UR: 94.48% UF: 95.34% P: 96.21% R: 94.48% F: 95.34%
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+ 2024-08-11 23:41:54 INFO dev: loss: nan - UP: 51.68% UR: 28.12% UF: 36.42% P: 39.14% R: 21.30% F: 27.59%
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+ 2024-08-11 23:41:55 INFO test: loss: 0.2479 - UP: 40.00% UR: 24.84% UF: 30.65% P: 31.09% R: 19.31% F: 23.82%
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+ 2024-08-11 23:41:58 INFO dev: loss: nan - UP: 50.15% UR: 27.45% UF: 35.48% P: 38.91% R: 21.30% F: 27.53%
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+ 2024-08-11 23:41:59 INFO test: loss: 0.2360 - UP: 42.87% UR: 26.44% UF: 32.71% P: 33.99% R: 20.96% F: 25.93%
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+ 2024-08-11 23:42:01 INFO dev: loss: nan - UP: 53.39% UR: 20.97% UF: 30.11% P: 40.68% R: 15.97% F: 22.94%
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+ 2024-08-11 23:42:02 INFO test: loss: 0.2472 - UP: 43.87% UR: 20.17% UF: 27.63% P: 35.26% R: 16.21% F: 22.21%
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+ 2024-08-11 23:42:05 INFO test: loss: 0.2689 - UP: 38.99% UR: 33.63% UF: 36.11% P: 29.70% R: 25.62% F: 27.51%
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+ 2024-08-11 23:42:12 INFO lr: 4.9520e-05 - loss: 0.0003 - UP: 99.16% UR: 98.01% UF: 98.58% P: 99.16% R: 98.01% F: 98.58%
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+ 2024-08-11 23:42:13 INFO test: loss: 0.2614 - UP: 41.20% UR: 29.54% UF: 34.41% P: 31.98% R: 22.93% F: 26.71%
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+ 2024-08-11 23:42:23 INFO test: loss: 0.2867 - UP: 41.99% UR: 25.11% UF: 31.42% P: 30.03% R: 17.96% F: 22.48%
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+ 2024-08-11 23:42:27 INFO test: loss: 0.2664 - UP: 42.31% UR: 25.98% UF: 32.19% P: 32.99% R: 20.26% F: 25.10%
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+ 2024-08-11 23:42:50 INFO 0:00:03.336493s elapsed
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437
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+ 2024-08-11 23:43:00 INFO test: loss: 0.3262 - UP: 40.77% UR: 30.72% UF: 35.04% P: 31.05% R: 23.40% F: 26.69%
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443
+ 2024-08-11 23:43:07 INFO dev: loss: nan - UP: 49.66% UR: 48.09% UF: 48.86% P: 32.65% R: 31.61% F: 32.12%
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+ 2024-08-11 23:43:08 INFO test: loss: 0.3243 - UP: 36.87% UR: 38.03% UF: 37.44% P: 27.50% R: 28.37% F: 27.93%
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449
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+ 2024-08-11 23:43:18 INFO dev: loss: nan - UP: 53.11% UR: 42.60% UF: 47.28% P: 35.89% R: 28.79% F: 31.95%
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+ 2024-08-11 23:43:22 INFO dev: loss: nan - UP: 54.18% UR: 43.09% UF: 48.01% P: 36.40% R: 28.95% F: 32.25%
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+ 2024-08-11 23:43:23 INFO test: loss: 0.3060 - UP: 40.62% UR: 33.98% UF: 37.00% P: 30.08% R: 25.16% F: 27.40%
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+ 2024-08-11 23:43:27 INFO 0:00:03.426257s elapsed (saved)
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+ 2024-08-11 23:43:30 INFO dev: loss: nan - UP: 57.70% UR: 34.28% UF: 43.01% P: 40.62% R: 24.13% F: 30.27%
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+ 2024-08-11 23:43:30 INFO test: loss: 0.3092 - UP: 43.37% UR: 27.46% UF: 33.63% P: 32.91% R: 20.84% F: 25.52%
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+ 2024-08-11 23:43:30 INFO 0:00:03.314922s elapsed
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+ 2024-08-11 23:43:33 INFO dev: loss: nan - UP: 45.91% UR: 48.59% UF: 47.21% P: 30.82% R: 32.61% F: 31.69%
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+ 2024-08-11 23:43:34 INFO test: loss: 0.3505 - UP: 35.26% UR: 40.70% UF: 37.78% P: 26.10% R: 30.13% F: 27.97%
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+ 2024-08-11 23:43:36 INFO lr: 4.9310e-05 - loss: 0.0071 - UP: 99.48% UR: 98.97% UF: 99.23% P: 99.48% R: 98.97% F: 99.23%
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+ 2024-08-11 23:43:36 INFO dev: loss: nan - UP: 54.02% UR: 35.77% UF: 43.04% P: 36.43% R: 24.13% F: 29.03%
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+ 2024-08-11 23:43:37 INFO test: loss: 0.3219 - UP: 40.68% UR: 30.39% UF: 34.79% P: 30.46% R: 22.75% F: 26.05%
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+ 2024-08-11 23:43:37 INFO 0:00:03.458911s elapsed
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+ 2024-08-11 23:43:39 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 98.58% UR: 98.27% UF: 98.43% P: 98.58% R: 98.27% F: 98.43%
485
