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SemEval-2022-Task-10
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  8. models/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_xlm_9.train.log +787 -0
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+ 2024-03-25 11:15:40 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/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_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/mpqa/head_final/sdp_bySentiment_holder_asc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_holder_asc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/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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+ 2024-03-25 11:15:40 INFO Building the fields
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+ 2024-03-25 11:15:41 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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+ 2024-03-25 11:15:41 INFO Building the model
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+ 2024-03-25 11:15:42 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=5, 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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+ 2024-03-25 11:15:42 INFO Loading the data
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+ 2024-03-25 11:15:46 INFO
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+ train: Dataset(n_sentences=1028, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=287, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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+
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+ 2024-03-25 11:15:46 INFO Epoch 1 / 5000:
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+ 2024-03-25 11:15:50 INFO lr: 4.9990e-05 - loss: 0.2609 - UP: 1.02% UR: 8.71% UF: 1.83% P: 0.57% R: 4.89% F: 1.03%
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+ 2024-03-25 11:15:50 INFO dev: loss: 0.1323 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-25 11:15:52 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-25 11:15:52 INFO 0:00:05.807753s elapsed
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+
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+ 2024-03-25 11:15:52 INFO Epoch 2 / 5000:
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+ 2024-03-25 11:15:55 INFO lr: 4.9980e-05 - loss: 0.0244 - UP: 18.59% UR: 0.77% UF: 1.48% P: 14.44% R: 0.60% F: 1.15%
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+ 2024-03-25 11:15:55 INFO dev: loss: 0.1107 - UP: 50.00% UR: 0.03% UF: 0.06% P: 50.00% R: 0.03% F: 0.06%
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+ 2024-03-25 11:15:57 INFO test: loss: nan - UP: 100.00% UR: 0.13% UF: 0.25% P: 83.33% R: 0.11% F: 0.21%
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+ 2024-03-25 11:15:59 INFO 0:00:05.039741s elapsed (saved)
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+
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+ 2024-03-25 11:15:59 INFO Epoch 3 / 5000:
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+ 2024-03-25 11:16:02 INFO lr: 4.9970e-05 - loss: 0.0711 - UP: 37.57% UR: 2.63% UF: 4.92% P: 30.20% R: 2.11% F: 3.95%
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+ 2024-03-25 11:16:02 INFO dev: loss: 0.0849 - UP: 80.00% UR: 1.58% UF: 3.09% P: 61.43% R: 1.21% F: 2.38%
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+ 2024-03-25 11:16:04 INFO test: loss: nan - UP: 26.14% UR: 2.79% UF: 5.04% P: 20.79% R: 2.22% F: 4.01%
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+ 2024-03-25 11:16:07 INFO 0:00:05.057759s elapsed (saved)
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+
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+ 2024-03-25 11:16:07 INFO Epoch 4 / 5000:
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+ 2024-03-25 11:16:10 INFO lr: 4.9960e-05 - loss: 0.0622 - UP: 39.34% UR: 4.86% UF: 8.66% P: 36.86% R: 4.56% F: 8.11%
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+ 2024-03-25 11:16:10 INFO dev: loss: 0.0852 - UP: 66.78% UR: 5.55% UF: 10.25% P: 55.59% R: 4.62% F: 8.53%
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+ 2024-03-25 11:16:12 INFO test: loss: nan - UP: 29.46% UR: 6.11% UF: 10.12% P: 23.75% R: 4.92% F: 8.16%
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+ 2024-03-25 11:16:14 INFO 0:00:05.187281s elapsed (saved)
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+
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+ 2024-03-25 11:16:14 INFO Epoch 5 / 5000:
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+ 2024-03-25 11:16:18 INFO lr: 4.9950e-05 - loss: 0.6649 - UP: 43.22% UR: 9.83% UF: 16.02% P: 39.93% R: 9.08% F: 14.80%
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+ 2024-03-25 11:16:18 INFO dev: loss: 0.0728 - UP: 71.31% UR: 5.04% UF: 9.42% P: 64.54% R: 4.56% F: 8.53%
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+ 2024-03-25 11:16:20 INFO test: loss: nan - UP: 33.75% UR: 6.85% UF: 11.38% P: 29.17% R: 5.92% F: 9.84%
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+ 2024-03-25 11:16:20 INFO 0:00:05.132933s elapsed
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+
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+ 2024-03-25 11:16:20 INFO Epoch 6 / 5000:
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+ 2024-03-25 11:16:23 INFO lr: 4.9940e-05 - loss: 0.0824 - UP: 61.74% UR: 10.96% UF: 18.61% P: 59.18% R: 10.50% F: 17.84%
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+ 2024-03-25 11:16:23 INFO dev: loss: 0.0752 - UP: 63.36% UR: 9.35% UF: 16.30% P: 58.40% R: 8.62% F: 15.03%
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+ 2024-03-25 11:16:25 INFO test: loss: nan - UP: 27.96% UR: 12.80% UF: 17.57% P: 25.93% R: 11.87% F: 16.29%
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+ 2024-03-25 11:16:28 INFO 0:00:05.136472s elapsed (saved)
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+
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+ 2024-03-25 11:16:28 INFO Epoch 7 / 5000:
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+ 2024-03-25 11:16:31 INFO lr: 4.9930e-05 - loss: 0.0471 - UP: 60.55% UR: 20.55% UF: 30.69% P: 58.66% R: 19.91% F: 29.73%
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+ 2024-03-25 11:16:31 INFO dev: loss: 0.0681 - UP: 70.29% UR: 13.67% UF: 22.88% P: 67.10% R: 13.05% F: 21.84%
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+ 2024-03-25 11:16:33 INFO test: loss: nan - UP: 25.97% UR: 16.48% UF: 20.17% P: 24.38% R: 15.47% F: 18.92%
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+ 2024-03-25 11:16:35 INFO 0:00:05.180504s elapsed (saved)
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+
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+ 2024-03-25 11:16:35 INFO Epoch 8 / 5000:
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+ 2024-03-25 11:16:39 INFO lr: 4.9920e-05 - loss: 0.0278 - UP: 68.37% UR: 27.66% UF: 39.38% P: 66.76% R: 27.01% F: 38.46%
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+ 2024-03-25 11:16:39 INFO dev: loss: 0.0681 - UP: 70.02% UR: 16.65% UF: 26.91% P: 68.48% R: 16.29% F: 26.31%
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+ 2024-03-25 11:16:41 INFO test: loss: nan - UP: 25.52% UR: 19.48% UF: 22.09% P: 24.30% R: 18.55% F: 21.04%
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+ 2024-03-25 11:16:43 INFO 0:00:05.195655s elapsed (saved)
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+
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+ 2024-03-25 11:16:43 INFO Epoch 9 / 5000:
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+ 2024-03-25 11:16:47 INFO lr: 4.9910e-05 - loss: 0.0289 - UP: 70.26% UR: 34.78% UF: 46.52% P: 68.75% R: 34.03% F: 45.52%
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+ 2024-03-25 11:16:47 INFO dev: loss: 0.0664 - UP: 58.35% UR: 28.74% UF: 38.51% P: 56.18% R: 27.67% F: 37.08%
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+ 2024-03-25 11:16:49 INFO test: loss: nan - UP: 24.44% UR: 29.47% UF: 26.72% P: 23.30% R: 28.10% F: 25.48%
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+ 2024-03-25 11:16:52 INFO 0:00:05.165190s elapsed (saved)
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+
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+ 2024-03-25 11:16:52 INFO Epoch 10 / 5000:
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+ 2024-03-25 11:16:55 INFO lr: 4.9900e-05 - loss: 0.0577 - UP: 73.55% UR: 39.92% UF: 51.75% P: 72.21% R: 39.20% F: 50.81%
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+ 2024-03-25 11:16:55 INFO dev: loss: 0.0660 - UP: 66.73% UR: 18.37% UF: 28.81% P: 64.18% R: 17.67% F: 27.71%
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+ 2024-03-25 11:16:57 INFO test: loss: nan - UP: 27.08% UR: 22.35% UF: 24.49% P: 25.49% R: 21.04% F: 23.06%
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+ 2024-03-25 11:16:57 INFO 0:00:05.121669s elapsed
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+ 2024-03-25 11:16:57 INFO Epoch 11 / 5000:
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+ 2024-03-25 11:17:00 INFO lr: 4.9890e-05 - loss: 0.0229 - UP: 72.59% UR: 37.17% UF: 49.17% P: 71.26% R: 36.49% F: 48.27%
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+ 2024-03-25 11:17:00 INFO dev: loss: 0.0653 - UP: 55.42% UR: 29.98% UF: 38.91% P: 53.70% R: 29.05% F: 37.70%
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+ 2024-03-25 11:17:02 INFO test: loss: nan - UP: 24.56% UR: 30.91% UF: 27.37% P: 23.43% R: 29.50% F: 26.12%
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+ 2024-03-25 11:17:05 INFO 0:00:05.162325s elapsed (saved)
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+
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+ 2024-03-25 11:17:05 INFO Epoch 12 / 5000:
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+ 2024-03-25 11:17:08 INFO lr: 4.9880e-05 - loss: 0.0249 - UP: 69.04% UR: 37.11% UF: 48.27% P: 67.81% R: 36.44% F: 47.41%
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+ 2024-03-25 11:17:08 INFO dev: loss: 0.0669 - UP: 58.29% UR: 30.52% UF: 40.06% P: 56.14% R: 29.39% F: 38.58%
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+ 2024-03-25 11:17:10 INFO test: loss: nan - UP: 23.54% UR: 33.02% UF: 27.48% P: 22.44% R: 31.48% F: 26.20%
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+ 2024-03-25 11:17:13 INFO 0:00:05.205003s elapsed (saved)
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+ 2024-03-25 11:17:13 INFO Epoch 13 / 5000:
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+ 2024-03-25 11:17:16 INFO lr: 4.9870e-05 - loss: 0.0398 - UP: 72.20% UR: 41.01% UF: 52.31% P: 70.98% R: 40.31% F: 51.42%
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+ 2024-03-25 11:17:17 INFO dev: loss: 0.0685 - UP: 67.65% UR: 26.40% UF: 37.98% P: 65.05% R: 25.39% F: 36.52%
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+ 2024-03-25 11:17:18 INFO test: loss: nan - UP: 21.83% UR: 26.77% UF: 24.05% P: 20.78% R: 25.48% F: 22.89%
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+ 2024-03-25 11:17:18 INFO 0:00:05.154589s elapsed
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+ 2024-03-25 11:17:18 INFO Epoch 14 / 5000:
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+ 2024-03-25 11:17:21 INFO lr: 4.9860e-05 - loss: 0.0171 - UP: 77.81% UR: 45.29% UF: 57.26% P: 77.08% R: 44.87% F: 56.72%
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+ 2024-03-25 11:17:22 INFO dev: loss: 0.0697 - UP: 59.45% UR: 37.67% UF: 46.12% P: 57.23% R: 36.26% F: 44.39%
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+ 2024-03-25 11:17:23 INFO test: loss: nan - UP: 22.95% UR: 36.45% UF: 28.16% P: 21.67% R: 34.42% F: 26.60%
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+ 2024-03-25 11:17:26 INFO 0:00:05.128898s elapsed (saved)
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+ 2024-03-25 11:17:26 INFO Epoch 15 / 5000:
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+ 2024-03-25 11:17:29 INFO lr: 4.9850e-05 - loss: 0.0226 - UP: 73.54% UR: 55.36% UF: 63.17% P: 72.81% R: 54.81% F: 62.54%
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+ 2024-03-25 11:17:30 INFO dev: loss: 0.0724 - UP: 75.35% UR: 22.99% UF: 35.23% P: 73.04% R: 22.29% F: 34.15%
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+ 2024-03-25 11:17:31 INFO test: loss: nan - UP: 27.72% UR: 25.10% UF: 26.34% P: 26.25% R: 23.77% F: 24.95%
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+ 2024-03-25 11:17:31 INFO 0:00:05.133785s elapsed
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+ 2024-03-25 11:17:31 INFO Epoch 16 / 5000:
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+ 2024-03-25 11:17:35 INFO lr: 4.9840e-05 - loss: 0.0028 - UP: 83.92% UR: 48.19% UF: 61.23% P: 83.22% R: 47.79% F: 60.71%
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+ 2024-03-25 11:17:35 INFO dev: loss: 0.0713 - UP: 66.49% UR: 27.73% UF: 39.13% P: 62.70% R: 26.15% F: 36.91%
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+ 2024-03-25 11:17:36 INFO test: loss: nan - UP: 23.77% UR: 28.16% UF: 25.78% P: 22.00% R: 26.07% F: 23.86%
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+ 2024-03-25 11:17:36 INFO 0:00:05.164917s elapsed
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+ 2024-03-25 11:17:36 INFO Epoch 17 / 5000:
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+ 2024-03-25 11:17:40 INFO lr: 4.9830e-05 - loss: 0.0231 - UP: 80.73% UR: 54.70% UF: 65.21% P: 79.80% R: 54.07% F: 64.46%
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+ 2024-03-25 11:17:40 INFO dev: loss: 0.0707 - UP: 67.18% UR: 30.52% UF: 41.97% P: 64.33% R: 29.22% F: 40.19%
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+ 2024-03-25 11:17:42 INFO test: loss: nan - UP: 26.58% UR: 32.35% UF: 29.18% P: 25.07% R: 30.51% F: 27.53%
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+ 2024-03-25 11:17:42 INFO 0:00:05.191060s elapsed
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+ 2024-03-25 11:17:42 INFO Epoch 18 / 5000:
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+ 2024-03-25 11:17:45 INFO lr: 4.9820e-05 - loss: 0.0150 - UP: 83.95% UR: 59.03% UF: 69.32% P: 83.43% R: 58.67% F: 68.89%
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+ 2024-03-25 11:17:45 INFO dev: loss: 0.0675 - UP: 59.01% UR: 39.31% UF: 47.18% P: 56.51% R: 37.64% F: 45.19%
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+ 2024-03-25 11:17:47 INFO test: loss: nan - UP: 23.42% UR: 41.66% UF: 29.99% P: 22.27% R: 39.62% F: 28.51%
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+ 2024-03-25 11:17:50 INFO 0:00:05.225514s elapsed (saved)
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+ 2024-03-25 11:17:50 INFO Epoch 19 / 5000:
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+ 2024-03-25 11:17:53 INFO lr: 4.9810e-05 - loss: 0.0125 - UP: 85.19% UR: 62.59% UF: 72.16% P: 84.78% R: 62.28% F: 71.81%
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+ 2024-03-25 11:18:57 INFO dev: loss: 0.0784 - UP: 67.62% UR: 36.66% UF: 47.54% P: 63.88% R: 34.63% F: 44.91%
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+ 2024-03-25 11:19:16 INFO dev: loss: 0.0782 - UP: 64.00% UR: 46.24% UF: 53.69% P: 61.39% R: 44.35% F: 51.50%
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+ 2024-03-25 11:19:34 INFO lr: 4.9660e-05 - loss: 0.0274 - UP: 88.73% UR: 74.31% UF: 80.88% P: 88.24% R: 73.91% F: 80.44%
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+ 2024-03-25 11:19:35 INFO dev: loss: 0.0757 - UP: 65.63% UR: 48.97% UF: 56.09% P: 63.29% R: 47.22% F: 54.09%
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+ 2024-03-25 11:19:39 INFO lr: 4.9650e-05 - loss: 0.0081 - UP: 87.63% UR: 77.72% UF: 82.38% P: 87.43% R: 77.54% F: 82.19%
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+ 2024-03-25 11:19:40 INFO dev: loss: 0.0716 - UP: 66.55% UR: 48.89% UF: 56.37% P: 63.52% R: 46.66% F: 53.80%
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+ 2024-03-25 11:19:45 INFO lr: 4.9640e-05 - loss: 0.0105 - UP: 89.36% UR: 76.97% UF: 82.70% P: 88.96% R: 76.62% F: 82.33%
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+ 2024-03-25 11:19:45 INFO dev: loss: 0.0795 - UP: 62.28% UR: 52.80% UF: 57.15% P: 59.95% R: 50.83% F: 55.02%
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+ 2024-03-25 11:19:47 INFO test: loss: nan - UP: 20.29% UR: 48.43% UF: 28.60% P: 19.26% R: 45.95% F: 27.14%
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+ 2024-03-25 11:19:50 INFO lr: 4.9630e-05 - loss: 0.0020 - UP: 90.48% UR: 77.14% UF: 83.28% P: 90.26% R: 76.95% F: 83.08%
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+ 2024-03-25 11:19:50 INFO dev: loss: 0.0836 - UP: 65.58% UR: 49.23% UF: 56.24% P: 62.88% R: 47.20% F: 53.92%
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+ 2024-03-25 11:19:55 INFO lr: 4.9620e-05 - loss: 0.0018 - UP: 90.57% UR: 78.05% UF: 83.85% P: 90.33% R: 77.85% F: 83.63%
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+ 2024-03-25 11:19:56 INFO dev: loss: 0.0822 - UP: 59.57% UR: 57.90% UF: 58.72% P: 56.99% R: 55.40% F: 56.18%
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+ 2024-03-25 11:19:57 INFO test: loss: nan - UP: 23.46% UR: 54.57% UF: 32.82% P: 22.15% R: 51.51% F: 30.97%
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+ 2024-03-25 11:20:00 INFO 0:00:05.334574s elapsed (saved)
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+ 2024-03-25 11:20:03 INFO lr: 4.9610e-05 - loss: 0.0176 - UP: 90.60% UR: 80.45% UF: 85.22% P: 90.34% R: 80.22% F: 84.98%
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+ 2024-03-25 11:20:04 INFO dev: loss: 0.0805 - UP: 60.12% UR: 53.99% UF: 56.89% P: 57.23% R: 51.39% F: 54.16%
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+ 2024-03-25 11:20:08 INFO lr: 4.9600e-05 - loss: 0.0002 - UP: 91.38% UR: 79.56% UF: 85.06% P: 91.20% R: 79.40% F: 84.90%
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+ 2024-03-25 11:20:09 INFO dev: loss: 0.0798 - UP: 63.26% UR: 55.51% UF: 59.13% P: 60.76% R: 53.31% F: 56.79%
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+ 2024-03-25 11:20:10 INFO test: loss: nan - UP: 22.77% UR: 49.59% UF: 31.21% P: 21.57% R: 46.99% F: 29.57%
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+ 2024-03-25 11:20:17 INFO lr: 4.9590e-05 - loss: 0.0065 - UP: 91.02% UR: 83.03% UF: 86.84% P: 90.79% R: 82.82% F: 86.62%
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+ 2024-03-25 11:20:17 INFO dev: loss: 0.0873 - UP: 64.90% UR: 50.38% UF: 56.73% P: 62.11% R: 48.21% F: 54.28%
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+ 2024-03-25 11:20:18 INFO test: loss: nan - UP: 24.00% UR: 47.07% UF: 31.79% P: 22.65% R: 44.43% F: 30.01%
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+ 2024-03-25 11:20:22 INFO lr: 4.9580e-05 - loss: 0.0052 - UP: 92.84% UR: 83.61% UF: 87.98% P: 92.59% R: 83.39% F: 87.75%
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+ 2024-03-25 11:20:22 INFO dev: loss: 0.0878 - UP: 65.60% UR: 51.00% UF: 57.39% P: 63.65% R: 49.48% F: 55.68%
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+ 2024-03-25 11:20:24 INFO test: loss: nan - UP: 23.89% UR: 46.86% UF: 31.65% P: 22.96% R: 45.02% F: 30.41%
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+ 2024-03-25 11:20:27 INFO lr: 4.9570e-05 - loss: 0.0008 - UP: 90.52% UR: 80.76% UF: 85.36% P: 90.30% R: 80.56% F: 85.15%
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+ 2024-03-25 11:20:27 INFO dev: loss: 0.0930 - UP: 64.79% UR: 50.97% UF: 57.06% P: 62.18% R: 48.92% F: 54.75%
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+ 2024-03-25 11:20:29 INFO test: loss: nan - UP: 24.86% UR: 47.16% UF: 32.55% P: 23.53% R: 44.64% F: 30.82%
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+ 2024-03-25 11:20:32 INFO lr: 4.9560e-05 - loss: 0.0005 - UP: 89.47% UR: 77.45% UF: 83.03% P: 88.63% R: 76.72% F: 82.25%
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+ 2024-03-25 11:20:33 INFO dev: loss: 0.0810 - UP: 66.01% UR: 50.83% UF: 57.43% P: 63.30% R: 48.75% F: 55.08%
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+ 2024-03-25 11:20:34 INFO test: loss: nan - UP: 24.39% UR: 45.95% UF: 31.87% P: 23.11% R: 43.55% F: 30.20%
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+ 2024-03-25 11:20:37 INFO lr: 4.9550e-05 - loss: 0.0167 - UP: 92.17% UR: 81.36% UF: 86.43% P: 91.82% R: 81.05% F: 86.10%
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+ 2024-03-25 11:20:38 INFO dev: loss: 0.0937 - UP: 62.35% UR: 56.92% UF: 59.51% P: 59.75% R: 54.55% F: 57.03%
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+ 2024-03-25 11:20:39 INFO test: loss: nan - UP: 22.35% UR: 51.49% UF: 31.17% P: 21.21% R: 48.85% F: 29.57%
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+ 2024-03-25 11:20:46 INFO dev: loss: 0.0821 - UP: 64.46% UR: 57.03% UF: 60.52% P: 62.10% R: 54.95% F: 58.30%
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+ 2024-03-25 11:20:48 INFO test: loss: nan - UP: 23.08% UR: 51.26% UF: 31.82% P: 21.91% R: 48.66% F: 30.21%
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+ 2024-03-25 11:20:59 INFO dev: loss: 0.0881 - UP: 63.76% UR: 55.87% UF: 59.56% P: 61.06% R: 53.51% F: 57.04%
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+ 2024-03-25 11:21:01 INFO test: loss: nan - UP: 23.88% UR: 50.81% UF: 32.49% P: 22.60% R: 48.09% F: 30.75%
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+ 2024-03-25 11:21:11 INFO test: loss: nan - UP: 23.27% UR: 52.44% UF: 32.24% P: 22.12% R: 49.84% F: 30.64%
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+ 2024-03-25 11:21:31 INFO dev: loss: 0.0953 - UP: 70.44% UR: 44.86% UF: 54.81% P: 67.70% R: 43.11% F: 52.68%
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+ 2024-03-25 11:21:37 INFO dev: loss: 0.0873 - UP: 59.84% UR: 58.86% UF: 59.35% P: 57.63% R: 56.69% F: 57.16%
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+ 2024-03-25 11:21:43 INFO dev: loss: 0.0939 - UP: 61.88% UR: 56.30% UF: 58.96% P: 59.00% R: 53.68% F: 56.21%
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+ 2024-03-25 11:21:44 INFO 0:00:05.340087s elapsed
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+ 2024-03-25 11:21:48 INFO dev: loss: 0.1043 - UP: 63.21% UR: 53.93% UF: 58.20% P: 60.44% R: 51.56% F: 55.65%
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+ 2024-03-25 11:21:49 INFO 0:00:05.378823s elapsed
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+ 2024-03-25 11:21:53 INFO lr: 4.9420e-05 - loss: 0.0920 - UP: 92.85% UR: 84.76% UF: 88.62% P: 92.76% R: 84.68% F: 88.53%
413
+ 2024-03-25 11:21:53 INFO dev: loss: 0.0824 - UP: 59.73% UR: 57.17% UF: 58.42% P: 57.64% R: 55.17% F: 56.38%
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+ 2024-03-25 11:21:55 INFO 0:00:05.314923s elapsed
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+ 2024-03-25 11:21:55 INFO Epoch 59 / 5000:
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+ 2024-03-25 11:21:58 INFO lr: 4.9410e-05 - loss: 0.0016 - UP: 90.20% UR: 82.38% UF: 86.11% P: 90.00% R: 82.19% F: 85.92%
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+ 2024-03-25 11:21:59 INFO dev: loss: 0.0965 - UP: 64.00% UR: 54.86% UF: 59.08% P: 61.90% R: 53.06% F: 57.14%
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+ 2024-03-25 11:22:00 INFO test: loss: nan - UP: 23.06% UR: 49.33% UF: 31.43% P: 21.91% R: 46.86% F: 29.86%
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+ 2024-03-25 11:22:00 INFO 0:00:05.350245s elapsed
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+ 2024-03-25 11:22:00 INFO Epoch 60 / 5000:
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+ 2024-03-25 11:22:04 INFO lr: 4.9400e-05 - loss: 0.3549 - UP: 93.58% UR: 87.43% UF: 90.40% P: 93.48% R: 87.34% F: 90.30%
425
+ 2024-03-25 11:22:04 INFO dev: loss: 0.0931 - UP: 62.28% UR: 56.86% UF: 59.45% P: 60.09% R: 54.86% F: 57.36%
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+ 2024-03-25 11:22:05 INFO test: loss: nan - UP: 21.66% UR: 51.26% UF: 30.45% P: 20.45% R: 48.40% F: 28.76%
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+ 2024-03-25 11:22:05 INFO 0:00:05.369318s elapsed
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+ 2024-03-25 11:22:05 INFO Epoch 61 / 5000:
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+ 2024-03-25 11:22:09 INFO lr: 4.9390e-05 - loss: 0.0144 - UP: 93.57% UR: 83.87% UF: 88.45% P: 93.47% R: 83.79% F: 88.37%
431
+ 2024-03-25 11:22:09 INFO dev: loss: 0.0909 - UP: 69.88% UR: 49.87% UF: 58.20% P: 67.75% R: 48.35% F: 56.43%
432
+ 2024-03-25 11:22:11 INFO test: loss: nan - UP: 25.52% UR: 46.52% UF: 32.96% P: 24.11% R: 43.97% F: 31.15%
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+ 2024-03-25 11:22:11 INFO 0:00:05.326439s elapsed
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+ 2024-03-25 11:22:11 INFO Epoch 62 / 5000:
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+ 2024-03-25 11:22:14 INFO lr: 4.9380e-05 - loss: 0.0051 - UP: 91.05% UR: 79.70% UF: 85.00% P: 90.93% R: 79.60% F: 84.89%
437
+ 2024-03-25 11:22:15 INFO dev: loss: 0.1029 - UP: 54.76% UR: 62.13% UF: 58.21% P: 52.57% R: 59.65% F: 55.89%
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+ 2024-03-25 11:22:16 INFO test: loss: nan - UP: 18.28% UR: 58.25% UF: 27.83% P: 17.07% R: 54.38% F: 25.98%
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+ 2024-03-25 11:22:16 INFO 0:00:05.305715s elapsed
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+ 2024-03-25 11:22:16 INFO Epoch 63 / 5000:
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+ 2024-03-25 11:22:19 INFO lr: 4.9370e-05 - loss: 0.0062 - UP: 89.66% UR: 81.51% UF: 85.39% P: 89.47% R: 81.34% F: 85.21%
443
+ 2024-03-25 11:22:20 INFO dev: loss: 0.1023 - UP: 68.86% UR: 44.74% UF: 54.24% P: 66.65% R: 43.31% F: 52.50%
444
+ 2024-03-25 11:22:21 INFO test: loss: nan - UP: 25.85% UR: 41.71% UF: 31.92% P: 24.34% R: 39.26% F: 30.05%
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+ 2024-03-25 11:22:21 INFO 0:00:05.277003s elapsed
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+ 2024-03-25 11:22:21 INFO Epoch 64 / 5000:
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+ 2024-03-25 11:22:25 INFO lr: 4.9360e-05 - loss: 0.0176 - UP: 92.36% UR: 81.67% UF: 86.69% P: 92.24% R: 81.56% F: 86.58%
449
+ 2024-03-25 11:22:25 INFO dev: loss: 0.0855 - UP: 64.21% UR: 51.56% UF: 57.20% P: 61.72% R: 49.56% F: 54.98%
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+ 2024-03-25 11:22:27 INFO test: loss: nan - UP: 22.70% UR: 45.53% UF: 30.29% P: 21.38% R: 42.89% F: 28.54%
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+ 2024-03-25 11:22:27 INFO 0:00:05.302194s elapsed
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+ 2024-03-25 11:22:27 INFO Epoch 65 / 5000:
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+ 2024-03-25 11:22:30 INFO lr: 4.9350e-05 - loss: 0.0027 - UP: 92.61% UR: 86.34% UF: 89.37% P: 92.50% R: 86.24% F: 89.26%
455
+ 2024-03-25 11:22:30 INFO dev: loss: 0.0868 - UP: 67.66% UR: 52.04% UF: 58.83% P: 65.24% R: 50.18% F: 56.73%
456
+ 2024-03-25 11:22:32 INFO test: loss: nan - UP: 23.99% UR: 47.26% UF: 31.83% P: 22.83% R: 44.98% F: 30.29%
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+ 2024-03-25 11:22:32 INFO 0:00:05.288898s elapsed
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+ 2024-03-25 11:22:32 INFO Epoch 66 / 5000:
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+ 2024-03-25 11:22:35 INFO lr: 4.9340e-05 - loss: 0.0141 - UP: 94.73% UR: 86.67% UF: 90.52% P: 94.68% R: 86.61% F: 90.47%
461
+ 2024-03-25 11:22:36 INFO dev: loss: 0.0963 - UP: 71.43% UR: 42.12% UF: 53.00% P: 69.66% R: 41.08% F: 51.68%
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+ 2024-03-25 11:22:37 INFO test: loss: nan - UP: 28.77% UR: 39.28% UF: 33.21% P: 27.72% R: 37.84% F: 32.00%
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+ 2024-03-25 11:22:37 INFO 0:00:05.319893s elapsed
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+ 2024-03-25 11:22:37 INFO Epoch 67 / 5000:
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+ 2024-03-25 11:22:41 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 92.16% UR: 85.77% UF: 88.85% P: 92.01% R: 85.63% F: 88.70%
467
+ 2024-03-25 11:22:41 INFO dev: loss: 0.1000 - UP: 56.04% UR: 65.85% UF: 60.55% P: 53.84% R: 63.26% F: 58.17%
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+ 2024-03-25 11:22:43 INFO test: loss: nan - UP: 18.67% UR: 60.45% UF: 28.53% P: 17.60% R: 56.96% F: 26.89%
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+ 2024-03-25 11:22:43 INFO 0:00:05.291102s elapsed
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+ 2024-03-25 11:22:43 INFO Epoch 68 / 5000:
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+ 2024-03-25 11:22:46 INFO lr: 4.9320e-05 - loss: 0.0055 - UP: 93.69% UR: 89.11% UF: 91.34% P: 93.65% R: 89.08% F: 91.31%
473
+ 2024-03-25 11:22:46 INFO dev: loss: 0.1006 - UP: 60.54% UR: 61.17% UF: 60.85% P: 58.03% R: 58.64% F: 58.33%
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+ 2024-03-25 11:22:48 INFO test: loss: nan - UP: 20.77% UR: 57.85% UF: 30.57% P: 19.57% R: 54.51% F: 28.80%
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+ 2024-03-25 11:22:51 INFO 0:00:05.312382s elapsed (saved)
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+ 2024-03-25 11:22:51 INFO Epoch 69 / 5000:
