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SemEval-2022-Task-10
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  10. models/opener_en/byLength_asc20/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/byLength_asc20/model_vi_opener_en_xlm_6.train.log +666 -0
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+ 2023-04-12 21:53:01 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 | /content/gdrive/MyDrive/models/model_vi_opener_en_infoxlm_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 | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | microsoft/infoxlm-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-04-12 21:53:01 INFO Building the fields
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+ 2023-04-12 21:53:17 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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+ 2023-04-12 21:53:17 INFO Building the model
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+ 2023-04-12 21:53:53 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(microsoft/infoxlm-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-12 21:53:53 INFO Loading the data
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+ 2023-04-12 21:53:55 INFO
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+ train: Dataset(n_sentences=347, n_batches=8, n_buckets=8)
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+ dev: Dataset(n_sentences=48, n_batches=7, n_buckets=7)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-12 21:53:59 INFO Epoch 1 / 5000:
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+ 2023-04-12 21:54:05 INFO lr: 4.9990e-05 - loss: 0.6490 - UP: 9.91% UR: 40.24% UF: 15.91% P: 2.39% R: 9.70% F: 3.84%
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+ 2023-04-12 21:54:05 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:06 INFO test: loss: nan - UP: 1.07% UR: 0.15% UF: 0.26% P: 0.64% R: 0.09% F: 0.16%
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+ 2023-04-12 21:54:06 INFO 0:00:07.127445s elapsed
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+
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+ 2023-04-12 21:54:06 INFO Epoch 2 / 5000:
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+ 2023-04-12 21:54:07 INFO lr: 4.9980e-05 - loss: 0.3979 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:08 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:09 INFO test: loss: nan - UP: 0.49% UR: 5.13% UF: 0.89% P: 0.31% R: 3.23% F: 0.56%
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+ 2023-04-12 21:54:09 INFO 0:00:02.909212s elapsed
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+
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+ 2023-04-12 21:54:09 INFO Epoch 3 / 5000:
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+ 2023-04-12 21:54:11 INFO lr: 4.9970e-05 - loss: 0.3616 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:11 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:12 INFO test: loss: nan - UP: 0.47% UR: 1.57% UF: 0.73% P: 0.30% R: 1.00% F: 0.46%
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+ 2023-04-12 21:54:12 INFO 0:00:03.048559s elapsed
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+
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+ 2023-04-12 21:54:12 INFO Epoch 4 / 5000:
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+ 2023-04-12 21:54:13 INFO lr: 4.9960e-05 - loss: 0.5904 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:13 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:14 INFO test: loss: nan - UP: 0.59% UR: 1.51% UF: 0.85% P: 0.45% R: 1.15% F: 0.64%
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+ 2023-04-12 21:54:14 INFO 0:00:02.612337s elapsed
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+
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+ 2023-04-12 21:54:14 INFO Epoch 5 / 5000:
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+ 2023-04-12 21:54:16 INFO lr: 4.9950e-05 - loss: 0.3554 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:16 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:17 INFO test: loss: nan - UP: 0.60% UR: 6.40% UF: 1.09% P: 0.42% R: 4.53% F: 0.77%
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+ 2023-04-12 21:54:17 INFO 0:00:02.675982s elapsed
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+
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+ 2023-04-12 21:54:19 INFO lr: 4.9940e-05 - loss: 0.4159 - UP: 33.33% UR: 0.12% UF: 0.24% P: 33.33% R: 0.12% F: 0.24%
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+ 2023-04-12 21:54:19 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:20 INFO test: loss: nan - UP: 0.55% UR: 2.20% UF: 0.88% P: 0.41% R: 1.63% F: 0.65%
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+ 2023-04-12 21:54:20 INFO 0:00:02.655694s elapsed
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+
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+ 2023-04-12 21:54:21 INFO lr: 4.9930e-05 - loss: 0.4787 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:22 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:23 INFO test: loss: nan - UP: 0.77% UR: 1.27% UF: 0.96% P: 0.60% R: 1.00% F: 0.75%
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+ 2023-04-12 21:54:23 INFO 0:00:02.863006s elapsed
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+
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+ 2023-04-12 21:54:23 INFO Epoch 8 / 5000:
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+ 2023-04-12 21:54:24 INFO lr: 4.9920e-05 - loss: 0.5337 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:54:26 INFO test: loss: nan - UP: 1.10% UR: 1.72% UF: 1.34% P: 0.81% R: 1.27% F: 0.99%
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+ 2023-04-12 21:54:26 INFO 0:00:02.982107s elapsed
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+
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+ 2023-04-12 21:54:26 INFO Epoch 9 / 5000:
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+ 2023-04-12 21:54:27 INFO lr: 4.9910e-05 - loss: 0.3943 - UP: 36.36% UR: 0.47% UF: 0.93% P: 36.36% R: 0.47% F: 0.93%
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+ 2023-04-12 21:54:27 INFO dev: loss: nan - UP: 100.00% UR: 3.92% UF: 7.55% P: 75.00% R: 2.94% F: 5.66%
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+ 2023-04-12 21:54:28 INFO test: loss: nan - UP: 2.89% UR: 1.51% UF: 1.98% P: 1.96% R: 1.03% F: 1.35%
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+ 2023-04-12 21:54:46 INFO 0:00:02.706840s elapsed (saved)
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+
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+ 2023-04-12 21:54:46 INFO Epoch 10 / 5000:
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+ 2023-04-12 21:54:48 INFO lr: 4.9900e-05 - loss: 0.4373 - UP: 57.80% UR: 7.46% UF: 13.21% P: 51.38% R: 6.63% F: 11.74%
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+ 2023-04-12 21:54:48 INFO dev: loss: nan - UP: 48.28% UR: 13.73% UF: 21.37% P: 27.59% R: 7.84% F: 12.21%
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+ 2023-04-12 21:54:49 INFO test: loss: nan - UP: 6.47% UR: 7.82% UF: 7.08% P: 5.20% R: 6.28% F: 5.69%
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+ 2023-04-12 21:55:07 INFO 0:00:02.664439s elapsed (saved)
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+ 2023-04-12 21:55:09 INFO lr: 4.9890e-05 - loss: 0.4026 - UP: 63.13% UR: 13.37% UF: 22.07% P: 56.42% R: 11.95% F: 19.73%
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+ 2023-04-12 21:55:09 INFO dev: loss: nan - UP: 68.00% UR: 16.67% UF: 26.77% P: 56.00% R: 13.73% F: 22.05%
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+ 2023-04-12 21:55:10 INFO test: loss: nan - UP: 4.31% UR: 8.33% UF: 5.68% P: 3.50% R: 6.76% F: 4.61%
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+ 2023-04-12 21:55:30 INFO 0:00:02.754246s elapsed (saved)
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+ 2023-04-12 21:55:32 INFO lr: 4.9880e-05 - loss: 0.3507 - UP: 66.91% UR: 21.30% UF: 32.32% P: 61.71% R: 19.64% F: 29.80%
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+ 2023-04-12 21:55:32 INFO dev: loss: nan - UP: 72.22% UR: 38.24% UF: 50.00% P: 51.85% R: 27.45% F: 35.90%
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+ 2023-04-12 21:55:33 INFO test: loss: nan - UP: 68.72% UR: 12.47% UF: 21.10% P: 56.91% R: 10.32% F: 17.48%
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+ 2023-04-12 21:55:51 INFO 0:00:02.966029s elapsed (saved)
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+ 2023-04-12 21:55:51 INFO Epoch 13 / 5000:
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+ 2023-04-12 21:55:52 INFO lr: 4.9870e-05 - loss: 0.2427 - UP: 69.95% UR: 35.27% UF: 46.89% P: 64.55% R: 32.54% F: 43.27%
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+ 2023-04-12 21:55:53 INFO dev: loss: nan - UP: 68.42% UR: 63.73% UF: 65.99% P: 52.63% R: 49.02% F: 50.76%
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+ 2023-04-12 21:55:54 INFO test: loss: nan - UP: 13.12% UR: 29.88% UF: 18.23% P: 11.49% R: 26.17% F: 15.97%
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+ 2023-04-12 21:56:12 INFO 0:00:02.795750s elapsed (saved)
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+ 2023-04-12 21:56:13 INFO lr: 4.9860e-05 - loss: 0.2629 - UP: 76.82% UR: 34.91% UF: 48.01% P: 69.79% R: 31.72% F: 43.61%
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+ 2023-04-12 21:56:13 INFO dev: loss: nan - UP: 68.52% UR: 36.27% UF: 47.44% P: 46.30% R: 24.51% F: 32.05%
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+ 2023-04-12 21:56:15 INFO test: loss: nan - UP: 18.16% UR: 18.32% UF: 18.24% P: 14.72% R: 14.85% F: 14.78%
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+ 2023-04-12 21:56:15 INFO 0:00:02.912191s elapsed
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+ 2023-04-12 21:56:16 INFO lr: 4.9850e-05 - loss: 0.0508 - UP: 71.35% UR: 45.09% UF: 55.26% P: 64.04% R: 40.47% F: 49.60%
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+ 2023-04-12 21:56:16 INFO dev: loss: nan - UP: 73.33% UR: 53.92% UF: 62.15% P: 58.67% R: 43.14% F: 49.72%
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+ 2023-04-12 21:56:18 INFO test: loss: nan - UP: 60.94% UR: 15.21% UF: 24.35% P: 52.00% R: 12.98% F: 20.77%
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+ 2023-04-12 21:56:18 INFO 0:00:02.981449s elapsed
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+ 2023-04-12 21:56:19 INFO lr: 4.9840e-05 - loss: 0.2209 - UP: 76.57% UR: 43.31% UF: 55.33% P: 68.62% R: 38.82% F: 49.58%
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+ 2023-04-12 21:56:19 INFO dev: loss: nan - UP: 66.97% UR: 71.57% UF: 69.19% P: 52.29% R: 55.88% F: 54.03%
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+ 2023-04-12 21:56:20 INFO test: loss: nan - UP: 26.64% UR: 33.26% UF: 29.58% P: 22.26% R: 27.80% F: 24.72%
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+ 2023-04-12 21:56:38 INFO 0:00:02.807554s elapsed (saved)
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+ 2023-04-12 21:56:40 INFO lr: 4.9830e-05 - loss: 0.2253 - UP: 81.00% UR: 51.95% UF: 63.30% P: 73.62% R: 47.22% F: 57.53%
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+ 2023-04-12 21:56:40 INFO dev: loss: nan - UP: 66.96% UR: 75.49% UF: 70.97% P: 59.13% R: 66.67% F: 62.67%
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+ 2023-04-12 21:56:41 INFO test: loss: nan - UP: 23.89% UR: 32.54% UF: 27.55% P: 20.32% R: 27.68% F: 23.43%
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+ 2023-04-12 21:56:59 INFO 0:00:02.898423s elapsed (saved)
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+ 2023-04-12 21:57:01 INFO lr: 4.9820e-05 - loss: 0.1865 - UP: 79.15% UR: 59.76% UF: 68.11% P: 72.73% R: 54.91% F: 62.58%
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+ 2023-04-12 21:57:01 INFO dev: loss: nan - UP: 86.79% UR: 45.10% UF: 59.35% P: 73.58% R: 38.24% F: 50.32%
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+ 2023-04-12 21:57:02 INFO test: loss: nan - UP: 51.20% UR: 15.45% UF: 23.74% P: 43.30% R: 13.07% F: 20.08%
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+ 2023-04-12 21:57:02 INFO 0:00:03.013552s elapsed
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+ 2023-04-12 21:58:19 INFO dev: loss: nan - UP: 72.48% UR: 77.45% UF: 74.88% P: 67.89% R: 72.55% F: 70.14%
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+ 2023-04-12 21:58:25 INFO dev: loss: nan - UP: 81.32% UR: 72.55% UF: 76.68% P: 81.32% R: 72.55% F: 76.68%
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+ 2023-04-12 21:58:46 INFO dev: loss: nan - UP: 78.72% UR: 72.55% UF: 75.51% P: 78.72% R: 72.55% F: 75.51%
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+ 2023-04-12 21:58:49 INFO lr: 4.9700e-05 - loss: 0.0445 - UP: 88.80% UR: 87.22% UF: 88.00% P: 86.99% R: 85.44% F: 86.21%
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+ 2023-04-12 21:58:49 INFO dev: loss: nan - UP: 88.75% UR: 69.61% UF: 78.02% P: 88.75% R: 69.61% F: 78.02%
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+ 2023-04-12 21:58:50 INFO test: loss: nan - UP: 44.91% UR: 27.71% UF: 34.27% P: 42.07% R: 25.96% F: 32.11%
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+ 2023-04-12 21:59:10 INFO 0:00:02.948695s elapsed (saved)
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+ 2023-04-12 21:59:11 INFO dev: loss: nan - UP: 81.82% UR: 70.59% UF: 75.79% P: 81.82% R: 70.59% F: 75.79%
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+ 2023-04-12 21:59:12 INFO test: loss: nan - UP: 42.48% UR: 30.85% UF: 35.74% P: 39.73% R: 28.86% F: 33.43%
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+ 2023-04-12 21:59:15 INFO test: loss: nan - UP: 34.93% UR: 31.87% UF: 33.33% P: 32.29% R: 29.46% F: 30.81%
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+ 2023-04-12 21:59:35 INFO dev: loss: nan - UP: 79.78% UR: 69.61% UF: 74.35% P: 79.78% R: 69.61% F: 74.35%
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+ 2023-04-12 21:59:36 INFO test: loss: nan - UP: 33.66% UR: 34.26% UF: 33.96% P: 31.38% R: 31.93% F: 31.65%
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+ 2023-04-12 21:59:38 INFO lr: 4.9660e-05 - loss: 0.0125 - UP: 94.47% UR: 82.84% UF: 88.27% P: 92.98% R: 81.54% F: 86.89%
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+ 2023-04-12 21:59:41 INFO dev: loss: nan - UP: 85.37% UR: 68.63% UF: 76.09% P: 85.37% R: 68.63% F: 76.09%
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+ 2023-04-12 21:59:42 INFO test: loss: nan - UP: 49.13% UR: 29.91% UF: 37.19% P: 46.60% R: 28.37% F: 35.27%
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+ 2023-04-12 21:59:44 INFO lr: 4.9640e-05 - loss: 0.0503 - UP: 95.06% UR: 88.76% UF: 91.80% P: 93.92% R: 87.69% F: 90.70%
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+ 2023-04-12 21:59:44 INFO dev: loss: nan - UP: 83.52% UR: 74.51% UF: 78.76% P: 82.42% R: 73.53% F: 77.72%
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+ 2023-04-12 21:59:45 INFO test: loss: nan - UP: 37.30% UR: 32.24% UF: 34.59% P: 34.86% R: 30.12% F: 32.32%
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+ 2023-04-12 21:59:47 INFO lr: 4.9630e-05 - loss: 0.0005 - UP: 95.59% UR: 89.82% UF: 92.62% P: 94.58% R: 88.88% F: 91.64%
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+ 2023-04-12 21:59:49 INFO test: loss: nan - UP: 26.04% UR: 36.52% UF: 30.40% P: 24.14% R: 33.87% F: 28.19%
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+ 2023-04-12 21:59:50 INFO lr: 4.9620e-05 - loss: 0.0458 - UP: 94.22% UR: 92.54% UF: 93.37% P: 93.25% R: 91.60% F: 92.42%
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+ 2023-04-12 21:59:50 INFO dev: loss: nan - UP: 84.78% UR: 76.47% UF: 80.41% P: 83.70% R: 75.49% F: 79.38%
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+ 2023-04-12 21:59:52 INFO test: loss: nan - UP: 22.36% UR: 39.00% UF: 28.42% P: 20.39% R: 35.56% F: 25.92%
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+ 2023-04-12 21:59:54 INFO lr: 4.9610e-05 - loss: 0.0306 - UP: 95.47% UR: 92.31% UF: 93.86% P: 94.37% R: 91.24% F: 92.78%
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+ 2023-04-12 21:59:54 INFO dev: loss: nan - UP: 85.71% UR: 70.59% UF: 77.42% P: 85.71% R: 70.59% F: 77.42%
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+ 2023-04-12 21:59:55 INFO test: loss: nan - UP: 33.01% UR: 34.41% UF: 33.70% P: 31.02% R: 32.33% F: 31.66%
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+ 2023-04-12 21:59:57 INFO lr: 4.9600e-05 - loss: 0.0292 - UP: 95.99% UR: 90.77% UF: 93.31% P: 95.62% R: 90.41% F: 92.94%
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+ 2023-04-12 21:59:58 INFO dev: loss: nan - UP: 83.52% UR: 74.51% UF: 78.76% P: 81.32% R: 72.55% F: 76.68%
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+ 2023-04-12 21:59:59 INFO test: loss: nan - UP: 30.28% UR: 37.58% UF: 33.54% P: 28.19% R: 34.98% F: 31.22%
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+ 2023-04-12 22:00:00 INFO dev: loss: nan - UP: 78.67% UR: 57.84% UF: 66.67% P: 77.33% R: 56.86% F: 65.54%
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+ 2023-04-12 22:00:02 INFO test: loss: nan - UP: 39.06% UR: 36.28% UF: 37.62% P: 37.02% R: 34.38% F: 35.65%
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+ 2023-04-12 22:00:04 INFO dev: loss: nan - UP: 82.11% UR: 76.47% UF: 79.19% P: 81.05% R: 75.49% F: 78.17%
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+ 2023-04-12 22:00:05 INFO test: loss: nan - UP: 36.95% UR: 35.47% UF: 36.19% P: 34.65% R: 33.26% F: 33.94%
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+ 2023-04-12 22:00:07 INFO dev: loss: nan - UP: 85.71% UR: 70.59% UF: 77.42% P: 84.52% R: 69.61% F: 76.34%
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+ 2023-04-12 22:00:08 INFO test: loss: nan - UP: 39.30% UR: 29.01% UF: 33.38% P: 36.93% R: 27.26% F: 31.37%
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+ 2023-04-12 22:00:10 INFO dev: loss: nan - UP: 85.56% UR: 75.49% UF: 80.21% P: 84.44% R: 74.51% F: 79.17%
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+ 2023-04-12 22:00:11 INFO test: loss: nan - UP: 35.42% UR: 34.74% UF: 35.08% P: 33.26% R: 32.63% F: 32.94%
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+ 2023-04-12 22:00:13 INFO dev: loss: nan - UP: 78.35% UR: 74.51% UF: 76.38% P: 75.26% R: 71.57% F: 73.37%
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+ 2023-04-12 22:00:15 INFO test: loss: nan - UP: 23.61% UR: 38.15% UF: 29.17% P: 21.82% R: 35.26% F: 26.95%
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+ 2023-04-12 22:00:17 INFO dev: loss: nan - UP: 88.37% UR: 74.51% UF: 80.85% P: 88.37% R: 74.51% F: 80.85%
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+ 2023-04-12 22:00:18 INFO test: loss: nan - UP: 31.66% UR: 36.49% UF: 33.90% P: 29.93% R: 34.50% F: 32.05%
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+ 2023-04-12 22:00:42 INFO test: loss: nan - UP: 24.23% UR: 39.69% UF: 30.09% P: 22.38% R: 36.67% F: 27.80%
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+ 2023-04-12 22:00:48 INFO test: loss: nan - UP: 33.07% UR: 37.28% UF: 35.05% P: 31.27% R: 35.26% F: 33.14%
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+ 2023-04-12 22:00:51 INFO test: loss: nan - UP: 24.92% UR: 42.71% UF: 31.48% P: 22.84% R: 39.15% F: 28.85%
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+ 2023-04-12 22:00:53 INFO dev: loss: nan - UP: 89.87% UR: 69.61% UF: 78.45% P: 89.87% R: 69.61% F: 78.45%
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+ 2023-04-12 22:00:54 INFO test: loss: nan - UP: 39.04% UR: 34.20% UF: 36.46% P: 36.91% R: 32.33% F: 34.47%
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+ 2023-04-12 22:00:56 INFO dev: loss: nan - UP: 80.58% UR: 81.37% UF: 80.98% P: 80.58% R: 81.37% F: 80.98%
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+ 2023-04-12 22:00:57 INFO test: loss: nan - UP: 34.73% UR: 39.51% UF: 36.97% P: 32.34% R: 36.79% F: 34.43%
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+ 2023-04-12 22:01:17 INFO 0:00:02.984863s elapsed (saved)
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+ 2023-04-12 22:01:20 INFO test: loss: nan - UP: 46.42% UR: 31.27% UF: 37.37% P: 43.86% R: 29.55% F: 35.31%
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+ 2023-04-12 22:01:21 INFO lr: 4.9450e-05 - loss: 0.0286 - UP: 97.50% UR: 92.31% UF: 94.83% P: 97.37% R: 92.19% F: 94.71%
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+ 2023-04-12 22:01:23 INFO test: loss: nan - UP: 33.42% UR: 36.40% UF: 34.85% P: 31.09% R: 33.87% F: 32.42%
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+ 2023-04-12 22:01:42 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 96.30% UR: 95.50% UF: 95.90% P: 95.94% R: 95.15% F: 95.54%
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+ 2023-04-12 22:01:43 INFO test: loss: nan - UP: 22.65% UR: 44.82% UF: 30.10% P: 20.81% R: 41.17% F: 27.64%
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+ 2023-04-12 22:02:03 INFO 0:00:02.916015s elapsed (saved)
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+ 2023-04-12 22:02:04 INFO lr: 4.9430e-05 - loss: 0.0245 - UP: 94.71% UR: 97.40% UF: 96.03% P: 94.59% R: 97.28% F: 95.92%
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+ 2023-04-12 22:02:05 INFO dev: loss: nan - UP: 88.04% UR: 79.41% UF: 83.51% P: 86.96% R: 78.43% F: 82.47%
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+ 2023-04-12 22:02:06 INFO test: loss: nan - UP: 27.33% UR: 41.17% UF: 32.85% P: 25.25% R: 38.03% F: 30.35%
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+ 2023-04-12 22:02:24 INFO 0:00:02.841996s elapsed (saved)
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+ 2023-04-12 22:02:25 INFO lr: 4.9420e-05 - loss: 0.0104 - UP: 97.37% UR: 96.45% UF: 96.91% P: 97.25% R: 96.33% F: 96.79%
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+ 2023-04-12 22:02:26 INFO dev: loss: nan - UP: 86.02% UR: 78.43% UF: 82.05% P: 83.87% R: 76.47% F: 80.00%
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+ 2023-04-12 22:02:27 INFO test: loss: nan - UP: 28.65% UR: 41.56% UF: 33.92% P: 26.59% R: 38.58% F: 31.48%
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+ 2023-04-12 22:02:28 INFO lr: 4.9410e-05 - loss: 0.0255 - UP: 96.53% UR: 95.38% UF: 95.95% P: 95.93% R: 94.79% F: 95.36%
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+ 2023-04-12 22:02:28 INFO dev: loss: nan - UP: 85.71% UR: 76.47% UF: 80.83% P: 85.71% R: 76.47% F: 80.83%
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+ 2023-04-12 22:02:29 INFO test: loss: nan - UP: 28.37% UR: 41.74% UF: 33.78% P: 26.71% R: 39.30% F: 31.80%
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+ 2023-04-12 22:02:29 INFO 0:00:02.716022s elapsed
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+ 2023-04-12 22:02:31 INFO lr: 4.9400e-05 - loss: 0.0292 - UP: 97.27% UR: 96.80% UF: 97.03% P: 96.08% R: 95.62% F: 95.85%
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+ 2023-04-12 22:02:31 INFO dev: loss: nan - UP: 86.67% UR: 76.47% UF: 81.25% P: 85.56% R: 75.49% F: 80.21%
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+ 2023-04-12 22:02:33 INFO test: loss: nan - UP: 27.34% UR: 41.44% UF: 32.95% P: 25.45% R: 38.58% F: 30.67%
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+ 2023-04-12 22:02:33 INFO 0:00:03.430714s elapsed
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+ 2023-04-12 22:02:35 INFO lr: 4.9390e-05 - loss: 0.0285 - UP: 97.24% UR: 95.86% UF: 96.54% P: 96.76% R: 95.38% F: 96.07%
431
+ 2023-04-12 22:02:35 INFO dev: loss: nan - UP: 86.67% UR: 76.47% UF: 81.25% P: 83.33% R: 73.53% F: 78.12%
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+ 2023-04-12 22:02:36 INFO test: loss: nan - UP: 24.90% UR: 41.38% UF: 31.09% P: 22.81% R: 37.91% F: 28.48%
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+ 2023-04-12 22:02:36 INFO 0:00:03.258753s elapsed
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+ 2023-04-12 22:02:38 INFO lr: 4.9380e-05 - loss: 0.0268 - UP: 98.56% UR: 97.04% UF: 97.79% P: 97.96% R: 96.45% F: 97.20%
437
+ 2023-04-12 22:02:38 INFO dev: loss: nan - UP: 91.21% UR: 81.37% UF: 86.01% P: 90.11% R: 80.39% F: 84.97%
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+ 2023-04-12 22:02:39 INFO test: loss: nan - UP: 30.15% UR: 39.48% UF: 34.19% P: 28.02% R: 36.70% F: 31.78%
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+ 2023-04-12 22:02:58 INFO 0:00:02.833196s elapsed (saved)
