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SemEval-2022-Task-10
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  4. models/opener_en/random20/model_vi_opener_en_mbert_6 +3 -0
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  6. models/opener_en/random20/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/random20/model_vi_opener_en_roberta_6.train.log +480 -0
  8. models/opener_en/random20/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/random20/model_vi_opener_en_twxlmsa_6.train.log +600 -0
  10. models/opener_en/random20/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/random20/model_vi_opener_en_xlm_6.train.log +546 -0
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+ 2023-04-08 15:00:52 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
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+ 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
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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_random/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_random/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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+ 2023-04-08 15:00:52 INFO Building the fields
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+ 2023-04-08 15:00:58 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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+ 2023-04-08 15:00:58 INFO Building the model
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+ 2023-04-08 15:01:36 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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+ 2023-04-08 15:01:36 INFO Loading the data
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+ 2023-04-08 15:01:37 INFO
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+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=48, n_batches=24, n_buckets=24)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-08 15:01:41 INFO Epoch 1 / 5000:
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+ 2023-04-08 15:01:52 INFO lr: 4.9990e-05 - loss: 0.1750 - UP: 5.84% UR: 10.47% UF: 7.50% P: 2.02% R: 3.62% F: 2.59%
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+ 2023-04-08 15:01:52 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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+ 2023-04-08 15:01:53 INFO test: loss: 0.1873 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-08 15:01:53 INFO 0:00:12.466806s elapsed
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+
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+ 2023-04-08 15:01:53 INFO Epoch 2 / 5000:
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+ 2023-04-08 15:01:59 INFO lr: 4.9980e-05 - loss: 0.1720 - UP: 26.32% UR: 0.24% UF: 0.48% P: 26.32% R: 0.24% F: 0.48%
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+ 2023-04-08 15:02:00 INFO dev: loss: nan - UP: 66.67% UR: 0.66% UF: 1.30% P: 66.67% R: 0.66% F: 1.30%
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+ 2023-04-08 15:02:01 INFO test: loss: 0.1550 - UP: 60.47% UR: 0.78% UF: 1.55% P: 46.51% R: 0.60% F: 1.19%
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+ 2023-04-08 15:02:19 INFO 0:00:07.098479s elapsed (saved)
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+
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+ 2023-04-08 15:02:19 INFO Epoch 3 / 5000:
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+ 2023-04-08 15:02:24 INFO lr: 4.9970e-05 - loss: 0.1245 - UP: 23.38% UR: 1.74% UF: 3.23% P: 18.18% R: 1.35% F: 2.52%
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+ 2023-04-08 15:02:25 INFO dev: loss: nan - UP: 85.71% UR: 13.77% UF: 23.73% P: 65.31% R: 10.49% F: 18.08%
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+ 2023-04-08 15:02:26 INFO test: loss: 0.1370 - UP: 80.28% UR: 12.16% UF: 21.13% P: 60.96% R: 9.24% F: 16.04%
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+ 2023-04-08 15:02:44 INFO 0:00:06.790016s elapsed (saved)
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+
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+ 2023-04-08 15:02:44 INFO Epoch 4 / 5000:
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+ 2023-04-08 15:02:50 INFO lr: 4.9960e-05 - loss: 0.2035 - UP: 53.33% UR: 5.79% UF: 10.45% P: 47.11% R: 5.12% F: 9.23%
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+ 2023-04-08 15:02:50 INFO dev: loss: nan - UP: 77.55% UR: 12.46% UF: 21.47% P: 73.47% R: 11.80% F: 20.34%
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+ 2023-04-08 15:02:51 INFO test: loss: 0.1162 - UP: 83.95% UR: 10.26% UF: 18.29% P: 77.28% R: 9.45% F: 16.84%
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+ 2023-04-08 15:03:09 INFO 0:00:07.214703s elapsed (saved)
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+
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+ 2023-04-08 15:03:09 INFO Epoch 5 / 5000:
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+ 2023-04-08 15:03:14 INFO lr: 4.9950e-05 - loss: 0.0890 - UP: 59.56% UR: 10.52% UF: 17.88% P: 54.37% R: 9.60% F: 16.32%
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+ 2023-04-08 15:03:15 INFO dev: loss: nan - UP: 78.05% UR: 20.98% UF: 33.07% P: 73.17% R: 19.67% F: 31.01%
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+ 2023-04-08 15:03:16 INFO test: loss: 0.1073 - UP: 69.83% UR: 15.79% UF: 25.75% P: 65.42% R: 14.79% F: 24.13%
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+ 2023-04-08 15:03:35 INFO 0:00:06.847918s elapsed (saved)
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+
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+ 2023-04-08 15:03:35 INFO Epoch 6 / 5000:
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+ 2023-04-08 15:03:41 INFO lr: 4.9940e-05 - loss: 0.1918 - UP: 60.68% UR: 13.85% UF: 22.55% P: 57.93% R: 13.22% F: 21.53%
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+ 2023-04-08 15:03:41 INFO dev: loss: nan - UP: 78.82% UR: 21.97% UF: 34.36% P: 71.76% R: 20.00% F: 31.28%
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+ 2023-04-08 15:03:42 INFO test: loss: 0.1030 - UP: 73.18% UR: 18.20% UF: 29.15% P: 67.72% R: 16.84% F: 26.98%
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+ 2023-04-08 15:04:01 INFO 0:00:07.017603s elapsed (saved)
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+
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+ 2023-04-08 15:04:01 INFO Epoch 7 / 5000:
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+ 2023-04-08 15:04:07 INFO lr: 4.9930e-05 - loss: nan - UP: 58.11% UR: 17.47% UF: 26.86% P: 55.22% R: 16.60% F: 25.53%
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+ 2023-04-08 15:04:07 INFO dev: loss: nan - UP: 80.52% UR: 20.33% UF: 32.46% P: 74.03% R: 18.69% F: 29.84%
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+ 2023-04-08 15:04:08 INFO test: loss: 0.1031 - UP: 75.88% UR: 15.58% UF: 25.85% P: 71.91% R: 14.76% F: 24.49%
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+ 2023-04-08 15:04:08 INFO 0:00:07.394720s elapsed
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+
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+ 2023-04-08 15:04:08 INFO Epoch 8 / 5000:
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+ 2023-04-08 15:04:14 INFO lr: 4.9920e-05 - loss: 0.1519 - UP: 58.72% UR: 17.23% UF: 26.64% P: 56.25% R: 16.51% F: 25.52%
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+ 2023-04-08 15:04:15 INFO dev: loss: nan - UP: 86.49% UR: 20.98% UF: 33.77% P: 75.68% R: 18.36% F: 29.55%
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+ 2023-04-08 15:04:16 INFO test: loss: 0.1006 - UP: 78.00% UR: 16.69% UF: 27.50% P: 71.93% R: 15.39% F: 25.36%
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+ 2023-04-08 15:04:16 INFO 0:00:07.804355s elapsed
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+
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+ 2023-04-08 15:04:16 INFO Epoch 9 / 5000:
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+ 2023-04-08 15:04:22 INFO lr: 4.9910e-05 - loss: 0.0256 - UP: 65.92% UR: 22.68% UF: 33.75% P: 62.27% R: 21.43% F: 31.89%
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+ 2023-04-08 15:04:23 INFO dev: loss: nan - UP: 77.48% UR: 28.20% UF: 41.35% P: 71.17% R: 25.90% F: 37.98%
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+ 2023-04-08 15:04:24 INFO test: loss: 0.0962 - UP: 75.92% UR: 22.46% UF: 34.66% P: 72.24% R: 21.37% F: 32.98%
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+ 2023-04-08 15:04:43 INFO 0:00:08.403379s elapsed (saved)
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+
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+ 2023-04-08 15:04:43 INFO Epoch 10 / 5000:
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+ 2023-04-08 15:04:48 INFO lr: 4.9900e-05 - loss: 0.0608 - UP: 65.20% UR: 27.22% UF: 38.41% P: 62.43% R: 26.06% F: 36.77%
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+ 2023-04-08 15:04:49 INFO dev: loss: nan - UP: 84.11% UR: 29.51% UF: 43.69% P: 81.31% R: 28.52% F: 42.23%
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+ 2023-04-08 15:04:50 INFO test: loss: 0.0967 - UP: 77.45% UR: 22.91% UF: 35.36% P: 74.69% R: 22.09% F: 34.10%
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+ 2023-04-08 15:05:08 INFO 0:00:06.988533s elapsed (saved)
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+
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+ 2023-04-08 15:05:08 INFO Epoch 11 / 5000:
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+ 2023-04-08 15:05:14 INFO lr: 4.9890e-05 - loss: 0.0396 - UP: 72.53% UR: 31.23% UF: 43.66% P: 70.85% R: 30.50% F: 42.65%
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+ 2023-04-08 15:05:15 INFO dev: loss: nan - UP: 51.71% UR: 39.67% UF: 44.90% P: 49.15% R: 37.70% F: 42.67%
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+ 2023-04-08 15:05:16 INFO test: loss: 0.1065 - UP: 53.16% UR: 39.66% UF: 45.43% P: 51.29% R: 38.27% F: 43.84%
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+ 2023-04-08 15:05:35 INFO 0:00:07.684275s elapsed (saved)
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+
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+ 2023-04-08 15:05:35 INFO Epoch 12 / 5000:
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+ 2023-04-08 15:05:40 INFO lr: 4.9880e-05 - loss: 0.1132 - UP: 68.62% UR: 38.95% UF: 49.69% P: 67.35% R: 38.22% F: 48.77%
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+ 2023-04-08 15:05:41 INFO dev: loss: nan - UP: 56.22% UR: 40.00% UF: 46.74% P: 53.00% R: 37.70% F: 44.06%
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+ 2023-04-08 15:05:42 INFO test: loss: 0.1019 - UP: 58.31% UR: 38.00% UF: 46.02% P: 55.72% R: 36.31% F: 43.97%
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+ 2023-04-08 15:06:01 INFO 0:00:07.275140s elapsed (saved)
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+
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+ 2023-04-08 15:06:01 INFO Epoch 13 / 5000:
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+ 2023-04-08 15:06:06 INFO lr: 4.9870e-05 - loss: 0.0378 - UP: 70.31% UR: 40.35% UF: 51.27% P: 68.71% R: 39.43% F: 50.11%
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+ 2023-04-08 15:06:07 INFO dev: loss: nan - UP: 63.59% UR: 40.66% UF: 49.60% P: 61.03% R: 39.02% F: 47.60%
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+ 2023-04-08 15:06:08 INFO test: loss: 0.1026 - UP: 58.87% UR: 38.27% UF: 46.39% P: 56.08% R: 36.46% F: 44.19%
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+ 2023-04-08 15:06:26 INFO 0:00:06.942370s elapsed (saved)
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+
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+ 2023-04-08 15:06:26 INFO Epoch 14 / 5000:
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+ 2023-04-08 15:06:32 INFO lr: 4.9860e-05 - loss: 0.0374 - UP: 71.72% UR: 38.56% UF: 50.16% P: 70.02% R: 37.64% F: 48.96%
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+ 2023-04-08 15:06:33 INFO dev: loss: nan - UP: 63.70% UR: 28.20% UF: 39.09% P: 60.74% R: 26.89% F: 37.27%
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+ 2023-04-08 15:06:34 INFO test: loss: 0.1015 - UP: 68.06% UR: 25.08% UF: 36.66% P: 64.37% R: 23.72% F: 34.67%
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+ 2023-04-08 15:06:34 INFO 0:00:07.361437s elapsed
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+
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+ 2023-04-08 15:06:34 INFO Epoch 15 / 5000:
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+ 2023-04-08 15:06:40 INFO lr: 4.9850e-05 - loss: 0.0800 - UP: 75.17% UR: 41.51% UF: 53.48% P: 74.39% R: 41.07% F: 52.92%
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+ 2023-04-08 15:06:40 INFO dev: loss: nan - UP: 66.28% UR: 37.38% UF: 47.80% P: 63.37% R: 35.74% F: 45.70%
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+ 2023-04-08 15:06:42 INFO test: loss: 0.1049 - UP: 60.07% UR: 34.29% UF: 43.66% P: 57.54% R: 32.84% F: 41.81%
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+ 2023-04-08 15:06:42 INFO 0:00:07.753596s elapsed
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+
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+ 2023-04-08 15:06:42 INFO Epoch 16 / 5000:
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+ 2023-04-08 15:06:48 INFO lr: 4.9840e-05 - loss: 0.0600 - UP: 72.61% UR: 43.24% UF: 54.20% P: 71.88% R: 42.81% F: 53.66%
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+ 2023-04-08 15:06:50 INFO dev: loss: nan - UP: 63.37% UR: 41.97% UF: 50.49% P: 59.90% R: 39.67% F: 47.73%
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+ 2023-04-08 15:06:51 INFO test: loss: 0.1058 - UP: 57.89% UR: 39.33% UF: 46.84% P: 54.42% R: 36.98% F: 44.03%
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+ 2023-04-08 15:07:09 INFO 0:00:09.472478s elapsed (saved)
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+
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+ 2023-04-08 15:07:09 INFO Epoch 17 / 5000:
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+ 2023-04-08 15:07:15 INFO lr: 4.9830e-05 - loss: 0.0347 - UP: 77.50% UR: 45.70% UF: 57.50% P: 76.60% R: 45.17% F: 56.83%
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+ 2023-04-08 15:07:15 INFO dev: loss: nan - UP: 68.51% UR: 40.66% UF: 51.03% P: 64.09% R: 38.03% F: 47.74%
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+ 2023-04-08 15:07:16 INFO test: loss: 0.1059 - UP: 62.26% UR: 38.79% UF: 47.80% P: 59.01% R: 36.76% F: 45.30%
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+ 2023-04-08 15:07:36 INFO 0:00:06.866487s elapsed (saved)
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+
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+ 2023-04-08 15:07:36 INFO Epoch 18 / 5000:
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+ 2023-04-08 15:07:42 INFO lr: 4.9820e-05 - loss: 0.0580 - UP: 73.60% UR: 53.14% UF: 61.72% P: 73.20% R: 52.85% F: 61.38%
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+ 2023-04-08 15:07:42 INFO dev: loss: nan - UP: 57.92% UR: 41.97% UF: 48.67% P: 53.39% R: 38.69% F: 44.87%
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+ 2023-04-08 15:07:43 INFO test: loss: 0.1192 - UP: 57.36% UR: 44.67% UF: 50.23% P: 53.60% R: 41.74% F: 46.94%
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+ 2023-04-08 15:07:43 INFO 0:00:07.079348s elapsed
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+ 2023-04-08 15:07:50 INFO dev: loss: nan - UP: 68.36% UR: 39.67% UF: 50.21% P: 63.84% R: 37.05% F: 46.89%
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+ 2023-04-08 15:07:51 INFO test: loss: 0.1265 - UP: 61.33% UR: 40.93% UF: 49.09% P: 58.44% R: 39.00% F: 46.78%
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+ 2023-04-08 15:07:59 INFO dev: loss: nan - UP: 64.47% UR: 41.64% UF: 50.60% P: 59.39% R: 38.36% F: 46.61%
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+ 2023-04-08 15:08:00 INFO test: loss: 0.1260 - UP: 64.98% UR: 40.78% UF: 50.11% P: 62.34% R: 39.12% F: 48.07%
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+ 2023-04-08 15:08:06 INFO lr: 4.9790e-05 - loss: 0.0319 - UP: 77.57% UR: 58.25% UF: 66.54% P: 77.38% R: 58.11% F: 66.37%
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+ 2023-04-08 15:08:09 INFO test: loss: 0.1334 - UP: 66.04% UR: 38.09% UF: 48.32% P: 63.63% R: 36.70% F: 46.55%
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+ 2023-04-08 15:08:16 INFO lr: 4.9780e-05 - loss: 0.0299 - UP: 82.27% UR: 56.90% UF: 67.28% P: 81.79% R: 56.56% F: 66.88%
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+ 2023-04-08 15:08:16 INFO dev: loss: nan - UP: 64.62% UR: 44.92% UF: 53.00% P: 61.79% R: 42.95% F: 50.68%
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+ 2023-04-08 15:08:18 INFO test: loss: 0.1157 - UP: 61.54% UR: 43.71% UF: 51.11% P: 59.37% R: 42.17% F: 49.31%
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+ 2023-04-08 15:08:42 INFO dev: loss: nan - UP: 69.79% UR: 43.93% UF: 53.92% P: 65.62% R: 41.31% F: 50.70%
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+ 2023-04-08 15:08:44 INFO test: loss: 0.1239 - UP: 63.54% UR: 43.40% UF: 51.58% P: 61.07% R: 41.71% F: 49.57%
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+ 2023-04-08 15:09:02 INFO 0:00:07.118682s elapsed (saved)
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+ 2023-04-08 15:09:08 INFO lr: 4.9760e-05 - loss: 0.0199 - UP: 85.56% UR: 62.93% UF: 72.53% P: 85.30% R: 62.74% F: 72.30%
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+ 2023-04-08 15:09:09 INFO dev: loss: nan - UP: 64.44% UR: 50.49% UF: 56.62% P: 60.67% R: 47.54% F: 53.31%
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+ 2023-04-08 15:09:10 INFO test: loss: 0.1245 - UP: 54.06% UR: 48.39% UF: 51.07% P: 51.67% R: 46.24% F: 48.81%
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+ 2023-04-08 15:09:28 INFO 0:00:07.240264s elapsed (saved)
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+ 2023-04-08 15:09:34 INFO lr: 4.9750e-05 - loss: 0.0023 - UP: 83.79% UR: 66.60% UF: 74.21% P: 83.67% R: 66.51% F: 74.11%
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+ 2023-04-08 15:09:35 INFO dev: loss: nan - UP: 66.85% UR: 40.33% UF: 50.31% P: 64.67% R: 39.02% F: 48.67%
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+ 2023-04-08 15:09:36 INFO test: loss: 0.1248 - UP: 67.90% UR: 41.50% UF: 51.52% P: 65.33% R: 39.93% F: 49.57%
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+ 2023-04-08 15:09:42 INFO lr: 4.9740e-05 - loss: 0.0209 - UP: 84.93% UR: 67.18% UF: 75.02% P: 84.93% R: 67.18% F: 75.02%
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+ 2023-04-08 15:09:42 INFO dev: loss: nan - UP: 67.36% UR: 42.62% UF: 52.21% P: 64.77% R: 40.98% F: 50.20%
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+ 2023-04-08 15:09:44 INFO test: loss: 0.1274 - UP: 66.76% UR: 44.37% UF: 53.31% P: 63.85% R: 42.44% F: 50.99%
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+ 2023-04-08 15:09:51 INFO lr: 4.9730e-05 - loss: 0.0012 - UP: 85.64% UR: 69.35% UF: 76.64% P: 85.52% R: 69.26% F: 76.53%
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+ 2023-04-08 15:09:52 INFO dev: loss: nan - UP: 66.35% UR: 45.25% UF: 53.80% P: 64.42% R: 43.93% F: 52.24%
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+ 2023-04-08 15:09:54 INFO test: loss: 0.1257 - UP: 65.59% UR: 44.76% UF: 53.21% P: 62.72% R: 42.80% F: 50.88%
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+ 2023-04-08 15:10:00 INFO lr: 4.9720e-05 - loss: 0.0109 - UP: 84.16% UR: 69.50% UF: 76.13% P: 84.16% R: 69.50% F: 76.13%
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+ 2023-04-08 15:10:01 INFO dev: loss: nan - UP: 66.67% UR: 43.93% UF: 52.96% P: 63.18% R: 41.64% F: 50.20%
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+ 2023-04-08 15:10:02 INFO test: loss: 0.1421 - UP: 64.09% UR: 44.76% UF: 52.71% P: 61.41% R: 42.89% F: 50.51%
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+ 2023-04-08 15:10:02 INFO 0:00:08.475831s elapsed
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+ 2023-04-08 15:10:10 INFO lr: 4.9710e-05 - loss: 0.0334 - UP: 85.14% UR: 69.40% UF: 76.47% P: 85.08% R: 69.35% F: 76.42%
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+ 2023-04-08 15:10:11 INFO dev: loss: nan - UP: 64.29% UR: 47.21% UF: 54.44% P: 61.61% R: 45.25% F: 52.17%
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+ 2023-04-08 15:10:12 INFO test: loss: 0.1373 - UP: 59.73% UR: 47.27% UF: 52.77% P: 57.32% R: 45.37% F: 50.65%
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+ 2023-04-08 15:10:12 INFO 0:00:10.182736s elapsed
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+ 2023-04-08 15:10:18 INFO lr: 4.9700e-05 - loss: 0.0204 - UP: 87.47% UR: 65.35% UF: 74.81% P: 87.08% R: 65.06% F: 74.48%
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+ 2023-04-08 15:10:18 INFO dev: loss: nan - UP: 69.54% UR: 39.67% UF: 50.52% P: 65.52% R: 37.38% F: 47.60%
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+ 2023-04-08 15:10:19 INFO test: loss: 0.1326 - UP: 69.80% UR: 40.81% UF: 51.50% P: 66.75% R: 39.03% F: 49.26%
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+ 2023-04-08 15:10:19 INFO 0:00:06.950214s elapsed
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+ 2023-04-08 15:10:25 INFO lr: 4.9690e-05 - loss: 0.0264 - UP: 85.98% UR: 70.13% UF: 77.25% P: 85.44% R: 69.69% F: 76.77%
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+ 2023-04-08 15:10:26 INFO dev: loss: nan - UP: 65.82% UR: 42.30% UF: 51.50% P: 61.73% R: 39.67% F: 48.30%
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+ 2023-04-08 15:10:27 INFO test: loss: 0.1399 - UP: 64.74% UR: 42.89% UF: 51.60% P: 61.32% R: 40.63% F: 48.87%
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+ 2023-04-08 15:10:27 INFO 0:00:07.511574s elapsed