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+ 2024-03-25 11:22:54 INFO lr: 4.9310e-05 - loss: 0.0056 - UP: 95.01% UR: 89.70% UF: 92.28% P: 94.97% R: 89.65% F: 92.23%
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+ 2024-03-25 11:22:55 INFO dev: loss: 0.0988 - UP: 63.05% UR: 54.58% UF: 58.51% P: 60.38% R: 52.27% F: 56.03%
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+ 2024-03-25 11:22:56 INFO test: loss: nan - UP: 21.50% UR: 49.48% UF: 29.97% P: 20.18% R: 46.46% F: 28.14%
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+ 2024-03-25 11:22:56 INFO 0:00:05.236081s elapsed
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+ 2024-03-25 11:22:56 INFO Epoch 70 / 5000:
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+ 2024-03-25 11:22:59 INFO lr: 4.9300e-05 - loss: 0.0028 - UP: 95.42% UR: 90.80% UF: 93.06% P: 95.39% R: 90.77% F: 93.03%
485
+ 2024-03-25 11:23:00 INFO dev: loss: 0.0970 - UP: 64.49% UR: 56.86% UF: 60.44% P: 61.81% R: 54.49% F: 57.92%
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+ 2024-03-25 11:23:01 INFO test: loss: nan - UP: 22.80% UR: 50.88% UF: 31.49% P: 21.48% R: 47.92% F: 29.66%
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+ 2024-03-25 11:23:01 INFO 0:00:05.174141s elapsed
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+ 2024-03-25 11:23:01 INFO Epoch 71 / 5000:
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+ 2024-03-25 11:23:05 INFO lr: 4.9290e-05 - loss: 0.0082 - UP: 95.68% UR: 91.54% UF: 93.57% P: 95.63% R: 91.49% F: 93.51%
491
+ 2024-03-25 11:23:05 INFO dev: loss: 0.1006 - UP: 63.35% UR: 58.21% UF: 60.68% P: 60.96% R: 56.02% F: 58.38%
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+ 2024-03-25 11:23:06 INFO test: loss: nan - UP: 22.81% UR: 53.07% UF: 31.91% P: 21.69% R: 50.45% F: 30.33%
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+ 2024-03-25 11:23:09 INFO 0:00:05.180849s elapsed (saved)
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+ 2024-03-25 11:23:09 INFO Epoch 72 / 5000:
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+ 2024-03-25 11:23:13 INFO lr: 4.9280e-05 - loss: 0.0000 - UP: 96.06% UR: 92.98% UF: 94.50% P: 96.01% R: 92.93% F: 94.44%
497
+ 2024-03-25 11:23:13 INFO dev: loss: 0.0980 - UP: 64.81% UR: 56.41% UF: 60.32% P: 62.35% R: 54.27% F: 58.03%
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+ 2024-03-25 11:23:15 INFO test: loss: nan - UP: 23.29% UR: 50.71% UF: 31.92% P: 22.13% R: 48.19% F: 30.34%
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+ 2024-03-25 11:23:15 INFO 0:00:05.202235s elapsed
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+ 2024-03-25 11:23:15 INFO Epoch 73 / 5000:
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+ 2024-03-25 11:23:18 INFO lr: 4.9270e-05 - loss: 0.0037 - UP: 96.37% UR: 92.65% UF: 94.47% P: 96.36% R: 92.64% F: 94.47%
503
+ 2024-03-25 11:23:18 INFO dev: loss: 0.1021 - UP: 64.91% UR: 56.55% UF: 60.44% P: 62.45% R: 54.41% F: 58.15%
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+ 2024-03-25 11:23:20 INFO test: loss: nan - UP: 23.64% UR: 51.87% UF: 32.47% P: 22.39% R: 49.14% F: 30.77%
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+ 2024-03-25 11:23:20 INFO 0:00:05.179576s elapsed
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+ 2024-03-25 11:23:20 INFO Epoch 74 / 5000:
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+ 2024-03-25 11:23:23 INFO lr: 4.9260e-05 - loss: 0.0025 - UP: 96.43% UR: 93.37% UF: 94.87% P: 96.37% R: 93.31% F: 94.82%
509
+ 2024-03-25 11:23:23 INFO dev: loss: 0.1035 - UP: 64.66% UR: 55.11% UF: 59.51% P: 62.25% R: 53.06% F: 57.29%
510
+ 2024-03-25 11:23:25 INFO test: loss: nan - UP: 23.59% UR: 51.19% UF: 32.30% P: 22.43% R: 48.68% F: 30.71%
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+ 2024-03-25 11:23:25 INFO 0:00:05.205954s elapsed
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+ 2024-03-25 11:23:25 INFO Epoch 75 / 5000:
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+ 2024-03-25 11:23:28 INFO lr: 4.9250e-05 - loss: 0.0038 - UP: 95.81% UR: 93.61% UF: 94.70% P: 95.79% R: 93.59% F: 94.68%
515
+ 2024-03-25 11:23:29 INFO dev: loss: 0.1051 - UP: 64.62% UR: 56.16% UF: 60.09% P: 62.22% R: 54.07% F: 57.86%
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+ 2024-03-25 11:23:30 INFO test: loss: nan - UP: 23.26% UR: 50.26% UF: 31.80% P: 22.05% R: 47.67% F: 30.16%
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+ 2024-03-25 11:23:30 INFO 0:00:05.223380s elapsed
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+ 2024-03-25 11:23:30 INFO Epoch 76 / 5000:
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+ 2024-03-25 11:23:34 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 96.53% UR: 93.17% UF: 94.82% P: 96.51% R: 93.15% F: 94.80%
521
+ 2024-03-25 11:23:34 INFO dev: loss: 0.1058 - UP: 62.16% UR: 60.86% UF: 61.50% P: 59.65% R: 58.41% F: 59.03%
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+ 2024-03-25 11:23:35 INFO test: loss: nan - UP: 22.40% UR: 54.70% UF: 31.79% P: 21.11% R: 51.53% F: 29.95%
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+ 2024-03-25 11:23:38 INFO 0:00:05.260993s elapsed (saved)
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+ 2024-03-25 11:23:38 INFO Epoch 77 / 5000:
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+ 2024-03-25 11:23:42 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 96.31% UR: 93.88% UF: 95.08% P: 96.08% R: 93.66% F: 94.86%
527
+ 2024-03-25 11:23:42 INFO dev: loss: 0.1018 - UP: 63.04% UR: 57.54% UF: 60.16% P: 60.45% R: 55.17% F: 57.69%
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+ 2024-03-25 11:23:44 INFO test: loss: nan - UP: 23.44% UR: 52.33% UF: 32.38% P: 22.14% R: 49.42% F: 30.58%
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+ 2024-03-25 11:23:44 INFO 0:00:05.296838s elapsed
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+ 2024-03-25 11:23:47 INFO lr: 4.9220e-05 - loss: 0.0028 - UP: 96.54% UR: 93.87% UF: 95.19% P: 96.49% R: 93.82% F: 95.14%
533
+ 2024-03-25 11:23:47 INFO dev: loss: 0.1019 - UP: 63.26% UR: 58.02% UF: 60.52% P: 60.65% R: 55.62% F: 58.02%
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+ 2024-03-25 11:23:49 INFO test: loss: nan - UP: 23.74% UR: 53.05% UF: 32.80% P: 22.51% R: 50.31% F: 31.10%
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+ 2024-03-25 11:23:49 INFO 0:00:05.211853s elapsed
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+ 2024-03-25 11:23:49 INFO Epoch 79 / 5000:
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+ 2024-03-25 11:23:52 INFO lr: 4.9210e-05 - loss: 0.0002 - UP: 96.53% UR: 93.73% UF: 95.11% P: 96.49% R: 93.69% F: 95.07%
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+ 2024-03-25 11:23:53 INFO dev: loss: 0.0996 - UP: 67.98% UR: 53.00% UF: 59.56% P: 65.20% R: 50.83% F: 57.12%
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+ 2024-03-25 11:23:54 INFO test: loss: nan - UP: 25.70% UR: 48.07% UF: 33.49% P: 24.45% R: 45.72% F: 31.86%
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+ 2024-03-25 11:23:54 INFO 0:00:05.239982s elapsed
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+ 2024-03-25 11:23:54 INFO Epoch 80 / 5000:
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+ 2024-03-25 11:23:58 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 97.02% UR: 94.66% UF: 95.83% P: 97.01% R: 94.65% F: 95.82%
545
+ 2024-03-25 11:23:58 INFO dev: loss: 0.1056 - UP: 64.62% UR: 55.68% UF: 59.82% P: 61.84% R: 53.28% F: 57.24%
546
+ 2024-03-25 11:23:59 INFO test: loss: nan - UP: 24.46% UR: 51.07% UF: 33.08% P: 23.22% R: 48.47% F: 31.40%
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+ 2024-03-25 11:23:59 INFO 0:00:05.261767s elapsed
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+ 2024-03-25 11:23:59 INFO Epoch 81 / 5000:
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+ 2024-03-25 11:24:03 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 96.71% UR: 94.31% UF: 95.50% P: 96.71% R: 94.30% F: 95.49%
551
+ 2024-03-25 11:24:03 INFO dev: loss: 0.1083 - UP: 64.48% UR: 56.21% UF: 60.06% P: 62.06% R: 54.10% F: 57.81%
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+ 2024-03-25 11:24:05 INFO test: loss: nan - UP: 25.78% UR: 52.55% UF: 34.59% P: 24.42% R: 49.78% F: 32.77%
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+ 2024-03-25 11:24:05 INFO 0:00:05.342016s elapsed
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+ 2024-03-25 11:24:05 INFO Epoch 82 / 5000:
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+ 2024-03-25 11:24:08 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 96.28% UR: 94.04% UF: 95.15% P: 96.28% R: 94.03% F: 95.14%
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+ 2024-03-25 11:24:22 INFO lr: 4.9160e-05 - loss: 0.0004 - UP: 96.86% UR: 95.00% UF: 95.92% P: 96.84% R: 94.98% F: 95.90%
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+ 2024-03-25 11:24:22 INFO dev: loss: 0.1030 - UP: 64.49% UR: 57.11% UF: 60.58% P: 62.07% R: 54.97% F: 58.31%
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+ 2024-03-25 11:24:27 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 97.23% UR: 94.22% UF: 95.70% P: 97.13% R: 94.12% F: 95.60%
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+ 2024-03-25 11:24:28 INFO dev: loss: 0.1065 - UP: 64.94% UR: 59.54% UF: 62.12% P: 62.42% R: 57.23% F: 59.71%
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+ 2024-03-25 11:24:36 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 97.21% UR: 94.91% UF: 96.05% P: 97.17% R: 94.88% F: 96.01%
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+ 2024-03-25 11:24:36 INFO dev: loss: 0.1050 - UP: 66.48% UR: 59.74% UF: 62.93% P: 64.22% R: 57.71% F: 60.79%
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+ 2024-03-25 11:24:44 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 97.28% UR: 95.55% UF: 96.41% P: 97.27% R: 95.53% F: 96.39%
587
+ 2024-03-25 11:24:44 INFO dev: loss: 0.1078 - UP: 64.57% UR: 60.02% UF: 62.21% P: 62.11% R: 57.73% F: 59.84%
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+ 2024-03-25 11:24:49 INFO lr: 4.9120e-05 - loss: 0.0010 - UP: 97.59% UR: 95.66% UF: 96.62% P: 97.57% R: 95.64% F: 96.59%
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+ 2024-03-25 11:24:49 INFO dev: loss: 0.1098 - UP: 64.43% UR: 60.19% UF: 62.24% P: 62.02% R: 57.93% F: 59.91%
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+ 2024-03-25 11:24:51 INFO test: loss: nan - UP: 24.02% UR: 54.68% UF: 33.37% P: 22.79% R: 51.89% F: 31.67%
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+ 2024-03-25 11:24:54 INFO lr: 4.9110e-05 - loss: 0.0021 - UP: 97.30% UR: 96.38% UF: 96.84% P: 97.28% R: 96.36% F: 96.82%
599
+ 2024-03-25 11:24:54 INFO dev: loss: 0.1081 - UP: 64.89% UR: 59.93% UF: 62.31% P: 62.23% R: 57.48% F: 59.76%
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+ 2024-03-25 11:24:59 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 97.65% UR: 95.80% UF: 96.72% P: 97.63% R: 95.79% F: 96.70%
605
+ 2024-03-25 11:25:00 INFO dev: loss: 0.1112 - UP: 64.69% UR: 60.44% UF: 62.49% P: 62.42% R: 58.33% F: 60.31%
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+ 2024-03-25 11:25:01 INFO test: loss: nan - UP: 22.96% UR: 54.28% UF: 32.27% P: 21.78% R: 51.47% F: 30.60%
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+ 2024-03-25 11:25:04 INFO lr: 4.9090e-05 - loss: 0.0006 - UP: 97.35% UR: 95.94% UF: 96.64% P: 97.35% R: 95.94% F: 96.64%
611
+ 2024-03-25 11:25:05 INFO dev: loss: 0.1076 - UP: 65.15% UR: 59.62% UF: 62.26% P: 62.65% R: 57.34% F: 59.88%
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+ 2024-03-25 11:25:06 INFO test: loss: nan - UP: 23.82% UR: 53.60% UF: 32.98% P: 22.54% R: 50.73% F: 31.21%
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+ 2024-03-25 11:25:06 INFO 0:00:05.236713s elapsed
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+ 2024-03-25 11:25:10 INFO lr: 4.9080e-05 - loss: 0.0059 - UP: 97.44% UR: 96.39% UF: 96.91% P: 97.44% R: 96.39% F: 96.91%
617
+ 2024-03-25 11:25:10 INFO dev: loss: 0.1102 - UP: 66.55% UR: 57.57% UF: 61.73% P: 64.40% R: 55.71% F: 59.74%
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+ 2024-03-25 11:25:12 INFO test: loss: nan - UP: 24.51% UR: 51.13% UF: 33.14% P: 23.29% R: 48.57% F: 31.48%
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+ 2024-03-25 11:25:12 INFO 0:00:05.260256s elapsed
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+ 2024-03-25 11:25:12 INFO Epoch 93 / 5000:
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+ 2024-03-25 11:25:15 INFO lr: 4.9070e-05 - loss: 0.0052 - UP: 97.36% UR: 94.86% UF: 96.10% P: 97.35% R: 94.85% F: 96.08%
623
+ 2024-03-25 11:25:15 INFO dev: loss: 0.1130 - UP: 64.66% UR: 60.27% UF: 62.39% P: 62.00% R: 57.79% F: 59.82%
624
+ 2024-03-25 11:25:17 INFO test: loss: nan - UP: 22.88% UR: 53.96% UF: 32.14% P: 21.58% R: 50.88% F: 30.30%
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+ 2024-03-25 11:25:17 INFO 0:00:05.329022s elapsed
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+ 2024-03-25 11:25:20 INFO lr: 4.9060e-05 - loss: 0.0005 - UP: 96.56% UR: 91.39% UF: 93.91% P: 95.35% R: 90.25% F: 92.73%
629
+ 2024-03-25 11:25:21 INFO dev: loss: 0.0826 - UP: 60.98% UR: 58.92% UF: 59.93% P: 58.18% R: 56.21% F: 57.18%
630
+ 2024-03-25 11:25:22 INFO test: loss: nan - UP: 21.98% UR: 54.79% UF: 31.37% P: 20.68% R: 51.55% F: 29.52%
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+ 2024-03-25 11:25:22 INFO 0:00:05.382105s elapsed
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+ 2024-03-25 11:25:22 INFO Epoch 95 / 5000:
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+ 2024-03-25 11:25:26 INFO lr: 4.9050e-05 - loss: 0.0148 - UP: 87.11% UR: 73.84% UF: 79.93% P: 86.36% R: 73.20% F: 79.24%
635
+ 2024-03-25 11:25:26 INFO dev: loss: 0.1078 - UP: 61.90% UR: 54.44% UF: 57.93% P: 59.82% R: 52.61% F: 55.98%
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+ 2024-03-25 11:25:28 INFO test: loss: nan - UP: 23.77% UR: 54.47% UF: 33.10% P: 22.47% R: 51.49% F: 31.29%
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+ 2024-03-25 11:25:28 INFO 0:00:05.426485s elapsed
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+ 2024-03-25 11:25:28 INFO Epoch 96 / 5000:
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+ 2024-03-25 11:25:31 INFO lr: 4.9040e-05 - loss: 0.0091 - UP: 84.36% UR: 75.71% UF: 79.80% P: 83.54% R: 74.97% F: 79.03%
641
+ 2024-03-25 11:25:32 INFO dev: loss: 0.1161 - UP: 70.19% UR: 38.69% UF: 49.88% P: 65.85% R: 36.29% F: 46.79%
642
+ 2024-03-25 11:25:33 INFO test: loss: nan - UP: 24.83% UR: 35.16% UF: 29.11% P: 22.86% R: 32.37% F: 26.80%
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+ 2024-03-25 11:25:33 INFO 0:00:05.491395s elapsed
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+ 2024-03-25 11:25:33 INFO Epoch 97 / 5000:
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+ 2024-03-25 11:25:37 INFO lr: 4.9030e-05 - loss: 0.0091 - UP: 91.20% UR: 80.16% UF: 85.32% P: 90.85% R: 79.84% F: 84.99%
647
+ 2024-03-25 11:25:37 INFO dev: loss: 0.0953 - UP: 60.65% UR: 58.27% UF: 59.43% P: 58.01% R: 55.73% F: 56.85%
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+ 2024-03-25 11:25:39 INFO test: loss: nan - UP: 21.72% UR: 53.83% UF: 30.95% P: 20.44% R: 50.67% F: 29.13%
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+ 2024-03-25 11:25:39 INFO 0:00:05.510783s elapsed
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+ 2024-03-25 11:25:39 INFO Epoch 98 / 5000:
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+ 2024-03-25 11:25:42 INFO lr: 4.9020e-05 - loss: 0.0021 - UP: 92.68% UR: 85.90% UF: 89.16% P: 92.41% R: 85.64% F: 88.90%
653
+ 2024-03-25 11:25:43 INFO dev: loss: 0.1005 - UP: 61.39% UR: 57.40% UF: 59.33% P: 58.92% R: 55.09% F: 56.94%
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+ 2024-03-25 11:25:44 INFO test: loss: nan - UP: 22.04% UR: 53.83% UF: 31.27% P: 20.77% R: 50.75% F: 29.48%
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+ 2024-03-25 11:25:44 INFO 0:00:05.440895s elapsed
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+ 2024-03-25 11:25:44 INFO Epoch 99 / 5000:
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+ 2024-03-25 11:25:48 INFO lr: 4.9010e-05 - loss: 0.0056 - UP: 89.21% UR: 85.77% UF: 87.45% P: 88.99% R: 85.56% F: 87.24%
659
+ 2024-03-25 11:25:48 INFO dev: loss: 0.1283 - UP: 65.62% UR: 45.93% UF: 54.04% P: 62.68% R: 43.87% F: 51.62%
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+ 2024-03-25 11:25:50 INFO test: loss: nan - UP: 26.27% UR: 44.75% UF: 33.10% P: 25.00% R: 42.59% F: 31.51%
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+ 2024-03-25 11:25:50 INFO 0:00:05.398913s elapsed
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+ 2024-03-25 11:25:50 INFO Epoch 100 / 5000:
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+ 2024-03-25 11:25:53 INFO lr: 4.9000e-05 - loss: 0.0095 - UP: 94.05% UR: 85.87% UF: 89.77% P: 93.82% R: 85.66% F: 89.55%
665
+ 2024-03-25 11:25:53 INFO dev: loss: 0.1194 - UP: 64.89% UR: 48.44% UF: 55.47% P: 61.42% R: 45.84% F: 52.50%
666
+ 2024-03-25 11:25:55 INFO test: loss: nan - UP: 24.14% UR: 45.45% UF: 31.53% P: 22.57% R: 42.49% F: 29.48%
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+ 2024-03-25 11:25:55 INFO 0:00:05.390824s elapsed
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+ 2024-03-25 11:25:55 INFO Epoch 101 / 5000:
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+ 2024-03-25 11:25:58 INFO lr: 4.8990e-05 - loss: 0.0042 - UP: 93.93% UR: 87.34% UF: 90.51% P: 93.74% R: 87.17% F: 90.33%
671
+ 2024-03-25 11:25:59 INFO dev: loss: 0.1069 - UP: 62.02% UR: 56.33% UF: 59.04% P: 59.01% R: 53.59% F: 56.17%
672
+ 2024-03-25 11:26:00 INFO test: loss: nan - UP: 22.01% UR: 53.37% UF: 31.16% P: 20.70% R: 50.20% F: 29.31%
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+ 2024-03-25 11:26:00 INFO 0:00:05.364788s elapsed
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+ 2024-03-25 11:26:00 INFO Epoch 102 / 5000:
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+ 2024-03-25 11:26:04 INFO lr: 4.8980e-05 - loss: 0.0042 - UP: 95.20% UR: 92.06% UF: 93.60% P: 95.13% R: 91.99% F: 93.54%
677
+ 2024-03-25 11:26:04 INFO dev: loss: 0.1043 - UP: 61.53% UR: 58.95% UF: 60.21% P: 58.88% R: 56.41% F: 57.62%
678
+ 2024-03-25 11:26:06 INFO test: loss: nan - UP: 22.84% UR: 55.72% UF: 32.40% P: 21.63% R: 52.76% F: 30.68%
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+ 2024-03-25 11:26:06 INFO 0:00:05.378374s elapsed
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+ 2024-03-25 11:26:06 INFO Epoch 103 / 5000:
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+ 2024-03-25 11:26:09 INFO lr: 4.8970e-05 - loss: 0.0068 - UP: 96.27% UR: 93.13% UF: 94.68% P: 96.23% R: 93.10% F: 94.64%
683
+ 2024-03-25 11:26:10 INFO dev: loss: 0.1037 - UP: 64.18% UR: 55.28% UF: 59.40% P: 61.43% R: 52.92% F: 56.86%
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+ 2024-03-25 11:26:11 INFO test: loss: nan - UP: 24.51% UR: 52.59% UF: 33.44% P: 23.30% R: 49.99% F: 31.78%
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+ 2024-03-25 11:26:11 INFO 0:00:05.387789s elapsed
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+ 2024-03-25 11:26:11 INFO Epoch 104 / 5000:
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+ 2024-03-25 11:26:15 INFO lr: 4.8960e-05 - loss: 0.0003 - UP: 96.31% UR: 94.02% UF: 95.15% P: 96.26% R: 93.96% F: 95.10%
689
+ 2024-03-25 11:26:15 INFO dev: loss: 0.1040 - UP: 67.13% UR: 53.99% UF: 59.85% P: 64.68% R: 52.01% F: 57.66%
690
+ 2024-03-25 11:26:16 INFO test: loss: nan - UP: 26.87% UR: 50.90% UF: 35.18% P: 25.70% R: 48.68% F: 33.64%
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+ 2024-03-25 11:26:16 INFO 0:00:05.388289s elapsed
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+ 2024-03-25 11:26:16 INFO Epoch 105 / 5000:
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+ 2024-03-25 11:26:20 INFO lr: 4.8950e-05 - loss: 0.0047 - UP: 96.48% UR: 92.98% UF: 94.70% P: 96.44% R: 92.94% F: 94.66%
695
+ 2024-03-25 11:26:20 INFO dev: loss: 0.1014 - UP: 64.89% UR: 53.65% UF: 58.74% P: 62.27% R: 51.48% F: 56.36%
696
+ 2024-03-25 11:26:22 INFO test: loss: nan - UP: 25.14% UR: 52.69% UF: 34.04% P: 23.83% R: 49.95% F: 32.26%
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+ 2024-03-25 11:26:22 INFO 0:00:05.363138s elapsed
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+ 2024-03-25 11:26:22 INFO Epoch 106 / 5000:
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+ 2024-03-25 11:26:25 INFO lr: 4.8940e-05 - loss: 0.0023 - UP: 97.01% UR: 94.43% UF: 95.71% P: 96.98% R: 94.40% F: 95.68%
701
+ 2024-03-25 11:26:26 INFO dev: loss: 0.1026 - UP: 64.15% UR: 57.68% UF: 60.74% P: 61.70% R: 55.48% F: 58.43%
702
+ 2024-03-25 11:26:27 INFO test: loss: nan - UP: 24.17% UR: 54.91% UF: 33.56% P: 22.85% R: 51.91% F: 31.73%
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+ 2024-03-25 11:26:27 INFO 0:00:05.373453s elapsed
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+ 2024-03-25 11:26:27 INFO Epoch 107 / 5000:
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+ 2024-03-25 11:26:31 INFO lr: 4.8930e-05 - loss: 0.0016 - UP: 97.09% UR: 95.63% UF: 96.35% P: 97.07% R: 95.61% F: 96.34%
707
+ 2024-03-25 11:26:31 INFO dev: loss: 0.1027 - UP: 65.84% UR: 56.58% UF: 60.86% P: 63.31% R: 54.41% F: 58.52%
708
+ 2024-03-25 11:26:33 INFO test: loss: nan - UP: 25.06% UR: 53.77% UF: 34.19% P: 23.70% R: 50.86% F: 32.33%
709
+ 2024-03-25 11:26:33 INFO 0:00:05.356249s elapsed
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+ 2024-03-25 11:26:33 INFO Epoch 108 / 5000:
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+ 2024-03-25 11:26:36 INFO lr: 4.8920e-05 - loss: 0.0003 - UP: 97.63% UR: 96.01% UF: 96.81% P: 97.60% R: 95.98% F: 96.78%
713
+ 2024-03-25 11:26:36 INFO dev: loss: 0.1038 - UP: 65.62% UR: 57.23% UF: 61.14% P: 63.26% R: 55.17% F: 58.94%
714
+ 2024-03-25 11:26:38 INFO test: loss: nan - UP: 24.68% UR: 54.53% UF: 33.98% P: 23.39% R: 51.68% F: 32.20%
715
+ 2024-03-25 11:26:38 INFO 0:00:05.389059s elapsed
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+ 2024-03-25 11:26:38 INFO Epoch 109 / 5000:
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+ 2024-03-25 11:26:41 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 97.58% UR: 95.89% UF: 96.73% P: 97.57% R: 95.88% F: 96.72%
719
+ 2024-03-25 11:26:42 INFO dev: loss: 0.1040 - UP: 64.77% UR: 57.09% UF: 60.69% P: 62.28% R: 54.89% F: 58.35%
720
+ 2024-03-25 11:26:43 INFO test: loss: nan - UP: 24.67% UR: 54.85% UF: 34.03% P: 23.37% R: 51.95% F: 32.24%
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+ 2024-03-25 11:26:43 INFO 0:00:05.331989s elapsed
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+ 2024-03-25 11:26:43 INFO Epoch 110 / 5000:
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+ 2024-03-25 11:26:47 INFO lr: 4.8900e-05 - loss: 0.0001 - UP: 97.75% UR: 96.28% UF: 97.01% P: 97.74% R: 96.26% F: 97.00%
725
+ 2024-03-25 11:26:47 INFO dev: loss: 0.1030 - UP: 64.48% UR: 59.48% UF: 61.88% P: 61.94% R: 57.14% F: 59.45%
726
+ 2024-03-25 11:26:49 INFO test: loss: nan - UP: 24.36% UR: 56.50% UF: 34.05% P: 23.07% R: 53.50% F: 32.24%
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+ 2024-03-25 11:26:49 INFO 0:00:05.326384s elapsed
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+ 2024-03-25 11:26:49 INFO Epoch 111 / 5000:
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+ 2024-03-25 11:26:52 INFO lr: 4.8890e-05 - loss: 0.0004 - UP: 97.06% UR: 95.74% UF: 96.40% P: 97.04% R: 95.72% F: 96.37%
731
+ 2024-03-25 11:26:52 INFO dev: loss: 0.1150 - UP: 63.93% UR: 57.79% UF: 60.71% P: 61.19% R: 55.31% F: 58.10%
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+ 2024-03-25 11:26:54 INFO test: loss: nan - UP: 23.44% UR: 56.86% UF: 33.20% P: 22.31% R: 54.11% F: 31.59%
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+ 2024-03-25 11:26:54 INFO 0:00:05.339038s elapsed
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+ 2024-03-25 11:26:54 INFO Epoch 112 / 5000:
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+ 2024-03-25 11:26:57 INFO lr: 4.8880e-05 - loss: 0.0067 - UP: 95.06% UR: 91.40% UF: 93.19% P: 94.88% R: 91.23% F: 93.02%
737
+ 2024-03-25 11:26:58 INFO dev: loss: 0.1027 - UP: 66.09% UR: 51.79% UF: 58.07% P: 63.21% R: 49.54% F: 55.55%
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+ 2024-03-25 11:26:59 INFO test: loss: nan - UP: 25.58% UR: 51.36% UF: 34.16% P: 24.49% R: 49.17% F: 32.69%
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+ 2024-03-25 11:26:59 INFO 0:00:05.309099s elapsed
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+ 2024-03-25 11:26:59 INFO Epoch 113 / 5000:
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+ 2024-03-25 11:27:03 INFO lr: 4.8870e-05 - loss: 0.0007 - UP: 95.65% UR: 90.74% UF: 93.13% P: 95.50% R: 90.60% F: 92.99%
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+ 2024-03-25 11:27:03 INFO dev: loss: 0.1105 - UP: 61.24% UR: 59.96% UF: 60.59% P: 58.47% R: 57.26% F: 57.86%
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+ 2024-03-25 11:27:05 INFO test: loss: nan - UP: 21.16% UR: 55.29% UF: 30.60% P: 20.03% R: 52.33% F: 28.97%
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+ 2024-03-25 11:27:05 INFO 0:00:05.293313s elapsed
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+ 2024-03-25 11:27:05 INFO Epoch 114 / 5000:
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+ 2024-03-25 11:27:08 INFO lr: 4.8860e-05 - loss: 0.0060 - UP: 93.39% UR: 87.55% UF: 90.38% P: 92.90% R: 87.09% F: 89.90%
749
+ 2024-03-25 11:27:08 INFO dev: loss: 0.1153 - UP: 67.18% UR: 50.75% UF: 57.82% P: 64.19% R: 48.49% F: 55.25%
750
+ 2024-03-25 11:27:10 INFO test: loss: nan - UP: 29.30% UR: 48.93% UF: 36.65% P: 28.15% R: 47.01% F: 35.21%
751
+ 2024-03-25 11:27:10 INFO 0:00:05.305517s elapsed
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+ 2024-03-25 11:27:10 INFO Epoch 115 / 5000:
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+ 2024-03-25 11:27:13 INFO lr: 4.8850e-05 - loss: 0.0026 - UP: 95.80% UR: 92.08% UF: 93.90% P: 95.60% R: 91.89% F: 93.71%
755
+ 2024-03-25 11:27:14 INFO dev: loss: 0.1000 - UP: 60.42% UR: 61.43% UF: 60.92% P: 57.71% R: 58.66% F: 58.18%
756
+ 2024-03-25 11:27:15 INFO test: loss: nan - UP: 22.33% UR: 58.50% UF: 32.32% P: 21.17% R: 55.46% F: 30.64%
757
+ 2024-03-25 11:27:15 INFO 0:00:05.328017s elapsed
758
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+ 2024-03-25 11:27:15 INFO Epoch 116 / 5000:
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+ 2024-03-25 11:27:19 INFO lr: 4.8840e-05 - loss: 0.0023 - UP: 95.99% UR: 93.77% UF: 94.87% P: 95.93% R: 93.71% F: 94.81%
761
+ 2024-03-25 11:27:19 INFO dev: loss: 0.1089 - UP: 61.51% UR: 60.66% UF: 61.09% P: 58.46% R: 57.65% F: 58.05%
762
+ 2024-03-25 11:27:21 INFO test: loss: nan - UP: 22.60% UR: 57.87% UF: 32.51% P: 21.38% R: 54.74% F: 30.75%
763
+ 2024-03-25 11:27:21 INFO 0:00:05.311506s elapsed
764
+
765
+ 2024-03-25 11:27:25 INFO Epoch 86 saved
766
+ 2024-03-25 11:27:25 INFO dev: UP: 66.48% UR: 59.74% UF: 62.93% P: 64.22% R: 57.71% F: 60.79%
767
+ 2024-03-25 11:27:25 INFO test: UP: 25.17% UR: 52.91% UF: 34.11% P: 23.90% R: 50.24% F: 32.39%
768
+ 2024-03-25 11:27:25 INFO 0:10:11.938541s elapsed, 0:00:05.275332s/epoch
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1
+ 2024-03-25 11:27:27 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_xlm_10
18
+ device | 0
19
+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_holder_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_holder_asc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
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+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-25 11:27:27 INFO Building the fields
40
+ 2024-03-25 11:27:29 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-25 11:27:29 INFO Building the model
45
+ 2024-03-25 11:27:31 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=5, 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
+ 2024-03-25 11:27:31 INFO Loading the data
65
+ 2024-03-25 11:27:35 INFO
66
+ train: Dataset(n_sentences=1028, n_batches=34, n_buckets=32)
67
+ dev: Dataset(n_sentences=287, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=45, n_buckets=32)
69
+
70
+ 2024-03-25 11:27:35 INFO Epoch 1 / 5000:
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+ 2024-03-25 11:27:39 INFO lr: 4.9990e-05 - loss: 0.1235 - UP: 0.95% UR: 5.51% UF: 1.63% P: 0.25% R: 1.43% F: 0.42%
72
+ 2024-03-25 11:27:39 INFO dev: loss: 0.1200 - UP: 100.00% UR: 0.03% UF: 0.06% P: 100.00% R: 0.03% F: 0.06%
73
+ 2024-03-25 11:27:41 INFO test: loss: nan - UP: 22.22% UR: 0.13% UF: 0.25% P: 7.41% R: 0.04% F: 0.08%
74
+ 2024-03-25 11:27:46 INFO 0:00:06.348392s elapsed (saved)
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+
76
+ 2024-03-25 11:27:46 INFO Epoch 2 / 5000:
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+ 2024-03-25 11:27:49 INFO lr: 4.9980e-05 - loss: 0.1934 - UP: 32.39% UR: 2.05% UF: 3.85% P: 24.94% R: 1.58% F: 2.97%
78
+ 2024-03-25 11:27:50 INFO dev: loss: 0.0857 - UP: 83.33% UR: 1.27% UF: 2.50% P: 66.67% R: 1.01% F: 2.00%
79
+ 2024-03-25 11:27:51 INFO test: loss: nan - UP: 52.94% UR: 1.33% UF: 2.60% P: 41.18% R: 1.04% F: 2.02%
80
+ 2024-03-25 11:27:58 INFO 0:00:05.742954s elapsed (saved)