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+ 2023-04-12 22:02:59 INFO lr: 4.9370e-05 - loss: 0.0001 - UP: 98.55% UR: 96.57% UF: 97.55% P: 98.19% R: 96.21% F: 97.19%
443
+ 2023-04-12 22:03:00 INFO dev: loss: nan - UP: 89.25% UR: 81.37% UF: 85.13% P: 88.17% R: 80.39% F: 84.10%
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+ 2023-04-12 22:03:01 INFO test: loss: nan - UP: 28.42% UR: 40.90% UF: 33.54% P: 25.34% R: 36.46% F: 29.90%
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+ 2023-04-12 22:03:01 INFO 0:00:02.790712s elapsed
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+ 2023-04-12 22:03:02 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 95.79% UR: 97.04% UF: 96.41% P: 94.86% R: 96.09% F: 95.47%
449
+ 2023-04-12 22:03:02 INFO dev: loss: nan - UP: 85.87% UR: 77.45% UF: 81.44% P: 84.78% R: 76.47% F: 80.41%
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+ 2023-04-12 22:03:04 INFO test: loss: nan - UP: 29.32% UR: 39.36% UF: 33.60% P: 27.05% R: 36.31% F: 31.00%
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+ 2023-04-12 22:03:04 INFO 0:00:02.855708s elapsed
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+ 2023-04-12 22:03:05 INFO lr: 4.9350e-05 - loss: 0.0215 - UP: 98.33% UR: 97.40% UF: 97.86% P: 97.61% R: 96.69% F: 97.15%
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+ 2023-04-12 22:03:05 INFO dev: loss: nan - UP: 86.52% UR: 75.49% UF: 80.63% P: 85.39% R: 74.51% F: 79.58%
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+ 2023-04-12 22:03:07 INFO test: loss: nan - UP: 37.78% UR: 37.34% UF: 37.56% P: 35.16% R: 34.74% F: 34.95%
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+ 2023-04-12 22:03:07 INFO 0:00:03.383100s elapsed
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+ 2023-04-12 22:03:09 INFO lr: 4.9340e-05 - loss: 0.0021 - UP: 97.55% UR: 94.08% UF: 95.78% P: 97.55% R: 94.08% F: 95.78%
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+ 2023-04-12 22:03:09 INFO dev: loss: nan - UP: 86.02% UR: 78.43% UF: 82.05% P: 84.95% R: 77.45% F: 81.03%
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+ 2023-04-12 22:03:10 INFO test: loss: nan - UP: 39.25% UR: 38.12% UF: 38.68% P: 36.70% R: 35.65% F: 36.17%
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+ 2023-04-12 22:03:10 INFO 0:00:03.032455s elapsed
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+ 2023-04-12 22:03:12 INFO lr: 4.9330e-05 - loss: 0.0209 - UP: 97.41% UR: 98.11% UF: 97.76% P: 97.06% R: 97.75% F: 97.41%
467
+ 2023-04-12 22:03:12 INFO dev: loss: nan - UP: 85.57% UR: 81.37% UF: 83.42% P: 84.54% R: 80.39% F: 82.41%
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+ 2023-04-12 22:03:13 INFO test: loss: nan - UP: 35.16% UR: 38.85% UF: 36.91% P: 32.70% R: 36.13% F: 34.33%
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+ 2023-04-12 22:03:13 INFO 0:00:03.014880s elapsed
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+ 2023-04-12 22:03:13 INFO Epoch 68 / 5000:
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+ 2023-04-12 22:03:15 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 96.37% UR: 97.40% UF: 96.88% P: 96.14% R: 97.16% F: 96.65%
473
+ 2023-04-12 22:03:15 INFO dev: loss: nan - UP: 91.18% UR: 60.78% UF: 72.94% P: 89.71% R: 59.80% F: 71.76%
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+ 2023-04-12 22:03:16 INFO test: loss: nan - UP: 42.91% UR: 32.72% UF: 37.13% P: 40.66% R: 31.00% F: 35.18%
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+ 2023-04-12 22:03:16 INFO 0:00:02.956368s elapsed
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+ 2023-04-12 22:03:16 INFO Epoch 69 / 5000:
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+ 2023-04-12 22:03:18 INFO lr: 4.9310e-05 - loss: 0.0252 - UP: 98.51% UR: 94.08% UF: 96.25% P: 97.77% R: 93.37% F: 95.52%
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+ 2023-04-12 22:03:18 INFO dev: loss: nan - UP: 83.87% UR: 76.47% UF: 80.00% P: 83.87% R: 76.47% F: 80.00%
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+ 2023-04-12 22:03:19 INFO test: loss: nan - UP: 30.00% UR: 41.38% UF: 34.78% P: 27.64% R: 38.12% F: 32.04%
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+ 2023-04-12 22:03:19 INFO 0:00:03.234062s elapsed
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+ 2023-04-12 22:03:19 INFO Epoch 70 / 5000:
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+ 2023-04-12 22:03:21 INFO lr: 4.9300e-05 - loss: 0.0151 - UP: 95.09% UR: 98.46% UF: 96.74% P: 94.74% R: 98.11% F: 96.40%
485
+ 2023-04-12 22:03:21 INFO dev: loss: nan - UP: 86.21% UR: 73.53% UF: 79.37% P: 86.21% R: 73.53% F: 79.37%
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+ 2023-04-12 22:03:23 INFO test: loss: nan - UP: 29.15% UR: 39.30% UF: 33.47% P: 26.91% R: 36.28% F: 30.90%
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+ 2023-04-12 22:03:23 INFO 0:00:03.456137s elapsed
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+ 2023-04-12 22:03:23 INFO Epoch 71 / 5000:
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+ 2023-04-12 22:03:24 INFO lr: 4.9290e-05 - loss: 0.0475 - UP: 98.35% UR: 91.95% UF: 95.05% P: 97.97% R: 91.60% F: 94.68%
491
+ 2023-04-12 22:03:24 INFO dev: loss: nan - UP: 90.24% UR: 72.55% UF: 80.43% P: 89.02% R: 71.57% F: 79.35%
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+ 2023-04-12 22:03:26 INFO test: loss: nan - UP: 33.25% UR: 34.35% UF: 33.79% P: 30.76% R: 31.78% F: 31.26%
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+ 2023-04-12 22:03:26 INFO 0:00:02.999920s elapsed
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+ 2023-04-12 22:03:26 INFO Epoch 72 / 5000:
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+ 2023-04-12 22:03:27 INFO lr: 4.9280e-05 - loss: 0.0459 - UP: 95.53% UR: 91.12% UF: 93.28% P: 95.16% R: 90.77% F: 92.91%
497
+ 2023-04-12 22:03:27 INFO dev: loss: nan - UP: 82.69% UR: 84.31% UF: 83.50% P: 81.73% R: 83.33% F: 82.52%
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+ 2023-04-12 22:03:29 INFO test: loss: nan - UP: 26.45% UR: 42.17% UF: 32.51% P: 24.46% R: 39.00% F: 30.06%
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+ 2023-04-12 22:03:29 INFO 0:00:02.972895s elapsed
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+ 2023-04-12 22:03:29 INFO Epoch 73 / 5000:
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+ 2023-04-12 22:03:30 INFO lr: 4.9270e-05 - loss: 0.0240 - UP: 94.26% UR: 95.15% UF: 94.70% P: 93.32% R: 94.20% F: 93.76%
503
+ 2023-04-12 22:03:30 INFO dev: loss: nan - UP: 87.91% UR: 78.43% UF: 82.90% P: 87.91% R: 78.43% F: 82.90%
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+ 2023-04-12 22:03:32 INFO test: loss: nan - UP: 31.11% UR: 39.39% UF: 34.76% P: 29.18% R: 36.95% F: 32.61%
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+ 2023-04-12 22:03:32 INFO 0:00:02.946939s elapsed
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+ 2023-04-12 22:03:32 INFO Epoch 74 / 5000:
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+ 2023-04-12 22:03:33 INFO lr: 4.9260e-05 - loss: 0.0352 - UP: 97.43% UR: 94.32% UF: 95.85% P: 96.94% R: 93.85% F: 95.37%
509
+ 2023-04-12 22:03:33 INFO dev: loss: nan - UP: 85.71% UR: 76.47% UF: 80.83% P: 85.71% R: 76.47% F: 80.83%
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+ 2023-04-12 22:03:35 INFO test: loss: nan - UP: 33.01% UR: 37.52% UF: 35.12% P: 30.92% R: 35.13% F: 32.89%
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+ 2023-04-12 22:03:35 INFO 0:00:03.081727s elapsed
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+ 2023-04-12 22:03:35 INFO Epoch 75 / 5000:
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+ 2023-04-12 22:03:36 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 97.25% UR: 96.09% UF: 96.67% P: 96.77% R: 95.62% F: 96.19%
515
+ 2023-04-12 22:03:37 INFO dev: loss: nan - UP: 85.26% UR: 79.41% UF: 82.23% P: 84.21% R: 78.43% F: 81.22%
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+ 2023-04-12 22:03:38 INFO test: loss: nan - UP: 34.32% UR: 37.49% UF: 35.83% P: 32.14% R: 35.10% F: 33.55%
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+ 2023-04-12 22:03:38 INFO 0:00:03.331701s elapsed
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+ 2023-04-12 22:03:38 INFO Epoch 76 / 5000:
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+ 2023-04-12 22:03:40 INFO lr: 4.9240e-05 - loss: 0.0217 - UP: 97.46% UR: 95.50% UF: 96.47% P: 97.22% R: 95.27% F: 96.23%
521
+ 2023-04-12 22:03:40 INFO dev: loss: nan - UP: 86.60% UR: 82.35% UF: 84.42% P: 84.54% R: 80.39% F: 82.41%
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+ 2023-04-12 22:03:41 INFO test: loss: nan - UP: 30.89% UR: 39.42% UF: 34.64% P: 28.69% R: 36.61% F: 32.17%
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+ 2023-04-12 22:03:41 INFO 0:00:03.181764s elapsed
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+ 2023-04-12 22:03:41 INFO Epoch 77 / 5000:
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+ 2023-04-12 22:03:43 INFO lr: 4.9230e-05 - loss: 0.0236 - UP: 95.23% UR: 94.56% UF: 94.89% P: 94.99% R: 94.32% F: 94.66%
527
+ 2023-04-12 22:03:43 INFO dev: loss: nan - UP: 87.64% UR: 76.47% UF: 81.68% P: 86.52% R: 75.49% F: 80.63%
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+ 2023-04-12 22:03:44 INFO test: loss: nan - UP: 33.42% UR: 39.54% UF: 36.22% P: 31.43% R: 37.19% F: 34.07%
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+ 2023-04-12 22:03:44 INFO 0:00:02.924237s elapsed
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+ 2023-04-12 22:03:46 INFO lr: 4.9220e-05 - loss: 0.0185 - UP: 96.44% UR: 96.09% UF: 96.27% P: 96.20% R: 95.86% F: 96.03%
533
+ 2023-04-12 22:03:46 INFO dev: loss: nan - UP: 93.59% UR: 71.57% UF: 81.11% P: 92.31% R: 70.59% F: 80.00%
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+ 2023-04-12 22:03:47 INFO test: loss: nan - UP: 36.46% UR: 38.70% UF: 37.55% P: 34.36% R: 36.46% F: 35.38%
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+ 2023-04-12 22:03:47 INFO 0:00:02.903857s elapsed
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+ 2023-04-12 22:03:47 INFO Epoch 79 / 5000:
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+ 2023-04-12 22:03:48 INFO lr: 4.9210e-05 - loss: 0.0005 - UP: 97.98% UR: 97.40% UF: 97.69% P: 97.74% R: 97.16% F: 97.45%
539
+ 2023-04-12 22:03:49 INFO dev: loss: nan - UP: 87.23% UR: 80.39% UF: 83.67% P: 87.23% R: 80.39% F: 83.67%
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+ 2023-04-12 22:03:50 INFO test: loss: nan - UP: 31.39% UR: 41.50% UF: 35.75% P: 29.61% R: 39.15% F: 33.72%
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+ 2023-04-12 22:03:50 INFO 0:00:02.858344s elapsed
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+ 2023-04-12 22:03:50 INFO Epoch 80 / 5000:
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+ 2023-04-12 22:03:52 INFO lr: 4.9200e-05 - loss: 0.0383 - UP: 95.54% UR: 96.33% UF: 95.93% P: 95.19% R: 95.98% F: 95.58%
545
+ 2023-04-12 22:03:52 INFO dev: loss: nan - UP: 87.63% UR: 83.33% UF: 85.43% P: 87.63% R: 83.33% F: 85.43%
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+ 2023-04-12 22:03:53 INFO test: loss: nan - UP: 30.26% UR: 40.36% UF: 34.59% P: 28.20% R: 37.61% F: 32.23%
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+ 2023-04-12 22:04:12 INFO 0:00:03.481905s elapsed (saved)
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+ 2023-04-12 22:04:12 INFO Epoch 81 / 5000:
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+ 2023-04-12 22:04:14 INFO lr: 4.9190e-05 - loss: 0.0376 - UP: 96.65% UR: 95.74% UF: 96.20% P: 96.18% R: 95.27% F: 95.72%
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+ 2023-04-12 22:04:14 INFO dev: loss: nan - UP: 91.03% UR: 69.61% UF: 78.89% P: 91.03% R: 69.61% F: 78.89%
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+ 2023-04-12 22:04:15 INFO test: loss: nan - UP: 39.10% UR: 32.87% UF: 35.72% P: 36.95% R: 31.06% F: 33.75%
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+ 2023-04-12 22:04:15 INFO 0:00:02.876449s elapsed
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+ 2023-04-12 22:04:16 INFO lr: 4.9180e-05 - loss: 0.0083 - UP: 98.13% UR: 93.14% UF: 95.57% P: 97.88% R: 92.90% F: 95.32%
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+ 2023-04-12 22:04:17 INFO dev: loss: nan - UP: 84.69% UR: 81.37% UF: 83.00% P: 84.69% R: 81.37% F: 83.00%
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+ 2023-04-12 22:04:18 INFO test: loss: nan - UP: 30.90% UR: 37.97% UF: 34.07% P: 28.64% R: 35.19% F: 31.58%
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+ 2023-04-12 22:04:18 INFO 0:00:02.682515s elapsed
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+ 2023-04-12 22:04:19 INFO lr: 4.9170e-05 - loss: 0.0100 - UP: 95.04% UR: 95.15% UF: 95.09% P: 94.21% R: 94.32% F: 94.26%
563
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+ 2023-04-12 22:04:20 INFO test: loss: nan - UP: 29.20% UR: 36.49% UF: 32.44% P: 27.10% R: 33.87% F: 30.11%
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+ 2023-04-12 22:04:20 INFO 0:00:02.791616s elapsed
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+ 2023-04-12 22:04:22 INFO lr: 4.9160e-05 - loss: 0.0996 - UP: 92.89% UR: 83.43% UF: 87.91% P: 91.96% R: 82.60% F: 87.03%
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+ 2023-04-12 22:04:23 INFO test: loss: nan - UP: 23.09% UR: 32.09% UF: 26.85% P: 21.24% R: 29.52% F: 24.71%
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+ 2023-04-12 22:04:23 INFO 0:00:02.821560s elapsed
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+ 2023-04-12 22:04:25 INFO lr: 4.9150e-05 - loss: 0.1659 - UP: 84.31% UR: 73.14% UF: 78.33% P: 80.76% R: 70.06% F: 75.03%
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+ 2023-04-12 22:04:25 INFO dev: loss: nan - UP: 78.00% UR: 76.47% UF: 77.23% P: 73.00% R: 71.57% F: 72.28%
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+ 2023-04-12 22:04:27 INFO test: loss: nan - UP: 23.36% UR: 33.75% UF: 27.61% P: 21.32% R: 30.79% F: 25.19%
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+ 2023-04-12 22:04:27 INFO 0:00:03.390692s elapsed
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+ 2023-04-12 22:04:29 INFO lr: 4.9140e-05 - loss: 0.0946 - UP: 90.72% UR: 85.56% UF: 88.06% P: 88.83% R: 83.79% F: 86.24%
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+ 2023-04-12 22:04:29 INFO dev: loss: nan - UP: 81.32% UR: 72.55% UF: 76.68% P: 81.32% R: 72.55% F: 76.68%
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+ 2023-04-12 22:04:30 INFO test: loss: nan - UP: 31.27% UR: 38.03% UF: 34.32% P: 29.11% R: 35.41% F: 31.95%
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+ 2023-04-12 22:04:30 INFO 0:00:03.332932s elapsed
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+ 2023-04-12 22:04:32 INFO lr: 4.9130e-05 - loss: 0.0454 - UP: 94.28% UR: 91.60% UF: 92.92% P: 93.91% R: 91.24% F: 92.56%
587
+ 2023-04-12 22:04:32 INFO dev: loss: nan - UP: 82.83% UR: 80.39% UF: 81.59% P: 80.81% R: 78.43% F: 79.60%
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+ 2023-04-12 22:04:33 INFO test: loss: nan - UP: 26.90% UR: 39.12% UF: 31.88% P: 24.70% R: 35.92% F: 29.27%
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+ 2023-04-12 22:04:33 INFO 0:00:02.923602s elapsed
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+ 2023-04-12 22:04:34 INFO lr: 4.9120e-05 - loss: 0.0233 - UP: 96.28% UR: 94.91% UF: 95.59% P: 95.92% R: 94.56% F: 95.23%
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+ 2023-04-12 22:04:35 INFO dev: loss: nan - UP: 84.21% UR: 78.43% UF: 81.22% P: 82.11% R: 76.47% F: 79.19%
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+ 2023-04-12 22:04:36 INFO test: loss: nan - UP: 29.05% UR: 37.16% UF: 32.60% P: 26.59% R: 34.02% F: 29.85%
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+ 2023-04-12 22:04:36 INFO 0:00:02.924161s elapsed
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+ 2023-04-12 22:04:37 INFO lr: 4.9110e-05 - loss: 0.0007 - UP: 96.78% UR: 96.09% UF: 96.44% P: 96.19% R: 95.50% F: 95.84%
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+ 2023-04-12 22:04:38 INFO dev: loss: nan - UP: 85.88% UR: 71.57% UF: 78.07% P: 84.71% R: 70.59% F: 77.01%
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+ 2023-04-12 22:04:39 INFO test: loss: nan - UP: 35.79% UR: 37.13% UF: 36.44% P: 33.75% R: 35.01% F: 34.37%
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+ 2023-04-12 22:04:39 INFO 0:00:03.023151s elapsed
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+ 2023-04-12 22:04:39 INFO Epoch 90 / 5000:
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+ 2023-04-12 22:04:41 INFO lr: 4.9100e-05 - loss: 0.0133 - UP: 97.37% UR: 96.45% UF: 96.91% P: 96.77% R: 95.86% F: 96.31%
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+ 2023-04-12 22:04:41 INFO dev: loss: nan - UP: 82.00% UR: 80.39% UF: 81.19% P: 80.00% R: 78.43% F: 79.21%
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+ 2023-04-12 22:04:42 INFO test: loss: nan - UP: 28.65% UR: 39.81% UF: 33.32% P: 26.67% R: 37.07% F: 31.02%
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+ 2023-04-12 22:04:42 INFO 0:00:03.334447s elapsed
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+ 2023-04-12 22:04:42 INFO Epoch 91 / 5000:
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+ 2023-04-12 22:04:44 INFO lr: 4.9090e-05 - loss: 0.0291 - UP: 95.10% UR: 96.45% UF: 95.77% P: 94.87% R: 96.21% F: 95.53%
611
+ 2023-04-12 22:04:44 INFO dev: loss: nan - UP: 86.75% UR: 70.59% UF: 77.84% P: 85.54% R: 69.61% F: 76.76%
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+ 2023-04-12 22:04:46 INFO test: loss: nan - UP: 36.69% UR: 35.71% UF: 36.19% P: 34.18% R: 33.26% F: 33.72%
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+ 2023-04-12 22:04:46 INFO 0:00:03.527762s elapsed
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+ 2023-04-12 22:04:47 INFO lr: 4.9080e-05 - loss: 0.0004 - UP: 98.50% UR: 93.37% UF: 95.87% P: 98.00% R: 92.90% F: 95.38%
617
+ 2023-04-12 22:04:48 INFO dev: loss: nan - UP: 86.90% UR: 71.57% UF: 78.49% P: 85.71% R: 70.59% F: 77.42%
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+ 2023-04-12 22:04:49 INFO test: loss: nan - UP: 30.34% UR: 38.48% UF: 33.93% P: 28.22% R: 35.80% F: 31.56%
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+ 2023-04-12 22:04:49 INFO 0:00:03.012506s elapsed
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+ 2023-04-12 22:04:49 INFO Epoch 93 / 5000:
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+ 2023-04-12 22:04:50 INFO lr: 4.9070e-05 - loss: 0.0008 - UP: 97.68% UR: 94.79% UF: 96.22% P: 97.44% R: 94.56% F: 95.98%
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+ 2023-04-12 22:04:51 INFO dev: loss: nan - UP: 83.51% UR: 79.41% UF: 81.41% P: 83.51% R: 79.41% F: 81.41%
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+ 2023-04-12 22:04:52 INFO test: loss: nan - UP: 32.42% UR: 39.81% UF: 35.74% P: 30.20% R: 37.10% F: 33.30%
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+ 2023-04-12 22:04:52 INFO 0:00:03.023182s elapsed
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+ 2023-04-12 22:04:52 INFO Epoch 94 / 5000:
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+ 2023-04-12 22:04:53 INFO lr: 4.9060e-05 - loss: 0.0158 - UP: 96.58% UR: 97.04% UF: 96.81% P: 96.58% R: 97.04% F: 96.81%
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+ 2023-04-12 22:04:54 INFO dev: loss: nan - UP: 88.61% UR: 68.63% UF: 77.35% P: 88.61% R: 68.63% F: 77.35%
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+ 2023-04-12 22:04:55 INFO test: loss: nan - UP: 41.47% UR: 36.37% UF: 38.75% P: 39.44% R: 34.59% F: 36.85%
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+ 2023-04-12 22:04:55 INFO 0:00:03.072537s elapsed
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+ 2023-04-12 22:04:55 INFO Epoch 95 / 5000:
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+ 2023-04-12 22:04:57 INFO lr: 4.9050e-05 - loss: 0.0032 - UP: 98.18% UR: 95.62% UF: 96.88% P: 97.93% R: 95.38% F: 96.64%
635
+ 2023-04-12 22:04:57 INFO dev: loss: nan - UP: 80.81% UR: 78.43% UF: 79.60% P: 80.81% R: 78.43% F: 79.60%
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+ 2023-04-12 22:04:58 INFO test: loss: nan - UP: 30.24% UR: 42.05% UF: 35.18% P: 28.14% R: 39.12% F: 32.73%
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+ 2023-04-12 22:04:58 INFO 0:00:03.218743s elapsed
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+ 2023-04-12 22:04:58 INFO Epoch 96 / 5000:
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+ 2023-04-12 22:05:00 INFO lr: 4.9040e-05 - loss: 0.0129 - UP: 96.87% UR: 98.93% UF: 97.89% P: 96.64% R: 98.70% F: 97.66%
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+ 2023-04-12 22:05:00 INFO dev: loss: nan - UP: 85.71% UR: 76.47% UF: 80.83% P: 85.71% R: 76.47% F: 80.83%
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+ 2023-04-12 22:05:02 INFO test: loss: nan - UP: 26.57% UR: 42.02% UF: 32.55% P: 24.41% R: 38.61% F: 29.91%
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+ 2023-04-12 22:05:02 INFO 0:00:03.659698s elapsed
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+ 2023-04-12 22:05:02 INFO Epoch 97 / 5000:
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+ 2023-04-12 22:05:03 INFO lr: 4.9030e-05 - loss: 0.0003 - UP: 98.80% UR: 97.51% UF: 98.15% P: 98.56% R: 97.28% F: 97.92%
647
+ 2023-04-12 22:05:04 INFO dev: loss: nan - UP: 82.80% UR: 75.49% UF: 78.97% P: 82.80% R: 75.49% F: 78.97%
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+ 2023-04-12 22:05:05 INFO test: loss: nan - UP: 25.85% UR: 42.56% UF: 32.16% P: 23.72% R: 39.06% F: 29.52%
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+ 2023-04-12 22:05:05 INFO 0:00:02.941428s elapsed
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+ 2023-04-12 22:05:05 INFO Epoch 98 / 5000:
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+ 2023-04-12 22:05:06 INFO lr: 4.9020e-05 - loss: 0.0087 - UP: 97.42% UR: 98.34% UF: 97.88% P: 97.07% R: 97.99% F: 97.53%
653
+ 2023-04-12 22:05:06 INFO dev: loss: nan - UP: 82.80% UR: 75.49% UF: 78.97% P: 82.80% R: 75.49% F: 78.97%
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+ 2023-04-12 22:05:08 INFO test: loss: nan - UP: 25.84% UR: 43.40% UF: 32.39% P: 23.81% R: 39.99% F: 29.85%
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+ 2023-04-12 22:05:08 INFO 0:00:02.997797s elapsed
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+ 2023-04-12 22:05:08 INFO Epoch 99 / 5000:
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+ 2023-04-12 22:05:09 INFO lr: 4.9010e-05 - loss: 0.0288 - UP: 98.30% UR: 95.98% UF: 97.13% P: 98.18% R: 95.86% F: 97.01%
659
+ 2023-04-12 22:05:10 INFO dev: loss: nan - UP: 87.36% UR: 74.51% UF: 80.42% P: 87.36% R: 74.51% F: 80.42%
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+ 2023-04-12 22:05:11 INFO test: loss: nan - UP: 25.83% UR: 43.28% UF: 32.36% P: 23.78% R: 39.84% F: 29.78%
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+ 2023-04-12 22:05:11 INFO 0:00:03.092491s elapsed
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+ 2023-04-12 22:05:11 INFO Epoch 100 / 5000:
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+ 2023-04-12 22:05:12 INFO lr: 4.9000e-05 - loss: 0.0002 - UP: 97.08% UR: 98.22% UF: 97.65% P: 96.96% R: 98.11% F: 97.53%
665
+ 2023-04-12 22:05:13 INFO dev: loss: nan - UP: 82.18% UR: 81.37% UF: 81.77% P: 82.18% R: 81.37% F: 81.77%
666
+ 2023-04-12 22:05:14 INFO test: loss: nan - UP: 23.15% UR: 47.00% UF: 31.02% P: 21.25% R: 43.13% F: 28.47%
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+ 2023-04-12 22:05:14 INFO 0:00:03.197924s elapsed
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+ 2023-04-12 22:05:14 INFO Epoch 101 / 5000:
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+ 2023-04-12 22:05:16 INFO lr: 4.8990e-05 - loss: 0.0248 - UP: 97.08% UR: 98.46% UF: 97.77% P: 96.73% R: 98.11% F: 97.41%
671
+ 2023-04-12 22:05:16 INFO dev: loss: nan - UP: 91.76% UR: 76.47% UF: 83.42% P: 90.59% R: 75.49% F: 82.35%
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+ 2023-04-12 22:05:17 INFO test: loss: nan - UP: 35.24% UR: 37.82% UF: 36.48% P: 33.46% R: 35.92% F: 34.65%
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+ 2023-04-12 22:05:17 INFO 0:00:03.349458s elapsed
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+ 2023-04-12 22:05:17 INFO Epoch 102 / 5000:
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+ 2023-04-12 22:05:19 INFO lr: 4.8980e-05 - loss: 0.0073 - UP: 98.03% UR: 94.32% UF: 96.14% P: 97.66% R: 93.96% F: 95.78%
677
+ 2023-04-12 22:05:19 INFO dev: loss: nan - UP: 87.91% UR: 78.43% UF: 82.90% P: 86.81% R: 77.45% F: 81.87%