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+ 2023-04-08 15:10:32 INFO lr: 4.9680e-05 - loss: 0.0408 - UP: 84.73% UR: 70.95% UF: 77.23% P: 84.67% R: 70.90% F: 77.17%
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+ 2023-04-08 15:10:33 INFO dev: loss: nan - UP: 63.22% UR: 36.07% UF: 45.93% P: 60.34% R: 34.43% F: 43.84%
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+ 2023-04-08 15:10:34 INFO test: loss: 0.1614 - UP: 68.04% UR: 34.77% UF: 46.02% P: 65.15% R: 33.29% F: 44.07%
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+ 2023-04-08 15:10:34 INFO 0:00:06.823816s elapsed
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+ 2023-04-08 15:10:39 INFO lr: 4.9670e-05 - loss: 0.0309 - UP: 84.34% UR: 68.10% UF: 75.35% P: 83.86% R: 67.71% F: 74.93%
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+ 2023-04-08 15:10:40 INFO dev: loss: nan - UP: 67.90% UR: 36.07% UF: 47.11% P: 65.43% R: 34.75% F: 45.40%
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+ 2023-04-08 15:10:41 INFO test: loss: 0.1387 - UP: 67.35% UR: 37.85% UF: 48.46% P: 64.66% R: 36.34% F: 46.53%
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+ 2023-04-08 15:10:41 INFO 0:00:07.333392s elapsed
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+ 2023-04-08 15:10:47 INFO lr: 4.9660e-05 - loss: nan - UP: 85.78% UR: 69.31% UF: 76.67% P: 85.30% R: 68.92% F: 76.24%
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+ 2023-04-08 15:10:47 INFO dev: loss: nan - UP: 63.86% UR: 42.30% UF: 50.89% P: 61.88% R: 40.98% F: 49.31%
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+ 2023-04-08 15:10:48 INFO test: loss: 0.1471 - UP: 61.02% UR: 44.13% UF: 51.22% P: 58.35% R: 42.20% F: 48.98%
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+ 2023-04-08 15:10:48 INFO 0:00:07.308803s elapsed
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+ 2023-04-08 15:10:54 INFO lr: 4.9650e-05 - loss: 0.0312 - UP: 85.55% UR: 69.98% UF: 76.98% P: 84.25% R: 68.92% F: 75.82%
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+ 2023-04-08 15:10:55 INFO dev: loss: nan - UP: 73.72% UR: 33.11% UF: 45.70% P: 70.80% R: 31.80% F: 43.89%
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+ 2023-04-08 15:10:56 INFO test: loss: 0.1279 - UP: 70.05% UR: 31.48% UF: 43.44% P: 67.29% R: 30.24% F: 41.73%
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+ 2023-04-08 15:10:56 INFO 0:00:07.300821s elapsed
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+ 2023-04-08 15:10:56 INFO Epoch 36 / 5000:
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+ 2023-04-08 15:11:01 INFO lr: 4.9640e-05 - loss: 0.0694 - UP: 87.74% UR: 70.46% UF: 78.16% P: 86.60% R: 69.55% F: 77.14%
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+ 2023-04-08 15:11:02 INFO dev: loss: nan - UP: 62.02% UR: 42.30% UF: 50.29% P: 59.62% R: 40.66% F: 48.34%
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+ 2023-04-08 15:11:03 INFO test: loss: 0.1297 - UP: 60.48% UR: 45.55% UF: 51.96% P: 57.43% R: 43.25% F: 49.35%
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+ 2023-04-08 15:11:03 INFO 0:00:06.966417s elapsed
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+ 2023-04-08 15:11:08 INFO lr: 4.9630e-05 - loss: 0.0191 - UP: 86.00% UR: 74.42% UF: 79.79% P: 85.83% R: 74.28% F: 79.64%
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+ 2023-04-08 15:11:09 INFO dev: loss: nan - UP: 58.26% UR: 46.23% UF: 51.55% P: 54.13% R: 42.95% F: 47.90%
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+ 2023-04-08 15:11:10 INFO test: loss: 0.1490 - UP: 58.33% UR: 47.57% UF: 52.40% P: 56.03% R: 45.70% F: 50.34%
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+ 2023-04-08 15:11:10 INFO 0:00:07.164496s elapsed
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+ 2023-04-08 15:11:16 INFO lr: 4.9620e-05 - loss: 0.0068 - UP: 87.55% UR: 73.99% UF: 80.20% P: 87.38% R: 73.84% F: 80.04%
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+ 2023-04-08 15:11:16 INFO dev: loss: nan - UP: 72.99% UR: 41.64% UF: 53.03% P: 69.54% R: 39.67% F: 50.52%
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+ 2023-04-08 15:11:17 INFO test: loss: 0.1502 - UP: 71.77% UR: 41.29% UF: 52.42% P: 69.15% R: 39.78% F: 50.51%
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+ 2023-04-08 15:11:17 INFO 0:00:07.113160s elapsed
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+ 2023-04-08 15:11:22 INFO lr: 4.9610e-05 - loss: 0.0345 - UP: 84.39% UR: 70.99% UF: 77.12% P: 84.05% R: 70.70% F: 76.80%
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+ 2023-04-08 15:11:23 INFO dev: loss: nan - UP: 65.12% UR: 45.90% UF: 53.85% P: 60.93% R: 42.95% F: 50.38%
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+ 2023-04-08 15:11:24 INFO test: loss: 0.1308 - UP: 61.74% UR: 45.79% UF: 52.58% P: 58.81% R: 43.62% F: 50.09%
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+ 2023-04-08 15:11:24 INFO 0:00:06.965445s elapsed
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+ 2023-04-08 15:11:30 INFO lr: 4.9600e-05 - loss: 0.0171 - UP: 87.71% UR: 73.02% UF: 79.69% P: 87.30% R: 72.68% F: 79.33%
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+ 2023-04-08 15:11:30 INFO dev: loss: nan - UP: 68.90% UR: 47.21% UF: 56.03% P: 65.07% R: 44.59% F: 52.92%
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+ 2023-04-08 15:11:31 INFO test: loss: 0.1489 - UP: 62.54% UR: 46.76% UF: 53.51% P: 59.18% R: 44.25% F: 50.64%
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+ 2023-04-08 15:11:31 INFO 0:00:07.194860s elapsed
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+ 2023-04-08 15:11:37 INFO lr: 4.9590e-05 - loss: 0.0702 - UP: 89.15% UR: 77.36% UF: 82.84% P: 89.04% R: 77.27% F: 82.74%
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+ 2023-04-08 15:11:37 INFO dev: loss: nan - UP: 69.57% UR: 41.97% UF: 52.35% P: 65.76% R: 39.67% F: 49.49%
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+ 2023-04-08 15:11:38 INFO test: loss: 0.1459 - UP: 70.62% UR: 43.16% UF: 53.58% P: 67.60% R: 41.32% F: 51.29%
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+ 2023-04-08 15:11:38 INFO 0:00:06.832430s elapsed
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+ 2023-04-08 15:11:44 INFO lr: 4.9580e-05 - loss: 0.0008 - UP: 87.30% UR: 78.62% UF: 82.73% P: 87.03% R: 78.38% F: 82.48%
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+ 2023-04-08 15:11:44 INFO dev: loss: nan - UP: 79.02% UR: 37.05% UF: 50.45% P: 75.52% R: 35.41% F: 48.21%
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+ 2023-04-08 15:11:45 INFO test: loss: 0.1683 - UP: 76.98% UR: 34.92% UF: 48.05% P: 73.45% R: 33.32% F: 45.85%
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+ 2023-04-08 15:11:51 INFO lr: 4.9570e-05 - loss: 0.0069 - UP: 85.14% UR: 69.11% UF: 76.29% P: 84.90% R: 68.92% F: 76.08%
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+ 2023-04-08 15:11:51 INFO dev: loss: nan - UP: 67.82% UR: 38.69% UF: 49.27% P: 63.22% R: 36.07% F: 45.93%
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+ 2023-04-08 15:11:52 INFO test: loss: 0.1387 - UP: 64.56% UR: 41.56% UF: 50.57% P: 60.95% R: 39.24% F: 47.74%
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+ 2023-04-08 15:11:52 INFO 0:00:06.841201s elapsed
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+ 2023-04-08 15:11:58 INFO lr: 4.9560e-05 - loss: 0.0138 - UP: 88.75% UR: 68.53% UF: 77.34% P: 88.44% R: 68.29% F: 77.07%
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+ 2023-04-08 15:11:58 INFO dev: loss: nan - UP: 66.67% UR: 44.59% UF: 53.44% P: 61.76% R: 41.31% F: 49.51%
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+ 2023-04-08 15:11:59 INFO test: loss: 0.1251 - UP: 65.36% UR: 46.69% UF: 54.47% P: 61.39% R: 43.86% F: 51.16%
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+ 2023-04-08 15:12:05 INFO lr: 4.9550e-05 - loss: 0.0021 - UP: 87.78% UR: 74.52% UF: 80.61% P: 87.55% R: 74.32% F: 80.40%
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+ 2023-04-08 15:12:05 INFO dev: loss: nan - UP: 70.31% UR: 44.26% UF: 54.33% P: 66.67% R: 41.97% F: 51.51%
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+ 2023-04-08 15:12:06 INFO test: loss: 0.1400 - UP: 69.54% UR: 43.40% UF: 53.45% P: 65.47% R: 40.87% F: 50.33%
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+ 2023-04-08 15:12:12 INFO lr: 4.9540e-05 - loss: 0.0069 - UP: 90.28% UR: 79.78% UF: 84.70% P: 90.01% R: 79.54% F: 84.45%
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+ 2023-04-08 15:12:12 INFO dev: loss: nan - UP: 65.81% UR: 50.49% UF: 57.14% P: 61.54% R: 47.21% F: 53.43%
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+ 2023-04-08 15:12:14 INFO test: loss: 0.1456 - UP: 61.39% UR: 49.62% UF: 54.88% P: 57.80% R: 46.73% F: 51.68%
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+ 2023-04-08 15:12:31 INFO 0:00:07.327457s elapsed (saved)
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+ 2023-04-08 15:12:37 INFO lr: 4.9530e-05 - loss: 0.0106 - UP: 87.03% UR: 74.81% UF: 80.46% P: 86.52% R: 74.37% F: 79.99%
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+ 2023-04-08 15:12:37 INFO dev: loss: nan - UP: 67.50% UR: 35.41% UF: 46.45% P: 65.00% R: 34.10% F: 44.73%
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+ 2023-04-08 15:12:38 INFO test: loss: 0.1562 - UP: 69.37% UR: 39.03% UF: 49.95% P: 65.83% R: 37.04% F: 47.40%
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+ 2023-04-08 15:12:44 INFO lr: 4.9520e-05 - loss: 0.0281 - UP: 89.63% UR: 75.92% UF: 82.21% P: 89.46% R: 75.77% F: 82.05%
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+ 2023-04-08 15:12:45 INFO dev: loss: nan - UP: 66.97% UR: 48.52% UF: 56.27% P: 59.73% R: 43.28% F: 50.19%
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+ 2023-04-08 15:12:47 INFO test: loss: 0.1593 - UP: 59.07% UR: 48.87% UF: 53.49% P: 56.15% R: 46.45% F: 50.84%
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+ 2023-04-08 15:12:53 INFO lr: 4.9510e-05 - loss: 0.0744 - UP: 90.64% UR: 78.96% UF: 84.40% P: 90.53% R: 78.86% F: 84.29%
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+ 2023-04-08 15:12:53 INFO dev: loss: nan - UP: 66.67% UR: 40.66% UF: 50.51% P: 61.83% R: 37.70% F: 46.84%
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+ 2023-04-08 15:12:55 INFO test: loss: 0.1489 - UP: 66.17% UR: 41.87% UF: 51.28% P: 62.79% R: 39.72% F: 48.66%
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+ 2023-04-08 15:13:01 INFO lr: 4.9500e-05 - loss: 0.0033 - UP: 89.77% UR: 77.08% UF: 82.94% P: 89.66% R: 76.98% F: 82.84%
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+ 2023-04-08 15:13:02 INFO dev: loss: nan - UP: 66.49% UR: 40.98% UF: 50.71% P: 59.04% R: 36.39% F: 45.03%
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+ 2023-04-08 15:13:04 INFO test: loss: 0.1640 - UP: 66.28% UR: 41.47% UF: 51.02% P: 62.61% R: 39.18% F: 48.20%
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+ 2023-04-08 15:13:29 INFO test: loss: 0.1548 - UP: 67.64% UR: 40.69% UF: 50.81% P: 63.47% R: 38.18% F: 47.68%
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+ 2023-04-08 15:13:35 INFO dev: loss: nan - UP: 55.56% UR: 44.26% UF: 49.27% P: 50.62% R: 40.33% F: 44.89%
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+ 2023-04-08 15:13:50 INFO test: loss: 0.1496 - UP: 56.85% UR: 51.71% UF: 54.16% P: 53.14% R: 48.32% F: 50.62%
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+ 2023-04-08 15:13:56 INFO dev: loss: nan - UP: 71.27% UR: 42.30% UF: 53.09% P: 66.85% R: 39.67% F: 49.79%
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+ 2023-04-08 15:13:57 INFO test: loss: 0.1780 - UP: 70.10% UR: 41.53% UF: 52.16% P: 66.73% R: 39.54% F: 49.66%
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+ 2023-04-08 15:13:57 INFO 0:00:07.000358s elapsed
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+ 2023-04-08 15:14:02 INFO lr: 4.9420e-05 - loss: 0.0097 - UP: 88.96% UR: 78.57% UF: 83.44% P: 88.69% R: 78.33% F: 83.19%
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+ 2023-04-08 15:14:03 INFO dev: loss: nan - UP: 64.47% UR: 48.20% UF: 55.16% P: 58.77% R: 43.93% F: 50.28%
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+ 2023-04-08 15:14:04 INFO test: loss: 0.1506 - UP: 59.13% UR: 46.63% UF: 52.14% P: 55.38% R: 43.68% F: 48.84%
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+ 2023-04-08 15:14:04 INFO 0:00:06.996080s elapsed
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+ 2023-04-08 15:14:10 INFO lr: 4.9410e-05 - loss: 0.0061 - UP: 88.61% UR: 79.63% UF: 83.88% P: 87.92% R: 79.01% F: 83.22%
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+ 2023-04-08 15:14:10 INFO dev: loss: nan - UP: 72.22% UR: 46.89% UF: 56.86% P: 67.17% R: 43.61% F: 52.88%
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+ 2023-04-08 15:14:11 INFO test: loss: 0.1627 - UP: 65.38% UR: 44.46% UF: 52.93% P: 60.59% R: 41.20% F: 49.05%
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+ 2023-04-08 15:14:11 INFO 0:00:07.109520s elapsed
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+ 2023-04-08 15:14:16 INFO lr: 4.9400e-05 - loss: 0.0172 - UP: 88.69% UR: 79.83% UF: 84.02% P: 88.47% R: 79.63% F: 83.82%
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+ 2023-04-08 15:14:17 INFO dev: loss: nan - UP: 66.67% UR: 43.28% UF: 52.49% P: 62.63% R: 40.66% F: 49.30%
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+ 2023-04-08 15:14:18 INFO test: loss: 0.1730 - UP: 61.22% UR: 43.31% UF: 50.73% P: 56.61% R: 40.05% F: 46.92%
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+ 2023-04-08 15:14:18 INFO 0:00:06.796254s elapsed
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+ 2023-04-08 15:14:24 INFO lr: 4.9390e-05 - loss: 0.0029 - UP: 88.44% UR: 76.83% UF: 82.23% P: 87.89% R: 76.35% F: 81.71%
431
+ 2023-04-08 15:14:24 INFO dev: loss: nan - UP: 68.75% UR: 43.28% UF: 53.12% P: 63.02% R: 39.67% F: 48.69%
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+ 2023-04-08 15:14:25 INFO test: loss: 0.1763 - UP: 64.44% UR: 40.42% UF: 49.68% P: 60.01% R: 37.64% F: 46.26%
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+ 2023-04-08 15:14:25 INFO 0:00:07.204877s elapsed
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+ 2023-04-08 15:14:25 INFO Epoch 62 / 5000:
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+ 2023-04-08 15:14:31 INFO lr: 4.9380e-05 - loss: 0.1457 - UP: 88.68% UR: 71.81% UF: 79.36% P: 87.78% R: 71.09% F: 78.56%
437
+ 2023-04-08 15:14:31 INFO dev: loss: nan - UP: 60.64% UR: 18.69% UF: 28.57% P: 56.38% R: 17.38% F: 26.57%
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+ 2023-04-08 15:14:32 INFO test: loss: 0.2003 - UP: 59.95% UR: 21.64% UF: 31.80% P: 52.93% R: 19.11% F: 28.08%
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+ 2023-04-08 15:14:32 INFO 0:00:06.801510s elapsed
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+ 2023-04-08 15:14:38 INFO lr: 4.9370e-05 - loss: 0.0436 - UP: 90.34% UR: 77.17% UF: 83.24% P: 89.55% R: 76.50% F: 82.51%
443
+ 2023-04-08 15:14:38 INFO dev: loss: nan - UP: 66.34% UR: 43.93% UF: 52.86% P: 63.37% R: 41.97% F: 50.49%
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+ 2023-04-08 15:14:39 INFO test: loss: 0.1846 - UP: 65.73% UR: 44.97% UF: 53.41% P: 61.89% R: 42.35% F: 50.29%
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+ 2023-04-08 15:14:39 INFO 0:00:07.331991s elapsed
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+ 2023-04-08 15:14:39 INFO Epoch 64 / 5000:
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+ 2023-04-08 15:14:45 INFO lr: 4.9360e-05 - loss: 0.0053 - UP: 92.08% UR: 81.90% UF: 86.69% P: 91.86% R: 81.71% F: 86.49%
449
+ 2023-04-08 15:14:45 INFO dev: loss: nan - UP: 61.74% UR: 46.56% UF: 53.08% P: 56.52% R: 42.62% F: 48.60%
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+ 2023-04-08 15:14:46 INFO test: loss: 0.1602 - UP: 63.01% UR: 49.11% UF: 55.20% P: 59.06% R: 46.03% F: 51.74%
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+ 2023-04-08 15:14:46 INFO 0:00:06.821881s elapsed
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+ 2023-04-08 15:14:46 INFO Epoch 65 / 5000:
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+ 2023-04-08 15:14:52 INFO lr: 4.9350e-05 - loss: 0.0153 - UP: 91.17% UR: 84.70% UF: 87.82% P: 90.91% R: 84.46% F: 87.57%
455
+ 2023-04-08 15:14:52 INFO dev: loss: nan - UP: 64.81% UR: 45.90% UF: 53.74% P: 57.87% R: 40.98% F: 47.98%
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+ 2023-04-08 15:14:53 INFO test: loss: 0.1782 - UP: 63.35% UR: 45.70% UF: 53.09% P: 59.08% R: 42.62% F: 49.52%
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+ 2023-04-08 15:14:53 INFO 0:00:07.305949s elapsed
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+ 2023-04-08 15:14:53 INFO Epoch 66 / 5000:
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+ 2023-04-08 15:14:59 INFO lr: 4.9340e-05 - loss: nan - UP: 91.91% UR: 82.82% UF: 87.13% P: 91.54% R: 82.48% F: 86.77%
461
+ 2023-04-08 15:14:59 INFO dev: loss: nan - UP: 66.98% UR: 46.56% UF: 54.93% P: 60.38% R: 41.97% F: 49.52%
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+ 2023-04-08 15:15:00 INFO test: loss: 0.1740 - UP: 64.42% UR: 45.79% UF: 53.53% P: 60.64% R: 43.10% F: 50.39%
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+ 2023-04-08 15:15:00 INFO 0:00:06.860504s elapsed
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+ 2023-04-08 15:15:00 INFO Epoch 67 / 5000:
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+ 2023-04-08 15:15:06 INFO lr: 4.9330e-05 - loss: 0.0149 - UP: 89.63% UR: 81.32% UF: 85.27% P: 89.36% R: 81.08% F: 85.02%
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+ 2023-04-08 15:15:06 INFO dev: loss: nan - UP: 63.26% UR: 44.59% UF: 52.31% P: 55.35% R: 39.02% F: 45.77%
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+ 2023-04-08 15:15:07 INFO test: loss: 0.1628 - UP: 62.78% UR: 46.12% UF: 53.18% P: 59.00% R: 43.34% F: 49.97%
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+ 2023-04-08 15:15:07 INFO 0:00:07.168994s elapsed
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+ 2023-04-08 15:15:07 INFO Epoch 68 / 5000:
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+ 2023-04-08 15:15:13 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 91.96% UR: 85.04% UF: 88.37% P: 91.54% R: 84.65% F: 87.96%
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+ 2023-04-08 15:15:13 INFO dev: loss: nan - UP: 65.19% UR: 38.69% UF: 48.56% P: 61.33% R: 36.39% F: 45.68%
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+ 2023-04-08 15:15:14 INFO test: loss: 0.1947 - UP: 67.63% UR: 43.19% UF: 52.72% P: 64.08% R: 40.93% F: 49.95%
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+ 2023-04-08 15:15:14 INFO 0:00:06.988638s elapsed
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+ 2023-04-08 15:15:14 INFO Epoch 69 / 5000:
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+ 2023-04-08 15:15:20 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 91.97% UR: 86.73% UF: 89.27% P: 91.45% R: 86.25% F: 88.77%
479
+ 2023-04-08 15:15:20 INFO dev: loss: nan - UP: 62.60% UR: 50.49% UF: 55.90% P: 58.13% R: 46.89% F: 51.91%
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+ 2023-04-08 15:15:22 INFO test: loss: 0.1634 - UP: 60.18% UR: 51.55% UF: 55.54% P: 55.46% R: 47.51% F: 51.18%
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+ 2023-04-08 15:15:22 INFO 0:00:07.135631s elapsed
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+ 2023-04-08 15:15:22 INFO Epoch 70 / 5000:
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+ 2023-04-08 15:15:27 INFO lr: 4.9300e-05 - loss: 0.0102 - UP: 91.52% UR: 86.44% UF: 88.91% P: 91.16% R: 86.10% F: 88.56%
485
+ 2023-04-08 15:15:28 INFO dev: loss: nan - UP: 69.12% UR: 46.23% UF: 55.40% P: 64.22% R: 42.95% F: 51.47%
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+ 2023-04-08 15:15:29 INFO test: loss: 0.1810 - UP: 66.48% UR: 46.76% UF: 54.90% P: 60.99% R: 42.89% F: 50.36%
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+ 2023-04-08 15:15:29 INFO 0:00:07.075210s elapsed
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+ 2023-04-08 15:15:29 INFO Epoch 71 / 5000:
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+ 2023-04-08 15:15:34 INFO lr: 4.9290e-05 - loss: 0.0064 - UP: 92.14% UR: 88.22% UF: 90.14% P: 91.68% R: 87.79% F: 89.69%
491
+ 2023-04-08 15:15:34 INFO dev: loss: nan - UP: 65.26% UR: 45.57% UF: 53.67% P: 62.91% R: 43.93% F: 51.74%
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+ 2023-04-08 15:15:36 INFO test: loss: 0.1768 - UP: 67.87% UR: 46.54% UF: 55.22% P: 63.69% R: 43.68% F: 51.82%
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+ 2023-04-08 15:15:36 INFO 0:00:06.876155s elapsed
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+ 2023-04-08 15:15:36 INFO Epoch 72 / 5000:
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+ 2023-04-08 15:15:41 INFO lr: 4.9280e-05 - loss: 0.0085 - UP: 92.34% UR: 87.84% UF: 90.03% P: 91.58% R: 87.11% F: 89.29%
497
+ 2023-04-08 15:15:42 INFO dev: loss: nan - UP: 63.85% UR: 44.59% UF: 52.51% P: 59.62% R: 41.64% F: 49.03%
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+ 2023-04-08 15:15:43 INFO test: loss: 0.1657 - UP: 70.21% UR: 46.60% UF: 56.02% P: 64.80% R: 43.01% F: 51.71%
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+ 2023-04-08 15:15:43 INFO 0:00:07.108823s elapsed
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+ 2023-04-08 15:15:43 INFO Epoch 73 / 5000:
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+ 2023-04-08 15:15:48 INFO lr: 4.9270e-05 - loss: 0.0148 - UP: 93.46% UR: 88.32% UF: 90.82% P: 93.16% R: 88.03% F: 90.52%
503
+ 2023-04-08 15:15:48 INFO dev: loss: nan - UP: 70.41% UR: 45.25% UF: 55.09% P: 67.35% R: 43.28% F: 52.69%
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+ 2023-04-08 15:15:49 INFO test: loss: 0.1936 - UP: 68.48% UR: 44.91% UF: 54.25% P: 64.34% R: 42.20% F: 50.97%