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+ 2024-08-11 23:43:41 INFO test: loss: 0.3244 - UP: 36.10% UR: 38.35% UF: 37.19% P: 27.07% R: 28.77% F: 27.90%
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+ 2024-08-11 23:43:43 INFO lr: 4.9290e-05 - loss: 0.0006 - UP: 99.28% UR: 97.75% UF: 98.51% P: 99.28% R: 97.75% F: 98.51%
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+ 2024-08-11 23:43:43 INFO dev: loss: nan - UP: 53.25% UR: 40.93% UF: 46.28% P: 36.36% R: 27.95% F: 31.61%
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+ 2024-08-11 23:43:44 INFO test: loss: 0.3107 - UP: 38.08% UR: 34.96% UF: 36.45% P: 28.93% R: 26.56% F: 27.70%
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+ 2024-08-11 23:43:46 INFO lr: 4.9280e-05 - loss: 0.0009 - UP: 96.21% UR: 96.09% UF: 96.15% P: 96.08% R: 95.96% F: 96.02%
497
+ 2024-08-11 23:43:47 INFO dev: loss: nan - UP: 54.63% UR: 39.27% UF: 45.69% P: 34.95% R: 25.12% F: 29.24%
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+ 2024-08-11 23:43:47 INFO test: loss: 0.3157 - UP: 35.64% UR: 30.12% UF: 32.65% P: 25.12% R: 21.23% F: 23.01%
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+ 2024-08-11 23:43:47 INFO 0:00:03.364490s elapsed
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+ 2024-08-11 23:43:50 INFO lr: 4.9270e-05 - loss: 0.0141 - UP: 93.68% UR: 93.20% UF: 93.44% P: 93.62% R: 93.14% F: 93.38%
503
+ 2024-08-11 23:43:50 INFO dev: loss: nan - UP: 50.78% UR: 32.45% UF: 39.59% P: 34.90% R: 22.30% F: 27.21%
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+ 2024-08-11 23:43:51 INFO test: loss: 0.2942 - UP: 41.26% UR: 30.65% UF: 35.18% P: 31.19% R: 23.17% F: 26.59%
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+ 2024-08-11 23:43:51 INFO 0:00:03.357189s elapsed
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+ 2024-08-11 23:43:53 INFO lr: 4.9260e-05 - loss: 0.2021 - UP: 93.98% UR: 82.04% UF: 87.60% P: 93.53% R: 81.65% F: 87.19%
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+ 2024-08-11 23:43:53 INFO dev: loss: nan - UP: 45.96% UR: 30.28% UF: 36.51% P: 33.33% R: 21.96% F: 26.48%
510
+ 2024-08-11 23:43:54 INFO test: loss: 0.3054 - UP: 33.57% UR: 25.61% UF: 29.05% P: 25.33% R: 19.32% F: 21.92%
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+ 2024-08-11 23:43:54 INFO 0:00:03.316375s elapsed
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+ 2024-08-11 23:43:56 INFO lr: 4.9250e-05 - loss: 0.0721 - UP: 75.47% UR: 72.23% UF: 73.81% P: 74.13% R: 70.94% F: 72.50%
515
+ 2024-08-11 23:43:57 INFO dev: loss: nan - UP: 35.04% UR: 52.25% UF: 41.95% P: 21.99% R: 32.78% F: 26.32%
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+ 2024-08-11 23:43:57 INFO test: loss: 0.3391 - UP: 26.23% UR: 43.31% UF: 32.67% P: 19.07% R: 31.49% F: 23.76%
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+ 2024-08-11 23:43:57 INFO 0:00:03.398330s elapsed
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+ 2024-08-11 23:44:00 INFO lr: 4.9240e-05 - loss: 0.5419 - UP: 83.94% UR: 78.13% UF: 80.93% P: 81.46% R: 75.82% F: 78.54%
521
+ 2024-08-11 23:44:00 INFO dev: loss: nan - UP: 54.70% UR: 27.12% UF: 36.26% P: 40.94% R: 20.30% F: 27.14%
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+ 2024-08-11 23:44:01 INFO test: loss: 0.2639 - UP: 43.67% UR: 19.40% UF: 26.86% P: 31.58% R: 14.03% F: 19.43%
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+ 2024-08-11 23:44:01 INFO 0:00:03.266720s elapsed
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+ 2024-08-11 23:44:03 INFO lr: 4.9230e-05 - loss: 0.0489 - UP: 90.09% UR: 77.55% UF: 83.35% P: 88.38% R: 76.07% F: 81.76%
527
+ 2024-08-11 23:44:03 INFO dev: loss: nan - UP: 41.72% UR: 46.92% UF: 44.17% P: 28.11% R: 31.61% F: 29.76%
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+ 2024-08-11 23:44:04 INFO test: loss: 0.2345 - UP: 29.05% UR: 42.18% UF: 34.40% P: 21.09% R: 30.63% F: 24.98%
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+ 2024-08-11 23:44:04 INFO 0:00:03.436182s elapsed
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+ 2024-08-11 23:44:06 INFO lr: 4.9220e-05 - loss: 0.0084 - UP: 92.04% UR: 85.31% UF: 88.55% P: 90.03% R: 83.45% F: 86.62%
533
+ 2024-08-11 23:44:07 INFO dev: loss: nan - UP: 53.67% UR: 26.79% UF: 35.74% P: 43.33% R: 21.63% F: 28.86%
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+ 2024-08-11 23:44:08 INFO test: loss: 0.2703 - UP: 43.31% UR: 20.38% UF: 27.72% P: 31.46% R: 14.81% F: 20.14%
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+ 2024-08-11 23:44:08 INFO 0:00:03.419701s elapsed
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+ 2024-08-11 23:44:10 INFO lr: 4.9210e-05 - loss: 0.0035 - UP: 95.16% UR: 87.04% UF: 90.92% P: 92.50% R: 84.61% F: 88.38%