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+ 2023-04-12 22:05:20 INFO test: loss: nan - UP: 34.40% UR: 37.82% UF: 36.03% P: 32.48% R: 35.71% F: 34.02%
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+ 2023-04-12 22:05:20 INFO 0:00:02.897926s elapsed
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+ 2023-04-12 22:05:20 INFO Epoch 103 / 5000:
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+ 2023-04-12 22:05:22 INFO lr: 4.8970e-05 - loss: 0.0285 - UP: 97.25% UR: 96.33% UF: 96.79% P: 97.01% R: 96.09% F: 96.55%
683
+ 2023-04-12 22:05:22 INFO dev: loss: nan - UP: 84.91% UR: 88.24% UF: 86.54% P: 84.91% R: 88.24% F: 86.54%
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+ 2023-04-12 22:05:23 INFO test: loss: nan - UP: 23.65% UR: 41.11% UF: 30.03% P: 22.28% R: 38.73% F: 28.29%
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+ 2023-04-12 22:05:42 INFO 0:00:02.892821s elapsed (saved)
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+ 2023-04-12 22:05:42 INFO Epoch 104 / 5000:
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+ 2023-04-12 22:05:43 INFO lr: 4.8960e-05 - loss: 0.0426 - UP: 97.04% UR: 96.92% UF: 96.98% P: 97.04% R: 96.92% F: 96.98%
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+ 2023-04-12 22:05:43 INFO dev: loss: nan - UP: 89.90% UR: 87.25% UF: 88.56% P: 89.90% R: 87.25% F: 88.56%
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+ 2023-04-12 22:05:44 INFO test: loss: nan - UP: 24.25% UR: 39.90% UF: 30.17% P: 22.67% R: 37.31% F: 28.21%
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+ 2023-04-12 22:06:04 INFO 0:00:02.848608s elapsed (saved)
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+ 2023-04-12 22:06:04 INFO Epoch 105 / 5000:
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+ 2023-04-12 22:06:05 INFO lr: 4.8950e-05 - loss: 0.0162 - UP: 97.59% UR: 95.98% UF: 96.78% P: 97.35% R: 95.74% F: 96.54%
695
+ 2023-04-12 22:06:06 INFO dev: loss: nan - UP: 85.86% UR: 83.33% UF: 84.58% P: 85.86% R: 83.33% F: 84.58%
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+ 2023-04-12 22:06:07 INFO test: loss: nan - UP: 29.53% UR: 38.33% UF: 33.36% P: 27.88% R: 36.19% F: 31.50%
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+ 2023-04-12 22:06:07 INFO 0:00:02.825623s elapsed
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+ 2023-04-12 22:06:07 INFO Epoch 106 / 5000:
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+ 2023-04-12 22:06:08 INFO lr: 4.8940e-05 - loss: 0.0322 - UP: 97.01% UR: 95.98% UF: 96.49% P: 96.65% R: 95.62% F: 96.13%
701
+ 2023-04-12 22:06:08 INFO dev: loss: nan - UP: 85.29% UR: 85.29% UF: 85.29% P: 85.29% R: 85.29% F: 85.29%
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+ 2023-04-12 22:06:09 INFO test: loss: nan - UP: 30.18% UR: 39.30% UF: 34.14% P: 28.58% R: 37.22% F: 32.33%
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+ 2023-04-12 22:06:09 INFO 0:00:02.675262s elapsed
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+ 2023-04-12 22:06:09 INFO Epoch 107 / 5000:
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+ 2023-04-12 22:06:11 INFO lr: 4.8930e-05 - loss: 0.0093 - UP: 97.97% UR: 97.16% UF: 97.56% P: 97.37% R: 96.57% F: 96.97%
707
+ 2023-04-12 22:06:11 INFO dev: loss: nan - UP: 86.46% UR: 81.37% UF: 83.84% P: 86.46% R: 81.37% F: 83.84%
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+ 2023-04-12 22:06:12 INFO test: loss: nan - UP: 34.36% UR: 37.55% UF: 35.88% P: 32.28% R: 35.29% F: 33.72%
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+ 2023-04-12 22:06:12 INFO 0:00:02.926703s elapsed
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+ 2023-04-12 22:06:12 INFO Epoch 108 / 5000:
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+ 2023-04-12 22:06:14 INFO lr: 4.8920e-05 - loss: 0.0305 - UP: 97.61% UR: 96.57% UF: 97.09% P: 97.01% R: 95.98% F: 96.49%
713
+ 2023-04-12 22:06:14 INFO dev: loss: nan - UP: 88.42% UR: 82.35% UF: 85.28% P: 87.37% R: 81.37% F: 84.26%
714
+ 2023-04-12 22:06:15 INFO test: loss: nan - UP: 32.84% UR: 36.88% UF: 34.75% P: 30.96% R: 34.77% F: 32.76%
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+ 2023-04-12 22:06:15 INFO 0:00:02.896462s elapsed
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+ 2023-04-12 22:06:15 INFO Epoch 109 / 5000:
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+ 2023-04-12 22:06:17 INFO lr: 4.8910e-05 - loss: 0.0445 - UP: 98.15% UR: 94.08% UF: 96.07% P: 97.90% R: 93.85% F: 95.83%
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+ 2023-04-12 22:06:17 INFO dev: loss: nan - UP: 88.89% UR: 86.27% UF: 87.56% P: 87.88% R: 85.29% F: 86.57%
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+ 2023-04-12 22:06:18 INFO test: loss: nan - UP: 29.64% UR: 40.27% UF: 34.15% P: 27.82% R: 37.79% F: 32.05%
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+ 2023-04-12 22:06:18 INFO 0:00:03.156728s elapsed
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+ 2023-04-12 22:06:18 INFO Epoch 110 / 5000:
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+ 2023-04-12 22:06:20 INFO lr: 4.8900e-05 - loss: 0.0001 - UP: 97.97% UR: 97.28% UF: 97.62% P: 97.62% R: 96.92% F: 97.27%
725
+ 2023-04-12 22:06:20 INFO dev: loss: nan - UP: 89.47% UR: 83.33% UF: 86.29% P: 88.42% R: 82.35% F: 85.28%
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+ 2023-04-12 22:06:22 INFO test: loss: nan - UP: 28.66% UR: 41.32% UF: 33.84% P: 26.86% R: 38.73% F: 31.72%
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+ 2023-04-12 22:06:22 INFO 0:00:03.377953s elapsed
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+ 2023-04-12 22:06:22 INFO Epoch 111 / 5000:
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+ 2023-04-12 22:06:23 INFO lr: 4.8890e-05 - loss: 0.0106 - UP: 97.87% UR: 97.99% UF: 97.93% P: 97.75% R: 97.87% F: 97.81%
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+ 2023-04-12 22:06:23 INFO dev: loss: nan - UP: 88.89% UR: 78.43% UF: 83.33% P: 88.89% R: 78.43% F: 83.33%
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+ 2023-04-12 22:06:24 INFO test: loss: nan - UP: 29.64% UR: 39.78% UF: 33.97% P: 27.62% R: 37.07% F: 31.65%
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+ 2023-04-12 22:06:24 INFO 0:00:02.909567s elapsed
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+ 2023-04-12 22:06:24 INFO Epoch 112 / 5000:
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+ 2023-04-12 22:06:26 INFO lr: 4.8880e-05 - loss: 0.0005 - UP: 99.04% UR: 97.75% UF: 98.39% P: 99.04% R: 97.75% F: 98.39%
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+ 2023-04-12 22:06:26 INFO dev: loss: nan - UP: 91.86% UR: 77.45% UF: 84.04% P: 91.86% R: 77.45% F: 84.04%
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+ 2023-04-12 22:06:27 INFO test: loss: nan - UP: 31.08% UR: 38.00% UF: 34.19% P: 28.96% R: 35.41% F: 31.86%
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+ 2023-04-12 22:06:27 INFO 0:00:02.972721s elapsed
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+ 2023-04-12 22:06:29 INFO lr: 4.8870e-05 - loss: 0.0002 - UP: 98.80% UR: 97.40% UF: 98.09% P: 98.44% R: 97.04% F: 97.74%
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+ 2023-04-12 22:06:29 INFO dev: loss: nan - UP: 89.13% UR: 80.39% UF: 84.54% P: 88.04% R: 79.41% F: 83.51%
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+ 2023-04-12 22:06:30 INFO test: loss: nan - UP: 27.73% UR: 40.57% UF: 32.95% P: 25.98% R: 38.00% F: 30.86%
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+ 2023-04-12 22:06:30 INFO 0:00:02.873245s elapsed
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+ 2023-04-12 22:06:30 INFO Epoch 114 / 5000:
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+ 2023-04-12 22:06:32 INFO lr: 4.8860e-05 - loss: 0.0069 - UP: 98.68% UR: 97.63% UF: 98.16% P: 98.44% R: 97.40% F: 97.92%
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+ 2023-04-12 22:06:32 INFO dev: loss: nan - UP: 88.12% UR: 87.25% UF: 87.68% P: 87.13% R: 86.27% F: 86.70%
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+ 2023-04-12 22:06:34 INFO test: loss: nan - UP: 27.05% UR: 41.23% UF: 32.67% P: 25.41% R: 38.73% F: 30.68%
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+ 2023-04-12 22:06:34 INFO 0:00:03.280548s elapsed
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+ 2023-04-12 22:06:34 INFO Epoch 115 / 5000:
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+ 2023-04-12 22:06:35 INFO lr: 4.8850e-05 - loss: 0.0061 - UP: 98.22% UR: 98.22% UF: 98.22% P: 97.99% R: 97.99% F: 97.99%
755
+ 2023-04-12 22:06:36 INFO dev: loss: nan - UP: 88.78% UR: 85.29% UF: 87.00% P: 88.78% R: 85.29% F: 87.00%
756
+ 2023-04-12 22:06:37 INFO test: loss: nan - UP: 29.94% UR: 40.63% UF: 34.47% P: 27.82% R: 37.76% F: 32.04%
757
+ 2023-04-12 22:06:37 INFO 0:00:03.514678s elapsed
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+
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+ 2023-04-12 22:06:37 INFO Epoch 116 / 5000:
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+ 2023-04-12 22:06:39 INFO lr: 4.8840e-05 - loss: 0.0000 - UP: 98.93% UR: 98.11% UF: 98.51% P: 98.45% R: 97.63% F: 98.04%
761
+ 2023-04-12 22:06:39 INFO dev: loss: nan - UP: 88.54% UR: 83.33% UF: 85.86% P: 88.54% R: 83.33% F: 85.86%
762
+ 2023-04-12 22:06:40 INFO test: loss: nan - UP: 30.84% UR: 39.30% UF: 34.56% P: 28.64% R: 36.49% F: 32.09%
763
+ 2023-04-12 22:06:40 INFO 0:00:02.970389s elapsed
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+
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+ 2023-04-12 22:06:40 INFO Epoch 117 / 5000:
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+ 2023-04-12 22:06:42 INFO lr: 4.8830e-05 - loss: 0.0001 - UP: 98.80% UR: 97.28% UF: 98.03% P: 98.68% R: 97.16% F: 97.91%
767
+ 2023-04-12 22:06:42 INFO dev: loss: nan - UP: 88.78% UR: 85.29% UF: 87.00% P: 88.78% R: 85.29% F: 87.00%
768
+ 2023-04-12 22:06:43 INFO test: loss: nan - UP: 29.68% UR: 39.60% UF: 33.93% P: 27.67% R: 36.92% F: 31.63%
769
+ 2023-04-12 22:06:43 INFO 0:00:02.923600s elapsed
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+
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+ 2023-04-12 22:06:43 INFO Epoch 118 / 5000:
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+ 2023-04-12 22:06:45 INFO lr: 4.8820e-05 - loss: 0.0064 - UP: 98.56% UR: 97.51% UF: 98.04% P: 98.56% R: 97.51% F: 98.04%
773
+ 2023-04-12 22:06:45 INFO dev: loss: nan - UP: 90.53% UR: 84.31% UF: 87.31% P: 90.53% R: 84.31% F: 87.31%
774
+ 2023-04-12 22:06:46 INFO test: loss: nan - UP: 29.36% UR: 37.49% UF: 32.93% P: 27.16% R: 34.68% F: 30.47%
775
+ 2023-04-12 22:06:46 INFO 0:00:03.047331s elapsed
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+
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+ 2023-04-12 22:06:46 INFO Epoch 119 / 5000:
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+ 2023-04-12 22:06:48 INFO lr: 4.8810e-05 - loss: 0.0002 - UP: 98.53% UR: 95.03% UF: 96.75% P: 98.53% R: 95.03% F: 96.75%
779
+ 2023-04-12 22:06:48 INFO dev: loss: nan - UP: 94.44% UR: 66.67% UF: 78.16% P: 94.44% R: 66.67% F: 78.16%
780
+ 2023-04-12 22:06:49 INFO test: loss: nan - UP: 30.74% UR: 39.30% UF: 34.49% P: 28.78% R: 36.79% F: 32.30%
781
+ 2023-04-12 22:06:49 INFO 0:00:03.211221s elapsed
782
+
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+ 2023-04-12 22:06:49 INFO Epoch 120 / 5000:
784
+ 2023-04-12 22:06:51 INFO lr: 4.8800e-05 - loss: 0.0325 - UP: 94.91% UR: 97.04% UF: 95.96% P: 93.87% R: 95.98% F: 94.91%
785
+ 2023-04-12 22:06:51 INFO dev: loss: nan - UP: 76.52% UR: 86.27% UF: 81.11% P: 76.52% R: 86.27% F: 81.11%
786
+ 2023-04-12 22:06:53 INFO test: loss: nan - UP: 20.57% UR: 45.55% UF: 28.34% P: 19.13% R: 42.35% F: 26.35%
787
+ 2023-04-12 22:06:53 INFO 0:00:03.502380s elapsed
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+
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+ 2023-04-12 22:06:53 INFO Epoch 121 / 5000:
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+ 2023-04-12 22:06:54 INFO lr: 4.8790e-05 - loss: 0.0082 - UP: 96.16% UR: 97.87% UF: 97.01% P: 96.16% R: 97.87% F: 97.01%
791
+ 2023-04-12 22:06:55 INFO dev: loss: nan - UP: 85.71% UR: 82.35% UF: 84.00% P: 84.69% R: 81.37% F: 83.00%
792
+ 2023-04-12 22:06:56 INFO test: loss: nan - UP: 26.03% UR: 36.07% UF: 30.24% P: 24.18% R: 33.50% F: 28.09%
793
+ 2023-04-12 22:06:56 INFO 0:00:03.074321s elapsed
794
+
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+ 2023-04-12 22:06:56 INFO Epoch 122 / 5000:
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+ 2023-04-12 22:06:57 INFO lr: 4.8780e-05 - loss: 0.0005 - UP: 98.15% UR: 94.32% UF: 96.20% P: 98.03% R: 94.20% F: 96.08%
797
+ 2023-04-12 22:06:58 INFO dev: loss: nan - UP: 93.02% UR: 78.43% UF: 85.11% P: 91.86% R: 77.45% F: 84.04%
798
+ 2023-04-12 22:06:59 INFO test: loss: nan - UP: 31.29% UR: 34.41% UF: 32.78% P: 29.48% R: 32.42% F: 30.88%
799
+ 2023-04-12 22:06:59 INFO 0:00:03.009604s elapsed
800
+
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+ 2023-04-12 22:06:59 INFO Epoch 123 / 5000:
802
+ 2023-04-12 22:07:00 INFO lr: 4.8770e-05 - loss: 0.0138 - UP: 98.56% UR: 97.51% UF: 98.04% P: 98.33% R: 97.28% F: 97.80%
803
+ 2023-04-12 22:07:01 INFO dev: loss: nan - UP: 88.78% UR: 85.29% UF: 87.00% P: 87.76% R: 84.31% F: 86.00%
804
+ 2023-04-12 22:07:02 INFO test: loss: nan - UP: 32.18% UR: 38.03% UF: 34.86% P: 30.23% R: 35.74% F: 32.76%
805
+ 2023-04-12 22:07:02 INFO 0:00:02.971048s elapsed
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+
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+ 2023-04-12 22:07:02 INFO Epoch 124 / 5000:
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+ 2023-04-12 22:07:03 INFO lr: 4.8760e-05 - loss: 0.0004 - UP: 97.87% UR: 97.75% UF: 97.81% P: 97.63% R: 97.51% F: 97.57%
809
+ 2023-04-12 22:07:04 INFO dev: loss: nan - UP: 89.58% UR: 84.31% UF: 86.87% P: 88.54% R: 83.33% F: 85.86%
810
+ 2023-04-12 22:07:05 INFO test: loss: nan - UP: 36.05% UR: 37.40% UF: 36.71% P: 33.90% R: 35.16% F: 34.52%
811
+ 2023-04-12 22:07:05 INFO 0:00:03.220118s elapsed
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+
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+ 2023-04-12 22:07:05 INFO Epoch 125 / 5000:
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+ 2023-04-12 22:07:07 INFO lr: 4.8750e-05 - loss: 0.0001 - UP: 97.51% UR: 97.51% UF: 97.51% P: 97.16% R: 97.16% F: 97.16%
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+ 2023-04-12 22:07:07 INFO dev: loss: nan - UP: 89.25% UR: 81.37% UF: 85.13% P: 88.17% R: 80.39% F: 84.10%
816
+ 2023-04-12 22:07:08 INFO test: loss: nan - UP: 39.96% UR: 35.86% UF: 37.80% P: 37.61% R: 33.75% F: 35.57%
817
+ 2023-04-12 22:07:08 INFO 0:00:03.364671s elapsed
818
+
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+ 2023-04-12 22:07:08 INFO Epoch 126 / 5000:
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+ 2023-04-12 22:07:10 INFO lr: 4.8740e-05 - loss: 0.0150 - UP: 98.09% UR: 97.04% UF: 97.56% P: 97.73% R: 96.69% F: 97.20%
821
+ 2023-04-12 22:07:10 INFO dev: loss: nan - UP: 90.80% UR: 77.45% UF: 83.60% P: 90.80% R: 77.45% F: 83.60%
822
+ 2023-04-12 22:07:11 INFO test: loss: nan - UP: 38.65% UR: 37.67% UF: 38.15% P: 36.33% R: 35.41% F: 35.86%
823
+ 2023-04-12 22:07:11 INFO 0:00:03.064287s elapsed
824
+
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+ 2023-04-12 22:07:11 INFO Epoch 127 / 5000:
826
+ 2023-04-12 22:07:13 INFO lr: 4.8730e-05 - loss: 0.0119 - UP: 98.07% UR: 96.45% UF: 97.26% P: 97.95% R: 96.33% F: 97.14%
827
+ 2023-04-12 22:07:13 INFO dev: loss: nan - UP: 91.21% UR: 81.37% UF: 86.01% P: 90.11% R: 80.39% F: 84.97%
828
+ 2023-04-12 22:07:14 INFO test: loss: nan - UP: 36.60% UR: 39.09% UF: 37.80% P: 34.40% R: 36.73% F: 35.53%
829
+ 2023-04-12 22:07:14 INFO 0:00:02.927734s elapsed
830
+
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+ 2023-04-12 22:07:14 INFO Epoch 128 / 5000:
832
+ 2023-04-12 22:07:16 INFO lr: 4.8720e-05 - loss: 0.0302 - UP: 97.62% UR: 96.92% UF: 97.27% P: 97.38% R: 96.69% F: 97.03%
833
+ 2023-04-12 22:07:16 INFO dev: loss: nan - UP: 91.30% UR: 82.35% UF: 86.60% P: 90.22% R: 81.37% F: 85.57%
834
+ 2023-04-12 22:07:17 INFO test: loss: nan - UP: 38.05% UR: 36.92% UF: 37.48% P: 35.69% R: 34.62% F: 35.15%
835
+ 2023-04-12 22:07:17 INFO 0:00:02.952900s elapsed
836
+
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+ 2023-04-12 22:07:17 INFO Epoch 129 / 5000:
838
+ 2023-04-12 22:07:19 INFO lr: 4.8710e-05 - loss: 0.0184 - UP: 98.45% UR: 97.51% UF: 97.98% P: 97.97% R: 97.04% F: 97.50%
839
+ 2023-04-12 22:07:19 INFO dev: loss: nan - UP: 91.01% UR: 79.41% UF: 84.82% P: 89.89% R: 78.43% F: 83.77%
840
+ 2023-04-12 22:07:20 INFO test: loss: nan - UP: 40.99% UR: 35.29% UF: 37.92% P: 38.32% R: 32.99% F: 35.46%
841
+ 2023-04-12 22:07:20 INFO 0:00:02.956995s elapsed
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+
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+ 2023-04-12 22:07:20 INFO Epoch 130 / 5000:
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+ 2023-04-12 22:07:22 INFO lr: 4.8700e-05 - loss: 0.0214 - UP: 97.96% UR: 96.80% UF: 97.38% P: 97.84% R: 96.69% F: 97.26%
845
+ 2023-04-12 22:07:22 INFO dev: loss: nan - UP: 89.47% UR: 83.33% UF: 86.29% P: 88.42% R: 82.35% F: 85.28%
846
+ 2023-04-12 22:07:23 INFO test: loss: nan - UP: 36.48% UR: 37.79% UF: 37.12% P: 34.06% R: 35.29% F: 34.66%
847
+ 2023-04-12 22:07:23 INFO 0:00:02.963270s elapsed
848
+
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+ 2023-04-12 22:07:23 INFO Epoch 131 / 5000:
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+ 2023-04-12 22:07:25 INFO lr: 4.8690e-05 - loss: 0.0142 - UP: 97.98% UR: 97.63% UF: 97.81% P: 97.86% R: 97.51% F: 97.69%
851
+ 2023-04-12 22:07:25 INFO dev: loss: nan - UP: 81.90% UR: 84.31% UF: 83.09% P: 80.95% R: 83.33% F: 82.13%
852
+ 2023-04-12 22:07:26 INFO test: loss: nan - UP: 34.01% UR: 39.78% UF: 36.67% P: 31.79% R: 37.19% F: 34.28%
853
+ 2023-04-12 22:07:26 INFO 0:00:02.770997s elapsed
854
+
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+ 2023-04-12 22:07:26 INFO Epoch 132 / 5000:
856
+ 2023-04-12 22:07:28 INFO lr: 4.8680e-05 - loss: 0.0056 - UP: 98.21% UR: 97.63% UF: 97.92% P: 98.10% R: 97.51% F: 97.80%
857
+ 2023-04-12 22:07:28 INFO dev: loss: nan - UP: 78.79% UR: 76.47% UF: 77.61% P: 78.79% R: 76.47% F: 77.61%
858
+ 2023-04-12 22:07:29 INFO test: loss: nan - UP: 35.96% UR: 38.79% UF: 37.32% P: 33.61% R: 36.25% F: 34.88%
859
+ 2023-04-12 22:07:29 INFO 0:00:02.671739s elapsed
860
+
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+ 2023-04-12 22:07:29 INFO Epoch 133 / 5000:
862
+ 2023-04-12 22:07:30 INFO lr: 4.8670e-05 - loss: 0.0084 - UP: 99.04% UR: 97.87% UF: 98.45% P: 99.04% R: 97.87% F: 98.45%
863
+ 2023-04-12 22:07:30 INFO dev: loss: nan - UP: 81.52% UR: 73.53% UF: 77.32% P: 81.52% R: 73.53% F: 77.32%
864
+ 2023-04-12 22:07:31 INFO test: loss: nan - UP: 32.89% UR: 39.36% UF: 35.83% P: 30.49% R: 36.49% F: 33.22%
865
+ 2023-04-12 22:07:31 INFO 0:00:02.656269s elapsed
866
+
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+ 2023-04-12 22:07:31 INFO Epoch 134 / 5000:
868
+ 2023-04-12 22:07:33 INFO lr: 4.8660e-05 - loss: 0.0002 - UP: 98.35% UR: 98.58% UF: 98.46% P: 97.99% R: 98.22% F: 98.11%
869
+ 2023-04-12 22:07:33 INFO dev: loss: nan - UP: 83.15% UR: 72.55% UF: 77.49% P: 83.15% R: 72.55% F: 77.49%
870
+ 2023-04-12 22:07:34 INFO test: loss: nan - UP: 29.20% UR: 40.18% UF: 33.82% P: 26.88% R: 36.98% F: 31.13%
871
+ 2023-04-12 22:07:34 INFO 0:00:02.680475s elapsed
872
+
873
+ 2023-04-12 22:08:29 INFO Epoch 104 saved
874
+ 2023-04-12 22:08:29 INFO dev: UP: 89.90% UR: 87.25% UF: 88.56% P: 89.90% R: 87.25% F: 88.56%
875
+ 2023-04-12 22:08:29 INFO test: UP: 24.25% UR: 39.90% UF: 30.17% P: 22.67% R: 37.31% F: 28.21%
876
+ 2023-04-12 22:08:29 INFO 0:06:47.278263s elapsed, 0:00:03.039390s/epoch
models/opener_en/byLength_asc20/model_vi_opener_en_mbert_6 ADDED
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1
+ 2023-04-12 22:29:45 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_mbert_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 | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/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 | bert-base-multilingual-cased
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-12 22:29:45 INFO Building the fields
39
+ 2023-04-12 22:29:51 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-12 22:29:51 INFO Building the model
44
+ 2023-04-12 22:30:26 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-12 22:30:26 INFO Loading the data
64
+ 2023-04-12 22:30:26 INFO
65
+ train: Dataset(n_sentences=347, n_batches=8, n_buckets=8)
66
+ dev: Dataset(n_sentences=48, n_batches=7, n_buckets=7)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-12 22:30:32 INFO Epoch 1 / 5000:
70
+ 2023-04-12 22:30:37 INFO lr: 4.9990e-05 - loss: 0.2072 - UP: 17.98% UR: 16.21% UF: 17.05% P: 6.69% R: 6.04% F: 6.35%
71
+ 2023-04-12 22:30:38 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-12 22:30:39 INFO test: loss: 0.2468 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-12 22:30:39 INFO 0:00:06.909795s elapsed
74
+
75
+ 2023-04-12 22:30:39 INFO Epoch 2 / 5000:
76
+ 2023-04-12 22:30:40 INFO lr: 4.9980e-05 - loss: 0.4152 - UP: 53.19% UR: 2.96% UF: 5.61% P: 44.68% R: 2.49% F: 4.71%
77
+ 2023-04-12 22:30:40 INFO dev: loss: nan - UP: 88.89% UR: 7.84% UF: 14.41% P: 66.67% R: 5.88% F: 10.81%
78
+ 2023-04-12 22:30:41 INFO test: loss: 0.2513 - UP: 5.95% UR: 8.66% UF: 7.05% P: 4.81% R: 7.00% F: 5.70%
79
+ 2023-04-12 22:30:52 INFO 0:00:02.324024s elapsed (saved)
80
+
81
+ 2023-04-12 22:30:52 INFO Epoch 3 / 5000:
82
+ 2023-04-12 22:30:53 INFO lr: 4.9970e-05 - loss: 0.1995 - UP: 69.58% UR: 25.44% UF: 37.26% P: 60.84% R: 22.25% F: 32.58%
83
+ 2023-04-12 22:30:53 INFO dev: loss: nan - UP: 73.53% UR: 24.51% UF: 36.76% P: 50.00% R: 16.67% F: 25.00%
84
+ 2023-04-12 22:30:54 INFO test: loss: 0.1774 - UP: 33.61% UR: 15.70% UF: 21.40% P: 27.54% R: 12.86% F: 17.53%
85
+ 2023-04-12 22:31:05 INFO 0:00:02.421575s elapsed (saved)
86
+
87
+ 2023-04-12 22:31:05 INFO Epoch 4 / 5000:
88
+ 2023-04-12 22:31:06 INFO lr: 4.9960e-05 - loss: 0.0187 - UP: 76.84% UR: 42.01% UF: 54.32% P: 69.26% R: 37.87% F: 48.97%
89
+ 2023-04-12 22:31:07 INFO dev: loss: nan - UP: 68.13% UR: 60.78% UF: 64.25% P: 49.45% R: 44.12% F: 46.63%
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+ 2023-04-12 22:31:40 INFO test: loss: 0.1899 - UP: 33.32% UR: 31.45% UF: 32.36% P: 27.85% R: 26.29% F: 27.05%
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+ 2023-04-12 22:31:53 INFO dev: loss: nan - UP: 79.27% UR: 63.73% UF: 70.65% P: 70.73% R: 56.86% F: 63.04%
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+ 2023-04-12 22:31:54 INFO test: loss: 0.2259 - UP: 22.67% UR: 36.10% UF: 27.85% P: 19.56% R: 31.15% F: 24.03%
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+ 2023-04-12 22:31:56 INFO dev: loss: nan - UP: 80.46% UR: 68.63% UF: 74.07% P: 75.86% R: 64.71% F: 69.84%
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+ 2023-04-12 22:31:56 INFO test: loss: 0.2125 - UP: 34.49% UR: 30.49% UF: 32.37% P: 29.34% R: 25.93% F: 27.53%
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+ 2023-04-12 22:32:13 INFO test: loss: 0.2434 - UP: 25.57% UR: 31.69% UF: 28.31% P: 21.58% R: 26.74% F: 23.88%
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+ 2023-04-12 22:32:14 INFO dev: loss: nan - UP: 72.73% UR: 62.75% UF: 67.37% P: 67.05% R: 57.84% F: 62.11%
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+ 2023-04-12 22:32:15 INFO test: loss: 0.3149 - UP: 23.23% UR: 44.28% UF: 30.47% P: 19.92% R: 37.97% F: 26.13%
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+ 2023-04-12 22:32:17 INFO dev: loss: nan - UP: 73.27% UR: 72.55% UF: 72.91% P: 69.31% R: 68.63% F: 68.97%
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+ 2023-04-12 22:32:18 INFO test: loss: 0.4262 - UP: 16.60% UR: 52.58% UF: 25.24% P: 14.17% R: 44.88% F: 21.54%
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+ 2023-04-12 22:32:20 INFO dev: loss: nan - UP: 86.30% UR: 61.76% UF: 72.00% P: 80.82% R: 57.84% F: 67.43%
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+ 2023-04-12 22:32:21 INFO test: loss: 0.2177 - UP: 38.27% UR: 32.51% UF: 35.16% P: 33.51% R: 28.46% F: 30.78%
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+ 2023-04-12 22:32:23 INFO dev: loss: nan - UP: 75.76% UR: 73.53% UF: 74.63% P: 73.74% R: 71.57% F: 72.64%
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+ 2023-04-12 22:32:24 INFO test: loss: 0.3226 - UP: 29.26% UR: 36.16% UF: 32.35% P: 25.72% R: 31.78% F: 28.43%