81
+
82
+ 2024-03-25 11:27:58 INFO Epoch 3 / 5000:
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+ 2024-03-25 11:28:02 INFO lr: 4.9970e-05 - loss: 0.0240 - UP: 38.75% UR: 5.09% UF: 9.01% P: 33.35% R: 4.39% F: 7.75%
84
+ 2024-03-25 11:28:02 INFO dev: loss: 0.0724 - UP: 73.85% UR: 4.06% UF: 7.69% P: 67.69% R: 3.72% F: 7.05%
85
+ 2024-03-25 11:28:04 INFO test: loss: nan - UP: 37.42% UR: 4.97% UF: 8.77% P: 30.89% R: 4.10% F: 7.24%
86
+ 2024-03-25 11:28:11 INFO 0:00:05.736100s elapsed (saved)
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+
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+ 2024-03-25 11:28:11 INFO Epoch 4 / 5000:
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+ 2024-03-25 11:28:14 INFO lr: 4.9960e-05 - loss: 0.0097 - UP: 55.59% UR: 13.07% UF: 21.16% P: 51.88% R: 12.19% F: 19.74%
90
+ 2024-03-25 11:28:15 INFO dev: loss: 0.0684 - UP: 53.94% UR: 12.14% UF: 19.83% P: 50.94% R: 11.47% F: 18.72%
91
+ 2024-03-25 11:28:16 INFO test: loss: nan - UP: 30.43% UR: 14.77% UF: 19.89% P: 28.43% R: 13.80% F: 18.58%
92
+ 2024-03-25 11:28:23 INFO 0:00:05.708784s elapsed (saved)
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+
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+ 2024-03-25 11:28:23 INFO Epoch 5 / 5000:
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+ 2024-03-25 11:28:27 INFO lr: 4.9950e-05 - loss: 0.0936 - UP: 55.84% UR: 16.61% UF: 25.61% P: 52.57% R: 15.64% F: 24.11%
96
+ 2024-03-25 11:28:27 INFO dev: loss: 0.0664 - UP: 72.91% UR: 10.09% UF: 17.72% P: 65.99% R: 9.13% F: 16.04%
97
+ 2024-03-25 11:28:29 INFO test: loss: nan - UP: 28.59% UR: 12.57% UF: 17.46% P: 25.04% R: 11.01% F: 15.29%
98
+ 2024-03-25 11:28:29 INFO 0:00:05.729642s elapsed
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+
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+ 2024-03-25 11:28:29 INFO Epoch 6 / 5000:
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+ 2024-03-25 11:28:33 INFO lr: 4.9940e-05 - loss: 0.0854 - UP: 58.99% UR: 21.02% UF: 31.00% P: 57.13% R: 20.36% F: 30.02%
102
+ 2024-03-25 11:28:33 INFO dev: loss: 0.0681 - UP: 67.36% UR: 13.78% UF: 22.88% P: 63.22% R: 12.93% F: 21.47%
103
+ 2024-03-25 11:28:34 INFO test: loss: nan - UP: 29.29% UR: 15.53% UF: 20.30% P: 26.66% R: 14.13% F: 18.48%
104
+ 2024-03-25 11:28:40 INFO 0:00:05.748829s elapsed (saved)
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+
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+ 2024-03-25 11:28:40 INFO Epoch 7 / 5000:
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+ 2024-03-25 11:28:44 INFO lr: 4.9930e-05 - loss: 0.0353 - UP: 62.73% UR: 26.37% UF: 37.13% P: 60.83% R: 25.57% F: 36.01%
108
+ 2024-03-25 11:28:44 INFO dev: loss: 0.0605 - UP: 66.46% UR: 18.43% UF: 28.86% P: 62.91% R: 17.44% F: 27.31%
109
+ 2024-03-25 11:28:46 INFO test: loss: nan - UP: 25.37% UR: 19.84% UF: 22.27% P: 23.43% R: 18.32% F: 20.56%
110
+ 2024-03-25 11:28:52 INFO 0:00:05.716627s elapsed (saved)
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+
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+ 2024-03-25 11:28:52 INFO Epoch 8 / 5000:
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+ 2024-03-25 11:28:56 INFO lr: 4.9920e-05 - loss: 0.0334 - UP: 74.01% UR: 30.66% UF: 43.36% P: 72.70% R: 30.11% F: 42.59%
114
+ 2024-03-25 11:28:57 INFO dev: loss: 0.0641 - UP: 66.37% UR: 21.25% UF: 32.19% P: 63.20% R: 20.23% F: 30.65%
115
+ 2024-03-25 11:28:58 INFO test: loss: nan - UP: 28.29% UR: 21.68% UF: 24.55% P: 26.41% R: 20.24% F: 22.92%
116
+ 2024-03-25 11:29:05 INFO 0:00:05.703480s elapsed (saved)
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+
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+ 2024-03-25 11:29:05 INFO Epoch 9 / 5000:
119
+ 2024-03-25 11:29:09 INFO lr: 4.9910e-05 - loss: 0.0062 - UP: 73.73% UR: 39.35% UF: 51.32% P: 72.47% R: 38.68% F: 50.44%
120
+ 2024-03-25 11:29:09 INFO dev: loss: 0.0653 - UP: 60.36% UR: 34.15% UF: 43.62% P: 57.87% R: 32.74% F: 41.82%
121
+ 2024-03-25 11:29:11 INFO test: loss: nan - UP: 24.49% UR: 32.33% UF: 27.87% P: 22.83% R: 30.13% F: 25.97%
122
+ 2024-03-25 11:29:17 INFO 0:00:05.734918s elapsed (saved)
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+
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+ 2024-03-25 11:29:17 INFO Epoch 10 / 5000:
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+ 2024-03-25 11:29:21 INFO lr: 4.9900e-05 - loss: 0.0111 - UP: 73.80% UR: 43.92% UF: 55.07% P: 72.55% R: 43.17% F: 54.13%
126
+ 2024-03-25 11:29:22 INFO dev: loss: 0.0642 - UP: 64.74% UR: 30.99% UF: 41.92% P: 62.21% R: 29.78% F: 40.28%
127
+ 2024-03-25 11:29:23 INFO test: loss: nan - UP: 25.55% UR: 28.78% UF: 27.07% P: 23.99% R: 27.02% F: 25.42%
128
+ 2024-03-25 11:29:23 INFO 0:00:05.711628s elapsed
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+
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+ 2024-03-25 11:29:23 INFO Epoch 11 / 5000:
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+ 2024-03-25 11:29:27 INFO lr: 4.9890e-05 - loss: 0.0583 - UP: 78.34% UR: 44.26% UF: 56.56% P: 77.07% R: 43.54% F: 55.64%
132
+ 2024-03-25 11:29:27 INFO dev: loss: 0.0709 - UP: 65.89% UR: 32.83% UF: 43.82% P: 62.95% R: 31.36% F: 41.87%
133
+ 2024-03-25 11:29:29 INFO test: loss: nan - UP: 27.04% UR: 30.26% UF: 28.56% P: 25.30% R: 28.31% F: 26.72%
134
+ 2024-03-25 11:29:36 INFO 0:00:05.734034s elapsed (saved)
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+
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+ 2024-03-25 11:29:36 INFO Epoch 12 / 5000:
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+ 2024-03-25 11:29:40 INFO lr: 4.9880e-05 - loss: 0.0286 - UP: 74.93% UR: 47.65% UF: 58.26% P: 73.44% R: 46.71% F: 57.10%
138
+ 2024-03-25 11:29:40 INFO dev: loss: 0.0650 - UP: 53.48% UR: 40.91% UF: 46.36% P: 51.31% R: 39.25% F: 44.48%
139
+ 2024-03-25 11:29:41 INFO test: loss: nan - UP: 20.19% UR: 37.95% UF: 26.36% P: 19.17% R: 36.02% F: 25.02%
140
+ 2024-03-25 11:29:48 INFO 0:00:05.751406s elapsed (saved)
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+
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+ 2024-03-25 11:29:48 INFO Epoch 13 / 5000:
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+ 2024-03-25 11:29:52 INFO lr: 4.9870e-05 - loss: 0.0216 - UP: 80.76% UR: 52.64% UF: 63.74% P: 79.91% R: 52.09% F: 63.07%
144
+ 2024-03-25 11:29:52 INFO dev: loss: 0.0680 - UP: 68.75% UR: 34.46% UF: 45.91% P: 66.16% R: 33.16% F: 44.18%
145
+ 2024-03-25 11:29:54 INFO test: loss: nan - UP: 26.22% UR: 32.24% UF: 28.92% P: 24.66% R: 30.32% F: 27.20%
146
+ 2024-03-25 11:29:54 INFO 0:00:05.712971s elapsed
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+
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+ 2024-03-25 11:29:54 INFO Epoch 14 / 5000:
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+ 2024-03-25 11:29:58 INFO lr: 4.9860e-05 - loss: 0.0268 - UP: 80.95% UR: 55.33% UF: 65.73% P: 80.16% R: 54.79% F: 65.09%
150
+ 2024-03-25 11:29:58 INFO dev: loss: 0.0684 - UP: 65.77% UR: 36.49% UF: 46.94% P: 62.72% R: 34.80% F: 44.76%
151
+ 2024-03-25 11:30:00 INFO test: loss: nan - UP: 23.91% UR: 33.49% UF: 27.90% P: 22.44% R: 31.44% F: 26.19%
152
+ 2024-03-25 11:30:06 INFO 0:00:05.714450s elapsed (saved)
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+
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+ 2024-03-25 11:30:06 INFO Epoch 15 / 5000:
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+ 2024-03-25 11:30:10 INFO lr: 4.9850e-05 - loss: 0.0190 - UP: 82.09% UR: 59.69% UF: 69.12% P: 81.52% R: 59.27% F: 68.64%
156
+ 2024-03-25 11:30:11 INFO dev: loss: 0.0676 - UP: 71.49% UR: 29.67% UF: 41.94% P: 69.25% R: 28.74% F: 40.62%
157
+ 2024-03-25 11:30:12 INFO test: loss: nan - UP: 28.49% UR: 29.64% UF: 29.06% P: 27.03% R: 28.12% F: 27.57%
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+ 2024-03-25 11:30:12 INFO 0:00:05.704660s elapsed
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+
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+ 2024-03-25 11:30:12 INFO Epoch 16 / 5000:
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+ 2024-03-25 11:30:16 INFO lr: 4.9840e-05 - loss: 0.0192 - UP: 81.58% UR: 60.50% UF: 69.47% P: 81.15% R: 60.17% F: 69.11%
162
+ 2024-03-25 11:30:16 INFO dev: loss: 0.0743 - UP: 54.30% UR: 46.24% UF: 49.95% P: 52.45% R: 44.66% F: 48.24%
163
+ 2024-03-25 11:30:18 INFO test: loss: nan - UP: 19.67% UR: 42.36% UF: 26.86% P: 18.80% R: 40.50% F: 25.68%
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+ 2024-03-25 11:30:25 INFO 0:00:05.741026s elapsed (saved)
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+
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+ 2024-03-25 11:30:25 INFO Epoch 17 / 5000:
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+ 2024-03-25 11:30:28 INFO lr: 4.9830e-05 - loss: 0.0269 - UP: 83.09% UR: 58.27% UF: 68.50% P: 82.64% R: 57.95% F: 68.12%
168
+ 2024-03-25 11:30:29 INFO dev: loss: 0.0636 - UP: 64.42% UR: 37.50% UF: 47.41% P: 61.91% R: 36.04% F: 45.56%
169
+ 2024-03-25 11:30:30 INFO test: loss: nan - UP: 23.09% UR: 34.04% UF: 27.51% P: 21.88% R: 32.26% F: 26.08%
170
+ 2024-03-25 11:30:30 INFO 0:00:05.749240s elapsed
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+
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+ 2024-03-25 11:30:30 INFO Epoch 18 / 5000:
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+ 2024-03-25 11:30:34 INFO lr: 4.9820e-05 - loss: 0.0173 - UP: 83.65% UR: 65.24% UF: 73.31% P: 83.20% R: 64.89% F: 72.91%
174
+ 2024-03-25 11:30:35 INFO dev: loss: 0.0668 - UP: 59.96% UR: 47.42% UF: 52.96% P: 57.86% R: 45.76% F: 51.10%
175
+ 2024-03-25 11:30:36 INFO test: loss: nan - UP: 21.27% UR: 43.10% UF: 28.48% P: 20.15% R: 40.84% F: 26.99%
176
+ 2024-03-25 11:30:43 INFO 0:00:05.771677s elapsed (saved)
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+
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+ 2024-03-25 11:30:43 INFO Epoch 19 / 5000:
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+ 2024-03-25 11:30:47 INFO lr: 4.9810e-05 - loss: 0.0014 - UP: 83.86% UR: 63.69% UF: 72.40% P: 83.17% R: 63.17% F: 71.80%
180
+ 2024-03-25 11:30:47 INFO dev: loss: 0.0652 - UP: 69.27% UR: 34.94% UF: 46.45% P: 66.09% R: 33.33% F: 44.32%
181
+ 2024-03-25 11:30:49 INFO test: loss: nan - UP: 25.86% UR: 31.59% UF: 28.44% P: 24.09% R: 29.43% F: 26.50%
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+ 2024-03-25 11:31:23 INFO dev: loss: 0.0723 - UP: 67.55% UR: 44.69% UF: 53.79% P: 64.99% R: 43.00% F: 51.76%
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+ 2024-03-25 11:31:35 INFO dev: loss: 0.0704 - UP: 66.15% UR: 50.21% UF: 57.09% P: 63.25% R: 48.01% F: 54.59%
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+ 2024-03-25 11:31:43 INFO 0:00:05.741091s elapsed (saved)
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+ 2024-03-25 11:31:48 INFO dev: loss: 0.0778 - UP: 57.76% UR: 56.64% UF: 57.19% P: 55.26% R: 54.18% F: 54.72%
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+ 2024-03-25 11:31:49 INFO test: loss: nan - UP: 19.70% UR: 48.49% UF: 28.02% P: 18.56% R: 45.68% F: 26.39%
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+ 2024-03-25 11:32:00 INFO lr: 4.9730e-05 - loss: 0.0011 - UP: 84.31% UR: 73.37% UF: 78.46% P: 84.06% R: 73.14% F: 78.22%
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+ 2024-03-25 11:32:00 INFO dev: loss: 0.0741 - UP: 67.41% UR: 43.70% UF: 53.03% P: 64.88% R: 42.07% F: 51.04%
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+ 2024-03-25 11:32:06 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 88.89% UR: 74.68% UF: 81.17% P: 88.64% R: 74.47% F: 80.94%
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+ 2024-03-25 11:32:06 INFO dev: loss: 0.0752 - UP: 66.74% UR: 45.00% UF: 53.75% P: 63.27% R: 42.66% F: 50.96%
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+ 2024-03-25 11:32:07 INFO test: loss: nan - UP: 23.11% UR: 39.95% UF: 29.28% P: 21.69% R: 37.50% F: 27.49%
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+ 2024-03-25 11:32:12 INFO dev: loss: 0.0814 - UP: 69.24% UR: 45.28% UF: 54.75% P: 66.35% R: 43.39% F: 52.47%
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+ 2024-03-25 11:32:17 INFO lr: 4.9700e-05 - loss: 0.0028 - UP: 89.75% UR: 77.99% UF: 83.46% P: 89.61% R: 77.86% F: 83.32%
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+ 2024-03-25 11:32:17 INFO dev: loss: 0.0811 - UP: 66.50% UR: 45.82% UF: 54.25% P: 63.97% R: 44.07% F: 52.19%
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+ 2024-03-25 11:32:19 INFO test: loss: nan - UP: 23.92% UR: 40.19% UF: 29.99% P: 22.78% R: 38.26% F: 28.56%
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+ 2024-03-25 11:32:23 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 89.20% UR: 79.03% UF: 83.81% P: 88.99% R: 78.84% F: 83.61%
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+ 2024-03-25 11:32:23 INFO dev: loss: 0.0821 - UP: 65.33% UR: 48.15% UF: 55.44% P: 62.08% R: 45.76% F: 52.68%
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+ 2024-03-25 11:32:25 INFO test: loss: nan - UP: 23.27% UR: 42.45% UF: 30.06% P: 21.87% R: 39.89% F: 28.25%
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+ 2024-03-25 11:32:25 INFO 0:00:05.763535s elapsed
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+ 2024-03-25 11:32:29 INFO lr: 4.9680e-05 - loss: 0.0131 - UP: 90.19% UR: 80.81% UF: 85.24% P: 89.81% R: 80.47% F: 84.89%
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+ 2024-03-25 11:32:29 INFO dev: loss: 0.0770 - UP: 64.28% UR: 49.99% UF: 56.24% P: 61.20% R: 47.59% F: 53.54%
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+ 2024-03-25 11:32:31 INFO test: loss: nan - UP: 22.55% UR: 44.43% UF: 29.92% P: 21.28% R: 41.94% F: 28.24%
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+ 2024-03-25 11:32:31 INFO 0:00:05.829290s elapsed
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+ 2024-03-25 11:32:34 INFO lr: 4.9670e-05 - loss: 0.0068 - UP: 91.92% UR: 80.79% UF: 85.99% P: 91.64% R: 80.54% F: 85.73%
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+ 2024-03-25 11:32:35 INFO dev: loss: 0.0813 - UP: 63.63% UR: 52.35% UF: 57.44% P: 60.89% R: 50.10% F: 54.97%
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+ 2024-03-25 11:32:36 INFO test: loss: nan - UP: 21.59% UR: 44.58% UF: 29.09% P: 20.45% R: 42.24% F: 27.56%
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+ 2024-03-25 11:32:43 INFO 0:00:05.827995s elapsed (saved)
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+ 2024-03-25 11:32:47 INFO lr: 4.9660e-05 - loss: 0.0094 - UP: 90.54% UR: 79.94% UF: 84.91% P: 90.38% R: 79.80% F: 84.76%
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+ 2024-03-25 11:32:47 INFO dev: loss: 0.0830 - UP: 73.01% UR: 44.74% UF: 55.49% P: 70.11% R: 42.97% F: 53.28%
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+ 2024-03-25 11:32:49 INFO test: loss: nan - UP: 25.77% UR: 37.10% UF: 30.41% P: 24.68% R: 35.54% F: 29.13%
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+ 2024-03-25 11:32:49 INFO 0:00:05.782286s elapsed
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+ 2024-03-25 11:32:53 INFO lr: 4.9650e-05 - loss: 0.0263 - UP: 91.77% UR: 82.87% UF: 87.09% P: 91.63% R: 82.74% F: 86.96%
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+ 2024-03-25 11:32:53 INFO dev: loss: 0.0853 - UP: 70.00% UR: 47.73% UF: 56.76% P: 66.61% R: 45.42% F: 54.01%
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+ 2024-03-25 11:32:55 INFO test: loss: nan - UP: 23.92% UR: 40.86% UF: 30.18% P: 22.76% R: 38.88% F: 28.71%
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+ 2024-03-25 11:32:55 INFO 0:00:05.786734s elapsed
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+ 2024-03-25 11:32:58 INFO lr: 4.9640e-05 - loss: 0.0097 - UP: 90.66% UR: 80.08% UF: 85.05% P: 90.13% R: 79.61% F: 84.55%
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+ 2024-03-25 11:32:59 INFO dev: loss: 0.0825 - UP: 62.02% UR: 51.48% UF: 56.26% P: 59.03% R: 49.00% F: 53.55%
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+ 2024-03-25 11:33:00 INFO test: loss: nan - UP: 21.18% UR: 45.24% UF: 28.85% P: 19.94% R: 42.57% F: 27.16%
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+ 2024-03-25 11:33:00 INFO 0:00:05.813812s elapsed
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+ 2024-03-25 11:33:04 INFO lr: 4.9630e-05 - loss: 0.0098 - UP: 91.13% UR: 82.17% UF: 86.42% P: 90.75% R: 81.82% F: 86.06%
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+ 2024-03-25 11:33:05 INFO dev: loss: 0.0782 - UP: 65.78% UR: 52.49% UF: 58.39% P: 61.86% R: 49.37% F: 54.91%
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+ 2024-03-25 11:33:06 INFO test: loss: nan - UP: 22.12% UR: 44.41% UF: 29.53% P: 20.82% R: 41.79% F: 27.79%
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+ 2024-03-25 11:33:06 INFO 0:00:05.850303s elapsed
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+ 2024-03-25 11:33:10 INFO lr: 4.9620e-05 - loss: 0.0095 - UP: 92.00% UR: 84.43% UF: 88.05% P: 91.75% R: 84.20% F: 87.81%
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+ 2024-03-25 11:33:11 INFO dev: loss: 0.0864 - UP: 64.26% UR: 52.58% UF: 57.83% P: 61.23% R: 50.10% F: 55.11%
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+ 2024-03-25 11:33:12 INFO test: loss: nan - UP: 20.52% UR: 43.88% UF: 27.96% P: 19.10% R: 40.84% F: 26.02%
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+ 2024-03-25 11:33:19 INFO 0:00:05.880479s elapsed (saved)
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+ 2024-03-25 11:33:23 INFO lr: 4.9610e-05 - loss: 0.0030 - UP: 92.06% UR: 82.59% UF: 87.07% P: 91.62% R: 82.21% F: 86.66%
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+ 2024-03-25 11:33:23 INFO dev: loss: 0.0877 - UP: 63.09% UR: 51.20% UF: 56.53% P: 60.00% R: 48.69% F: 53.76%
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+ 2024-03-25 11:33:25 INFO test: loss: nan - UP: 21.47% UR: 43.23% UF: 28.69% P: 20.22% R: 40.71% F: 27.02%
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+ 2024-03-25 11:33:25 INFO 0:00:05.768381s elapsed
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+ 2024-03-25 11:33:28 INFO lr: 4.9600e-05 - loss: 0.0018 - UP: 92.46% UR: 84.81% UF: 88.47% P: 92.28% R: 84.64% F: 88.29%
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+ 2024-03-25 11:33:29 INFO dev: loss: 0.0928 - UP: 63.81% UR: 55.06% UF: 59.11% P: 60.88% R: 52.52% F: 56.39%
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+ 2024-03-25 11:33:30 INFO test: loss: nan - UP: 21.44% UR: 47.29% UF: 29.50% P: 20.15% R: 44.43% F: 27.72%
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+ 2024-03-25 11:33:37 INFO 0:00:05.756403s elapsed (saved)
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+ 2024-03-25 11:33:41 INFO lr: 4.9590e-05 - loss: 0.0118 - UP: 91.04% UR: 78.22% UF: 84.14% P: 90.94% R: 78.13% F: 84.05%
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+ 2024-03-25 11:33:41 INFO dev: loss: 0.0841 - UP: 56.18% UR: 57.14% UF: 56.66% P: 53.80% R: 54.72% F: 54.25%
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+ 2024-03-25 11:33:43 INFO test: loss: nan - UP: 18.73% UR: 51.72% UF: 27.50% P: 17.67% R: 48.81% F: 25.95%
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+ 2024-03-25 11:33:47 INFO lr: 4.9580e-05 - loss: 0.0062 - UP: 86.56% UR: 73.49% UF: 79.49% P: 86.32% R: 73.28% F: 79.26%
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+ 2024-03-25 11:33:47 INFO dev: loss: 0.0852 - UP: 64.97% UR: 45.25% UF: 53.35% P: 62.30% R: 43.39% F: 51.15%
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+ 2024-03-25 11:33:48 INFO test: loss: nan - UP: 26.05% UR: 42.09% UF: 32.18% P: 24.51% R: 39.59% F: 30.28%
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+ 2024-03-25 11:33:48 INFO 0:00:05.750980s elapsed
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+ 2024-03-25 11:33:52 INFO lr: 4.9570e-05 - loss: 0.0201 - UP: 89.98% UR: 76.86% UF: 82.90% P: 89.45% R: 76.41% F: 82.42%
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+ 2024-03-25 11:33:53 INFO dev: loss: 0.0915 - UP: 66.31% UR: 47.76% UF: 55.53% P: 63.42% R: 45.67% F: 53.10%
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+ 2024-03-25 11:33:54 INFO test: loss: nan - UP: 23.25% UR: 42.93% UF: 30.17% P: 21.96% R: 40.55% F: 28.49%
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+ 2024-03-25 11:33:58 INFO lr: 4.9560e-05 - loss: 0.0135 - UP: 90.80% UR: 83.45% UF: 86.97% P: 90.46% R: 83.13% F: 86.64%
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+ 2024-03-25 11:33:58 INFO dev: loss: 0.0895 - UP: 62.45% UR: 55.90% UF: 58.99% P: 59.68% R: 53.42% F: 56.38%
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+ 2024-03-25 11:34:00 INFO test: loss: nan - UP: 20.37% UR: 49.12% UF: 28.80% P: 19.37% R: 46.71% F: 27.39%
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+ 2024-03-25 11:34:00 INFO 0:00:05.763181s elapsed
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+ 2024-03-25 11:34:04 INFO lr: 4.9550e-05 - loss: 0.0092 - UP: 91.60% UR: 83.68% UF: 87.46% P: 91.12% R: 83.24% F: 87.00%
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+ 2024-03-25 11:34:04 INFO dev: loss: 0.0874 - UP: 68.37% UR: 52.32% UF: 59.28% P: 65.91% R: 50.44% F: 57.14%
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+ 2024-03-25 11:34:06 INFO test: loss: nan - UP: 24.52% UR: 44.71% UF: 31.67% P: 23.44% R: 42.74% F: 30.28%
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+ 2024-03-25 11:34:13 INFO 0:00:05.802578s elapsed (saved)
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+ 2024-03-25 11:34:16 INFO lr: 4.9540e-05 - loss: 0.0109 - UP: 92.86% UR: 86.02% UF: 89.31% P: 92.69% R: 85.86% F: 89.14%
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+ 2024-03-25 11:34:17 INFO dev: loss: 0.0839 - UP: 69.01% UR: 49.14% UF: 57.41% P: 66.40% R: 47.28% F: 55.23%
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+ 2024-03-25 11:34:18 INFO test: loss: nan - UP: 25.29% UR: 42.74% UF: 31.78% P: 24.31% R: 41.07% F: 30.54%
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+ 2024-03-25 11:34:18 INFO 0:00:05.709621s elapsed
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+ 2024-03-25 11:34:22 INFO lr: 4.9530e-05 - loss: 0.0067 - UP: 92.35% UR: 84.90% UF: 88.47% P: 92.22% R: 84.78% F: 88.34%
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+ 2024-03-25 11:34:23 INFO dev: loss: 0.0845 - UP: 63.43% UR: 55.96% UF: 59.46% P: 60.81% R: 53.65% F: 57.01%
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+ 2024-03-25 11:34:28 INFO lr: 4.9520e-05 - loss: 0.0096 - UP: 93.01% UR: 85.84% UF: 89.29% P: 92.97% R: 85.81% F: 89.25%
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+ 2024-03-25 11:34:28 INFO dev: loss: 0.0877 - UP: 68.48% UR: 49.23% UF: 57.28% P: 65.82% R: 47.31% F: 55.05%
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+ 2024-03-25 11:34:30 INFO test: loss: nan - UP: 23.91% UR: 44.47% UF: 31.10% P: 22.65% R: 42.13% F: 29.46%
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+ 2024-03-25 11:34:34 INFO lr: 4.9510e-05 - loss: 0.0040 - UP: 92.81% UR: 86.00% UF: 89.27% P: 92.73% R: 85.93% F: 89.20%
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+ 2024-03-25 11:34:34 INFO dev: loss: 0.0840 - UP: 65.59% UR: 52.47% UF: 58.30% P: 63.33% R: 50.66% F: 56.29%
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+ 2024-03-25 11:34:36 INFO test: loss: nan - UP: 22.90% UR: 46.80% UF: 30.75% P: 21.66% R: 44.26% F: 29.08%
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+ 2024-03-25 11:34:39 INFO lr: 4.9500e-05 - loss: 0.0085 - UP: 92.43% UR: 85.39% UF: 88.77% P: 92.37% R: 85.34% F: 88.72%
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+ 2024-03-25 11:34:40 INFO dev: loss: 0.0927 - UP: 66.32% UR: 54.92% UF: 60.08% P: 63.39% R: 52.49% F: 57.43%
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+ 2024-03-25 11:34:52 INFO lr: 4.9490e-05 - loss: 0.0123 - UP: 90.41% UR: 83.37% UF: 86.75% P: 90.36% R: 83.33% F: 86.70%
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+ 2024-03-25 11:34:53 INFO dev: loss: 0.1026 - UP: 67.83% UR: 46.41% UF: 55.11% P: 65.03% R: 44.49% F: 52.84%
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+ 2024-03-25 11:34:58 INFO lr: 4.9480e-05 - loss: 0.0079 - UP: 87.60% UR: 81.87% UF: 84.64% P: 87.44% R: 81.72% F: 84.48%
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+ 2024-03-25 11:34:58 INFO dev: loss: 0.1047 - UP: 61.60% UR: 53.87% UF: 57.48% P: 59.09% R: 51.68% F: 55.13%
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+ 2024-03-25 11:35:04 INFO lr: 4.9470e-05 - loss: 0.0070 - UP: 93.24% UR: 84.02% UF: 88.39% P: 93.12% R: 83.91% F: 88.27%
384
+ 2024-03-25 11:35:04 INFO dev: loss: 0.1025 - UP: 62.62% UR: 54.95% UF: 58.53% P: 60.34% R: 52.94% F: 56.40%
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+ 2024-03-25 11:35:06 INFO test: loss: nan - UP: 21.91% UR: 50.69% UF: 30.60% P: 20.59% R: 47.62% F: 28.75%
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+ 2024-03-25 11:35:10 INFO lr: 4.9460e-05 - loss: 0.0031 - UP: 94.18% UR: 88.46% UF: 91.23% P: 94.10% R: 88.38% F: 91.15%
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+ 2024-03-25 11:35:10 INFO dev: loss: 0.1139 - UP: 64.05% UR: 54.33% UF: 58.79% P: 61.53% R: 52.18% F: 56.47%
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+ 2024-03-25 11:35:12 INFO test: loss: nan - UP: 23.59% UR: 49.80% UF: 32.02% P: 22.07% R: 46.59% F: 29.95%
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+ 2024-03-25 11:35:12 INFO 0:00:05.792248s elapsed
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+ 2024-03-25 11:35:15 INFO lr: 4.9450e-05 - loss: 0.0048 - UP: 94.13% UR: 86.66% UF: 90.24% P: 94.05% R: 86.58% F: 90.16%
396
+ 2024-03-25 11:35:16 INFO dev: loss: 0.1083 - UP: 63.27% UR: 56.89% UF: 59.91% P: 60.58% R: 54.47% F: 57.36%
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+ 2024-03-25 11:35:17 INFO test: loss: nan - UP: 23.98% UR: 52.17% UF: 32.85% P: 22.51% R: 48.98% F: 30.84%
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402
+ 2024-03-25 11:35:22 INFO dev: loss: 0.1083 - UP: 68.61% UR: 49.39% UF: 57.44% P: 65.79% R: 47.37% F: 55.08%
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+ 2024-03-25 11:35:23 INFO test: loss: nan - UP: 26.05% UR: 45.62% UF: 33.16% P: 24.77% R: 43.38% F: 31.53%
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+ 2024-03-25 11:35:23 INFO 0:00:05.888107s elapsed
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+ 2024-03-25 11:35:27 INFO lr: 4.9430e-05 - loss: 0.0048 - UP: 94.02% UR: 89.44% UF: 91.67% P: 93.99% R: 89.42% F: 91.65%
408
+ 2024-03-25 11:35:28 INFO dev: loss: 0.1089 - UP: 65.40% UR: 54.44% UF: 59.42% P: 63.07% R: 52.49% F: 57.30%
409
+ 2024-03-25 11:35:29 INFO test: loss: nan - UP: 23.27% UR: 48.89% UF: 31.53% P: 21.96% R: 46.14% F: 29.76%
410
+ 2024-03-25 11:35:29 INFO 0:00:06.167910s elapsed
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+ 2024-03-25 11:35:29 INFO Epoch 58 / 5000:
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+ 2024-03-25 11:35:33 INFO lr: 4.9420e-05 - loss: 0.0018 - UP: 94.72% UR: 89.33% UF: 91.95% P: 94.65% R: 89.26% F: 91.88%
414
+ 2024-03-25 11:35:34 INFO dev: loss: 0.0928 - UP: 62.52% UR: 57.85% UF: 60.09% P: 59.50% R: 55.06% F: 57.19%
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+ 2024-03-25 11:35:35 INFO test: loss: nan - UP: 20.30% UR: 51.72% UF: 29.16% P: 19.11% R: 48.68% F: 27.44%
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+ 2024-03-25 11:35:35 INFO 0:00:05.980343s elapsed
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+ 2024-03-25 11:35:35 INFO Epoch 59 / 5000:
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+ 2024-03-25 11:35:39 INFO lr: 4.9410e-05 - loss: 0.0093 - UP: 93.92% UR: 86.37% UF: 89.99% P: 93.85% R: 86.31% F: 89.92%
420
+ 2024-03-25 11:35:40 INFO dev: loss: 0.1028 - UP: 62.78% UR: 51.23% UF: 56.42% P: 60.60% R: 49.45% F: 54.46%
421
+ 2024-03-25 11:35:41 INFO test: loss: nan - UP: 21.34% UR: 46.93% UF: 29.33% P: 20.04% R: 44.07% F: 27.55%
422
+ 2024-03-25 11:35:41 INFO 0:00:05.991238s elapsed
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+ 2024-03-25 11:35:41 INFO Epoch 60 / 5000:
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+ 2024-03-25 11:35:45 INFO lr: 4.9400e-05 - loss: 0.0035 - UP: 94.27% UR: 89.65% UF: 91.90% P: 94.18% R: 89.57% F: 91.82%
426
+ 2024-03-25 11:35:46 INFO dev: loss: 0.0943 - UP: 65.11% UR: 56.33% UF: 60.40% P: 62.51% R: 54.07% F: 57.98%
427
+ 2024-03-25 11:35:47 INFO test: loss: nan - UP: 22.66% UR: 52.06% UF: 31.58% P: 21.38% R: 49.12% F: 29.79%
428
+ 2024-03-25 11:35:54 INFO 0:00:05.957130s elapsed (saved)
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+ 2024-03-25 11:35:54 INFO Epoch 61 / 5000:
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+ 2024-03-25 11:35:58 INFO lr: 4.9390e-05 - loss: 0.0021 - UP: 95.47% UR: 91.64% UF: 93.52% P: 95.42% R: 91.60% F: 93.47%
432
+ 2024-03-25 11:35:58 INFO dev: loss: 0.1012 - UP: 66.09% UR: 53.17% UF: 58.93% P: 63.36% R: 50.97% F: 56.50%
433
+ 2024-03-25 11:36:00 INFO test: loss: nan - UP: 22.54% UR: 47.88% UF: 30.65% P: 21.27% R: 45.17% F: 28.92%
434
+ 2024-03-25 11:36:00 INFO 0:00:05.751006s elapsed
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+ 2024-03-25 11:36:00 INFO Epoch 62 / 5000:
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+ 2024-03-25 11:36:03 INFO lr: 4.9380e-05 - loss: 0.0029 - UP: 95.59% UR: 92.08% UF: 93.80% P: 95.56% R: 92.05% F: 93.77%
438
+ 2024-03-25 11:36:04 INFO dev: loss: 0.0973 - UP: 64.70% UR: 53.20% UF: 58.39% P: 62.17% R: 51.11% F: 56.10%
439
+ 2024-03-25 11:36:05 INFO test: loss: nan - UP: 22.17% UR: 46.52% UF: 30.03% P: 20.92% R: 43.90% F: 28.34%
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+ 2024-03-25 11:36:05 INFO 0:00:05.705936s elapsed
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+ 2024-03-25 11:36:05 INFO Epoch 63 / 5000:
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+ 2024-03-25 11:36:09 INFO lr: 4.9370e-05 - loss: 0.0065 - UP: 95.25% UR: 89.97% UF: 92.54% P: 95.23% R: 89.96% F: 92.52%
444
+ 2024-03-25 11:36:10 INFO dev: loss: 0.1128 - UP: 64.72% UR: 48.44% UF: 55.41% P: 61.94% R: 46.35% F: 53.02%
445
+ 2024-03-25 11:36:11 INFO test: loss: nan - UP: 22.08% UR: 45.32% UF: 29.69% P: 20.85% R: 42.78% F: 28.03%
446
+ 2024-03-25 11:36:11 INFO 0:00:05.738322s elapsed
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+ 2024-03-25 11:36:11 INFO Epoch 64 / 5000:
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+ 2024-03-25 11:36:15 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 94.69% UR: 90.24% UF: 92.41% P: 94.66% R: 90.21% F: 92.38%
450
+ 2024-03-25 11:36:15 INFO dev: loss: 0.1021 - UP: 64.17% UR: 50.92% UF: 56.78% P: 60.83% R: 48.27% F: 53.83%
451
+ 2024-03-25 11:36:17 INFO test: loss: nan - UP: 25.05% UR: 47.62% UF: 32.83% P: 23.61% R: 44.88% F: 30.94%
452
+ 2024-03-25 11:36:17 INFO 0:00:05.791462s elapsed
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+ 2024-03-25 11:36:17 INFO Epoch 65 / 5000:
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+ 2024-03-25 11:36:21 INFO lr: 4.9350e-05 - loss: 0.0051 - UP: 95.75% UR: 92.47% UF: 94.08% P: 95.68% R: 92.40% F: 94.01%
456
+ 2024-03-25 11:36:21 INFO dev: loss: 0.1042 - UP: 65.27% UR: 53.96% UF: 59.08% P: 62.10% R: 51.34% F: 56.21%
457
+ 2024-03-25 11:36:23 INFO test: loss: nan - UP: 23.66% UR: 48.38% UF: 31.78% P: 22.32% R: 45.64% F: 29.98%
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+ 2024-03-25 11:36:23 INFO 0:00:05.805156s elapsed
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+ 2024-03-25 11:36:23 INFO Epoch 66 / 5000:
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+ 2024-03-25 11:36:27 INFO lr: 4.9340e-05 - loss: 0.0018 - UP: 95.10% UR: 91.58% UF: 93.31% P: 95.05% R: 91.54% F: 93.26%
462
+ 2024-03-25 11:36:27 INFO dev: loss: 0.1122 - UP: 65.27% UR: 55.65% UF: 60.08% P: 62.29% R: 53.11% F: 57.34%
463
+ 2024-03-25 11:36:29 INFO test: loss: nan - UP: 22.27% UR: 49.59% UF: 30.74% P: 21.00% R: 46.76% F: 28.98%
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+ 2024-03-25 11:36:29 INFO 0:00:05.851437s elapsed
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+ 2024-03-25 11:36:29 INFO Epoch 67 / 5000:
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+ 2024-03-25 11:36:32 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 95.88% UR: 92.86% UF: 94.35% P: 95.85% R: 92.83% F: 94.31%
468
+ 2024-03-25 11:36:33 INFO dev: loss: 0.1146 - UP: 67.44% UR: 50.77% UF: 57.93% P: 64.63% R: 48.66% F: 55.52%
469
+ 2024-03-25 11:36:34 INFO test: loss: nan - UP: 25.67% UR: 46.17% UF: 32.99% P: 24.28% R: 43.67% F: 31.21%
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+ 2024-03-25 11:36:34 INFO 0:00:05.944616s elapsed
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+ 2024-03-25 11:36:34 INFO Epoch 68 / 5000:
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+ 2024-03-25 11:36:38 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 96.42% UR: 93.04% UF: 94.70% P: 96.39% R: 93.02% F: 94.67%
474
+ 2024-03-25 11:36:39 INFO dev: loss: 0.1184 - UP: 67.06% UR: 52.49% UF: 58.89% P: 63.86% R: 49.99% F: 56.08%
475
+ 2024-03-25 11:36:40 INFO test: loss: nan - UP: 26.19% UR: 46.48% UF: 33.50% P: 24.66% R: 43.78% F: 31.55%
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+ 2024-03-25 11:36:40 INFO 0:00:05.954318s elapsed
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+ 2024-03-25 11:36:40 INFO Epoch 69 / 5000:
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+ 2024-03-25 11:36:44 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 95.47% UR: 92.95% UF: 94.19% P: 95.41% R: 92.90% F: 94.14%
480
+ 2024-03-25 11:36:45 INFO dev: loss: 0.1238 - UP: 65.32% UR: 54.35% UF: 59.34% P: 62.24% R: 51.79% F: 56.54%
481
+ 2024-03-25 11:36:46 INFO test: loss: nan - UP: 22.92% UR: 48.68% UF: 31.16% P: 21.61% R: 45.91% F: 29.39%
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+ 2024-03-25 11:36:46 INFO 0:00:06.060964s elapsed
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+ 2024-03-25 11:36:46 INFO Epoch 70 / 5000:
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+ 2024-03-25 11:36:50 INFO lr: 4.9300e-05 - loss: 0.0026 - UP: 96.83% UR: 93.65% UF: 95.21% P: 96.78% R: 93.61% F: 95.17%
486
+ 2024-03-25 11:36:51 INFO dev: loss: 0.1287 - UP: 64.75% UR: 54.66% UF: 59.28% P: 61.72% R: 52.10% F: 56.50%
487
+ 2024-03-25 11:36:52 INFO test: loss: nan - UP: 23.99% UR: 47.07% UF: 31.79% P: 22.54% R: 44.22% F: 29.86%
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+ 2024-03-25 11:36:52 INFO 0:00:05.970558s elapsed
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+ 2024-03-25 11:36:52 INFO Epoch 71 / 5000:
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+ 2024-03-25 11:36:56 INFO lr: 4.9290e-05 - loss: 0.0000 - UP: 96.86% UR: 94.96% UF: 95.90% P: 96.85% R: 94.95% F: 95.89%
492
+ 2024-03-25 11:36:57 INFO dev: loss: 0.1218 - UP: 66.55% UR: 51.56% UF: 58.10% P: 63.42% R: 49.14% F: 55.37%
493
+ 2024-03-25 11:36:58 INFO test: loss: nan - UP: 25.52% UR: 45.51% UF: 32.70% P: 23.96% R: 42.74% F: 30.71%
494
+ 2024-03-25 11:36:58 INFO 0:00:05.984447s elapsed
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+ 2024-03-25 11:36:58 INFO Epoch 72 / 5000:
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+ 2024-03-25 11:37:02 INFO lr: 4.9280e-05 - loss: 0.0038 - UP: 97.14% UR: 94.45% UF: 95.78% P: 97.11% R: 94.42% F: 95.75%
498
+ 2024-03-25 11:37:03 INFO dev: loss: 0.1181 - UP: 65.68% UR: 55.59% UF: 60.22% P: 62.65% R: 53.03% F: 57.44%
499
+ 2024-03-25 11:37:04 INFO test: loss: nan - UP: 23.58% UR: 49.29% UF: 31.90% P: 22.21% R: 46.42% F: 30.04%
500
+ 2024-03-25 11:37:04 INFO 0:00:06.001160s elapsed
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+ 2024-03-25 11:37:04 INFO Epoch 73 / 5000:
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+ 2024-03-25 11:37:08 INFO lr: 4.9270e-05 - loss: 0.0045 - UP: 96.56% UR: 94.05% UF: 95.29% P: 96.53% R: 94.02% F: 95.25%
504
+ 2024-03-25 11:37:09 INFO dev: loss: 0.1231 - UP: 62.20% UR: 60.50% UF: 61.33% P: 59.44% R: 57.82% F: 58.62%
505
+ 2024-03-25 11:37:10 INFO test: loss: nan - UP: 21.32% UR: 51.85% UF: 30.21% P: 20.14% R: 48.98% F: 28.54%
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+ 2024-03-25 11:37:17 INFO 0:00:05.936546s elapsed (saved)
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+ 2024-03-25 11:37:17 INFO Epoch 74 / 5000:
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+ 2024-03-25 11:37:21 INFO lr: 4.9260e-05 - loss: 0.0088 - UP: 96.70% UR: 93.83% UF: 95.25% P: 96.58% R: 93.71% F: 95.12%
510
+ 2024-03-25 11:37:21 INFO dev: loss: 0.1300 - UP: 63.19% UR: 55.20% UF: 58.93% P: 60.10% R: 52.49% F: 56.04%
511
+ 2024-03-25 11:37:23 INFO test: loss: nan - UP: 22.81% UR: 49.71% UF: 31.27% P: 21.53% R: 46.93% F: 29.51%
512
+ 2024-03-25 11:37:23 INFO 0:00:05.784683s elapsed
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+ 2024-03-25 11:37:23 INFO Epoch 75 / 5000:
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+ 2024-03-25 11:37:26 INFO lr: 4.9250e-05 - loss: 0.0205 - UP: 94.06% UR: 89.34% UF: 91.64% P: 93.57% R: 88.87% F: 91.16%
516
+ 2024-03-25 11:37:27 INFO dev: loss: 0.1501 - UP: 64.82% UR: 47.76% UF: 55.00% P: 61.30% R: 45.17% F: 52.01%
517
+ 2024-03-25 11:37:28 INFO test: loss: nan - UP: 28.84% UR: 46.04% UF: 35.47% P: 26.98% R: 43.06% F: 33.17%
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+ 2024-03-25 11:37:28 INFO 0:00:05.708600s elapsed
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+ 2024-03-25 11:37:28 INFO Epoch 76 / 5000:
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+ 2024-03-25 11:37:32 INFO lr: 4.9240e-05 - loss: 0.0067 - UP: 94.32% UR: 89.02% UF: 91.59% P: 93.83% R: 88.56% F: 91.11%
522
+ 2024-03-25 11:37:33 INFO dev: loss: 0.1521 - UP: 66.61% UR: 40.74% UF: 50.56% P: 63.93% R: 39.11% F: 48.53%
523
+ 2024-03-25 11:37:34 INFO test: loss: nan - UP: 28.06% UR: 38.28% UF: 32.39% P: 26.22% R: 35.77% F: 30.26%
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+ 2024-03-25 11:37:34 INFO 0:00:05.726532s elapsed
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+ 2024-03-25 11:37:34 INFO Epoch 77 / 5000:
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+ 2024-03-25 11:37:38 INFO lr: 4.9230e-05 - loss: 0.0106 - UP: 90.92% UR: 82.89% UF: 86.72% P: 90.81% R: 82.79% F: 86.61%
528
+ 2024-03-25 11:37:38 INFO dev: loss: 0.0997 - UP: 67.94% UR: 43.65% UF: 53.15% P: 65.18% R: 41.87% F: 50.99%
529
+ 2024-03-25 11:37:40 INFO test: loss: nan - UP: 27.19% UR: 42.97% UF: 33.31% P: 25.37% R: 40.10% F: 31.08%
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+ 2024-03-25 11:37:40 INFO 0:00:05.785160s elapsed
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+ 2024-03-25 11:37:40 INFO Epoch 78 / 5000:
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+ 2024-03-25 11:37:44 INFO lr: 4.9220e-05 - loss: 0.0046 - UP: 91.93% UR: 81.75% UF: 86.54% P: 91.78% R: 81.62% F: 86.40%
534
+ 2024-03-25 11:37:44 INFO dev: loss: 0.0877 - UP: 67.28% UR: 47.11% UF: 55.42% P: 64.31% R: 45.03% F: 52.97%
535
+ 2024-03-25 11:37:46 INFO test: loss: nan - UP: 27.39% UR: 45.17% UF: 34.10% P: 25.67% R: 42.34% F: 31.96%
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+ 2024-03-25 11:37:46 INFO 0:00:05.781997s elapsed
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+ 2024-03-25 11:37:46 INFO Epoch 79 / 5000:
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+ 2024-03-25 11:37:50 INFO lr: 4.9210e-05 - loss: 0.0021 - UP: 93.71% UR: 89.68% UF: 91.65% P: 93.59% R: 89.56% F: 91.53%
540
+ 2024-03-25 11:37:50 INFO dev: loss: 0.1081 - UP: 67.33% UR: 50.35% UF: 57.62% P: 64.73% R: 48.41% F: 55.39%
541
+ 2024-03-25 11:37:51 INFO test: loss: nan - UP: 25.70% UR: 47.86% UF: 33.44% P: 24.29% R: 45.24% F: 31.61%
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+ 2024-03-25 11:37:51 INFO 0:00:05.896611s elapsed
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+ 2024-03-25 11:37:51 INFO Epoch 80 / 5000:
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+ 2024-03-25 11:37:55 INFO lr: 4.9200e-05 - loss: 0.0274 - UP: 94.62% UR: 90.18% UF: 92.35% P: 94.57% R: 90.12% F: 92.29%
546
+ 2024-03-25 11:37:56 INFO dev: loss: 0.1108 - UP: 65.48% UR: 50.13% UF: 56.78% P: 63.27% R: 48.44% F: 54.87%
547
+ 2024-03-25 11:37:57 INFO test: loss: nan - UP: 24.67% UR: 49.27% UF: 32.88% P: 23.53% R: 46.99% F: 31.36%
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+ 2024-03-25 11:37:57 INFO 0:00:05.911935s elapsed
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+ 2024-03-25 11:37:57 INFO Epoch 81 / 5000:
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+ 2024-03-25 11:38:01 INFO lr: 4.9190e-05 - loss: 0.0069 - UP: 94.71% UR: 87.06% UF: 90.72% P: 94.63% R: 86.99% F: 90.65%
552
+ 2024-03-25 11:38:02 INFO dev: loss: 0.1086 - UP: 63.17% UR: 58.13% UF: 60.54% P: 60.69% R: 55.85% F: 58.17%
553
+ 2024-03-25 11:38:03 INFO test: loss: nan - UP: 22.20% UR: 53.56% UF: 31.39% P: 20.92% R: 50.48% F: 29.58%
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+ 2024-03-25 11:38:03 INFO 0:00:06.075409s elapsed
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+ 2024-03-25 11:38:03 INFO Epoch 82 / 5000:
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+ 2024-03-25 11:38:07 INFO lr: 4.9180e-05 - loss: 0.1406 - UP: 93.88% UR: 89.80% UF: 91.79% P: 93.76% R: 89.69% F: 91.68%
558
+ 2024-03-25 11:38:08 INFO dev: loss: 0.0974 - UP: 63.30% UR: 54.18% UF: 58.39% P: 60.80% R: 52.04% F: 56.08%
559
+ 2024-03-25 11:38:09 INFO test: loss: nan - UP: 22.85% UR: 51.66% UF: 31.69% P: 21.46% R: 48.51% F: 29.76%
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+ 2024-03-25 11:38:09 INFO 0:00:06.011676s elapsed
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+ 2024-03-25 11:38:13 INFO lr: 4.9170e-05 - loss: 0.0047 - UP: 93.52% UR: 90.69% UF: 92.08% P: 93.41% R: 90.58% F: 91.97%
564
+ 2024-03-25 11:38:14 INFO dev: loss: 0.1151 - UP: 59.59% UR: 57.68% UF: 58.62% P: 57.18% R: 55.34% F: 56.24%
565
+ 2024-03-25 11:38:16 INFO test: loss: nan - UP: 21.61% UR: 55.31% UF: 31.08% P: 20.37% R: 52.14% F: 29.30%
566
+ 2024-03-25 11:38:16 INFO 0:00:06.137464s elapsed
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+ 2024-03-25 11:38:20 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 94.69% UR: 89.16% UF: 91.84% P: 94.52% R: 89.00% F: 91.67%
570
+ 2024-03-25 11:38:20 INFO dev: loss: 0.1121 - UP: 64.74% UR: 53.76% UF: 58.74% P: 61.69% R: 51.23% F: 55.97%
571
+ 2024-03-25 11:38:22 INFO test: loss: nan - UP: 21.69% UR: 49.67% UF: 30.19% P: 20.33% R: 46.57% F: 28.31%
572
+ 2024-03-25 11:38:22 INFO 0:00:06.027116s elapsed
573
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+ 2024-03-25 11:38:26 INFO lr: 4.9150e-05 - loss: 0.0034 - UP: 96.12% UR: 92.88% UF: 94.47% P: 95.97% R: 92.74% F: 94.33%
576
+ 2024-03-25 11:38:26 INFO dev: loss: 0.1280 - UP: 65.30% UR: 57.26% UF: 61.01% P: 62.05% R: 54.41% F: 57.98%
577
+ 2024-03-25 11:38:28 INFO test: loss: nan - UP: 24.22% UR: 53.48% UF: 33.34% P: 22.77% R: 50.29% F: 31.35%
578
+ 2024-03-25 11:38:28 INFO 0:00:05.919252s elapsed
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+ 2024-03-25 11:38:28 INFO Epoch 86 / 5000:
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+ 2024-03-25 11:38:32 INFO lr: 4.9140e-05 - loss: 0.0154 - UP: 96.06% UR: 93.74% UF: 94.89% P: 96.01% R: 93.69% F: 94.84%
582
+ 2024-03-25 11:38:32 INFO dev: loss: 0.1213 - UP: 62.35% UR: 58.13% UF: 60.16% P: 59.93% R: 55.87% F: 57.83%
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+ 2024-03-25 11:38:33 INFO test: loss: nan - UP: 22.28% UR: 53.29% UF: 31.42% P: 20.94% R: 50.07% F: 29.53%
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+ 2024-03-25 11:38:33 INFO 0:00:05.924119s elapsed
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+ 2024-03-25 11:38:37 INFO lr: 4.9130e-05 - loss: 0.0028 - UP: 96.37% UR: 93.87% UF: 95.11% P: 96.36% R: 93.87% F: 95.10%
588
+ 2024-03-25 11:38:38 INFO dev: loss: 0.1160 - UP: 66.34% UR: 53.09% UF: 58.98% P: 63.98% R: 51.20% F: 56.88%
589
+ 2024-03-25 11:38:39 INFO test: loss: nan - UP: 26.94% UR: 49.86% UF: 34.98% P: 25.33% R: 46.88% F: 32.89%
590
+ 2024-03-25 11:38:39 INFO 0:00:05.902566s elapsed
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+
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+ 2024-03-25 11:38:43 INFO lr: 4.9120e-05 - loss: 0.0044 - UP: 96.75% UR: 94.41% UF: 95.57% P: 96.72% R: 94.38% F: 95.54%
594
+ 2024-03-25 11:38:44 INFO dev: loss: 0.1182 - UP: 66.76% UR: 54.04% UF: 59.73% P: 64.46% R: 52.18% F: 57.68%
595
+ 2024-03-25 11:38:45 INFO test: loss: nan - UP: 25.90% UR: 49.23% UF: 33.95% P: 24.31% R: 46.21% F: 31.86%
596
+ 2024-03-25 11:38:45 INFO 0:00:05.924058s elapsed
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+
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+ 2024-03-25 11:38:49 INFO lr: 4.9110e-05 - loss: 0.0045 - UP: 96.67% UR: 94.60% UF: 95.62% P: 96.63% R: 94.55% F: 95.58%
600
+ 2024-03-25 11:38:50 INFO dev: loss: 0.1182 - UP: 67.18% UR: 49.08% UF: 56.72% P: 64.52% R: 47.14% F: 54.48%
601
+ 2024-03-25 11:38:51 INFO test: loss: nan - UP: 26.63% UR: 47.77% UF: 34.20% P: 24.99% R: 44.83% F: 32.10%
602
+ 2024-03-25 11:38:51 INFO 0:00:05.873022s elapsed
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+
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+ 2024-03-25 11:38:55 INFO lr: 4.9100e-05 - loss: 0.0008 - UP: 96.26% UR: 94.70% UF: 95.47% P: 96.22% R: 94.66% F: 95.43%
606
+ 2024-03-25 11:38:56 INFO dev: loss: 0.1219 - UP: 63.15% UR: 53.11% UF: 57.70% P: 60.70% R: 51.06% F: 55.46%
607
+ 2024-03-25 11:38:57 INFO test: loss: nan - UP: 24.43% UR: 51.93% UF: 33.23% P: 23.01% R: 48.91% F: 31.30%
608
+ 2024-03-25 11:38:57 INFO 0:00:05.872513s elapsed
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+
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+ 2024-03-25 11:39:01 INFO lr: 4.9090e-05 - loss: 0.0026 - UP: 97.22% UR: 94.60% UF: 95.89% P: 97.21% R: 94.58% F: 95.88%
612
+ 2024-03-25 11:39:01 INFO dev: loss: 0.1178 - UP: 63.84% UR: 53.82% UF: 58.40% P: 61.40% R: 51.76% F: 56.17%
613
+ 2024-03-25 11:39:03 INFO test: loss: nan - UP: 25.04% UR: 53.01% UF: 34.02% P: 23.66% R: 50.07% F: 32.13%
614
+ 2024-03-25 11:39:03 INFO 0:00:05.843821s elapsed
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+ 2024-03-25 11:39:07 INFO lr: 4.9080e-05 - loss: 0.0016 - UP: 97.37% UR: 95.53% UF: 96.44% P: 97.30% R: 95.47% F: 96.38%
618
+ 2024-03-25 11:39:07 INFO dev: loss: 0.1280 - UP: 68.33% UR: 50.89% UF: 58.33% P: 65.68% R: 48.92% F: 56.07%
619
+ 2024-03-25 11:39:09 INFO test: loss: nan - UP: 26.03% UR: 49.40% UF: 34.10% P: 24.46% R: 46.42% F: 32.04%
620
+ 2024-03-25 11:39:09 INFO 0:00:05.843524s elapsed
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+
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+ 2024-03-25 11:39:09 INFO Epoch 93 / 5000:
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+ 2024-03-25 11:39:13 INFO lr: 4.9070e-05 - loss: 0.0032 - UP: 97.41% UR: 94.51% UF: 95.94% P: 97.34% R: 94.45% F: 95.87%
624
+ 2024-03-25 11:39:13 INFO dev: loss: 0.1258 - UP: 65.82% UR: 53.00% UF: 58.72% P: 63.44% R: 51.08% F: 56.59%
625
+ 2024-03-25 11:39:15 INFO test: loss: nan - UP: 25.54% UR: 50.31% UF: 33.88% P: 24.05% R: 47.37% F: 31.90%
626
+ 2024-03-25 11:39:15 INFO 0:00:05.837268s elapsed
627
+
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+ 2024-03-25 11:39:15 INFO Epoch 94 / 5000:
629
+ 2024-03-25 11:39:18 INFO lr: 4.9060e-05 - loss: 0.0248 - UP: 97.19% UR: 96.48% UF: 96.83% P: 97.14% R: 96.44% F: 96.79%
630
+ 2024-03-25 11:39:19 INFO dev: loss: 0.1357 - UP: 61.16% UR: 58.47% UF: 59.78% P: 58.74% R: 56.16% F: 57.42%
631
+ 2024-03-25 11:39:20 INFO test: loss: nan - UP: 22.58% UR: 55.74% UF: 32.14% P: 21.22% R: 52.38% F: 30.20%
632
+ 2024-03-25 11:39:20 INFO 0:00:05.817231s elapsed
633
+
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635
+ 2024-03-25 11:39:24 INFO lr: 4.9050e-05 - loss: 0.0026 - UP: 96.25% UR: 94.94% UF: 95.59% P: 96.24% R: 94.92% F: 95.57%
636
+ 2024-03-25 11:39:25 INFO dev: loss: 0.1362 - UP: 68.52% UR: 45.03% UF: 54.34% P: 65.74% R: 43.20% F: 52.13%
637
+ 2024-03-25 11:39:26 INFO test: loss: nan - UP: 27.00% UR: 43.76% UF: 33.40% P: 25.41% R: 41.18% F: 31.43%
638
+ 2024-03-25 11:39:26 INFO 0:00:05.803781s elapsed
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+ 2024-03-25 11:39:30 INFO lr: 4.9040e-05 - loss: 0.0024 - UP: 96.55% UR: 93.66% UF: 95.08% P: 96.52% R: 93.63% F: 95.05%
642
+ 2024-03-25 11:39:31 INFO dev: loss: 0.1466 - UP: 67.08% UR: 44.49% UF: 53.50% P: 64.66% R: 42.89% F: 51.57%
643
+ 2024-03-25 11:39:32 INFO test: loss: nan - UP: 27.63% UR: 42.89% UF: 33.61% P: 26.47% R: 41.09% F: 32.20%
644
+ 2024-03-25 11:39:32 INFO 0:00:05.820705s elapsed
645
+
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647
+ 2024-03-25 11:39:36 INFO lr: 4.9030e-05 - loss: 0.0028 - UP: 97.34% UR: 94.43% UF: 95.86% P: 97.31% R: 94.40% F: 95.84%
648
+ 2024-03-25 11:39:36 INFO dev: loss: 0.1494 - UP: 69.04% UR: 48.07% UF: 56.68% P: 66.29% R: 46.15% F: 54.42%
649
+ 2024-03-25 11:39:38 INFO test: loss: nan - UP: 28.94% UR: 46.12% UF: 35.57% P: 27.63% R: 44.03% F: 33.95%
650
+ 2024-03-25 11:39:38 INFO 0:00:05.811689s elapsed
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+ 2024-03-25 11:39:38 INFO Epoch 98 / 5000:
653
+ 2024-03-25 11:39:42 INFO lr: 4.9020e-05 - loss: 0.0059 - UP: 95.54% UR: 92.99% UF: 94.25% P: 95.53% R: 92.97% F: 94.23%
654
+ 2024-03-25 11:39:42 INFO dev: loss: 0.1418 - UP: 58.65% UR: 60.50% UF: 59.56% P: 56.30% R: 58.07% F: 57.17%
655
+ 2024-03-25 11:39:44 INFO test: loss: nan - UP: 20.02% UR: 57.87% UF: 29.75% P: 18.81% R: 54.38% F: 27.96%
656
+ 2024-03-25 11:39:44 INFO 0:00:05.831978s elapsed
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+ 2024-03-25 11:39:48 INFO lr: 4.9010e-05 - loss: 0.0038 - UP: 97.30% UR: 94.85% UF: 96.06% P: 97.25% R: 94.81% F: 96.01%
660
+ 2024-03-25 11:39:48 INFO dev: loss: 0.1426 - UP: 68.92% UR: 49.73% UF: 57.77% P: 66.93% R: 48.30% F: 56.10%
661
+ 2024-03-25 11:39:50 INFO test: loss: nan - UP: 26.64% UR: 47.62% UF: 34.17% P: 25.25% R: 45.13% F: 32.38%
662
+ 2024-03-25 11:39:50 INFO 0:00:05.847867s elapsed
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+ 2024-03-25 11:39:53 INFO lr: 4.9000e-05 - loss: 0.0031 - UP: 97.29% UR: 94.71% UF: 95.98% P: 97.27% R: 94.69% F: 95.96%
666
+ 2024-03-25 11:39:54 INFO dev: loss: 0.1650 - UP: 64.78% UR: 55.45% UF: 59.75% P: 62.38% R: 53.40% F: 57.54%
667
+ 2024-03-25 11:39:55 INFO test: loss: nan - UP: 23.11% UR: 53.77% UF: 32.32% P: 22.10% R: 51.43% F: 30.91%
668
+ 2024-03-25 11:39:55 INFO 0:00:05.855037s elapsed
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+ 2024-03-25 11:39:59 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 97.56% UR: 96.37% UF: 96.96% P: 97.51% R: 96.32% F: 96.91%
672
+ 2024-03-25 11:40:00 INFO dev: loss: 0.1731 - UP: 64.86% UR: 54.24% UF: 59.08% P: 62.57% R: 52.32% F: 56.99%
673
+ 2024-03-25 11:40:01 INFO test: loss: nan - UP: 24.09% UR: 52.84% UF: 33.09% P: 22.85% R: 50.14% F: 31.40%
674
+ 2024-03-25 11:40:01 INFO 0:00:05.825779s elapsed
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677
+ 2024-03-25 11:40:05 INFO lr: 4.8980e-05 - loss: 0.0013 - UP: 96.75% UR: 94.84% UF: 95.79% P: 96.64% R: 94.73% F: 95.67%
678
+ 2024-03-25 11:40:06 INFO dev: loss: 0.1392 - UP: 66.40% UR: 49.00% UF: 56.39% P: 63.96% R: 47.20% F: 54.31%
679
+ 2024-03-25 11:40:07 INFO test: loss: nan - UP: 25.08% UR: 46.80% UF: 32.66% P: 23.84% R: 44.50% F: 31.05%
680
+ 2024-03-25 11:40:07 INFO 0:00:05.837047s elapsed
681
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+ 2024-03-25 11:40:07 INFO Epoch 103 / 5000:
683
+ 2024-03-25 11:40:11 INFO lr: 4.8970e-05 - loss: 0.0001 - UP: 96.21% UR: 95.48% UF: 95.85% P: 96.16% R: 95.43% F: 95.79%
684
+ 2024-03-25 11:40:11 INFO dev: loss: 0.1687 - UP: 65.03% UR: 54.44% UF: 59.26% P: 62.77% R: 52.55% F: 57.21%
685
+ 2024-03-25 11:40:13 INFO test: loss: nan - UP: 23.81% UR: 54.28% UF: 33.10% P: 22.72% R: 51.79% F: 31.58%
686
+ 2024-03-25 11:40:13 INFO 0:00:05.824196s elapsed
687
+
688
+ 2024-03-25 11:40:21 INFO Epoch 73 saved
689
+ 2024-03-25 11:40:21 INFO dev: UP: 62.20% UR: 60.50% UF: 61.33% P: 59.44% R: 57.82% F: 58.62%
690
+ 2024-03-25 11:40:21 INFO test: UP: 21.32% UR: 51.85% UF: 30.21% P: 20.14% R: 48.98% F: 28.54%
691
+ 2024-03-25 11:40:21 INFO 0:09:59.864327s elapsed, 0:00:05.823926s/epoch
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1
+ 2024-03-25 11:54:47 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_xlm_6
17
+ device | 0
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/mpqa/head_final/sdp_bySentiment_holder_asc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_holder_asc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/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
+ 2024-03-25 11:54:47 INFO Building the fields
39
+ 2024-03-25 11:54:49 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-25 11:54:49 INFO Building the model
44
+ 2024-03-25 11:54:51 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=5, 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
+ 2024-03-25 11:54:51 INFO Loading the data
64
+ 2024-03-25 11:54:55 INFO
65
+ train: Dataset(n_sentences=1028, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=287, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-25 11:54:55 INFO Epoch 1 / 5000:
70
+ 2024-03-25 11:54:59 INFO lr: 4.9990e-05 - loss: 0.1315 - UP: 0.98% UR: 10.43% UF: 1.80% P: 0.24% R: 2.54% F: 0.44%
71
+ 2024-03-25 11:55:00 INFO dev: loss: 0.1248 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-03-25 11:55:01 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-25 11:56:16 INFO dev: loss: 0.0679 - UP: 58.82% UR: 32.97% UF: 42.25% P: 56.96% R: 31.92% F: 40.92%
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+ 2024-03-25 11:56:25 INFO 0:00:05.611940s elapsed (saved)
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+ 2024-03-25 11:56:47 INFO dev: loss: 0.0731 - UP: 55.86% UR: 39.64% UF: 46.37% P: 53.87% R: 38.24% F: 44.73%
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+ 2024-03-25 11:56:59 INFO dev: loss: 0.0669 - UP: 76.66% UR: 19.81% UF: 31.48% P: 73.61% R: 19.02% F: 30.23%
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+ 2024-03-25 11:57:05 INFO dev: loss: 0.0647 - UP: 65.06% UR: 39.08% UF: 48.83% P: 62.24% R: 37.39% F: 46.72%
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+ 2024-03-25 11:57:17 INFO lr: 4.9850e-05 - loss: 0.0201 - UP: 81.26% UR: 57.84% UF: 67.58% P: 80.73% R: 57.47% F: 67.14%
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+ 2024-03-25 11:57:17 INFO dev: loss: 0.0703 - UP: 63.10% UR: 43.84% UF: 51.74% P: 60.99% R: 42.38% F: 50.01%
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+ 2024-03-25 11:57:25 INFO 0:00:05.605733s elapsed (saved)
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+ 2024-03-25 11:57:29 INFO dev: loss: 0.0721 - UP: 63.41% UR: 44.63% UF: 52.39% P: 61.05% R: 42.97% F: 50.44%
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+ 2024-03-25 11:57:37 INFO 0:00:05.627935s elapsed (saved)
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+ 2024-03-25 11:57:41 INFO dev: loss: 0.0746 - UP: 66.03% UR: 42.18% UF: 51.48% P: 63.83% R: 40.77% F: 49.76%
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+ 2024-03-25 11:57:46 INFO lr: 4.9820e-05 - loss: 0.0182 - UP: 83.52% UR: 64.77% UF: 72.96% P: 83.18% R: 64.51% F: 72.66%
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+ 2024-03-25 11:57:47 INFO dev: loss: 0.0690 - UP: 64.02% UR: 48.83% UF: 55.40% P: 61.99% R: 47.28% F: 53.64%
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+ 2024-03-25 11:57:48 INFO test: loss: nan - UP: 23.52% UR: 44.35% UF: 30.74% P: 22.34% R: 42.13% F: 29.20%
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+ 2024-03-25 11:57:55 INFO 0:00:05.590442s elapsed (saved)
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+ 2024-03-25 11:57:59 INFO lr: 4.9810e-05 - loss: 0.0017 - UP: 84.91% UR: 65.62% UF: 74.03% P: 84.62% R: 65.40% F: 73.78%
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+ 2024-03-25 11:57:59 INFO dev: loss: 0.0803 - UP: 62.32% UR: 43.53% UF: 51.26% P: 59.82% R: 41.79% F: 49.20%
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+ 2024-03-25 11:58:01 INFO test: loss: nan - UP: 23.67% UR: 40.76% UF: 29.95% P: 22.37% R: 38.52% F: 28.30%
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+ 2024-03-25 11:58:05 INFO lr: 4.9800e-05 - loss: 0.0139 - UP: 85.57% UR: 63.30% UF: 72.77% P: 84.89% R: 62.80% F: 72.20%
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+ 2024-03-25 11:58:05 INFO dev: loss: 0.0776 - UP: 68.89% UR: 40.69% UF: 51.16% P: 66.08% R: 39.03% F: 49.07%
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+ 2024-03-25 11:58:06 INFO test: loss: nan - UP: 24.29% UR: 37.02% UF: 29.33% P: 22.80% R: 34.76% F: 27.54%
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+ 2024-03-25 11:58:06 INFO 0:00:05.592681s elapsed
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+ 2024-03-25 11:58:10 INFO lr: 4.9790e-05 - loss: 0.0225 - UP: 84.09% UR: 63.89% UF: 72.61% P: 83.42% R: 63.38% F: 72.03%
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+ 2024-03-25 11:58:11 INFO dev: loss: 0.0803 - UP: 67.47% UR: 39.67% UF: 49.96% P: 65.17% R: 38.32% F: 48.26%
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+ 2024-03-25 11:58:12 INFO test: loss: nan - UP: 26.96% UR: 37.38% UF: 31.33% P: 25.85% R: 35.83% F: 30.03%
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+ 2024-03-25 11:58:16 INFO lr: 4.9780e-05 - loss: 0.0188 - UP: 83.94% UR: 67.41% UF: 74.78% P: 83.16% R: 66.79% F: 74.08%
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+ 2024-03-25 11:58:16 INFO dev: loss: 0.0745 - UP: 62.43% UR: 48.46% UF: 54.57% P: 60.62% R: 47.06% F: 52.98%
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+ 2024-03-25 11:58:18 INFO test: loss: nan - UP: 22.38% UR: 42.76% UF: 29.39% P: 21.21% R: 40.52% F: 27.85%
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+ 2024-03-25 11:58:21 INFO lr: 4.9770e-05 - loss: 0.0035 - UP: 87.12% UR: 70.52% UF: 77.95% P: 86.45% R: 69.98% F: 77.35%
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+ 2024-03-25 11:58:22 INFO dev: loss: 0.0718 - UP: 63.83% UR: 51.23% UF: 56.84% P: 61.48% R: 49.34% F: 54.74%
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+ 2024-03-25 11:58:23 INFO test: loss: nan - UP: 23.20% UR: 43.95% UF: 30.37% P: 22.03% R: 41.73% F: 28.84%
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+ 2024-03-25 11:58:30 INFO 0:00:05.644197s elapsed (saved)
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+ 2024-03-25 11:58:34 INFO lr: 4.9760e-05 - loss: 0.0025 - UP: 87.62% UR: 73.41% UF: 79.89% P: 87.27% R: 73.11% F: 79.57%