539
+ 2024-08-11 23:44:10 INFO dev: loss: nan - UP: 45.95% UR: 42.43% UF: 44.12% P: 31.35% R: 28.95% F: 30.10%
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+ 2024-08-11 23:44:11 INFO test: loss: 0.2599 - UP: 36.66% UR: 36.46% UF: 36.56% P: 26.18% R: 26.04% F: 26.11%
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+ 2024-08-11 23:44:13 INFO lr: 4.9200e-05 - loss: 0.0128 - UP: 92.31% UR: 86.21% UF: 89.15% P: 91.48% R: 85.44% F: 88.36%
545
+ 2024-08-11 23:44:14 INFO dev: loss: nan - UP: 49.88% UR: 33.94% UF: 40.40% P: 33.25% R: 22.63% F: 26.93%
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+ 2024-08-11 23:44:14 INFO test: loss: 0.3294 - UP: 36.11% UR: 29.74% UF: 32.61% P: 22.77% R: 18.75% F: 20.57%
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+ 2024-08-11 23:44:17 INFO lr: 4.9190e-05 - loss: 0.0312 - UP: 92.22% UR: 80.63% UF: 86.04% P: 91.64% R: 80.12% F: 85.49%
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+ 2024-08-11 23:44:17 INFO dev: loss: nan - UP: 41.58% UR: 34.11% UF: 37.48% P: 27.99% R: 22.96% F: 25.23%
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+ 2024-08-11 23:44:18 INFO test: loss: 0.2761 - UP: 32.11% UR: 29.08% UF: 30.52% P: 24.33% R: 22.04% F: 23.13%
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+ 2024-08-11 23:44:20 INFO lr: 4.9180e-05 - loss: 0.0145 - UP: 93.06% UR: 91.15% UF: 92.09% P: 92.86% R: 90.96% F: 91.90%
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+ 2024-08-11 23:44:20 INFO dev: loss: nan - UP: 48.86% UR: 28.45% UF: 35.96% P: 32.57% R: 18.97% F: 23.97%
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+ 2024-08-11 23:44:21 INFO test: loss: 0.2498 - UP: 40.34% UR: 25.78% UF: 31.46% P: 31.60% R: 20.19% F: 24.64%
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+ 2024-08-11 23:44:23 INFO lr: 4.9170e-05 - loss: 0.0197 - UP: 96.86% UR: 95.13% UF: 95.99% P: 96.54% R: 94.80% F: 95.66%
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+ 2024-08-11 23:44:24 INFO dev: loss: nan - UP: 52.80% UR: 28.29% UF: 36.84% P: 32.61% R: 17.47% F: 22.75%
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+ 2024-08-11 23:44:25 INFO test: loss: 0.2570 - UP: 42.50% UR: 21.55% UF: 28.60% P: 33.87% R: 17.18% F: 22.80%
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+ 2024-08-11 23:44:27 INFO lr: 4.9160e-05 - loss: 0.0060 - UP: 97.51% UR: 95.38% UF: 96.43% P: 97.51% R: 95.38% F: 96.43%
569
+ 2024-08-11 23:44:27 INFO dev: loss: nan - UP: 50.86% UR: 34.61% UF: 41.19% P: 32.03% R: 21.80% F: 25.94%
570
+ 2024-08-11 23:44:28 INFO test: loss: 0.2629 - UP: 38.30% UR: 27.44% UF: 31.97% P: 29.15% R: 20.88% F: 24.33%
571
+ 2024-08-11 23:44:28 INFO 0:00:03.374457s elapsed
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+
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+ 2024-08-11 23:44:28 INFO Epoch 85 / 5000:
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+ 2024-08-11 23:44:30 INFO lr: 4.9150e-05 - loss: 0.0001 - UP: 98.44% UR: 97.37% UF: 97.90% P: 98.44% R: 97.37% F: 97.90%
575
+ 2024-08-11 23:44:31 INFO dev: loss: nan - UP: 51.34% UR: 31.95% UF: 39.38% P: 32.62% R: 20.30% F: 25.03%
576
+ 2024-08-11 23:44:31 INFO test: loss: 0.2624 - UP: 39.48% UR: 25.81% UF: 31.21% P: 29.94% R: 19.57% F: 23.67%
577
+ 2024-08-11 23:44:31 INFO 0:00:03.417786s elapsed
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+
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+ 2024-08-11 23:44:31 INFO Epoch 86 / 5000:
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+ 2024-08-11 23:44:34 INFO lr: 4.9140e-05 - loss: 0.0001 - UP: 98.28% UR: 98.72% UF: 98.50% P: 98.28% R: 98.72% F: 98.50%
581
+ 2024-08-11 23:44:34 INFO dev: loss: nan - UP: 55.05% UR: 26.29% UF: 35.59% P: 34.84% R: 16.64% F: 22.52%
582
+ 2024-08-11 23:44:35 INFO test: loss: 0.2606 - UP: 44.38% UR: 21.49% UF: 28.96% P: 35.12% R: 17.00% F: 22.91%
583
+ 2024-08-11 23:44:35 INFO 0:00:03.368719s elapsed
584
+
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+ 2024-08-11 23:44:35 INFO Epoch 87 / 5000:
586
+ 2024-08-11 23:44:37 INFO lr: 4.9130e-05 - loss: 0.0022 - UP: 99.35% UR: 98.65% UF: 99.00% P: 99.35% R: 98.65% F: 99.00%
587
+ 2024-08-11 23:44:37 INFO dev: loss: nan - UP: 50.67% UR: 31.28% UF: 38.68% P: 32.08% R: 19.80% F: 24.49%
588
+ 2024-08-11 23:44:38 INFO test: loss: 0.2644 - UP: 39.37% UR: 26.59% UF: 31.74% P: 30.24% R: 20.42% F: 24.38%
589
+ 2024-08-11 23:44:38 INFO 0:00:03.324776s elapsed
590
+
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+ 2024-08-11 23:44:38 INFO Epoch 88 / 5000:
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+ 2024-08-11 23:44:40 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 99.29% UR: 98.97% UF: 99.13% P: 99.23% R: 98.91% F: 99.07%
593