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+ 2023-04-12 22:32:37 INFO lr: 4.9830e-05 - loss: 0.0378 - UP: 97.57% UR: 90.30% UF: 93.79% P: 96.93% R: 89.70% F: 93.18%
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+ 2023-04-12 22:32:37 INFO dev: loss: nan - UP: 85.53% UR: 63.73% UF: 73.03% P: 77.63% R: 57.84% F: 66.29%
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+ 2023-04-12 22:32:38 INFO test: loss: 0.2445 - UP: 50.05% UR: 28.28% UF: 36.14% P: 43.11% R: 24.36% F: 31.13%
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+ 2023-04-12 22:32:39 INFO lr: 4.9820e-05 - loss: 0.0183 - UP: 94.46% UR: 94.91% UF: 94.69% P: 93.52% R: 93.96% F: 93.74%
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+ 2023-04-12 22:32:39 INFO dev: loss: nan - UP: 83.52% UR: 74.51% UF: 78.76% P: 78.02% R: 69.61% F: 73.58%
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+ 2023-04-12 22:32:40 INFO test: loss: 0.2607 - UP: 35.77% UR: 36.67% UF: 36.21% P: 31.23% R: 32.03% F: 31.62%
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+ 2023-04-12 22:32:53 INFO lr: 4.9810e-05 - loss: 0.0015 - UP: 97.54% UR: 93.73% UF: 95.59% P: 96.67% R: 92.90% F: 94.75%
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+ 2023-04-12 22:32:53 INFO dev: loss: nan - UP: 82.28% UR: 63.73% UF: 71.82% P: 79.75% R: 61.76% F: 69.61%
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+ 2023-04-12 22:32:54 INFO test: loss: 0.2561 - UP: 32.72% UR: 35.59% UF: 34.09% P: 28.81% R: 31.33% F: 30.02%
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+ 2023-04-12 22:32:56 INFO lr: 4.9800e-05 - loss: 0.0035 - UP: 96.42% UR: 95.74% UF: 96.08% P: 95.83% R: 95.15% F: 95.49%
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+ 2023-04-12 22:32:56 INFO dev: loss: nan - UP: 80.90% UR: 70.59% UF: 75.39% P: 75.28% R: 65.69% F: 70.16%
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+ 2023-04-12 22:32:57 INFO test: loss: 0.3080 - UP: 29.43% UR: 39.33% UF: 33.66% P: 25.50% R: 34.08% F: 29.17%
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+ 2023-04-12 22:32:58 INFO lr: 4.9790e-05 - loss: 0.0041 - UP: 96.49% UR: 97.51% UF: 97.00% P: 96.14% R: 97.16% F: 96.65%
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+ 2023-04-12 22:32:58 INFO dev: loss: nan - UP: 86.67% UR: 63.73% UF: 73.45% P: 84.00% R: 61.76% F: 71.19%
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+ 2023-04-12 22:32:59 INFO test: loss: 0.3873 - UP: 20.56% UR: 37.04% UF: 26.44% P: 17.23% R: 31.03% F: 22.16%
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+ 2023-04-12 22:33:00 INFO lr: 4.9780e-05 - loss: 0.1231 - UP: 97.01% UR: 95.86% UF: 96.43% P: 96.89% R: 95.74% F: 96.31%
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+ 2023-04-12 22:33:00 INFO dev: loss: nan - UP: 80.00% UR: 62.75% UF: 70.33% P: 73.75% R: 57.84% F: 64.84%
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+ 2023-04-12 22:33:02 INFO test: loss: 0.3466 - UP: 23.41% UR: 38.79% UF: 29.20% P: 19.97% R: 33.08% F: 24.91%
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+ 2023-04-12 22:33:03 INFO lr: 4.9770e-05 - loss: 0.0146 - UP: 98.18% UR: 95.74% UF: 96.94% P: 97.45% R: 95.03% F: 96.23%
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+ 2023-04-12 22:33:03 INFO dev: loss: nan - UP: 77.91% UR: 65.69% UF: 71.28% P: 69.77% R: 58.82% F: 63.83%
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+ 2023-04-12 22:33:04 INFO test: loss: 0.3602 - UP: 20.75% UR: 45.16% UF: 28.43% P: 18.06% R: 39.30% F: 24.74%
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+ 2023-04-12 22:33:05 INFO lr: 4.9760e-05 - loss: 0.0130 - UP: 96.48% UR: 97.40% UF: 96.94% P: 96.01% R: 96.92% F: 96.47%
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+ 2023-04-12 22:33:06 INFO dev: loss: nan - UP: 83.75% UR: 65.69% UF: 73.63% P: 78.75% R: 61.76% F: 69.23%
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+ 2023-04-12 22:33:07 INFO test: loss: 0.3466 - UP: 24.09% UR: 40.99% UF: 30.34% P: 21.20% R: 36.07% F: 26.70%
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+ 2023-04-12 22:33:09 INFO lr: 4.9750e-05 - loss: 0.0001 - UP: 98.67% UR: 96.33% UF: 97.49% P: 98.67% R: 96.33% F: 97.49%
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+ 2023-04-12 22:33:09 INFO dev: loss: nan - UP: 81.52% UR: 73.53% UF: 77.32% P: 72.83% R: 65.69% F: 69.07%
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+ 2023-04-12 22:33:10 INFO test: loss: 0.4157 - UP: 23.04% UR: 40.39% UF: 29.34% P: 19.82% R: 34.74% F: 25.24%
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+ 2023-04-12 22:33:12 INFO lr: 4.9740e-05 - loss: 0.0094 - UP: 98.34% UR: 97.87% UF: 98.10% P: 97.86% R: 97.40% F: 97.63%
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+ 2023-04-12 22:33:12 INFO dev: loss: nan - UP: 85.19% UR: 67.65% UF: 75.41% P: 76.54% R: 60.78% F: 67.76%
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+ 2023-04-12 22:33:13 INFO test: loss: 0.3929 - UP: 24.13% UR: 39.72% UF: 30.02% P: 20.88% R: 34.38% F: 25.98%
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+ 2023-04-12 22:33:14 INFO lr: 4.9730e-05 - loss: 0.0275 - UP: 97.97% UR: 97.04% UF: 97.50% P: 94.62% R: 93.73% F: 94.17%
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+ 2023-04-12 22:33:14 INFO dev: loss: nan - UP: 81.82% UR: 70.59% UF: 75.79% P: 78.41% R: 67.65% F: 72.63%
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+ 2023-04-12 22:33:16 INFO test: loss: 0.3327 - UP: 26.99% UR: 40.87% UF: 32.51% P: 23.96% R: 36.28% F: 28.86%
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+ 2023-04-12 22:33:17 INFO lr: 4.9720e-05 - loss: 0.0006 - UP: 98.91% UR: 96.69% UF: 97.79% P: 96.13% R: 93.96% F: 95.03%
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+ 2023-04-12 22:33:17 INFO dev: loss: nan - UP: 85.71% UR: 64.71% UF: 73.74% P: 81.82% R: 61.76% F: 70.39%
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+ 2023-04-12 22:33:18 INFO test: loss: 0.2772 - UP: 33.78% UR: 36.92% UF: 35.28% P: 29.61% R: 32.36% F: 30.92%
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+ 2023-04-12 22:33:20 INFO lr: 4.9710e-05 - loss: 0.0096 - UP: 98.92% UR: 97.99% UF: 98.45% P: 97.13% R: 96.21% F: 96.67%
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+ 2023-04-12 22:33:20 INFO dev: loss: nan - UP: 84.42% UR: 63.73% UF: 72.63% P: 79.22% R: 59.80% F: 68.16%
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+ 2023-04-12 22:33:21 INFO test: loss: 0.2943 - UP: 35.49% UR: 36.28% UF: 35.88% P: 31.59% R: 32.30% F: 31.94%
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+ 2023-04-12 22:33:22 INFO lr: 4.9700e-05 - loss: 0.0163 - UP: 97.65% UR: 98.22% UF: 97.94% P: 97.29% R: 97.87% F: 97.58%
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+ 2023-04-12 22:33:23 INFO dev: loss: nan - UP: 83.75% UR: 65.69% UF: 73.63% P: 73.75% R: 57.84% F: 64.84%
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+ 2023-04-12 22:33:24 INFO test: loss: 0.3252 - UP: 31.77% UR: 37.79% UF: 34.52% P: 27.89% R: 33.17% F: 30.30%
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+ 2023-04-12 22:33:25 INFO lr: 4.9690e-05 - loss: 0.0021 - UP: 99.05% UR: 98.34% UF: 98.69% P: 98.33% R: 97.63% F: 97.98%
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+ 2023-04-12 22:33:25 INFO dev: loss: nan - UP: 92.11% UR: 68.63% UF: 78.65% P: 82.89% R: 61.76% F: 70.79%
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+ 2023-04-12 22:33:27 INFO test: loss: 0.3050 - UP: 31.96% UR: 34.92% UF: 33.38% P: 27.93% R: 30.52% F: 29.16%
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+ 2023-04-12 22:33:28 INFO lr: 4.9680e-05 - loss: 0.0006 - UP: 99.15% UR: 97.04% UF: 98.09% P: 98.55% R: 96.45% F: 97.49%
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+ 2023-04-12 22:33:28 INFO dev: loss: nan - UP: 85.54% UR: 69.61% UF: 76.76% P: 83.13% R: 67.65% F: 74.59%
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+ 2023-04-12 22:33:29 INFO test: loss: 0.3910 - UP: 30.49% UR: 37.97% UF: 33.82% P: 25.71% R: 32.03% F: 28.53%
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+ 2023-04-12 22:33:42 INFO lr: 4.9670e-05 - loss: 0.0066 - UP: 98.01% UR: 98.93% UF: 98.47% P: 97.77% R: 98.70% F: 98.23%
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+ 2023-04-12 22:33:42 INFO dev: loss: nan - UP: 85.00% UR: 66.67% UF: 74.73% P: 82.50% R: 64.71% F: 72.53%
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+ 2023-04-12 22:33:43 INFO test: loss: 0.4271 - UP: 29.90% UR: 37.16% UF: 33.14% P: 25.46% R: 31.63% F: 28.21%
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+ 2023-04-12 22:33:44 INFO lr: 4.9660e-05 - loss: 0.0155 - UP: 99.28% UR: 97.51% UF: 98.39% P: 99.16% R: 97.40% F: 98.27%
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+ 2023-04-12 22:33:45 INFO dev: loss: nan - UP: 85.00% UR: 66.67% UF: 74.73% P: 80.00% R: 62.75% F: 70.33%
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+ 2023-04-12 22:33:46 INFO test: loss: 0.3957 - UP: 29.98% UR: 37.10% UF: 33.16% P: 26.22% R: 32.45% F: 29.00%
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+ 2023-04-12 22:33:47 INFO lr: 4.9650e-05 - loss: 0.0116 - UP: 98.33% UR: 97.75% UF: 98.04% P: 98.10% R: 97.51% F: 97.80%
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+ 2023-04-12 22:33:47 INFO dev: loss: nan - UP: 85.71% UR: 64.71% UF: 73.74% P: 80.52% R: 60.78% F: 69.27%
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+ 2023-04-12 22:33:48 INFO test: loss: 0.3228 - UP: 32.62% UR: 39.81% UF: 35.86% P: 29.06% R: 35.47% F: 31.95%
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+ 2023-04-12 22:33:49 INFO lr: 4.9640e-05 - loss: 0.0001 - UP: 98.81% UR: 98.46% UF: 98.64% P: 98.57% R: 98.22% F: 98.40%
281
+ 2023-04-12 22:33:49 INFO dev: loss: nan - UP: 88.16% UR: 65.69% UF: 75.28% P: 81.58% R: 60.78% F: 69.66%
282
+ 2023-04-12 22:33:51 INFO test: loss: 0.2670 - UP: 38.47% UR: 36.37% UF: 37.39% P: 34.13% R: 32.27% F: 33.17%
283
+ 2023-04-12 22:33:51 INFO 0:00:02.530899s elapsed
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+ 2023-04-12 22:33:52 INFO lr: 4.9630e-05 - loss: 0.0003 - UP: 98.92% UR: 97.87% UF: 98.39% P: 98.80% R: 97.75% F: 98.27%
287
+ 2023-04-12 22:33:52 INFO dev: loss: nan - UP: 85.00% UR: 66.67% UF: 74.73% P: 81.25% R: 63.73% F: 71.43%
288
+ 2023-04-12 22:33:53 INFO test: loss: 0.3174 - UP: 33.23% UR: 38.82% UF: 35.81% P: 29.61% R: 34.59% F: 31.91%
289
+ 2023-04-12 22:33:53 INFO 0:00:02.550356s elapsed
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+ 2023-04-12 22:33:55 INFO lr: 4.9620e-05 - loss: 0.0007 - UP: 99.28% UR: 97.63% UF: 98.45% P: 99.16% R: 97.51% F: 98.33%
293
+ 2023-04-12 22:33:55 INFO dev: loss: nan - UP: 93.15% UR: 66.67% UF: 77.71% P: 89.04% R: 63.73% F: 74.29%
294
+ 2023-04-12 22:33:56 INFO test: loss: 0.3121 - UP: 35.75% UR: 34.92% UF: 35.33% P: 32.08% R: 31.33% F: 31.70%
295
+ 2023-04-12 22:33:56 INFO 0:00:02.964370s elapsed
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+ 2023-04-12 22:33:56 INFO Epoch 39 / 5000:
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+ 2023-04-12 22:33:58 INFO lr: 4.9610e-05 - loss: 0.0174 - UP: 98.92% UR: 97.99% UF: 98.45% P: 98.92% R: 97.99% F: 98.45%
299
+ 2023-04-12 22:33:58 INFO dev: loss: nan - UP: 84.15% UR: 67.65% UF: 75.00% P: 80.49% R: 64.71% F: 71.74%
300
+ 2023-04-12 22:33:59 INFO test: loss: 0.3922 - UP: 30.20% UR: 36.92% UF: 33.22% P: 26.48% R: 32.36% F: 29.12%
301
+ 2023-04-12 22:33:59 INFO 0:00:03.063163s elapsed
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+ 2023-04-12 22:33:59 INFO Epoch 40 / 5000:
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+ 2023-04-12 22:34:00 INFO lr: 4.9600e-05 - loss: 0.0114 - UP: 98.93% UR: 98.70% UF: 98.82% P: 98.81% R: 98.58% F: 98.70%
305
+ 2023-04-12 22:34:01 INFO dev: loss: nan - UP: 84.52% UR: 69.61% UF: 76.34% P: 80.95% R: 66.67% F: 73.12%
306
+ 2023-04-12 22:34:02 INFO test: loss: 0.3749 - UP: 33.33% UR: 37.46% UF: 35.28% P: 28.93% R: 32.51% F: 30.61%
307
+ 2023-04-12 22:34:02 INFO 0:00:02.498418s elapsed
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+ 2023-04-12 22:34:02 INFO Epoch 41 / 5000:
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+ 2023-04-12 22:34:03 INFO lr: 4.9590e-05 - loss: 0.0141 - UP: 98.58% UR: 98.46% UF: 98.52% P: 98.58% R: 98.46% F: 98.52%
311
+ 2023-04-12 22:34:03 INFO dev: loss: nan - UP: 81.71% UR: 65.69% UF: 72.83% P: 78.05% R: 62.75% F: 69.57%
312
+ 2023-04-12 22:34:04 INFO test: loss: 0.3391 - UP: 32.08% UR: 38.67% UF: 35.07% P: 28.05% R: 33.81% F: 30.66%
313
+ 2023-04-12 22:34:04 INFO 0:00:02.554745s elapsed
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315
+ 2023-04-12 22:34:04 INFO Epoch 42 / 5000:
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+ 2023-04-12 22:34:05 INFO lr: 4.9580e-05 - loss: 0.0009 - UP: 99.76% UR: 98.11% UF: 98.93% P: 99.76% R: 98.11% F: 98.93%
317
+ 2023-04-12 22:34:06 INFO dev: loss: nan - UP: 80.00% UR: 66.67% UF: 72.73% P: 76.47% R: 63.73% F: 69.52%
318
+ 2023-04-12 22:34:07 INFO test: loss: 0.3239 - UP: 29.64% UR: 40.57% UF: 34.26% P: 26.03% R: 35.62% F: 30.08%
319
+ 2023-04-12 22:34:07 INFO 0:00:02.459473s elapsed
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+ 2023-04-12 22:34:07 INFO Epoch 43 / 5000:
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+ 2023-04-12 22:34:08 INFO lr: 4.9570e-05 - loss: 0.0000 - UP: 98.69% UR: 98.34% UF: 98.52% P: 98.69% R: 98.34% F: 98.52%
323
+ 2023-04-12 22:34:08 INFO dev: loss: nan - UP: 85.90% UR: 65.69% UF: 74.44% P: 80.77% R: 61.76% F: 70.00%
324
+ 2023-04-12 22:34:09 INFO test: loss: 0.3118 - UP: 32.06% UR: 38.79% UF: 35.10% P: 28.44% R: 34.41% F: 31.14%
325
+ 2023-04-12 22:34:09 INFO 0:00:02.583195s elapsed
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+
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+ 2023-04-12 22:34:09 INFO Epoch 44 / 5000:
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+ 2023-04-12 22:34:11 INFO lr: 4.9560e-05 - loss: 0.0000 - UP: 99.76% UR: 97.63% UF: 98.68% P: 99.52% R: 97.40% F: 98.44%
329
+ 2023-04-12 22:34:11 INFO dev: loss: nan - UP: 82.35% UR: 68.63% UF: 74.87% P: 78.82% R: 65.69% F: 71.66%
330
+ 2023-04-12 22:34:12 INFO test: loss: 0.3445 - UP: 27.75% UR: 40.72% UF: 33.00% P: 24.87% R: 36.49% F: 29.58%
331
+ 2023-04-12 22:34:12 INFO 0:00:03.255789s elapsed
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+
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+ 2023-04-12 22:34:12 INFO Epoch 45 / 5000:
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+ 2023-04-12 22:34:14 INFO lr: 4.9550e-05 - loss: 0.0008 - UP: 99.04% UR: 98.11% UF: 98.57% P: 98.92% R: 97.99% F: 98.45%
335
+ 2023-04-12 22:34:14 INFO dev: loss: nan - UP: 81.18% UR: 67.65% UF: 73.80% P: 77.65% R: 64.71% F: 70.59%
336
+ 2023-04-12 22:34:15 INFO test: loss: 0.3738 - UP: 24.43% UR: 42.35% UF: 30.98% P: 21.67% R: 37.58% F: 27.49%
337
+ 2023-04-12 22:34:15 INFO 0:00:02.779874s elapsed
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+
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+ 2023-04-12 22:34:15 INFO Epoch 46 / 5000:
340
+ 2023-04-12 22:34:17 INFO lr: 4.9540e-05 - loss: 0.0095 - UP: 98.82% UR: 98.93% UF: 98.88% P: 98.82% R: 98.93% F: 98.88%
341
+ 2023-04-12 22:34:17 INFO dev: loss: nan - UP: 91.89% UR: 66.67% UF: 77.27% P: 87.84% R: 63.73% F: 73.86%
342
+ 2023-04-12 22:34:18 INFO test: loss: 0.3475 - UP: 27.35% UR: 40.02% UF: 32.50% P: 24.11% R: 35.29% F: 28.65%
343
+ 2023-04-12 22:34:18 INFO 0:00:02.495908s elapsed
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+
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+ 2023-04-12 22:34:18 INFO Epoch 47 / 5000:
346
+ 2023-04-12 22:34:19 INFO lr: 4.9530e-05 - loss: 0.0002 - UP: 99.52% UR: 97.87% UF: 98.69% P: 99.40% R: 97.75% F: 98.57%
347
+ 2023-04-12 22:34:19 INFO dev: loss: nan - UP: 85.00% UR: 66.67% UF: 74.73% P: 80.00% R: 62.75% F: 70.33%
348
+ 2023-04-12 22:34:20 INFO test: loss: 0.3733 - UP: 26.88% UR: 40.33% UF: 32.25% P: 23.56% R: 35.35% F: 28.27%
349
+ 2023-04-12 22:34:20 INFO 0:00:02.506808s elapsed
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+
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+ 2023-04-12 22:34:20 INFO Epoch 48 / 5000:
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+ 2023-04-12 22:34:22 INFO lr: 4.9520e-05 - loss: 0.0087 - UP: 98.58% UR: 98.34% UF: 98.46% P: 98.58% R: 98.34% F: 98.46%
353
+ 2023-04-12 22:34:22 INFO dev: loss: nan - UP: 76.92% UR: 68.63% UF: 72.54% P: 72.53% R: 64.71% F: 68.39%
354
+ 2023-04-12 22:34:23 INFO test: loss: 0.4914 - UP: 22.77% UR: 44.85% UF: 30.21% P: 19.91% R: 39.21% F: 26.41%
355
+ 2023-04-12 22:34:23 INFO 0:00:02.460775s elapsed
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+
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+ 2023-04-12 22:34:23 INFO Epoch 49 / 5000:
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+ 2023-04-12 22:34:24 INFO lr: 4.9510e-05 - loss: 0.0001 - UP: 98.82% UR: 99.41% UF: 99.12% P: 98.82% R: 99.41% F: 99.12%
359
+ 2023-04-12 22:34:24 INFO dev: loss: nan - UP: 83.75% UR: 65.69% UF: 73.63% P: 77.50% R: 60.78% F: 68.13%
360
+ 2023-04-12 22:34:25 INFO test: loss: 0.3957 - UP: 29.18% UR: 39.39% UF: 33.53% P: 25.81% R: 34.83% F: 29.65%
361
+ 2023-04-12 22:34:25 INFO 0:00:02.663521s elapsed
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+
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+ 2023-04-12 22:34:25 INFO Epoch 50 / 5000:
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+ 2023-04-12 22:34:27 INFO lr: 4.9500e-05 - loss: 0.0001 - UP: 99.64% UR: 98.46% UF: 99.05% P: 99.64% R: 98.46% F: 99.05%
365
+ 2023-04-12 22:34:27 INFO dev: loss: nan - UP: 90.54% UR: 65.69% UF: 76.14% P: 83.78% R: 60.78% F: 70.45%
366
+ 2023-04-12 22:34:28 INFO test: loss: 0.3798 - UP: 30.27% UR: 38.06% UF: 33.72% P: 26.91% R: 33.84% F: 29.98%
367
+ 2023-04-12 22:34:28 INFO 0:00:02.885217s elapsed
368
+
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+ 2023-04-12 22:34:28 INFO Epoch 51 / 5000:
370
+ 2023-04-12 22:34:30 INFO lr: 4.9490e-05 - loss: 0.0020 - UP: 99.76% UR: 99.05% UF: 99.41% P: 99.76% R: 99.05% F: 99.41%
371
+ 2023-04-12 22:34:30 INFO dev: loss: nan - UP: 82.14% UR: 67.65% UF: 74.19% P: 76.19% R: 62.75% F: 68.82%
372
+ 2023-04-12 22:34:31 INFO test: loss: 0.4588 - UP: 23.54% UR: 41.87% UF: 30.14% P: 20.50% R: 36.46% F: 26.25%
373
+ 2023-04-12 22:34:31 INFO 0:00:02.699147s elapsed
374
+
375
+ 2023-04-12 22:34:31 INFO Epoch 52 / 5000:
376
+ 2023-04-12 22:34:32 INFO lr: 4.9480e-05 - loss: 0.0001 - UP: 98.70% UR: 99.17% UF: 98.94% P: 98.59% R: 99.05% F: 98.82%
377
+ 2023-04-12 22:34:32 INFO dev: loss: nan - UP: 86.08% UR: 66.67% UF: 75.14% P: 78.48% R: 60.78% F: 68.51%
378
+ 2023-04-12 22:34:34 INFO test: loss: 0.4139 - UP: 25.44% UR: 40.11% UF: 31.14% P: 22.36% R: 35.26% F: 27.36%
379
+ 2023-04-12 22:34:34 INFO 0:00:02.671462s elapsed
380
+
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+ 2023-04-12 22:34:34 INFO Epoch 53 / 5000:
382
+ 2023-04-12 22:34:35 INFO lr: 4.9470e-05 - loss: 0.0002 - UP: 99.76% UR: 97.51% UF: 98.62% P: 99.76% R: 97.51% F: 98.62%
383
+ 2023-04-12 22:34:35 INFO dev: loss: nan - UP: 84.81% UR: 65.69% UF: 74.03% P: 79.75% R: 61.76% F: 69.61%
384
+ 2023-04-12 22:34:36 INFO test: loss: 0.4248 - UP: 25.53% UR: 40.39% UF: 31.29% P: 22.52% R: 35.62% F: 27.59%
385
+ 2023-04-12 22:34:36 INFO 0:00:02.396906s elapsed
386
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+ 2023-04-12 22:34:36 INFO Epoch 54 / 5000:
388
+ 2023-04-12 22:34:37 INFO lr: 4.9460e-05 - loss: 0.0052 - UP: 99.64% UR: 98.70% UF: 99.17% P: 99.52% R: 98.58% F: 99.05%
389
+ 2023-04-12 22:34:37 INFO dev: loss: nan - UP: 80.52% UR: 60.78% UF: 69.27% P: 74.03% R: 55.88% F: 63.69%
390
+ 2023-04-12 22:34:38 INFO test: loss: 0.4177 - UP: 25.83% UR: 40.36% UF: 31.50% P: 22.93% R: 35.83% F: 27.96%
391
+ 2023-04-12 22:34:38 INFO 0:00:02.366761s elapsed
392
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+ 2023-04-12 22:34:38 INFO Epoch 55 / 5000:
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+ 2023-04-12 22:34:40 INFO lr: 4.9450e-05 - loss: 0.0002 - UP: 98.46% UR: 98.22% UF: 98.34% P: 98.34% R: 98.11% F: 98.22%
395
+ 2023-04-12 22:34:40 INFO dev: loss: nan - UP: 76.34% UR: 69.61% UF: 72.82% P: 70.97% R: 64.71% F: 67.69%
396
+ 2023-04-12 22:34:41 INFO test: loss: 0.5551 - UP: 21.32% UR: 44.76% UF: 28.88% P: 18.43% R: 38.70% F: 24.97%
397
+ 2023-04-12 22:34:41 INFO 0:00:02.408424s elapsed
398
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+ 2023-04-12 22:34:41 INFO Epoch 56 / 5000:
400
+ 2023-04-12 22:34:42 INFO lr: 4.9440e-05 - loss: 0.0048 - UP: 98.70% UR: 98.82% UF: 98.76% P: 98.70% R: 98.82% F: 98.76%
401
+ 2023-04-12 22:34:42 INFO dev: loss: nan - UP: 82.35% UR: 54.90% UF: 65.88% P: 75.00% R: 50.00% F: 60.00%
402
+ 2023-04-12 22:34:43 INFO test: loss: 0.3527 - UP: 37.92% UR: 34.11% UF: 35.91% P: 33.59% R: 30.21% F: 31.81%
403
+ 2023-04-12 22:34:43 INFO 0:00:02.515590s elapsed
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+ 2023-04-12 22:34:43 INFO Epoch 57 / 5000:
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+ 2023-04-12 22:34:45 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 99.76% UR: 98.11% UF: 98.93% P: 99.76% R: 98.11% F: 98.93%
407
+ 2023-04-12 22:34:45 INFO dev: loss: nan - UP: 76.39% UR: 53.92% UF: 63.22% P: 70.83% R: 50.00% F: 58.62%
408
+ 2023-04-12 22:34:46 INFO test: loss: 0.3948 - UP: 32.08% UR: 37.61% UF: 34.63% P: 28.17% R: 33.02% F: 30.40%
409
+ 2023-04-12 22:34:46 INFO 0:00:02.547307s elapsed
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+ 2023-04-12 22:34:46 INFO Epoch 58 / 5000:
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+ 2023-04-12 22:34:47 INFO lr: 4.9420e-05 - loss: 0.0045 - UP: 99.64% UR: 99.05% UF: 99.35% P: 99.64% R: 99.05% F: 99.35%
413
+ 2023-04-12 22:34:47 INFO dev: loss: nan - UP: 76.92% UR: 58.82% UF: 66.67% P: 70.51% R: 53.92% F: 61.11%
414
+ 2023-04-12 22:34:48 INFO test: loss: 0.4496 - UP: 27.74% UR: 41.50% UF: 33.26% P: 24.11% R: 36.07% F: 28.90%
415
+ 2023-04-12 22:34:48 INFO 0:00:02.353167s elapsed
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+ 2023-04-12 22:34:48 INFO Epoch 59 / 5000:
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+ 2023-04-12 22:34:49 INFO lr: 4.9410e-05 - loss: 0.0023 - UP: 99.41% UR: 99.64% UF: 99.53% P: 99.41% R: 99.64% F: 99.53%
419
+ 2023-04-12 22:34:50 INFO dev: loss: nan - UP: 81.58% UR: 60.78% UF: 69.66% P: 76.32% R: 56.86% F: 65.17%
420
+ 2023-04-12 22:34:51 INFO test: loss: 0.4313 - UP: 30.20% UR: 39.99% UF: 34.42% P: 26.42% R: 34.98% F: 30.10%
421
+ 2023-04-12 22:34:51 INFO 0:00:02.349170s elapsed
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+
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+ 2023-04-12 22:34:51 INFO Epoch 60 / 5000:
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+ 2023-04-12 22:34:52 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 98.59% UR: 99.05% UF: 98.82% P: 98.59% R: 99.05% F: 98.82%
425
+ 2023-04-12 22:34:52 INFO dev: loss: nan - UP: 76.71% UR: 54.90% UF: 64.00% P: 68.49% R: 49.02% F: 57.14%
426
+ 2023-04-12 22:34:53 INFO test: loss: 0.4002 - UP: 26.19% UR: 40.66% UF: 31.86% P: 22.77% R: 35.35% F: 27.70%
427
+ 2023-04-12 22:34:53 INFO 0:00:02.333050s elapsed
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+ 2023-04-12 22:34:53 INFO Epoch 61 / 5000:
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+ 2023-04-12 22:34:54 INFO lr: 4.9390e-05 - loss: 0.0010 - UP: 99.05% UR: 99.17% UF: 99.11% P: 99.05% R: 99.17% F: 99.11%
431
+ 2023-04-12 22:34:54 INFO dev: loss: nan - UP: 76.62% UR: 57.84% UF: 65.92% P: 70.13% R: 52.94% F: 60.34%
432
+ 2023-04-12 22:34:55 INFO test: loss: 0.4087 - UP: 28.25% UR: 39.24% UF: 32.85% P: 24.99% R: 34.71% F: 29.06%
433
+ 2023-04-12 22:34:55 INFO 0:00:02.368854s elapsed
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+ 2023-04-12 22:34:55 INFO Epoch 62 / 5000:
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+ 2023-04-12 22:34:57 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 99.17% UR: 98.46% UF: 98.81% P: 99.17% R: 98.46% F: 98.81%
437
+ 2023-04-12 22:34:57 INFO dev: loss: nan - UP: 71.60% UR: 56.86% UF: 63.39% P: 65.43% R: 51.96% F: 57.92%
438
+ 2023-04-12 22:34:58 INFO test: loss: 0.5611 - UP: 25.86% UR: 39.99% UF: 31.41% P: 22.70% R: 35.10% F: 27.57%
439
+ 2023-04-12 22:34:58 INFO 0:00:02.551085s elapsed
440
+
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+ 2023-04-12 22:35:37 INFO Epoch 32 saved
442
+ 2023-04-12 22:35:37 INFO dev: UP: 85.54% UR: 69.61% UF: 76.76% P: 83.13% R: 67.65% F: 74.59%
443