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+ 2024-03-25 11:58:34 INFO dev: loss: 0.0829 - UP: 62.90% UR: 51.45% UF: 56.60% P: 60.90% R: 49.82% F: 54.80%
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+ 2024-03-25 11:58:36 INFO test: loss: nan - UP: 23.69% UR: 45.45% UF: 31.15% P: 22.54% R: 43.23% F: 29.63%
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+ 2024-03-25 11:58:43 INFO 0:00:05.651474s elapsed (saved)
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+ 2024-03-25 11:58:47 INFO lr: 4.9750e-05 - loss: 0.0054 - UP: 88.35% UR: 72.43% UF: 79.61% P: 88.20% R: 72.31% F: 79.47%
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+ 2024-03-25 11:58:47 INFO dev: loss: 0.0848 - UP: 62.06% UR: 53.56% UF: 57.50% P: 59.42% R: 51.28% F: 55.05%
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+ 2024-03-25 11:58:49 INFO test: loss: nan - UP: 23.78% UR: 47.58% UF: 31.71% P: 22.33% R: 44.69% F: 29.78%
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+ 2024-03-25 11:58:56 INFO 0:00:05.572015s elapsed (saved)
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+ 2024-03-25 11:58:59 INFO lr: 4.9740e-05 - loss: 0.0003 - UP: 88.39% UR: 75.66% UF: 81.53% P: 88.24% R: 75.53% F: 81.40%
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+ 2024-03-25 11:59:00 INFO dev: loss: 0.0823 - UP: 67.24% UR: 41.93% UF: 51.65% P: 65.43% R: 40.80% F: 50.26%
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+ 2024-03-25 11:59:01 INFO test: loss: nan - UP: 26.12% UR: 39.30% UF: 31.38% P: 24.84% R: 37.38% F: 29.85%
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+ 2024-03-25 11:59:01 INFO 0:00:05.624583s elapsed
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+ 2024-03-25 11:59:05 INFO lr: 4.9730e-05 - loss: 0.0010 - UP: 86.93% UR: 73.97% UF: 79.92% P: 86.77% R: 73.83% F: 79.78%
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+ 2024-03-25 11:59:05 INFO dev: loss: 0.0834 - UP: 69.36% UR: 41.84% UF: 52.20% P: 66.09% R: 39.87% F: 49.74%
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+ 2024-03-25 11:59:07 INFO test: loss: nan - UP: 26.36% UR: 37.67% UF: 31.02% P: 24.63% R: 35.20% F: 28.98%
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+ 2024-03-25 11:59:11 INFO lr: 4.9720e-05 - loss: 0.0044 - UP: 90.52% UR: 75.79% UF: 82.50% P: 90.41% R: 75.70% F: 82.40%
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+ 2024-03-25 11:59:11 INFO dev: loss: 0.0879 - UP: 56.41% UR: 58.81% UF: 57.58% P: 53.95% R: 56.24% F: 55.07%
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+ 2024-03-25 11:59:12 INFO test: loss: nan - UP: 21.13% UR: 52.10% UF: 30.06% P: 19.95% R: 49.19% F: 28.38%
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+ 2024-03-25 11:59:19 INFO 0:00:05.632372s elapsed (saved)
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+ 2024-03-25 11:59:23 INFO lr: 4.9710e-05 - loss: 0.0076 - UP: 90.54% UR: 77.89% UF: 83.74% P: 90.41% R: 77.79% F: 83.63%
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+ 2024-03-25 11:59:23 INFO dev: loss: 0.0873 - UP: 64.22% UR: 51.28% UF: 57.03% P: 61.22% R: 48.89% F: 54.36%
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+ 2024-03-25 11:59:25 INFO test: loss: nan - UP: 24.35% UR: 47.31% UF: 32.15% P: 22.94% R: 44.56% F: 30.29%
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+ 2024-03-25 11:59:29 INFO lr: 4.9700e-05 - loss: 0.0001 - UP: 89.73% UR: 82.34% UF: 85.87% P: 89.62% R: 82.24% F: 85.77%
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+ 2024-03-25 11:59:29 INFO dev: loss: 0.0912 - UP: 69.28% UR: 46.58% UF: 55.70% P: 66.39% R: 44.63% F: 53.38%
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+ 2024-03-25 11:59:30 INFO test: loss: nan - UP: 27.00% UR: 42.89% UF: 33.14% P: 25.74% R: 40.88% F: 31.59%
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+ 2024-03-25 11:59:34 INFO lr: 4.9690e-05 - loss: 0.0003 - UP: 92.00% UR: 82.72% UF: 87.11% P: 91.96% R: 82.68% F: 87.07%
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+ 2024-03-25 11:59:35 INFO dev: loss: 0.0894 - UP: 65.17% UR: 50.46% UF: 56.88% P: 62.23% R: 48.18% F: 54.31%
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+ 2024-03-25 11:59:36 INFO test: loss: nan - UP: 24.78% UR: 46.63% UF: 32.36% P: 23.39% R: 44.01% F: 30.54%
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+ 2024-03-25 11:59:40 INFO lr: 4.9680e-05 - loss: 0.0106 - UP: 92.04% UR: 83.53% UF: 87.58% P: 91.90% R: 83.40% F: 87.44%
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+ 2024-03-25 11:59:40 INFO dev: loss: 0.0894 - UP: 64.60% UR: 52.49% UF: 57.92% P: 61.89% R: 50.30% F: 55.50%
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+ 2024-03-25 11:59:42 INFO test: loss: nan - UP: 24.81% UR: 46.57% UF: 32.37% P: 23.47% R: 44.05% F: 30.62%
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+ 2024-03-25 11:59:52 INFO lr: 4.9670e-05 - loss: 0.0061 - UP: 91.50% UR: 83.49% UF: 87.31% P: 91.41% R: 83.41% F: 87.23%
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+ 2024-03-25 12:00:16 INFO dev: loss: 0.0948 - UP: 61.11% UR: 56.35% UF: 58.63% P: 58.26% R: 53.73% F: 55.91%
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+ 2024-03-25 12:00:28 INFO dev: loss: 0.1015 - UP: 56.36% UR: 60.44% UF: 58.33% P: 53.76% R: 57.65% F: 55.64%
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+ 2024-03-25 12:00:45 INFO dev: loss: 0.1000 - UP: 65.65% UR: 52.55% UF: 58.37% P: 63.08% R: 50.49% F: 56.09%
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+ 2024-03-25 12:00:46 INFO test: loss: nan - UP: 25.51% UR: 46.29% UF: 32.89% P: 24.15% R: 43.82% F: 31.14%
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+ 2024-03-25 12:00:46 INFO 0:00:05.815777s elapsed
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+ 2024-03-25 12:00:51 INFO dev: loss: 0.1032 - UP: 64.92% UR: 50.94% UF: 57.09% P: 62.05% R: 48.69% F: 54.56%
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+ 2024-03-25 12:00:52 INFO 0:00:06.050255s elapsed
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+ 2024-03-25 12:00:56 INFO lr: 4.9570e-05 - loss: 0.0110 - UP: 89.51% UR: 73.74% UF: 80.86% P: 89.06% R: 73.37% F: 80.45%
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+ 2024-03-25 12:00:57 INFO dev: loss: 0.0955 - UP: 57.10% UR: 54.02% UF: 55.52% P: 55.08% R: 52.10% F: 53.55%
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+ 2024-03-25 12:00:58 INFO 0:00:05.972624s elapsed
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+ 2024-03-25 12:01:03 INFO dev: loss: 0.0952 - UP: 63.69% UR: 51.11% UF: 56.71% P: 60.71% R: 48.72% F: 54.06%
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+ 2024-03-25 12:01:04 INFO test: loss: nan - UP: 22.89% UR: 46.57% UF: 30.70% P: 21.52% R: 43.78% F: 28.86%
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+ 2024-03-25 12:01:04 INFO 0:00:05.897929s elapsed
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+ 2024-03-25 12:01:09 INFO dev: loss: 0.0951 - UP: 60.40% UR: 58.58% UF: 59.48% P: 57.84% R: 56.10% F: 56.96%
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+ 2024-03-25 12:01:10 INFO 0:00:05.859395s elapsed
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+ 2024-03-25 12:01:14 INFO dev: loss: 0.0952 - UP: 64.96% UR: 52.97% UF: 58.36% P: 62.34% R: 50.83% F: 56.00%
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+ 2024-03-25 12:01:16 INFO test: loss: nan - UP: 25.29% UR: 47.07% UF: 32.90% P: 23.92% R: 44.52% F: 31.12%
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+ 2024-03-25 12:01:16 INFO 0:00:05.846127s elapsed
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+ 2024-03-25 12:01:20 INFO lr: 4.9530e-05 - loss: 0.0042 - UP: 94.47% UR: 87.99% UF: 91.12% P: 94.38% R: 87.91% F: 91.03%
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+ 2024-03-25 12:01:20 INFO dev: loss: 0.0980 - UP: 66.84% UR: 53.23% UF: 59.26% P: 64.05% R: 51.00% F: 56.78%
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+ 2024-03-25 12:01:22 INFO test: loss: nan - UP: 25.60% UR: 46.44% UF: 33.01% P: 24.04% R: 43.61% F: 31.00%
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+ 2024-03-25 12:01:22 INFO 0:00:05.846569s elapsed
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+ 2024-03-25 12:01:22 INFO Epoch 48 / 5000:
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+ 2024-03-25 12:01:26 INFO lr: 4.9520e-05 - loss: 0.0075 - UP: 94.93% UR: 89.32% UF: 92.04% P: 94.82% R: 89.23% F: 91.94%
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+ 2024-03-25 12:01:26 INFO dev: loss: 0.0964 - UP: 67.49% UR: 55.56% UF: 60.95% P: 64.68% R: 53.25% F: 58.41%
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+ 2024-03-25 12:01:28 INFO test: loss: nan - UP: 25.84% UR: 48.32% UF: 33.67% P: 24.43% R: 45.68% F: 31.83%
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+ 2024-03-25 12:01:34 INFO 0:00:05.827228s elapsed (saved)
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+ 2024-03-25 12:01:34 INFO Epoch 49 / 5000:
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+ 2024-03-25 12:01:38 INFO lr: 4.9510e-05 - loss: 0.0028 - UP: 92.18% UR: 86.00% UF: 88.99% P: 91.97% R: 85.80% F: 88.78%
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+ 2024-03-25 12:01:38 INFO dev: loss: 0.1035 - UP: 65.35% UR: 50.86% UF: 57.20% P: 62.74% R: 48.83% F: 54.92%
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+ 2024-03-25 12:01:39 INFO test: loss: nan - UP: 23.52% UR: 45.00% UF: 30.89% P: 22.35% R: 42.76% F: 29.35%
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+ 2024-03-25 12:01:39 INFO 0:00:05.633493s elapsed
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+ 2024-03-25 12:01:39 INFO Epoch 50 / 5000:
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+ 2024-03-25 12:01:43 INFO lr: 4.9500e-05 - loss: 0.0124 - UP: 93.96% UR: 86.34% UF: 89.99% P: 93.85% R: 86.23% F: 89.88%
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+ 2024-03-25 12:01:44 INFO dev: loss: 0.1077 - UP: 60.91% UR: 58.21% UF: 59.53% P: 58.11% R: 55.54% F: 56.79%
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+ 2024-03-25 12:01:45 INFO test: loss: nan - UP: 21.80% UR: 52.36% UF: 30.78% P: 20.49% R: 49.21% F: 28.93%
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+ 2024-03-25 12:01:45 INFO 0:00:05.634111s elapsed
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+ 2024-03-25 12:01:45 INFO Epoch 51 / 5000:
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+ 2024-03-25 12:01:49 INFO lr: 4.9490e-05 - loss: 0.0383 - UP: 88.33% UR: 78.51% UF: 83.13% P: 87.56% R: 77.83% F: 82.41%
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+ 2024-03-25 12:01:49 INFO dev: loss: 0.1339 - UP: 63.61% UR: 51.56% UF: 56.96% P: 60.13% R: 48.75% F: 53.84%
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+ 2024-03-25 12:01:51 INFO test: loss: nan - UP: 22.37% UR: 46.67% UF: 30.24% P: 21.03% R: 43.88% F: 28.44%
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+ 2024-03-25 12:01:51 INFO 0:00:05.616715s elapsed
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+ 2024-03-25 12:01:51 INFO Epoch 52 / 5000:
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+ 2024-03-25 12:01:54 INFO lr: 4.9480e-05 - loss: 0.0057 - UP: 89.56% UR: 78.86% UF: 83.87% P: 88.45% R: 77.89% F: 82.83%
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+ 2024-03-25 12:01:55 INFO dev: loss: 0.0975 - UP: 68.77% UR: 45.53% UF: 54.79% P: 65.32% R: 43.25% F: 52.04%
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+ 2024-03-25 12:01:56 INFO test: loss: nan - UP: 28.39% UR: 42.87% UF: 34.16% P: 26.69% R: 40.31% F: 32.12%
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+ 2024-03-25 12:01:56 INFO 0:00:05.624565s elapsed
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+ 2024-03-25 12:01:56 INFO Epoch 53 / 5000:
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+ 2024-03-25 12:02:00 INFO lr: 4.9470e-05 - loss: 0.0116 - UP: 90.03% UR: 81.73% UF: 85.68% P: 89.49% R: 81.24% F: 85.17%
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+ 2024-03-25 12:02:01 INFO dev: loss: 0.0876 - UP: 68.68% UR: 46.35% UF: 55.35% P: 65.85% R: 44.44% F: 53.06%
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+ 2024-03-25 12:02:02 INFO test: loss: nan - UP: 27.65% UR: 41.33% UF: 33.14% P: 26.20% R: 39.15% F: 31.39%
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+ 2024-03-25 12:02:02 INFO 0:00:05.675775s elapsed
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+ 2024-03-25 12:02:02 INFO Epoch 54 / 5000:
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+ 2024-03-25 12:02:06 INFO lr: 4.9460e-05 - loss: 0.0167 - UP: 89.58% UR: 75.92% UF: 82.19% P: 89.31% R: 75.69% F: 81.94%
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+ 2024-03-25 12:02:06 INFO dev: loss: 0.1007 - UP: 62.16% UR: 53.14% UF: 57.30% P: 59.33% R: 50.72% F: 54.69%
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+ 2024-03-25 12:02:08 INFO test: loss: nan - UP: 21.12% UR: 46.82% UF: 29.11% P: 19.88% R: 44.05% F: 27.39%
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+ 2024-03-25 12:02:08 INFO 0:00:05.703458s elapsed
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+ 2024-03-25 12:02:08 INFO Epoch 55 / 5000:
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+ 2024-03-25 12:02:12 INFO lr: 4.9450e-05 - loss: 0.0767 - UP: 79.31% UR: 69.40% UF: 74.03% P: 78.90% R: 69.03% F: 73.64%
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+ 2024-03-25 12:02:12 INFO dev: loss: 0.1004 - UP: 61.99% UR: 50.04% UF: 55.38% P: 59.37% R: 47.93% F: 53.04%
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+ 2024-03-25 12:02:13 INFO test: loss: nan - UP: 22.18% UR: 47.31% UF: 30.20% P: 20.87% R: 44.52% F: 28.42%
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+ 2024-03-25 12:02:13 INFO 0:00:05.769639s elapsed
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+ 2024-03-25 12:02:13 INFO Epoch 56 / 5000:
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+ 2024-03-25 12:02:17 INFO lr: 4.9440e-05 - loss: 0.0160 - UP: 85.46% UR: 68.01% UF: 75.74% P: 85.09% R: 67.72% F: 75.42%
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+ 2024-03-25 12:02:18 INFO dev: loss: 0.0842 - UP: 70.19% UR: 38.21% UF: 49.48% P: 67.34% R: 36.66% F: 47.47%
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+ 2024-03-25 12:02:19 INFO test: loss: nan - UP: 24.07% UR: 36.28% UF: 28.94% P: 22.82% R: 34.40% F: 27.44%
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+ 2024-03-25 12:02:19 INFO 0:00:05.852487s elapsed
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+ 2024-03-25 12:02:19 INFO Epoch 57 / 5000:
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+ 2024-03-25 12:02:23 INFO lr: 4.9430e-05 - loss: 0.0134 - UP: 90.92% UR: 73.99% UF: 81.58% P: 90.80% R: 73.89% F: 81.48%
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+ 2024-03-25 12:02:24 INFO dev: loss: 0.0864 - UP: 63.62% UR: 51.65% UF: 57.01% P: 60.95% R: 49.48% F: 54.62%
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+ 2024-03-25 12:02:25 INFO test: loss: nan - UP: 21.52% UR: 45.78% UF: 29.28% P: 20.44% R: 43.48% F: 27.81%
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+ 2024-03-25 12:02:25 INFO 0:00:05.983649s elapsed
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+ 2024-03-25 12:02:29 INFO lr: 4.9420e-05 - loss: 0.0323 - UP: 92.68% UR: 84.13% UF: 88.20% P: 92.54% R: 84.00% F: 88.06%
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+ 2024-03-25 12:02:30 INFO dev: loss: 0.0922 - UP: 63.96% UR: 55.26% UF: 59.29% P: 61.29% R: 52.94% F: 56.81%
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+ 2024-03-25 12:02:31 INFO test: loss: nan - UP: 20.71% UR: 48.85% UF: 29.09% P: 19.52% R: 46.04% F: 27.42%
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+ 2024-03-25 12:02:31 INFO 0:00:05.917109s elapsed
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+ 2024-03-25 12:02:31 INFO Epoch 59 / 5000:
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+ 2024-03-25 12:02:35 INFO lr: 4.9410e-05 - loss: 0.0081 - UP: 92.60% UR: 83.64% UF: 87.89% P: 92.37% R: 83.43% F: 87.67%
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+ 2024-03-25 12:02:36 INFO dev: loss: 0.0988 - UP: 68.43% UR: 50.38% UF: 58.03% P: 65.90% R: 48.52% F: 55.89%
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+ 2024-03-25 12:02:37 INFO test: loss: nan - UP: 23.55% UR: 44.64% UF: 30.83% P: 22.37% R: 42.40% F: 29.29%
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+ 2024-03-25 12:02:37 INFO 0:00:05.891401s elapsed
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+ 2024-03-25 12:02:37 INFO Epoch 60 / 5000:
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+ 2024-03-25 12:02:41 INFO lr: 4.9400e-05 - loss: 0.0052 - UP: 92.50% UR: 86.36% UF: 89.33% P: 92.41% R: 86.28% F: 89.24%
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+ 2024-03-25 12:02:41 INFO dev: loss: 0.0915 - UP: 69.68% UR: 52.58% UF: 59.93% P: 66.73% R: 50.35% F: 57.40%
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+ 2024-03-25 12:02:43 INFO test: loss: nan - UP: 25.64% UR: 46.10% UF: 32.96% P: 24.13% R: 43.38% F: 31.01%
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+ 2024-03-25 12:02:43 INFO 0:00:05.864487s elapsed
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+ 2024-03-25 12:02:43 INFO Epoch 61 / 5000:
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+ 2024-03-25 12:02:47 INFO lr: 4.9390e-05 - loss: 0.0035 - UP: 94.20% UR: 88.27% UF: 91.14% P: 94.10% R: 88.18% F: 91.05%
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+ 2024-03-25 12:02:47 INFO dev: loss: 0.1024 - UP: 64.74% UR: 59.09% UF: 61.79% P: 62.06% R: 56.64% F: 59.22%
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+ 2024-03-25 12:02:49 INFO test: loss: nan - UP: 21.53% UR: 50.94% UF: 30.27% P: 20.44% R: 48.34% F: 28.73%
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+ 2024-03-25 12:02:55 INFO 0:00:05.848706s elapsed (saved)
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+ 2024-03-25 12:02:59 INFO lr: 4.9380e-05 - loss: 0.0065 - UP: 94.83% UR: 88.98% UF: 91.81% P: 94.77% R: 88.92% F: 91.75%
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+ 2024-03-25 12:02:59 INFO dev: loss: 0.0995 - UP: 67.93% UR: 52.47% UF: 59.21% P: 64.90% R: 50.13% F: 56.57%
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+ 2024-03-25 12:03:01 INFO test: loss: nan - UP: 25.15% UR: 44.86% UF: 32.23% P: 23.84% R: 42.51% F: 30.55%
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+ 2024-03-25 12:03:01 INFO 0:00:05.616121s elapsed
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+ 2024-03-25 12:03:05 INFO lr: 4.9370e-05 - loss: 0.0067 - UP: 93.28% UR: 87.97% UF: 90.55% P: 93.20% R: 87.90% F: 90.47%
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+ 2024-03-25 12:03:05 INFO dev: loss: 0.1030 - UP: 64.40% UR: 54.95% UF: 59.30% P: 61.10% R: 52.13% F: 56.26%
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+ 2024-03-25 12:03:06 INFO test: loss: nan - UP: 19.93% UR: 47.12% UF: 28.01% P: 18.69% R: 44.18% F: 26.27%
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+ 2024-03-25 12:03:06 INFO 0:00:05.625300s elapsed
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+ 2024-03-25 12:03:10 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 87.56% UR: 68.80% UF: 77.06% P: 87.27% R: 68.58% F: 76.80%
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+ 2024-03-25 12:03:12 INFO 0:00:05.638173s elapsed
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+ 2024-03-25 12:03:16 INFO lr: 4.9350e-05 - loss: 0.0129 - UP: 88.65% UR: 74.08% UF: 80.71% P: 88.36% R: 73.85% F: 80.45%
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+ 2024-03-25 12:03:16 INFO dev: loss: 0.1044 - UP: 64.47% UR: 52.21% UF: 57.70% P: 61.17% R: 49.54% F: 54.74%
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+ 2024-03-25 12:03:22 INFO dev: loss: 0.0982 - UP: 64.94% UR: 55.79% UF: 60.02% P: 61.76% R: 53.06% F: 57.08%
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+ 2024-03-25 12:03:27 INFO lr: 4.9330e-05 - loss: 0.0546 - UP: 93.43% UR: 86.44% UF: 89.80% P: 93.24% R: 86.27% F: 89.62%
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+ 2024-03-25 12:03:28 INFO dev: loss: 0.0962 - UP: 61.85% UR: 56.97% UF: 59.31% P: 59.31% R: 54.64% F: 56.88%
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+ 2024-03-25 12:03:33 INFO dev: loss: 0.1131 - UP: 66.32% UR: 52.16% UF: 58.39% P: 63.74% R: 50.13% F: 56.12%
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+ 2024-03-25 12:03:35 INFO test: loss: nan - UP: 25.61% UR: 45.72% UF: 32.83% P: 24.38% R: 43.52% F: 31.25%
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+ 2024-03-25 12:03:39 INFO dev: loss: 0.0951 - UP: 62.90% UR: 56.89% UF: 59.74% P: 60.12% R: 54.38% F: 57.11%
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+ 2024-03-25 12:03:45 INFO lr: 4.9300e-05 - loss: 0.0095 - UP: 91.89% UR: 85.99% UF: 88.84% P: 91.69% R: 85.81% F: 88.65%
485
+ 2024-03-25 12:03:45 INFO dev: loss: 0.1191 - UP: 63.74% UR: 54.33% UF: 58.66% P: 61.26% R: 52.21% F: 56.37%
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+ 2024-03-25 12:03:47 INFO test: loss: nan - UP: 22.85% UR: 47.67% UF: 30.90% P: 21.57% R: 44.98% F: 29.16%
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+ 2024-03-25 12:03:51 INFO lr: 4.9290e-05 - loss: 0.0005 - UP: 91.89% UR: 79.89% UF: 85.47% P: 91.75% R: 79.77% F: 85.34%
491
+ 2024-03-25 12:03:51 INFO dev: loss: 0.1032 - UP: 66.31% UR: 54.35% UF: 59.74% P: 63.53% R: 52.07% F: 57.23%
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+ 2024-03-25 12:03:53 INFO test: loss: nan - UP: 23.46% UR: 50.56% UF: 32.05% P: 22.11% R: 47.64% F: 30.20%
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+ 2024-03-25 12:03:57 INFO lr: 4.9280e-05 - loss: 0.0063 - UP: 93.52% UR: 87.61% UF: 90.47% P: 93.38% R: 87.49% F: 90.34%
497
+ 2024-03-25 12:03:57 INFO dev: loss: 0.1121 - UP: 63.02% UR: 55.11% UF: 58.80% P: 60.02% R: 52.49% F: 56.00%
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+ 2024-03-25 12:04:02 INFO lr: 4.9270e-05 - loss: 0.0113 - UP: 92.78% UR: 87.20% UF: 89.91% P: 92.65% R: 87.08% F: 89.78%
503
+ 2024-03-25 12:04:03 INFO dev: loss: 0.1001 - UP: 60.84% UR: 57.00% UF: 58.86% P: 57.62% R: 53.99% F: 55.75%
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+ 2024-03-25 12:04:08 INFO lr: 4.9260e-05 - loss: 0.0060 - UP: 94.18% UR: 88.47% UF: 91.24% P: 93.93% R: 88.24% F: 91.00%
509
+ 2024-03-25 12:04:09 INFO dev: loss: 0.1058 - UP: 62.58% UR: 55.93% UF: 59.07% P: 59.74% R: 53.40% F: 56.39%
510
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+ 2024-03-25 12:04:10 INFO 0:00:05.828722s elapsed
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+ 2024-03-25 12:04:14 INFO lr: 4.9250e-05 - loss: 0.0067 - UP: 92.98% UR: 89.19% UF: 91.05% P: 92.87% R: 89.08% F: 90.93%
515
+ 2024-03-25 12:04:15 INFO dev: loss: 0.1110 - UP: 63.34% UR: 56.78% UF: 59.88% P: 60.77% R: 54.47% F: 57.44%
516
+ 2024-03-25 12:04:16 INFO test: loss: nan - UP: 21.55% UR: 49.36% UF: 30.00% P: 20.33% R: 46.57% F: 28.31%
517
+ 2024-03-25 12:04:16 INFO 0:00:05.815858s elapsed
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+ 2024-03-25 12:04:16 INFO Epoch 76 / 5000:
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+ 2024-03-25 12:04:20 INFO lr: 4.9240e-05 - loss: 0.0042 - UP: 95.02% UR: 89.29% UF: 92.07% P: 94.96% R: 89.23% F: 92.00%
521
+ 2024-03-25 12:04:20 INFO dev: loss: 0.1034 - UP: 66.14% UR: 52.01% UF: 58.23% P: 62.77% R: 49.37% F: 55.27%
522
+ 2024-03-25 12:04:22 INFO test: loss: nan - UP: 24.27% UR: 46.02% UF: 31.78% P: 22.82% R: 43.27% F: 29.88%
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+ 2024-03-25 12:04:22 INFO 0:00:05.791092s elapsed
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+ 2024-03-25 12:04:22 INFO Epoch 77 / 5000:
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+ 2024-03-25 12:04:26 INFO lr: 4.9230e-05 - loss: 0.0088 - UP: 94.34% UR: 90.28% UF: 92.27% P: 94.25% R: 90.20% F: 92.18%
527
+ 2024-03-25 12:04:26 INFO dev: loss: 0.1073 - UP: 61.18% UR: 59.76% UF: 60.46% P: 58.06% R: 56.72% F: 57.38%
528
+ 2024-03-25 12:04:28 INFO test: loss: nan - UP: 18.65% UR: 51.60% UF: 27.39% P: 17.53% R: 48.51% F: 25.76%
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+ 2024-03-25 12:04:28 INFO 0:00:05.808782s elapsed
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+ 2024-03-25 12:04:28 INFO Epoch 78 / 5000:
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+ 2024-03-25 12:04:32 INFO lr: 4.9220e-05 - loss: 0.0075 - UP: 95.01% UR: 91.33% UF: 93.13% P: 94.95% R: 91.27% F: 93.07%
533
+ 2024-03-25 12:04:32 INFO dev: loss: 0.1701 - UP: 66.41% UR: 51.14% UF: 57.78% P: 63.30% R: 48.75% F: 55.08%
534
+ 2024-03-25 12:04:33 INFO test: loss: nan - UP: 22.78% UR: 44.94% UF: 30.23% P: 21.32% R: 42.07% F: 28.30%
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+ 2024-03-25 12:04:33 INFO 0:00:05.791383s elapsed
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+ 2024-03-25 12:04:33 INFO Epoch 79 / 5000:
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+ 2024-03-25 12:04:37 INFO lr: 4.9210e-05 - loss: 0.0025 - UP: 95.80% UR: 91.72% UF: 93.71% P: 95.74% R: 91.66% F: 93.65%
539
+ 2024-03-25 12:04:38 INFO dev: loss: 0.0963 - UP: 63.76% UR: 57.51% UF: 60.47% P: 61.29% R: 55.28% F: 58.13%
540
+ 2024-03-25 12:04:39 INFO test: loss: nan - UP: 21.81% UR: 49.61% UF: 30.30% P: 20.61% R: 46.88% F: 28.63%
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+ 2024-03-25 12:04:39 INFO 0:00:05.763137s elapsed
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+ 2024-03-25 12:04:39 INFO Epoch 80 / 5000:
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+ 2024-03-25 12:04:43 INFO lr: 4.9200e-05 - loss: 0.0445 - UP: 96.02% UR: 92.06% UF: 94.00% P: 95.96% R: 92.01% F: 93.94%
545
+ 2024-03-25 12:04:43 INFO dev: loss: 0.1050 - UP: 65.49% UR: 58.72% UF: 61.92% P: 63.14% R: 56.61% F: 59.69%
546
+ 2024-03-25 12:04:45 INFO test: loss: nan - UP: 23.47% UR: 51.38% UF: 32.23% P: 22.33% R: 48.87% F: 30.65%
547
+ 2024-03-25 12:04:51 INFO 0:00:05.771838s elapsed (saved)
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+ 2024-03-25 12:04:51 INFO Epoch 81 / 5000:
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+ 2024-03-25 12:04:55 INFO lr: 4.9190e-05 - loss: 0.0067 - UP: 95.87% UR: 90.91% UF: 93.32% P: 95.81% R: 90.85% F: 93.26%
551
+ 2024-03-25 12:04:56 INFO dev: loss: 0.1190 - UP: 68.76% UR: 54.69% UF: 60.92% P: 66.38% R: 52.80% F: 58.82%
552
+ 2024-03-25 12:04:57 INFO test: loss: nan - UP: 23.64% UR: 47.18% UF: 31.50% P: 22.51% R: 44.92% F: 29.99%
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+ 2024-03-25 12:04:57 INFO 0:00:05.632518s elapsed
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+ 2024-03-25 12:04:57 INFO Epoch 82 / 5000:
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+ 2024-03-25 12:05:01 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 94.40% UR: 91.26% UF: 92.80% P: 94.29% R: 91.15% F: 92.70%
557
+ 2024-03-25 12:05:01 INFO dev: loss: 0.1021 - UP: 63.27% UR: 58.44% UF: 60.76% P: 60.59% R: 55.96% F: 58.18%
558
+ 2024-03-25 12:05:03 INFO test: loss: nan - UP: 22.29% UR: 53.22% UF: 31.42% P: 21.00% R: 50.14% F: 29.60%
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+ 2024-03-25 12:05:03 INFO 0:00:05.616119s elapsed
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+ 2024-03-25 12:05:03 INFO Epoch 83 / 5000:
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+ 2024-03-25 12:05:06 INFO lr: 4.9170e-05 - loss: 0.0048 - UP: 95.22% UR: 91.72% UF: 93.44% P: 95.12% R: 91.62% F: 93.34%
563
+ 2024-03-25 12:05:07 INFO dev: loss: 0.1045 - UP: 65.00% UR: 59.54% UF: 62.15% P: 62.23% R: 57.00% F: 59.50%
564
+ 2024-03-25 12:05:08 INFO test: loss: nan - UP: 21.92% UR: 51.28% UF: 30.71% P: 20.74% R: 48.51% F: 29.06%
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+ 2024-03-25 12:05:08 INFO 0:00:05.611623s elapsed
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+ 2024-03-25 12:05:08 INFO Epoch 84 / 5000:
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+ 2024-03-25 12:05:12 INFO lr: 4.9160e-05 - loss: 0.0029 - UP: 96.26% UR: 94.17% UF: 95.20% P: 96.21% R: 94.12% F: 95.16%
569
+ 2024-03-25 12:05:12 INFO dev: loss: 0.1109 - UP: 66.47% UR: 58.16% UF: 62.04% P: 63.51% R: 55.56% F: 59.27%
570
+ 2024-03-25 12:05:14 INFO test: loss: nan - UP: 22.98% UR: 50.50% UF: 31.58% P: 21.72% R: 47.73% F: 29.85%
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+ 2024-03-25 12:05:14 INFO 0:00:05.618542s elapsed
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+ 2024-03-25 12:05:14 INFO Epoch 85 / 5000:
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+ 2024-03-25 12:05:18 INFO lr: 4.9150e-05 - loss: 0.0026 - UP: 96.89% UR: 94.08% UF: 95.46% P: 96.87% R: 94.05% F: 95.44%
575
+ 2024-03-25 12:05:18 INFO dev: loss: 0.1095 - UP: 65.15% UR: 59.93% UF: 62.43% P: 62.60% R: 57.59% F: 59.99%
576
+ 2024-03-25 12:05:20 INFO test: loss: nan - UP: 21.58% UR: 52.17% UF: 30.53% P: 20.47% R: 49.48% F: 28.96%
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+ 2024-03-25 12:05:26 INFO 0:00:05.649094s elapsed (saved)
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+ 2024-03-25 12:05:26 INFO Epoch 86 / 5000:
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+ 2024-03-25 12:05:30 INFO lr: 4.9140e-05 - loss: 0.0003 - UP: 97.03% UR: 94.20% UF: 95.59% P: 97.01% R: 94.17% F: 95.57%