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+ 2023-04-08 15:15:49 INFO 0:00:06.746759s elapsed
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+ 2023-04-08 15:15:49 INFO Epoch 74 / 5000:
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+ 2023-04-08 15:15:55 INFO lr: 4.9260e-05 - loss: 0.0076 - UP: 93.46% UR: 86.20% UF: 89.68% P: 93.20% R: 85.96% F: 89.43%
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+ 2023-04-08 15:15:56 INFO dev: loss: nan - UP: 66.34% UR: 43.93% UF: 52.86% P: 63.86% R: 42.30% F: 50.89%
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+ 2023-04-08 15:15:57 INFO test: loss: 0.1903 - UP: 66.84% UR: 46.24% UF: 54.67% P: 62.78% R: 43.43% F: 51.35%
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+ 2023-04-08 15:15:57 INFO 0:00:07.197600s elapsed
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+ 2023-04-08 15:15:57 INFO Epoch 75 / 5000:
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+ 2023-04-08 15:16:02 INFO lr: 4.9250e-05 - loss: 0.0081 - UP: 91.56% UR: 86.92% UF: 89.18% P: 91.15% R: 86.53% F: 88.78%
515
+ 2023-04-08 15:16:02 INFO dev: loss: nan - UP: 67.88% UR: 42.95% UF: 52.61% P: 65.80% R: 41.64% F: 51.00%
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+ 2023-04-08 15:16:03 INFO test: loss: 0.1895 - UP: 70.41% UR: 45.46% UF: 55.25% P: 66.20% R: 42.74% F: 51.94%
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+ 2023-04-08 15:16:03 INFO 0:00:06.771458s elapsed
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+ 2023-04-08 15:16:03 INFO Epoch 76 / 5000:
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+ 2023-04-08 15:16:09 INFO lr: 4.9240e-05 - loss: 0.0301 - UP: 94.71% UR: 85.52% UF: 89.88% P: 94.71% R: 85.52% F: 89.88%
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+ 2023-04-08 15:16:10 INFO dev: loss: nan - UP: 71.43% UR: 45.90% UF: 55.89% P: 70.41% R: 45.25% F: 55.09%
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+ 2023-04-08 15:16:11 INFO test: loss: 0.1803 - UP: 67.80% UR: 45.94% UF: 54.77% P: 63.56% R: 43.07% F: 51.35%
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+ 2023-04-08 15:16:29 INFO 0:00:07.361346s elapsed (saved)
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+ 2023-04-08 15:16:29 INFO Epoch 77 / 5000:
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+ 2023-04-08 15:16:34 INFO lr: 4.9230e-05 - loss: 0.0198 - UP: 93.87% UR: 90.88% UF: 92.35% P: 93.72% R: 90.73% F: 92.20%
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+ 2023-04-08 15:16:35 INFO dev: loss: nan - UP: 63.91% UR: 48.20% UF: 54.95% P: 62.61% R: 47.21% F: 53.83%
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+ 2023-04-08 15:16:36 INFO test: loss: 0.1818 - UP: 62.46% UR: 49.26% UF: 55.08% P: 59.24% R: 46.73% F: 52.24%
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+ 2023-04-08 15:16:36 INFO 0:00:06.839765s elapsed
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+ 2023-04-08 15:16:42 INFO lr: 4.9220e-05 - loss: 0.0049 - UP: 92.50% UR: 88.13% UF: 90.26% P: 92.45% R: 88.08% F: 90.21%
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+ 2023-04-08 15:16:43 INFO dev: loss: nan - UP: 71.26% UR: 40.66% UF: 51.77% P: 69.54% R: 39.67% F: 50.52%
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+ 2023-04-08 15:16:44 INFO test: loss: 0.1726 - UP: 70.41% UR: 42.80% UF: 53.24% P: 66.73% R: 40.57% F: 50.46%
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+ 2023-04-08 15:16:44 INFO 0:00:08.677300s elapsed
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+ 2023-04-08 15:16:50 INFO lr: 4.9210e-05 - loss: 0.0040 - UP: 95.71% UR: 91.55% UF: 93.59% P: 95.61% R: 91.46% F: 93.49%
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+ 2023-04-08 15:16:51 INFO dev: loss: nan - UP: 68.63% UR: 45.90% UF: 55.01% P: 66.67% R: 44.59% F: 53.44%
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+ 2023-04-08 15:16:52 INFO test: loss: 0.1935 - UP: 67.34% UR: 46.00% UF: 54.66% P: 63.90% R: 43.65% F: 51.87%
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+ 2023-04-08 15:16:52 INFO 0:00:07.774645s elapsed
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+ 2023-04-08 15:16:59 INFO lr: 4.9200e-05 - loss: 0.0071 - UP: 95.88% UR: 90.88% UF: 93.31% P: 95.77% R: 90.78% F: 93.21%
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+ 2023-04-08 15:17:00 INFO dev: loss: nan - UP: 68.10% UR: 46.89% UF: 55.53% P: 66.67% R: 45.90% F: 54.37%
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+ 2023-04-08 15:17:01 INFO test: loss: 0.1820 - UP: 65.22% UR: 47.93% UF: 55.25% P: 61.93% R: 45.52% F: 52.47%
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+ 2023-04-08 15:17:01 INFO 0:00:09.294505s elapsed
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+ 2023-04-08 15:17:01 INFO Epoch 81 / 5000:
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+ 2023-04-08 15:17:08 INFO lr: 4.9190e-05 - loss: 0.0067 - UP: 94.35% UR: 91.02% UF: 92.66% P: 94.25% R: 90.93% F: 92.56%
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+ 2023-04-08 15:17:08 INFO dev: loss: nan - UP: 65.24% UR: 49.84% UF: 56.51% P: 61.80% R: 47.21% F: 53.53%
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+ 2023-04-08 15:17:10 INFO test: loss: 0.1860 - UP: 59.93% UR: 51.55% UF: 55.43% P: 56.07% R: 48.23% F: 51.86%
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+ 2023-04-08 15:17:10 INFO 0:00:08.068094s elapsed
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+ 2023-04-08 15:17:16 INFO lr: 4.9180e-05 - loss: 0.0071 - UP: 93.86% UR: 92.23% UF: 93.04% P: 93.81% R: 92.18% F: 92.99%
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+ 2023-04-08 15:17:31 INFO lr: 4.9160e-05 - loss: 0.0142 - UP: 92.65% UR: 88.85% UF: 90.71% P: 92.45% R: 88.66% F: 90.51%
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+ 2023-04-08 15:17:33 INFO test: loss: 0.1813 - UP: 61.44% UR: 49.83% UF: 55.03% P: 57.69% R: 46.79% F: 51.67%
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+ 2023-04-08 15:17:39 INFO lr: 4.9150e-05 - loss: 0.0214 - UP: 92.25% UR: 88.51% UF: 90.34% P: 92.25% R: 88.51% F: 90.34%
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+ 2023-04-08 15:17:39 INFO dev: loss: nan - UP: 67.98% UR: 39.67% UF: 50.10% P: 65.73% R: 38.36% F: 48.45%
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+ 2023-04-08 15:17:40 INFO test: loss: 0.2568 - UP: 69.13% UR: 44.01% UF: 53.78% P: 65.01% R: 41.38% F: 50.57%
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+ 2023-04-08 15:17:46 INFO lr: 4.9140e-05 - loss: 0.0066 - UP: 92.66% UR: 87.79% UF: 90.16% P: 92.15% R: 87.31% F: 89.67%
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+ 2023-04-08 15:17:47 INFO test: loss: 0.1981 - UP: 63.19% UR: 46.21% UF: 53.38% P: 58.61% R: 42.86% F: 49.51%
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+ 2023-04-08 15:17:53 INFO lr: 4.9130e-05 - loss: 0.0049 - UP: 93.70% UR: 86.87% UF: 90.16% P: 93.39% R: 86.58% F: 89.86%
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+ 2023-04-08 15:17:54 INFO test: loss: 0.2107 - UP: 62.24% UR: 45.22% UF: 52.38% P: 58.54% R: 42.53% F: 49.27%
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+ 2023-04-08 15:18:00 INFO lr: 4.9120e-05 - loss: 0.0141 - UP: 91.09% UR: 82.92% UF: 86.81% P: 90.72% R: 82.58% F: 86.46%
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+ 2023-04-08 15:18:00 INFO dev: loss: nan - UP: 62.75% UR: 52.46% UF: 57.14% P: 56.86% R: 47.54% F: 51.79%
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+ 2023-04-08 15:18:01 INFO test: loss: 0.2416 - UP: 59.32% UR: 48.60% UF: 53.43% P: 55.01% R: 45.06% F: 49.54%
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+ 2023-04-08 15:18:07 INFO dev: loss: nan - UP: 61.70% UR: 47.54% UF: 53.70% P: 55.74% R: 42.95% F: 48.52%
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+ 2023-04-08 15:18:08 INFO test: loss: 0.2000 - UP: 62.73% UR: 48.87% UF: 54.94% P: 59.09% R: 46.03% F: 51.75%
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+ 2023-04-08 15:18:08 INFO 0:00:07.042979s elapsed
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+ 2023-04-08 15:18:08 INFO Epoch 90 / 5000:
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+ 2023-04-08 15:18:14 INFO lr: 4.9100e-05 - loss: 0.0076 - UP: 93.97% UR: 88.80% UF: 91.32% P: 93.72% R: 88.56% F: 91.07%
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+ 2023-04-08 15:18:14 INFO dev: loss: nan - UP: 73.91% UR: 39.02% UF: 51.07% P: 68.94% R: 36.39% F: 47.64%
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+ 2023-04-08 15:18:15 INFO test: loss: 0.2226 - UP: 70.20% UR: 39.96% UF: 50.93% P: 66.28% R: 37.73% F: 48.09%
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+ 2023-04-08 15:18:15 INFO 0:00:06.911969s elapsed
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+ 2023-04-08 15:18:21 INFO lr: 4.9090e-05 - loss: 0.0026 - UP: 92.94% UR: 86.34% UF: 89.52% P: 92.88% R: 86.29% F: 89.47%
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+ 2023-04-08 15:18:21 INFO dev: loss: nan - UP: 65.62% UR: 48.20% UF: 55.58% P: 62.05% R: 45.57% F: 52.55%
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+ 2023-04-08 15:18:22 INFO test: loss: 0.2032 - UP: 63.98% UR: 47.24% UF: 54.35% P: 60.30% R: 44.52% F: 51.22%
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+ 2023-04-08 15:18:22 INFO 0:00:07.113983s elapsed
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+ 2023-04-08 15:18:28 INFO dev: loss: nan - UP: 68.93% UR: 46.56% UF: 55.58% P: 63.11% R: 42.62% F: 50.88%
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+ 2023-04-08 15:18:29 INFO test: loss: 0.1971 - UP: 63.97% UR: 47.69% UF: 54.64% P: 60.16% R: 44.85% F: 51.39%
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+ 2023-04-08 15:18:29 INFO 0:00:06.809611s elapsed
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+ 2023-04-08 15:18:29 INFO Epoch 93 / 5000:
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+ 2023-04-08 15:18:35 INFO lr: 4.9070e-05 - loss: 0.0032 - UP: 95.71% UR: 90.35% UF: 92.95% P: 95.65% R: 90.30% F: 92.90%
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+ 2023-04-08 15:18:35 INFO dev: loss: nan - UP: 67.14% UR: 46.23% UF: 54.76% P: 61.43% R: 42.30% F: 50.10%
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+ 2023-04-08 15:18:36 INFO test: loss: 0.1864 - UP: 64.40% UR: 47.78% UF: 54.86% P: 60.74% R: 45.06% F: 51.74%
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+ 2023-04-08 15:18:36 INFO 0:00:07.220143s elapsed
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+ 2023-04-08 15:18:36 INFO Epoch 94 / 5000:
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+ 2023-04-08 15:18:42 INFO lr: 4.9060e-05 - loss: 0.0071 - UP: 94.30% UR: 91.80% UF: 93.03% P: 94.20% R: 91.70% F: 92.93%
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+ 2023-04-08 15:18:42 INFO dev: loss: nan - UP: 64.52% UR: 45.90% UF: 53.64% P: 58.06% R: 41.31% F: 48.28%
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+ 2023-04-08 15:18:43 INFO test: loss: 0.2009 - UP: 63.42% UR: 46.63% UF: 53.75% P: 59.93% R: 44.07% F: 50.79%
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+ 2023-04-08 15:18:43 INFO 0:00:06.792658s elapsed
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+ 2023-04-08 15:18:43 INFO Epoch 95 / 5000:
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+ 2023-04-08 15:18:49 INFO lr: 4.9050e-05 - loss: 0.0173 - UP: 95.58% UR: 91.94% UF: 93.73% P: 95.53% R: 91.89% F: 93.68%
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+ 2023-04-08 15:18:49 INFO dev: loss: nan - UP: 66.02% UR: 44.59% UF: 53.23% P: 61.17% R: 41.31% F: 49.32%
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+ 2023-04-08 15:18:51 INFO test: loss: 0.2018 - UP: 64.33% UR: 47.36% UF: 54.55% P: 60.72% R: 44.70% F: 51.50%
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+ 2023-04-08 15:18:51 INFO 0:00:07.383674s elapsed
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+ 2023-04-08 15:18:51 INFO Epoch 96 / 5000:
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+ 2023-04-08 15:18:56 INFO lr: 4.9040e-05 - loss: 0.0009 - UP: 95.70% UR: 93.39% UF: 94.53% P: 95.60% R: 93.29% F: 94.43%
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+ 2023-04-08 15:18:56 INFO dev: loss: nan - UP: 68.82% UR: 41.97% UF: 52.14% P: 65.59% R: 40.00% F: 49.69%
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+ 2023-04-08 15:18:57 INFO test: loss: 0.2190 - UP: 69.99% UR: 43.65% UF: 53.76% P: 66.02% R: 41.17% F: 50.72%
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+ 2023-04-08 15:18:57 INFO 0:00:06.799078s elapsed
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+ 2023-04-08 15:18:57 INFO Epoch 97 / 5000:
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+ 2023-04-08 15:19:03 INFO lr: 4.9030e-05 - loss: nan - UP: 96.06% UR: 93.00% UF: 94.51% P: 95.96% R: 92.91% F: 94.41%
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+ 2023-04-08 15:19:04 INFO dev: loss: nan - UP: 67.80% UR: 45.57% UF: 54.51% P: 64.88% R: 43.61% F: 52.16%
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+ 2023-04-08 15:19:05 INFO test: loss: 0.2167 - UP: 65.65% UR: 45.00% UF: 53.40% P: 62.13% R: 42.59% F: 50.54%
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+ 2023-04-08 15:19:05 INFO 0:00:07.291893s elapsed
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+ 2023-04-08 15:19:05 INFO Epoch 98 / 5000:
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+ 2023-04-08 15:19:10 INFO lr: 4.9020e-05 - loss: 0.0071 - UP: 94.74% UR: 90.49% UF: 92.57% P: 94.54% R: 90.30% F: 92.37%
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+ 2023-04-08 15:19:11 INFO dev: loss: nan - UP: 63.48% UR: 47.87% UF: 54.58% P: 60.00% R: 45.25% F: 51.59%
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+ 2023-04-08 15:19:12 INFO test: loss: 0.1936 - UP: 64.96% UR: 45.94% UF: 53.82% P: 60.26% R: 42.62% F: 49.93%
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+ 2023-04-08 15:19:12 INFO 0:00:06.928297s elapsed
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+ 2023-04-08 15:19:12 INFO Epoch 99 / 5000:
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+ 2023-04-08 15:19:17 INFO lr: 4.9010e-05 - loss: 0.0025 - UP: 91.93% UR: 90.73% UF: 91.33% P: 91.74% R: 90.54% F: 91.13%
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+ 2023-04-08 15:19:18 INFO dev: loss: nan - UP: 60.96% UR: 50.16% UF: 55.04% P: 56.18% R: 46.23% F: 50.72%
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+ 2023-04-08 15:19:19 INFO test: loss: 0.2181 - UP: 59.83% UR: 50.08% UF: 54.52% P: 55.93% R: 46.82% F: 50.97%
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+ 2023-04-08 15:19:19 INFO 0:00:07.150647s elapsed
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+ 2023-04-08 15:19:19 INFO Epoch 100 / 5000:
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+ 2023-04-08 15:19:25 INFO lr: 4.9000e-05 - loss: 0.0111 - UP: 91.08% UR: 85.71% UF: 88.31% P: 90.87% R: 85.52% F: 88.12%
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+ 2023-04-08 15:19:25 INFO dev: loss: nan - UP: 71.43% UR: 47.54% UF: 57.09% P: 66.50% R: 44.26% F: 53.15%
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+ 2023-04-08 15:19:26 INFO test: loss: 0.2122 - UP: 69.10% UR: 44.61% UF: 54.22% P: 64.61% R: 41.71% F: 50.70%
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+ 2023-04-08 15:19:26 INFO 0:00:07.516612s elapsed
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+ 2023-04-08 15:19:26 INFO Epoch 101 / 5000:
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+ 2023-04-08 15:19:32 INFO lr: 4.8990e-05 - loss: 0.0088 - UP: 91.82% UR: 85.09% UF: 88.33% P: 91.61% R: 84.89% F: 88.13%
671
+ 2023-04-08 15:19:32 INFO dev: loss: nan - UP: 65.93% UR: 48.85% UF: 56.12% P: 60.18% R: 44.59% F: 51.22%
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+ 2023-04-08 15:19:33 INFO test: loss: 0.1906 - UP: 60.18% UR: 49.53% UF: 54.34% P: 56.29% R: 46.33% F: 50.83%
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+ 2023-04-08 15:19:33 INFO 0:00:07.086462s elapsed
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+ 2023-04-08 15:19:33 INFO Epoch 102 / 5000:
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+ 2023-04-08 15:19:39 INFO lr: 4.8980e-05 - loss: 0.0087 - UP: 94.36% UR: 86.39% UF: 90.20% P: 94.31% R: 86.34% F: 90.15%
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+ 2023-04-08 15:19:39 INFO dev: loss: nan - UP: 69.34% UR: 48.20% UF: 56.87% P: 65.57% R: 45.57% F: 53.77%
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+ 2023-04-08 15:19:40 INFO test: loss: 0.1996 - UP: 64.32% UR: 47.78% UF: 54.83% P: 60.18% R: 44.70% F: 51.30%
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+ 2023-04-08 15:19:40 INFO 0:00:07.035340s elapsed
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+ 2023-04-08 15:19:40 INFO Epoch 103 / 5000:
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+ 2023-04-08 15:19:46 INFO lr: 4.8970e-05 - loss: 0.0046 - UP: 95.19% UR: 90.69% UF: 92.88% P: 94.98% R: 90.49% F: 92.68%
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+ 2023-04-08 15:19:46 INFO dev: loss: nan - UP: 66.94% UR: 53.11% UF: 59.23% P: 62.81% R: 49.84% F: 55.58%
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+ 2023-04-08 15:19:47 INFO test: loss: 0.1947 - UP: 61.57% UR: 51.46% UF: 56.07% P: 57.78% R: 48.29% F: 52.61%
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+ 2023-04-08 15:20:07 INFO 0:00:06.827754s elapsed (saved)
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+ 2023-04-08 15:20:07 INFO Epoch 104 / 5000:
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+ 2023-04-08 15:20:12 INFO lr: 4.8960e-05 - loss: 0.0095 - UP: 94.89% UR: 90.44% UF: 92.61% P: 94.78% R: 90.35% F: 92.51%
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+ 2023-04-08 15:20:13 INFO dev: loss: nan - UP: 65.45% UR: 47.21% UF: 54.86% P: 61.82% R: 44.59% F: 51.81%
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+ 2023-04-08 15:20:14 INFO test: loss: 0.2061 - UP: 64.30% UR: 50.29% UF: 56.44% P: 60.17% R: 47.06% F: 52.81%
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+ 2023-04-08 15:20:14 INFO 0:00:06.895669s elapsed
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+ 2023-04-08 15:20:14 INFO Epoch 105 / 5000:
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+ 2023-04-08 15:20:20 INFO lr: 4.8950e-05 - loss: 0.0010 - UP: 95.80% UR: 91.36% UF: 93.53% P: 95.65% R: 91.22% F: 93.38%
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+ 2023-04-08 15:20:21 INFO dev: loss: nan - UP: 66.51% UR: 45.57% UF: 54.09% P: 62.20% R: 42.62% F: 50.58%
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+ 2023-04-08 15:20:22 INFO test: loss: 0.2147 - UP: 67.35% UR: 47.33% UF: 55.59% P: 62.50% R: 43.92% F: 51.59%
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+ 2023-04-08 15:20:22 INFO 0:00:08.488654s elapsed
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+ 2023-04-08 15:20:22 INFO Epoch 106 / 5000:
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+ 2023-04-08 15:20:29 INFO lr: 4.8940e-05 - loss: 0.0064 - UP: 96.04% UR: 92.57% UF: 94.27% P: 95.89% R: 92.42% F: 94.13%
701
+ 2023-04-08 15:20:30 INFO dev: loss: nan - UP: 68.63% UR: 45.90% UF: 55.01% P: 66.18% R: 44.26% F: 53.05%
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+ 2023-04-08 15:20:31 INFO test: loss: 0.2722 - UP: 66.78% UR: 48.23% UF: 56.01% P: 62.81% R: 45.37% F: 52.68%
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+ 2023-04-08 15:20:31 INFO 0:00:08.889679s elapsed
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+ 2023-04-08 15:20:31 INFO Epoch 107 / 5000:
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+ 2023-04-08 15:20:38 INFO lr: 4.8930e-05 - loss: 0.0029 - UP: 95.00% UR: 93.48% UF: 94.23% P: 94.80% R: 93.29% F: 94.04%
707
+ 2023-04-08 15:20:39 INFO dev: loss: nan - UP: 71.00% UR: 46.56% UF: 56.24% P: 68.00% R: 44.59% F: 53.86%
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+ 2023-04-08 15:20:41 INFO test: loss: 0.2451 - UP: 68.13% UR: 46.91% UF: 55.56% P: 64.27% R: 44.25% F: 52.41%
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+ 2023-04-08 15:20:41 INFO 0:00:10.092408s elapsed
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+ 2023-04-08 15:20:48 INFO lr: 4.8920e-05 - loss: 0.0051 - UP: 94.94% UR: 92.37% UF: 93.64% P: 94.84% R: 92.28% F: 93.54%
713
+ 2023-04-08 15:20:49 INFO dev: loss: nan - UP: 71.84% UR: 48.52% UF: 57.93% P: 67.48% R: 45.57% F: 54.40%
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+ 2023-04-08 15:20:50 INFO test: loss: 0.2417 - UP: 66.81% UR: 47.81% UF: 55.74% P: 62.72% R: 44.88% F: 52.32%
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+ 2023-04-08 15:20:50 INFO 0:00:08.652168s elapsed
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+ 2023-04-08 15:20:50 INFO Epoch 109 / 5000:
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+ 2023-04-08 15:20:57 INFO lr: 4.8910e-05 - loss: 0.0039 - UP: 96.10% UR: 94.06% UF: 95.07% P: 96.01% R: 93.97% F: 94.98%
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+ 2023-04-08 15:20:57 INFO dev: loss: nan - UP: 66.67% UR: 48.52% UF: 56.17% P: 62.16% R: 45.25% F: 52.37%
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+ 2023-04-08 15:20:58 INFO test: loss: 0.2186 - UP: 64.21% UR: 50.20% UF: 56.34% P: 60.08% R: 46.97% F: 52.72%
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+ 2023-04-08 15:20:58 INFO 0:00:08.446855s elapsed
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+ 2023-04-08 15:21:04 INFO lr: 4.8900e-05 - loss: 0.0037 - UP: 96.44% UR: 95.32% UF: 95.87% P: 96.39% R: 95.27% F: 95.83%
725
+ 2023-04-08 15:21:04 INFO dev: loss: nan - UP: 66.23% UR: 49.51% UF: 56.66% P: 62.28% R: 46.56% F: 53.28%
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+ 2023-04-08 15:21:05 INFO test: loss: 0.2392 - UP: 65.73% UR: 48.75% UF: 55.98% P: 61.74% R: 45.79% F: 52.58%
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+ 2023-04-08 15:21:05 INFO 0:00:06.832141s elapsed