+ 2023-04-12 22:35:37 INFO test: UP: 30.49% UR: 37.97% UF: 33.82% P: 25.71% R: 32.03% F: 28.53%
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+ 2023-04-12 22:35:37 INFO 0:02:45.469382s elapsed, 0:00:02.668861s/epoch
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1
+ 2023-04-12 21:45:21 INFO
2
+ ---------------------+-------------------------------
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+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
11
+ patience | 30
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+ update-steps | 1
13
+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_roberta_6
17
+ 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
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-12 21:45:21 INFO Building the fields
39
+ 2023-04-12 21:45:28 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-12 21:45:28 INFO Building the model
44
+ 2023-04-12 21:46:03 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(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)
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+ (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)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (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)
61
+ )
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+
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+ 2023-04-12 21:46:03 INFO Loading the data
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+ 2023-04-12 21:46:06 INFO
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+ train: Dataset(n_sentences=347, n_batches=8, n_buckets=8)
66
+ dev: Dataset(n_sentences=48, n_batches=7, n_buckets=7)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-12 21:46:08 INFO Epoch 1 / 5000:
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+ 2023-04-12 21:46:13 INFO lr: 4.9990e-05 - loss: 0.5448 - UP: 13.32% UR: 28.99% UF: 18.26% P: 3.21% R: 6.98% F: 4.40%
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+ 2023-04-12 21:46:13 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:46:14 INFO test: loss: 0.2231 - UP: 44.44% UR: 0.12% UF: 0.24% P: 44.44% R: 0.12% F: 0.24%
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+ 2023-04-12 21:46:14 INFO 0:00:06.659249s elapsed
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+
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+ 2023-04-12 21:46:16 INFO lr: 4.9980e-05 - loss: 0.3234 - UP: 38.46% UR: 0.59% UF: 1.17% P: 30.77% R: 0.47% F: 0.93%
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+ 2023-04-12 21:46:16 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:46:17 INFO test: loss: 0.2150 - UP: 28.57% UR: 0.97% UF: 1.87% P: 15.18% R: 0.51% F: 0.99%
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+ 2023-04-12 21:46:17 INFO 0:00:02.356172s elapsed
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+
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+ 2023-04-12 21:46:17 INFO Epoch 3 / 5000:
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+ 2023-04-12 21:46:18 INFO lr: 4.9970e-05 - loss: 0.4543 - UP: 73.33% UR: 2.60% UF: 5.03% P: 46.67% R: 1.66% F: 3.20%
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+ 2023-04-12 21:46:18 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-12 21:46:19 INFO test: loss: 0.2088 - UP: 35.00% UR: 0.21% UF: 0.42% P: 35.00% R: 0.21% F: 0.42%
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+ 2023-04-12 21:46:19 INFO 0:00:02.152094s elapsed
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+
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+ 2023-04-12 21:46:20 INFO lr: 4.9960e-05 - loss: 0.3129 - UP: 66.27% UR: 13.02% UF: 21.76% P: 58.43% R: 11.48% F: 19.19%
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+ 2023-04-12 21:46:20 INFO dev: loss: nan - UP: 75.00% UR: 5.88% UF: 10.91% P: 50.00% R: 3.92% F: 7.27%
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+ 2023-04-12 21:46:21 INFO test: loss: 0.2055 - UP: 66.67% UR: 2.48% UF: 4.77% P: 54.47% R: 2.02% F: 3.90%
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+ 2023-04-12 21:46:28 INFO 0:00:02.068688s elapsed (saved)
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+
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+ 2023-04-12 21:46:28 INFO Epoch 5 / 5000:
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+ 2023-04-12 21:46:29 INFO lr: 4.9950e-05 - loss: 0.2999 - UP: 76.58% UR: 24.38% UF: 36.98% P: 65.06% R: 20.71% F: 31.42%
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+ 2023-04-12 21:46:29 INFO dev: loss: nan - UP: 71.05% UR: 26.47% UF: 38.57% P: 47.37% R: 17.65% F: 25.71%
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+ 2023-04-12 21:46:31 INFO test: loss: 0.1979 - UP: 29.80% UR: 15.97% UF: 20.79% P: 22.54% R: 12.07% F: 15.72%
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+ 2023-04-12 21:46:39 INFO 0:00:02.427695s elapsed (saved)
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+
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+ 2023-04-12 21:46:39 INFO Epoch 6 / 5000:
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+ 2023-04-12 21:46:40 INFO lr: 4.9940e-05 - loss: 0.0922 - UP: 71.01% UR: 40.00% UF: 51.17% P: 62.82% R: 35.38% F: 45.27%
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+ 2023-04-12 21:46:40 INFO dev: loss: nan - UP: 85.71% UR: 29.41% UF: 43.80% P: 77.14% R: 26.47% F: 39.42%
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+ 2023-04-12 21:46:41 INFO test: loss: 0.1695 - UP: 53.56% UR: 15.00% UF: 23.44% P: 45.58% R: 12.77% F: 19.95%
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+ 2023-04-12 21:46:48 INFO 0:00:02.138048s elapsed (saved)
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+
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+ 2023-04-12 21:46:49 INFO lr: 4.9930e-05 - loss: 0.1058 - UP: 81.82% UR: 45.80% UF: 58.73% P: 74.21% R: 41.54% F: 53.26%
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+ 2023-04-12 21:46:49 INFO dev: loss: nan - UP: 78.95% UR: 44.12% UF: 56.60% P: 73.68% R: 41.18% F: 52.83%
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+ 2023-04-12 21:46:50 INFO test: loss: 0.1824 - UP: 29.14% UR: 20.01% UF: 23.73% P: 25.80% R: 17.72% F: 21.01%
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+ 2023-04-12 21:46:58 INFO 0:00:02.200191s elapsed (saved)
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+
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+ 2023-04-12 21:46:58 INFO Epoch 8 / 5000:
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+ 2023-04-12 21:46:59 INFO lr: 4.9920e-05 - loss: 0.1923 - UP: 83.07% UR: 56.33% UF: 67.14% P: 76.96% R: 52.19% F: 62.20%
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+ 2023-04-12 21:46:59 INFO dev: loss: nan - UP: 73.75% UR: 57.84% UF: 64.84% P: 61.25% R: 48.04% F: 53.85%
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+ 2023-04-12 21:47:00 INFO test: loss: 0.2226 - UP: 47.81% UR: 22.37% UF: 30.48% P: 38.97% R: 18.23% F: 24.84%
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+ 2023-04-12 21:47:08 INFO 0:00:02.389167s elapsed (saved)
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+
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+ 2023-04-12 21:47:08 INFO Epoch 9 / 5000:
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+ 2023-04-12 21:47:09 INFO lr: 4.9910e-05 - loss: 0.0191 - UP: 84.63% UR: 65.80% UF: 74.03% P: 78.69% R: 61.18% F: 68.84%
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+ 2023-04-12 21:47:09 INFO dev: loss: nan - UP: 72.73% UR: 62.75% UF: 67.37% P: 64.77% R: 55.88% F: 60.00%
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+ 2023-04-12 21:47:10 INFO test: loss: 0.1936 - UP: 26.58% UR: 28.04% UF: 27.29% P: 23.29% R: 24.57% F: 23.91%
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+ 2023-04-12 21:47:18 INFO 0:00:02.146989s elapsed (saved)
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+
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+ 2023-04-12 21:47:19 INFO lr: 4.9900e-05 - loss: 0.0708 - UP: 86.42% UR: 70.77% UF: 77.81% P: 81.21% R: 66.51% F: 73.13%
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+ 2023-04-12 21:47:19 INFO dev: loss: nan - UP: 85.71% UR: 35.29% UF: 50.00% P: 80.95% R: 33.33% F: 47.22%
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+ 2023-04-12 21:47:20 INFO test: loss: 0.1996 - UP: 41.54% UR: 19.26% UF: 26.31% P: 38.28% R: 17.75% F: 24.25%
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+ 2023-04-12 21:47:20 INFO 0:00:02.447980s elapsed
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+
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+ 2023-04-12 21:47:21 INFO lr: 4.9890e-05 - loss: 0.0386 - UP: 86.94% UR: 74.08% UF: 80.00% P: 82.92% R: 70.65% F: 76.29%
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+ 2023-04-12 21:47:21 INFO dev: loss: nan - UP: 82.54% UR: 50.98% UF: 63.03% P: 77.78% R: 48.04% F: 59.39%
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+ 2023-04-12 21:47:22 INFO test: loss: 0.1912 - UP: 50.79% UR: 19.32% UF: 27.99% P: 46.59% R: 17.72% F: 25.67%
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+ 2023-04-12 21:47:22 INFO 0:00:02.085575s elapsed
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+
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+ 2023-04-12 21:47:22 INFO Epoch 12 / 5000:
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+ 2023-04-12 21:47:23 INFO lr: 4.9880e-05 - loss: 0.0062 - UP: 92.21% UR: 75.62% UF: 83.09% P: 89.47% R: 73.37% F: 80.62%
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+ 2023-04-12 21:47:23 INFO dev: loss: nan - UP: 70.83% UR: 66.67% UF: 68.69% P: 66.67% R: 62.75% F: 64.65%
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+ 2023-04-12 21:47:24 INFO test: loss: 0.3792 - UP: 13.77% UR: 40.33% UF: 20.53% P: 11.75% R: 34.41% F: 17.52%
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+ 2023-04-12 21:47:32 INFO 0:00:02.075019s elapsed (saved)
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+
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+ 2023-04-12 21:47:33 INFO lr: 4.9870e-05 - loss: 0.0793 - UP: 84.35% UR: 73.37% UF: 78.48% P: 82.86% R: 72.07% F: 77.09%
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+ 2023-04-12 21:47:33 INFO dev: loss: nan - UP: 74.73% UR: 66.67% UF: 70.47% P: 69.23% R: 61.76% F: 65.28%
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+ 2023-04-12 21:47:34 INFO test: loss: 0.2350 - UP: 39.35% UR: 27.89% UF: 32.64% P: 36.20% R: 25.66% F: 30.03%
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+ 2023-04-12 21:47:42 INFO 0:00:02.406462s elapsed (saved)
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+
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+ 2023-04-12 21:47:42 INFO Epoch 14 / 5000:
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+ 2023-04-12 21:47:43 INFO lr: 4.9860e-05 - loss: 0.0056 - UP: 89.36% UR: 76.57% UF: 82.47% P: 87.71% R: 75.15% F: 80.94%
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+ 2023-04-12 21:47:43 INFO dev: loss: nan - UP: 83.33% UR: 63.73% UF: 72.22% P: 76.92% R: 58.82% F: 66.67%
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+ 2023-04-12 21:47:44 INFO test: loss: 0.2211 - UP: 43.20% UR: 25.11% UF: 31.76% P: 39.36% R: 22.88% F: 28.94%
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+ 2023-04-12 21:47:52 INFO 0:00:02.174783s elapsed (saved)
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+
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+ 2023-04-12 21:47:53 INFO lr: 4.9850e-05 - loss: 0.0421 - UP: 89.13% UR: 82.49% UF: 85.68% P: 88.11% R: 81.54% F: 84.70%
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+ 2023-04-12 21:47:53 INFO dev: loss: nan - UP: 83.33% UR: 58.82% UF: 68.97% P: 73.61% R: 51.96% F: 60.92%
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+ 2023-04-12 21:47:54 INFO test: loss: 0.1982 - UP: 49.64% UR: 25.26% UF: 33.49% P: 44.54% R: 22.67% F: 30.05%
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+ 2023-04-12 21:47:55 INFO lr: 4.9840e-05 - loss: 0.0003 - UP: 91.09% UR: 87.10% UF: 89.05% P: 89.60% R: 85.68% F: 87.60%
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+ 2023-04-12 21:47:55 INFO dev: loss: nan - UP: 75.53% UR: 69.61% UF: 72.45% P: 71.28% R: 65.69% F: 68.37%
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+ 2023-04-12 21:47:56 INFO test: loss: 0.2718 - UP: 42.80% UR: 25.57% UF: 32.01% P: 39.67% R: 23.69% F: 29.67%
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+ 2023-04-12 21:48:04 INFO 0:00:02.118683s elapsed (saved)
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+ 2023-04-12 21:48:05 INFO lr: 4.9830e-05 - loss: 0.0001 - UP: 96.87% UR: 84.26% UF: 90.13% P: 94.97% R: 82.60% F: 88.35%
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+ 2023-04-12 21:48:05 INFO dev: loss: nan - UP: 79.55% UR: 68.63% UF: 73.68% P: 69.32% R: 59.80% F: 64.21%
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+ 2023-04-12 21:48:06 INFO test: loss: 0.2965 - UP: 36.75% UR: 28.80% UF: 32.29% P: 31.39% R: 24.60% F: 27.59%
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+ 2023-04-12 21:48:07 INFO lr: 4.9820e-05 - loss: 0.0554 - UP: 92.80% UR: 91.48% UF: 92.13% P: 91.72% R: 90.41% F: 91.06%
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+ 2023-04-12 21:48:07 INFO dev: loss: nan - UP: 83.12% UR: 62.75% UF: 71.51% P: 80.52% R: 60.78% F: 69.27%
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+ 2023-04-12 21:48:08 INFO test: loss: 0.2038 - UP: 51.21% UR: 27.44% UF: 35.73% P: 47.55% R: 25.48% F: 33.18%
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+ 2023-04-12 21:48:16 INFO 0:00:02.194983s elapsed (saved)
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+ 2023-04-12 21:48:17 INFO lr: 4.9810e-05 - loss: 0.0070 - UP: 94.34% UR: 90.77% UF: 92.52% P: 93.48% R: 89.94% F: 91.68%
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+ 2023-04-12 21:48:17 INFO dev: loss: nan - UP: 77.27% UR: 66.67% UF: 71.58% P: 71.59% R: 61.76% F: 66.32%
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+ 2023-04-12 21:48:18 INFO test: loss: 0.2771 - UP: 41.95% UR: 30.82% UF: 35.53% P: 37.92% R: 27.86% F: 32.12%
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+ 2023-04-12 21:48:19 INFO lr: 4.9800e-05 - loss: 0.0490 - UP: 96.07% UR: 89.59% UF: 92.71% P: 95.69% R: 89.23% F: 92.35%
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+ 2023-04-12 21:48:19 INFO dev: loss: nan - UP: 85.33% UR: 62.75% UF: 72.32% P: 84.00% R: 61.76% F: 71.19%
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+ 2023-04-12 21:48:20 INFO test: loss: 0.2519 - UP: 48.74% UR: 26.77% UF: 34.56% P: 45.55% R: 25.02% F: 32.30%
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+ 2023-04-12 21:48:28 INFO 0:00:02.316753s elapsed (saved)
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+ 2023-04-12 21:48:29 INFO lr: 4.9790e-05 - loss: 0.0567 - UP: 93.45% UR: 94.56% UF: 94.00% P: 92.75% R: 93.85% F: 93.29%
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+ 2023-04-12 21:48:29 INFO dev: loss: nan - UP: 82.42% UR: 73.53% UF: 77.72% P: 79.12% R: 70.59% F: 74.61%
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+ 2023-04-12 21:48:30 INFO test: loss: 0.3164 - UP: 39.28% UR: 30.24% UF: 34.17% P: 35.67% R: 27.47% F: 31.04%
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+ 2023-04-12 21:48:38 INFO 0:00:02.160412s elapsed (saved)
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+ 2023-04-12 21:48:39 INFO lr: 4.9780e-05 - loss: 0.0359 - UP: 98.35% UR: 84.50% UF: 90.90% P: 97.93% R: 84.14% F: 90.52%
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+ 2023-04-12 21:48:39 INFO dev: loss: nan - UP: 85.71% UR: 70.59% UF: 77.42% P: 79.76% R: 65.69% F: 72.04%
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+ 2023-04-12 21:48:40 INFO test: loss: 0.2756 - UP: 40.79% UR: 29.07% UF: 33.94% P: 36.64% R: 26.11% F: 30.49%
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+ 2023-04-12 21:48:41 INFO lr: 4.9770e-05 - loss: 0.0271 - UP: 93.10% UR: 94.20% UF: 93.65% P: 92.75% R: 93.85% F: 93.29%
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+ 2023-04-12 21:48:41 INFO dev: loss: nan - UP: 81.32% UR: 72.55% UF: 76.68% P: 78.02% R: 69.61% F: 73.58%
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+ 2023-04-12 21:48:42 INFO test: loss: 0.2646 - UP: 39.69% UR: 31.21% UF: 34.94% P: 36.31% R: 28.55% F: 31.97%
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+ 2023-04-12 21:48:42 INFO 0:00:02.103468s elapsed
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+ 2023-04-12 21:48:43 INFO lr: 4.9760e-05 - loss: 0.0171 - UP: 98.83% UR: 89.70% UF: 94.04% P: 98.44% R: 89.35% F: 93.67%
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+ 2023-04-12 21:48:43 INFO dev: loss: nan - UP: 76.34% UR: 69.61% UF: 72.82% P: 73.12% R: 66.67% F: 69.74%
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+ 2023-04-12 21:48:44 INFO test: loss: 0.2975 - UP: 38.36% UR: 32.93% UF: 35.44% P: 34.77% R: 29.85% F: 32.13%
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+ 2023-04-12 21:48:45 INFO lr: 4.9750e-05 - loss: 0.0262 - UP: 93.73% UR: 97.28% UF: 95.47% P: 93.61% R: 97.16% F: 95.35%
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+ 2023-04-12 21:48:45 INFO dev: loss: nan - UP: 86.67% UR: 63.73% UF: 73.45% P: 84.00% R: 61.76% F: 71.19%
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+ 2023-04-12 21:48:46 INFO test: loss: 0.2581 - UP: 53.93% UR: 25.45% UF: 34.58% P: 49.58% R: 23.39% F: 31.79%
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+ 2023-04-12 21:48:47 INFO lr: 4.9740e-05 - loss: 0.0054 - UP: 98.70% UR: 90.18% UF: 94.25% P: 97.67% R: 89.23% F: 93.26%
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+ 2023-04-12 21:48:47 INFO dev: loss: nan - UP: 78.41% UR: 67.65% UF: 72.63% P: 75.00% R: 64.71% F: 69.47%
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+ 2023-04-12 21:48:48 INFO test: loss: 0.3161 - UP: 41.43% UR: 28.74% UF: 33.93% P: 38.47% R: 26.68% F: 31.51%
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+ 2023-04-12 21:48:50 INFO lr: 4.9730e-05 - loss: 0.0001 - UP: 96.87% UR: 95.38% UF: 96.12% P: 96.75% R: 95.27% F: 96.00%
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+ 2023-04-12 21:48:50 INFO dev: loss: nan - UP: 75.86% UR: 64.71% UF: 69.84% P: 72.41% R: 61.76% F: 66.67%
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+ 2023-04-12 21:48:51 INFO test: loss: 0.2735 - UP: 39.48% UR: 36.01% UF: 37.66% P: 36.90% R: 33.66% F: 35.20%
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+ 2023-04-12 21:48:52 INFO lr: 4.9720e-05 - loss: 0.0236 - UP: 96.84% UR: 94.32% UF: 95.56% P: 96.72% R: 94.20% F: 95.44%
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+ 2023-04-12 21:49:21 INFO dev: loss: nan - UP: 81.61% UR: 69.61% UF: 75.13% P: 79.31% R: 67.65% F: 73.02%
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+ 2023-04-12 21:49:22 INFO test: loss: 0.3406 - UP: 37.32% UR: 37.31% UF: 37.31% P: 34.66% R: 34.65% F: 34.66%
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+ 2023-04-12 21:49:24 INFO dev: loss: nan - UP: 79.79% UR: 73.53% UF: 76.53% P: 76.60% R: 70.59% F: 73.47%
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+ 2023-04-12 21:49:25 INFO test: loss: 0.3567 - UP: 33.49% UR: 39.51% UF: 36.25% P: 30.98% R: 36.55% F: 33.54%
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+ 2023-04-12 21:49:26 INFO dev: loss: nan - UP: 86.36% UR: 74.51% UF: 80.00% P: 80.68% R: 69.61% F: 74.74%
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+ 2023-04-12 21:49:27 INFO test: loss: 0.3243 - UP: 40.08% UR: 36.82% UF: 38.38% P: 37.12% R: 34.11% F: 35.55%
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+ 2023-04-12 21:49:34 INFO 0:00:02.189731s elapsed (saved)
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+ 2023-04-12 21:49:37 INFO test: loss: 0.3337 - UP: 39.07% UR: 36.85% UF: 37.93% P: 36.42% R: 34.35% F: 35.35%
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+ 2023-04-12 21:49:38 INFO dev: loss: nan - UP: 80.43% UR: 72.55% UF: 76.29% P: 78.26% R: 70.59% F: 74.23%
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+ 2023-04-12 21:49:39 INFO test: loss: 0.3640 - UP: 39.20% UR: 37.37% UF: 38.26% P: 36.76% R: 35.04% F: 35.88%
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+ 2023-04-12 21:49:40 INFO dev: loss: nan - UP: 82.50% UR: 64.71% UF: 72.53% P: 80.00% R: 62.75% F: 70.33%
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+ 2023-04-12 21:49:41 INFO test: loss: 0.3403 - UP: 45.31% UR: 33.35% UF: 38.42% P: 42.80% R: 31.51% F: 36.30%
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+ 2023-04-12 21:49:43 INFO lr: 4.9540e-05 - loss: 0.0048 - UP: 97.95% UR: 96.21% UF: 97.07% P: 97.95% R: 96.21% F: 97.07%
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+ 2023-04-12 21:49:43 INFO dev: loss: nan - UP: 82.22% UR: 72.55% UF: 77.08% P: 78.89% R: 69.61% F: 73.96%
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+ 2023-04-12 21:49:44 INFO test: loss: 0.3852 - UP: 30.63% UR: 38.51% UF: 34.12% P: 28.08% R: 35.32% F: 31.29%
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+ 2023-04-12 21:49:45 INFO lr: 4.9530e-05 - loss: 0.0170 - UP: 98.32% UR: 96.80% UF: 97.56% P: 98.08% R: 96.57% F: 97.32%
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+ 2023-04-12 21:49:45 INFO dev: loss: nan - UP: 81.48% UR: 64.71% UF: 72.13% P: 76.54% R: 60.78% F: 67.76%
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+ 2023-04-12 21:49:46 INFO test: loss: 0.3736 - UP: 38.68% UR: 34.71% UF: 36.59% P: 36.02% R: 32.33% F: 34.08%
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+ 2023-04-12 21:49:47 INFO dev: loss: nan - UP: 85.06% UR: 72.55% UF: 78.31% P: 80.46% R: 68.63% F: 74.07%
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+ 2023-04-12 21:49:48 INFO test: loss: 0.3937 - UP: 29.09% UR: 36.70% UF: 32.46% P: 26.17% R: 33.02% F: 29.20%
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+ 2023-04-12 21:49:50 INFO dev: loss: nan - UP: 85.39% UR: 74.51% UF: 79.58% P: 79.78% R: 69.61% F: 74.35%
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+ 2023-04-12 21:49:51 INFO test: loss: 0.3887 - UP: 28.71% UR: 37.97% UF: 32.70% P: 26.23% R: 34.68% F: 29.87%
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+ 2023-04-12 21:49:52 INFO lr: 4.9500e-05 - loss: 0.0004 - UP: 98.93% UR: 98.82% UF: 98.88% P: 98.70% R: 98.58% F: 98.64%
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+ 2023-04-12 21:49:52 INFO dev: loss: nan - UP: 85.23% UR: 73.53% UF: 78.95% P: 80.68% R: 69.61% F: 74.74%
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+ 2023-04-12 21:49:53 INFO test: loss: 0.3414 - UP: 34.60% UR: 35.71% UF: 35.15% P: 31.91% R: 32.93% F: 32.41%
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+ 2023-04-12 21:49:55 INFO lr: 4.9490e-05 - loss: 0.0000 - UP: 98.81% UR: 98.58% UF: 98.70% P: 98.81% R: 98.58% F: 98.70%
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+ 2023-04-12 21:49:55 INFO dev: loss: nan - UP: 86.05% UR: 72.55% UF: 78.72% P: 82.56% R: 69.61% F: 75.53%
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+ 2023-04-12 21:49:56 INFO test: loss: 0.3229 - UP: 39.60% UR: 33.78% UF: 36.46% P: 36.87% R: 31.45% F: 33.95%
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+ 2023-04-12 21:50:04 INFO 0:00:02.459378s elapsed (saved)
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+ 2023-04-12 21:50:05 INFO lr: 4.9480e-05 - loss: 0.0002 - UP: 99.05% UR: 98.46% UF: 98.75% P: 99.05% R: 98.46% F: 98.75%
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+ 2023-04-12 21:50:05 INFO dev: loss: nan - UP: 80.85% UR: 74.51% UF: 77.55% P: 76.60% R: 70.59% F: 73.47%
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+ 2023-04-12 21:50:06 INFO test: loss: 0.3789 - UP: 33.00% UR: 33.87% UF: 33.43% P: 30.59% R: 31.39% F: 30.98%
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+ 2023-04-12 21:50:07 INFO dev: loss: nan - UP: 83.16% UR: 77.45% UF: 80.20% P: 80.00% R: 74.51% F: 77.16%
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+ 2023-04-12 21:50:08 INFO test: loss: 0.3779 - UP: 25.61% UR: 39.69% UF: 31.14% P: 23.47% R: 36.37% F: 28.53%
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+ 2023-04-12 21:50:16 INFO 0:00:02.464032s elapsed (saved)
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+ 2023-04-12 21:50:17 INFO lr: 4.9460e-05 - loss: 0.0000 - UP: 99.28% UR: 97.75% UF: 98.51% P: 99.28% R: 97.75% F: 98.51%
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+ 2023-04-12 21:50:17 INFO dev: loss: nan - UP: 77.32% UR: 73.53% UF: 75.38% P: 73.20% R: 69.61% F: 71.36%