581
+ 2024-03-25 12:05:30 INFO dev: loss: 0.1144 - UP: 65.20% UR: 60.75% UF: 62.89% P: 62.50% R: 58.24% F: 60.30%
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+ 2024-03-25 12:05:32 INFO test: loss: nan - UP: 21.45% UR: 52.52% UF: 30.46% P: 20.27% R: 49.63% F: 28.78%
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+ 2024-03-25 12:05:39 INFO 0:00:05.639193s elapsed (saved)
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+ 2024-03-25 12:05:39 INFO Epoch 87 / 5000:
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+ 2024-03-25 12:05:42 INFO lr: 4.9130e-05 - loss: 0.0085 - UP: 96.01% UR: 94.13% UF: 95.06% P: 95.96% R: 94.08% F: 95.01%
587
+ 2024-03-25 12:05:43 INFO dev: loss: 0.1224 - UP: 65.97% UR: 56.38% UF: 60.80% P: 63.11% R: 53.93% F: 58.16%
588
+ 2024-03-25 12:05:44 INFO test: loss: nan - UP: 22.83% UR: 47.50% UF: 30.84% P: 21.45% R: 44.62% F: 28.97%
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+ 2024-03-25 12:05:44 INFO 0:00:05.595174s elapsed
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+ 2024-03-25 12:05:44 INFO Epoch 88 / 5000:
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+ 2024-03-25 12:05:48 INFO lr: 4.9120e-05 - loss: 0.0069 - UP: 94.46% UR: 88.98% UF: 91.64% P: 94.35% R: 88.88% F: 91.54%
593
+ 2024-03-25 12:05:48 INFO dev: loss: 0.1198 - UP: 66.42% UR: 56.47% UF: 61.04% P: 64.04% R: 54.44% F: 58.85%
594
+ 2024-03-25 12:05:50 INFO test: loss: nan - UP: 25.93% UR: 51.74% UF: 34.55% P: 24.85% R: 49.59% F: 33.11%
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+ 2024-03-25 12:05:50 INFO 0:00:05.589248s elapsed
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+ 2024-03-25 12:05:50 INFO Epoch 89 / 5000:
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+ 2024-03-25 12:05:54 INFO lr: 4.9110e-05 - loss: 0.0038 - UP: 96.48% UR: 93.56% UF: 95.00% P: 96.41% R: 93.49% F: 94.93%
599
+ 2024-03-25 12:05:54 INFO dev: loss: 0.1145 - UP: 67.65% UR: 60.47% UF: 63.86% P: 65.01% R: 58.10% F: 61.36%
600
+ 2024-03-25 12:05:56 INFO test: loss: nan - UP: 25.07% UR: 52.93% UF: 34.02% P: 23.80% R: 50.24% F: 32.30%
601
+ 2024-03-25 12:06:02 INFO 0:00:05.605781s elapsed (saved)
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+ 2024-03-25 12:06:02 INFO Epoch 90 / 5000:
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+ 2024-03-25 12:06:06 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 96.27% UR: 93.81% UF: 95.03% P: 96.25% R: 93.79% F: 95.01%
605
+ 2024-03-25 12:06:06 INFO dev: loss: 0.1125 - UP: 67.60% UR: 57.85% UF: 62.34% P: 64.93% R: 55.56% F: 59.88%
606
+ 2024-03-25 12:06:08 INFO test: loss: nan - UP: 24.05% UR: 48.76% UF: 32.21% P: 22.74% R: 46.10% F: 30.46%
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+ 2024-03-25 12:06:08 INFO 0:00:05.622650s elapsed
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+ 2024-03-25 12:06:08 INFO Epoch 91 / 5000:
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+ 2024-03-25 12:06:12 INFO lr: 4.9090e-05 - loss: 0.0028 - UP: 96.94% UR: 94.77% UF: 95.84% P: 96.91% R: 94.73% F: 95.81%
611
+ 2024-03-25 12:06:12 INFO dev: loss: 0.1283 - UP: 67.05% UR: 58.66% UF: 62.58% P: 63.48% R: 55.54% F: 59.24%
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+ 2024-03-25 12:06:13 INFO test: loss: nan - UP: 22.97% UR: 49.21% UF: 31.32% P: 21.37% R: 45.78% F: 29.14%
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+ 2024-03-25 12:06:13 INFO 0:00:05.646280s elapsed
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+ 2024-03-25 12:06:13 INFO Epoch 92 / 5000:
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+ 2024-03-25 12:06:17 INFO lr: 4.9080e-05 - loss: 0.0037 - UP: 96.67% UR: 93.48% UF: 95.05% P: 96.38% R: 93.20% F: 94.77%
617
+ 2024-03-25 12:06:18 INFO dev: loss: 0.1226 - UP: 63.19% UR: 60.33% UF: 61.73% P: 60.68% R: 57.93% F: 59.28%
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+ 2024-03-25 12:06:19 INFO test: loss: nan - UP: 20.71% UR: 53.18% UF: 29.81% P: 19.59% R: 50.31% F: 28.20%
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+ 2024-03-25 12:06:19 INFO 0:00:05.652879s elapsed
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+ 2024-03-25 12:06:19 INFO Epoch 93 / 5000:
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+ 2024-03-25 12:06:23 INFO lr: 4.9070e-05 - loss: 0.0057 - UP: 96.07% UR: 94.15% UF: 95.10% P: 96.01% R: 94.09% F: 95.04%
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+ 2024-03-25 12:06:23 INFO dev: loss: 0.1519 - UP: 60.62% UR: 60.13% UF: 60.38% P: 57.50% R: 57.03% F: 57.26%
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+ 2024-03-25 12:06:25 INFO test: loss: nan - UP: 20.24% UR: 55.04% UF: 29.59% P: 19.07% R: 51.87% F: 27.89%
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+ 2024-03-25 12:06:25 INFO 0:00:05.686547s elapsed
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+ 2024-03-25 12:06:25 INFO Epoch 94 / 5000:
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+ 2024-03-25 12:06:29 INFO lr: 4.9060e-05 - loss: 0.0002 - UP: 96.11% UR: 92.73% UF: 94.39% P: 95.92% R: 92.55% F: 94.21%
629
+ 2024-03-25 12:06:29 INFO dev: loss: 0.1330 - UP: 63.92% UR: 57.85% UF: 60.73% P: 60.90% R: 55.11% F: 57.86%
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+ 2024-03-25 12:06:30 INFO test: loss: nan - UP: 22.33% UR: 50.31% UF: 30.93% P: 21.15% R: 47.64% F: 29.30%
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+ 2024-03-25 12:06:30 INFO 0:00:05.726617s elapsed
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+ 2024-03-25 12:06:30 INFO Epoch 95 / 5000:
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+ 2024-03-25 12:06:34 INFO lr: 4.9050e-05 - loss: 0.0024 - UP: 96.64% UR: 94.21% UF: 95.41% P: 96.53% R: 94.11% F: 95.30%
635
+ 2024-03-25 12:06:35 INFO dev: loss: 0.1238 - UP: 64.41% UR: 54.41% UF: 58.99% P: 62.31% R: 52.63% F: 57.06%
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+ 2024-03-25 12:06:36 INFO test: loss: nan - UP: 24.74% UR: 48.32% UF: 32.73% P: 23.60% R: 46.10% F: 31.22%
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+ 2024-03-25 12:06:36 INFO 0:00:05.777552s elapsed
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+ 2024-03-25 12:06:36 INFO Epoch 96 / 5000:
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+ 2024-03-25 12:06:40 INFO lr: 4.9040e-05 - loss: 0.0020 - UP: 96.26% UR: 91.56% UF: 93.85% P: 96.16% R: 91.46% F: 93.75%
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+ 2024-03-25 12:06:41 INFO dev: loss: 0.1245 - UP: 61.84% UR: 59.51% UF: 60.65% P: 58.80% R: 56.58% F: 57.67%
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+ 2024-03-25 12:06:42 INFO test: loss: nan - UP: 21.07% UR: 50.71% UF: 29.77% P: 19.90% R: 47.90% F: 28.12%
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+ 2024-03-25 12:06:47 INFO dev: loss: 0.1232 - UP: 60.61% UR: 58.04% UF: 59.30% P: 57.84% R: 55.40% F: 56.59%
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+ 2024-03-25 12:06:48 INFO test: loss: nan - UP: 21.20% UR: 50.05% UF: 29.79% P: 19.83% R: 46.82% F: 27.86%
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+ 2024-03-25 12:06:53 INFO dev: loss: 0.1048 - UP: 63.93% UR: 53.48% UF: 58.24% P: 60.86% R: 50.92% F: 55.45%
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+ 2024-03-25 12:06:54 INFO test: loss: nan - UP: 20.43% UR: 44.31% UF: 27.96% P: 19.08% R: 41.39% F: 26.12%
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+ 2024-03-25 12:06:59 INFO dev: loss: 0.1208 - UP: 60.37% UR: 58.16% UF: 59.24% P: 57.21% R: 55.11% F: 56.14%
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+ 2024-03-25 12:07:00 INFO test: loss: nan - UP: 20.17% UR: 52.12% UF: 29.09% P: 18.81% R: 48.59% F: 27.12%
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+ 2024-03-25 12:07:05 INFO dev: loss: 0.1176 - UP: 61.89% UR: 59.45% UF: 60.65% P: 59.52% R: 57.17% F: 58.32%
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+ 2024-03-25 12:07:06 INFO test: loss: nan - UP: 20.11% UR: 52.12% UF: 29.02% P: 18.92% R: 49.04% F: 27.30%
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+ 2024-03-25 12:07:10 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 96.56% UR: 94.14% UF: 95.34% P: 96.54% R: 94.13% F: 95.32%
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+ 2024-03-25 12:07:10 INFO dev: loss: 0.1280 - UP: 65.89% UR: 56.55% UF: 60.86% P: 63.69% R: 54.66% F: 58.83%
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+ 2024-03-25 12:07:12 INFO test: loss: nan - UP: 22.60% UR: 47.35% UF: 30.59% P: 21.37% R: 44.77% F: 28.93%
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+ 2024-03-25 12:07:16 INFO lr: 4.8980e-05 - loss: 0.0009 - UP: 97.29% UR: 94.94% UF: 96.10% P: 97.27% R: 94.92% F: 96.08%
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+ 2024-03-25 12:07:16 INFO dev: loss: 0.1325 - UP: 64.82% UR: 59.54% UF: 62.06% P: 62.45% R: 57.37% F: 59.80%
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+ 2024-03-25 12:07:18 INFO test: loss: nan - UP: 22.36% UR: 50.07% UF: 30.91% P: 21.18% R: 47.43% F: 29.28%
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+ 2024-03-25 12:07:18 INFO 0:00:05.814128s elapsed
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+ 2024-03-25 12:07:22 INFO lr: 4.8970e-05 - loss: 0.0000 - UP: 97.22% UR: 95.52% UF: 96.36% P: 97.19% R: 95.49% F: 96.33%
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+ 2024-03-25 12:07:22 INFO dev: loss: 0.1312 - UP: 64.01% UR: 60.64% UF: 62.28% P: 61.60% R: 58.35% F: 59.93%
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+ 2024-03-25 12:07:24 INFO test: loss: nan - UP: 22.12% UR: 50.60% UF: 30.78% P: 20.92% R: 47.86% F: 29.11%
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+ 2024-03-25 12:07:24 INFO 0:00:05.800360s elapsed
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+ 2024-03-25 12:07:27 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 97.47% UR: 96.00% UF: 96.73% P: 97.46% R: 95.99% F: 96.72%
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+ 2024-03-25 12:07:28 INFO dev: loss: 0.1362 - UP: 62.72% UR: 61.12% UF: 61.91% P: 60.18% R: 58.64% F: 59.40%
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+ 2024-03-25 12:07:29 INFO test: loss: nan - UP: 21.13% UR: 52.84% UF: 30.19% P: 19.93% R: 49.84% F: 28.47%
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+ 2024-03-25 12:07:29 INFO 0:00:05.793932s elapsed
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+ 2024-03-25 12:07:33 INFO lr: 4.8950e-05 - loss: 0.0098 - UP: 97.64% UR: 94.53% UF: 96.06% P: 97.63% R: 94.52% F: 96.05%
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+ 2024-03-25 12:07:34 INFO dev: loss: 0.1398 - UP: 66.04% UR: 54.80% UF: 59.90% P: 63.87% R: 53.00% F: 57.93%
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+ 2024-03-25 12:07:35 INFO test: loss: nan - UP: 24.19% UR: 44.79% UF: 31.42% P: 23.02% R: 42.62% F: 29.89%
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+ 2024-03-25 12:07:35 INFO 0:00:05.783046s elapsed
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+ 2024-03-25 12:07:39 INFO lr: 4.8940e-05 - loss: 0.0009 - UP: 95.81% UR: 95.36% UF: 95.59% P: 95.77% R: 95.32% F: 95.55%
701
+ 2024-03-25 12:07:39 INFO dev: loss: 0.1315 - UP: 66.70% UR: 58.75% UF: 62.47% P: 64.04% R: 56.41% F: 59.99%
702
+ 2024-03-25 12:07:41 INFO test: loss: nan - UP: 23.52% UR: 49.33% UF: 31.86% P: 22.11% R: 46.38% F: 29.95%
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+ 2024-03-25 12:07:41 INFO 0:00:05.785143s elapsed
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+ 2024-03-25 12:07:45 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 97.15% UR: 94.31% UF: 95.71% P: 97.12% R: 94.29% F: 95.68%
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+ 2024-03-25 12:07:45 INFO dev: loss: 0.1426 - UP: 67.11% UR: 56.47% UF: 61.33% P: 64.70% R: 54.44% F: 59.13%
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+ 2024-03-25 12:07:47 INFO test: loss: nan - UP: 24.73% UR: 47.33% UF: 32.49% P: 23.38% R: 44.73% F: 30.71%
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+ 2024-03-25 12:07:47 INFO 0:00:05.743480s elapsed
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+ 2024-03-25 12:07:51 INFO lr: 4.8920e-05 - loss: 0.0024 - UP: 97.33% UR: 95.44% UF: 96.38% P: 97.28% R: 95.38% F: 96.32%
713
+ 2024-03-25 12:07:51 INFO dev: loss: 0.1511 - UP: 65.54% UR: 57.57% UF: 61.30% P: 62.88% R: 55.23% F: 58.81%
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+ 2024-03-25 12:07:52 INFO test: loss: nan - UP: 23.10% UR: 46.88% UF: 30.95% P: 21.79% R: 44.22% F: 29.19%
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+ 2024-03-25 12:07:52 INFO 0:00:05.783126s elapsed
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+ 2024-03-25 12:07:52 INFO Epoch 109 / 5000:
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+ 2024-03-25 12:07:56 INFO lr: 4.8910e-05 - loss: 0.0010 - UP: 96.81% UR: 96.03% UF: 96.42% P: 96.75% R: 95.97% F: 96.36%
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+ 2024-03-25 12:07:57 INFO dev: loss: 0.1445 - UP: 66.79% UR: 55.93% UF: 60.88% P: 64.03% R: 53.62% F: 58.37%
720
+ 2024-03-25 12:07:58 INFO test: loss: nan - UP: 23.96% UR: 46.36% UF: 31.59% P: 22.68% R: 43.88% F: 29.90%
721
+ 2024-03-25 12:07:58 INFO 0:00:05.766718s elapsed
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+ 2024-03-25 12:07:58 INFO Epoch 110 / 5000:
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+ 2024-03-25 12:08:02 INFO lr: 4.8900e-05 - loss: 0.0003 - UP: 97.99% UR: 96.31% UF: 97.14% P: 97.98% R: 96.30% F: 97.13%
725
+ 2024-03-25 12:08:02 INFO dev: loss: 0.1488 - UP: 65.14% UR: 58.86% UF: 61.84% P: 62.55% R: 56.52% F: 59.38%
726
+ 2024-03-25 12:08:04 INFO test: loss: nan - UP: 23.45% UR: 50.01% UF: 31.93% P: 22.27% R: 47.50% F: 30.32%
727
+ 2024-03-25 12:08:04 INFO 0:00:05.752508s elapsed
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+ 2024-03-25 12:08:04 INFO Epoch 111 / 5000:
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+ 2024-03-25 12:08:08 INFO lr: 4.8890e-05 - loss: 0.0002 - UP: 98.02% UR: 96.75% UF: 97.38% P: 98.00% R: 96.74% F: 97.36%
731
+ 2024-03-25 12:08:08 INFO dev: loss: 0.1405 - UP: 66.72% UR: 56.33% UF: 61.08% P: 64.22% R: 54.21% F: 58.79%
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+ 2024-03-25 12:08:10 INFO test: loss: nan - UP: 24.04% UR: 47.29% UF: 31.88% P: 22.73% R: 44.71% F: 30.14%
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+ 2024-03-25 12:08:10 INFO 0:00:05.760286s elapsed
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+ 2024-03-25 12:08:14 INFO lr: 4.8880e-05 - loss: 0.0013 - UP: 98.10% UR: 96.76% UF: 97.42% P: 98.09% R: 96.75% F: 97.42%
737
+ 2024-03-25 12:08:14 INFO dev: loss: 0.1429 - UP: 64.00% UR: 60.16% UF: 62.02% P: 61.51% R: 57.82% F: 59.61%
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+ 2024-03-25 12:08:15 INFO test: loss: nan - UP: 21.99% UR: 49.82% UF: 30.51% P: 20.72% R: 46.95% F: 28.75%
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+ 2024-03-25 12:08:15 INFO 0:00:05.750591s elapsed
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+ 2024-03-25 12:08:19 INFO lr: 4.8870e-05 - loss: 0.0000 - UP: 98.14% UR: 97.12% UF: 97.63% P: 98.14% R: 97.11% F: 97.62%
743
+ 2024-03-25 12:08:20 INFO dev: loss: 0.1455 - UP: 65.75% UR: 56.80% UF: 60.95% P: 63.24% R: 54.64% F: 58.62%
744
+ 2024-03-25 12:08:21 INFO test: loss: nan - UP: 23.41% UR: 48.24% UF: 31.52% P: 22.10% R: 45.53% F: 29.75%
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+ 2024-03-25 12:08:21 INFO 0:00:05.756992s elapsed
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+ 2024-03-25 12:08:25 INFO lr: 4.8860e-05 - loss: 0.0007 - UP: 98.16% UR: 97.39% UF: 97.78% P: 98.16% R: 97.39% F: 97.77%
749
+ 2024-03-25 12:08:25 INFO dev: loss: 0.1457 - UP: 65.49% UR: 57.96% UF: 61.49% P: 62.88% R: 55.65% F: 59.04%
750
+ 2024-03-25 12:08:27 INFO test: loss: nan - UP: 23.20% UR: 48.49% UF: 31.39% P: 21.92% R: 45.81% F: 29.65%
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+ 2024-03-25 12:08:27 INFO 0:00:05.749099s elapsed
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+ 2024-03-25 12:08:27 INFO Epoch 115 / 5000:
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+ 2024-03-25 12:08:31 INFO lr: 4.8850e-05 - loss: 0.0018 - UP: 98.43% UR: 97.59% UF: 98.01% P: 98.43% R: 97.59% F: 98.00%
755
+ 2024-03-25 12:08:31 INFO dev: loss: 0.1492 - UP: 67.17% UR: 58.16% UF: 62.34% P: 64.46% R: 55.82% F: 59.83%
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+ 2024-03-25 12:08:33 INFO test: loss: nan - UP: 23.13% UR: 48.36% UF: 31.29% P: 21.82% R: 45.64% F: 29.53%
757
+ 2024-03-25 12:08:33 INFO 0:00:05.758010s elapsed
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+ 2024-03-25 12:08:33 INFO Epoch 116 / 5000:
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+ 2024-03-25 12:08:37 INFO lr: 4.8840e-05 - loss: 0.0008 - UP: 98.26% UR: 97.29% UF: 97.77% P: 98.26% R: 97.29% F: 97.77%
761
+ 2024-03-25 12:08:37 INFO dev: loss: 0.1460 - UP: 65.66% UR: 58.89% UF: 62.09% P: 63.15% R: 56.64% F: 59.71%
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+ 2024-03-25 12:08:39 INFO test: loss: nan - UP: 22.61% UR: 49.33% UF: 31.01% P: 21.27% R: 46.42% F: 29.17%
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+ 2024-03-25 12:08:39 INFO 0:00:05.758848s elapsed
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+ 2024-03-25 12:08:42 INFO lr: 4.8830e-05 - loss: 0.0000 - UP: 98.38% UR: 97.50% UF: 97.94% P: 98.38% R: 97.50% F: 97.94%
767
+ 2024-03-25 12:08:43 INFO dev: loss: 0.1442 - UP: 65.86% UR: 59.03% UF: 62.26% P: 63.50% R: 56.92% F: 60.03%
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+ 2024-03-25 12:08:44 INFO test: loss: nan - UP: 22.78% UR: 49.10% UF: 31.12% P: 21.52% R: 46.38% F: 29.39%
769
+ 2024-03-25 12:08:44 INFO 0:00:05.754184s elapsed
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+ 2024-03-25 12:08:48 INFO lr: 4.8820e-05 - loss: 0.0011 - UP: 98.65% UR: 97.58% UF: 98.11% P: 98.65% R: 97.58% F: 98.11%
773
+ 2024-03-25 12:08:49 INFO dev: loss: 0.1484 - UP: 64.32% UR: 60.69% UF: 62.45% P: 61.87% R: 58.38% F: 60.08%
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+ 2024-03-25 12:08:50 INFO test: loss: nan - UP: 22.05% UR: 51.43% UF: 30.87% P: 20.83% R: 48.57% F: 29.15%
775
+ 2024-03-25 12:08:50 INFO 0:00:05.747537s elapsed
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+ 2024-03-25 12:08:54 INFO lr: 4.8810e-05 - loss: 0.0006 - UP: 98.56% UR: 98.01% UF: 98.28% P: 98.56% R: 98.01% F: 98.28%
779
+ 2024-03-25 12:08:54 INFO dev: loss: 0.1510 - UP: 67.17% UR: 58.41% UF: 62.49% P: 64.65% R: 56.21% F: 60.14%
780
+ 2024-03-25 12:08:56 INFO test: loss: nan - UP: 24.17% UR: 49.19% UF: 32.41% P: 22.85% R: 46.50% F: 30.64%
781
+ 2024-03-25 12:08:56 INFO 0:00:05.766818s elapsed
782
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+ 2024-03-25 12:09:04 INFO Epoch 89 saved
784
+ 2024-03-25 12:09:04 INFO dev: UP: 67.65% UR: 60.47% UF: 63.86% P: 65.01% R: 58.10% F: 61.36%
785
+ 2024-03-25 12:09:04 INFO test: UP: 25.07% UR: 52.93% UF: 34.02% P: 23.80% R: 50.24% F: 32.30%
786
+ 2024-03-25 12:09:04 INFO 0:11:21.519778s elapsed, 0:00:05.727057s/epoch
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+ 2024-03-25 11:40:24 INFO
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 3000
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_holder_asc/80/model_vi_mpqa_xlm_9
18
+ 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/mpqa/head_final/sdp_bySentiment_holder_asc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_holder_asc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/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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+ bert | xlm-roberta-base
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+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-25 11:40:24 INFO Building the fields
40
+ 2024-03-25 11:40:26 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
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44
+ 2024-03-25 11:40:26 INFO Building the model
45
+ 2024-03-25 11:40:28 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)
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+ (label_attn): Biaffine(n_in=600, n_out=5, 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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+ 2024-03-25 11:40:28 INFO Loading the data
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+ 2024-03-25 11:40:32 INFO
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+ train: Dataset(n_sentences=1028, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=287, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
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+
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+ 2024-03-25 11:40:32 INFO Epoch 1 / 5000:
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+ 2024-03-25 11:40:36 INFO lr: 4.9990e-05 - loss: 0.1315 - UP: 0.98% UR: 10.43% UF: 1.80% P: 0.24% R: 2.54% F: 0.44%
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+ 2024-03-25 11:40:37 INFO dev: loss: 0.1248 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-25 11:40:38 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-25 11:40:38 INFO 0:00:06.165819s elapsed
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+
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+ 2024-03-25 11:40:38 INFO Epoch 2 / 5000:
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+ 2024-03-25 11:40:42 INFO lr: 4.9980e-05 - loss: 0.2257 - UP: 15.25% UR: 0.52% UF: 1.01% P: 11.76% R: 0.40% F: 0.78%
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+ 2024-03-25 11:40:42 INFO dev: loss: 0.0939 - UP: 68.22% UR: 4.96% UF: 9.25% P: 51.16% R: 3.72% F: 6.93%
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+ 2024-03-25 11:40:44 INFO test: loss: nan - UP: 35.72% UR: 5.16% UF: 9.01% P: 24.60% R: 3.55% F: 6.20%
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+ 2024-03-25 11:40:48 INFO 0:00:05.613518s elapsed (saved)
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+
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+ 2024-03-25 11:40:48 INFO Epoch 3 / 5000:
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+ 2024-03-25 11:40:52 INFO lr: 4.9970e-05 - loss: 0.0162 - UP: 43.94% UR: 4.93% UF: 8.87% P: 38.22% R: 4.29% F: 7.71%
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+ 2024-03-25 11:40:52 INFO dev: loss: 0.0727 - UP: 56.59% UR: 7.38% UF: 13.06% P: 52.05% R: 6.79% F: 12.01%
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+ 2024-03-25 11:40:54 INFO test: loss: nan - UP: 30.20% UR: 8.89% UF: 13.74% P: 25.97% R: 7.65% F: 11.82%
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+ 2024-03-25 11:41:01 INFO 0:00:05.564648s elapsed (saved)
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+
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+ 2024-03-25 11:41:01 INFO Epoch 4 / 5000:
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+ 2024-03-25 11:41:04 INFO lr: 4.9960e-05 - loss: 0.0151 - UP: 53.02% UR: 12.12% UF: 19.73% P: 49.62% R: 11.34% F: 18.46%
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+ 2024-03-25 11:41:05 INFO dev: loss: 0.0853 - UP: 59.65% UR: 9.50% UF: 16.38% P: 47.43% R: 7.55% F: 13.03%
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+ 2024-03-25 11:41:06 INFO test: loss: nan - UP: 30.12% UR: 12.59% UF: 17.76% P: 24.00% R: 10.04% F: 14.15%
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+ 2024-03-25 11:41:13 INFO 0:00:05.596812s elapsed (saved)
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+
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+ 2024-03-25 11:41:13 INFO Epoch 5 / 5000:
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+ 2024-03-25 11:41:17 INFO lr: 4.9950e-05 - loss: 0.0958 - UP: 59.75% UR: 16.62% UF: 26.01% P: 56.58% R: 15.74% F: 24.63%
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+ 2024-03-25 11:41:17 INFO dev: loss: 0.0669 - UP: 65.70% UR: 7.66% UF: 13.73% P: 64.01% R: 7.47% F: 13.37%
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+ 2024-03-25 11:41:19 INFO test: loss: nan - UP: 38.46% UR: 10.04% UF: 15.92% P: 35.79% R: 9.34% F: 14.81%
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+ 2024-03-25 11:41:26 INFO 0:00:05.609801s elapsed (saved)
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+
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+ 2024-03-25 11:41:26 INFO Epoch 6 / 5000:
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+ 2024-03-25 11:41:29 INFO lr: 4.9940e-05 - loss: 0.1038 - UP: 61.28% UR: 20.87% UF: 31.13% P: 59.32% R: 20.20% F: 30.14%
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+ 2024-03-25 11:41:30 INFO dev: loss: 0.0669 - UP: 55.15% UR: 23.56% UF: 33.01% P: 51.32% R: 21.92% F: 30.72%
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+ 2024-03-25 11:41:31 INFO test: loss: nan - UP: 20.65% UR: 25.35% UF: 22.76% P: 19.04% R: 23.37% F: 20.98%
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+ 2024-03-25 11:41:38 INFO 0:00:05.569625s elapsed (saved)
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+
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+ 2024-03-25 11:41:38 INFO Epoch 7 / 5000:
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+ 2024-03-25 11:41:42 INFO lr: 4.9930e-05 - loss: 0.0316 - UP: 67.46% UR: 28.22% UF: 39.80% P: 65.43% R: 27.37% F: 38.60%
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+ 2024-03-25 11:41:42 INFO dev: loss: 0.0652 - UP: 78.17% UR: 14.23% UF: 24.08% P: 74.77% R: 13.61% F: 23.03%
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+ 2024-03-25 11:41:43 INFO test: loss: nan - UP: 33.16% UR: 16.63% UF: 22.15% P: 30.64% R: 15.36% F: 20.46%
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+ 2024-03-25 11:41:43 INFO 0:00:05.609979s elapsed
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+
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+ 2024-03-25 11:41:43 INFO Epoch 8 / 5000:
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+ 2024-03-25 11:41:47 INFO lr: 4.9920e-05 - loss: 0.0447 - UP: 70.80% UR: 28.96% UF: 41.11% P: 68.66% R: 28.09% F: 39.87%
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+ 2024-03-25 11:41:48 INFO dev: loss: 0.0740 - UP: 53.25% UR: 13.61% UF: 21.68% P: 52.59% R: 13.44% F: 21.41%
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+ 2024-03-25 11:41:49 INFO test: loss: nan - UP: 21.53% UR: 15.06% UF: 17.73% P: 20.89% R: 14.62% F: 17.20%
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+ 2024-03-25 11:41:49 INFO 0:00:05.596988s elapsed
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+
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+ 2024-03-25 11:41:49 INFO Epoch 9 / 5000:
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+ 2024-03-25 11:41:53 INFO lr: 4.9910e-05 - loss: 0.0054 - UP: 64.56% UR: 31.02% UF: 41.91% P: 63.22% R: 30.38% F: 41.04%
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+ 2024-03-25 11:41:53 INFO dev: loss: 0.0679 - UP: 58.82% UR: 32.97% UF: 42.25% P: 56.96% R: 31.92% F: 40.92%
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+ 2024-03-25 11:41:55 INFO test: loss: nan - UP: 25.21% UR: 32.31% UF: 28.32% P: 24.11% R: 30.89% F: 27.08%
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+ 2024-03-25 11:42:02 INFO 0:00:05.597499s elapsed (saved)
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+
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+ 2024-03-25 11:42:02 INFO Epoch 10 / 5000:
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+ 2024-03-25 11:42:05 INFO lr: 4.9900e-05 - loss: 0.0094 - UP: 70.02% UR: 40.66% UF: 51.45% P: 68.64% R: 39.86% F: 50.43%
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+ 2024-03-25 11:42:06 INFO dev: loss: 0.0658 - UP: 62.20% UR: 28.74% UF: 39.31% P: 59.15% R: 27.33% F: 37.39%
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+ 2024-03-25 11:42:07 INFO test: loss: nan - UP: 24.36% UR: 28.90% UF: 26.44% P: 22.81% R: 27.07% F: 24.76%
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+ 2024-03-25 11:42:07 INFO 0:00:05.611561s elapsed
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+
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+ 2024-03-25 11:42:07 INFO Epoch 11 / 5000:
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+ 2024-03-25 11:42:11 INFO lr: 4.9890e-05 - loss: 0.0506 - UP: 77.08% UR: 43.66% UF: 55.74% P: 75.94% R: 43.02% F: 54.92%
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+ 2024-03-25 11:42:11 INFO dev: loss: 0.0737 - UP: 59.87% UR: 38.12% UF: 46.58% P: 57.17% R: 36.40% F: 44.48%
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+ 2024-03-25 11:42:13 INFO test: loss: nan - UP: 25.03% UR: 35.35% UF: 29.30% P: 23.61% R: 33.34% F: 27.64%
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+ 2024-03-25 11:42:20 INFO 0:00:05.599515s elapsed (saved)
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+
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+ 2024-03-25 11:42:20 INFO Epoch 12 / 5000:
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+ 2024-03-25 11:42:23 INFO lr: 4.9880e-05 - loss: 0.0273 - UP: 78.24% UR: 48.36% UF: 59.77% P: 77.09% R: 47.65% F: 58.89%
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+ 2024-03-25 11:42:24 INFO dev: loss: 0.0731 - UP: 55.86% UR: 39.64% UF: 46.37% P: 53.87% R: 38.24% F: 44.73%