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+ 2023-04-08 15:21:11 INFO lr: 4.8890e-05 - loss: 0.0169 - UP: 93.08% UR: 83.74% UF: 88.16% P: 92.97% R: 83.64% F: 88.06%
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+ 2023-04-08 15:21:11 INFO dev: loss: nan - UP: 68.18% UR: 39.34% UF: 49.90% P: 62.50% R: 36.07% F: 45.74%
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+ 2023-04-08 15:21:12 INFO test: loss: 0.2111 - UP: 67.47% UR: 41.20% UF: 51.16% P: 62.18% R: 37.97% F: 47.15%
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+ 2023-04-08 15:21:12 INFO 0:00:07.169954s elapsed
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+ 2023-04-08 15:21:12 INFO Epoch 112 / 5000:
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+ 2023-04-08 15:21:18 INFO lr: 4.8880e-05 - loss: nan - UP: 94.01% UR: 87.84% UF: 90.82% P: 93.75% R: 87.60% F: 90.57%
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+ 2023-04-08 15:21:18 INFO dev: loss: nan - UP: 68.91% UR: 43.61% UF: 53.41% P: 65.80% R: 41.64% F: 51.00%
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+ 2023-04-08 15:21:19 INFO test: loss: 0.2799 - UP: 70.71% UR: 46.48% UF: 56.09% P: 66.35% R: 43.62% F: 52.63%
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+ 2023-04-08 15:21:19 INFO 0:00:06.917335s elapsed
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+ 2023-04-08 15:21:25 INFO lr: 4.8870e-05 - loss: 0.0126 - UP: 94.18% UR: 89.09% UF: 91.57% P: 94.03% R: 88.95% F: 91.42%
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+ 2023-04-08 15:21:25 INFO dev: loss: nan - UP: 60.24% UR: 50.16% UF: 54.74% P: 56.69% R: 47.21% F: 51.52%
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+ 2023-04-08 15:21:26 INFO test: loss: 0.2267 - UP: 62.31% UR: 51.86% UF: 56.61% P: 57.60% R: 47.93% F: 52.32%
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+ 2023-04-08 15:21:26 INFO 0:00:07.096048s elapsed
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+ 2023-04-08 15:21:32 INFO lr: 4.8860e-05 - loss: 0.0054 - UP: 92.28% UR: 88.85% UF: 90.53% P: 91.98% R: 88.56% F: 90.24%
749
+ 2023-04-08 15:21:33 INFO dev: loss: nan - UP: 59.30% UR: 50.16% UF: 54.35% P: 56.20% R: 47.54% F: 51.51%
750
+ 2023-04-08 15:21:34 INFO test: loss: 0.2048 - UP: 60.30% UR: 53.03% UF: 56.43% P: 55.66% R: 48.96% F: 52.10%
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+ 2023-04-08 15:21:34 INFO 0:00:07.088945s elapsed
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+ 2023-04-08 15:21:39 INFO lr: 4.8850e-05 - loss: 0.0026 - UP: 94.50% UR: 92.91% UF: 93.70% P: 94.35% R: 92.76% F: 93.55%
755
+ 2023-04-08 15:21:39 INFO dev: loss: nan - UP: 60.09% UR: 43.93% UF: 50.76% P: 56.95% R: 41.64% F: 48.11%
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+ 2023-04-08 15:21:40 INFO test: loss: 0.2294 - UP: 62.71% UR: 50.20% UF: 55.76% P: 58.22% R: 46.60% F: 51.77%
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+ 2023-04-08 15:21:40 INFO 0:00:06.887206s elapsed
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+ 2023-04-08 15:21:46 INFO lr: 4.8840e-05 - loss: 0.0094 - UP: 93.85% UR: 83.93% UF: 88.61% P: 93.58% R: 83.69% F: 88.36%
761
+ 2023-04-08 15:21:47 INFO dev: loss: nan - UP: 69.94% UR: 37.38% UF: 48.72% P: 63.19% R: 33.77% F: 44.02%
762
+ 2023-04-08 15:21:48 INFO test: loss: 0.1769 - UP: 67.79% UR: 40.72% UF: 50.88% P: 62.26% R: 37.40% F: 46.73%
763
+ 2023-04-08 15:21:48 INFO 0:00:07.186106s elapsed
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+ 2023-04-08 15:21:53 INFO lr: 4.8830e-05 - loss: 0.0080 - UP: 93.20% UR: 83.30% UF: 87.97% P: 92.98% R: 83.11% F: 87.77%
767
+ 2023-04-08 15:21:53 INFO dev: loss: nan - UP: 59.68% UR: 48.52% UF: 53.53% P: 56.45% R: 45.90% F: 50.63%
768
+ 2023-04-08 15:21:54 INFO test: loss: 0.1756 - UP: 62.06% UR: 47.84% UF: 54.03% P: 57.91% R: 44.64% F: 50.42%
769
+ 2023-04-08 15:21:54 INFO 0:00:06.856746s elapsed
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+
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+ 2023-04-08 15:21:54 INFO Epoch 118 / 5000:
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+ 2023-04-08 15:22:00 INFO lr: 4.8820e-05 - loss: 0.0156 - UP: 92.54% UR: 88.56% UF: 90.51% P: 91.98% R: 88.03% F: 89.96%
773
+ 2023-04-08 15:22:01 INFO dev: loss: nan - UP: 68.29% UR: 45.90% UF: 54.90% P: 64.88% R: 43.61% F: 52.16%
774
+ 2023-04-08 15:22:02 INFO test: loss: 0.2012 - UP: 67.12% UR: 45.10% UF: 53.94% P: 63.30% R: 42.53% F: 50.88%
775
+ 2023-04-08 15:22:02 INFO 0:00:07.262521s elapsed
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+
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+ 2023-04-08 15:22:07 INFO lr: 4.8810e-05 - loss: 0.0111 - UP: 93.90% UR: 89.96% UF: 91.89% P: 93.55% R: 89.62% F: 91.55%
779
+ 2023-04-08 15:22:08 INFO dev: loss: nan - UP: 70.33% UR: 48.20% UF: 57.20% P: 65.07% R: 44.59% F: 52.92%
780
+ 2023-04-08 15:22:09 INFO test: loss: 0.2189 - UP: 62.65% UR: 47.30% UF: 53.90% P: 58.34% R: 44.04% F: 50.19%
781
+ 2023-04-08 15:22:09 INFO 0:00:06.830206s elapsed
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+
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+ 2023-04-08 15:22:14 INFO lr: 4.8800e-05 - loss: 0.0002 - UP: 94.84% UR: 89.67% UF: 92.19% P: 93.52% R: 88.42% F: 90.90%
785
+ 2023-04-08 15:22:15 INFO dev: loss: nan - UP: 66.67% UR: 44.59% UF: 53.44% P: 63.73% R: 42.62% F: 51.08%
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+ 2023-04-08 15:22:16 INFO test: loss: 0.2158 - UP: 63.80% UR: 48.08% UF: 54.84% P: 59.63% R: 44.94% F: 51.26%
787
+ 2023-04-08 15:22:16 INFO 0:00:07.433824s elapsed
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+ 2023-04-08 15:22:21 INFO lr: 4.8790e-05 - loss: 0.0117 - UP: 94.68% UR: 90.97% UF: 92.79% P: 94.32% R: 90.64% F: 92.44%
791
+ 2023-04-08 15:22:22 INFO dev: loss: nan - UP: 69.38% UR: 47.54% UF: 56.42% P: 66.51% R: 45.57% F: 54.09%
792
+ 2023-04-08 15:22:23 INFO test: loss: 0.2186 - UP: 64.45% UR: 47.93% UF: 54.98% P: 60.19% R: 44.76% F: 51.34%
793
+ 2023-04-08 15:22:23 INFO 0:00:06.854166s elapsed
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+
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+ 2023-04-08 15:22:23 INFO Epoch 122 / 5000:
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+ 2023-04-08 15:22:28 INFO lr: 4.8780e-05 - loss: 0.0209 - UP: 91.76% UR: 87.60% UF: 89.63% P: 91.30% R: 87.16% F: 89.19%
797
+ 2023-04-08 15:22:29 INFO dev: loss: nan - UP: 70.59% UR: 43.28% UF: 53.66% P: 64.17% R: 39.34% F: 48.78%
798
+ 2023-04-08 15:22:30 INFO test: loss: 0.2254 - UP: 69.34% UR: 41.23% UF: 51.71% P: 65.08% R: 38.70% F: 48.53%
799
+ 2023-04-08 15:22:30 INFO 0:00:07.243857s elapsed
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+
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+ 2023-04-08 15:22:30 INFO Epoch 123 / 5000:
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+ 2023-04-08 15:22:36 INFO lr: 4.8770e-05 - loss: 0.0139 - UP: 94.06% UR: 90.25% UF: 92.12% P: 93.91% R: 90.11% F: 91.97%
803
+ 2023-04-08 15:22:36 INFO dev: loss: nan - UP: 70.62% UR: 48.85% UF: 57.75% P: 66.35% R: 45.90% F: 54.26%
804
+ 2023-04-08 15:22:37 INFO test: loss: 0.2444 - UP: 68.66% UR: 46.54% UF: 55.48% P: 63.85% R: 43.28% F: 51.59%
805
+ 2023-04-08 15:22:37 INFO 0:00:06.936895s elapsed
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+
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+ 2023-04-08 15:22:42 INFO lr: 4.8760e-05 - loss: 0.0077 - UP: 94.02% UR: 89.58% UF: 91.74% P: 93.06% R: 88.66% F: 90.81%
809
+ 2023-04-08 15:22:43 INFO dev: loss: nan - UP: 67.34% UR: 43.93% UF: 53.17% P: 61.81% R: 40.33% F: 48.81%
810
+ 2023-04-08 15:22:44 INFO test: loss: 0.2104 - UP: 68.92% UR: 46.18% UF: 55.30% P: 62.61% R: 41.96% F: 50.24%
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+ 2023-04-08 15:22:44 INFO 0:00:07.106193s elapsed
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+ 2023-04-08 15:22:50 INFO lr: 4.8750e-05 - loss: 0.0091 - UP: 95.31% UR: 91.17% UF: 93.19% P: 94.45% R: 90.35% F: 92.35%
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+ 2023-04-08 15:22:50 INFO dev: loss: nan - UP: 66.82% UR: 48.20% UF: 56.00% P: 62.73% R: 45.25% F: 52.57%
816
+ 2023-04-08 15:22:51 INFO test: loss: 0.1861 - UP: 63.99% UR: 49.29% UF: 55.69% P: 58.86% R: 45.34% F: 51.22%
817
+ 2023-04-08 15:22:51 INFO 0:00:07.084989s elapsed
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+ 2023-04-08 15:22:57 INFO lr: 4.8740e-05 - loss: 0.0075 - UP: 91.52% UR: 91.17% UF: 91.34% P: 91.38% R: 91.02% F: 91.20%
821
+ 2023-04-08 15:22:57 INFO dev: loss: nan - UP: 70.77% UR: 45.25% UF: 55.20% P: 65.13% R: 41.64% F: 50.80%
822
+ 2023-04-08 15:22:58 INFO test: loss: 0.1992 - UP: 69.22% UR: 45.00% UF: 54.55% P: 65.09% R: 42.32% F: 51.29%
823
+ 2023-04-08 15:22:58 INFO 0:00:07.060801s elapsed
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+
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+ 2023-04-08 15:23:04 INFO lr: 4.8730e-05 - loss: nan - UP: 95.39% UR: 90.88% UF: 93.08% P: 95.34% R: 90.83% F: 93.03%
827
+ 2023-04-08 15:23:04 INFO dev: loss: nan - UP: 64.00% UR: 47.21% UF: 54.34% P: 59.11% R: 43.61% F: 50.19%
828
+ 2023-04-08 15:23:05 INFO test: loss: 0.1861 - UP: 62.36% UR: 50.17% UF: 55.60% P: 57.86% R: 46.54% F: 51.59%
829
+ 2023-04-08 15:23:05 INFO 0:00:07.128164s elapsed
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+ 2023-04-08 15:23:05 INFO Epoch 128 / 5000:
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+ 2023-04-08 15:23:11 INFO lr: 4.8720e-05 - loss: 0.0074 - UP: 95.17% UR: 92.28% UF: 93.70% P: 95.12% R: 92.23% F: 93.65%
833
+ 2023-04-08 15:23:11 INFO dev: loss: nan - UP: 69.42% UR: 46.89% UF: 55.97% P: 65.05% R: 43.93% F: 52.45%
834
+ 2023-04-08 15:23:12 INFO test: loss: 0.1927 - UP: 62.81% UR: 47.42% UF: 54.04% P: 58.94% R: 44.49% F: 50.71%
835
+ 2023-04-08 15:23:12 INFO 0:00:06.788216s elapsed
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+ 2023-04-08 15:23:18 INFO lr: 4.8710e-05 - loss: 0.0001 - UP: 96.46% UR: 92.08% UF: 94.22% P: 96.41% R: 92.04% F: 94.17%
839
+ 2023-04-08 15:23:18 INFO dev: loss: nan - UP: 65.61% UR: 47.54% UF: 55.13% P: 61.09% R: 44.26% F: 51.33%
840
+ 2023-04-08 15:23:19 INFO test: loss: 0.2053 - UP: 64.00% UR: 47.81% UF: 54.73% P: 59.88% R: 44.73% F: 51.21%
841
+ 2023-04-08 15:23:19 INFO 0:00:07.238062s elapsed
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+ 2023-04-08 15:23:19 INFO Epoch 130 / 5000:
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+ 2023-04-08 15:23:25 INFO lr: 4.8700e-05 - loss: 0.0120 - UP: 94.27% UR: 89.67% UF: 91.91% P: 93.96% R: 89.38% F: 91.62%
845
+ 2023-04-08 15:23:25 INFO dev: loss: nan - UP: 62.11% UR: 46.23% UF: 53.01% P: 57.71% R: 42.95% F: 49.25%
846
+ 2023-04-08 15:23:26 INFO test: loss: 0.1918 - UP: 58.60% UR: 48.75% UF: 53.22% P: 54.32% R: 45.19% F: 49.33%
847
+ 2023-04-08 15:23:26 INFO 0:00:06.821489s elapsed
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+ 2023-04-08 15:23:26 INFO Epoch 131 / 5000:
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+ 2023-04-08 15:23:32 INFO lr: 4.8690e-05 - loss: 0.0006 - UP: 91.07% UR: 78.28% UF: 84.19% P: 90.34% R: 77.65% F: 83.52%
851
+ 2023-04-08 15:23:33 INFO dev: loss: nan - UP: 62.32% UR: 42.30% UF: 50.39% P: 57.00% R: 38.69% F: 46.09%
852
+ 2023-04-08 15:23:34 INFO test: loss: 0.1887 - UP: 62.34% UR: 42.47% UF: 50.52% P: 57.69% R: 39.30% F: 46.75%
853
+ 2023-04-08 15:23:34 INFO 0:00:07.449702s elapsed
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+
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+ 2023-04-08 15:23:34 INFO Epoch 132 / 5000:
856
+ 2023-04-08 15:23:39 INFO lr: 4.8680e-05 - loss: 0.0137 - UP: 91.09% UR: 84.36% UF: 87.60% P: 90.78% R: 84.07% F: 87.30%
857
+ 2023-04-08 15:23:39 INFO dev: loss: nan - UP: 63.64% UR: 39.02% UF: 48.37% P: 57.75% R: 35.41% F: 43.90%
858
+ 2023-04-08 15:23:40 INFO test: loss: 0.2347 - UP: 60.69% UR: 39.24% UF: 47.66% P: 55.98% R: 36.19% F: 43.96%
859
+ 2023-04-08 15:23:40 INFO 0:00:06.794103s elapsed
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+ 2023-04-08 15:23:40 INFO Epoch 133 / 5000:
862
+ 2023-04-08 15:23:46 INFO lr: 4.8670e-05 - loss: nan - UP: 87.02% UR: 72.15% UF: 78.89% P: 86.32% R: 71.57% F: 78.26%
863
+ 2023-04-08 15:23:47 INFO dev: loss: nan - UP: 73.96% UR: 23.28% UF: 35.41% P: 69.79% R: 21.97% F: 33.42%
864
+ 2023-04-08 15:23:48 INFO test: loss: 0.2326 - UP: 70.96% UR: 26.26% UF: 38.33% P: 66.39% R: 24.57% F: 35.87%
865
+ 2023-04-08 15:23:48 INFO 0:00:07.370922s elapsed
866
+
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+ 2023-04-08 15:24:44 INFO Epoch 103 saved
868
+ 2023-04-08 15:24:44 INFO dev: UP: 66.94% UR: 53.11% UF: 59.23% P: 62.81% R: 49.84% F: 55.58%
869
+ 2023-04-08 15:24:44 INFO test: UP: 61.57% UR: 51.46% UF: 56.07% P: 57.78% R: 48.29% F: 52.61%
870
+ 2023-04-08 15:24:44 INFO 0:16:31.107754s elapsed, 0:00:07.451938s/epoch
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1
+ 2023-04-08 15:58:39 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ 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_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_random/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
+ 2023-04-08 15:58:39 INFO Building the fields
39
+ 2023-04-08 15:58:44 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 15:58:44 INFO Building the model
44
+ 2023-04-08 15:59:18 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
+ 2023-04-08 15:59:18 INFO Loading the data
64
+ 2023-04-08 15:59:19 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=24, n_buckets=24)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-08 15:59:26 INFO Epoch 1 / 5000:
70
+ 2023-04-08 15:59:35 INFO lr: 4.9990e-05 - loss: 0.1015 - UP: 2.97% UR: 16.31% UF: 5.02% P: 0.93% R: 5.12% F: 1.57%
71
+ 2023-04-08 15:59:36 INFO dev: loss: nan - UP: 80.00% UR: 1.31% UF: 2.58% P: 80.00% R: 1.31% F: 2.58%
72
+ 2023-04-08 15:59:37 INFO test: loss: 0.1472 - UP: 66.67% UR: 0.54% UF: 1.08% P: 62.96% R: 0.51% F: 1.02%
73
+ 2023-04-08 15:59:48 INFO 0:00:11.093465s elapsed (saved)
74
+
75
+ 2023-04-08 15:59:48 INFO Epoch 2 / 5000:
76
+ 2023-04-08 15:59:53 INFO lr: 4.9980e-05 - loss: 0.1160 - UP: 38.59% UR: 5.79% UF: 10.07% P: 31.51% R: 4.73% F: 8.22%
77
+ 2023-04-08 15:59:53 INFO dev: loss: nan - UP: 91.11% UR: 13.44% UF: 23.43% P: 80.00% R: 11.80% F: 20.57%
78
+ 2023-04-08 15:59:54 INFO test: loss: 0.1180 - UP: 81.90% UR: 10.93% UF: 19.28% P: 71.95% R: 9.60% F: 16.94%
79
+ 2023-04-08 16:00:07 INFO 0:00:06.055304s elapsed (saved)
80
+
81
+ 2023-04-08 16:00:07 INFO Epoch 3 / 5000:
82
+ 2023-04-08 16:00:11 INFO lr: 4.9970e-05 - loss: nan - UP: 60.66% UR: 15.93% UF: 25.23% P: 53.31% R: 14.00% F: 22.17%
83
+ 2023-04-08 16:00:12 INFO dev: loss: nan - UP: 89.19% UR: 21.64% UF: 34.83% P: 79.73% R: 19.34% F: 31.13%
84
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+ 2023-04-08 16:00:54 INFO test: loss: 0.1145 - UP: 69.86% UR: 25.75% UF: 37.63% P: 63.23% R: 23.30% F: 34.05%
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+ 2023-04-08 16:01:12 INFO test: loss: 0.1126 - UP: 75.59% UR: 25.05% UF: 37.63% P: 68.03% R: 22.55% F: 33.87%
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+ 2023-04-08 16:01:29 INFO lr: 4.9920e-05 - loss: 0.0607 - UP: 74.79% UR: 43.82% UF: 55.26% P: 73.56% R: 43.10% F: 54.35%
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+ 2023-04-08 16:01:30 INFO dev: loss: nan - UP: 75.36% UR: 34.10% UF: 46.95% P: 68.84% R: 31.15% F: 42.89%
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+ 2023-04-08 16:01:31 INFO test: loss: 0.1321 - UP: 65.34% UR: 31.75% UF: 42.74% P: 59.88% R: 29.10% F: 39.16%
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+ 2023-04-08 16:01:42 INFO 0:00:06.627635s elapsed (saved)
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+ 2023-04-08 16:01:47 INFO lr: 4.9910e-05 - loss: 0.0849 - UP: 76.06% UR: 52.90% UF: 62.40% P: 75.09% R: 52.22% F: 61.60%
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+ 2023-04-08 16:01:47 INFO dev: loss: nan - UP: 82.20% UR: 31.80% UF: 45.86% P: 77.97% R: 30.16% F: 43.50%
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+ 2023-04-08 16:01:48 INFO test: loss: 0.1409 - UP: 76.28% UR: 27.08% UF: 39.96% P: 69.73% R: 24.75% F: 36.53%
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+ 2023-04-08 16:02:00 INFO 0:00:06.116417s elapsed (saved)
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+ 2023-04-08 16:02:04 INFO lr: 4.9900e-05 - loss: 0.0529 - UP: 79.44% UR: 51.83% UF: 62.73% P: 78.85% R: 51.45% F: 62.27%
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+ 2023-04-08 16:02:05 INFO dev: loss: nan - UP: 89.87% UR: 23.28% UF: 36.98% P: 86.08% R: 22.30% F: 35.42%
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+ 2023-04-08 16:02:06 INFO test: loss: 0.1542 - UP: 85.41% UR: 16.78% UF: 28.05% P: 79.57% R: 15.64% F: 26.14%
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+ 2023-04-08 16:02:06 INFO 0:00:06.000651s elapsed
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+ 2023-04-08 16:02:10 INFO lr: 4.9890e-05 - loss: 0.0307 - UP: 86.01% UR: 52.80% UF: 65.43% P: 85.61% R: 52.56% F: 65.13%
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+ 2023-04-08 16:02:11 INFO dev: loss: nan - UP: 53.23% UR: 43.28% UF: 47.74% P: 51.21% R: 41.64% F: 45.93%
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+ 2023-04-08 16:02:12 INFO test: loss: 0.1721 - UP: 52.60% UR: 43.34% UF: 47.53% P: 46.63% R: 38.42% F: 42.13%
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+ 2023-04-08 16:02:25 INFO 0:00:06.663947s elapsed (saved)
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+ 2023-04-08 16:02:29 INFO lr: 4.9880e-05 - loss: 0.0160 - UP: 81.33% UR: 56.13% UF: 66.42% P: 80.49% R: 55.55% F: 65.73%
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+ 2023-04-08 16:02:30 INFO dev: loss: nan - UP: 66.87% UR: 35.74% UF: 46.58% P: 53.99% R: 28.85% F: 37.61%
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+ 2023-04-08 16:02:31 INFO test: loss: 0.1992 - UP: 64.21% UR: 32.87% UF: 43.48% P: 56.49% R: 28.92% F: 38.25%
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+ 2023-04-08 16:02:31 INFO 0:00:05.964071s elapsed
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+ 2023-04-08 16:02:36 INFO lr: 4.9870e-05 - loss: 0.0569 - UP: 79.13% UR: 57.09% UF: 66.33% P: 75.45% R: 54.44% F: 63.25%
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+ 2023-04-08 16:02:36 INFO dev: loss: nan - UP: 75.41% UR: 30.16% UF: 43.09% P: 66.39% R: 26.56% F: 37.94%
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+ 2023-04-08 16:02:38 INFO test: loss: 0.1659 - UP: 69.68% UR: 29.28% UF: 41.23% P: 61.64% R: 25.90% F: 36.47%
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+ 2023-04-08 16:02:38 INFO 0:00:06.860284s elapsed
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+ 2023-04-08 16:02:42 INFO lr: 4.9860e-05 - loss: 0.0314 - UP: 80.83% UR: 62.69% UF: 70.62% P: 80.09% R: 62.11% F: 69.96%
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+ 2023-04-08 16:02:43 INFO dev: loss: nan - UP: 85.42% UR: 26.89% UF: 40.90% P: 82.29% R: 25.90% F: 39.40%
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+ 2023-04-08 16:02:44 INFO test: loss: 0.1572 - UP: 80.68% UR: 21.55% UF: 34.02% P: 74.35% R: 19.86% F: 31.35%
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+ 2023-04-08 16:02:50 INFO lr: 4.9850e-05 - loss: 0.0144 - UP: 84.95% UR: 62.93% UF: 72.30% P: 84.69% R: 62.74% F: 72.08%
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+ 2023-04-08 16:02:50 INFO dev: loss: nan - UP: 72.97% UR: 35.41% UF: 47.68% P: 68.24% R: 33.11% F: 44.59%
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+ 2023-04-08 16:02:51 INFO test: loss: 0.1453 - UP: 67.01% UR: 34.95% UF: 45.94% P: 61.46% R: 32.06% F: 42.13%
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+ 2023-04-08 16:02:56 INFO lr: 4.9840e-05 - loss: 0.0304 - UP: 85.73% UR: 67.57% UF: 75.57% P: 85.24% R: 67.18% F: 75.14%
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+ 2023-04-08 16:02:56 INFO dev: loss: nan - UP: 63.98% UR: 39.02% UF: 48.47% P: 59.68% R: 36.39% F: 45.21%
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+ 2023-04-08 16:02:58 INFO test: loss: 0.1627 - UP: 62.80% UR: 37.91% UF: 47.28% P: 57.40% R: 34.65% F: 43.21%
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+ 2023-04-08 16:02:58 INFO 0:00:06.219559s elapsed
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+ 2023-04-08 16:03:03 INFO lr: 4.9830e-05 - loss: 0.0028 - UP: 89.87% UR: 72.83% UF: 80.46% P: 89.52% R: 72.54% F: 80.14%
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+ 2023-04-08 16:03:04 INFO dev: loss: nan - UP: 79.69% UR: 33.44% UF: 47.11% P: 75.00% R: 31.48% F: 44.34%
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+ 2023-04-08 16:03:05 INFO test: loss: 0.1638 - UP: 73.90% UR: 31.03% UF: 43.71% P: 67.65% R: 28.40% F: 40.01%
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+ 2023-04-08 16:03:05 INFO 0:00:07.632953s elapsed
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+ 2023-04-08 16:03:05 INFO Epoch 18 / 5000:
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+ 2023-04-08 16:03:09 INFO lr: 4.9820e-05 - loss: 0.0115 - UP: 90.92% UR: 76.35% UF: 83.00% P: 90.80% R: 76.25% F: 82.90%
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+ 2023-04-08 16:03:10 INFO dev: loss: nan - UP: 73.78% UR: 39.67% UF: 51.60% P: 68.29% R: 36.72% F: 47.76%
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+ 2023-04-08 16:03:11 INFO test: loss: 0.1710 - UP: 67.15% UR: 39.36% UF: 49.63% P: 61.48% R: 36.04% F: 45.44%
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+ 2023-04-08 16:03:22 INFO 0:00:05.639080s elapsed (saved)
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+ 2023-04-08 16:03:26 INFO lr: 4.9810e-05 - loss: 0.0233 - UP: 88.98% UR: 80.26% UF: 84.39% P: 88.39% R: 79.73% F: 83.84%