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+ 2023-04-12 21:50:18 INFO test: loss: 0.4652 - UP: 26.66% UR: 40.45% UF: 32.14% P: 24.55% R: 37.25% F: 29.60%
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+ 2023-04-12 21:50:21 INFO test: loss: 0.3773 - UP: 38.66% UR: 29.01% UF: 33.14% P: 36.40% R: 27.32% F: 31.21%
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+ 2023-04-12 21:50:22 INFO lr: 4.9440e-05 - loss: 0.0083 - UP: 99.13% UR: 94.32% UF: 96.66% P: 99.13% R: 94.32% F: 96.66%
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+ 2023-04-12 21:50:23 INFO test: loss: 0.4584 - UP: 18.49% UR: 40.54% UF: 25.40% P: 16.23% R: 35.59% F: 22.30%
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+ 2023-04-12 21:50:25 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 95.20% UR: 96.21% UF: 95.70% P: 94.03% R: 95.03% F: 94.53%
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+ 2023-04-12 21:50:25 INFO dev: loss: nan - UP: 89.39% UR: 57.84% UF: 70.24% P: 87.88% R: 56.86% F: 69.05%
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+ 2023-04-12 21:50:26 INFO test: loss: 0.3226 - UP: 32.24% UR: 33.59% UF: 32.90% P: 30.27% R: 31.54% F: 30.89%
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+ 2023-04-12 21:50:27 INFO dev: loss: nan - UP: 73.33% UR: 64.71% UF: 68.75% P: 68.89% R: 60.78% F: 64.58%
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+ 2023-04-12 21:50:28 INFO test: loss: 0.3991 - UP: 32.57% UR: 38.91% UF: 35.46% P: 30.67% R: 36.64% F: 33.39%
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+ 2023-04-12 21:50:31 INFO test: loss: 0.3552 - UP: 32.70% UR: 34.98% UF: 33.80% P: 29.77% R: 31.84% F: 30.77%
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+ 2023-04-12 21:50:48 INFO test: loss: 0.3269 - UP: 42.17% UR: 35.29% UF: 38.42% P: 39.21% R: 32.81% F: 35.73%
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+ 2023-04-12 21:50:51 INFO test: loss: 0.3884 - UP: 36.06% UR: 37.67% UF: 36.85% P: 33.08% R: 34.56% F: 33.81%
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+ 2023-04-12 21:50:52 INFO dev: loss: nan - UP: 87.06% UR: 72.55% UF: 79.14% P: 83.53% R: 69.61% F: 75.94%
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+ 2023-04-12 21:50:57 INFO dev: loss: nan - UP: 89.02% UR: 71.57% UF: 79.35% P: 86.59% R: 69.61% F: 77.17%
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+ 2023-04-12 21:50:58 INFO test: loss: 0.3648 - UP: 35.95% UR: 37.97% UF: 36.93% P: 33.04% R: 34.89% F: 33.94%
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+ 2023-04-12 21:51:07 INFO dev: loss: nan - UP: 89.87% UR: 69.61% UF: 78.45% P: 87.34% R: 67.65% F: 76.24%
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+ 2023-04-12 21:51:08 INFO test: loss: 0.3439 - UP: 41.15% UR: 34.38% UF: 37.46% P: 38.58% R: 32.24% F: 35.13%
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+ 2023-04-12 21:51:10 INFO dev: loss: nan - UP: 90.79% UR: 67.65% UF: 77.53% P: 88.16% R: 65.69% F: 75.28%
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+ 2023-04-12 21:51:11 INFO test: loss: 0.3791 - UP: 40.73% UR: 35.50% UF: 37.94% P: 37.89% R: 33.02% F: 35.29%
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+ 2023-04-12 21:51:12 INFO dev: loss: nan - UP: 89.47% UR: 66.67% UF: 76.40% P: 86.84% R: 64.71% F: 74.16%
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+ 2023-04-12 21:51:13 INFO test: loss: 0.4087 - UP: 38.31% UR: 36.40% UF: 37.33% P: 35.45% R: 33.69% F: 34.55%
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+ 2023-04-12 21:51:14 INFO dev: loss: nan - UP: 89.33% UR: 65.69% UF: 75.71% P: 86.67% R: 63.73% F: 73.45%
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+ 2023-04-12 21:51:15 INFO test: loss: 0.3945 - UP: 39.48% UR: 35.86% UF: 37.58% P: 36.82% R: 33.44% F: 35.05%
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+ 2023-04-12 21:51:16 INFO dev: loss: nan - UP: 88.46% UR: 67.65% UF: 76.67% P: 85.90% R: 65.69% F: 74.44%
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+ 2023-04-12 21:51:18 INFO test: loss: 0.3926 - UP: 39.77% UR: 36.10% UF: 37.85% P: 37.11% R: 33.69% F: 35.32%
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+ 2023-04-12 21:51:19 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 99.88% UR: 99.41% UF: 99.64% P: 99.88% R: 99.41% F: 99.64%
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+ 2023-04-12 21:51:19 INFO dev: loss: nan - UP: 88.61% UR: 68.63% UF: 77.35% P: 86.08% R: 66.67% F: 75.14%
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+ 2023-04-12 21:51:20 INFO test: loss: 0.4043 - UP: 39.19% UR: 36.07% UF: 37.57% P: 36.27% R: 33.38% F: 34.77%
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+ 2023-04-12 21:51:20 INFO 0:00:02.283514s elapsed
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+ 2023-04-12 21:51:21 INFO lr: 4.9230e-05 - loss: 0.0019 - UP: 99.88% UR: 99.29% UF: 99.58% P: 98.21% R: 97.63% F: 97.92%
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+ 2023-04-12 21:51:21 INFO dev: loss: nan - UP: 90.12% UR: 71.57% UF: 79.78% P: 86.42% R: 68.63% F: 76.50%
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+ 2023-04-12 21:51:22 INFO test: loss: 0.4300 - UP: 38.03% UR: 35.74% UF: 36.85% P: 34.66% R: 32.57% F: 33.58%
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+ 2023-04-12 21:51:22 INFO 0:00:02.581844s elapsed
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+ 2023-04-12 21:51:24 INFO dev: loss: nan - UP: 86.42% UR: 68.63% UF: 76.50% P: 76.54% R: 60.78% F: 67.76%
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+ 2023-04-12 21:51:25 INFO test: loss: 0.4757 - UP: 37.62% UR: 35.59% UF: 36.58% P: 32.45% R: 30.70% F: 31.55%
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+ 2023-04-12 21:51:25 INFO 0:00:02.739063s elapsed
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+ 2023-04-12 21:51:26 INFO lr: 4.9210e-05 - loss: 0.0019 - UP: 99.64% UR: 99.29% UF: 99.47% P: 99.05% R: 98.70% F: 98.87%
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+ 2023-04-12 21:51:26 INFO dev: loss: nan - UP: 85.19% UR: 67.65% UF: 75.41% P: 81.48% R: 64.71% F: 72.13%
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+ 2023-04-12 21:51:28 INFO test: loss: 0.4341 - UP: 39.33% UR: 35.65% UF: 37.40% P: 35.73% R: 32.39% F: 33.98%
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+ 2023-04-12 21:51:28 INFO 0:00:02.447539s elapsed
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+ 2023-04-12 21:51:29 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 99.53% UR: 99.41% UF: 99.47% P: 99.17% R: 99.05% F: 99.11%
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+ 2023-04-12 21:51:29 INFO dev: loss: nan - UP: 84.15% UR: 67.65% UF: 75.00% P: 81.71% R: 65.69% F: 72.83%
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+ 2023-04-12 21:51:30 INFO test: loss: 0.4351 - UP: 39.87% UR: 35.53% UF: 37.57% P: 36.69% R: 32.69% F: 34.57%
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+ 2023-04-12 21:51:30 INFO 0:00:02.320937s elapsed
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+ 2023-04-12 21:51:31 INFO lr: 4.9190e-05 - loss: 0.0059 - UP: 99.76% UR: 99.05% UF: 99.41% P: 99.40% R: 98.70% F: 99.05%
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+ 2023-04-12 21:51:31 INFO dev: loss: nan - UP: 80.90% UR: 70.59% UF: 75.39% P: 77.53% R: 67.65% F: 72.25%
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+ 2023-04-12 21:51:32 INFO test: loss: 0.4675 - UP: 36.07% UR: 38.76% UF: 37.36% P: 33.23% R: 35.71% F: 34.42%
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+ 2023-04-12 21:51:32 INFO 0:00:02.335177s elapsed
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+ 2023-04-12 21:51:33 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 99.18% UR: 99.88% UF: 99.53% P: 99.06% R: 99.76% F: 99.41%
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+ 2023-04-12 21:51:33 INFO dev: loss: nan - UP: 83.33% UR: 68.63% UF: 75.27% P: 78.57% R: 64.71% F: 70.97%
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+ 2023-04-12 21:51:35 INFO test: loss: 0.4531 - UP: 39.03% UR: 37.16% UF: 38.07% P: 35.38% R: 33.69% F: 34.51%
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+ 2023-04-12 21:51:35 INFO 0:00:02.317933s elapsed
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+ 2023-04-12 21:51:36 INFO lr: 4.9170e-05 - loss: 0.0001 - UP: 99.41% UR: 99.41% UF: 99.41% P: 98.82% R: 98.82% F: 98.82%
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+ 2023-04-12 21:51:36 INFO dev: loss: nan - UP: 84.34% UR: 68.63% UF: 75.68% P: 78.31% R: 63.73% F: 70.27%
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+ 2023-04-12 21:51:37 INFO test: loss: 0.4517 - UP: 36.85% UR: 37.64% UF: 37.24% P: 33.75% R: 34.47% F: 34.10%
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+ 2023-04-12 21:51:37 INFO 0:00:02.482536s elapsed
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+ 2023-04-12 21:51:38 INFO lr: 4.9160e-05 - loss: 0.0022 - UP: 99.64% UR: 99.41% UF: 99.53% P: 99.64% R: 99.41% F: 99.53%
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+ 2023-04-12 21:51:38 INFO dev: loss: nan - UP: 85.19% UR: 67.65% UF: 75.41% P: 82.72% R: 65.69% F: 73.22%
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+ 2023-04-12 21:51:40 INFO test: loss: 0.4367 - UP: 32.36% UR: 39.21% UF: 35.46% P: 29.52% R: 35.77% F: 32.35%
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+ 2023-04-12 21:51:40 INFO 0:00:02.681404s elapsed
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+ 2023-04-12 21:51:41 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 99.53% UR: 99.76% UF: 99.65% P: 99.53% R: 99.76% F: 99.65%
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+ 2023-04-12 21:51:41 INFO dev: loss: nan - UP: 85.00% UR: 66.67% UF: 74.73% P: 83.75% R: 65.69% F: 73.63%
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+ 2023-04-12 21:51:42 INFO test: loss: 0.3964 - UP: 32.72% UR: 38.79% UF: 35.50% P: 30.05% R: 35.62% F: 32.60%
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+ 2023-04-12 21:51:42 INFO 0:00:02.633478s elapsed
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+ 2023-04-12 21:51:44 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 99.76% UR: 98.82% UF: 99.29% P: 99.76% R: 98.82% F: 99.29%
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+ 2023-04-12 21:51:44 INFO dev: loss: nan - UP: 82.14% UR: 67.65% UF: 74.19% P: 79.76% R: 65.69% F: 72.04%
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+ 2023-04-12 21:51:45 INFO test: loss: 0.4448 - UP: 30.15% UR: 40.05% UF: 34.40% P: 27.54% R: 36.58% F: 31.42%
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+ 2023-04-12 21:51:46 INFO lr: 4.9130e-05 - loss: 0.0000 - UP: 99.29% UR: 99.41% UF: 99.35% P: 99.29% R: 99.41% F: 99.35%
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+ 2023-04-12 21:51:46 INFO dev: loss: nan - UP: 82.93% UR: 66.67% UF: 73.91% P: 80.49% R: 64.71% F: 71.74%
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+ 2023-04-12 21:51:47 INFO test: loss: 0.4623 - UP: 30.86% UR: 39.12% UF: 34.50% P: 28.22% R: 35.77% F: 31.55%
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+ 2023-04-12 21:51:48 INFO lr: 4.9120e-05 - loss: 0.0168 - UP: 99.29% UR: 99.29% UF: 99.29% P: 99.29% R: 99.29% F: 99.29%
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+ 2023-04-12 21:51:48 INFO dev: loss: nan - UP: 90.00% UR: 61.76% UF: 73.26% P: 87.14% R: 59.80% F: 70.93%
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+ 2023-04-12 21:51:49 INFO test: loss: 0.4569 - UP: 31.53% UR: 37.10% UF: 34.09% P: 28.73% R: 33.81% F: 31.06%
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+ 2023-04-12 21:51:51 INFO lr: 4.9110e-05 - loss: 0.0346 - UP: 98.34% UR: 97.99% UF: 98.16% P: 98.34% R: 97.99% F: 98.16%
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+ 2023-04-12 21:51:51 INFO dev: loss: nan - UP: 82.95% UR: 71.57% UF: 76.84% P: 79.55% R: 68.63% F: 73.68%
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+ 2023-04-12 21:51:52 INFO test: loss: 0.5064 - UP: 32.99% UR: 35.50% UF: 34.20% P: 29.99% R: 32.27% F: 31.08%
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+ 2023-04-12 21:51:53 INFO lr: 4.9100e-05 - loss: 0.0370 - UP: 98.44% UR: 97.28% UF: 97.86% P: 98.44% R: 97.28% F: 97.86%
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+ 2023-04-12 21:51:53 INFO dev: loss: nan - UP: 77.38% UR: 63.73% UF: 69.89% P: 76.19% R: 62.75% F: 68.82%
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+ 2023-04-12 21:51:54 INFO test: loss: 0.3193 - UP: 44.43% UR: 35.13% UF: 39.24% P: 41.98% R: 33.20% F: 37.08%
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+ 2023-04-12 21:51:55 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 97.95% UR: 96.33% UF: 97.14% P: 97.83% R: 96.21% F: 97.02%
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+ 2023-04-12 21:51:56 INFO dev: loss: nan - UP: 78.26% UR: 70.59% UF: 74.23% P: 73.91% R: 66.67% F: 70.10%
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+ 2023-04-12 21:51:57 INFO test: loss: 0.4773 - UP: 33.83% UR: 35.83% UF: 34.80% P: 32.23% R: 34.14% F: 33.16%
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+ 2023-04-12 21:51:57 INFO 0:00:02.510267s elapsed
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+ 2023-04-12 21:51:58 INFO lr: 4.9080e-05 - loss: 0.0160 - UP: 98.32% UR: 96.80% UF: 97.56% P: 98.20% R: 96.69% F: 97.44%
617
+ 2023-04-12 21:51:58 INFO dev: loss: nan - UP: 87.32% UR: 60.78% UF: 71.68% P: 84.51% R: 58.82% F: 69.36%
618
+ 2023-04-12 21:51:59 INFO test: loss: 0.3484 - UP: 40.57% UR: 33.63% UF: 36.77% P: 37.62% R: 31.18% F: 34.10%
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+ 2023-04-12 21:51:59 INFO 0:00:02.275870s elapsed
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+ 2023-04-12 21:52:00 INFO lr: 4.9070e-05 - loss: 0.0053 - UP: 98.70% UR: 98.70% UF: 98.70% P: 98.70% R: 98.70% F: 98.70%
623
+ 2023-04-12 21:52:00 INFO dev: loss: nan - UP: 86.59% UR: 69.61% UF: 77.17% P: 82.93% R: 66.67% F: 73.91%
624
+ 2023-04-12 21:52:01 INFO test: loss: 0.4817 - UP: 30.52% UR: 38.15% UF: 33.91% P: 27.69% R: 34.62% F: 30.77%
625
+ 2023-04-12 21:52:01 INFO 0:00:02.235212s elapsed
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+ 2023-04-12 21:52:02 INFO lr: 4.9060e-05 - loss: 0.0104 - UP: 98.92% UR: 97.99% UF: 98.45% P: 98.81% R: 97.87% F: 98.34%
629
+ 2023-04-12 21:52:02 INFO dev: loss: nan - UP: 86.96% UR: 58.82% UF: 70.18% P: 81.16% R: 54.90% F: 65.50%
630
+ 2023-04-12 21:52:03 INFO test: loss: 0.3689 - UP: 43.25% UR: 32.99% UF: 37.43% P: 39.57% R: 30.18% F: 34.25%
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+ 2023-04-12 21:52:03 INFO 0:00:02.224481s elapsed
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+
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+ 2023-04-12 21:52:03 INFO Epoch 95 / 5000:
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+ 2023-04-12 21:52:04 INFO lr: 4.9050e-05 - loss: 0.0010 - UP: 99.29% UR: 99.29% UF: 99.29% P: 99.29% R: 99.29% F: 99.29%
635
+ 2023-04-12 21:52:05 INFO dev: loss: nan - UP: 84.71% UR: 70.59% UF: 77.01% P: 82.35% R: 68.63% F: 74.87%
636
+ 2023-04-12 21:52:06 INFO test: loss: 0.4342 - UP: 40.69% UR: 33.32% UF: 36.64% P: 37.71% R: 30.88% F: 33.95%
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+ 2023-04-12 21:52:06 INFO 0:00:02.225010s elapsed
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+ 2023-04-12 21:52:07 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 99.64% UR: 99.41% UF: 99.53% P: 99.64% R: 99.41% F: 99.53%
641
+ 2023-04-12 21:52:07 INFO dev: loss: nan - UP: 88.31% UR: 66.67% UF: 75.98% P: 87.01% R: 65.69% F: 74.86%
642
+ 2023-04-12 21:52:08 INFO test: loss: 0.4105 - UP: 44.55% UR: 31.33% UF: 36.79% P: 41.63% R: 29.28% F: 34.38%
643
+ 2023-04-12 21:52:08 INFO 0:00:02.339111s elapsed
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+ 2023-04-12 21:52:08 INFO Epoch 97 / 5000:
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+ 2023-04-12 21:52:09 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 99.40% UR: 98.22% UF: 98.81% P: 99.40% R: 98.22% F: 98.81%
647
+ 2023-04-12 21:52:09 INFO dev: loss: nan - UP: 81.58% UR: 60.78% UF: 69.66% P: 80.26% R: 59.80% F: 68.54%
648
+ 2023-04-12 21:52:10 INFO test: loss: 0.3659 - UP: 40.66% UR: 35.92% UF: 38.14% P: 37.72% R: 33.32% F: 35.38%
649
+ 2023-04-12 21:52:10 INFO 0:00:02.416195s elapsed
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+ 2023-04-12 21:52:10 INFO Epoch 98 / 5000:
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+ 2023-04-12 21:52:12 INFO lr: 4.9020e-05 - loss: 0.0097 - UP: 99.52% UR: 99.17% UF: 99.35% P: 99.52% R: 99.17% F: 99.35%
653
+ 2023-04-12 21:52:12 INFO dev: loss: nan - UP: 77.11% UR: 62.75% UF: 69.19% P: 74.70% R: 60.78% F: 67.03%
654
+ 2023-04-12 21:52:13 INFO test: loss: 0.3923 - UP: 35.60% UR: 39.27% UF: 37.35% P: 32.76% R: 36.13% F: 34.36%
655
+ 2023-04-12 21:52:13 INFO 0:00:02.419266s elapsed
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+ 2023-04-12 21:52:13 INFO Epoch 99 / 5000:
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+ 2023-04-12 21:52:14 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 99.64% UR: 99.41% UF: 99.53% P: 99.64% R: 99.41% F: 99.53%
659
+ 2023-04-12 21:52:14 INFO dev: loss: nan - UP: 79.27% UR: 63.73% UF: 70.65% P: 78.05% R: 62.75% F: 69.57%
660
+ 2023-04-12 21:52:15 INFO test: loss: 0.4041 - UP: 32.16% UR: 40.81% UF: 35.97% P: 29.88% R: 37.91% F: 33.42%
661
+ 2023-04-12 21:52:15 INFO 0:00:02.206298s elapsed
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+ 2023-04-12 21:52:16 INFO lr: 4.9000e-05 - loss: 0.0002 - UP: 99.52% UR: 98.93% UF: 99.23% P: 99.40% R: 98.82% F: 99.11%
665
+ 2023-04-12 21:52:16 INFO dev: loss: nan - UP: 80.25% UR: 63.73% UF: 71.04% P: 79.01% R: 62.75% F: 69.95%
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+ 2023-04-12 21:52:17 INFO test: loss: 0.4238 - UP: 32.22% UR: 41.20% UF: 36.16% P: 30.00% R: 38.36% F: 33.67%
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+ 2023-04-12 21:52:17 INFO 0:00:02.390460s elapsed
668
+
669
+ 2023-04-12 21:52:52 INFO Epoch 70 saved
670
+ 2023-04-12 21:52:52 INFO dev: UP: 89.02% UR: 71.57% UF: 79.35% P: 86.59% R: 69.61% F: 77.17%
671
+ 2023-04-12 21:52:52 INFO test: UP: 35.95% UR: 37.97% UF: 36.93% P: 33.04% R: 34.89% F: 33.94%
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+ 2023-04-12 21:52:52 INFO 0:04:01.223147s elapsed, 0:00:02.412231s/epoch
models/opener_en/byLength_asc20/model_vi_opener_en_twxlmsa_6 ADDED
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1
+ 2023-04-12 22:08:41 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_twxlmsa_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 | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/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 | cardiffnlp/twitter-xlm-roberta-base-sentiment
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-12 22:08:41 INFO Building the fields
39
+ 2023-04-12 22:08:49 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-12 22:08:49 INFO Building the model
44
+ 2023-04-12 22:10:27 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-12 22:10:27 INFO Loading the data
64
+ 2023-04-12 22:10:28 INFO
65
+ train: Dataset(n_sentences=347, n_batches=8, n_buckets=8)
66
+ dev: Dataset(n_sentences=48, n_batches=7, n_buckets=7)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-12 22:10:33 INFO Epoch 1 / 5000:
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+ 2023-04-12 22:10:39 INFO lr: 4.9990e-05 - loss: 0.4537 - UP: 8.55% UR: 29.70% UF: 13.28% P: 1.84% R: 6.39% F: 2.86%
71
+ 2023-04-12 22:10:39 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-12 22:10:40 INFO test: loss: nan - UP: 26.52% UR: 5.64% UF: 9.31% P: 26.10% R: 5.55% F: 9.16%
73
+ 2023-04-12 22:10:40 INFO 0:00:07.298386s elapsed
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+
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+ 2023-04-12 22:10:40 INFO Epoch 2 / 5000:
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+ 2023-04-12 22:10:42 INFO lr: 4.9980e-05 - loss: 0.3346 - UP: 55.56% UR: 1.18% UF: 2.32% P: 55.56% R: 1.18% F: 2.32%
77
+ 2023-04-12 22:10:42 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2023-04-12 22:10:43 INFO test: loss: nan - UP: 100.00% UR: 0.03% UF: 0.06% P: 0.00% R: 0.00% F: 0.00%
79
+ 2023-04-12 22:10:43 INFO 0:00:02.606923s elapsed
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+
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+ 2023-04-12 22:10:43 INFO Epoch 3 / 5000:
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+ 2023-04-12 22:10:44 INFO lr: 4.9970e-05 - loss: 0.2167 - UP: 73.08% UR: 15.74% UF: 25.90% P: 72.53% R: 15.62% F: 25.71%
83
+ 2023-04-12 22:10:44 INFO dev: loss: nan - UP: 56.67% UR: 16.67% UF: 25.76% P: 53.33% R: 15.69% F: 24.24%
84
+ 2023-04-12 22:10:45 INFO test: loss: nan - UP: 18.03% UR: 11.41% UF: 13.98% P: 17.41% R: 11.02% F: 13.50%
85
+ 2023-04-12 22:11:05 INFO 0:00:02.611083s elapsed (saved)
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+
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+ 2023-04-12 22:11:05 INFO Epoch 4 / 5000:
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+ 2023-04-12 22:11:06 INFO lr: 4.9960e-05 - loss: 0.2149 - UP: 73.48% UR: 35.74% UF: 48.09% P: 71.29% R: 34.67% F: 46.66%
89
+ 2023-04-12 22:11:06 INFO dev: loss: nan - UP: 78.05% UR: 31.37% UF: 44.76% P: 70.73% R: 28.43% F: 40.56%
90
+ 2023-04-12 22:11:08 INFO test: loss: nan - UP: 16.69% UR: 16.66% UF: 16.68% P: 15.72% R: 15.70% F: 15.71%
91
+ 2023-04-12 22:11:26 INFO 0:00:03.093800s elapsed (saved)
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+
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+ 2023-04-12 22:11:26 INFO Epoch 5 / 5000:
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+ 2023-04-12 22:11:27 INFO lr: 4.9950e-05 - loss: 0.1559 - UP: 74.71% UR: 46.15% UF: 57.06% P: 71.65% R: 44.26% F: 54.72%
95
+ 2023-04-12 22:11:27 INFO dev: loss: nan - UP: 82.09% UR: 53.92% UF: 65.09% P: 79.10% R: 51.96% F: 62.72%
96
+ 2023-04-12 22:11:28 INFO test: loss: nan - UP: 12.81% UR: 22.82% UF: 16.41% P: 11.89% R: 21.19% F: 15.23%
97
+ 2023-04-12 22:11:46 INFO 0:00:02.798642s elapsed (saved)
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+
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+ 2023-04-12 22:11:46 INFO Epoch 6 / 5000:
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+ 2023-04-12 22:11:48 INFO lr: 4.9940e-05 - loss: 0.0228 - UP: 81.22% UR: 52.19% UF: 63.54% P: 79.56% R: 51.12% F: 62.25%
101
+ 2023-04-12 22:11:48 INFO dev: loss: nan - UP: 87.50% UR: 61.76% UF: 72.41% P: 80.56% R: 56.86% F: 66.67%
102
+ 2023-04-12 22:11:49 INFO test: loss: nan - UP: 42.04% UR: 19.44% UF: 26.58% P: 40.14% R: 18.56% F: 25.39%
103
+ 2023-04-12 22:12:07 INFO 0:00:02.824082s elapsed (saved)
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+
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+ 2023-04-12 22:12:07 INFO Epoch 7 / 5000:
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+ 2023-04-12 22:12:09 INFO lr: 4.9930e-05 - loss: 0.0607 - UP: 86.82% UR: 63.91% UF: 73.62% P: 85.05% R: 62.60% F: 72.12%
107
+ 2023-04-12 22:12:09 INFO dev: loss: nan - UP: 81.69% UR: 56.86% UF: 67.05% P: 77.46% R: 53.92% F: 63.58%
108
+ 2023-04-12 22:12:10 INFO test: loss: nan - UP: 12.61% UR: 31.27% UF: 17.97% P: 11.59% R: 28.74% F: 16.52%
109
+ 2023-04-12 22:12:10 INFO 0:00:03.149026s elapsed
110
+
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+ 2023-04-12 22:12:10 INFO Epoch 8 / 5000:
112
+ 2023-04-12 22:12:12 INFO lr: 4.9920e-05 - loss: 0.0442 - UP: 81.44% UR: 76.33% UF: 78.80% P: 80.43% R: 75.38% F: 77.83%
113
+ 2023-04-12 22:12:12 INFO dev: loss: nan - UP: 89.23% UR: 56.86% UF: 69.46% P: 87.69% R: 55.88% F: 68.26%
114
+ 2023-04-12 22:12:13 INFO test: loss: nan - UP: 61.94% UR: 19.11% UF: 29.20% P: 59.39% R: 18.32% F: 28.00%
115
+ 2023-04-12 22:12:32 INFO 0:00:02.965827s elapsed (saved)
116
+
117
+ 2023-04-12 22:12:32 INFO Epoch 9 / 5000:
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+ 2023-04-12 22:12:33 INFO lr: 4.9910e-05 - loss: 0.0086 - UP: 90.08% UR: 67.69% UF: 77.30% P: 89.29% R: 67.10% F: 76.62%
119
+ 2023-04-12 22:12:34 INFO dev: loss: nan - UP: 73.33% UR: 53.92% UF: 62.15% P: 72.00% R: 52.94% F: 61.02%
120
+ 2023-04-12 22:12:35 INFO test: loss: nan - UP: 60.58% UR: 24.54% UF: 34.93% P: 58.35% R: 23.63% F: 33.64%
121
+ 2023-04-12 22:12:35 INFO 0:00:02.795865s elapsed
122
+
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+ 2023-04-12 22:12:35 INFO Epoch 10 / 5000:
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+ 2023-04-12 22:12:36 INFO lr: 4.9900e-05 - loss: 0.0524 - UP: 87.68% UR: 78.34% UF: 82.75% P: 86.36% R: 77.16% F: 81.50%