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+ 2024-03-25 11:42:25 INFO test: loss: nan - UP: 22.59% UR: 37.12% UF: 28.09% P: 21.63% R: 35.54% F: 26.89%
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+ 2024-03-25 11:42:32 INFO 0:00:05.582082s elapsed (saved)
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+
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+ 2024-03-25 11:42:32 INFO Epoch 13 / 5000:
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+ 2024-03-25 11:42:36 INFO lr: 4.9870e-05 - loss: 0.0336 - UP: 75.00% UR: 50.01% UF: 60.01% P: 73.83% R: 49.24% F: 59.08%
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+ 2024-03-25 11:42:36 INFO dev: loss: 0.0669 - UP: 76.66% UR: 19.81% UF: 31.48% P: 73.61% R: 19.02% F: 30.23%
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+ 2024-03-25 11:42:38 INFO test: loss: nan - UP: 30.54% UR: 20.73% UF: 24.69% P: 28.39% R: 19.27% F: 22.96%
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+ 2024-03-25 11:42:38 INFO 0:00:05.626437s elapsed
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+
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+ 2024-03-25 11:42:38 INFO Epoch 14 / 5000:
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+ 2024-03-25 11:42:42 INFO lr: 4.9860e-05 - loss: 0.0255 - UP: 80.39% UR: 49.73% UF: 61.45% P: 79.70% R: 49.31% F: 60.92%
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+ 2024-03-25 11:42:42 INFO dev: loss: 0.0647 - UP: 65.06% UR: 39.08% UF: 48.83% P: 62.24% R: 37.39% F: 46.72%
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+ 2024-03-25 11:42:43 INFO test: loss: nan - UP: 24.93% UR: 35.54% UF: 29.31% P: 23.48% R: 33.47% F: 27.60%
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+ 2024-03-25 11:42:50 INFO 0:00:05.602653s elapsed (saved)
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+
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+ 2024-03-25 11:42:50 INFO Epoch 15 / 5000:
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+ 2024-03-25 11:42:54 INFO lr: 4.9850e-05 - loss: 0.0201 - UP: 81.26% UR: 57.84% UF: 67.58% P: 80.73% R: 57.47% F: 67.14%
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+ 2024-03-25 11:42:54 INFO dev: loss: 0.0703 - UP: 63.10% UR: 43.84% UF: 51.74% P: 60.99% R: 42.38% F: 50.01%
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+ 2024-03-25 11:42:56 INFO test: loss: nan - UP: 24.45% UR: 38.85% UF: 30.02% P: 23.22% R: 36.89% F: 28.50%
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+ 2024-03-25 11:43:03 INFO 0:00:05.625597s elapsed (saved)
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+
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+ 2024-03-25 11:43:03 INFO Epoch 16 / 5000:
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+ 2024-03-25 11:43:06 INFO lr: 4.9840e-05 - loss: 0.0142 - UP: 84.31% UR: 62.44% UF: 71.75% P: 83.90% R: 62.13% F: 71.39%
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+ 2024-03-25 11:43:07 INFO dev: loss: 0.0721 - UP: 63.41% UR: 44.63% UF: 52.39% P: 61.05% R: 42.97% F: 50.44%
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+ 2024-03-25 11:43:08 INFO test: loss: nan - UP: 24.46% UR: 39.47% UF: 30.20% P: 23.14% R: 37.33% F: 28.57%
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+ 2024-03-25 11:43:15 INFO 0:00:05.617115s elapsed (saved)
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+
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+ 2024-03-25 11:43:15 INFO Epoch 17 / 5000:
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+ 2024-03-25 11:43:19 INFO lr: 4.9830e-05 - loss: 0.0276 - UP: 83.66% UR: 63.74% UF: 72.35% P: 83.39% R: 63.54% F: 72.12%
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+ 2024-03-25 11:43:19 INFO dev: loss: 0.0746 - UP: 66.03% UR: 42.18% UF: 51.48% P: 63.83% R: 40.77% F: 49.76%
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+ 2024-03-25 11:43:21 INFO test: loss: nan - UP: 25.53% UR: 39.05% UF: 30.87% P: 24.30% R: 37.16% F: 29.39%
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+ 2024-03-25 11:43:21 INFO 0:00:05.619602s elapsed
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+
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+ 2024-03-25 11:43:21 INFO Epoch 18 / 5000:
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+ 2024-03-25 11:43:25 INFO lr: 4.9820e-05 - loss: 0.0182 - UP: 83.52% UR: 64.77% UF: 72.96% P: 83.18% R: 64.51% F: 72.66%
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+ 2024-03-25 11:43:25 INFO dev: loss: 0.0690 - UP: 64.02% UR: 48.83% UF: 55.40% P: 61.99% R: 47.28% F: 53.64%
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+ 2024-03-25 11:43:26 INFO test: loss: nan - UP: 23.52% UR: 44.35% UF: 30.74% P: 22.34% R: 42.13% F: 29.20%
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+ 2024-03-25 11:43:33 INFO 0:00:05.597995s elapsed (saved)
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+
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+ 2024-03-25 11:43:33 INFO Epoch 19 / 5000:
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+ 2024-03-25 11:43:37 INFO lr: 4.9810e-05 - loss: 0.0017 - UP: 84.91% UR: 65.62% UF: 74.03% P: 84.62% R: 65.40% F: 73.78%
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+ 2024-03-25 11:43:37 INFO dev: loss: 0.0803 - UP: 62.32% UR: 43.53% UF: 51.26% P: 59.82% R: 41.79% F: 49.20%
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+ 2024-03-25 11:43:39 INFO test: loss: nan - UP: 23.67% UR: 40.76% UF: 29.95% P: 22.37% R: 38.52% F: 28.30%
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+ 2024-03-25 11:43:39 INFO 0:00:05.588333s elapsed
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+ 2024-03-25 11:43:39 INFO Epoch 20 / 5000:
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+ 2024-03-25 11:43:43 INFO lr: 4.9800e-05 - loss: 0.0139 - UP: 85.57% UR: 63.30% UF: 72.77% P: 84.89% R: 62.80% F: 72.20%
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+ 2024-03-25 11:43:43 INFO dev: loss: 0.0776 - UP: 68.89% UR: 40.69% UF: 51.16% P: 66.08% R: 39.03% F: 49.07%
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+ 2024-03-25 11:43:45 INFO test: loss: nan - UP: 24.29% UR: 37.02% UF: 29.33% P: 22.80% R: 34.76% F: 27.54%
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+ 2024-03-25 11:43:45 INFO 0:00:05.618857s elapsed
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+
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+ 2024-03-25 11:43:45 INFO Epoch 21 / 5000:
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+ 2024-03-25 11:43:48 INFO lr: 4.9790e-05 - loss: 0.0225 - UP: 84.09% UR: 63.89% UF: 72.61% P: 83.42% R: 63.38% F: 72.03%
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+ 2024-03-25 11:43:49 INFO dev: loss: 0.0803 - UP: 67.47% UR: 39.67% UF: 49.96% P: 65.17% R: 38.32% F: 48.26%
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+ 2024-03-25 11:43:50 INFO test: loss: nan - UP: 26.96% UR: 37.38% UF: 31.33% P: 25.85% R: 35.83% F: 30.03%
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+ 2024-03-25 11:43:50 INFO 0:00:05.609250s elapsed
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+ 2024-03-25 11:43:50 INFO Epoch 22 / 5000:
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+ 2024-03-25 11:43:54 INFO lr: 4.9780e-05 - loss: 0.0188 - UP: 83.94% UR: 67.41% UF: 74.78% P: 83.16% R: 66.79% F: 74.08%
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+ 2024-03-25 11:43:54 INFO dev: loss: 0.0745 - UP: 62.43% UR: 48.46% UF: 54.57% P: 60.62% R: 47.06% F: 52.98%
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+ 2024-03-25 11:43:56 INFO test: loss: nan - UP: 22.38% UR: 42.76% UF: 29.39% P: 21.21% R: 40.52% F: 27.85%
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+ 2024-03-25 11:43:56 INFO 0:00:05.661330s elapsed
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+ 2024-03-25 11:43:56 INFO Epoch 23 / 5000:
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+ 2024-03-25 11:44:00 INFO lr: 4.9770e-05 - loss: 0.0035 - UP: 87.12% UR: 70.52% UF: 77.95% P: 86.45% R: 69.98% F: 77.35%
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+ 2024-03-25 11:44:00 INFO dev: loss: 0.0718 - UP: 63.83% UR: 51.23% UF: 56.84% P: 61.48% R: 49.34% F: 54.74%
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+ 2024-03-25 11:44:02 INFO test: loss: nan - UP: 23.20% UR: 43.95% UF: 30.37% P: 22.03% R: 41.73% F: 28.84%
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+ 2024-03-25 11:44:08 INFO 0:00:05.713594s elapsed (saved)
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+ 2024-03-25 11:44:08 INFO Epoch 24 / 5000:
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+ 2024-03-25 11:44:12 INFO lr: 4.9760e-05 - loss: 0.0025 - UP: 87.62% UR: 73.41% UF: 79.89% P: 87.27% R: 73.11% F: 79.57%
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+ 2024-03-25 11:44:13 INFO dev: loss: 0.0829 - UP: 62.90% UR: 51.45% UF: 56.60% P: 60.90% R: 49.82% F: 54.80%
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+ 2024-03-25 11:44:14 INFO test: loss: nan - UP: 23.69% UR: 45.45% UF: 31.15% P: 22.54% R: 43.23% F: 29.63%
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+ 2024-03-25 11:44:21 INFO 0:00:05.655086s elapsed (saved)
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+ 2024-03-25 11:44:21 INFO Epoch 25 / 5000:
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+ 2024-03-25 11:44:25 INFO lr: 4.9750e-05 - loss: 0.0054 - UP: 88.35% UR: 72.43% UF: 79.61% P: 88.20% R: 72.31% F: 79.47%
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+ 2024-03-25 11:44:25 INFO dev: loss: 0.0848 - UP: 62.06% UR: 53.56% UF: 57.50% P: 59.42% R: 51.28% F: 55.05%
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+ 2024-03-25 11:44:27 INFO test: loss: nan - UP: 23.78% UR: 47.58% UF: 31.71% P: 22.33% R: 44.69% F: 29.78%
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+ 2024-03-25 11:44:33 INFO 0:00:05.631602s elapsed (saved)
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+ 2024-03-25 11:44:33 INFO Epoch 26 / 5000:
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+ 2024-03-25 11:44:37 INFO lr: 4.9740e-05 - loss: 0.0003 - UP: 88.39% UR: 75.66% UF: 81.53% P: 88.24% R: 75.53% F: 81.40%
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+ 2024-03-25 11:44:38 INFO dev: loss: 0.0823 - UP: 67.24% UR: 41.93% UF: 51.65% P: 65.43% R: 40.80% F: 50.26%
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+ 2024-03-25 11:44:39 INFO test: loss: nan - UP: 26.12% UR: 39.30% UF: 31.38% P: 24.84% R: 37.38% F: 29.85%
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+ 2024-03-25 11:44:39 INFO 0:00:05.605619s elapsed
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+ 2024-03-25 11:44:39 INFO Epoch 27 / 5000:
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+ 2024-03-25 11:44:43 INFO lr: 4.9730e-05 - loss: 0.0010 - UP: 86.93% UR: 73.97% UF: 79.92% P: 86.77% R: 73.83% F: 79.78%
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+ 2024-03-25 11:44:43 INFO dev: loss: 0.0834 - UP: 69.36% UR: 41.84% UF: 52.20% P: 66.09% R: 39.87% F: 49.74%
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+ 2024-03-25 11:44:45 INFO test: loss: nan - UP: 26.36% UR: 37.67% UF: 31.02% P: 24.63% R: 35.20% F: 28.98%
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+ 2024-03-25 11:44:45 INFO 0:00:05.610732s elapsed
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+ 2024-03-25 11:44:45 INFO Epoch 28 / 5000:
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+ 2024-03-25 11:44:48 INFO lr: 4.9720e-05 - loss: 0.0044 - UP: 90.52% UR: 75.79% UF: 82.50% P: 90.41% R: 75.70% F: 82.40%
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+ 2024-03-25 11:44:49 INFO dev: loss: 0.0879 - UP: 56.41% UR: 58.81% UF: 57.58% P: 53.95% R: 56.24% F: 55.07%
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+ 2024-03-25 11:44:50 INFO test: loss: nan - UP: 21.13% UR: 52.10% UF: 30.06% P: 19.95% R: 49.19% F: 28.38%
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+ 2024-03-25 11:44:57 INFO 0:00:05.610186s elapsed (saved)
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+ 2024-03-25 11:45:01 INFO lr: 4.9710e-05 - loss: 0.0076 - UP: 90.54% UR: 77.89% UF: 83.74% P: 90.41% R: 77.79% F: 83.63%
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+ 2024-03-25 11:45:01 INFO dev: loss: 0.0873 - UP: 64.22% UR: 51.28% UF: 57.03% P: 61.22% R: 48.89% F: 54.36%
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+ 2024-03-25 11:45:03 INFO test: loss: nan - UP: 24.35% UR: 47.31% UF: 32.15% P: 22.94% R: 44.56% F: 30.29%
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+ 2024-03-25 11:45:03 INFO 0:00:05.613753s elapsed
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+ 2024-03-25 11:45:03 INFO Epoch 30 / 5000:
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+ 2024-03-25 11:45:06 INFO lr: 4.9700e-05 - loss: 0.0001 - UP: 89.73% UR: 82.34% UF: 85.87% P: 89.62% R: 82.24% F: 85.77%
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+ 2024-03-25 11:45:07 INFO dev: loss: 0.0912 - UP: 69.28% UR: 46.58% UF: 55.70% P: 66.39% R: 44.63% F: 53.38%
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+ 2024-03-25 11:45:18 INFO dev: loss: 0.0894 - UP: 64.60% UR: 52.49% UF: 57.92% P: 61.89% R: 50.30% F: 55.50%
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+ 2024-03-25 11:45:31 INFO dev: loss: 0.0888 - UP: 65.81% UR: 51.03% UF: 57.48% P: 63.08% R: 48.92% F: 55.10%
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+ 2024-03-25 11:45:42 INFO dev: loss: 0.0925 - UP: 66.59% UR: 54.41% UF: 59.89% P: 63.79% R: 52.13% F: 57.37%
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+ 2024-03-25 11:46:05 INFO lr: 4.9620e-05 - loss: 0.0070 - UP: 91.94% UR: 82.86% UF: 87.16% P: 91.90% R: 82.83% F: 87.13%
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+ 2024-03-25 11:46:06 INFO dev: loss: 0.1015 - UP: 56.36% UR: 60.44% UF: 58.33% P: 53.76% R: 57.65% F: 55.64%
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+ 2024-03-25 11:46:17 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 93.01% UR: 86.75% UF: 89.77% P: 92.80% R: 86.56% F: 89.57%
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+ 2024-03-25 11:46:17 INFO dev: loss: 0.0968 - UP: 64.53% UR: 53.37% UF: 58.42% P: 61.67% R: 51.00% F: 55.83%
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+ 2024-03-25 11:46:19 INFO 0:00:05.744266s elapsed
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+ 2024-03-25 11:46:22 INFO lr: 4.9590e-05 - loss: 0.0038 - UP: 93.95% UR: 88.82% UF: 91.31% P: 93.88% R: 88.76% F: 91.24%
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+ 2024-03-25 11:46:23 INFO dev: loss: 0.1000 - UP: 65.65% UR: 52.55% UF: 58.37% P: 63.08% R: 50.49% F: 56.09%
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+ 2024-03-25 11:46:24 INFO test: loss: nan - UP: 25.51% UR: 46.29% UF: 32.89% P: 24.15% R: 43.82% F: 31.14%
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+ 2024-03-25 11:46:24 INFO 0:00:05.819271s elapsed
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+ 2024-03-25 11:46:29 INFO dev: loss: 0.1032 - UP: 64.92% UR: 50.94% UF: 57.09% P: 62.05% R: 48.69% F: 54.56%
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+ 2024-03-25 11:46:31 INFO 0:00:06.190269s elapsed
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+ 2024-03-25 11:46:35 INFO lr: 4.9570e-05 - loss: 0.0110 - UP: 89.51% UR: 73.74% UF: 80.86% P: 89.06% R: 73.37% F: 80.45%
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+ 2024-03-25 11:46:35 INFO dev: loss: 0.0955 - UP: 57.10% UR: 54.02% UF: 55.52% P: 55.08% R: 52.10% F: 53.55%
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+ 2024-03-25 11:46:37 INFO 0:00:05.892117s elapsed
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+ 2024-03-25 11:46:41 INFO lr: 4.9560e-05 - loss: 0.0015 - UP: 90.49% UR: 83.41% UF: 86.81% P: 89.97% R: 82.93% F: 86.31%
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+ 2024-03-25 11:46:41 INFO dev: loss: 0.0952 - UP: 63.69% UR: 51.11% UF: 56.71% P: 60.71% R: 48.72% F: 54.06%
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+ 2024-03-25 11:46:43 INFO test: loss: nan - UP: 22.89% UR: 46.57% UF: 30.70% P: 21.52% R: 43.78% F: 28.86%
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+ 2024-03-25 11:46:43 INFO 0:00:06.055444s elapsed
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+ 2024-03-25 11:46:46 INFO lr: 4.9550e-05 - loss: 0.0048 - UP: 92.48% UR: 85.38% UF: 88.79% P: 92.31% R: 85.23% F: 88.63%
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+ 2024-03-25 11:46:47 INFO dev: loss: 0.0951 - UP: 60.40% UR: 58.58% UF: 59.48% P: 57.84% R: 56.10% F: 56.96%
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+ 2024-03-25 11:46:48 INFO test: loss: nan - UP: 21.77% UR: 52.46% UF: 30.78% P: 20.46% R: 49.29% F: 28.92%
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+ 2024-03-25 11:46:48 INFO 0:00:05.867935s elapsed
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+ 2024-03-25 11:46:52 INFO lr: 4.9540e-05 - loss: 0.0086 - UP: 92.99% UR: 88.73% UF: 90.81% P: 92.90% R: 88.64% F: 90.72%
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+ 2024-03-25 11:46:53 INFO dev: loss: 0.0952 - UP: 64.96% UR: 52.97% UF: 58.36% P: 62.34% R: 50.83% F: 56.00%
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+ 2024-03-25 11:46:54 INFO test: loss: nan - UP: 25.29% UR: 47.07% UF: 32.90% P: 23.92% R: 44.52% F: 31.12%
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+ 2024-03-25 11:46:54 INFO 0:00:05.862969s elapsed
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+ 2024-03-25 11:46:58 INFO lr: 4.9530e-05 - loss: 0.0042 - UP: 94.47% UR: 87.99% UF: 91.12% P: 94.38% R: 87.91% F: 91.03%
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+ 2024-03-25 11:46:59 INFO dev: loss: 0.0980 - UP: 66.84% UR: 53.23% UF: 59.26% P: 64.05% R: 51.00% F: 56.78%
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+ 2024-03-25 11:47:00 INFO test: loss: nan - UP: 25.60% UR: 46.44% UF: 33.01% P: 24.04% R: 43.61% F: 31.00%
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+ 2024-03-25 11:47:00 INFO 0:00:05.849024s elapsed
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+ 2024-03-25 11:47:00 INFO Epoch 48 / 5000:
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+ 2024-03-25 11:47:04 INFO lr: 4.9520e-05 - loss: 0.0075 - UP: 94.93% UR: 89.32% UF: 92.04% P: 94.82% R: 89.23% F: 91.94%
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+ 2024-03-25 11:47:04 INFO dev: loss: 0.0964 - UP: 67.49% UR: 55.56% UF: 60.95% P: 64.68% R: 53.25% F: 58.41%
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+ 2024-03-25 11:47:06 INFO test: loss: nan - UP: 25.84% UR: 48.32% UF: 33.67% P: 24.43% R: 45.68% F: 31.83%
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+ 2024-03-25 11:47:13 INFO 0:00:05.860429s elapsed (saved)
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+ 2024-03-25 11:47:16 INFO lr: 4.9510e-05 - loss: 0.0028 - UP: 92.18% UR: 86.00% UF: 88.99% P: 91.97% R: 85.80% F: 88.78%
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+ 2024-03-25 11:47:17 INFO dev: loss: 0.1035 - UP: 65.35% UR: 50.86% UF: 57.20% P: 62.74% R: 48.83% F: 54.92%
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+ 2024-03-25 11:47:18 INFO test: loss: nan - UP: 23.52% UR: 45.00% UF: 30.89% P: 22.35% R: 42.76% F: 29.35%
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+ 2024-03-25 11:47:18 INFO 0:00:05.641894s elapsed
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+ 2024-03-25 11:47:18 INFO Epoch 50 / 5000:
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+ 2024-03-25 11:47:22 INFO lr: 4.9500e-05 - loss: 0.0124 - UP: 93.96% UR: 86.34% UF: 89.99% P: 93.85% R: 86.23% F: 89.88%
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+ 2024-03-25 11:47:22 INFO dev: loss: 0.1077 - UP: 60.91% UR: 58.21% UF: 59.53% P: 58.11% R: 55.54% F: 56.79%
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+ 2024-03-25 11:47:24 INFO test: loss: nan - UP: 21.80% UR: 52.36% UF: 30.78% P: 20.49% R: 49.21% F: 28.93%
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+ 2024-03-25 11:47:24 INFO 0:00:05.616418s elapsed
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+ 2024-03-25 11:47:28 INFO lr: 4.9490e-05 - loss: 0.0383 - UP: 88.33% UR: 78.51% UF: 83.13% P: 87.56% R: 77.83% F: 82.41%
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+ 2024-03-25 11:47:28 INFO dev: loss: 0.1339 - UP: 63.61% UR: 51.56% UF: 56.96% P: 60.13% R: 48.75% F: 53.84%
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+ 2024-03-25 11:47:29 INFO test: loss: nan - UP: 22.37% UR: 46.67% UF: 30.24% P: 21.03% R: 43.88% F: 28.44%
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+ 2024-03-25 11:47:29 INFO 0:00:05.641201s elapsed
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+ 2024-03-25 11:47:33 INFO lr: 4.9480e-05 - loss: 0.0057 - UP: 89.56% UR: 78.86% UF: 83.87% P: 88.45% R: 77.89% F: 82.83%
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+ 2024-03-25 11:47:34 INFO dev: loss: 0.0975 - UP: 68.77% UR: 45.53% UF: 54.79% P: 65.32% R: 43.25% F: 52.04%
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+ 2024-03-25 11:47:35 INFO test: loss: nan - UP: 28.39% UR: 42.87% UF: 34.16% P: 26.69% R: 40.31% F: 32.12%
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+ 2024-03-25 11:47:35 INFO 0:00:05.683905s elapsed
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+ 2024-03-25 11:47:39 INFO lr: 4.9470e-05 - loss: 0.0116 - UP: 90.03% UR: 81.73% UF: 85.68% P: 89.49% R: 81.24% F: 85.17%
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+ 2024-03-25 11:47:39 INFO dev: loss: 0.0876 - UP: 68.68% UR: 46.35% UF: 55.35% P: 65.85% R: 44.44% F: 53.06%
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+ 2024-03-25 11:47:41 INFO test: loss: nan - UP: 27.65% UR: 41.33% UF: 33.14% P: 26.20% R: 39.15% F: 31.39%
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+ 2024-03-25 11:47:41 INFO 0:00:05.699362s elapsed
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+ 2024-03-25 11:47:45 INFO lr: 4.9460e-05 - loss: 0.0167 - UP: 89.58% UR: 75.92% UF: 82.19% P: 89.31% R: 75.69% F: 81.94%
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+ 2024-03-25 11:47:45 INFO dev: loss: 0.1007 - UP: 62.16% UR: 53.14% UF: 57.30% P: 59.33% R: 50.72% F: 54.69%
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+ 2024-03-25 11:47:47 INFO test: loss: nan - UP: 21.12% UR: 46.82% UF: 29.11% P: 19.88% R: 44.05% F: 27.39%
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+ 2024-03-25 11:47:47 INFO 0:00:05.731707s elapsed
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+ 2024-03-25 11:47:50 INFO lr: 4.9450e-05 - loss: 0.0767 - UP: 79.31% UR: 69.40% UF: 74.03% P: 78.90% R: 69.03% F: 73.64%
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+ 2024-03-25 11:47:51 INFO dev: loss: 0.1004 - UP: 61.99% UR: 50.04% UF: 55.38% P: 59.37% R: 47.93% F: 53.04%
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+ 2024-03-25 11:47:52 INFO test: loss: nan - UP: 22.18% UR: 47.31% UF: 30.20% P: 20.87% R: 44.52% F: 28.42%
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+ 2024-03-25 11:47:52 INFO 0:00:05.787083s elapsed
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+ 2024-03-25 11:47:56 INFO lr: 4.9440e-05 - loss: 0.0160 - UP: 85.46% UR: 68.01% UF: 75.74% P: 85.09% R: 67.72% F: 75.42%
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+ 2024-03-25 11:47:57 INFO dev: loss: 0.0842 - UP: 70.19% UR: 38.21% UF: 49.48% P: 67.34% R: 36.66% F: 47.47%
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+ 2024-03-25 11:47:58 INFO test: loss: nan - UP: 24.07% UR: 36.28% UF: 28.94% P: 22.82% R: 34.40% F: 27.44%
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+ 2024-03-25 11:47:58 INFO 0:00:05.887764s elapsed
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+ 2024-03-25 11:48:02 INFO lr: 4.9430e-05 - loss: 0.0134 - UP: 90.92% UR: 73.99% UF: 81.58% P: 90.80% R: 73.89% F: 81.48%
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+ 2024-03-25 11:48:03 INFO dev: loss: 0.0864 - UP: 63.62% UR: 51.65% UF: 57.01% P: 60.95% R: 49.48% F: 54.62%
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+ 2024-03-25 11:48:04 INFO test: loss: nan - UP: 21.52% UR: 45.78% UF: 29.28% P: 20.44% R: 43.48% F: 27.81%
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+ 2024-03-25 11:48:04 INFO 0:00:05.999234s elapsed
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+ 2024-03-25 11:48:08 INFO lr: 4.9420e-05 - loss: 0.0323 - UP: 92.68% UR: 84.13% UF: 88.20% P: 92.54% R: 84.00% F: 88.06%
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+ 2024-03-25 11:48:09 INFO dev: loss: 0.0922 - UP: 63.96% UR: 55.26% UF: 59.29% P: 61.29% R: 52.94% F: 56.81%
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+ 2024-03-25 11:48:10 INFO test: loss: nan - UP: 20.71% UR: 48.85% UF: 29.09% P: 19.52% R: 46.04% F: 27.42%
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+ 2024-03-25 11:48:10 INFO 0:00:06.119174s elapsed
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+ 2024-03-25 11:48:14 INFO lr: 4.9410e-05 - loss: 0.0081 - UP: 92.60% UR: 83.64% UF: 87.89% P: 92.37% R: 83.43% F: 87.67%
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+ 2024-03-25 11:48:15 INFO dev: loss: 0.0988 - UP: 68.43% UR: 50.38% UF: 58.03% P: 65.90% R: 48.52% F: 55.89%
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+ 2024-03-25 11:48:16 INFO test: loss: nan - UP: 23.55% UR: 44.64% UF: 30.83% P: 22.37% R: 42.40% F: 29.29%
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+ 2024-03-25 11:48:16 INFO 0:00:05.864691s elapsed
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+ 2024-03-25 11:48:20 INFO lr: 4.9400e-05 - loss: 0.0052 - UP: 92.50% UR: 86.36% UF: 89.33% P: 92.41% R: 86.28% F: 89.24%
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+ 2024-03-25 11:48:21 INFO dev: loss: 0.0915 - UP: 69.68% UR: 52.58% UF: 59.93% P: 66.73% R: 50.35% F: 57.40%
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+ 2024-03-25 11:48:22 INFO test: loss: nan - UP: 25.64% UR: 46.10% UF: 32.96% P: 24.13% R: 43.38% F: 31.01%
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+ 2024-03-25 11:48:22 INFO 0:00:05.857667s elapsed
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+ 2024-03-25 11:48:26 INFO lr: 4.9390e-05 - loss: 0.0035 - UP: 94.20% UR: 88.27% UF: 91.14% P: 94.10% R: 88.18% F: 91.05%
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+ 2024-03-25 11:48:26 INFO dev: loss: 0.1024 - UP: 64.74% UR: 59.09% UF: 61.79% P: 62.06% R: 56.64% F: 59.22%
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+ 2024-03-25 11:48:28 INFO test: loss: nan - UP: 21.53% UR: 50.94% UF: 30.27% P: 20.44% R: 48.34% F: 28.73%
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+ 2024-03-25 11:48:35 INFO 0:00:05.815628s elapsed (saved)
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+ 2024-03-25 11:48:39 INFO lr: 4.9380e-05 - loss: 0.0065 - UP: 94.83% UR: 88.98% UF: 91.81% P: 94.77% R: 88.92% F: 91.75%
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+ 2024-03-25 11:48:39 INFO dev: loss: 0.0995 - UP: 67.93% UR: 52.47% UF: 59.21% P: 64.90% R: 50.13% F: 56.57%
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+ 2024-03-25 11:48:44 INFO lr: 4.9370e-05 - loss: 0.0067 - UP: 93.28% UR: 87.97% UF: 90.55% P: 93.20% R: 87.90% F: 90.47%
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+ 2024-03-25 11:48:45 INFO dev: loss: 0.1030 - UP: 64.40% UR: 54.95% UF: 59.30% P: 61.10% R: 52.13% F: 56.26%
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+ 2024-03-25 11:48:46 INFO test: loss: nan - UP: 19.93% UR: 47.12% UF: 28.01% P: 18.69% R: 44.18% F: 26.27%
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+ 2024-03-25 11:48:50 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 87.56% UR: 68.80% UF: 77.06% P: 87.27% R: 68.58% F: 76.80%
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+ 2024-03-25 11:48:50 INFO dev: loss: 0.1015 - UP: 71.08% UR: 35.87% UF: 47.68% P: 67.11% R: 33.87% F: 45.02%
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+ 2024-03-25 11:48:52 INFO test: loss: nan - UP: 28.85% UR: 33.85% UF: 31.15% P: 27.07% R: 31.76% F: 29.23%
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+ 2024-03-25 11:48:56 INFO lr: 4.9350e-05 - loss: 0.0129 - UP: 88.65% UR: 74.08% UF: 80.71% P: 88.36% R: 73.85% F: 80.45%
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+ 2024-03-25 11:48:56 INFO dev: loss: 0.1044 - UP: 64.47% UR: 52.21% UF: 57.70% P: 61.17% R: 49.54% F: 54.74%
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+ 2024-03-25 11:48:58 INFO test: loss: nan - UP: 23.50% UR: 47.67% UF: 31.48% P: 22.12% R: 44.88% F: 29.63%
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+ 2024-03-25 11:49:01 INFO lr: 4.9340e-05 - loss: 0.0072 - UP: 90.60% UR: 81.88% UF: 86.02% P: 90.41% R: 81.71% F: 85.84%
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+ 2024-03-25 11:49:02 INFO dev: loss: 0.0982 - UP: 64.94% UR: 55.79% UF: 60.02% P: 61.76% R: 53.06% F: 57.08%
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+ 2024-03-25 11:49:03 INFO test: loss: nan - UP: 23.18% UR: 48.51% UF: 31.37% P: 22.05% R: 46.14% F: 29.84%
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+ 2024-03-25 11:49:03 INFO 0:00:05.691153s elapsed
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+ 2024-03-25 11:49:07 INFO lr: 4.9330e-05 - loss: 0.0546 - UP: 93.43% UR: 86.44% UF: 89.80% P: 93.24% R: 86.27% F: 89.62%