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+ 2023-04-08 16:03:27 INFO dev: loss: nan - UP: 77.85% UR: 38.03% UF: 51.10% P: 73.15% R: 35.74% F: 48.02%
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+ 2023-04-08 16:03:28 INFO test: loss: 0.1743 - UP: 73.50% UR: 33.75% UF: 46.26% P: 67.92% R: 31.18% F: 42.74%
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+ 2023-04-08 16:03:39 INFO 0:00:05.609499s elapsed (saved)
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+ 2023-04-08 16:03:39 INFO Epoch 20 / 5000:
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+ 2023-04-08 16:03:43 INFO lr: 4.9800e-05 - loss: 0.0392 - UP: 86.95% UR: 77.17% UF: 81.77% P: 86.90% R: 77.12% F: 81.72%
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+ 2023-04-08 16:03:44 INFO dev: loss: nan - UP: 60.77% UR: 41.64% UF: 49.42% P: 57.42% R: 39.34% F: 46.69%
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+ 2023-04-08 16:03:45 INFO test: loss: 0.1877 - UP: 62.20% UR: 42.71% UF: 50.64% P: 56.26% R: 38.64% F: 45.81%
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+ 2023-04-08 16:03:45 INFO 0:00:05.648616s elapsed
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+ 2023-04-08 16:03:45 INFO Epoch 21 / 5000:
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+ 2023-04-08 16:03:50 INFO lr: 4.9790e-05 - loss: nan - UP: 91.58% UR: 79.30% UF: 85.00% P: 91.25% R: 79.01% F: 84.69%
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+ 2023-04-08 16:03:51 INFO dev: loss: nan - UP: 79.72% UR: 37.38% UF: 50.89% P: 74.83% R: 35.08% F: 47.77%
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+ 2023-04-08 16:03:52 INFO test: loss: 0.1811 - UP: 75.72% UR: 33.90% UF: 46.83% P: 69.32% R: 31.03% F: 42.87%
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+ 2023-04-08 16:03:52 INFO 0:00:07.127119s elapsed
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+ 2023-04-08 16:03:52 INFO Epoch 22 / 5000:
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+ 2023-04-08 16:03:57 INFO lr: 4.9780e-05 - loss: 0.0180 - UP: 92.27% UR: 78.38% UF: 84.76% P: 92.10% R: 78.23% F: 84.60%
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+ 2023-04-08 16:03:58 INFO dev: loss: nan - UP: 67.53% UR: 42.95% UF: 52.51% P: 61.34% R: 39.02% F: 47.70%
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+ 2023-04-08 16:03:59 INFO test: loss: 0.1880 - UP: 62.10% UR: 45.61% UF: 52.59% P: 55.16% R: 40.51% F: 46.71%
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+ 2023-04-08 16:03:59 INFO 0:00:06.859170s elapsed
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+ 2023-04-08 16:03:59 INFO Epoch 23 / 5000:
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+ 2023-04-08 16:04:04 INFO lr: 4.9770e-05 - loss: 0.0130 - UP: 89.89% UR: 81.08% UF: 85.26% P: 89.89% R: 81.08% F: 85.26%
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+ 2023-04-08 16:04:04 INFO dev: loss: nan - UP: 84.43% UR: 33.77% UF: 48.24% P: 78.69% R: 31.48% F: 44.96%
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+ 2023-04-08 16:04:06 INFO test: loss: 0.1860 - UP: 77.80% UR: 33.32% UF: 46.66% P: 71.25% R: 30.52% F: 42.73%
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+ 2023-04-08 16:04:06 INFO 0:00:06.846578s elapsed
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+ 2023-04-08 16:04:06 INFO Epoch 24 / 5000:
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+ 2023-04-08 16:04:11 INFO lr: 4.9760e-05 - loss: 0.1620 - UP: 86.06% UR: 74.52% UF: 79.88% P: 85.79% R: 74.28% F: 79.62%
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+ 2023-04-08 16:04:12 INFO dev: loss: nan - UP: 78.79% UR: 34.10% UF: 47.60% P: 68.18% R: 29.51% F: 41.19%
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+ 2023-04-08 16:04:13 INFO test: loss: 0.1867 - UP: 74.06% UR: 33.87% UF: 46.48% P: 67.13% R: 30.70% F: 42.13%
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+ 2023-04-08 16:04:13 INFO 0:00:07.223142s elapsed
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+ 2023-04-08 16:04:18 INFO lr: 4.9750e-05 - loss: 0.0037 - UP: 89.01% UR: 73.50% UF: 80.52% P: 88.49% R: 73.07% F: 80.04%
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+ 2023-04-08 16:04:18 INFO dev: loss: nan - UP: 68.57% UR: 39.34% UF: 50.00% P: 61.71% R: 35.41% F: 45.00%
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+ 2023-04-08 16:04:19 INFO test: loss: 0.1903 - UP: 68.50% UR: 39.12% UF: 49.80% P: 61.47% R: 35.10% F: 44.69%
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+ 2023-04-08 16:04:19 INFO 0:00:06.285687s elapsed
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+ 2023-04-08 16:04:19 INFO Epoch 26 / 5000:
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+ 2023-04-08 16:04:24 INFO lr: 4.9740e-05 - loss: 0.0041 - UP: 92.80% UR: 80.21% UF: 86.05% P: 92.74% R: 80.16% F: 86.00%
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+ 2023-04-08 16:04:25 INFO dev: loss: nan - UP: 66.32% UR: 41.31% UF: 50.91% P: 62.11% R: 38.69% F: 47.68%
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+ 2023-04-08 16:04:26 INFO test: loss: 0.1633 - UP: 68.74% UR: 41.68% UF: 51.90% P: 62.52% R: 37.91% F: 47.20%
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+ 2023-04-08 16:04:26 INFO 0:00:06.426181s elapsed
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+ 2023-04-08 16:04:30 INFO lr: 4.9730e-05 - loss: 0.0045 - UP: 92.08% UR: 85.28% UF: 88.55% P: 92.03% R: 85.23% F: 88.50%
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+ 2023-04-08 16:04:30 INFO dev: loss: nan - UP: 70.66% UR: 38.69% UF: 50.00% P: 66.47% R: 36.39% F: 47.03%
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+ 2023-04-08 16:04:31 INFO test: loss: 0.1824 - UP: 71.17% UR: 37.34% UF: 48.98% P: 65.48% R: 34.35% F: 45.06%
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+ 2023-04-08 16:04:31 INFO 0:00:05.659016s elapsed
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+ 2023-04-08 16:04:36 INFO lr: 4.9720e-05 - loss: 0.0282 - UP: 94.41% UR: 83.11% UF: 88.40% P: 94.41% R: 83.11% F: 88.40%
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+ 2023-04-08 16:04:36 INFO dev: loss: nan - UP: 75.80% UR: 39.02% UF: 51.52% P: 71.34% R: 36.72% F: 48.48%
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+ 2023-04-08 16:04:37 INFO test: loss: 0.1821 - UP: 75.59% UR: 37.76% UF: 50.36% P: 69.73% R: 34.83% F: 46.46%
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+ 2023-04-08 16:04:49 INFO 0:00:05.967045s elapsed (saved)
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+ 2023-04-08 16:04:54 INFO lr: 4.9710e-05 - loss: 0.0150 - UP: 93.78% UR: 86.63% UF: 90.07% P: 93.78% R: 86.63% F: 90.07%
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+ 2023-04-08 16:04:54 INFO dev: loss: nan - UP: 73.53% UR: 40.98% UF: 52.63% P: 68.82% R: 38.36% F: 49.26%
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+ 2023-04-08 16:04:55 INFO test: loss: 0.1858 - UP: 71.39% UR: 41.35% UF: 52.37% P: 65.45% R: 37.91% F: 48.01%
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+ 2023-04-08 16:05:07 INFO 0:00:06.224437s elapsed (saved)
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+ 2023-04-08 16:05:12 INFO lr: 4.9700e-05 - loss: 0.0064 - UP: 96.43% UR: 88.71% UF: 92.41% P: 96.27% R: 88.56% F: 92.26%
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+ 2023-04-08 16:05:12 INFO dev: loss: nan - UP: 72.57% UR: 41.64% UF: 52.92% P: 68.00% R: 39.02% F: 49.58%
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+ 2023-04-08 16:05:13 INFO test: loss: 0.2089 - UP: 71.63% UR: 40.63% UF: 51.85% P: 65.51% R: 37.16% F: 47.42%
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+ 2023-04-08 16:05:24 INFO 0:00:06.164184s elapsed (saved)
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+ 2023-04-08 16:05:29 INFO lr: 4.9690e-05 - loss: nan - UP: 93.16% UR: 86.82% UF: 89.88% P: 93.11% R: 86.78% F: 89.83%
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+ 2023-04-08 16:05:29 INFO dev: loss: nan - UP: 67.91% UR: 41.64% UF: 51.63% P: 63.10% R: 38.69% F: 47.97%
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+ 2023-04-08 16:05:30 INFO test: loss: 0.1870 - UP: 68.19% UR: 42.71% UF: 52.52% P: 61.45% R: 38.48% F: 47.33%
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+ 2023-04-08 16:05:30 INFO 0:00:05.988516s elapsed
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+ 2023-04-08 16:05:35 INFO lr: 4.9680e-05 - loss: 0.0019 - UP: 93.27% UR: 87.60% UF: 90.34% P: 93.27% R: 87.60% F: 90.34%
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+ 2023-04-08 16:05:35 INFO dev: loss: nan - UP: 80.43% UR: 36.39% UF: 50.11% P: 75.36% R: 34.10% F: 46.95%
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+ 2023-04-08 16:05:37 INFO test: loss: 0.2036 - UP: 76.46% UR: 35.10% UF: 48.12% P: 69.43% R: 31.87% F: 43.69%
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+ 2023-04-08 16:05:37 INFO 0:00:06.238601s elapsed
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+ 2023-04-08 16:05:42 INFO lr: 4.9670e-05 - loss: 0.0100 - UP: 87.44% UR: 84.31% UF: 85.85% P: 87.34% R: 84.22% F: 85.75%
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+ 2023-04-08 16:05:43 INFO dev: loss: nan - UP: 76.47% UR: 38.36% UF: 51.09% P: 69.93% R: 35.08% F: 46.72%
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+ 2023-04-08 16:05:44 INFO test: loss: 0.2109 - UP: 75.53% UR: 36.34% UF: 49.07% P: 67.82% R: 32.63% F: 44.06%
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+ 2023-04-08 16:05:44 INFO 0:00:07.821589s elapsed
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+ 2023-04-08 16:05:49 INFO lr: 4.9660e-05 - loss: 0.0145 - UP: 92.73% UR: 80.69% UF: 86.30% P: 92.40% R: 80.41% F: 85.99%
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+ 2023-04-08 16:05:50 INFO dev: loss: nan - UP: 59.48% UR: 45.25% UF: 51.40% P: 55.17% R: 41.97% F: 47.67%
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+ 2023-04-08 16:05:51 INFO test: loss: 0.2256 - UP: 54.38% UR: 47.93% UF: 50.95% P: 49.32% R: 43.47% F: 46.21%
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+ 2023-04-08 16:06:04 INFO dev: loss: nan - UP: 65.66% UR: 42.62% UF: 51.69% P: 61.62% R: 40.00% F: 48.51%
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+ 2023-04-08 16:06:05 INFO test: loss: 0.1831 - UP: 65.63% UR: 43.80% UF: 52.53% P: 59.70% R: 39.84% F: 47.79%
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+ 2023-04-08 16:06:09 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 85.77% UR: 82.34% UF: 84.02% P: 85.47% R: 82.05% F: 83.72%
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+ 2023-04-08 16:06:09 INFO dev: loss: nan - UP: 70.73% UR: 38.03% UF: 49.47% P: 65.24% R: 35.08% F: 45.63%
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+ 2023-04-08 16:06:11 INFO test: loss: 0.1958 - UP: 73.55% UR: 38.70% UF: 50.71% P: 66.32% R: 34.89% F: 45.73%
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+ 2023-04-08 16:06:15 INFO lr: 4.9620e-05 - loss: 0.0006 - UP: 93.79% UR: 84.56% UF: 88.93% P: 92.67% R: 83.54% F: 87.87%
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+ 2023-04-08 16:06:17 INFO test: loss: 0.2367 - UP: 65.18% UR: 42.71% UF: 51.60% P: 58.91% R: 38.61% F: 46.64%
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+ 2023-04-08 16:06:27 INFO lr: 4.9600e-05 - loss: 0.0081 - UP: 89.74% UR: 84.89% UF: 87.25% P: 89.39% R: 84.56% F: 86.90%
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+ 2023-04-08 16:06:27 INFO dev: loss: nan - UP: 69.73% UR: 42.30% UF: 52.65% P: 64.32% R: 39.02% F: 48.57%
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+ 2023-04-08 16:06:28 INFO test: loss: 0.1896 - UP: 69.96% UR: 42.38% UF: 52.78% P: 64.32% R: 38.97% F: 48.53%
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+ 2023-04-08 16:06:33 INFO dev: loss: nan - UP: 67.51% UR: 43.61% UF: 52.99% P: 61.93% R: 40.00% F: 48.61%
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+ 2023-04-08 16:06:34 INFO test: loss: 0.2248 - UP: 67.74% UR: 44.55% UF: 53.75% P: 60.58% R: 39.84% F: 48.07%
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+ 2023-04-08 16:06:38 INFO lr: 4.9580e-05 - loss: 0.0041 - UP: 95.36% UR: 91.17% UF: 93.21% P: 95.36% R: 91.17% F: 93.21%
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+ 2023-04-08 16:06:39 INFO dev: loss: nan - UP: 65.24% UR: 44.92% UF: 53.20% P: 59.52% R: 40.98% F: 48.54%
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+ 2023-04-08 16:06:40 INFO test: loss: 0.2181 - UP: 63.81% UR: 46.36% UF: 53.71% P: 57.46% R: 41.74% F: 48.36%
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+ 2023-04-08 16:06:40 INFO 0:00:05.601907s elapsed
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+ 2023-04-08 16:06:45 INFO lr: 4.9570e-05 - loss: 0.0006 - UP: 96.28% UR: 92.37% UF: 94.29% P: 96.28% R: 92.37% F: 94.29%
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+ 2023-04-08 16:06:45 INFO dev: loss: nan - UP: 65.47% UR: 47.87% UF: 55.30% P: 60.54% R: 44.26% F: 51.14%
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+ 2023-04-08 16:06:46 INFO test: loss: 0.2217 - UP: 64.29% UR: 47.72% UF: 54.78% P: 57.87% R: 42.95% F: 49.31%
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+ 2023-04-08 16:06:57 INFO 0:00:06.463328s elapsed (saved)
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+ 2023-04-08 16:07:02 INFO lr: 4.9560e-05 - loss: 0.0061 - UP: 96.88% UR: 91.36% UF: 94.04% P: 96.88% R: 91.36% F: 94.04%
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+ 2023-04-08 16:07:02 INFO dev: loss: nan - UP: 82.93% UR: 33.44% UF: 47.66% P: 78.86% R: 31.80% F: 45.33%
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+ 2023-04-08 16:07:03 INFO test: loss: 0.2266 - UP: 81.58% UR: 34.62% UF: 48.61% P: 74.82% R: 31.75% F: 44.59%
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+ 2023-04-08 16:07:03 INFO 0:00:06.110017s elapsed
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+ 2023-04-08 16:07:08 INFO lr: 4.9550e-05 - loss: 0.0062 - UP: 93.06% UR: 91.26% UF: 92.15% P: 92.77% R: 90.97% F: 91.86%
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+ 2023-04-08 16:07:09 INFO dev: loss: nan - UP: 75.00% UR: 41.31% UF: 53.28% P: 70.24% R: 38.69% F: 49.89%
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+ 2023-04-08 16:07:10 INFO test: loss: 0.2268 - UP: 72.76% UR: 39.18% UF: 50.93% P: 65.98% R: 35.53% F: 46.18%
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+ 2023-04-08 16:07:10 INFO 0:00:06.471348s elapsed
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+ 2023-04-08 16:07:16 INFO lr: 4.9540e-05 - loss: 0.0024 - UP: 92.99% UR: 90.88% UF: 91.92% P: 92.99% R: 90.88% F: 91.92%
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+ 2023-04-08 16:07:17 INFO dev: loss: nan - UP: 75.31% UR: 40.00% UF: 52.25% P: 69.14% R: 36.72% F: 47.97%
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+ 2023-04-08 16:07:18 INFO test: loss: 0.2284 - UP: 71.00% UR: 41.38% UF: 52.29% P: 64.37% R: 37.52% F: 47.41%
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+ 2023-04-08 16:07:18 INFO 0:00:07.996071s elapsed
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+ 2023-04-08 16:07:22 INFO lr: 4.9530e-05 - loss: 0.0114 - UP: 92.92% UR: 89.29% UF: 91.07% P: 92.92% R: 89.29% F: 91.07%
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+ 2023-04-08 16:07:23 INFO dev: loss: nan - UP: 78.95% UR: 39.34% UF: 52.52% P: 73.68% R: 36.72% F: 49.02%
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+ 2023-04-08 16:07:24 INFO test: loss: 0.2368 - UP: 76.38% UR: 36.31% UF: 49.22% P: 70.29% R: 33.41% F: 45.29%
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+ 2023-04-08 16:07:24 INFO 0:00:06.460619s elapsed
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+ 2023-04-08 16:07:29 INFO lr: 4.9520e-05 - loss: 0.0026 - UP: 90.24% UR: 90.11% UF: 90.17% P: 90.24% R: 90.11% F: 90.17%
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+ 2023-04-08 16:07:31 INFO dev: loss: nan - UP: 70.68% UR: 44.26% UF: 54.44% P: 64.40% R: 40.33% F: 49.60%
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+ 2023-04-08 16:07:32 INFO test: loss: 0.2289 - UP: 68.78% UR: 45.55% UF: 54.80% P: 61.62% R: 40.81% F: 49.10%
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+ 2023-04-08 16:07:32 INFO 0:00:07.767329s elapsed
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+ 2023-04-08 16:07:36 INFO lr: 4.9510e-05 - loss: 0.0779 - UP: 96.84% UR: 91.84% UF: 94.28% P: 96.79% R: 91.80% F: 94.23%
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+ 2023-04-08 16:07:37 INFO dev: loss: nan - UP: 74.03% UR: 43.93% UF: 55.14% P: 69.06% R: 40.98% F: 51.44%
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+ 2023-04-08 16:07:38 INFO test: loss: 0.2445 - UP: 71.09% UR: 43.13% UF: 53.69% P: 63.93% R: 38.79% F: 48.28%
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+ 2023-04-08 16:07:49 INFO 0:00:05.713787s elapsed (saved)
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+ 2023-04-08 16:07:49 INFO Epoch 50 / 5000:
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+ 2023-04-08 16:07:53 INFO lr: 4.9500e-05 - loss: 0.0055 - UP: 97.73% UR: 93.68% UF: 95.66% P: 97.73% R: 93.68% F: 95.66%
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+ 2023-04-08 16:07:54 INFO dev: loss: nan - UP: 69.34% UR: 48.20% UF: 56.87% P: 63.68% R: 44.26% F: 52.22%
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+ 2023-04-08 16:07:55 INFO test: loss: 0.2316 - UP: 64.21% UR: 49.11% UF: 55.65% P: 57.26% R: 43.80% F: 49.63%
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+ 2023-04-08 16:08:06 INFO 0:00:05.652276s elapsed (saved)
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+ 2023-04-08 16:08:06 INFO Epoch 51 / 5000:
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+ 2023-04-08 16:08:11 INFO lr: 4.9490e-05 - loss: 0.0029 - UP: 98.20% UR: 94.93% UF: 96.54% P: 98.15% R: 94.88% F: 96.49%
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+ 2023-04-08 16:08:11 INFO dev: loss: nan - UP: 72.59% UR: 46.89% UF: 56.97% P: 65.99% R: 42.62% F: 51.79%
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+ 2023-04-08 16:08:12 INFO test: loss: 0.2314 - UP: 68.74% UR: 45.00% UF: 54.40% P: 62.56% R: 40.96% F: 49.51%
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+ 2023-04-08 16:08:12 INFO 0:00:05.632627s elapsed
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+ 2023-04-08 16:08:12 INFO Epoch 52 / 5000:
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+ 2023-04-08 16:08:17 INFO lr: 4.9480e-05 - loss: 0.0298 - UP: 98.12% UR: 95.75% UF: 96.92% P: 98.02% R: 95.66% F: 96.82%
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+ 2023-04-08 16:08:18 INFO dev: loss: nan - UP: 77.47% UR: 46.23% UF: 57.91% P: 71.98% R: 42.95% F: 53.80%
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+ 2023-04-08 16:08:20 INFO test: loss: 0.2236 - UP: 70.40% UR: 44.43% UF: 54.48% P: 63.75% R: 40.24% F: 49.33%
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+ 2023-04-08 16:08:31 INFO 0:00:07.853153s elapsed (saved)
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+ 2023-04-08 16:08:31 INFO Epoch 53 / 5000:
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+ 2023-04-08 16:08:36 INFO lr: 4.9470e-05 - loss: 0.0024 - UP: 98.70% UR: 95.13% UF: 96.88% P: 98.70% R: 95.13% F: 96.88%
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+ 2023-04-08 16:08:37 INFO dev: loss: nan - UP: 79.65% UR: 44.92% UF: 57.44% P: 73.26% R: 41.31% F: 52.83%
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+ 2023-04-08 16:08:38 INFO test: loss: 0.2250 - UP: 73.37% UR: 42.92% UF: 54.16% P: 67.03% R: 39.21% F: 49.48%
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+ 2023-04-08 16:08:38 INFO 0:00:06.359290s elapsed
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+ 2023-04-08 16:08:38 INFO Epoch 54 / 5000:
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+ 2023-04-08 16:08:43 INFO lr: 4.9460e-05 - loss: 0.0011 - UP: 98.28% UR: 96.67% UF: 97.47% P: 98.28% R: 96.67% F: 97.47%
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+ 2023-04-08 16:08:43 INFO dev: loss: nan - UP: 76.92% UR: 42.62% UF: 54.85% P: 70.41% R: 39.02% F: 50.21%
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+ 2023-04-08 16:08:44 INFO test: loss: 0.2292 - UP: 72.98% UR: 43.28% UF: 54.34% P: 66.62% R: 39.51% F: 49.60%
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+ 2023-04-08 16:08:44 INFO 0:00:06.587020s elapsed
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+ 2023-04-08 16:08:44 INFO Epoch 55 / 5000:
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+ 2023-04-08 16:08:49 INFO lr: 4.9450e-05 - loss: 0.0024 - UP: 98.92% UR: 96.86% UF: 97.88% P: 98.87% R: 96.81% F: 97.83%
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+ 2023-04-08 16:08:50 INFO dev: loss: nan - UP: 72.30% UR: 50.49% UF: 59.46% P: 66.20% R: 46.23% F: 54.44%
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+ 2023-04-08 16:08:52 INFO test: loss: 0.2367 - UP: 67.13% UR: 47.72% UF: 55.79% P: 61.02% R: 43.37% F: 50.71%
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+ 2023-04-08 16:09:03 INFO 0:00:07.866846s elapsed (saved)
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+ 2023-04-08 16:09:03 INFO Epoch 56 / 5000:
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+ 2023-04-08 16:09:08 INFO lr: 4.9440e-05 - loss: 0.0004 - UP: 99.05% UR: 96.04% UF: 97.53% P: 99.05% R: 96.04% F: 97.53%
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+ 2023-04-08 16:09:09 INFO dev: loss: nan - UP: 74.11% UR: 47.87% UF: 58.17% P: 67.51% R: 43.61% F: 52.99%
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+ 2023-04-08 16:09:10 INFO test: loss: 0.2313 - UP: 69.68% UR: 46.12% UF: 55.50% P: 63.34% R: 41.93% F: 50.45%
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+ 2023-04-08 16:09:10 INFO 0:00:06.262467s elapsed
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+ 2023-04-08 16:09:10 INFO Epoch 57 / 5000:
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+ 2023-04-08 16:09:14 INFO lr: 4.9430e-05 - loss: 0.0009 - UP: 97.95% UR: 96.67% UF: 97.30% P: 97.95% R: 96.67% F: 97.30%
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+ 2023-04-08 16:09:15 INFO dev: loss: nan - UP: 70.89% UR: 49.51% UF: 58.30% P: 64.79% R: 45.25% F: 53.28%
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+ 2023-04-08 16:09:16 INFO test: loss: 0.2390 - UP: 68.08% UR: 46.94% UF: 55.57% P: 61.82% R: 42.62% F: 50.46%
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+ 2023-04-08 16:09:16 INFO 0:00:06.201263s elapsed
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+ 2023-04-08 16:09:16 INFO Epoch 58 / 5000:
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+ 2023-04-08 16:09:21 INFO lr: 4.9420e-05 - loss: 0.0044 - UP: 98.78% UR: 97.78% UF: 98.28% P: 98.78% R: 97.78% F: 98.28%
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+ 2023-04-08 16:09:22 INFO dev: loss: nan - UP: 75.86% UR: 43.28% UF: 55.11% P: 68.97% R: 39.34% F: 50.10%
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+ 2023-04-08 16:09:24 INFO test: loss: 0.2575 - UP: 73.22% UR: 42.83% UF: 54.05% P: 66.82% R: 39.09% F: 49.32%
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+ 2023-04-08 16:09:24 INFO 0:00:07.717435s elapsed
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+ 2023-04-08 16:09:29 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 98.68% UR: 97.64% UF: 98.16% P: 97.76% R: 96.72% F: 97.23%
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+ 2023-04-08 16:09:29 INFO dev: loss: nan - UP: 72.57% UR: 41.64% UF: 52.92% P: 63.43% R: 36.39% F: 46.25%
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+ 2023-04-08 16:09:30 INFO test: loss: 0.2757 - UP: 70.59% UR: 42.38% UF: 52.96% P: 60.18% R: 36.13% F: 45.15%
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+ 2023-04-08 16:09:30 INFO 0:00:06.637315s elapsed
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+ 2023-04-08 16:09:30 INFO Epoch 60 / 5000:
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+ 2023-04-08 16:09:35 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 98.82% UR: 96.77% UF: 97.78% P: 98.42% R: 96.38% F: 97.39%
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+ 2023-04-08 16:09:36 INFO dev: loss: nan - UP: 69.63% UR: 43.61% UF: 53.63% P: 64.40% R: 40.33% F: 49.60%
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+ 2023-04-08 16:09:37 INFO test: loss: 0.2685 - UP: 68.83% UR: 44.79% UF: 54.27% P: 62.06% R: 40.39% F: 48.93%
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+ 2023-04-08 16:09:37 INFO 0:00:06.971063s elapsed
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+ 2023-04-08 16:09:37 INFO Epoch 61 / 5000:
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+ 2023-04-08 16:09:43 INFO lr: 4.9390e-05 - loss: 0.0036 - UP: 99.06% UR: 96.67% UF: 97.85% P: 98.52% R: 96.14% F: 97.31%
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+ 2023-04-08 16:09:43 INFO dev: loss: nan - UP: 75.41% UR: 45.25% UF: 56.56% P: 68.31% R: 40.98% F: 51.23%
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+ 2023-04-08 16:09:44 INFO test: loss: 0.2412 - UP: 70.52% UR: 43.10% UF: 53.50% P: 62.96% R: 38.48% F: 47.77%
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+ 2023-04-08 16:09:44 INFO 0:00:06.910868s elapsed
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+ 2023-04-08 16:09:48 INFO lr: 4.9380e-05 - loss: 0.0046 - UP: 97.67% UR: 97.15% UF: 97.41% P: 97.62% R: 97.10% F: 97.36%
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+ 2023-04-08 16:09:49 INFO dev: loss: nan - UP: 59.76% UR: 49.18% UF: 53.96% P: 53.78% R: 44.26% F: 48.56%
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+ 2023-04-08 16:09:50 INFO test: loss: 0.2585 - UP: 60.30% UR: 50.71% UF: 55.09% P: 53.45% R: 44.94% F: 48.83%
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+ 2023-04-08 16:09:50 INFO 0:00:05.646147s elapsed
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+ 2023-04-08 16:09:54 INFO lr: 4.9370e-05 - loss: 0.0085 - UP: 97.65% UR: 92.08% UF: 94.78% P: 97.49% R: 91.94% F: 94.63%
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+ 2023-04-08 16:09:55 INFO dev: loss: nan - UP: 69.01% UR: 48.20% UF: 56.76% P: 62.91% R: 43.93% F: 51.74%
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+ 2023-04-08 16:09:56 INFO test: loss: 0.2602 - UP: 65.62% UR: 44.94% UF: 53.35% P: 59.45% R: 40.72% F: 48.33%
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+ 2023-04-08 16:09:56 INFO 0:00:06.240214s elapsed
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+ 2023-04-08 16:10:00 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 95.67% UR: 90.73% UF: 93.14% P: 95.57% R: 90.64% F: 93.04%
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+ 2023-04-08 16:10:01 INFO dev: loss: nan - UP: 71.29% UR: 47.21% UF: 56.80% P: 62.87% R: 41.64% F: 50.10%
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+ 2023-04-08 16:10:02 INFO test: loss: 0.2184 - UP: 61.90% UR: 48.51% UF: 54.39% P: 54.70% R: 42.86% F: 48.06%
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+ 2023-04-08 16:10:02 INFO 0:00:05.787081s elapsed
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+ 2023-04-08 16:10:02 INFO Epoch 65 / 5000:
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+ 2023-04-08 16:10:06 INFO lr: 4.9350e-05 - loss: 0.0027 - UP: 96.08% UR: 89.86% UF: 92.87% P: 96.03% R: 89.82% F: 92.82%
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+ 2023-04-08 16:10:06 INFO dev: loss: nan - UP: 79.07% UR: 33.44% UF: 47.00% P: 75.19% R: 31.80% F: 44.70%
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+ 2023-04-08 16:10:08 INFO test: loss: 0.2527 - UP: 81.48% UR: 32.15% UF: 46.10% P: 74.52% R: 29.40% F: 42.16%
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+ 2023-04-08 16:10:08 INFO 0:00:05.692426s elapsed
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+ 2023-04-08 16:10:12 INFO lr: 4.9340e-05 - loss: 0.0013 - UP: 92.69% UR: 86.25% UF: 89.35% P: 92.17% R: 85.76% F: 88.85%
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+ 2023-04-08 16:10:13 INFO dev: loss: nan - UP: 67.95% UR: 34.75% UF: 45.99% P: 66.03% R: 33.77% F: 44.69%
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+ 2023-04-08 16:10:14 INFO test: loss: 0.2024 - UP: 69.45% UR: 34.65% UF: 46.23% P: 62.86% R: 31.36% F: 41.84%
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+ 2023-04-08 16:10:14 INFO 0:00:06.062666s elapsed
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+ 2023-04-08 16:10:18 INFO lr: 4.9330e-05 - loss: 0.0037 - UP: 93.73% UR: 88.80% UF: 91.20% P: 92.92% R: 88.03% F: 90.41%
467
+ 2023-04-08 16:10:18 INFO dev: loss: nan - UP: 52.21% UR: 42.62% UF: 46.93% P: 46.18% R: 37.70% F: 41.52%
468
+ 2023-04-08 16:10:19 INFO test: loss: 0.2096 - UP: 57.65% UR: 51.95% UF: 54.65% P: 49.75% R: 44.82% F: 47.16%
469
+ 2023-04-08 16:10:19 INFO 0:00:05.648983s elapsed
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+ 2023-04-08 16:10:24 INFO lr: 4.9320e-05 - loss: 0.0107 - UP: 90.81% UR: 89.14% UF: 89.97% P: 87.76% R: 86.15% F: 86.95%
473
+ 2023-04-08 16:10:24 INFO dev: loss: nan - UP: 69.84% UR: 43.28% UF: 53.44% P: 66.67% R: 41.31% F: 51.01%
474
+ 2023-04-08 16:10:25 INFO test: loss: 0.1906 - UP: 65.47% UR: 44.64% UF: 53.09% P: 57.10% R: 38.94% F: 46.30%
475
+ 2023-04-08 16:10:25 INFO 0:00:06.044338s elapsed
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+ 2023-04-08 16:10:30 INFO lr: 4.9310e-05 - loss: 0.0320 - UP: 92.99% UR: 87.69% UF: 90.26% P: 91.50% R: 86.29% F: 88.82%
479
+ 2023-04-08 16:10:30 INFO dev: loss: nan - UP: 67.31% UR: 45.90% UF: 54.58% P: 60.58% R: 41.31% F: 49.12%
480
+ 2023-04-08 16:10:31 INFO test: loss: 0.2023 - UP: 65.17% UR: 45.25% UF: 53.41% P: 58.65% R: 40.72% F: 48.07%
481
+ 2023-04-08 16:10:31 INFO 0:00:05.957437s elapsed
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+
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+ 2023-04-08 16:10:31 INFO Epoch 70 / 5000:
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+ 2023-04-08 16:10:35 INFO lr: 4.9300e-05 - loss: 0.0104 - UP: 92.11% UR: 86.15% UF: 89.03% P: 91.90% R: 85.96% F: 88.83%
485
+ 2023-04-08 16:10:36 INFO dev: loss: nan - UP: 83.74% UR: 33.77% UF: 48.13% P: 77.24% R: 31.15% F: 44.39%
486
+ 2023-04-08 16:10:37 INFO test: loss: 0.2523 - UP: 83.50% UR: 30.09% UF: 44.24% P: 75.54% R: 27.23% F: 40.03%
487
+ 2023-04-08 16:10:37 INFO 0:00:05.644069s elapsed
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+
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+ 2023-04-08 16:10:37 INFO Epoch 71 / 5000:
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+ 2023-04-08 16:10:41 INFO lr: 4.9290e-05 - loss: 0.0001 - UP: 92.40% UR: 83.30% UF: 87.61% P: 92.18% R: 83.11% F: 87.41%
491
+ 2023-04-08 16:10:42 INFO dev: loss: nan - UP: 70.41% UR: 45.25% UF: 55.09% P: 66.33% R: 42.62% F: 51.90%
492
+ 2023-04-08 16:10:43 INFO test: loss: 0.2155 - UP: 62.27% UR: 45.73% UF: 52.73% P: 55.20% R: 40.54% F: 46.75%
493
+ 2023-04-08 16:10:43 INFO 0:00:06.327920s elapsed
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+
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+ 2023-04-08 16:10:47 INFO lr: 4.9280e-05 - loss: 0.0060 - UP: 95.06% UR: 89.24% UF: 92.06% P: 94.91% R: 89.09% F: 91.91%
497
+ 2023-04-08 16:10:48 INFO dev: loss: nan - UP: 72.78% UR: 42.95% UF: 54.02% P: 67.78% R: 40.00% F: 50.31%
498
+ 2023-04-08 16:10:49 INFO test: loss: 0.2141 - UP: 69.00% UR: 41.65% UF: 51.95% P: 61.65% R: 37.22% F: 46.41%
499
+ 2023-04-08 16:10:49 INFO 0:00:05.615298s elapsed
500
+
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+ 2023-04-08 16:10:49 INFO Epoch 73 / 5000:
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+ 2023-04-08 16:10:53 INFO lr: 4.9270e-05 - loss: 0.0025 - UP: 96.75% UR: 91.89% UF: 94.26% P: 96.49% R: 91.65% F: 94.01%
503
+ 2023-04-08 16:10:54 INFO dev: loss: nan - UP: 77.50% UR: 40.66% UF: 53.33% P: 72.50% R: 38.03% F: 49.89%
504
+ 2023-04-08 16:10:55 INFO test: loss: 0.2062 - UP: 73.97% UR: 39.45% UF: 51.46% P: 67.06% R: 35.77% F: 46.65%
505
+ 2023-04-08 16:10:55 INFO 0:00:05.947987s elapsed
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+
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+ 2023-04-08 16:10:55 INFO Epoch 74 / 5000:
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+ 2023-04-08 16:10:59 INFO lr: 4.9260e-05 - loss: 0.0031 - UP: 96.71% UR: 93.68% UF: 95.17% P: 96.66% R: 93.63% F: 95.12%
509
+ 2023-04-08 16:11:00 INFO dev: loss: nan - UP: 75.76% UR: 40.98% UF: 53.19% P: 69.70% R: 37.70% F: 48.94%
510
+ 2023-04-08 16:11:01 INFO test: loss: 0.2455 - UP: 67.06% UR: 40.99% UF: 50.88% P: 59.75% R: 36.52% F: 45.34%
511
+ 2023-04-08 16:11:01 INFO 0:00:06.015715s elapsed
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+
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+ 2023-04-08 16:11:01 INFO Epoch 75 / 5000:
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+ 2023-04-08 16:11:05 INFO lr: 4.9250e-05 - loss: 0.0069 - UP: 88.42% UR: 92.52% UF: 90.42% P: 88.05% R: 92.13% F: 90.05%
515
+ 2023-04-08 16:11:05 INFO dev: loss: nan - UP: 72.00% UR: 41.31% UF: 52.50% P: 66.29% R: 38.03% F: 48.33%
516
+ 2023-04-08 16:11:06 INFO test: loss: 0.2279 - UP: 67.24% UR: 43.37% UF: 52.73% P: 59.90% R: 38.64% F: 46.97%
517
+ 2023-04-08 16:11:06 INFO 0:00:05.632512s elapsed
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+
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+ 2023-04-08 16:11:06 INFO Epoch 76 / 5000:
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+ 2023-04-08 16:11:11 INFO lr: 4.9240e-05 - loss: 0.0082 - UP: 96.40% UR: 90.40% UF: 93.30% P: 95.83% R: 89.86% F: 92.75%
521
+ 2023-04-08 16:11:11 INFO dev: loss: nan - UP: 65.73% UR: 45.90% UF: 54.05% P: 59.15% R: 41.31% F: 48.65%
522
+ 2023-04-08 16:11:13 INFO test: loss: 0.2407 - UP: 61.66% UR: 45.58% UF: 52.41% P: 55.33% R: 40.90% F: 47.03%
523
+ 2023-04-08 16:11:13 INFO 0:00:06.183882s elapsed
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+
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+ 2023-04-08 16:11:17 INFO lr: 4.9230e-05 - loss: 0.0076 - UP: 95.25% UR: 91.07% UF: 93.12% P: 94.90% R: 90.73% F: 92.77%
527
+ 2023-04-08 16:11:17 INFO dev: loss: nan - UP: 71.59% UR: 41.31% UF: 52.39% P: 64.20% R: 37.05% F: 46.99%
528
+ 2023-04-08 16:11:18 INFO test: loss: 0.2128 - UP: 66.55% UR: 44.25% UF: 53.15% P: 57.60% R: 38.30% F: 46.01%
529
+ 2023-04-08 16:11:18 INFO 0:00:05.780911s elapsed
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+
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+ 2023-04-08 16:11:23 INFO lr: 4.9220e-05 - loss: 0.0222 - UP: 95.70% UR: 91.22% UF: 93.40% P: 95.65% R: 91.17% F: 93.35%
533
+ 2023-04-08 16:11:23 INFO dev: loss: nan - UP: 72.19% UR: 44.26% UF: 54.88% P: 66.31% R: 40.66% F: 50.41%
534
+ 2023-04-08 16:11:24 INFO test: loss: 0.2209 - UP: 67.91% UR: 44.52% UF: 53.78% P: 60.64% R: 39.75% F: 48.02%
535
+ 2023-04-08 16:11:24 INFO 0:00:05.663079s elapsed
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+
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+ 2023-04-08 16:11:29 INFO lr: 4.9210e-05 - loss: 0.0389 - UP: 95.23% UR: 89.62% UF: 92.34% P: 94.56% R: 89.00% F: 91.70%
539
+ 2023-04-08 16:11:29 INFO dev: loss: nan - UP: 64.71% UR: 39.67% UF: 49.19% P: 58.29% R: 35.74% F: 44.31%
540
+ 2023-04-08 16:11:30 INFO test: loss: 0.2200 - UP: 64.76% UR: 43.10% UF: 51.76% P: 58.00% R: 38.61% F: 46.36%
541
+ 2023-04-08 16:11:30 INFO 0:00:06.319436s elapsed
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+
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+ 2023-04-08 16:11:35 INFO lr: 4.9200e-05 - loss: 0.0057 - UP: 95.99% UR: 91.22% UF: 93.54% P: 95.89% R: 91.12% F: 93.44%
545
+ 2023-04-08 16:11:35 INFO dev: loss: nan - UP: 64.45% UR: 44.59% UF: 52.71% P: 57.82% R: 40.00% F: 47.29%
546
+ 2023-04-08 16:11:36 INFO test: loss: 0.2058 - UP: 63.80% UR: 47.39% UF: 54.38% P: 57.21% R: 42.50% F: 48.77%
547
+ 2023-04-08 16:11:36 INFO 0:00:05.674110s elapsed
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+ 2023-04-08 16:11:36 INFO Epoch 81 / 5000:
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+ 2023-04-08 16:11:40 INFO lr: 4.9190e-05 - loss: 0.0008 - UP: 98.15% UR: 94.93% UF: 96.52% P: 98.15% R: 94.93% F: 96.52%
551
+ 2023-04-08 16:11:41 INFO dev: loss: nan - UP: 72.40% UR: 45.57% UF: 55.94% P: 65.10% R: 40.98% F: 50.30%
552
+ 2023-04-08 16:11:42 INFO test: loss: 0.2121 - UP: 68.95% UR: 44.64% UF: 54.20% P: 62.38% R: 40.39% F: 49.03%
553
+ 2023-04-08 16:11:42 INFO 0:00:06.029754s elapsed
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+
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+ 2023-04-08 16:11:42 INFO Epoch 82 / 5000:
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+ 2023-04-08 16:11:47 INFO lr: 4.9180e-05 - loss: 0.0021 - UP: 98.15% UR: 97.25% UF: 97.70% P: 98.15% R: 97.25% F: 97.70%
557
+ 2023-04-08 16:11:47 INFO dev: loss: nan - UP: 74.86% UR: 42.95% UF: 54.58% P: 67.43% R: 38.69% F: 49.17%
558
+ 2023-04-08 16:11:48 INFO test: loss: 0.2152 - UP: 71.36% UR: 43.31% UF: 53.91% P: 65.09% R: 39.51% F: 49.17%
559
+ 2023-04-08 16:11:48 INFO 0:00:05.924947s elapsed
560
+
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+ 2023-04-08 16:11:48 INFO Epoch 83 / 5000:
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+ 2023-04-08 16:11:52 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 98.31% UR: 98.50% UF: 98.41% P: 98.31% R: 98.50% F: 98.41%
563
+ 2023-04-08 16:11:53 INFO dev: loss: nan - UP: 78.48% UR: 40.66% UF: 53.56% P: 70.89% R: 36.72% F: 48.38%
564
+ 2023-04-08 16:11:54 INFO test: loss: 0.2169 - UP: 72.66% UR: 42.11% UF: 53.32% P: 65.89% R: 38.18% F: 48.35%
565
+ 2023-04-08 16:11:54 INFO 0:00:05.657259s elapsed
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+
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+ 2023-04-08 16:11:54 INFO Epoch 84 / 5000:
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+ 2023-04-08 16:11:58 INFO lr: 4.9160e-05 - loss: 0.0017 - UP: 99.16% UR: 97.06% UF: 98.10% P: 99.16% R: 97.06% F: 98.10%
569
+ 2023-04-08 16:11:59 INFO dev: loss: nan - UP: 67.76% UR: 47.54% UF: 55.88% P: 61.68% R: 43.28% F: 50.87%
570
+ 2023-04-08 16:12:00 INFO test: loss: 0.2214 - UP: 65.50% UR: 49.23% UF: 56.21% P: 57.99% R: 43.59% F: 49.77%
571
+ 2023-04-08 16:12:00 INFO 0:00:06.368499s elapsed
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+
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+ 2023-04-08 16:12:00 INFO Epoch 85 / 5000:
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+ 2023-04-08 16:12:04 INFO lr: 4.9150e-05 - loss: 0.0026 - UP: 98.92% UR: 97.39% UF: 98.15% P: 98.92% R: 97.39% F: 98.15%
575
+ 2023-04-08 16:12:05 INFO dev: loss: nan - UP: 73.48% UR: 43.61% UF: 54.73% P: 67.96% R: 40.33% F: 50.62%
576
+ 2023-04-08 16:12:06 INFO test: loss: 0.2278 - UP: 69.83% UR: 44.43% UF: 54.31% P: 63.19% R: 40.21% F: 49.14%
577
+ 2023-04-08 16:12:06 INFO 0:00:05.671039s elapsed
578
+
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+ 2023-04-08 16:12:44 INFO Epoch 55 saved
580
+ 2023-04-08 16:12:44 INFO dev: UP: 72.30% UR: 50.49% UF: 59.46% P: 66.20% R: 46.23% F: 54.44%
581
+ 2023-04-08 16:12:44 INFO test: UP: 67.13% UR: 47.72% UF: 55.79% P: 61.02% R: 43.37% F: 50.71%
582
+ 2023-04-08 16:12:44 INFO 0:08:59.766964s elapsed, 0:00:06.350200s/epoch
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1
+ 2023-04-08 14:51:10 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_roberta_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_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_random/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 | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-08 14:51:11 INFO Building the fields
39
+ 2023-04-08 14:51:16 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 14:51:16 INFO Building the model
44
+ 2023-04-08 14:51:54 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)
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
+ 2023-04-08 14:51:54 INFO Loading the data
64
+ 2023-04-08 14:51:56 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=24, n_buckets=24)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-08 14:51:58 INFO Epoch 1 / 5000:
70
+ 2023-04-08 14:52:07 INFO lr: 4.9990e-05 - loss: 0.1448 - UP: 5.93% UR: 8.11% UF: 6.85% P: 1.34% R: 1.83% F: 1.55%
71
+ 2023-04-08 14:52:08 INFO dev: loss: nan - UP: 100.00% UR: 0.98% UF: 1.95% P: 100.00% R: 0.98% F: 1.95%
72
+ 2023-04-08 14:52:09 INFO test: loss: nan - UP: 90.38% UR: 1.42% UF: 2.79% P: 76.92% R: 1.21% F: 2.38%
73
+ 2023-04-08 14:52:16 INFO 0:00:10.389203s elapsed (saved)
74
+
75
+ 2023-04-08 14:52:16 INFO Epoch 2 / 5000:
76
+ 2023-04-08 14:52:20 INFO lr: 4.9980e-05 - loss: 0.5493 - UP: 44.09% UR: 5.41% UF: 9.63% P: 35.83% R: 4.39% F: 7.82%
77
+ 2023-04-08 14:52:21 INFO dev: loss: nan - UP: 100.00% UR: 3.28% UF: 6.35% P: 100.00% R: 3.28% F: 6.35%
78
+ 2023-04-08 14:52:22 INFO test: loss: nan - UP: 94.07% UR: 3.35% UF: 6.47% P: 87.29% R: 3.11% F: 6.00%
79
+ 2023-04-08 14:52:29 INFO 0:00:05.427708s elapsed (saved)
80
+
81
+ 2023-04-08 14:52:29 INFO Epoch 3 / 5000:
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+ 2023-04-08 14:52:34 INFO lr: 4.9970e-05 - loss: 0.0835 - UP: 52.74% UR: 11.15% UF: 18.41% P: 48.63% R: 10.28% F: 16.97%
83
+ 2023-04-08 14:52:35 INFO dev: loss: nan - UP: 77.91% UR: 21.97% UF: 34.27% P: 74.42% R: 20.98% F: 32.74%
84
+ 2023-04-08 14:52:36 INFO test: loss: nan - UP: 71.57% UR: 17.33% UF: 27.90% P: 66.71% R: 16.15% F: 26.00%
85
+ 2023-04-08 14:52:44 INFO 0:00:06.941322s elapsed (saved)
86
+
87
+ 2023-04-08 14:52:44 INFO Epoch 4 / 5000:
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+ 2023-04-08 14:52:47 INFO lr: 4.9960e-05 - loss: 0.0415 - UP: 61.66% UR: 20.03% UF: 30.24% P: 57.36% R: 18.63% F: 28.12%
89
+ 2023-04-08 14:52:48 INFO dev: loss: nan - UP: 78.79% UR: 17.05% UF: 28.03% P: 77.27% R: 16.72% F: 27.49%
90
+ 2023-04-08 14:52:49 INFO test: loss: nan - UP: 78.94% UR: 15.27% UF: 25.59% P: 73.95% R: 14.31% F: 23.98%
91
+ 2023-04-08 14:52:49 INFO 0:00:05.293127s elapsed
92
+
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+ 2023-04-08 14:53:12 INFO dev: loss: nan - UP: 80.61% UR: 25.90% UF: 39.21% P: 78.57% R: 25.25% F: 38.21%
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+ 2023-04-08 14:53:26 INFO dev: loss: nan - UP: 86.54% UR: 29.51% UF: 44.01% P: 82.69% R: 28.20% F: 42.05%
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+ 2023-04-08 14:53:27 INFO test: loss: nan - UP: 75.63% UR: 24.54% UF: 37.06% P: 71.26% R: 23.12% F: 34.91%
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+ 2023-04-08 14:53:40 INFO dev: loss: nan - UP: 79.10% UR: 34.75% UF: 48.29% P: 76.87% R: 33.77% F: 46.92%
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+ 2023-04-08 14:53:41 INFO test: loss: nan - UP: 71.83% UR: 32.48% UF: 44.73% P: 67.42% R: 30.49% F: 41.99%
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+ 2023-04-08 14:53:48 INFO 0:00:05.670601s elapsed (saved)
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+ 2023-04-08 14:53:52 INFO lr: 4.9900e-05 - loss: 0.0321 - UP: 81.24% UR: 51.83% UF: 63.29% P: 80.18% R: 51.16% F: 62.46%
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+ 2023-04-08 14:53:52 INFO dev: loss: nan - UP: 77.17% UR: 32.13% UF: 45.37% P: 76.38% R: 31.80% F: 44.91%
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+ 2023-04-08 14:53:54 INFO test: loss: nan - UP: 74.57% UR: 28.67% UF: 41.42% P: 71.04% R: 27.32% F: 39.46%
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+ 2023-04-08 14:53:57 INFO lr: 4.9890e-05 - loss: 0.0385 - UP: 80.55% UR: 50.77% UF: 62.29% P: 80.25% R: 50.58% F: 62.05%
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+ 2023-04-08 14:53:58 INFO dev: loss: nan - UP: 60.28% UR: 42.30% UF: 49.71% P: 58.88% R: 41.31% F: 48.55%
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+ 2023-04-08 14:53:59 INFO test: loss: nan - UP: 63.79% UR: 38.33% UF: 47.89% P: 60.67% R: 36.46% F: 45.55%