125
+ 2023-04-12 22:12:36 INFO dev: loss: nan - UP: 86.08% UR: 66.67% UF: 75.14% P: 84.81% R: 65.69% F: 74.03%
126
+ 2023-04-12 22:12:37 INFO test: loss: nan - UP: 57.08% UR: 22.40% UF: 32.17% P: 54.23% R: 21.28% F: 30.57%
127
+ 2023-04-12 22:12:55 INFO 0:00:02.710752s elapsed (saved)
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+
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+ 2023-04-12 22:12:55 INFO Epoch 11 / 5000:
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+ 2023-04-12 22:12:57 INFO lr: 4.9890e-05 - loss: 0.0125 - UP: 92.31% UR: 80.95% UF: 86.25% P: 90.96% R: 79.76% F: 84.99%
131
+ 2023-04-12 22:12:57 INFO dev: loss: nan - UP: 80.82% UR: 57.84% UF: 67.43% P: 79.45% R: 56.86% F: 66.29%
132
+ 2023-04-12 22:12:58 INFO test: loss: nan - UP: 55.84% UR: 26.41% UF: 35.86% P: 53.80% R: 25.45% F: 34.55%
133
+ 2023-04-12 22:12:58 INFO 0:00:03.008554s elapsed
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+
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+ 2023-04-12 22:12:58 INFO Epoch 12 / 5000:
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+ 2023-04-12 22:13:00 INFO lr: 4.9880e-05 - loss: 0.0668 - UP: 91.14% UR: 86.39% UF: 88.70% P: 88.64% R: 84.02% F: 86.27%
137
+ 2023-04-12 22:13:00 INFO dev: loss: nan - UP: 80.90% UR: 70.59% UF: 75.39% P: 76.40% R: 66.67% F: 71.20%
138
+ 2023-04-12 22:13:01 INFO test: loss: nan - UP: 41.26% UR: 32.57% UF: 36.40% P: 39.50% R: 31.18% F: 34.85%
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+ 2023-04-12 22:13:01 INFO 0:00:03.043646s elapsed
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+
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+ 2023-04-12 22:13:01 INFO Epoch 13 / 5000:
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+ 2023-04-12 22:13:03 INFO lr: 4.9870e-05 - loss: 0.0536 - UP: 93.38% UR: 90.18% UF: 91.75% P: 91.79% R: 88.64% F: 90.19%
143
+ 2023-04-12 22:13:03 INFO dev: loss: nan - UP: 81.71% UR: 65.69% UF: 72.83% P: 75.61% R: 60.78% F: 67.39%
144
+ 2023-04-12 22:13:04 INFO test: loss: nan - UP: 50.94% UR: 28.67% UF: 36.69% P: 48.53% R: 27.32% F: 34.96%
145
+ 2023-04-12 22:13:04 INFO 0:00:02.755303s elapsed
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+
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+ 2023-04-12 22:13:04 INFO Epoch 14 / 5000:
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+ 2023-04-12 22:13:06 INFO lr: 4.9860e-05 - loss: 0.0006 - UP: 95.17% UR: 91.01% UF: 93.04% P: 94.68% R: 90.53% F: 92.56%
149
+ 2023-04-12 22:13:06 INFO dev: loss: nan - UP: 84.71% UR: 70.59% UF: 77.01% P: 80.00% R: 66.67% F: 72.73%
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+ 2023-04-12 22:13:07 INFO test: loss: nan - UP: 48.52% UR: 28.61% UF: 36.00% P: 46.06% R: 27.17% F: 34.18%
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+ 2023-04-12 22:13:07 INFO 0:00:03.043535s elapsed
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+
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+ 2023-04-12 22:14:30 INFO test: loss: nan - UP: 41.28% UR: 33.41% UF: 36.93% P: 39.56% R: 32.03% F: 35.40%
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+ 2023-04-12 22:14:52 INFO test: loss: nan - UP: 54.96% UR: 27.77% UF: 36.90% P: 53.29% R: 26.92% F: 35.77%
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+ 2023-04-12 22:14:55 INFO test: loss: nan - UP: 46.51% UR: 31.39% UF: 37.48% P: 44.90% R: 30.30% F: 36.19%
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+ 2023-04-12 22:14:57 INFO dev: loss: nan - UP: 83.52% UR: 74.51% UF: 78.76% P: 79.12% R: 70.59% F: 74.61%
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+ 2023-04-12 22:14:58 INFO test: loss: nan - UP: 38.01% UR: 35.44% UF: 36.68% P: 36.71% R: 34.23% F: 35.43%
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+ 2023-04-12 22:14:59 INFO dev: loss: nan - UP: 88.75% UR: 69.61% UF: 78.02% P: 85.00% R: 66.67% F: 74.73%
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+ 2023-04-12 22:15:01 INFO test: loss: nan - UP: 48.62% UR: 31.93% UF: 38.55% P: 47.15% R: 30.97% F: 37.38%
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+ 2023-04-12 22:15:02 INFO dev: loss: nan - UP: 85.56% UR: 75.49% UF: 80.21% P: 84.44% R: 74.51% F: 79.17%
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+ 2023-04-12 22:15:04 INFO test: loss: nan - UP: 38.42% UR: 34.50% UF: 36.35% P: 37.04% R: 33.26% F: 35.05%
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+ 2023-04-12 22:15:06 INFO dev: loss: nan - UP: 89.66% UR: 76.47% UF: 82.54% P: 85.06% R: 72.55% F: 78.31%
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+ 2023-04-12 22:15:07 INFO test: loss: nan - UP: 45.21% UR: 31.21% UF: 36.93% P: 43.64% R: 30.12% F: 35.64%
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+ 2023-04-12 22:15:09 INFO dev: loss: nan - UP: 89.77% UR: 77.45% UF: 83.16% P: 84.09% R: 72.55% F: 77.89%
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+ 2023-04-12 22:15:10 INFO test: loss: nan - UP: 46.06% UR: 30.30% UF: 36.56% P: 44.36% R: 29.19% F: 35.21%
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+ 2023-04-12 22:15:12 INFO lr: 4.9690e-05 - loss: 0.0010 - UP: 97.50% UR: 96.92% UF: 97.21% P: 97.26% R: 96.69% F: 96.97%
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+ 2023-04-12 22:15:12 INFO dev: loss: nan - UP: 89.01% UR: 79.41% UF: 83.94% P: 86.81% R: 77.45% F: 81.87%
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+ 2023-04-12 22:15:13 INFO test: loss: nan - UP: 35.92% UR: 32.15% UF: 33.93% P: 34.33% R: 30.73% F: 32.43%
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+ 2023-04-12 22:15:31 INFO 0:00:02.882653s elapsed (saved)
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+ 2023-04-12 22:15:33 INFO dev: loss: nan - UP: 88.64% UR: 76.47% UF: 82.11% P: 84.09% R: 72.55% F: 77.89%
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+ 2023-04-12 22:15:34 INFO test: loss: nan - UP: 44.45% UR: 31.90% UF: 37.15% P: 42.51% R: 30.52% F: 35.53%
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+ 2023-04-12 22:15:36 INFO dev: loss: nan - UP: 86.36% UR: 74.51% UF: 80.00% P: 79.55% R: 68.63% F: 73.68%
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+ 2023-04-12 22:15:37 INFO test: loss: nan - UP: 48.65% UR: 32.63% UF: 39.06% P: 46.58% R: 31.24% F: 37.40%
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+ 2023-04-12 22:15:39 INFO dev: loss: nan - UP: 84.21% UR: 78.43% UF: 81.22% P: 82.11% R: 76.47% F: 79.19%
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+ 2023-04-12 22:15:40 INFO test: loss: nan - UP: 45.04% UR: 33.59% UF: 38.49% P: 42.78% R: 31.90% F: 36.55%
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+ 2023-04-12 22:15:42 INFO dev: loss: nan - UP: 86.67% UR: 76.47% UF: 81.25% P: 83.33% R: 73.53% F: 78.12%
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+ 2023-04-12 22:15:43 INFO test: loss: nan - UP: 49.34% UR: 30.52% UF: 37.71% P: 47.14% R: 29.16% F: 36.03%
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+ 2023-04-12 22:15:45 INFO dev: loss: nan - UP: 87.64% UR: 76.47% UF: 81.68% P: 85.39% R: 74.51% F: 79.58%
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+ 2023-04-12 22:15:46 INFO test: loss: nan - UP: 45.02% UR: 33.02% UF: 38.10% P: 42.72% R: 31.33% F: 36.15%
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+ 2023-04-12 22:15:48 INFO dev: loss: nan - UP: 85.87% UR: 77.45% UF: 81.44% P: 83.70% R: 75.49% F: 79.38%
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+ 2023-04-12 22:15:49 INFO test: loss: nan - UP: 44.74% UR: 35.29% UF: 39.45% P: 42.17% R: 33.26% F: 37.19%
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+ 2023-04-12 22:15:51 INFO dev: loss: nan - UP: 88.04% UR: 79.41% UF: 83.51% P: 85.87% R: 77.45% F: 81.44%
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+ 2023-04-12 22:15:52 INFO test: loss: nan - UP: 37.32% UR: 35.68% UF: 36.48% P: 35.36% R: 33.81% F: 34.57%
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+ 2023-04-12 22:15:54 INFO dev: loss: nan - UP: 87.64% UR: 76.47% UF: 81.68% P: 86.52% R: 75.49% F: 80.63%
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+ 2023-04-12 22:15:55 INFO test: loss: nan - UP: 37.94% UR: 34.62% UF: 36.21% P: 35.99% R: 32.84% F: 34.34%
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+ 2023-04-12 22:15:57 INFO dev: loss: nan - UP: 84.34% UR: 68.63% UF: 75.68% P: 83.13% R: 67.65% F: 74.59%
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+ 2023-04-12 22:15:58 INFO test: loss: nan - UP: 50.57% UR: 31.87% UF: 39.10% P: 48.32% R: 30.46% F: 37.36%
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+ 2023-04-12 22:16:00 INFO dev: loss: nan - UP: 88.89% UR: 78.43% UF: 83.33% P: 80.00% R: 70.59% F: 75.00%
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+ 2023-04-12 22:16:01 INFO test: loss: nan - UP: 43.74% UR: 32.90% UF: 37.55% P: 40.41% R: 30.40% F: 34.69%
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+ 2023-04-12 22:16:04 INFO test: loss: nan - UP: 40.90% UR: 34.65% UF: 37.52% P: 38.94% R: 32.99% F: 35.72%
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+ 2023-04-12 22:16:08 INFO test: loss: nan - UP: 43.19% UR: 34.05% UF: 38.08% P: 41.16% R: 32.45% F: 36.29%
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+ 2023-04-12 22:16:10 INFO dev: loss: nan - UP: 85.39% UR: 74.51% UF: 79.58% P: 82.02% R: 71.57% F: 76.44%
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+ 2023-04-12 22:16:13 INFO dev: loss: nan - UP: 72.90% UR: 76.47% UF: 74.64% P: 70.09% R: 73.53% F: 71.77%
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+ 2023-04-12 22:16:19 INFO lr: 4.9530e-05 - loss: 0.0163 - UP: 98.67% UR: 96.57% UF: 97.61% P: 98.43% R: 96.33% F: 97.37%
347
+ 2023-04-12 22:16:19 INFO dev: loss: nan - UP: 84.71% UR: 70.59% UF: 77.01% P: 83.53% R: 69.61% F: 75.94%
348
+ 2023-04-12 22:16:21 INFO test: loss: nan - UP: 43.03% UR: 30.49% UF: 35.69% P: 41.24% R: 29.22% F: 34.20%
349
+ 2023-04-12 22:16:21 INFO 0:00:03.528730s elapsed
350
+
351
+ 2023-04-12 22:16:21 INFO Epoch 48 / 5000:
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+ 2023-04-12 22:16:23 INFO lr: 4.9520e-05 - loss: 0.0075 - UP: 97.76% UR: 97.99% UF: 97.87% P: 97.52% R: 97.75% F: 97.64%
353
+ 2023-04-12 22:16:23 INFO dev: loss: nan - UP: 82.61% UR: 74.51% UF: 78.35% P: 80.43% R: 72.55% F: 76.29%
354
+ 2023-04-12 22:16:24 INFO test: loss: nan - UP: 37.46% UR: 34.17% UF: 35.74% P: 35.44% R: 32.33% F: 33.81%
355
+ 2023-04-12 22:16:24 INFO 0:00:03.495691s elapsed
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+
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+ 2023-04-12 22:16:24 INFO Epoch 49 / 5000:
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+ 2023-04-12 22:16:26 INFO lr: 4.9510e-05 - loss: 0.0003 - UP: 97.55% UR: 98.93% UF: 98.24% P: 97.55% R: 98.93% F: 98.24%
359
+ 2023-04-12 22:16:26 INFO dev: loss: nan - UP: 89.16% UR: 72.55% UF: 80.00% P: 86.75% R: 70.59% F: 77.84%
360
+ 2023-04-12 22:16:27 INFO test: loss: nan - UP: 50.69% UR: 29.73% UF: 37.48% P: 48.38% R: 28.37% F: 35.77%
361
+ 2023-04-12 22:16:27 INFO 0:00:03.042995s elapsed
362
+
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+ 2023-04-12 22:16:27 INFO Epoch 50 / 5000:
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+ 2023-04-12 22:16:29 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 99.04% UR: 97.51% UF: 98.27% P: 98.92% R: 97.40% F: 98.15%
365
+ 2023-04-12 22:16:29 INFO dev: loss: nan - UP: 90.70% UR: 76.47% UF: 82.98% P: 88.37% R: 74.51% F: 80.85%
366
+ 2023-04-12 22:16:30 INFO test: loss: nan - UP: 48.16% UR: 31.63% UF: 38.19% P: 45.91% R: 30.15% F: 36.40%
367
+ 2023-04-12 22:16:30 INFO 0:00:02.884239s elapsed
368
+
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+ 2023-04-12 22:16:30 INFO Epoch 51 / 5000:
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+ 2023-04-12 22:16:32 INFO lr: 4.9490e-05 - loss: 0.0037 - UP: 99.64% UR: 98.93% UF: 99.29% P: 99.64% R: 98.93% F: 99.29%
371
+ 2023-04-12 22:16:32 INFO dev: loss: nan - UP: 87.91% UR: 78.43% UF: 82.90% P: 84.62% R: 75.49% F: 79.79%
372
+ 2023-04-12 22:16:33 INFO test: loss: nan - UP: 41.68% UR: 34.77% UF: 37.91% P: 39.51% R: 32.96% F: 35.94%
373
+ 2023-04-12 22:16:33 INFO 0:00:02.984327s elapsed
374
+
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+ 2023-04-12 22:16:33 INFO Epoch 52 / 5000:
376
+ 2023-04-12 22:16:35 INFO lr: 4.9480e-05 - loss: 0.0003 - UP: 98.81% UR: 97.99% UF: 98.40% P: 98.81% R: 97.99% F: 98.40%
377
+ 2023-04-12 22:16:35 INFO dev: loss: nan - UP: 88.89% UR: 78.43% UF: 83.33% P: 86.67% R: 76.47% F: 81.25%
378
+ 2023-04-12 22:16:37 INFO test: loss: nan - UP: 41.02% UR: 34.89% UF: 37.71% P: 39.18% R: 33.32% F: 36.01%
379
+ 2023-04-12 22:16:37 INFO 0:00:03.280617s elapsed
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+
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+ 2023-04-12 22:16:37 INFO Epoch 53 / 5000:
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+ 2023-04-12 22:16:38 INFO lr: 4.9470e-05 - loss: 0.0124 - UP: 98.81% UR: 98.46% UF: 98.64% P: 98.81% R: 98.46% F: 98.64%
383
+ 2023-04-12 22:16:39 INFO dev: loss: nan - UP: 89.01% UR: 79.41% UF: 83.94% P: 86.81% R: 77.45% F: 81.87%
384
+ 2023-04-12 22:16:40 INFO test: loss: nan - UP: 43.45% UR: 35.22% UF: 38.91% P: 41.59% R: 33.72% F: 37.24%
385
+ 2023-04-12 22:16:40 INFO 0:00:03.799111s elapsed
386
+
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+ 2023-04-12 22:16:40 INFO Epoch 54 / 5000:
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+ 2023-04-12 22:16:42 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 98.82% UR: 98.70% UF: 98.76% P: 98.82% R: 98.70% F: 98.76%
389
+ 2023-04-12 22:16:42 INFO dev: loss: nan - UP: 87.78% UR: 77.45% UF: 82.29% P: 85.56% R: 75.49% F: 80.21%
390
+ 2023-04-12 22:16:43 INFO test: loss: nan - UP: 44.91% UR: 35.16% UF: 39.44% P: 43.06% R: 33.72% F: 37.82%
391
+ 2023-04-12 22:16:43 INFO 0:00:02.865087s elapsed
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+
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+ 2023-04-12 22:16:43 INFO Epoch 55 / 5000:
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+ 2023-04-12 22:16:45 INFO lr: 4.9450e-05 - loss: 0.0004 - UP: 99.05% UR: 98.58% UF: 98.81% P: 99.05% R: 98.58% F: 98.81%
395
+ 2023-04-12 22:16:45 INFO dev: loss: nan - UP: 89.41% UR: 74.51% UF: 81.28% P: 88.24% R: 73.53% F: 80.21%
396
+ 2023-04-12 22:16:46 INFO test: loss: nan - UP: 47.98% UR: 32.99% UF: 39.10% P: 46.22% R: 31.78% F: 37.67%
397
+ 2023-04-12 22:16:46 INFO 0:00:03.006354s elapsed
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+
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+ 2023-04-12 22:16:46 INFO Epoch 56 / 5000:
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+ 2023-04-12 22:16:48 INFO lr: 4.9440e-05 - loss: 0.0002 - UP: 98.93% UR: 98.70% UF: 98.82% P: 98.93% R: 98.70% F: 98.82%
401
+ 2023-04-12 22:16:48 INFO dev: loss: nan - UP: 89.16% UR: 72.55% UF: 80.00% P: 87.95% R: 71.57% F: 78.92%
402
+ 2023-04-12 22:16:49 INFO test: loss: nan - UP: 46.43% UR: 33.72% UF: 39.06% P: 44.43% R: 32.27% F: 37.38%
403
+ 2023-04-12 22:16:49 INFO 0:00:02.892632s elapsed
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+ 2023-04-12 22:16:49 INFO Epoch 57 / 5000:
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+ 2023-04-12 22:16:51 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 99.28% UR: 98.34% UF: 98.81% P: 99.28% R: 98.34% F: 98.81%
407
+ 2023-04-12 22:16:51 INFO dev: loss: nan - UP: 88.64% UR: 76.47% UF: 82.11% P: 86.36% R: 74.51% F: 80.00%
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+ 2023-04-12 22:16:52 INFO test: loss: nan - UP: 42.82% UR: 34.47% UF: 38.19% P: 40.76% R: 32.81% F: 36.35%
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+ 2023-04-12 22:16:52 INFO 0:00:03.070767s elapsed
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+
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+ 2023-04-12 22:16:52 INFO Epoch 58 / 5000:
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+ 2023-04-12 22:16:54 INFO lr: 4.9420e-05 - loss: 0.0088 - UP: 99.05% UR: 98.82% UF: 98.93% P: 98.93% R: 98.70% F: 98.82%
413
+ 2023-04-12 22:16:54 INFO dev: loss: nan - UP: 87.36% UR: 74.51% UF: 80.42% P: 85.06% R: 72.55% F: 78.31%
414
+ 2023-04-12 22:16:55 INFO test: loss: nan - UP: 42.73% UR: 34.41% UF: 38.12% P: 40.70% R: 32.78% F: 36.31%
415
+ 2023-04-12 22:16:55 INFO 0:00:03.068893s elapsed
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+
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+ 2023-04-12 22:16:55 INFO Epoch 59 / 5000:
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+ 2023-04-12 22:16:57 INFO lr: 4.9410e-05 - loss: 0.0031 - UP: 99.64% UR: 98.93% UF: 99.29% P: 99.64% R: 98.93% F: 99.29%
419
+ 2023-04-12 22:16:57 INFO dev: loss: nan - UP: 87.21% UR: 73.53% UF: 79.79% P: 84.88% R: 71.57% F: 77.66%
420
+ 2023-04-12 22:16:58 INFO test: loss: nan - UP: 44.25% UR: 34.14% UF: 38.54% P: 42.18% R: 32.54% F: 36.74%
421
+ 2023-04-12 22:16:58 INFO 0:00:02.688624s elapsed
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+ 2023-04-12 22:16:58 INFO Epoch 60 / 5000:
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+ 2023-04-12 22:17:00 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 99.64% UR: 98.58% UF: 99.11% P: 99.64% R: 98.58% F: 99.11%
425
+ 2023-04-12 22:17:00 INFO dev: loss: nan - UP: 88.64% UR: 76.47% UF: 82.11% P: 86.36% R: 74.51% F: 80.00%
426
+ 2023-04-12 22:17:01 INFO test: loss: nan - UP: 41.49% UR: 34.86% UF: 37.89% P: 39.51% R: 33.20% F: 36.08%
427
+ 2023-04-12 22:17:01 INFO 0:00:02.700666s elapsed
428
+
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+ 2023-04-12 22:17:01 INFO Epoch 61 / 5000:
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+ 2023-04-12 22:17:02 INFO lr: 4.9390e-05 - loss: 0.0028 - UP: 99.29% UR: 99.53% UF: 99.41% P: 99.29% R: 99.53% F: 99.41%
431
+ 2023-04-12 22:17:02 INFO dev: loss: nan - UP: 91.95% UR: 78.43% UF: 84.66% P: 88.51% R: 75.49% F: 81.48%
432
+ 2023-04-12 22:17:03 INFO test: loss: nan - UP: 40.62% UR: 35.04% UF: 37.63% P: 38.66% R: 33.35% F: 35.81%
433
+ 2023-04-12 22:17:03 INFO 0:00:02.665822s elapsed
434
+
435
+ 2023-04-12 22:18:03 INFO Epoch 31 saved
436
+ 2023-04-12 22:18:03 INFO dev: UP: 89.01% UR: 79.41% UF: 83.94% P: 86.81% R: 77.45% F: 81.87%
437
+ 2023-04-12 22:18:03 INFO test: UP: 35.92% UR: 32.15% UF: 33.93% P: 34.33% R: 30.73% F: 32.43%
438
+ 2023-04-12 22:18:03 INFO 0:03:08.696155s elapsed, 0:00:03.093380s/epoch
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1
+ 2023-04-12 22:18:16 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_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 | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/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
+ 2023-04-12 22:18:16 INFO Building the fields
39
+ 2023-04-12 22:18:25 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-12 22:18:25 INFO Building the model
44
+ 2023-04-12 22:19:09 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-12 22:19:09 INFO Loading the data
64
+ 2023-04-12 22:19:10 INFO
65
+ train: Dataset(n_sentences=347, n_batches=8, n_buckets=8)
66
+ dev: Dataset(n_sentences=48, n_batches=7, n_buckets=7)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-12 22:19:16 INFO Epoch 1 / 5000:
70
+ 2023-04-12 22:19:21 INFO lr: 4.9990e-05 - loss: 0.6381 - UP: 8.22% UR: 27.93% UF: 12.71% P: 1.18% R: 4.02% F: 1.83%
71
+ 2023-04-12 22:19:21 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-12 22:19:23 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-12 22:19:23 INFO 0:00:07.022051s elapsed
74
+
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+ 2023-04-12 22:19:23 INFO Epoch 2 / 5000:
76
+ 2023-04-12 22:19:24 INFO lr: 4.9980e-05 - loss: 0.3446 - UP: 32.97% UR: 7.22% UF: 11.84% P: 27.03% R: 5.92% F: 9.71%
77
+ 2023-04-12 22:19:24 INFO dev: loss: nan - UP: 50.00% UR: 14.71% UF: 22.73% P: 33.33% R: 9.80% F: 15.15%
78
+ 2023-04-12 22:19:25 INFO test: loss: nan - UP: 71.50% UR: 4.32% UF: 8.14% P: 59.00% R: 3.56% F: 6.72%
79
+ 2023-04-12 22:19:45 INFO 0:00:02.699189s elapsed (saved)
80
+
81
+ 2023-04-12 22:19:45 INFO Epoch 3 / 5000:
82
+ 2023-04-12 22:19:47 INFO lr: 4.9970e-05 - loss: 0.2564 - UP: 44.39% UR: 11.72% UF: 18.54% P: 40.81% R: 10.77% F: 17.04%
83
+ 2023-04-12 22:19:47 INFO dev: loss: nan - UP: 70.00% UR: 13.73% UF: 22.95% P: 45.00% R: 8.82% F: 14.75%
84
+ 2023-04-12 22:19:48 INFO test: loss: nan - UP: 36.82% UR: 13.28% UF: 19.52% P: 27.95% R: 10.08% F: 14.82%
85
+ 2023-04-12 22:19:48 INFO 0:00:03.124425s elapsed
86
+
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+ 2023-04-12 22:19:48 INFO Epoch 4 / 5000:
88
+ 2023-04-12 22:19:50 INFO lr: 4.9960e-05 - loss: 0.4392 - UP: 42.90% UR: 17.51% UF: 24.87% P: 35.94% R: 14.67% F: 20.84%
89
+ 2023-04-12 22:19:50 INFO dev: loss: nan - UP: 80.00% UR: 3.92% UF: 7.48% P: 60.00% R: 2.94% F: 5.61%
90
+ 2023-04-12 22:19:51 INFO test: loss: nan - UP: 90.16% UR: 1.66% UF: 3.26% P: 72.13% R: 1.33% F: 2.61%
91
+ 2023-04-12 22:19:51 INFO 0:00:02.701215s elapsed
92
+
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+ 2023-04-12 22:19:51 INFO Epoch 5 / 5000:
94
+ 2023-04-12 22:19:53 INFO lr: 4.9950e-05 - loss: 0.1892 - UP: 61.83% UR: 17.63% UF: 27.44% P: 54.77% R: 15.62% F: 24.31%
95
+ 2023-04-12 22:19:53 INFO dev: loss: nan - UP: 46.77% UR: 28.43% UF: 35.37% P: 35.48% R: 21.57% F: 26.83%
96
+ 2023-04-12 22:19:54 INFO test: loss: nan - UP: 55.37% UR: 18.99% UF: 28.28% P: 45.07% R: 15.45% F: 23.02%
97
+ 2023-04-12 22:20:12 INFO 0:00:02.907334s elapsed (saved)
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+
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+ 2023-04-12 22:20:12 INFO Epoch 6 / 5000:
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+ 2023-04-12 22:20:14 INFO lr: 4.9940e-05 - loss: 0.2739 - UP: 68.74% UR: 34.08% UF: 45.57% P: 64.44% R: 31.95% F: 42.72%
101
+ 2023-04-12 22:20:14 INFO dev: loss: nan - UP: 76.32% UR: 28.43% UF: 41.43% P: 57.89% R: 21.57% F: 31.43%
102
+ 2023-04-12 22:20:15 INFO test: loss: nan - UP: 56.36% UR: 18.59% UF: 27.96% P: 46.02% R: 15.18% F: 22.83%
103
+ 2023-04-12 22:20:34 INFO 0:00:02.991114s elapsed (saved)
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+
105
+ 2023-04-12 22:20:34 INFO Epoch 7 / 5000:
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+ 2023-04-12 22:20:36 INFO lr: 4.9930e-05 - loss: 0.2709 - UP: 70.37% UR: 42.72% UF: 53.17% P: 64.91% R: 39.41% F: 49.04%
107
+ 2023-04-12 22:20:36 INFO dev: loss: nan - UP: 69.64% UR: 38.24% UF: 49.37% P: 64.29% R: 35.29% F: 45.57%
108
+ 2023-04-12 22:20:37 INFO test: loss: nan - UP: 55.85% UR: 16.27% UF: 25.20% P: 48.91% R: 14.25% F: 22.07%
109
+ 2023-04-12 22:20:55 INFO 0:00:02.849168s elapsed (saved)
110
+
111
+ 2023-04-12 22:20:55 INFO Epoch 8 / 5000:
112
+ 2023-04-12 22:20:57 INFO lr: 4.9920e-05 - loss: 0.2641 - UP: 76.94% UR: 46.98% UF: 58.34% P: 72.09% R: 44.02% F: 54.67%
113
+ 2023-04-12 22:20:57 INFO dev: loss: nan - UP: 65.85% UR: 52.94% UF: 58.70% P: 64.63% R: 51.96% F: 57.61%
114
+ 2023-04-12 22:20:58 INFO test: loss: nan - UP: 43.41% UR: 22.85% UF: 29.94% P: 38.70% R: 20.37% F: 26.70%
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+ 2023-04-12 22:23:16 INFO dev: loss: nan - UP: 87.36% UR: 74.51% UF: 80.42% P: 86.21% R: 73.53% F: 79.37%
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+ 2023-04-12 22:23:17 INFO test: loss: nan - UP: 54.55% UR: 32.93% UF: 41.07% P: 50.10% R: 30.24% F: 37.72%
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+ 2023-04-12 22:23:36 INFO 0:00:02.952126s elapsed (saved)
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+ 2023-04-12 22:23:38 INFO dev: loss: nan - UP: 83.70% UR: 75.49% UF: 79.38% P: 71.74% R: 64.71% F: 68.04%
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+ 2023-04-12 22:23:39 INFO test: loss: nan - UP: 49.05% UR: 36.46% UF: 41.83% P: 42.22% R: 31.39% F: 36.01%
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+ 2023-04-12 22:23:41 INFO lr: 4.9740e-05 - loss: 0.0000 - UP: 96.56% UR: 96.21% UF: 96.38% P: 94.66% R: 94.32% F: 94.49%
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+ 2023-04-12 22:23:41 INFO dev: loss: nan - UP: 88.89% UR: 70.59% UF: 78.69% P: 86.42% R: 68.63% F: 76.50%
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+ 2023-04-12 22:23:42 INFO test: loss: nan - UP: 47.18% UR: 33.38% UF: 39.10% P: 44.45% R: 31.45% F: 36.84%
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+ 2023-04-12 22:23:44 INFO dev: loss: nan - UP: 85.23% UR: 73.53% UF: 78.95% P: 80.68% R: 69.61% F: 74.74%