468
+ 2024-03-25 11:49:07 INFO dev: loss: 0.0962 - UP: 61.85% UR: 56.97% UF: 59.31% P: 59.31% R: 54.64% F: 56.88%
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+ 2024-03-25 11:49:09 INFO test: loss: nan - UP: 21.62% UR: 51.41% UF: 30.44% P: 20.45% R: 48.62% F: 28.79%
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+ 2024-03-25 11:49:09 INFO 0:00:05.712746s elapsed
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474
+ 2024-03-25 11:49:13 INFO dev: loss: 0.1131 - UP: 66.32% UR: 52.16% UF: 58.39% P: 63.74% R: 50.13% F: 56.12%
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+ 2024-03-25 11:49:15 INFO test: loss: nan - UP: 25.61% UR: 45.72% UF: 32.83% P: 24.38% R: 43.52% F: 31.25%
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+ 2024-03-25 11:49:15 INFO 0:00:05.769189s elapsed
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+ 2024-03-25 11:49:19 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 93.48% UR: 87.72% UF: 90.51% P: 93.34% R: 87.59% F: 90.38%
480
+ 2024-03-25 11:49:19 INFO dev: loss: 0.0951 - UP: 62.90% UR: 56.89% UF: 59.74% P: 60.12% R: 54.38% F: 57.11%
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+ 2024-03-25 11:49:21 INFO test: loss: nan - UP: 20.97% UR: 49.99% UF: 29.55% P: 19.86% R: 47.35% F: 27.99%
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+ 2024-03-25 11:49:21 INFO Epoch 70 / 5000:
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+ 2024-03-25 11:49:24 INFO lr: 4.9300e-05 - loss: 0.0095 - UP: 91.89% UR: 85.99% UF: 88.84% P: 91.69% R: 85.81% F: 88.65%
486
+ 2024-03-25 11:49:25 INFO dev: loss: 0.1191 - UP: 63.74% UR: 54.33% UF: 58.66% P: 61.26% R: 52.21% F: 56.37%
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+ 2024-03-25 11:49:27 INFO test: loss: nan - UP: 22.85% UR: 47.67% UF: 30.90% P: 21.57% R: 44.98% F: 29.16%
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+ 2024-03-25 11:49:27 INFO Epoch 71 / 5000:
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+ 2024-03-25 11:49:30 INFO lr: 4.9290e-05 - loss: 0.0005 - UP: 91.89% UR: 79.89% UF: 85.47% P: 91.75% R: 79.77% F: 85.34%
492
+ 2024-03-25 11:49:31 INFO dev: loss: 0.1032 - UP: 66.31% UR: 54.35% UF: 59.74% P: 63.53% R: 52.07% F: 57.23%
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+ 2024-03-25 11:49:32 INFO test: loss: nan - UP: 23.46% UR: 50.56% UF: 32.05% P: 22.11% R: 47.64% F: 30.20%
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+ 2024-03-25 11:49:36 INFO lr: 4.9280e-05 - loss: 0.0063 - UP: 93.52% UR: 87.61% UF: 90.47% P: 93.38% R: 87.49% F: 90.34%
498
+ 2024-03-25 11:49:37 INFO dev: loss: 0.1121 - UP: 63.02% UR: 55.11% UF: 58.80% P: 60.02% R: 52.49% F: 56.00%
499
+ 2024-03-25 11:49:38 INFO test: loss: nan - UP: 22.18% UR: 50.56% UF: 30.84% P: 20.65% R: 47.07% F: 28.71%
500
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+ 2024-03-25 11:49:38 INFO Epoch 73 / 5000:
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+ 2024-03-25 11:49:42 INFO lr: 4.9270e-05 - loss: 0.0113 - UP: 92.78% UR: 87.20% UF: 89.91% P: 92.65% R: 87.08% F: 89.78%
504
+ 2024-03-25 11:49:43 INFO dev: loss: 0.1001 - UP: 60.84% UR: 57.00% UF: 58.86% P: 57.62% R: 53.99% F: 55.75%
505
+ 2024-03-25 11:49:44 INFO test: loss: nan - UP: 22.58% UR: 51.11% UF: 31.32% P: 20.97% R: 47.48% F: 29.09%
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+ 2024-03-25 11:49:44 INFO 0:00:05.877607s elapsed
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+ 2024-03-25 11:49:44 INFO Epoch 74 / 5000:
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+ 2024-03-25 11:49:48 INFO lr: 4.9260e-05 - loss: 0.0060 - UP: 94.18% UR: 88.47% UF: 91.24% P: 93.93% R: 88.24% F: 91.00%
510
+ 2024-03-25 11:49:49 INFO dev: loss: 0.1058 - UP: 62.58% UR: 55.93% UF: 59.07% P: 59.74% R: 53.40% F: 56.39%
511
+ 2024-03-25 11:49:50 INFO test: loss: nan - UP: 23.95% UR: 48.11% UF: 31.98% P: 22.47% R: 45.13% F: 30.00%
512
+ 2024-03-25 11:49:50 INFO 0:00:05.886967s elapsed
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+ 2024-03-25 11:49:50 INFO Epoch 75 / 5000:
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+ 2024-03-25 11:49:54 INFO lr: 4.9250e-05 - loss: 0.0067 - UP: 92.98% UR: 89.19% UF: 91.05% P: 92.87% R: 89.08% F: 90.93%
516
+ 2024-03-25 11:49:54 INFO dev: loss: 0.1110 - UP: 63.34% UR: 56.78% UF: 59.88% P: 60.77% R: 54.47% F: 57.44%
517
+ 2024-03-25 11:49:56 INFO test: loss: nan - UP: 21.55% UR: 49.36% UF: 30.00% P: 20.33% R: 46.57% F: 28.31%
518
+ 2024-03-25 11:49:56 INFO 0:00:05.849984s elapsed
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+ 2024-03-25 11:49:56 INFO Epoch 76 / 5000:
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+ 2024-03-25 11:50:00 INFO lr: 4.9240e-05 - loss: 0.0042 - UP: 95.02% UR: 89.29% UF: 92.07% P: 94.96% R: 89.23% F: 92.00%
522
+ 2024-03-25 11:50:00 INFO dev: loss: 0.1034 - UP: 66.14% UR: 52.01% UF: 58.23% P: 62.77% R: 49.37% F: 55.27%
523
+ 2024-03-25 11:50:02 INFO test: loss: nan - UP: 24.27% UR: 46.02% UF: 31.78% P: 22.82% R: 43.27% F: 29.88%
524
+ 2024-03-25 11:50:02 INFO 0:00:05.834866s elapsed
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+ 2024-03-25 11:50:02 INFO Epoch 77 / 5000:
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+ 2024-03-25 11:50:06 INFO lr: 4.9230e-05 - loss: 0.0088 - UP: 94.34% UR: 90.28% UF: 92.27% P: 94.25% R: 90.20% F: 92.18%
528
+ 2024-03-25 11:50:06 INFO dev: loss: 0.1073 - UP: 61.18% UR: 59.76% UF: 60.46% P: 58.06% R: 56.72% F: 57.38%
529
+ 2024-03-25 11:50:08 INFO test: loss: nan - UP: 18.65% UR: 51.60% UF: 27.39% P: 17.53% R: 48.51% F: 25.76%
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+ 2024-03-25 11:50:08 INFO 0:00:05.807288s elapsed
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+ 2024-03-25 11:50:08 INFO Epoch 78 / 5000:
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+ 2024-03-25 11:50:11 INFO lr: 4.9220e-05 - loss: 0.0075 - UP: 95.01% UR: 91.33% UF: 93.13% P: 94.95% R: 91.27% F: 93.07%
534
+ 2024-03-25 11:50:12 INFO dev: loss: 0.1701 - UP: 66.41% UR: 51.14% UF: 57.78% P: 63.30% R: 48.75% F: 55.08%
535
+ 2024-03-25 11:50:13 INFO test: loss: nan - UP: 22.78% UR: 44.94% UF: 30.23% P: 21.32% R: 42.07% F: 28.30%
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+ 2024-03-25 11:50:13 INFO 0:00:05.788744s elapsed
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+ 2024-03-25 11:50:13 INFO Epoch 79 / 5000:
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+ 2024-03-25 11:50:17 INFO lr: 4.9210e-05 - loss: 0.0025 - UP: 95.80% UR: 91.72% UF: 93.71% P: 95.74% R: 91.66% F: 93.65%
540
+ 2024-03-25 11:50:18 INFO dev: loss: 0.0963 - UP: 63.76% UR: 57.51% UF: 60.47% P: 61.29% R: 55.28% F: 58.13%
541
+ 2024-03-25 11:50:19 INFO test: loss: nan - UP: 21.81% UR: 49.61% UF: 30.30% P: 20.61% R: 46.88% F: 28.63%
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+ 2024-03-25 11:50:19 INFO 0:00:05.790669s elapsed
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+ 2024-03-25 11:50:19 INFO Epoch 80 / 5000:
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+ 2024-03-25 11:50:23 INFO lr: 4.9200e-05 - loss: 0.0445 - UP: 96.02% UR: 92.06% UF: 94.00% P: 95.96% R: 92.01% F: 93.94%
546
+ 2024-03-25 11:50:23 INFO dev: loss: 0.1050 - UP: 65.49% UR: 58.72% UF: 61.92% P: 63.14% R: 56.61% F: 59.69%
547
+ 2024-03-25 11:50:25 INFO test: loss: nan - UP: 23.47% UR: 51.38% UF: 32.23% P: 22.33% R: 48.87% F: 30.65%
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+ 2024-03-25 11:50:32 INFO 0:00:05.775873s elapsed (saved)
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+ 2024-03-25 11:50:32 INFO Epoch 81 / 5000:
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+ 2024-03-25 11:50:36 INFO lr: 4.9190e-05 - loss: 0.0067 - UP: 95.87% UR: 90.91% UF: 93.32% P: 95.81% R: 90.85% F: 93.26%
552
+ 2024-03-25 11:50:36 INFO dev: loss: 0.1190 - UP: 68.76% UR: 54.69% UF: 60.92% P: 66.38% R: 52.80% F: 58.82%
553
+ 2024-03-25 11:50:37 INFO test: loss: nan - UP: 23.64% UR: 47.18% UF: 31.50% P: 22.51% R: 44.92% F: 29.99%
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+ 2024-03-25 11:50:37 INFO 0:00:05.637363s elapsed
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+ 2024-03-25 11:50:37 INFO Epoch 82 / 5000:
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+ 2024-03-25 11:50:41 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 94.40% UR: 91.26% UF: 92.80% P: 94.29% R: 91.15% F: 92.70%
558
+ 2024-03-25 11:50:42 INFO dev: loss: 0.1021 - UP: 63.27% UR: 58.44% UF: 60.76% P: 60.59% R: 55.96% F: 58.18%
559
+ 2024-03-25 11:50:43 INFO test: loss: nan - UP: 22.29% UR: 53.22% UF: 31.42% P: 21.00% R: 50.14% F: 29.60%
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+ 2024-03-25 11:50:43 INFO 0:00:05.648041s elapsed
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+ 2024-03-25 11:50:43 INFO Epoch 83 / 5000:
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+ 2024-03-25 11:50:47 INFO lr: 4.9170e-05 - loss: 0.0048 - UP: 95.22% UR: 91.72% UF: 93.44% P: 95.12% R: 91.62% F: 93.34%
564
+ 2024-03-25 11:50:47 INFO dev: loss: 0.1045 - UP: 65.00% UR: 59.54% UF: 62.15% P: 62.23% R: 57.00% F: 59.50%
565
+ 2024-03-25 11:50:49 INFO test: loss: nan - UP: 21.92% UR: 51.28% UF: 30.71% P: 20.74% R: 48.51% F: 29.06%
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+ 2024-03-25 11:50:49 INFO 0:00:05.623899s elapsed
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+ 2024-03-25 11:50:49 INFO Epoch 84 / 5000:
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+ 2024-03-25 11:50:52 INFO lr: 4.9160e-05 - loss: 0.0029 - UP: 96.26% UR: 94.17% UF: 95.20% P: 96.21% R: 94.12% F: 95.16%
570
+ 2024-03-25 11:50:53 INFO dev: loss: 0.1109 - UP: 66.47% UR: 58.16% UF: 62.04% P: 63.51% R: 55.56% F: 59.27%
571
+ 2024-03-25 11:50:54 INFO test: loss: nan - UP: 22.98% UR: 50.50% UF: 31.58% P: 21.72% R: 47.73% F: 29.85%
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+ 2024-03-25 11:50:54 INFO 0:00:05.660196s elapsed
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+ 2024-03-25 11:50:54 INFO Epoch 85 / 5000:
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+ 2024-03-25 11:50:58 INFO lr: 4.9150e-05 - loss: 0.0026 - UP: 96.89% UR: 94.08% UF: 95.46% P: 96.87% R: 94.05% F: 95.44%
576
+ 2024-03-25 11:50:59 INFO dev: loss: 0.1095 - UP: 65.15% UR: 59.93% UF: 62.43% P: 62.60% R: 57.59% F: 59.99%
577
+ 2024-03-25 11:51:00 INFO test: loss: nan - UP: 21.58% UR: 52.17% UF: 30.53% P: 20.47% R: 49.48% F: 28.96%
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+ 2024-03-25 11:51:07 INFO 0:00:05.681820s elapsed (saved)
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+ 2024-03-25 11:51:07 INFO Epoch 86 / 5000:
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+ 2024-03-25 11:51:11 INFO lr: 4.9140e-05 - loss: 0.0003 - UP: 97.03% UR: 94.20% UF: 95.59% P: 97.01% R: 94.17% F: 95.57%
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+ 2024-03-25 11:51:11 INFO dev: loss: 0.1144 - UP: 65.20% UR: 60.75% UF: 62.89% P: 62.50% R: 58.24% F: 60.30%
583
+ 2024-03-25 11:51:13 INFO test: loss: nan - UP: 21.45% UR: 52.52% UF: 30.46% P: 20.27% R: 49.63% F: 28.78%
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+ 2024-03-25 11:51:20 INFO 0:00:05.660098s elapsed (saved)
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+ 2024-03-25 11:51:20 INFO Epoch 87 / 5000:
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+ 2024-03-25 11:51:23 INFO lr: 4.9130e-05 - loss: 0.0085 - UP: 96.01% UR: 94.13% UF: 95.06% P: 95.96% R: 94.08% F: 95.01%
588
+ 2024-03-25 11:51:24 INFO dev: loss: 0.1224 - UP: 65.97% UR: 56.38% UF: 60.80% P: 63.11% R: 53.93% F: 58.16%
589
+ 2024-03-25 11:51:25 INFO test: loss: nan - UP: 22.83% UR: 47.50% UF: 30.84% P: 21.45% R: 44.62% F: 28.97%
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+ 2024-03-25 11:51:25 INFO 0:00:05.566100s elapsed
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+ 2024-03-25 11:51:25 INFO Epoch 88 / 5000:
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+ 2024-03-25 11:51:29 INFO lr: 4.9120e-05 - loss: 0.0069 - UP: 94.46% UR: 88.98% UF: 91.64% P: 94.35% R: 88.88% F: 91.54%
594
+ 2024-03-25 11:51:29 INFO dev: loss: 0.1198 - UP: 66.42% UR: 56.47% UF: 61.04% P: 64.04% R: 54.44% F: 58.85%
595
+ 2024-03-25 11:51:31 INFO test: loss: nan - UP: 25.93% UR: 51.74% UF: 34.55% P: 24.85% R: 49.59% F: 33.11%
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+ 2024-03-25 11:51:31 INFO 0:00:05.609178s elapsed
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+ 2024-03-25 11:51:31 INFO Epoch 89 / 5000:
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+ 2024-03-25 11:51:35 INFO lr: 4.9110e-05 - loss: 0.0038 - UP: 96.48% UR: 93.56% UF: 95.00% P: 96.41% R: 93.49% F: 94.93%
600
+ 2024-03-25 11:51:35 INFO dev: loss: 0.1145 - UP: 67.65% UR: 60.47% UF: 63.86% P: 65.01% R: 58.10% F: 61.36%
601
+ 2024-03-25 11:51:36 INFO test: loss: nan - UP: 25.07% UR: 52.93% UF: 34.02% P: 23.80% R: 50.24% F: 32.30%
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+ 2024-03-25 11:51:43 INFO 0:00:05.611609s elapsed (saved)
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+ 2024-03-25 11:51:43 INFO Epoch 90 / 5000:
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+ 2024-03-25 11:51:47 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 96.27% UR: 93.81% UF: 95.03% P: 96.25% R: 93.79% F: 95.01%
606
+ 2024-03-25 11:51:47 INFO dev: loss: 0.1125 - UP: 67.60% UR: 57.85% UF: 62.34% P: 64.93% R: 55.56% F: 59.88%
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+ 2024-03-25 11:51:49 INFO test: loss: nan - UP: 24.05% UR: 48.76% UF: 32.21% P: 22.74% R: 46.10% F: 30.46%
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+ 2024-03-25 11:51:49 INFO 0:00:05.652030s elapsed
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+ 2024-03-25 11:51:49 INFO Epoch 91 / 5000:
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+ 2024-03-25 11:51:53 INFO lr: 4.9090e-05 - loss: 0.0028 - UP: 96.94% UR: 94.77% UF: 95.84% P: 96.91% R: 94.73% F: 95.81%
612
+ 2024-03-25 11:51:53 INFO dev: loss: 0.1283 - UP: 67.05% UR: 58.66% UF: 62.58% P: 63.48% R: 55.54% F: 59.24%
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+ 2024-03-25 11:51:55 INFO test: loss: nan - UP: 22.97% UR: 49.21% UF: 31.32% P: 21.37% R: 45.78% F: 29.14%
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+ 2024-03-25 11:51:55 INFO 0:00:05.573740s elapsed
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+ 2024-03-25 11:51:55 INFO Epoch 92 / 5000:
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+ 2024-03-25 11:51:58 INFO lr: 4.9080e-05 - loss: 0.0037 - UP: 96.67% UR: 93.48% UF: 95.05% P: 96.38% R: 93.20% F: 94.77%
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+ 2024-03-25 11:51:59 INFO dev: loss: 0.1226 - UP: 63.19% UR: 60.33% UF: 61.73% P: 60.68% R: 57.93% F: 59.28%
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+ 2024-03-25 11:52:00 INFO test: loss: nan - UP: 20.71% UR: 53.18% UF: 29.81% P: 19.59% R: 50.31% F: 28.20%
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+ 2024-03-25 11:52:00 INFO 0:00:05.597972s elapsed
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+ 2024-03-25 11:52:00 INFO Epoch 93 / 5000:
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+ 2024-03-25 11:52:04 INFO lr: 4.9070e-05 - loss: 0.0057 - UP: 96.07% UR: 94.15% UF: 95.10% P: 96.01% R: 94.09% F: 95.04%
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+ 2024-03-25 11:52:04 INFO dev: loss: 0.1519 - UP: 60.62% UR: 60.13% UF: 60.38% P: 57.50% R: 57.03% F: 57.26%
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+ 2024-03-25 11:52:06 INFO test: loss: nan - UP: 20.24% UR: 55.04% UF: 29.59% P: 19.07% R: 51.87% F: 27.89%
626
+ 2024-03-25 11:52:06 INFO 0:00:05.625433s elapsed
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+ 2024-03-25 11:52:10 INFO lr: 4.9060e-05 - loss: 0.0002 - UP: 96.11% UR: 92.73% UF: 94.39% P: 95.92% R: 92.55% F: 94.21%
630
+ 2024-03-25 11:52:10 INFO dev: loss: 0.1330 - UP: 63.92% UR: 57.85% UF: 60.73% P: 60.90% R: 55.11% F: 57.86%
631
+ 2024-03-25 11:52:11 INFO test: loss: nan - UP: 22.33% UR: 50.31% UF: 30.93% P: 21.15% R: 47.64% F: 29.30%
632
+ 2024-03-25 11:52:11 INFO 0:00:05.689087s elapsed
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+ 2024-03-25 11:52:15 INFO lr: 4.9050e-05 - loss: 0.0024 - UP: 96.64% UR: 94.21% UF: 95.41% P: 96.53% R: 94.11% F: 95.30%
636
+ 2024-03-25 11:52:16 INFO dev: loss: 0.1238 - UP: 64.41% UR: 54.41% UF: 58.99% P: 62.31% R: 52.63% F: 57.06%
637
+ 2024-03-25 11:52:17 INFO test: loss: nan - UP: 24.74% UR: 48.32% UF: 32.73% P: 23.60% R: 46.10% F: 31.22%
638
+ 2024-03-25 11:52:17 INFO 0:00:05.719404s elapsed
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+ 2024-03-25 11:52:21 INFO lr: 4.9040e-05 - loss: 0.0020 - UP: 96.26% UR: 91.56% UF: 93.85% P: 96.16% R: 91.46% F: 93.75%
642
+ 2024-03-25 11:52:21 INFO dev: loss: 0.1245 - UP: 61.84% UR: 59.51% UF: 60.65% P: 58.80% R: 56.58% F: 57.67%
643
+ 2024-03-25 11:52:23 INFO test: loss: nan - UP: 21.07% UR: 50.71% UF: 29.77% P: 19.90% R: 47.90% F: 28.12%
644
+ 2024-03-25 11:52:23 INFO 0:00:06.008780s elapsed
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+ 2024-03-25 11:52:27 INFO lr: 4.9030e-05 - loss: 0.0082 - UP: 93.66% UR: 91.21% UF: 92.42% P: 93.56% R: 91.12% F: 92.32%
648
+ 2024-03-25 11:52:27 INFO dev: loss: 0.1232 - UP: 60.61% UR: 58.04% UF: 59.30% P: 57.84% R: 55.40% F: 56.59%
649
+ 2024-03-25 11:52:29 INFO test: loss: nan - UP: 21.20% UR: 50.05% UF: 29.79% P: 19.83% R: 46.82% F: 27.86%
650
+ 2024-03-25 11:52:29 INFO 0:00:06.052254s elapsed
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+ 2024-03-25 11:52:33 INFO lr: 4.9020e-05 - loss: 0.0065 - UP: 92.91% UR: 89.07% UF: 90.95% P: 92.67% R: 88.84% F: 90.71%
654
+ 2024-03-25 11:52:34 INFO dev: loss: 0.1048 - UP: 63.93% UR: 53.48% UF: 58.24% P: 60.86% R: 50.92% F: 55.45%
655
+ 2024-03-25 11:52:35 INFO test: loss: nan - UP: 20.43% UR: 44.31% UF: 27.96% P: 19.08% R: 41.39% F: 26.12%
656
+ 2024-03-25 11:52:35 INFO 0:00:05.965304s elapsed
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+ 2024-03-25 11:52:35 INFO Epoch 99 / 5000:
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+ 2024-03-25 11:52:39 INFO lr: 4.9010e-05 - loss: 0.0088 - UP: 93.70% UR: 91.40% UF: 92.54% P: 93.30% R: 91.01% F: 92.14%
660
+ 2024-03-25 11:52:39 INFO dev: loss: 0.1208 - UP: 60.37% UR: 58.16% UF: 59.24% P: 57.21% R: 55.11% F: 56.14%
661
+ 2024-03-25 11:52:41 INFO test: loss: nan - UP: 20.17% UR: 52.12% UF: 29.09% P: 18.81% R: 48.59% F: 27.12%
662
+ 2024-03-25 11:52:41 INFO 0:00:05.838412s elapsed
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+ 2024-03-25 11:52:45 INFO lr: 4.9000e-05 - loss: 0.0049 - UP: 96.25% UR: 91.92% UF: 94.04% P: 96.07% R: 91.76% F: 93.87%
666
+ 2024-03-25 11:52:45 INFO dev: loss: 0.1176 - UP: 61.89% UR: 59.45% UF: 60.65% P: 59.52% R: 57.17% F: 58.32%
667
+ 2024-03-25 11:52:47 INFO test: loss: nan - UP: 20.11% UR: 52.12% UF: 29.02% P: 18.92% R: 49.04% F: 27.30%
668
+ 2024-03-25 11:52:47 INFO 0:00:05.831727s elapsed
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+ 2024-03-25 11:52:47 INFO Epoch 101 / 5000:
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+ 2024-03-25 11:52:51 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 96.56% UR: 94.14% UF: 95.34% P: 96.54% R: 94.13% F: 95.32%
672
+ 2024-03-25 11:52:51 INFO dev: loss: 0.1280 - UP: 65.89% UR: 56.55% UF: 60.86% P: 63.69% R: 54.66% F: 58.83%
673
+ 2024-03-25 11:52:53 INFO test: loss: nan - UP: 22.60% UR: 47.35% UF: 30.59% P: 21.37% R: 44.77% F: 28.93%
674
+ 2024-03-25 11:52:53 INFO 0:00:05.840841s elapsed
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+ 2024-03-25 11:52:53 INFO Epoch 102 / 5000:
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+ 2024-03-25 11:52:56 INFO lr: 4.8980e-05 - loss: 0.0009 - UP: 97.29% UR: 94.94% UF: 96.10% P: 97.27% R: 94.92% F: 96.08%
678
+ 2024-03-25 11:52:57 INFO dev: loss: 0.1325 - UP: 64.82% UR: 59.54% UF: 62.06% P: 62.45% R: 57.37% F: 59.80%
679
+ 2024-03-25 11:52:58 INFO test: loss: nan - UP: 22.36% UR: 50.07% UF: 30.91% P: 21.18% R: 47.43% F: 29.28%
680
+ 2024-03-25 11:52:58 INFO 0:00:05.769159s elapsed
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+ 2024-03-25 11:52:58 INFO Epoch 103 / 5000:
683
+ 2024-03-25 11:53:02 INFO lr: 4.8970e-05 - loss: 0.0000 - UP: 97.22% UR: 95.52% UF: 96.36% P: 97.19% R: 95.49% F: 96.33%
684
+ 2024-03-25 11:53:03 INFO dev: loss: 0.1312 - UP: 64.01% UR: 60.64% UF: 62.28% P: 61.60% R: 58.35% F: 59.93%
685
+ 2024-03-25 11:53:04 INFO test: loss: nan - UP: 22.12% UR: 50.60% UF: 30.78% P: 20.92% R: 47.86% F: 29.11%
686
+ 2024-03-25 11:53:04 INFO 0:00:05.790156s elapsed
687
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+ 2024-03-25 11:53:04 INFO Epoch 104 / 5000:
689
+ 2024-03-25 11:53:08 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 97.47% UR: 96.00% UF: 96.73% P: 97.46% R: 95.99% F: 96.72%
690
+ 2024-03-25 11:53:08 INFO dev: loss: 0.1362 - UP: 62.72% UR: 61.12% UF: 61.91% P: 60.18% R: 58.64% F: 59.40%
691
+ 2024-03-25 11:53:10 INFO test: loss: nan - UP: 21.13% UR: 52.84% UF: 30.19% P: 19.93% R: 49.84% F: 28.47%
692
+ 2024-03-25 11:53:10 INFO 0:00:05.788538s elapsed
693
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+ 2024-03-25 11:53:10 INFO Epoch 105 / 5000:
695
+ 2024-03-25 11:53:14 INFO lr: 4.8950e-05 - loss: 0.0098 - UP: 97.64% UR: 94.53% UF: 96.06% P: 97.63% R: 94.52% F: 96.05%
696
+ 2024-03-25 11:53:14 INFO dev: loss: 0.1398 - UP: 66.04% UR: 54.80% UF: 59.90% P: 63.87% R: 53.00% F: 57.93%
697
+ 2024-03-25 11:53:16 INFO test: loss: nan - UP: 24.19% UR: 44.79% UF: 31.42% P: 23.02% R: 42.62% F: 29.89%
698
+ 2024-03-25 11:53:16 INFO 0:00:05.786109s elapsed
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+
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+ 2024-03-25 11:53:16 INFO Epoch 106 / 5000:
701
+ 2024-03-25 11:53:20 INFO lr: 4.8940e-05 - loss: 0.0009 - UP: 95.81% UR: 95.36% UF: 95.59% P: 95.77% R: 95.32% F: 95.55%
702
+ 2024-03-25 11:53:20 INFO dev: loss: 0.1315 - UP: 66.70% UR: 58.75% UF: 62.47% P: 64.04% R: 56.41% F: 59.99%
703
+ 2024-03-25 11:53:22 INFO test: loss: nan - UP: 23.52% UR: 49.33% UF: 31.86% P: 22.11% R: 46.38% F: 29.95%
704
+ 2024-03-25 11:53:22 INFO 0:00:05.783564s elapsed
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+
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+ 2024-03-25 11:53:22 INFO Epoch 107 / 5000:
707
+ 2024-03-25 11:53:25 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 97.15% UR: 94.31% UF: 95.71% P: 97.12% R: 94.29% F: 95.68%
708
+ 2024-03-25 11:53:26 INFO dev: loss: 0.1426 - UP: 67.11% UR: 56.47% UF: 61.33% P: 64.70% R: 54.44% F: 59.13%
709
+ 2024-03-25 11:53:27 INFO test: loss: nan - UP: 24.73% UR: 47.33% UF: 32.49% P: 23.38% R: 44.73% F: 30.71%
710
+ 2024-03-25 11:53:27 INFO 0:00:05.722303s elapsed
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+
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+ 2024-03-25 11:53:27 INFO Epoch 108 / 5000:
713
+ 2024-03-25 11:53:31 INFO lr: 4.8920e-05 - loss: 0.0024 - UP: 97.33% UR: 95.44% UF: 96.38% P: 97.28% R: 95.38% F: 96.32%
714
+ 2024-03-25 11:53:32 INFO dev: loss: 0.1511 - UP: 65.54% UR: 57.57% UF: 61.30% P: 62.88% R: 55.23% F: 58.81%
715
+ 2024-03-25 11:53:33 INFO test: loss: nan - UP: 23.10% UR: 46.88% UF: 30.95% P: 21.79% R: 44.22% F: 29.19%
716
+ 2024-03-25 11:53:33 INFO 0:00:05.700763s elapsed
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+
718
+ 2024-03-25 11:53:33 INFO Epoch 109 / 5000:
719
+ 2024-03-25 11:53:37 INFO lr: 4.8910e-05 - loss: 0.0010 - UP: 96.81% UR: 96.03% UF: 96.42% P: 96.75% R: 95.97% F: 96.36%
720
+ 2024-03-25 11:53:37 INFO dev: loss: 0.1445 - UP: 66.79% UR: 55.93% UF: 60.88% P: 64.03% R: 53.62% F: 58.37%
721
+ 2024-03-25 11:53:39 INFO test: loss: nan - UP: 23.96% UR: 46.36% UF: 31.59% P: 22.68% R: 43.88% F: 29.90%
722
+ 2024-03-25 11:53:39 INFO 0:00:05.687020s elapsed
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+ 2024-03-25 11:53:39 INFO Epoch 110 / 5000:
725
+ 2024-03-25 11:53:43 INFO lr: 4.8900e-05 - loss: 0.0003 - UP: 97.99% UR: 96.31% UF: 97.14% P: 97.98% R: 96.30% F: 97.13%
726
+ 2024-03-25 11:53:43 INFO dev: loss: 0.1488 - UP: 65.14% UR: 58.86% UF: 61.84% P: 62.55% R: 56.52% F: 59.38%
727
+ 2024-03-25 11:53:44 INFO test: loss: nan - UP: 23.45% UR: 50.01% UF: 31.93% P: 22.27% R: 47.50% F: 30.32%
728
+ 2024-03-25 11:53:44 INFO 0:00:05.742862s elapsed
729
+
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+ 2024-03-25 11:53:44 INFO Epoch 111 / 5000:
731
+ 2024-03-25 11:53:48 INFO lr: 4.8890e-05 - loss: 0.0002 - UP: 98.02% UR: 96.75% UF: 97.38% P: 98.00% R: 96.74% F: 97.36%
732
+ 2024-03-25 11:53:49 INFO dev: loss: 0.1405 - UP: 66.72% UR: 56.33% UF: 61.08% P: 64.22% R: 54.21% F: 58.79%
733
+ 2024-03-25 11:53:50 INFO test: loss: nan - UP: 24.04% UR: 47.29% UF: 31.88% P: 22.73% R: 44.71% F: 30.14%
734
+ 2024-03-25 11:53:50 INFO 0:00:05.745514s elapsed
735
+
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+ 2024-03-25 11:53:50 INFO Epoch 112 / 5000:
737
+ 2024-03-25 11:53:54 INFO lr: 4.8880e-05 - loss: 0.0013 - UP: 98.10% UR: 96.76% UF: 97.42% P: 98.09% R: 96.75% F: 97.42%
738
+ 2024-03-25 11:53:54 INFO dev: loss: 0.1429 - UP: 64.00% UR: 60.16% UF: 62.02% P: 61.51% R: 57.82% F: 59.61%
739
+ 2024-03-25 11:53:56 INFO test: loss: nan - UP: 21.99% UR: 49.82% UF: 30.51% P: 20.72% R: 46.95% F: 28.75%
740
+ 2024-03-25 11:53:56 INFO 0:00:05.734959s elapsed
741
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+ 2024-03-25 11:53:56 INFO Epoch 113 / 5000:
743
+ 2024-03-25 11:54:00 INFO lr: 4.8870e-05 - loss: 0.0000 - UP: 98.14% UR: 97.12% UF: 97.63% P: 98.14% R: 97.11% F: 97.62%
744
+ 2024-03-25 11:54:00 INFO dev: loss: 0.1455 - UP: 65.75% UR: 56.80% UF: 60.95% P: 63.24% R: 54.64% F: 58.62%
745
+ 2024-03-25 11:54:02 INFO test: loss: nan - UP: 23.41% UR: 48.24% UF: 31.52% P: 22.10% R: 45.53% F: 29.75%
746
+ 2024-03-25 11:54:02 INFO 0:00:05.694444s elapsed
747
+
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+ 2024-03-25 11:54:02 INFO Epoch 114 / 5000:
749
+ 2024-03-25 11:54:05 INFO lr: 4.8860e-05 - loss: 0.0007 - UP: 98.16% UR: 97.39% UF: 97.78% P: 98.16% R: 97.39% F: 97.77%
750
+ 2024-03-25 11:54:06 INFO dev: loss: 0.1457 - UP: 65.49% UR: 57.96% UF: 61.49% P: 62.88% R: 55.65% F: 59.04%
751
+ 2024-03-25 11:54:07 INFO test: loss: nan - UP: 23.20% UR: 48.49% UF: 31.39% P: 21.92% R: 45.81% F: 29.65%
752
+ 2024-03-25 11:54:07 INFO 0:00:05.723550s elapsed
753
+
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+ 2024-03-25 11:54:07 INFO Epoch 115 / 5000:
755
+ 2024-03-25 11:54:11 INFO lr: 4.8850e-05 - loss: 0.0018 - UP: 98.43% UR: 97.59% UF: 98.01% P: 98.43% R: 97.59% F: 98.00%
756
+ 2024-03-25 11:54:12 INFO dev: loss: 0.1492 - UP: 67.17% UR: 58.16% UF: 62.34% P: 64.46% R: 55.82% F: 59.83%
757
+ 2024-03-25 11:54:13 INFO test: loss: nan - UP: 23.13% UR: 48.36% UF: 31.29% P: 21.82% R: 45.64% F: 29.53%
758
+ 2024-03-25 11:54:13 INFO 0:00:05.691162s elapsed
759
+
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+ 2024-03-25 11:54:13 INFO Epoch 116 / 5000:
761
+ 2024-03-25 11:54:17 INFO lr: 4.8840e-05 - loss: 0.0008 - UP: 98.26% UR: 97.29% UF: 97.77% P: 98.26% R: 97.29% F: 97.77%
762
+ 2024-03-25 11:54:17 INFO dev: loss: 0.1460 - UP: 65.66% UR: 58.89% UF: 62.09% P: 63.15% R: 56.64% F: 59.71%
763
+ 2024-03-25 11:54:19 INFO test: loss: nan - UP: 22.61% UR: 49.33% UF: 31.01% P: 21.27% R: 46.42% F: 29.17%
764
+ 2024-03-25 11:54:19 INFO 0:00:05.692619s elapsed
765
+
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+ 2024-03-25 11:54:19 INFO Epoch 117 / 5000:
767
+ 2024-03-25 11:54:23 INFO lr: 4.8830e-05 - loss: 0.0000 - UP: 98.38% UR: 97.50% UF: 97.94% P: 98.38% R: 97.50% F: 97.94%
768
+ 2024-03-25 11:54:23 INFO dev: loss: 0.1442 - UP: 65.86% UR: 59.03% UF: 62.26% P: 63.50% R: 56.92% F: 60.03%
769
+ 2024-03-25 11:54:24 INFO test: loss: nan - UP: 22.78% UR: 49.10% UF: 31.12% P: 21.52% R: 46.38% F: 29.39%
770
+ 2024-03-25 11:54:24 INFO 0:00:05.680868s elapsed
771
+
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+ 2024-03-25 11:54:24 INFO Epoch 118 / 5000:
773
+ 2024-03-25 11:54:28 INFO lr: 4.8820e-05 - loss: 0.0011 - UP: 98.65% UR: 97.58% UF: 98.11% P: 98.65% R: 97.58% F: 98.11%
774
+ 2024-03-25 11:54:29 INFO dev: loss: 0.1484 - UP: 64.32% UR: 60.69% UF: 62.45% P: 61.87% R: 58.38% F: 60.08%
775
+ 2024-03-25 11:54:30 INFO test: loss: nan - UP: 22.05% UR: 51.43% UF: 30.87% P: 20.83% R: 48.57% F: 29.15%
776
+ 2024-03-25 11:54:30 INFO 0:00:05.691219s elapsed
777
+
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+ 2024-03-25 11:54:30 INFO Epoch 119 / 5000:
779
+ 2024-03-25 11:54:34 INFO lr: 4.8810e-05 - loss: 0.0006 - UP: 98.56% UR: 98.01% UF: 98.28% P: 98.56% R: 98.01% F: 98.28%
780
+ 2024-03-25 11:54:34 INFO dev: loss: 0.1510 - UP: 67.17% UR: 58.41% UF: 62.49% P: 64.65% R: 56.21% F: 60.14%
781
+ 2024-03-25 11:54:36 INFO test: loss: nan - UP: 24.17% UR: 49.19% UF: 32.41% P: 22.85% R: 46.50% F: 30.64%
782
+ 2024-03-25 11:54:36 INFO 0:00:05.728221s elapsed
783
+
784
+ 2024-03-25 11:54:44 INFO Epoch 89 saved
785
+ 2024-03-25 11:54:44 INFO dev: UP: 67.65% UR: 60.47% UF: 63.86% P: 65.01% R: 58.10% F: 61.36%
786
+ 2024-03-25 11:54:44 INFO test: UP: 25.07% UR: 52.93% UF: 34.02% P: 23.80% R: 50.24% F: 32.30%
787
+ 2024-03-25 11:54:44 INFO 0:11:21.570886s elapsed, 0:00:05.727486s/epoch