+ 2024-08-11 23:44:41 INFO dev: loss: nan - UP: 53.31% UR: 29.45% UF: 37.94% P: 33.13% R: 18.30% F: 23.58%
594
+ 2024-08-11 23:44:41 INFO test: loss: 0.2684 - UP: 41.82% UR: 24.29% UF: 30.73% P: 32.55% R: 18.90% F: 23.91%
595
+ 2024-08-11 23:44:41 INFO 0:00:03.348119s elapsed
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+
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+ 2024-08-11 23:44:44 INFO lr: 4.9110e-05 - loss: 0.0029 - UP: 99.29% UR: 98.91% UF: 99.10% P: 99.23% R: 98.85% F: 99.04%
599
+ 2024-08-11 23:44:44 INFO dev: loss: nan - UP: 50.66% UR: 32.11% UF: 39.31% P: 31.76% R: 20.13% F: 24.64%
600
+ 2024-08-11 23:44:45 INFO test: loss: 0.2756 - UP: 39.87% UR: 27.91% UF: 32.83% P: 30.51% R: 21.35% F: 25.12%
601
+ 2024-08-11 23:44:45 INFO 0:00:03.432098s elapsed
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+
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+ 2024-08-11 23:44:45 INFO Epoch 90 / 5000:
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+ 2024-08-11 23:44:47 INFO lr: 4.9100e-05 - loss: 0.0003 - UP: 99.81% UR: 98.85% UF: 99.32% P: 99.81% R: 98.85% F: 99.32%
605
+ 2024-08-11 23:44:48 INFO dev: loss: nan - UP: 50.36% UR: 34.61% UF: 41.03% P: 31.96% R: 21.96% F: 26.04%
606
+ 2024-08-11 23:44:48 INFO test: loss: 0.2811 - UP: 39.30% UR: 29.40% UF: 33.64% P: 29.76% R: 22.27% F: 25.48%
607
+ 2024-08-11 23:44:48 INFO 0:00:03.464871s elapsed
608
+
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+ 2024-08-11 23:44:48 INFO Epoch 91 / 5000:
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+ 2024-08-11 23:44:51 INFO lr: 4.9090e-05 - loss: nan - UP: 99.42% UR: 99.62% UF: 99.52% P: 99.42% R: 99.62% F: 99.52%
611
+ 2024-08-11 23:44:51 INFO dev: loss: nan - UP: 51.63% UR: 31.61% UF: 39.22% P: 32.88% R: 20.13% F: 24.97%
612
+ 2024-08-11 23:44:52 INFO test: loss: 0.2863 - UP: 40.92% UR: 26.08% UF: 31.85% P: 31.24% R: 19.91% F: 24.32%
613
+ 2024-08-11 23:44:52 INFO 0:00:03.423125s elapsed
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+
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+ 2024-08-11 23:44:54 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 99.61% UR: 99.23% UF: 99.42% P: 99.61% R: 99.23% F: 99.42%
617
+ 2024-08-11 23:44:54 INFO dev: loss: nan - UP: 54.04% UR: 28.95% UF: 37.70% P: 33.85% R: 18.14% F: 23.62%
618
+ 2024-08-11 23:44:55 INFO test: loss: 0.2883 - UP: 42.28% UR: 24.06% UF: 30.66% P: 33.03% R: 18.79% F: 23.96%
619
+ 2024-08-11 23:44:55 INFO 0:00:03.431282s elapsed
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+
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+ 2024-08-11 23:44:55 INFO Epoch 93 / 5000:
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+ 2024-08-11 23:44:57 INFO lr: 4.9070e-05 - loss: 0.0027 - UP: 99.74% UR: 99.49% UF: 99.61% P: 99.68% R: 99.42% F: 99.55%
623
+ 2024-08-11 23:44:58 INFO dev: loss: nan - UP: 50.90% UR: 32.95% UF: 40.00% P: 33.16% R: 21.46% F: 26.06%
624
+ 2024-08-11 23:44:59 INFO test: loss: 0.2974 - UP: 40.07% UR: 27.25% UF: 32.44% P: 30.41% R: 20.68% F: 24.62%
625
+ 2024-08-11 23:44:59 INFO 0:00:03.381555s elapsed
626
+
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+ 2024-08-11 23:44:59 INFO Epoch 94 / 5000:
628
+ 2024-08-11 23:45:01 INFO lr: 4.9060e-05 - loss: 0.0003 - UP: 99.68% UR: 99.49% UF: 99.58% P: 99.68% R: 99.49% F: 99.58%
629
+ 2024-08-11 23:45:01 INFO dev: loss: nan - UP: 50.38% UR: 33.11% UF: 39.96% P: 32.15% R: 21.13% F: 25.50%
630
+ 2024-08-11 23:45:02 INFO test: loss: 0.3001 - UP: 40.68% UR: 27.14% UF: 32.56% P: 30.93% R: 20.64% F: 24.76%
631
+ 2024-08-11 23:45:02 INFO 0:00:03.366511s elapsed
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+
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+ 2024-08-11 23:45:02 INFO Epoch 95 / 5000:
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+ 2024-08-11 23:45:04 INFO lr: 4.9050e-05 - loss: 0.0000 - UP: 99.74% UR: 99.49% UF: 99.61% P: 99.68% R: 99.42% F: 99.55%
635
+ 2024-08-11 23:45:04 INFO dev: loss: nan - UP: 50.25% UR: 33.44% UF: 40.16% P: 31.75% R: 21.13% F: 25.37%
636
+ 2024-08-11 23:45:05 INFO test: loss: 0.3007 - UP: 40.85% UR: 27.42% UF: 32.82% P: 30.75% R: 20.64% F: 24.70%
637
+ 2024-08-11 23:45:05 INFO 0:00:03.348211s elapsed
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+ 2024-08-11 23:45:08 INFO lr: 4.9040e-05 - loss: 0.0010 - UP: 99.61% UR: 99.42% UF: 99.52% P: 99.61% R: 99.42% F: 99.52%
641
+ 2024-08-11 23:45:08 INFO dev: loss: nan - UP: 50.14% UR: 29.95% UF: 37.50% P: 32.31% R: 19.30% F: 24.17%
642
+ 2024-08-11 23:45:09 INFO test: loss: 0.3011 - UP: 41.42% UR: 25.27% UF: 31.39% P: 32.08% R: 19.57% F: 24.31%
643
+ 2024-08-11 23:45:09 INFO 0:00:03.396032s elapsed
644
+
645
+ 2024-08-11 23:45:14 INFO Epoch 66 saved