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+ 2023-04-08 14:54:11 INFO lr: 4.9880e-05 - loss: 0.0337 - UP: 83.51% UR: 57.92% UF: 68.40% P: 82.05% R: 56.90% F: 67.20%
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+ 2023-04-08 14:54:12 INFO dev: loss: nan - UP: 76.34% UR: 32.79% UF: 45.87% P: 74.05% R: 31.80% F: 44.50%
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+ 2023-04-08 14:54:13 INFO test: loss: nan - UP: 76.62% UR: 30.27% UF: 43.40% P: 73.11% R: 28.89% F: 41.41%
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+ 2023-04-08 14:54:16 INFO lr: 4.9870e-05 - loss: 0.0119 - UP: 85.14% UR: 63.90% UF: 73.01% P: 84.69% R: 63.56% F: 72.62%
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+ 2023-04-08 14:54:17 INFO dev: loss: nan - UP: 76.87% UR: 33.77% UF: 46.92% P: 74.63% R: 32.79% F: 45.56%
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+ 2023-04-08 14:54:29 INFO lr: 4.9850e-05 - loss: 0.0314 - UP: 86.25% UR: 68.73% UF: 76.50% P: 85.89% R: 68.44% F: 76.18%
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+ 2023-04-08 14:54:29 INFO dev: loss: nan - UP: 59.70% UR: 39.34% UF: 47.43% P: 57.21% R: 37.70% F: 45.45%
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+ 2023-04-08 14:54:30 INFO test: loss: nan - UP: 66.60% UR: 40.51% UF: 50.38% P: 62.83% R: 38.21% F: 47.52%
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+ 2023-04-08 14:54:34 INFO lr: 4.9840e-05 - loss: 0.0169 - UP: 86.01% UR: 67.95% UF: 75.92% P: 85.89% R: 67.86% F: 75.82%
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+ 2023-04-08 14:54:35 INFO dev: loss: nan - UP: 59.11% UR: 39.34% UF: 47.24% P: 57.14% R: 38.03% F: 45.67%
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+ 2023-04-08 14:54:36 INFO test: loss: nan - UP: 64.45% UR: 40.11% UF: 49.45% P: 61.40% R: 38.21% F: 47.11%
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+ 2023-04-08 14:54:40 INFO lr: 4.9830e-05 - loss: 0.0215 - UP: 90.02% UR: 72.30% UF: 80.19% P: 89.84% R: 72.15% F: 80.03%
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+ 2023-04-08 14:54:41 INFO dev: loss: nan - UP: 69.68% UR: 35.41% UF: 46.96% P: 69.03% R: 35.08% F: 46.52%
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+ 2023-04-08 14:54:42 INFO test: loss: nan - UP: 74.11% UR: 37.07% UF: 49.42% P: 70.91% R: 35.47% F: 47.28%
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+ 2023-04-08 14:54:46 INFO lr: 4.9820e-05 - loss: 0.0138 - UP: 91.40% UR: 74.37% UF: 82.01% P: 91.40% R: 74.37% F: 82.01%
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+ 2023-04-08 14:54:46 INFO dev: loss: nan - UP: 51.76% UR: 43.28% UF: 47.14% P: 49.41% R: 41.31% F: 45.00%
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+ 2023-04-08 14:54:47 INFO test: loss: nan - UP: 65.41% UR: 42.98% UF: 51.88% P: 61.78% R: 40.60% F: 49.00%
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+ 2023-04-08 14:54:51 INFO lr: 4.9810e-05 - loss: 0.0133 - UP: 90.47% UR: 76.54% UF: 82.93% P: 90.42% R: 76.50% F: 82.88%
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+ 2023-04-08 14:54:51 INFO dev: loss: nan - UP: 71.69% UR: 39.02% UF: 50.53% P: 69.88% R: 38.03% F: 49.26%
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+ 2023-04-08 14:54:52 INFO test: loss: nan - UP: 74.58% UR: 38.61% UF: 50.88% P: 71.31% R: 36.92% F: 48.65%
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+ 2023-04-08 14:55:00 INFO 0:00:04.992154s elapsed (saved)
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+ 2023-04-08 14:55:04 INFO lr: 4.9800e-05 - loss: 0.0642 - UP: 85.06% UR: 70.61% UF: 77.16% P: 84.88% R: 70.46% F: 77.00%
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+ 2023-04-08 14:55:04 INFO dev: loss: nan - UP: 48.91% UR: 51.48% UF: 50.16% P: 44.86% R: 47.21% F: 46.01%
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+ 2023-04-08 14:55:05 INFO test: loss: nan - UP: 47.41% UR: 51.61% UF: 49.42% P: 43.42% R: 47.27% F: 45.26%
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+ 2023-04-08 14:55:09 INFO lr: 4.9790e-05 - loss: 0.0514 - UP: 80.58% UR: 54.68% UF: 65.15% P: 79.66% R: 54.05% F: 64.40%
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+ 2023-04-08 14:55:10 INFO dev: loss: nan - UP: 55.83% UR: 29.84% UF: 38.89% P: 52.76% R: 28.20% F: 36.75%
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+ 2023-04-08 14:55:12 INFO test: loss: nan - UP: 66.12% UR: 31.51% UF: 42.68% P: 61.81% R: 29.46% F: 39.90%
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+ 2023-04-08 14:55:17 INFO lr: 4.9780e-05 - loss: 0.0266 - UP: 79.13% UR: 64.43% UF: 71.03% P: 77.71% R: 63.27% F: 69.75%
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+ 2023-04-08 14:55:17 INFO dev: loss: nan - UP: 75.51% UR: 36.39% UF: 49.12% P: 74.83% R: 36.07% F: 48.67%
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+ 2023-04-08 14:55:18 INFO test: loss: nan - UP: 76.63% UR: 36.52% UF: 49.47% P: 73.02% R: 34.80% F: 47.14%
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+ 2023-04-08 14:55:22 INFO lr: 4.9770e-05 - loss: 0.0209 - UP: 86.43% UR: 67.91% UF: 76.05% P: 84.58% R: 66.46% F: 74.43%
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+ 2023-04-08 14:55:23 INFO dev: loss: nan - UP: 70.00% UR: 41.31% UF: 51.96% P: 67.78% R: 40.00% F: 50.31%
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+ 2023-04-08 14:55:24 INFO test: loss: nan - UP: 64.12% UR: 43.25% UF: 51.66% P: 60.04% R: 40.51% F: 48.38%
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+ 2023-04-08 14:55:32 INFO 0:00:05.740924s elapsed (saved)
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+ 2023-04-08 14:55:36 INFO lr: 4.9760e-05 - loss: 0.0120 - UP: 89.39% UR: 73.60% UF: 80.73% P: 89.16% R: 73.41% F: 80.52%
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+ 2023-04-08 14:55:36 INFO dev: loss: nan - UP: 74.37% UR: 39.02% UF: 51.18% P: 71.25% R: 37.38% F: 49.03%
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+ 2023-04-08 14:55:37 INFO test: loss: nan - UP: 74.25% UR: 36.73% UF: 49.15% P: 70.65% R: 34.95% F: 46.77%
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+ 2023-04-08 14:55:37 INFO 0:00:05.067669s elapsed
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+ 2023-04-08 14:55:41 INFO lr: 4.9750e-05 - loss: 0.0027 - UP: 91.74% UR: 75.58% UF: 82.88% P: 91.56% R: 75.43% F: 82.72%
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+ 2023-04-08 14:55:41 INFO dev: loss: nan - UP: 74.71% UR: 41.64% UF: 53.47% P: 74.12% R: 41.31% F: 53.05%
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+ 2023-04-08 14:55:42 INFO test: loss: nan - UP: 66.26% UR: 44.04% UF: 52.91% P: 63.12% R: 41.96% F: 50.41%
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+ 2023-04-08 14:55:51 INFO 0:00:05.187704s elapsed (saved)
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+ 2023-04-08 14:55:55 INFO lr: 4.9740e-05 - loss: nan - UP: 92.90% UR: 80.79% UF: 86.42% P: 92.90% R: 80.79% F: 86.42%
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+ 2023-04-08 14:55:55 INFO dev: loss: nan - UP: 72.63% UR: 42.62% UF: 53.72% P: 72.07% R: 42.30% F: 53.31%
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+ 2023-04-08 14:55:56 INFO test: loss: nan - UP: 71.05% UR: 42.89% UF: 53.49% P: 67.40% R: 40.69% F: 50.74%
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+ 2023-04-08 14:56:04 INFO 0:00:05.039605s elapsed (saved)
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+ 2023-04-08 14:56:07 INFO lr: 4.9730e-05 - loss: 0.0088 - UP: 94.70% UR: 83.64% UF: 88.83% P: 94.64% R: 83.59% F: 88.77%
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+ 2023-04-08 14:56:08 INFO dev: loss: nan - UP: 76.07% UR: 40.66% UF: 52.99% P: 75.46% R: 40.33% F: 52.56%
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+ 2023-04-08 14:56:09 INFO test: loss: nan - UP: 72.40% UR: 40.39% UF: 51.85% P: 68.99% R: 38.48% F: 49.41%
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+ 2023-04-08 14:56:13 INFO lr: 4.9720e-05 - loss: 0.0064 - UP: 94.13% UR: 86.68% UF: 90.25% P: 93.76% R: 86.34% F: 89.90%
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+ 2023-04-08 14:56:13 INFO dev: loss: nan - UP: 71.87% UR: 45.25% UF: 55.53% P: 67.19% R: 42.30% F: 51.91%
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+ 2023-04-08 14:56:14 INFO test: loss: nan - UP: 68.72% UR: 44.37% UF: 53.93% P: 62.88% R: 40.60% F: 49.34%
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+ 2023-04-08 14:56:20 INFO lr: 4.9710e-05 - loss: 0.0068 - UP: 93.10% UR: 84.65% UF: 88.68% P: 91.77% R: 83.45% F: 87.41%
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+ 2023-04-08 14:56:20 INFO dev: loss: nan - UP: 77.16% UR: 40.98% UF: 53.53% P: 74.07% R: 39.34% F: 51.39%
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+ 2023-04-08 14:56:21 INFO test: loss: nan - UP: 74.12% UR: 40.02% UF: 51.98% P: 69.26% R: 37.40% F: 48.57%
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+ 2023-04-08 14:56:25 INFO lr: 4.9700e-05 - loss: nan - UP: 93.75% UR: 84.03% UF: 88.62% P: 93.48% R: 83.78% F: 88.37%
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+ 2023-04-08 14:56:26 INFO dev: loss: nan - UP: 72.19% UR: 40.00% UF: 51.48% P: 69.82% R: 38.69% F: 49.79%
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+ 2023-04-08 14:56:27 INFO test: loss: nan - UP: 72.20% UR: 42.56% UF: 53.55% P: 68.00% R: 40.08% F: 50.44%
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+ 2023-04-08 14:56:27 INFO 0:00:05.619941s elapsed
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+ 2023-04-08 14:56:31 INFO lr: 4.9690e-05 - loss: 0.0064 - UP: 94.78% UR: 84.17% UF: 89.16% P: 94.51% R: 83.93% F: 88.91%
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+ 2023-04-08 14:56:32 INFO dev: loss: nan - UP: 69.31% UR: 42.95% UF: 53.04% P: 66.67% R: 41.31% F: 51.01%
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+ 2023-04-08 14:56:33 INFO test: loss: nan - UP: 70.69% UR: 44.40% UF: 54.54% P: 67.28% R: 42.26% F: 51.91%
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+ 2023-04-08 14:56:37 INFO lr: 4.9680e-05 - loss: 0.0032 - UP: 95.70% UR: 88.08% UF: 91.73% P: 95.70% R: 88.08% F: 91.73%
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+ 2023-04-08 14:56:38 INFO dev: loss: nan - UP: 71.43% UR: 42.62% UF: 53.39% P: 68.68% R: 40.98% F: 51.33%
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+ 2023-04-08 14:56:39 INFO test: loss: nan - UP: 71.61% UR: 43.47% UF: 54.09% P: 67.83% R: 41.17% F: 51.24%
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+ 2023-04-08 14:56:42 INFO lr: 4.9670e-05 - loss: 0.0024 - UP: 96.34% UR: 88.85% UF: 92.44% P: 96.34% R: 88.85% F: 92.44%
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+ 2023-04-08 14:56:43 INFO dev: loss: nan - UP: 77.30% UR: 41.31% UF: 53.85% P: 73.62% R: 39.34% F: 51.28%
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+ 2023-04-08 14:56:44 INFO test: loss: nan - UP: 73.90% UR: 42.74% UF: 54.16% P: 70.51% R: 40.78% F: 51.67%
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+ 2023-04-08 14:56:47 INFO lr: 4.9660e-05 - loss: 0.0005 - UP: 92.54% UR: 88.56% UF: 90.51% P: 92.54% R: 88.56% F: 90.51%
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+ 2023-04-08 14:56:49 INFO test: loss: nan - UP: 72.88% UR: 43.07% UF: 54.15% P: 69.51% R: 41.08% F: 51.64%
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+ 2023-04-08 14:56:53 INFO lr: 4.9650e-05 - loss: nan - UP: 96.51% UR: 88.03% UF: 92.07% P: 96.51% R: 88.03% F: 92.07%
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+ 2023-04-08 14:56:53 INFO dev: loss: nan - UP: 74.73% UR: 44.59% UF: 55.85% P: 71.98% R: 42.95% F: 53.80%
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+ 2023-04-08 14:56:54 INFO test: loss: nan - UP: 72.36% UR: 43.07% UF: 54.00% P: 68.97% R: 41.05% F: 51.47%
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+ 2023-04-08 14:57:06 INFO lr: 4.9640e-05 - loss: 0.0029 - UP: 96.16% UR: 89.33% UF: 92.62% P: 96.16% R: 89.33% F: 92.62%
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+ 2023-04-08 14:57:06 INFO dev: loss: nan - UP: 70.77% UR: 45.25% UF: 55.20% P: 68.72% R: 43.93% F: 53.60%
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+ 2023-04-08 14:57:07 INFO test: loss: nan - UP: 70.35% UR: 44.82% UF: 54.76% P: 66.56% R: 42.41% F: 51.81%
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+ 2023-04-08 14:57:38 INFO dev: loss: nan - UP: 68.02% UR: 38.36% UF: 49.06% P: 66.86% R: 37.70% F: 48.22%
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+ 2023-04-08 14:57:44 INFO dev: loss: nan - UP: 66.00% UR: 43.28% UF: 52.28% P: 65.50% R: 42.95% F: 51.88%
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+ 2023-04-08 14:57:51 INFO dev: loss: nan - UP: 71.43% UR: 37.70% UF: 49.36% P: 70.81% R: 37.38% F: 48.93%
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+ 2023-04-08 14:57:58 INFO test: loss: nan - UP: 68.24% UR: 42.68% UF: 52.52% P: 64.24% R: 40.18% F: 49.43%
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+ 2023-04-08 14:58:02 INFO dev: loss: nan - UP: 56.36% UR: 43.61% UF: 49.17% P: 53.39% R: 41.31% F: 46.58%
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+ 2023-04-08 14:58:03 INFO test: loss: nan - UP: 67.20% UR: 44.64% UF: 53.65% P: 62.47% R: 41.50% F: 49.87%
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+ 2023-04-08 14:58:07 INFO dev: loss: nan - UP: 62.87% UR: 41.64% UF: 50.10% P: 61.39% R: 40.66% F: 48.92%
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+ 2023-04-08 14:58:09 INFO test: loss: nan - UP: 71.18% UR: 41.38% UF: 52.34% P: 66.51% R: 38.67% F: 48.90%
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+ 2023-04-08 14:58:13 INFO dev: loss: nan - UP: 68.21% UR: 43.61% UF: 53.20% P: 67.69% R: 43.28% F: 52.80%
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+ 2023-04-08 14:58:14 INFO test: loss: nan - UP: 70.22% UR: 42.92% UF: 53.28% P: 66.62% R: 40.72% F: 50.54%
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+ 2023-04-08 14:58:18 INFO dev: loss: nan - UP: 68.65% UR: 41.64% UF: 51.84% P: 68.11% R: 41.31% F: 51.43%
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+ 2023-04-08 14:58:23 INFO dev: loss: nan - UP: 66.16% UR: 42.95% UF: 52.09% P: 62.63% R: 40.66% F: 49.30%
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+ 2023-04-08 14:58:24 INFO test: loss: nan - UP: 69.85% UR: 44.13% UF: 54.09% P: 63.93% R: 40.39% F: 49.50%
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+ 2023-04-08 14:58:28 INFO dev: loss: nan - UP: 70.71% UR: 45.90% UF: 55.67% P: 68.69% R: 44.59% F: 54.08%
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+ 2023-04-08 14:58:33 INFO dev: loss: nan - UP: 62.50% UR: 42.62% UF: 50.68% P: 62.02% R: 42.30% F: 50.29%
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+ 2023-04-08 14:58:34 INFO test: loss: nan - UP: 71.47% UR: 43.40% UF: 54.01% P: 67.69% R: 41.11% F: 51.15%
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+ 2023-04-08 14:58:39 INFO dev: loss: nan - UP: 69.83% UR: 40.98% UF: 51.65% P: 65.92% R: 38.69% F: 48.76%
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+ 2023-04-08 14:58:40 INFO test: loss: nan - UP: 71.02% UR: 41.65% UF: 52.51% P: 66.55% R: 39.03% F: 49.20%
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+ 2023-04-08 14:58:40 INFO 0:00:05.605593s elapsed
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+ 2023-04-08 14:58:43 INFO lr: 4.9480e-05 - loss: 0.0044 - UP: 95.17% UR: 88.42% UF: 91.67% P: 95.17% R: 88.42% F: 91.67%
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+ 2023-04-08 14:58:44 INFO dev: loss: nan - UP: 62.32% UR: 42.30% UF: 50.39% P: 58.45% R: 39.67% F: 47.27%
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+ 2023-04-08 14:58:45 INFO test: loss: nan - UP: 71.10% UR: 44.85% UF: 55.01% P: 67.66% R: 42.68% F: 52.34%
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+ 2023-04-08 14:58:45 INFO 0:00:04.937542s elapsed
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+ 2023-04-08 14:58:48 INFO lr: 4.9470e-05 - loss: 0.0046 - UP: 95.37% UR: 87.50% UF: 91.27% P: 95.32% R: 87.45% F: 91.22%
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+ 2023-04-08 14:58:49 INFO dev: loss: nan - UP: 70.68% UR: 44.26% UF: 54.44% P: 65.97% R: 41.31% F: 50.81%
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+ 2023-04-08 14:58:50 INFO test: loss: nan - UP: 70.14% UR: 44.52% UF: 54.47% P: 66.38% R: 42.14% F: 51.55%
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+ 2023-04-08 14:58:50 INFO 0:00:04.978913s elapsed
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+ 2023-04-08 14:58:54 INFO lr: 4.9460e-05 - loss: 0.0146 - UP: 94.83% UR: 89.38% UF: 92.02% P: 94.62% R: 89.19% F: 91.83%
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+ 2023-04-08 14:58:54 INFO dev: loss: nan - UP: 56.13% UR: 49.51% UF: 52.61% P: 50.93% R: 44.92% F: 47.74%
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+ 2023-04-08 14:58:55 INFO test: loss: nan - UP: 60.48% UR: 51.22% UF: 55.47% P: 55.81% R: 47.27% F: 51.18%
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+ 2023-04-08 14:58:55 INFO 0:00:05.688170s elapsed
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+ 2023-04-08 14:58:59 INFO lr: 4.9450e-05 - loss: 0.0033 - UP: 94.54% UR: 86.87% UF: 90.54% P: 94.49% R: 86.82% F: 90.49%
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+ 2023-04-08 14:58:59 INFO dev: loss: nan - UP: 69.67% UR: 48.20% UF: 56.98% P: 61.61% R: 42.62% F: 50.39%
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+ 2023-04-08 14:59:00 INFO test: loss: nan - UP: 63.81% UR: 46.73% UF: 53.95% P: 58.49% R: 42.83% F: 49.45%
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+ 2023-04-08 14:59:00 INFO 0:00:05.001771s elapsed
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+ 2023-04-08 14:59:04 INFO lr: 4.9440e-05 - loss: 0.0031 - UP: 93.60% UR: 86.87% UF: 90.11% P: 92.46% R: 85.81% F: 89.01%
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+ 2023-04-08 14:59:04 INFO dev: loss: nan - UP: 68.06% UR: 42.62% UF: 52.42% P: 64.40% R: 40.33% F: 49.60%
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+ 2023-04-08 14:59:05 INFO test: loss: nan - UP: 68.69% UR: 42.98% UF: 52.88% P: 65.27% R: 40.84% F: 50.24%
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+ 2023-04-08 14:59:05 INFO 0:00:05.005167s elapsed
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+ 2023-04-08 14:59:09 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 91.93% UR: 85.81% UF: 88.77% P: 91.05% R: 84.99% F: 87.92%
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+ 2023-04-08 14:59:10 INFO dev: loss: nan - UP: 60.67% UR: 47.54% UF: 53.31% P: 58.16% R: 45.57% F: 51.10%
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+ 2023-04-08 14:59:11 INFO test: loss: nan - UP: 64.80% UR: 49.89% UF: 56.38% P: 60.09% R: 46.27% F: 52.29%
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+ 2023-04-08 14:59:11 INFO 0:00:05.669313s elapsed
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+ 2023-04-08 14:59:15 INFO lr: 4.9420e-05 - loss: 0.0041 - UP: 94.87% UR: 85.76% UF: 90.09% P: 94.82% R: 85.71% F: 90.04%
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+ 2023-04-08 14:59:15 INFO dev: loss: nan - UP: 82.00% UR: 40.33% UF: 54.07% P: 80.67% R: 39.67% F: 53.19%
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+ 2023-04-08 14:59:16 INFO test: loss: nan - UP: 78.99% UR: 36.64% UF: 50.06% P: 75.41% R: 34.98% F: 47.79%
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+ 2023-04-08 14:59:16 INFO 0:00:04.972251s elapsed
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+ 2023-04-08 14:59:20 INFO lr: 4.9410e-05 - loss: 0.0038 - UP: 95.90% UR: 88.08% UF: 91.82% P: 95.69% R: 87.89% F: 91.62%
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+ 2023-04-08 14:59:20 INFO dev: loss: nan - UP: 65.14% UR: 46.56% UF: 54.30% P: 62.84% R: 44.92% F: 52.39%
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+ 2023-04-08 14:59:21 INFO test: loss: nan - UP: 65.64% UR: 47.51% UF: 55.12% P: 61.18% R: 44.28% F: 51.37%
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+ 2023-04-08 14:59:21 INFO 0:00:04.986606s elapsed
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+ 2023-04-08 14:59:25 INFO lr: 4.9400e-05 - loss: 0.0003 - UP: 96.38% UR: 89.91% UF: 93.03% P: 96.38% R: 89.91% F: 93.03%
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+ 2023-04-08 14:59:26 INFO dev: loss: nan - UP: 82.44% UR: 35.41% UF: 49.54% P: 80.15% R: 34.43% F: 48.17%
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+ 2023-04-08 14:59:27 INFO test: loss: nan - UP: 81.63% UR: 36.61% UF: 50.55% P: 77.99% R: 34.98% F: 48.30%
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+ 2023-04-08 14:59:27 INFO 0:00:05.676987s elapsed
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+ 2023-04-08 14:59:30 INFO lr: 4.9390e-05 - loss: 0.0022 - UP: 95.27% UR: 91.31% UF: 93.25% P: 95.22% R: 91.26% F: 93.20%
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+ 2023-04-08 14:59:31 INFO dev: loss: nan - UP: 73.49% UR: 40.00% UF: 51.80% P: 71.69% R: 39.02% F: 50.53%
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+ 2023-04-08 14:59:32 INFO test: loss: nan - UP: 72.31% UR: 43.43% UF: 54.27% P: 68.29% R: 41.02% F: 51.25%
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+ 2023-04-08 14:59:32 INFO 0:00:04.983202s elapsed
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+ 2023-04-08 14:59:35 INFO lr: 4.9380e-05 - loss: 0.0036 - UP: 97.26% UR: 92.57% UF: 94.86% P: 97.06% R: 92.37% F: 94.66%
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+ 2023-04-08 14:59:36 INFO dev: loss: nan - UP: 75.58% UR: 42.62% UF: 54.51% P: 72.67% R: 40.98% F: 52.41%
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+ 2023-04-08 14:59:37 INFO test: loss: nan - UP: 69.79% UR: 40.72% UF: 51.43% P: 66.17% R: 38.61% F: 48.76%
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+ 2023-04-08 14:59:37 INFO 0:00:05.035817s elapsed