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+ 2023-04-12 22:23:45 INFO test: loss: nan - UP: 50.11% UR: 34.23% UF: 40.67% P: 46.93% R: 32.06% F: 38.09%
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+ 2023-04-12 22:23:47 INFO dev: loss: nan - UP: 83.16% UR: 77.45% UF: 80.20% P: 78.95% R: 73.53% F: 76.14%
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+ 2023-04-12 22:23:48 INFO test: loss: nan - UP: 49.19% UR: 34.05% UF: 40.24% P: 45.92% R: 31.78% F: 37.57%
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+ 2023-04-12 22:23:49 INFO dev: loss: nan - UP: 84.88% UR: 71.57% UF: 77.66% P: 83.72% R: 70.59% F: 76.60%
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+ 2023-04-12 22:23:51 INFO test: loss: nan - UP: 47.37% UR: 32.06% UF: 38.24% P: 44.56% R: 30.15% F: 35.97%
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+ 2023-04-12 22:23:53 INFO lr: 4.9700e-05 - loss: 0.0020 - UP: 98.18% UR: 95.86% UF: 97.01% P: 98.18% R: 95.86% F: 97.01%
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+ 2023-04-12 22:23:53 INFO dev: loss: nan - UP: 80.39% UR: 80.39% UF: 80.39% P: 79.41% R: 79.41% F: 79.41%
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+ 2023-04-12 22:23:54 INFO test: loss: nan - UP: 45.23% UR: 35.92% UF: 40.04% P: 42.15% R: 33.47% F: 37.31%
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+ 2023-04-12 22:24:13 INFO 0:00:03.391691s elapsed (saved)
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+ 2023-04-12 22:24:14 INFO lr: 4.9690e-05 - loss: 0.0015 - UP: 95.48% UR: 97.40% UF: 96.43% P: 95.13% R: 97.04% F: 96.07%
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+ 2023-04-12 22:24:14 INFO dev: loss: nan - UP: 86.90% UR: 71.57% UF: 78.49% P: 85.71% R: 70.59% F: 77.42%
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+ 2023-04-12 22:24:15 INFO test: loss: nan - UP: 55.99% UR: 31.30% UF: 40.15% P: 52.70% R: 29.46% F: 37.79%
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+ 2023-04-12 22:24:17 INFO lr: 4.9680e-05 - loss: 0.0088 - UP: 99.13% UR: 94.32% UF: 96.66% P: 99.00% R: 94.20% F: 96.54%
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+ 2023-04-12 22:24:17 INFO dev: loss: nan - UP: 84.00% UR: 82.35% UF: 83.17% P: 83.00% R: 81.37% F: 82.18%
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+ 2023-04-12 22:24:18 INFO test: loss: nan - UP: 43.92% UR: 36.82% UF: 40.06% P: 40.68% R: 34.11% F: 37.10%
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+ 2023-04-12 22:24:38 INFO lr: 4.9670e-05 - loss: 0.0223 - UP: 95.69% UR: 97.28% UF: 96.48% P: 95.58% R: 97.16% F: 96.36%
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+ 2023-04-12 22:24:38 INFO dev: loss: nan - UP: 83.33% UR: 78.43% UF: 80.81% P: 81.25% R: 76.47% F: 78.79%
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+ 2023-04-12 22:24:39 INFO test: loss: nan - UP: 50.50% UR: 34.86% UF: 41.25% P: 47.27% R: 32.63% F: 38.61%
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+ 2023-04-12 22:24:44 INFO lr: 4.9650e-05 - loss: 0.0455 - UP: 97.38% UR: 96.80% UF: 97.09% P: 97.26% R: 96.69% F: 96.97%
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+ 2023-04-12 22:24:45 INFO test: loss: nan - UP: 42.89% UR: 37.76% UF: 40.16% P: 40.04% R: 35.26% F: 37.50%
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+ 2023-04-12 22:25:31 INFO dev: loss: nan - UP: 82.98% UR: 76.47% UF: 79.59% P: 81.91% R: 75.49% F: 78.57%
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+ 2023-04-12 22:25:35 INFO test: loss: nan - UP: 44.83% UR: 38.18% UF: 41.24% P: 41.67% R: 35.50% F: 38.34%
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+ 2023-04-12 22:25:38 INFO test: loss: nan - UP: 46.99% UR: 36.58% UF: 41.14% P: 43.85% R: 34.14% F: 38.39%
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+ 2023-04-12 22:25:45 INFO test: loss: nan - UP: 49.78% UR: 34.71% UF: 40.90% P: 46.49% R: 32.42% F: 38.20%
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+ 2023-04-12 22:25:48 INFO test: loss: nan - UP: 46.32% UR: 37.40% UF: 41.38% P: 43.25% R: 34.92% F: 38.64%
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+ 2023-04-12 22:25:48 INFO 0:00:03.311412s elapsed
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+ 2023-04-12 22:25:50 INFO dev: loss: nan - UP: 88.51% UR: 75.49% UF: 81.48% P: 87.36% R: 74.51% F: 80.42%
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+ 2023-04-12 22:25:51 INFO test: loss: nan - UP: 42.92% UR: 39.54% UF: 41.16% P: 40.04% R: 36.88% F: 38.40%
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+ 2023-04-12 22:25:51 INFO 0:00:02.982546s elapsed
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+ 2023-04-12 22:25:53 INFO dev: loss: nan - UP: 89.53% UR: 75.49% UF: 81.91% P: 88.37% R: 74.51% F: 80.85%
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+ 2023-04-12 22:25:54 INFO test: loss: nan - UP: 45.22% UR: 38.27% UF: 41.46% P: 41.73% R: 35.32% F: 38.25%
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+ 2023-04-12 22:25:54 INFO 0:00:02.973244s elapsed
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+ 2023-04-12 22:25:56 INFO dev: loss: nan - UP: 89.41% UR: 74.51% UF: 81.28% P: 88.24% R: 73.53% F: 80.21%
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+ 2023-04-12 22:25:57 INFO test: loss: nan - UP: 44.49% UR: 36.92% UF: 40.35% P: 41.07% R: 34.08% F: 37.25%
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+ 2023-04-12 22:25:57 INFO 0:00:02.955603s elapsed
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+ 2023-04-12 22:25:59 INFO dev: loss: nan - UP: 89.01% UR: 79.41% UF: 83.94% P: 87.91% R: 78.43% F: 82.90%
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+ 2023-04-12 22:26:00 INFO test: loss: nan - UP: 41.61% UR: 40.72% UF: 41.16% P: 38.31% R: 37.49% F: 37.89%
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+ 2023-04-12 22:26:19 INFO 0:00:03.208832s elapsed (saved)
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+ 2023-04-12 22:26:20 INFO lr: 4.9400e-05 - loss: 0.0096 - UP: 99.06% UR: 99.41% UF: 99.23% P: 99.06% R: 99.41% F: 99.23%
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+ 2023-04-12 22:26:20 INFO dev: loss: nan - UP: 86.02% UR: 78.43% UF: 82.05% P: 84.95% R: 77.45% F: 81.03%
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+ 2023-04-12 22:26:21 INFO test: loss: nan - UP: 41.28% UR: 40.81% UF: 41.04% P: 38.29% R: 37.85% F: 38.07%
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+ 2023-04-12 22:26:21 INFO 0:00:02.739099s elapsed
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+ 2023-04-12 22:26:23 INFO lr: 4.9390e-05 - loss: 0.0035 - UP: 99.17% UR: 99.29% UF: 99.23% P: 99.05% R: 99.17% F: 99.11%
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+ 2023-04-12 22:26:23 INFO dev: loss: nan - UP: 88.51% UR: 75.49% UF: 81.48% P: 87.36% R: 74.51% F: 80.42%
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+ 2023-04-12 22:26:24 INFO test: loss: nan - UP: 45.06% UR: 37.28% UF: 40.80% P: 41.66% R: 34.47% F: 37.73%
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+ 2023-04-12 22:26:24 INFO 0:00:02.677166s elapsed
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+ 2023-04-12 22:26:26 INFO lr: 4.9380e-05 - loss: 0.0129 - UP: 100.00% UR: 98.34% UF: 99.16% P: 99.88% R: 98.22% F: 99.05%
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+ 2023-04-12 22:26:26 INFO dev: loss: nan - UP: 89.01% UR: 79.41% UF: 83.94% P: 87.91% R: 78.43% F: 82.90%
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+ 2023-04-12 22:26:27 INFO test: loss: nan - UP: 44.00% UR: 37.19% UF: 40.31% P: 40.79% R: 34.47% F: 37.36%
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+ 2023-04-12 22:26:27 INFO 0:00:02.893211s elapsed
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+ 2023-04-12 22:26:29 INFO dev: loss: nan - UP: 80.00% UR: 78.43% UF: 79.21% P: 79.00% R: 77.45% F: 78.22%
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+ 2023-04-12 22:26:30 INFO test: loss: nan - UP: 38.23% UR: 42.41% UF: 40.21% P: 35.48% R: 39.36% F: 37.32%
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+ 2023-04-12 22:26:30 INFO 0:00:03.043258s elapsed
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+ 2023-04-12 22:26:32 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 97.90% UR: 99.17% UF: 98.53% P: 97.90% R: 99.17% F: 98.53%
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+ 2023-04-12 22:26:32 INFO dev: loss: nan - UP: 86.81% UR: 77.45% UF: 81.87% P: 85.71% R: 76.47% F: 80.83%
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+ 2023-04-12 22:26:33 INFO test: loss: nan - UP: 41.05% UR: 41.35% UF: 41.20% P: 37.97% R: 38.24% F: 38.11%
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+ 2023-04-12 22:26:35 INFO lr: 4.9350e-05 - loss: 0.0024 - UP: 99.40% UR: 98.82% UF: 99.11% P: 99.40% R: 98.82% F: 99.11%
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+ 2023-04-12 22:26:35 INFO dev: loss: nan - UP: 87.78% UR: 77.45% UF: 82.29% P: 86.67% R: 76.47% F: 81.25%
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+ 2023-04-12 22:26:36 INFO test: loss: nan - UP: 43.90% UR: 38.48% UF: 41.02% P: 40.63% R: 35.62% F: 37.96%
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+ 2023-04-12 22:26:36 INFO 0:00:03.039939s elapsed
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+ 2023-04-12 22:26:38 INFO lr: 4.9340e-05 - loss: 0.0009 - UP: 99.28% UR: 98.58% UF: 98.93% P: 99.17% R: 98.46% F: 98.81%
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+ 2023-04-12 22:26:38 INFO dev: loss: nan - UP: 87.23% UR: 80.39% UF: 83.67% P: 86.17% R: 79.41% F: 82.65%
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+ 2023-04-12 22:26:39 INFO test: loss: nan - UP: 42.60% UR: 40.14% UF: 41.34% P: 39.69% R: 37.40% F: 38.51%
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+ 2023-04-12 22:26:39 INFO 0:00:02.965780s elapsed
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+ 2023-04-12 22:26:41 INFO lr: 4.9330e-05 - loss: 0.0055 - UP: 98.94% UR: 99.76% UF: 99.35% P: 98.94% R: 99.76% F: 99.35%
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+ 2023-04-12 22:26:41 INFO dev: loss: nan - UP: 83.87% UR: 76.47% UF: 80.00% P: 82.80% R: 75.49% F: 78.97%
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+ 2023-04-12 22:26:42 INFO test: loss: nan - UP: 42.88% UR: 39.15% UF: 40.93% P: 40.10% R: 36.61% F: 38.28%
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+ 2023-04-12 22:26:42 INFO 0:00:02.863731s elapsed
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+ 2023-04-12 22:26:44 INFO dev: loss: nan - UP: 86.67% UR: 76.47% UF: 81.25% P: 85.56% R: 75.49% F: 80.21%
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+ 2023-04-12 22:26:45 INFO test: loss: nan - UP: 42.15% UR: 37.91% UF: 39.92% P: 39.19% R: 35.26% F: 37.12%
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+ 2023-04-12 22:26:47 INFO dev: loss: nan - UP: 88.30% UR: 81.37% UF: 84.69% P: 87.23% R: 80.39% F: 83.67%
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+ 2023-04-12 22:26:49 INFO test: loss: nan - UP: 39.43% UR: 38.12% UF: 38.77% P: 36.47% R: 35.26% F: 35.85%
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+ 2023-04-12 22:27:07 INFO 0:00:03.451031s elapsed (saved)
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+ 2023-04-12 22:27:09 INFO dev: loss: nan - UP: 87.23% UR: 80.39% UF: 83.67% P: 86.17% R: 79.41% F: 82.65%
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+ 2023-04-12 22:27:10 INFO test: loss: nan - UP: 40.17% UR: 37.61% UF: 38.85% P: 37.07% R: 34.71% F: 35.85%
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+ 2023-04-12 22:27:13 INFO test: loss: nan - UP: 40.12% UR: 38.79% UF: 39.44% P: 37.28% R: 36.04% F: 36.65%
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+ 2023-04-12 22:27:15 INFO test: loss: nan - UP: 42.26% UR: 37.85% UF: 39.94% P: 39.27% R: 35.16% F: 37.10%
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+ 2023-04-12 22:27:18 INFO test: loss: nan - UP: 40.80% UR: 39.09% UF: 39.93% P: 37.78% R: 36.19% F: 36.97%
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+ 2023-04-12 22:27:20 INFO dev: loss: nan - UP: 87.78% UR: 77.45% UF: 82.29% P: 86.67% R: 76.47% F: 81.25%
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+ 2023-04-12 22:27:22 INFO test: loss: nan - UP: 41.65% UR: 38.24% UF: 39.87% P: 38.79% R: 35.62% F: 37.14%
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+ 2023-04-12 22:27:24 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 99.52% UR: 98.82% UF: 99.17% P: 99.40% R: 98.70% F: 99.05%
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+ 2023-04-12 22:27:24 INFO dev: loss: nan - UP: 80.00% UR: 82.35% UF: 81.16% P: 78.10% R: 80.39% F: 79.23%
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+ 2023-04-12 22:27:25 INFO test: loss: nan - UP: 32.19% UR: 42.41% UF: 36.60% P: 29.87% R: 39.36% F: 33.97%
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+ 2023-04-12 22:27:27 INFO dev: loss: nan - UP: 84.21% UR: 78.43% UF: 81.22% P: 83.16% R: 77.45% F: 80.20%
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527
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533
+ 2023-04-12 22:27:32 INFO dev: loss: nan - UP: 85.23% UR: 73.53% UF: 78.95% P: 84.09% R: 72.55% F: 77.89%
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+ 2023-04-12 22:27:34 INFO test: loss: nan - UP: 30.93% UR: 42.53% UF: 35.81% P: 28.82% R: 39.63% F: 33.37%
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539
+ 2023-04-12 22:27:36 INFO dev: loss: nan - UP: 85.11% UR: 78.43% UF: 81.63% P: 84.04% R: 77.45% F: 80.61%
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+ 2023-04-12 22:27:37 INFO test: loss: nan - UP: 29.68% UR: 43.62% UF: 35.33% P: 27.51% R: 40.42% F: 32.73%
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+ 2023-04-12 22:27:39 INFO lr: 4.9200e-05 - loss: 0.0062 - UP: 99.41% UR: 99.76% UF: 99.59% P: 99.41% R: 99.76% F: 99.59%
545
+ 2023-04-12 22:27:39 INFO dev: loss: nan - UP: 85.42% UR: 80.39% UF: 82.83% P: 84.37% R: 79.41% F: 81.82%
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+ 2023-04-12 22:27:40 INFO test: loss: nan - UP: 30.69% UR: 42.32% UF: 35.57% P: 28.47% R: 39.27% F: 33.01%
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+ 2023-04-12 22:27:42 INFO lr: 4.9190e-05 - loss: 0.0000 - UP: 99.17% UR: 99.41% UF: 99.29% P: 99.17% R: 99.41% F: 99.29%
551
+ 2023-04-12 22:27:42 INFO dev: loss: nan - UP: 85.42% UR: 80.39% UF: 82.83% P: 84.37% R: 79.41% F: 81.82%
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+ 2023-04-12 22:27:43 INFO test: loss: nan - UP: 30.40% UR: 41.17% UF: 34.97% P: 28.21% R: 38.21% F: 32.46%
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+ 2023-04-12 22:27:45 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 99.88% UR: 99.41% UF: 99.64% P: 99.88% R: 99.41% F: 99.64%
557
+ 2023-04-12 22:27:45 INFO dev: loss: nan - UP: 86.32% UR: 80.39% UF: 83.25% P: 85.26% R: 79.41% F: 82.23%
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+ 2023-04-12 22:27:46 INFO test: loss: nan - UP: 31.64% UR: 40.90% UF: 35.68% P: 29.29% R: 37.85% F: 33.02%
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+ 2023-04-12 22:27:48 INFO lr: 4.9170e-05 - loss: 0.0001 - UP: 99.88% UR: 99.88% UF: 99.88% P: 99.88% R: 99.88% F: 99.88%
563
+ 2023-04-12 22:27:48 INFO dev: loss: nan - UP: 85.42% UR: 80.39% UF: 82.83% P: 84.37% R: 79.41% F: 81.82%
564
+ 2023-04-12 22:27:49 INFO test: loss: nan - UP: 32.01% UR: 40.84% UF: 35.89% P: 29.64% R: 37.82% F: 33.24%
565
+ 2023-04-12 22:27:49 INFO 0:00:03.049858s elapsed
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+ 2023-04-12 22:27:51 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 99.64% UR: 99.53% UF: 99.59% P: 99.64% R: 99.53% F: 99.59%
569
+ 2023-04-12 22:27:51 INFO dev: loss: nan - UP: 85.26% UR: 79.41% UF: 82.23% P: 84.21% R: 78.43% F: 81.22%
570
+ 2023-04-12 22:27:53 INFO test: loss: nan - UP: 33.09% UR: 41.05% UF: 36.64% P: 30.73% R: 38.12% F: 34.03%
571
+ 2023-04-12 22:27:53 INFO 0:00:03.312401s elapsed
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+ 2023-04-12 22:27:55 INFO lr: 4.9150e-05 - loss: 0.0126 - UP: 99.17% UR: 99.41% UF: 99.29% P: 99.17% R: 99.41% F: 99.29%
575
+ 2023-04-12 22:27:55 INFO dev: loss: nan - UP: 85.26% UR: 79.41% UF: 82.23% P: 84.21% R: 78.43% F: 81.22%
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+ 2023-04-12 22:27:56 INFO test: loss: nan - UP: 34.56% UR: 41.02% UF: 37.52% P: 32.15% R: 38.15% F: 34.89%
577
+ 2023-04-12 22:27:56 INFO 0:00:03.373366s elapsed
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+ 2023-04-12 22:27:58 INFO lr: 4.9140e-05 - loss: 0.0001 - UP: 99.64% UR: 99.53% UF: 99.59% P: 99.64% R: 99.53% F: 99.59%
581
+ 2023-04-12 22:27:58 INFO dev: loss: nan - UP: 84.37% UR: 79.41% UF: 81.82% P: 83.33% R: 78.43% F: 80.81%
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+ 2023-04-12 22:27:59 INFO test: loss: nan - UP: 34.52% UR: 41.47% UF: 37.68% P: 32.21% R: 38.70% F: 35.16%
583
+ 2023-04-12 22:27:59 INFO 0:00:02.891835s elapsed
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+ 2023-04-12 22:28:01 INFO lr: 4.9130e-05 - loss: 0.0123 - UP: 99.29% UR: 99.17% UF: 99.23% P: 99.29% R: 99.17% F: 99.23%
587
+ 2023-04-12 22:28:01 INFO dev: loss: nan - UP: 84.54% UR: 80.39% UF: 82.41% P: 83.51% R: 79.41% F: 81.41%
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+ 2023-04-12 22:28:02 INFO test: loss: nan - UP: 33.80% UR: 41.17% UF: 37.12% P: 31.44% R: 38.30% F: 34.54%
589
+ 2023-04-12 22:28:02 INFO 0:00:02.931768s elapsed
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+ 2023-04-12 22:28:02 INFO Epoch 88 / 5000:
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+ 2023-04-12 22:28:04 INFO lr: 4.9120e-05 - loss: 0.0015 - UP: 99.64% UR: 99.41% UF: 99.53% P: 99.64% R: 99.41% F: 99.53%
593
+ 2023-04-12 22:28:04 INFO dev: loss: nan - UP: 88.51% UR: 75.49% UF: 81.48% P: 87.36% R: 74.51% F: 80.42%
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+ 2023-04-12 22:28:05 INFO test: loss: nan - UP: 36.80% UR: 40.99% UF: 38.78% P: 34.28% R: 38.18% F: 36.13%
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+ 2023-04-12 22:28:05 INFO 0:00:02.955508s elapsed
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+ 2023-04-12 22:28:05 INFO Epoch 89 / 5000:
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+ 2023-04-12 22:28:07 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 99.64% UR: 99.53% UF: 99.59% P: 99.64% R: 99.53% F: 99.59%
599
+ 2023-04-12 22:28:07 INFO dev: loss: nan - UP: 82.42% UR: 73.53% UF: 77.72% P: 81.32% R: 72.55% F: 76.68%
600
+ 2023-04-12 22:28:08 INFO test: loss: nan - UP: 36.23% UR: 41.87% UF: 38.85% P: 33.93% R: 39.21% F: 36.38%
601
+ 2023-04-12 22:28:08 INFO 0:00:03.308971s elapsed
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+ 2023-04-12 22:28:08 INFO Epoch 90 / 5000:
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+ 2023-04-12 22:28:10 INFO lr: 4.9100e-05 - loss: 0.0020 - UP: 99.17% UR: 99.53% UF: 99.35% P: 99.17% R: 99.53% F: 99.35%
605
+ 2023-04-12 22:28:10 INFO dev: loss: nan - UP: 81.52% UR: 73.53% UF: 77.32% P: 80.43% R: 72.55% F: 76.29%
606
+ 2023-04-12 22:28:12 INFO test: loss: nan - UP: 36.98% UR: 41.23% UF: 38.99% P: 34.52% R: 38.48% F: 36.39%
607
+ 2023-04-12 22:28:12 INFO 0:00:03.561689s elapsed
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+ 2023-04-12 22:28:12 INFO Epoch 91 / 5000:
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+ 2023-04-12 22:28:13 INFO lr: 4.9090e-05 - loss: 0.0090 - UP: 98.82% UR: 99.05% UF: 98.94% P: 98.82% R: 99.05% F: 98.94%
611
+ 2023-04-12 22:28:14 INFO dev: loss: nan - UP: 84.27% UR: 73.53% UF: 78.53% P: 83.15% R: 72.55% F: 77.49%
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+ 2023-04-12 22:28:15 INFO test: loss: nan - UP: 35.44% UR: 41.74% UF: 38.34% P: 33.09% R: 38.97% F: 35.79%
613
+ 2023-04-12 22:28:15 INFO 0:00:02.885315s elapsed
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+ 2023-04-12 22:28:15 INFO Epoch 92 / 5000:
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+ 2023-04-12 22:28:16 INFO lr: 4.9080e-05 - loss: 0.0001 - UP: 99.88% UR: 99.05% UF: 99.47% P: 99.88% R: 99.05% F: 99.47%
617
+ 2023-04-12 22:28:16 INFO dev: loss: nan - UP: 90.70% UR: 76.47% UF: 82.98% P: 89.53% R: 75.49% F: 81.91%
618
+ 2023-04-12 22:28:18 INFO test: loss: nan - UP: 34.00% UR: 42.83% UF: 37.91% P: 31.67% R: 39.90% F: 35.31%
619
+ 2023-04-12 22:28:18 INFO 0:00:02.891902s elapsed
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+ 2023-04-12 22:28:18 INFO Epoch 93 / 5000:
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+ 2023-04-12 22:28:19 INFO lr: 4.9070e-05 - loss: 0.0001 - UP: 99.64% UR: 99.41% UF: 99.53% P: 99.64% R: 99.41% F: 99.53%
623
+ 2023-04-12 22:28:19 INFO dev: loss: nan - UP: 81.00% UR: 79.41% UF: 80.20% P: 80.00% R: 78.43% F: 79.21%
624
+ 2023-04-12 22:28:21 INFO test: loss: nan - UP: 30.49% UR: 45.79% UF: 36.60% P: 28.40% R: 42.65% F: 34.09%
625
+ 2023-04-12 22:28:21 INFO 0:00:02.929734s elapsed
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+ 2023-04-12 22:28:21 INFO Epoch 94 / 5000:
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+ 2023-04-12 22:28:22 INFO lr: 4.9060e-05 - loss: 0.0012 - UP: 99.53% UR: 99.88% UF: 99.70% P: 99.53% R: 99.88% F: 99.70%
629
+ 2023-04-12 22:28:22 INFO dev: loss: nan - UP: 82.65% UR: 79.41% UF: 81.00% P: 81.63% R: 78.43% F: 80.00%
630
+ 2023-04-12 22:28:24 INFO test: loss: nan - UP: 36.11% UR: 43.25% UF: 39.36% P: 33.87% R: 40.57% F: 36.92%
631
+ 2023-04-12 22:28:24 INFO 0:00:03.512229s elapsed
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+ 2023-04-12 22:28:24 INFO Epoch 95 / 5000:
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+ 2023-04-12 22:28:26 INFO lr: 4.9050e-05 - loss: 0.0000 - UP: 99.76% UR: 99.41% UF: 99.59% P: 99.64% R: 99.29% F: 99.47%
635
+ 2023-04-12 22:28:26 INFO dev: loss: nan - UP: 86.32% UR: 80.39% UF: 83.25% P: 85.26% R: 79.41% F: 82.23%
636
+ 2023-04-12 22:28:28 INFO test: loss: nan - UP: 36.81% UR: 42.62% UF: 39.50% P: 34.52% R: 39.96% F: 37.04%
637
+ 2023-04-12 22:28:28 INFO 0:00:03.503619s elapsed
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+ 2023-04-12 22:28:28 INFO Epoch 96 / 5000:
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+ 2023-04-12 22:28:29 INFO lr: 4.9040e-05 - loss: 0.0004 - UP: 99.53% UR: 99.53% UF: 99.53% P: 99.53% R: 99.53% F: 99.53%
641
+ 2023-04-12 22:28:29 INFO dev: loss: nan - UP: 81.19% UR: 80.39% UF: 80.79% P: 80.20% R: 79.41% F: 79.80%
642
+ 2023-04-12 22:28:30 INFO test: loss: nan - UP: 31.12% UR: 44.37% UF: 36.58% P: 28.70% R: 40.93% F: 33.74%
643
+ 2023-04-12 22:28:30 INFO 0:00:02.927001s elapsed
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+ 2023-04-12 22:28:32 INFO lr: 4.9030e-05 - loss: 0.0134 - UP: 99.05% UR: 98.34% UF: 98.69% P: 98.93% R: 98.22% F: 98.57%
647
+ 2023-04-12 22:28:32 INFO dev: loss: nan - UP: 88.24% UR: 73.53% UF: 80.21% P: 88.24% R: 73.53% F: 80.21%
648
+ 2023-04-12 22:28:33 INFO test: loss: nan - UP: 37.22% UR: 42.59% UF: 39.72% P: 34.74% R: 39.75% F: 37.08%
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+ 2023-04-12 22:28:33 INFO 0:00:02.695112s elapsed
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+ 2023-04-12 22:28:33 INFO Epoch 98 / 5000:
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+ 2023-04-12 22:28:35 INFO lr: 4.9020e-05 - loss: 0.0035 - UP: 99.39% UR: 97.16% UF: 98.26% P: 99.03% R: 96.80% F: 97.91%
653
+ 2023-04-12 22:28:35 INFO dev: loss: nan - UP: 84.04% UR: 77.45% UF: 80.61% P: 84.04% R: 77.45% F: 80.61%
654
+ 2023-04-12 22:28:36 INFO test: loss: nan - UP: 38.27% UR: 43.59% UF: 40.76% P: 35.57% R: 40.51% F: 37.88%
655
+ 2023-04-12 22:28:36 INFO 0:00:02.702612s elapsed
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+ 2023-04-12 22:28:36 INFO Epoch 99 / 5000:
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+ 2023-04-12 22:28:37 INFO lr: 4.9010e-05 - loss: 0.0384 - UP: 98.21% UR: 97.16% UF: 97.68% P: 97.97% R: 96.92% F: 97.44%
659
+ 2023-04-12 22:28:37 INFO dev: loss: nan - UP: 86.05% UR: 72.55% UF: 78.72% P: 79.07% R: 66.67% F: 72.34%
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+ 2023-04-12 22:28:39 INFO test: loss: nan - UP: 48.30% UR: 39.39% UF: 43.39% P: 44.45% R: 36.25% F: 39.93%
661
+ 2023-04-12 22:28:39 INFO 0:00:02.804887s elapsed
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+ 2023-04-12 22:29:33 INFO Epoch 69 saved
664
+ 2023-04-12 22:29:33 INFO dev: UP: 88.30% UR: 81.37% UF: 84.69% P: 87.23% R: 80.39% F: 83.67%
665
+ 2023-04-12 22:29:33 INFO test: UP: 39.43% UR: 38.12% UF: 38.77% P: 36.47% R: 35.26% F: 35.85%
666
+ 2023-04-12 22:29:33 INFO 0:05:02.777065s elapsed, 0:00:03.058354s/epoch