646
+ 2024-08-11 23:45:14 INFO dev: UP: 54.18% UR: 43.09% UF: 48.01% P: 36.40% R: 28.95% F: 32.25%
647
+ 2024-08-11 23:45:14 INFO test: UP: 40.62% UR: 33.98% UF: 37.00% P: 30.08% R: 25.16% F: 27.40%
648
+ 2024-08-11 23:45:14 INFO 0:05:24.840732s elapsed, 0:00:03.383758s/epoch
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1
+ 2024-08-11 23:45:16 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_byKNNi6_desc/10/model_vi_norec_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi6_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi6_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-11 23:45:16 INFO Building the fields
39
+ 2024-08-11 23:45:18 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 23:45:18 INFO Building the model
44
+ 2024-08-11 23:45:20 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 23:45:20 INFO Loading the data
64
+ 2024-08-11 23:45:21 INFO
65
+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 23:45:21 INFO Epoch 1 / 5000:
70
+ 2024-08-11 23:45:24 INFO lr: 4.9990e-05 - loss: 0.2551 - UP: 3.02% UR: 5.58% UF: 3.92% P: 1.18% R: 2.18% F: 1.53%
71
+ 2024-08-11 23:45:25 INFO dev: loss: nan - UP: 100.00% UR: 0.33% UF: 0.66% P: 100.00% R: 0.33% F: 0.66%
72
+ 2024-08-11 23:45:25 INFO test: loss: 0.1628 - UP: 39.20% UR: 0.93% UF: 1.81% P: 32.95% R: 0.78% F: 1.53%
73
+ 2024-08-11 23:45:30 INFO 0:00:04.157282s elapsed (saved)
74
+
75
+ 2024-08-11 23:45:30 INFO Epoch 2 / 5000:
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+ 2024-08-11 23:45:33 INFO lr: 4.9980e-05 - loss: 0.1820 - UP: 28.57% UR: 4.11% UF: 7.18% P: 18.75% R: 2.69% F: 4.71%
77
+ 2024-08-11 23:45:33 INFO dev: loss: nan - UP: 80.00% UR: 0.67% UF: 1.32% P: 40.00% R: 0.33% F: 0.66%
78
+ 2024-08-11 23:45:34 INFO test: loss: 0.1437 - UP: 61.43% UR: 0.58% UF: 1.15% P: 44.29% R: 0.42% F: 0.83%
79
+ 2024-08-11 23:45:34 INFO 0:00:03.582319s elapsed
80
+
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+ 2024-08-11 23:45:34 INFO Epoch 3 / 5000:
82
+ 2024-08-11 23:45:36 INFO lr: 4.9970e-05 - loss: 0.1218 - UP: 44.17% UR: 8.02% UF: 13.57% P: 34.98% R: 6.35% F: 10.75%
83
+ 2024-08-11 23:45:37 INFO dev: loss: nan - UP: 47.06% UR: 5.32% UF: 9.57% P: 30.88% R: 3.49% F: 6.28%
84
+ 2024-08-11 23:45:37 INFO test: loss: 0.1374 - UP: 49.79% UR: 4.70% UF: 8.59% P: 37.38% R: 3.53% F: 6.45%
85
+ 2024-08-11 23:45:44 INFO 0:00:03.633109s elapsed (saved)
86
+
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+ 2024-08-11 23:45:44 INFO Epoch 4 / 5000:
88
+ 2024-08-11 23:45:47 INFO lr: 4.9960e-05 - loss: 0.0517 - UP: 45.52% UR: 20.53% UF: 28.29% P: 38.69% R: 17.45% F: 24.05%
89
+ 2024-08-11 23:45:47 INFO dev: loss: nan - UP: 80.00% UR: 1.33% UF: 2.62% P: 60.00% R: 1.00% F: 1.96%
90
+ 2024-08-11 23:45:48 INFO test: loss: 0.1417 - UP: 45.14% UR: 1.75% UF: 3.37% P: 26.04% R: 1.01% F: 1.94%
91
+ 2024-08-11 23:45:48 INFO 0:00:03.497596s elapsed
92
+
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+ 2024-08-11 23:45:48 INFO Epoch 5 / 5000:
94
+ 2024-08-11 23:45:50 INFO lr: 4.9950e-05 - loss: 0.1122 - UP: 45.09% UR: 22.07% UF: 29.63% P: 41.81% R: 20.46% F: 27.48%
95
+ 2024-08-11 23:45:51 INFO dev: loss: nan - UP: 87.50% UR: 2.33% UF: 4.54% P: 81.25% R: 2.16% F: 4.21%
96
+ 2024-08-11 23:45:51 INFO test: loss: 0.1409 - UP: 63.74% UR: 1.47% UF: 2.87% P: 44.44% R: 1.02% F: 2.00%
97
+ 2024-08-11 23:45:51 INFO 0:00:03.571866s elapsed
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+
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+ 2024-08-11 23:45:51 INFO Epoch 6 / 5000:
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+ 2024-08-11 23:45:54 INFO lr: 4.9940e-05 - loss: 0.0520 - UP: 61.07% UR: 27.77% UF: 38.18% P: 59.52% R: 27.07% F: 37.21%
101
+ 2024-08-11 23:45:54 INFO dev: loss: nan - UP: 47.50% UR: 3.16% UF: 5.93% P: 42.50% R: 2.83% F: 5.30%
102
+ 2024-08-11 23:45:55 INFO test: loss: 0.1563 - UP: 48.19% UR: 3.58% UF: 6.67% P: 37.86% R: 2.81% F: 5.24%
103
+ 2024-08-11 23:45:55 INFO 0:00:03.493112s elapsed
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+
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+ 2024-08-11 23:45:55 INFO Epoch 7 / 5000:
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+ 2024-08-11 23:45:57 INFO lr: 4.9930e-05 - loss: 0.0513 - UP: 65.66% UR: 33.35% UF: 44.24% P: 64.65% R: 32.84% F: 43.56%
107
+ 2024-08-11 23:45:58 INFO dev: loss: nan - UP: 48.80% UR: 13.48% UF: 21.12% P: 30.72% R: 8.49% F: 13.30%
108
+ 2024-08-11 23:45:59 INFO test: loss: 0.1437 - UP: 37.74% UR: 11.00% UF: 17.03% P: 26.14% R: 7.62% F: 11.80%
109
+ 2024-08-11 23:46:06 INFO 0:00:03.555527s elapsed (saved)
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+
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+ 2024-08-11 23:46:06 INFO Epoch 8 / 5000:
112
+ 2024-08-11 23:46:08 INFO lr: 4.9920e-05 - loss: 0.1992 - UP: 69.30% UR: 35.47% UF: 46.92% P: 67.67% R: 34.64% F: 45.82%
113
+ 2024-08-11 23:46:08 INFO dev: loss: nan - UP: 47.92% UR: 19.13% UF: 27.35% P: 34.58% R: 13.81% F: 19.74%
114
+ 2024-08-11 23:46:09 INFO test: loss: 0.1624 - UP: 37.35% UR: 16.98% UF: 23.34% P: 26.48% R: 12.04% F: 16.55%
115
+ 2024-08-11 23:46:16 INFO 0:00:03.500970s elapsed (saved)
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+
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+ 2024-08-11 23:46:16 INFO Epoch 9 / 5000:
118
+ 2024-08-11 23:46:19 INFO lr: 4.9910e-05 - loss: 0.0364 - UP: 62.47% UR: 44.52% UF: 51.99% P: 61.03% R: 43.49% F: 50.79%
119
+ 2024-08-11 23:46:19 INFO dev: loss: nan - UP: 46.93% UR: 13.98% UF: 21.54% P: 32.96% R: 9.82% F: 15.13%
120
+ 2024-08-11 23:46:20 INFO test: loss: 0.1605 - UP: 41.70% UR: 12.71% UF: 19.48% P: 30.57% R: 9.32% F: 14.28%
121
+ 2024-08-11 23:46:20 INFO 0:00:03.564765s elapsed
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+
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+ 2024-08-11 23:46:20 INFO Epoch 10 / 5000:
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+ 2024-08-11 23:46:22 INFO lr: 4.9900e-05 - loss: 0.0414 - UP: 72.81% UR: 46.38% UF: 56.66% P: 71.20% R: 45.35% F: 55.41%
125
+ 2024-08-11 23:46:23 INFO dev: loss: nan - UP: 49.52% UR: 8.65% UF: 14.73% P: 38.10% R: 6.66% F: 11.33%
126
+ 2024-08-11 23:46:23 INFO test: loss: 0.1616 - UP: 45.18% UR: 8.27% UF: 13.98% P: 35.98% R: 6.58% F: 11.13%
127
+ 2024-08-11 23:46:23 INFO 0:00:03.483516s elapsed
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+
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+ 2024-08-11 23:46:23 INFO Epoch 11 / 5000:
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+ 2024-08-11 23:46:26 INFO lr: 4.9890e-05 - loss: 0.0329 - UP: 76.95% UR: 55.04% UF: 64.17% P: 75.61% R: 54.07% F: 63.05%
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+ 2024-08-11 23:47:24 INFO test: loss: 0.2255 - UP: 49.37% UR: 13.64% UF: 21.37% P: 33.82% R: 9.34% F: 14.64%
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+ 2024-08-11 23:47:27 INFO dev: loss: nan - UP: 48.69% UR: 21.63% UF: 29.95% P: 34.08% R: 15.14% F: 20.97%
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+ 2024-08-11 23:47:28 INFO test: loss: 0.3102 - UP: 42.75% UR: 20.62% UF: 27.82% P: 31.42% R: 15.16% F: 20.45%
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+ 2024-08-11 23:47:30 INFO dev: loss: nan - UP: 58.88% UR: 20.97% UF: 30.92% P: 40.19% R: 14.31% F: 21.10%
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+ 2024-08-11 23:47:31 INFO test: loss: 0.2127 - UP: 44.44% UR: 16.56% UF: 24.13% P: 30.82% R: 11.48% F: 16.73%
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+ 2024-08-11 23:47:34 INFO lr: 4.9740e-05 - loss: 0.0125 - UP: 90.27% UR: 86.85% UF: 88.53% P: 89.40% R: 86.02% F: 87.68%
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+ 2024-08-11 23:47:34 INFO dev: loss: nan - UP: 50.51% UR: 24.96% UF: 33.41% P: 30.64% R: 15.14% F: 20.27%
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+ 2024-08-11 23:47:35 INFO test: loss: 0.2121 - UP: 39.53% UR: 19.75% UF: 26.34% P: 29.56% R: 14.77% F: 19.70%
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+ 2024-08-11 23:47:37 INFO lr: 4.9730e-05 - loss: 0.0260 - UP: 93.61% UR: 85.50% UF: 89.37% P: 93.26% R: 85.18% F: 89.04%
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+ 2024-08-11 23:47:37 INFO dev: loss: nan - UP: 56.57% UR: 23.63% UF: 33.33% P: 38.65% R: 16.14% F: 22.77%
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+ 2024-08-11 23:47:38 INFO test: loss: 0.2047 - UP: 43.54% UR: 18.65% UF: 26.11% P: 31.28% R: 13.40% F: 18.76%
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+ 2024-08-11 23:47:41 INFO lr: 4.9720e-05 - loss: 0.0001 - UP: 93.68% UR: 91.21% UF: 92.43% P: 93.61% R: 91.15% F: 92.36%
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+ 2024-08-11 23:47:41 INFO dev: loss: nan - UP: 56.70% UR: 21.13% UF: 30.79% P: 38.84% R: 14.48% F: 21.09%
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+ 2024-08-11 23:47:42 INFO test: loss: 0.2319 - UP: 46.64% UR: 16.84% UF: 24.75% P: 33.11% R: 11.95% F: 17.57%
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+ 2024-08-11 23:47:44 INFO lr: 4.9710e-05 - loss: 0.0068 - UP: 95.69% UR: 92.50% UF: 94.06% P: 95.69% R: 92.50% F: 94.06%
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+ 2024-08-11 23:47:45 INFO dev: loss: nan - UP: 54.51% UR: 25.12% UF: 34.40% P: 37.55% R: 17.30% F: 23.69%
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+ 2024-08-11 23:47:45 INFO test: loss: 0.2413 - UP: 44.08% UR: 19.24% UF: 26.79% P: 31.80% R: 13.88% F: 19.33%
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+ 2024-08-11 23:47:48 INFO lr: 4.9700e-05 - loss: 0.0089 - UP: 96.89% UR: 93.78% UF: 95.31% P: 96.69% R: 93.59% F: 95.11%
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+ 2024-08-11 23:47:48 INFO dev: loss: nan - UP: 51.73% UR: 29.78% UF: 37.80% P: 32.95% R: 18.97% F: 24.08%
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+ 2024-08-11 23:47:49 INFO test: loss: 0.2429 - UP: 40.13% UR: 22.35% UF: 28.71% P: 28.23% R: 15.72% F: 20.20%
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+ 2024-08-11 23:47:51 INFO lr: 4.9690e-05 - loss: 0.0018 - UP: 96.26% UR: 94.03% UF: 95.13% P: 96.26% R: 94.03% F: 95.13%
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+ 2024-08-11 23:47:52 INFO dev: loss: nan - UP: 59.09% UR: 17.30% UF: 26.77% P: 39.77% R: 11.65% F: 18.02%
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+ 2024-08-11 23:47:53 INFO test: loss: 0.2363 - UP: 49.59% UR: 14.84% UF: 22.84% P: 37.04% R: 11.08% F: 17.06%
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+ 2024-08-11 23:47:55 INFO lr: 4.9680e-05 - loss: 0.0128 - UP: 96.70% UR: 90.31% UF: 93.40% P: 94.78% R: 88.52% F: 91.54%
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+ 2024-08-11 23:47:55 INFO dev: loss: nan - UP: 51.17% UR: 25.46% UF: 34.00% P: 31.44% R: 15.64% F: 20.89%
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+ 2024-08-11 23:47:56 INFO test: loss: 0.3217 - UP: 37.39% UR: 22.21% UF: 27.87% P: 27.83% R: 16.53% F: 20.74%
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+ 2024-08-11 23:47:59 INFO lr: 4.9670e-05 - loss: 0.0106 - UP: 94.23% UR: 91.15% UF: 92.66% P: 92.44% R: 89.42% F: 90.90%
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+ 2024-08-11 23:47:59 INFO dev: loss: nan - UP: 55.84% UR: 18.30% UF: 27.57% P: 37.56% R: 12.31% F: 18.55%
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+ 2024-08-11 23:48:00 INFO test: loss: 0.2737 - UP: 44.34% UR: 15.28% UF: 22.73% P: 27.62% R: 9.52% F: 14.16%
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+ 2024-08-11 23:48:02 INFO lr: 4.9660e-05 - loss: 0.0064 - UP: 91.49% UR: 87.62% UF: 89.52% P: 90.76% R: 86.91% F: 88.79%
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+ 2024-08-11 23:48:03 INFO test: loss: 0.2369 - UP: 42.76% UR: 14.59% UF: 21.76% P: 29.70% R: 10.14% F: 15.12%
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+ 2024-08-11 23:48:06 INFO lr: 4.9650e-05 - loss: 0.0274 - UP: 91.20% UR: 86.47% UF: 88.77% P: 90.60% R: 85.89% F: 88.18%
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+ 2024-08-11 23:48:07 INFO test: loss: 0.2586 - UP: 41.32% UR: 17.78% UF: 24.87% P: 31.09% R: 13.38% F: 18.71%
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+ 2024-08-11 23:48:09 INFO lr: 4.9640e-05 - loss: 0.0110 - UP: 95.19% UR: 90.12% UF: 92.59% P: 95.05% R: 89.99% F: 92.45%
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+ 2024-08-11 23:48:10 INFO dev: loss: nan - UP: 52.42% UR: 21.63% UF: 30.62% P: 38.31% R: 15.81% F: 22.38%
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+ 2024-08-11 23:48:11 INFO test: loss: 0.2164 - UP: 42.34% UR: 18.97% UF: 26.20% P: 30.44% R: 13.64% F: 18.84%
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+ 2024-08-11 23:48:25 INFO test: loss: 0.3941 - UP: 37.80% UR: 17.73% UF: 24.14% P: 21.53% R: 10.10% F: 13.75%
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+ 2024-08-11 23:48:28 INFO test: loss: 0.2135 - UP: 37.57% UR: 22.90% UF: 28.46% P: 24.90% R: 15.17% F: 18.85%
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+ 2024-08-11 23:48:32 INFO Epoch 43 / 5000:
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+ 2024-08-11 23:48:34 INFO lr: 4.9570e-05 - loss: 0.0134 - UP: 95.03% UR: 89.54% UF: 92.21% P: 94.83% R: 89.35% F: 92.01%
323
+ 2024-08-11 23:48:35 INFO dev: loss: nan - UP: 52.33% UR: 16.81% UF: 25.44% P: 38.34% R: 12.31% F: 18.64%
324
+ 2024-08-11 23:48:36 INFO test: loss: 0.2451 - UP: 43.50% UR: 16.94% UF: 24.38% P: 31.67% R: 12.33% F: 17.75%
325
+ 2024-08-11 23:48:36 INFO 0:00:03.540822s elapsed
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+ 2024-08-11 23:48:36 INFO Epoch 44 / 5000:
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+ 2024-08-11 23:48:38 INFO lr: 4.9560e-05 - loss: 0.0011 - UP: 94.92% UR: 91.15% UF: 93.00% P: 94.72% R: 90.96% F: 92.80%
329
+ 2024-08-11 23:48:38 INFO dev: loss: nan - UP: 61.90% UR: 25.96% UF: 36.58% P: 42.06% R: 17.64% F: 24.85%
330
+ 2024-08-11 23:48:39 INFO test: loss: 0.2252 - UP: 41.29% UR: 21.07% UF: 27.90% P: 28.97% R: 14.78% F: 19.58%
331
+ 2024-08-11 23:48:39 INFO 0:00:03.634199s elapsed
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+ 2024-08-11 23:48:39 INFO Epoch 45 / 5000:
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+ 2024-08-11 23:48:42 INFO lr: 4.9550e-05 - loss: 0.0007 - UP: 95.63% UR: 92.62% UF: 94.10% P: 95.43% R: 92.43% F: 93.91%
335
+ 2024-08-11 23:48:42 INFO dev: loss: nan - UP: 49.56% UR: 27.95% UF: 35.74% P: 35.10% R: 19.80% F: 25.32%
336
+ 2024-08-11 23:48:43 INFO test: loss: 0.2333 - UP: 38.06% UR: 24.50% UF: 29.81% P: 24.99% R: 16.09% F: 19.57%
337
+ 2024-08-11 23:48:43 INFO 0:00:03.537563s elapsed
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+ 2024-08-11 23:48:43 INFO Epoch 46 / 5000:
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+ 2024-08-11 23:48:45 INFO lr: 4.9540e-05 - loss: 0.0067 - UP: 98.21% UR: 95.13% UF: 96.64% P: 98.15% R: 95.06% F: 96.58%
341
+ 2024-08-11 23:48:46 INFO dev: loss: nan - UP: 58.57% UR: 20.47% UF: 30.33% P: 40.00% R: 13.98% F: 20.72%
342
+ 2024-08-11 23:48:46 INFO test: loss: 0.2610 - UP: 44.76% UR: 17.08% UF: 24.73% P: 31.57% R: 12.05% F: 17.44%
343
+ 2024-08-11 23:48:46 INFO 0:00:03.631329s elapsed
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+ 2024-08-11 23:48:46 INFO Epoch 47 / 5000:
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+ 2024-08-11 23:48:49 INFO lr: 4.9530e-05 - loss: 0.0015 - UP: 97.98% UR: 96.66% UF: 97.32% P: 97.92% R: 96.60% F: 97.26%
347
+ 2024-08-11 23:48:49 INFO dev: loss: nan - UP: 58.37% UR: 23.79% UF: 33.81% P: 37.96% R: 15.47% F: 21.99%
348
+ 2024-08-11 23:48:50 INFO test: loss: 0.2520 - UP: 42.94% UR: 19.94% UF: 27.23% P: 29.75% R: 13.81% F: 18.87%
349
+ 2024-08-11 23:48:50 INFO 0:00:03.623908s elapsed
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+ 2024-08-11 23:48:50 INFO Epoch 48 / 5000:
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+ 2024-08-11 23:48:52 INFO lr: 4.9520e-05 - loss: 0.0076 - UP: 98.17% UR: 96.34% UF: 97.25% P: 98.17% R: 96.34% F: 97.25%
353
+ 2024-08-11 23:48:53 INFO dev: loss: nan - UP: 59.83% UR: 22.80% UF: 33.01% P: 41.05% R: 15.64% F: 22.65%
354
+ 2024-08-11 23:48:53 INFO test: loss: 0.2294 - UP: 43.61% UR: 19.61% UF: 27.06% P: 32.03% R: 14.40% F: 19.87%
355
+ 2024-08-11 23:48:53 INFO 0:00:03.485916s elapsed
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+ 2024-08-11 23:48:53 INFO Epoch 49 / 5000:
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+ 2024-08-11 23:48:56 INFO lr: 4.9510e-05 - loss: 0.0613 - UP: 98.36% UR: 96.09% UF: 97.21% P: 98.36% R: 96.09% F: 97.21%
359
+ 2024-08-11 23:48:56 INFO dev: loss: nan - UP: 54.80% UR: 32.28% UF: 40.63% P: 34.46% R: 20.30% F: 25.55%
360
+ 2024-08-11 23:48:57 INFO test: loss: 0.2411 - UP: 38.05% UR: 26.20% UF: 31.03% P: 26.30% R: 18.11% F: 21.45%
361
+ 2024-08-11 23:48:57 INFO 0:00:03.515322s elapsed
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+ 2024-08-11 23:48:57 INFO Epoch 50 / 5000:
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+ 2024-08-11 23:48:59 INFO lr: 4.9500e-05 - loss: nan - UP: 92.46% UR: 91.21% UF: 91.83% P: 92.46% R: 91.21% F: 91.83%
365
+ 2024-08-11 23:49:00 INFO dev: loss: nan - UP: 58.06% UR: 17.97% UF: 27.45% P: 40.86% R: 12.65% F: 19.31%
366
+ 2024-08-11 23:49:00 INFO test: loss: 0.2383 - UP: 44.72% UR: 13.45% UF: 20.68% P: 31.87% R: 9.59% F: 14.74%
367
+ 2024-08-11 23:49:00 INFO 0:00:03.498090s elapsed
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+ 2024-08-11 23:49:00 INFO Epoch 51 / 5000:
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+ 2024-08-11 23:49:03 INFO lr: 4.9490e-05 - loss: nan - UP: 94.58% UR: 88.39% UF: 91.38% P: 94.51% R: 88.33% F: 91.31%
371
+ 2024-08-11 23:49:03 INFO dev: loss: nan - UP: 58.74% UR: 21.80% UF: 31.80% P: 41.26% R: 15.31% F: 22.33%
372
+ 2024-08-11 23:49:04 INFO test: loss: 0.2462 - UP: 41.90% UR: 17.37% UF: 24.56% P: 29.43% R: 12.20% F: 17.25%
373
+ 2024-08-11 23:49:04 INFO 0:00:03.493910s elapsed
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+ 2024-08-11 23:49:04 INFO Epoch 52 / 5000:
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+ 2024-08-11 23:49:06 INFO lr: 4.9480e-05 - loss: 0.0036 - UP: 97.48% UR: 91.92% UF: 94.62% P: 97.48% R: 91.92% F: 94.62%
377
+ 2024-08-11 23:49:07 INFO dev: loss: nan - UP: 56.85% UR: 13.81% UF: 22.22% P: 43.84% R: 10.65% F: 17.14%
378
+ 2024-08-11 23:49:08 INFO test: loss: 0.2287 - UP: 46.46% UR: 12.90% UF: 20.19% P: 35.16% R: 9.76% F: 15.28%
379
+ 2024-08-11 23:49:08 INFO 0:00:03.599397s elapsed
380
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+ 2024-08-11 23:49:16 INFO Epoch 22 saved
382
+ 2024-08-11 23:49:16 INFO dev: UP: 56.98% UR: 25.12% UF: 34.87% P: 42.64% R: 18.80% F: 26.10%
383
+ 2024-08-11 23:49:16 INFO test: UP: 42.86% UR: 19.63% UF: 26.93% P: 31.01% R: 14.20% F: 19.48%
384
+ 2024-08-11 23:49:16 INFO 0:03:06.097774s elapsed, 0:00:03.578803s/epoch