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+ 2023-04-08 14:59:41 INFO lr: 4.9370e-05 - loss: 0.0049 - UP: 95.10% UR: 90.78% UF: 92.89% P: 94.08% R: 89.82% F: 91.90%
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+ 2023-04-08 14:59:41 INFO dev: loss: nan - UP: 69.87% UR: 35.74% UF: 47.29% P: 66.03% R: 33.77% F: 44.69%
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+ 2023-04-08 14:59:42 INFO test: loss: nan - UP: 75.42% UR: 38.91% UF: 51.33% P: 68.58% R: 35.38% F: 46.67%
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+ 2023-04-08 14:59:42 INFO 0:00:05.634848s elapsed
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+ 2023-04-08 14:59:46 INFO lr: 4.9360e-05 - loss: 0.0216 - UP: 94.13% UR: 86.63% UF: 90.22% P: 93.03% R: 85.62% F: 89.17%
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+ 2023-04-08 14:59:46 INFO dev: loss: nan - UP: 67.72% UR: 41.97% UF: 51.82% P: 63.49% R: 39.34% F: 48.58%
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+ 2023-04-08 14:59:47 INFO test: loss: nan - UP: 65.86% UR: 43.62% UF: 52.48% P: 61.80% R: 40.93% F: 49.25%
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+ 2023-04-08 14:59:47 INFO 0:00:04.976758s elapsed
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+ 2023-04-08 14:59:51 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 96.33% UR: 91.26% UF: 93.73% P: 96.23% R: 91.17% F: 93.63%
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+ 2023-04-08 14:59:51 INFO dev: loss: nan - UP: 54.69% UR: 45.90% UF: 49.91% P: 51.17% R: 42.95% F: 46.70%
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+ 2023-04-08 14:59:52 INFO test: loss: nan - UP: 66.29% UR: 46.06% UF: 54.35% P: 62.68% R: 43.56% F: 51.40%
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+ 2023-04-08 14:59:52 INFO 0:00:05.084927s elapsed
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+ 2023-04-08 14:59:56 INFO lr: 4.9340e-05 - loss: 0.0015 - UP: 96.25% UR: 92.81% UF: 94.50% P: 96.20% R: 92.76% F: 94.45%
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+ 2023-04-08 14:59:57 INFO dev: loss: nan - UP: 67.82% UR: 44.92% UF: 54.04% P: 63.37% R: 41.97% F: 50.49%
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+ 2023-04-08 14:59:58 INFO test: loss: nan - UP: 68.72% UR: 44.70% UF: 54.17% P: 65.29% R: 42.47% F: 51.46%
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+ 2023-04-08 14:59:58 INFO 0:00:05.514223s elapsed
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+ 2023-04-08 15:00:02 INFO lr: 4.9330e-05 - loss: 0.0073 - UP: 96.61% UR: 92.08% UF: 94.29% P: 96.61% R: 92.08% F: 94.29%
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+ 2023-04-08 15:00:02 INFO dev: loss: nan - UP: 71.60% UR: 39.67% UF: 51.05% P: 67.46% R: 37.38% F: 48.10%
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+ 2023-04-08 15:00:03 INFO test: loss: nan - UP: 72.71% UR: 40.93% UF: 52.38% P: 68.85% R: 38.76% F: 49.59%
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+ 2023-04-08 15:00:03 INFO 0:00:04.977947s elapsed
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+ 2023-04-08 15:00:06 INFO lr: 4.9320e-05 - loss: 0.0030 - UP: 97.76% UR: 92.71% UF: 95.17% P: 97.76% R: 92.71% F: 95.17%
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+ 2023-04-08 15:00:07 INFO dev: loss: nan - UP: 59.26% UR: 41.97% UF: 49.14% P: 56.48% R: 40.00% F: 46.83%
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+ 2023-04-08 15:00:08 INFO test: loss: nan - UP: 69.08% UR: 44.64% UF: 54.24% P: 65.44% R: 42.29% F: 51.38%
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+ 2023-04-08 15:00:08 INFO 0:00:05.156254s elapsed
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+ 2023-04-08 15:00:43 INFO Epoch 38 saved
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+ 2023-04-08 15:00:43 INFO dev: UP: 74.72% UR: 43.61% UF: 55.07% P: 73.60% R: 42.95% F: 54.24%
479
+ 2023-04-08 15:00:43 INFO test: UP: 71.78% UR: 44.22% UF: 54.73% P: 67.81% R: 41.77% F: 51.70%
480
+ 2023-04-08 15:00:43 INFO 0:06:19.296552s elapsed, 0:00:05.577890s/epoch
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1
+ 2023-04-08 15:24:58 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_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_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_random/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
+ 2023-04-08 15:24:59 INFO Building the fields
39
+ 2023-04-08 15:25:06 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 15:25:06 INFO Building the model
44
+ 2023-04-08 15:25:44 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
+ 2023-04-08 15:25:44 INFO Loading the data
64
+ 2023-04-08 15:25:45 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=24, n_buckets=24)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
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+ 2023-04-08 15:25:50 INFO Epoch 1 / 5000:
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+ 2023-04-08 15:26:01 INFO lr: 4.9990e-05 - loss: 0.8559 - UP: 2.16% UR: 6.37% UF: 3.22% P: 0.82% R: 2.41% F: 1.22%
71
+ 2023-04-08 15:26:01 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-08 15:26:02 INFO test: loss: 0.1287 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-08 15:26:02 INFO 0:00:12.079179s elapsed
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+
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+ 2023-04-08 15:26:02 INFO Epoch 2 / 5000:
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+ 2023-04-08 15:26:08 INFO lr: 4.9980e-05 - loss: 0.0917 - UP: 10.94% UR: 8.20% UF: 9.38% P: 10.55% R: 7.92% F: 9.05%
77
+ 2023-04-08 15:26:08 INFO dev: loss: nan - UP: 100.00% UR: 5.25% UF: 9.97% P: 100.00% R: 5.25% F: 9.97%
78
+ 2023-04-08 15:26:09 INFO test: loss: 0.1024 - UP: 86.41% UR: 2.69% UF: 5.21% P: 86.41% R: 2.69% F: 5.21%
79
+ 2023-04-08 15:26:28 INFO 0:00:06.851572s elapsed (saved)
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+
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+ 2023-04-08 15:26:28 INFO Epoch 3 / 5000:
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+ 2023-04-08 15:26:34 INFO lr: 4.9970e-05 - loss: 0.0679 - UP: 55.24% UR: 14.24% UF: 22.64% P: 54.49% R: 14.04% F: 22.33%
83
+ 2023-04-08 15:26:35 INFO dev: loss: nan - UP: 78.26% UR: 11.80% UF: 20.51% P: 78.26% R: 11.80% F: 20.51%
84
+ 2023-04-08 15:26:36 INFO test: loss: 0.0860 - UP: 85.68% UR: 10.84% UF: 19.24% P: 85.20% R: 10.78% F: 19.13%
85
+ 2023-04-08 15:26:54 INFO 0:00:07.411952s elapsed (saved)
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+
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+ 2023-04-08 15:26:54 INFO Epoch 4 / 5000:
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+ 2023-04-08 15:27:00 INFO lr: 4.9960e-05 - loss: 0.0272 - UP: 69.07% UR: 22.20% UF: 33.60% P: 68.32% R: 21.96% F: 33.24%
89
+ 2023-04-08 15:27:01 INFO dev: loss: nan - UP: 59.65% UR: 22.30% UF: 32.46% P: 56.14% R: 20.98% F: 30.55%
90
+ 2023-04-08 15:27:03 INFO test: loss: 0.0861 - UP: 72.73% UR: 20.04% UF: 31.42% P: 70.87% R: 19.53% F: 30.62%
91
+ 2023-04-08 15:27:21 INFO 0:00:08.979312s elapsed (saved)
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+
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+ 2023-04-08 15:27:21 INFO Epoch 5 / 5000:
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+ 2023-04-08 15:27:27 INFO lr: 4.9950e-05 - loss: 0.0713 - UP: 68.72% UR: 31.81% UF: 43.48% P: 67.88% R: 31.42% F: 42.96%
95
+ 2023-04-08 15:27:27 INFO dev: loss: nan - UP: 56.98% UR: 32.13% UF: 41.09% P: 54.07% R: 30.49% F: 38.99%
96
+ 2023-04-08 15:27:28 INFO test: loss: 0.0868 - UP: 60.46% UR: 30.18% UF: 40.27% P: 57.68% R: 28.80% F: 38.41%
97
+ 2023-04-08 15:27:48 INFO 0:00:07.068402s elapsed (saved)
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+
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+ 2023-04-08 15:27:48 INFO Epoch 6 / 5000:
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+ 2023-04-08 15:27:53 INFO lr: 4.9940e-05 - loss: 0.0513 - UP: 75.31% UR: 34.75% UF: 47.56% P: 74.16% R: 34.22% F: 46.83%
101
+ 2023-04-08 15:27:54 INFO dev: loss: nan - UP: 77.12% UR: 29.84% UF: 43.03% P: 73.73% R: 28.52% F: 41.13%
102
+ 2023-04-08 15:27:55 INFO test: loss: 0.0875 - UP: 69.26% UR: 28.22% UF: 40.10% P: 66.81% R: 27.23% F: 38.69%
103
+ 2023-04-08 15:28:14 INFO 0:00:07.303790s elapsed (saved)
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+
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+ 2023-04-08 15:28:14 INFO Epoch 7 / 5000:
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+ 2023-04-08 15:28:20 INFO lr: 4.9930e-05 - loss: 0.0474 - UP: 78.78% UR: 39.24% UF: 52.38% P: 78.78% R: 39.24% F: 52.38%
107
+ 2023-04-08 15:28:21 INFO dev: loss: nan - UP: 58.96% UR: 33.44% UF: 42.68% P: 55.49% R: 31.48% F: 40.17%
108
+ 2023-04-08 15:28:23 INFO test: loss: 0.0912 - UP: 65.38% UR: 32.09% UF: 43.05% P: 63.35% R: 31.09% F: 41.71%
109
+ 2023-04-08 15:28:23 INFO 0:00:08.899189s elapsed
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+
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+ 2023-04-08 15:28:23 INFO Epoch 8 / 5000:
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+ 2023-04-08 15:28:29 INFO lr: 4.9920e-05 - loss: 0.0294 - UP: 76.22% UR: 47.64% UF: 58.63% P: 76.14% R: 47.59% F: 58.57%
113
+ 2023-04-08 15:28:30 INFO dev: loss: nan - UP: 83.78% UR: 30.49% UF: 44.71% P: 80.18% R: 29.18% F: 42.79%
114
+ 2023-04-08 15:28:32 INFO test: loss: 0.0922 - UP: 77.48% UR: 25.02% UF: 37.83% P: 75.23% R: 24.30% F: 36.73%
115
+ 2023-04-08 15:28:51 INFO 0:00:08.648147s elapsed (saved)
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+
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+ 2023-04-08 15:28:51 INFO Epoch 9 / 5000:
118
+ 2023-04-08 15:28:57 INFO lr: 4.9910e-05 - loss: 0.0207 - UP: 80.62% UR: 52.41% UF: 63.53% P: 80.48% R: 52.32% F: 63.41%
119
+ 2023-04-08 15:28:57 INFO dev: loss: nan - UP: 77.87% UR: 31.15% UF: 44.50% P: 72.95% R: 29.18% F: 41.69%
120
+ 2023-04-08 15:28:58 INFO test: loss: 0.0992 - UP: 73.37% UR: 30.27% UF: 42.86% P: 70.23% R: 28.98% F: 41.03%
121
+ 2023-04-08 15:28:58 INFO 0:00:07.282475s elapsed
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+
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+ 2023-04-08 15:28:58 INFO Epoch 10 / 5000:
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+ 2023-04-08 15:29:04 INFO lr: 4.9900e-05 - loss: 0.0297 - UP: 80.65% UR: 52.51% UF: 63.61% P: 80.28% R: 52.27% F: 63.31%
125
+ 2023-04-08 15:29:05 INFO dev: loss: nan - UP: 77.95% UR: 32.46% UF: 45.83% P: 74.80% R: 31.15% F: 43.98%
126
+ 2023-04-08 15:29:07 INFO test: loss: 0.0958 - UP: 73.25% UR: 29.43% UF: 41.99% P: 69.72% R: 28.01% F: 39.97%
127
+ 2023-04-08 15:29:27 INFO 0:00:08.430264s elapsed (saved)
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+
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+ 2023-04-08 15:29:27 INFO Epoch 11 / 5000:
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+ 2023-04-08 15:29:33 INFO lr: 4.9890e-05 - loss: 0.0337 - UP: 84.31% UR: 54.73% UF: 66.37% P: 84.09% R: 54.58% F: 66.20%
131
+ 2023-04-08 15:29:34 INFO dev: loss: nan - UP: 66.45% UR: 33.11% UF: 44.20% P: 63.16% R: 31.48% F: 42.01%
132
+ 2023-04-08 15:29:35 INFO test: loss: 0.1039 - UP: 71.43% UR: 32.00% UF: 44.19% P: 68.13% R: 30.52% F: 42.15%
133
+ 2023-04-08 15:29:35 INFO 0:00:07.570481s elapsed
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+
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+ 2023-04-08 15:29:35 INFO Epoch 12 / 5000:
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+ 2023-04-08 15:29:41 INFO lr: 4.9880e-05 - loss: 0.0215 - UP: 85.81% UR: 58.06% UF: 69.26% P: 85.31% R: 57.72% F: 68.85%
137
+ 2023-04-08 15:29:42 INFO dev: loss: nan - UP: 78.57% UR: 28.85% UF: 42.21% P: 74.11% R: 27.21% F: 39.81%
138
+ 2023-04-08 15:29:44 INFO test: loss: 0.0997 - UP: 73.65% UR: 27.59% UF: 40.14% P: 70.99% R: 26.59% F: 38.69%
139
+ 2023-04-08 15:29:44 INFO 0:00:09.368470s elapsed
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+
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+ 2023-04-08 15:29:44 INFO Epoch 13 / 5000:
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+ 2023-04-08 15:29:51 INFO lr: 4.9870e-05 - loss: 0.0189 - UP: 81.76% UR: 58.64% UF: 68.30% P: 81.29% R: 58.30% F: 67.90%
143
+ 2023-04-08 15:29:51 INFO dev: loss: nan - UP: 78.17% UR: 36.39% UF: 49.66% P: 75.35% R: 35.08% F: 47.87%
144
+ 2023-04-08 15:29:53 INFO test: loss: 0.0992 - UP: 70.30% UR: 34.23% UF: 46.04% P: 68.20% R: 33.20% F: 44.66%
145
+ 2023-04-08 15:30:11 INFO 0:00:08.195540s elapsed (saved)
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+
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+ 2023-04-08 15:30:11 INFO Epoch 14 / 5000:
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+ 2023-04-08 15:30:17 INFO lr: 4.9860e-05 - loss: 0.0118 - UP: 83.49% UR: 61.00% UF: 70.50% P: 83.29% R: 60.86% F: 70.33%
149
+ 2023-04-08 15:30:18 INFO dev: loss: nan - UP: 71.15% UR: 36.39% UF: 48.16% P: 68.59% R: 35.08% F: 46.42%
150
+ 2023-04-08 15:30:19 INFO test: loss: 0.1014 - UP: 64.14% UR: 38.06% UF: 47.77% P: 61.70% R: 36.61% F: 45.96%
151
+ 2023-04-08 15:30:19 INFO 0:00:07.326259s elapsed
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+
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+ 2023-04-08 15:30:25 INFO lr: 4.9850e-05 - loss: 0.0164 - UP: 85.80% UR: 65.35% UF: 74.19% P: 85.80% R: 65.35% F: 74.19%
155
+ 2023-04-08 15:30:26 INFO dev: loss: nan - UP: 72.90% UR: 37.05% UF: 49.13% P: 69.68% R: 35.41% F: 46.96%
156
+ 2023-04-08 15:30:27 INFO test: loss: 0.0935 - UP: 71.57% UR: 35.86% UF: 47.78% P: 68.80% R: 34.47% F: 45.93%
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+ 2023-04-08 15:30:27 INFO 0:00:08.288260s elapsed
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+
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+ 2023-04-08 15:30:27 INFO Epoch 16 / 5000:
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+ 2023-04-08 15:30:35 INFO lr: 4.9840e-05 - loss: 0.0133 - UP: 87.08% UR: 65.73% UF: 74.92% P: 86.76% R: 65.49% F: 74.64%
161
+ 2023-04-08 15:30:36 INFO dev: loss: nan - UP: 79.86% UR: 36.39% UF: 50.00% P: 74.82% R: 34.10% F: 46.85%
162
+ 2023-04-08 15:30:37 INFO test: loss: 0.1008 - UP: 71.34% UR: 37.34% UF: 49.02% P: 68.57% R: 35.89% F: 47.12%
163
+ 2023-04-08 15:30:37 INFO 0:00:09.985645s elapsed
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+
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+ 2023-04-08 15:30:37 INFO Epoch 17 / 5000:
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+ 2023-04-08 15:30:43 INFO lr: 4.9830e-05 - loss: 0.0248 - UP: 84.43% UR: 68.58% UF: 75.69% P: 84.25% R: 68.44% F: 75.53%
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+ 2023-04-08 15:30:44 INFO dev: loss: nan - UP: 73.61% UR: 34.75% UF: 47.22% P: 69.44% R: 32.79% F: 44.54%
168
+ 2023-04-08 15:30:46 INFO test: loss: 0.1077 - UP: 73.98% UR: 34.92% UF: 47.45% P: 70.91% R: 33.47% F: 45.48%
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+ 2023-04-08 15:30:46 INFO 0:00:09.165155s elapsed
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+
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+ 2023-04-08 15:30:46 INFO Epoch 18 / 5000:
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+ 2023-04-08 15:30:54 INFO lr: 4.9820e-05 - loss: 0.0131 - UP: 89.05% UR: 67.52% UF: 76.80% P: 87.91% R: 66.65% F: 75.82%
173
+ 2023-04-08 15:30:54 INFO dev: loss: nan - UP: 72.19% UR: 35.74% UF: 47.81% P: 68.21% R: 33.77% F: 45.18%
174
+ 2023-04-08 15:30:56 INFO test: loss: 0.1041 - UP: 70.30% UR: 37.79% UF: 49.16% P: 65.52% R: 35.22% F: 45.82%
175
+ 2023-04-08 15:30:56 INFO 0:00:09.453865s elapsed
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+
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+ 2023-04-08 15:30:56 INFO Epoch 19 / 5000:
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+ 2023-04-08 15:31:01 INFO lr: 4.9810e-05 - loss: 0.0092 - UP: 86.93% UR: 71.91% UF: 78.71% P: 86.58% R: 71.62% F: 78.39%
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+ 2023-04-08 15:31:02 INFO dev: loss: nan - UP: 75.59% UR: 31.48% UF: 44.44% P: 73.23% R: 30.49% F: 43.06%
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+ 2023-04-08 15:31:03 INFO test: loss: 0.1150 - UP: 74.88% UR: 32.57% UF: 45.39% P: 71.69% R: 31.18% F: 43.46%
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+ 2023-04-08 15:31:03 INFO 0:00:07.145643s elapsed
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+
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+ 2023-04-08 15:31:03 INFO Epoch 20 / 5000:
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+ 2023-04-08 15:31:09 INFO lr: 4.9800e-05 - loss: 0.0666 - UP: 86.71% UR: 71.14% UF: 78.15% P: 86.24% R: 70.75% F: 77.73%
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+ 2023-04-08 15:31:09 INFO dev: loss: nan - UP: 66.67% UR: 41.31% UF: 51.01% P: 61.38% R: 38.03% F: 46.96%
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+ 2023-04-08 15:31:10 INFO test: loss: 0.1324 - UP: 68.12% UR: 39.03% UF: 49.63% P: 62.59% R: 35.86% F: 45.60%
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+ 2023-04-08 15:31:10 INFO 0:00:07.269533s elapsed
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+
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+ 2023-04-08 15:31:10 INFO Epoch 21 / 5000:
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+ 2023-04-08 15:31:16 INFO lr: 4.9790e-05 - loss: 0.0191 - UP: 87.59% UR: 72.54% UF: 79.36% P: 86.95% R: 72.01% F: 78.78%
191
+ 2023-04-08 15:31:16 INFO dev: loss: nan - UP: 77.85% UR: 38.03% UF: 51.10% P: 72.48% R: 35.41% F: 47.58%
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+ 2023-04-08 15:31:17 INFO test: loss: 0.1117 - UP: 71.89% UR: 36.67% UF: 48.57% P: 68.11% R: 34.74% F: 46.01%
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+ 2023-04-08 15:31:17 INFO 0:00:06.900242s elapsed
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+ 2023-04-08 15:31:17 INFO Epoch 22 / 5000:
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+ 2023-04-08 15:31:23 INFO lr: 4.9780e-05 - loss: 0.0159 - UP: 89.69% UR: 74.28% UF: 81.26% P: 89.51% R: 74.13% F: 81.10%
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+ 2023-04-08 15:31:23 INFO dev: loss: nan - UP: 76.26% UR: 34.75% UF: 47.75% P: 74.10% R: 33.77% F: 46.40%
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+ 2023-04-08 15:31:24 INFO test: loss: 0.1084 - UP: 75.07% UR: 33.81% UF: 46.62% P: 73.06% R: 32.90% F: 45.37%
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+ 2023-04-08 15:31:24 INFO 0:00:07.279002s elapsed
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+ 2023-04-08 15:31:24 INFO Epoch 23 / 5000:
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+ 2023-04-08 15:31:30 INFO lr: 4.9770e-05 - loss: 0.0128 - UP: 88.81% UR: 75.10% UF: 81.38% P: 88.81% R: 75.10% F: 81.38%
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+ 2023-04-08 15:31:30 INFO dev: loss: nan - UP: 74.19% UR: 37.70% UF: 50.00% P: 70.32% R: 35.74% F: 47.39%
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+ 2023-04-08 15:31:37 INFO lr: 4.9760e-05 - loss: 0.0957 - UP: 83.96% UR: 74.03% UF: 78.69% P: 83.74% R: 73.84% F: 78.48%
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+ 2023-04-08 15:31:39 INFO test: loss: 0.1095 - UP: 65.55% UR: 40.02% UF: 49.70% P: 63.32% R: 38.67% F: 48.01%
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+ 2023-04-08 15:31:44 INFO lr: 4.9750e-05 - loss: 0.1331 - UP: 87.40% UR: 60.91% UF: 71.79% P: 87.05% R: 60.67% F: 71.50%
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+ 2023-04-08 15:31:44 INFO dev: loss: nan - UP: 62.68% UR: 29.18% UF: 39.82% P: 58.45% R: 27.21% F: 37.14%
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+ 2023-04-08 15:31:45 INFO test: loss: 0.1091 - UP: 69.79% UR: 31.51% UF: 43.42% P: 67.85% R: 30.64% F: 42.21%
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+ 2023-04-08 15:31:51 INFO lr: 4.9740e-05 - loss: 0.0555 - UP: 85.28% UR: 68.48% UF: 75.96% P: 85.16% R: 68.39% F: 75.86%
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+ 2023-04-08 15:31:52 INFO dev: loss: nan - UP: 75.63% UR: 29.51% UF: 42.45% P: 73.95% R: 28.85% F: 41.51%
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+ 2023-04-08 15:31:53 INFO test: loss: 0.1149 - UP: 74.41% UR: 30.55% UF: 43.31% P: 71.32% R: 29.28% F: 41.52%
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+ 2023-04-08 15:32:00 INFO test: loss: 0.1347 - UP: 71.89% UR: 34.05% UF: 46.21% P: 69.53% R: 32.93% F: 44.69%
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+ 2023-04-08 15:32:05 INFO lr: 4.9720e-05 - loss: 0.0228 - UP: 87.53% UR: 71.81% UF: 78.90% P: 87.41% R: 71.72% F: 78.79%
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+ 2023-04-08 15:32:06 INFO dev: loss: nan - UP: 63.41% UR: 34.10% UF: 44.35% P: 60.37% R: 32.46% F: 42.22%
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+ 2023-04-08 15:32:07 INFO test: loss: 0.1228 - UP: 62.80% UR: 39.54% UF: 48.53% P: 60.16% R: 37.88% F: 46.49%
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+ 2023-04-08 15:32:13 INFO dev: loss: nan - UP: 65.89% UR: 27.87% UF: 39.17% P: 62.02% R: 26.23% F: 36.87%
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+ 2023-04-08 15:32:14 INFO test: loss: 0.1251 - UP: 72.39% UR: 32.21% UF: 44.58% P: 69.88% R: 31.09% F: 43.03%
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+ 2023-04-08 15:32:14 INFO 0:00:07.061902s elapsed
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+ 2023-04-08 15:32:19 INFO lr: 4.9700e-05 - loss: 0.1298 - UP: 89.36% UR: 74.57% UF: 81.29% P: 89.07% R: 74.32% F: 81.03%
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+ 2023-04-08 15:32:20 INFO dev: loss: nan - UP: 73.57% UR: 33.77% UF: 46.29% P: 71.43% R: 32.79% F: 44.94%
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+ 2023-04-08 15:32:21 INFO test: loss: 0.1330 - UP: 73.04% UR: 33.53% UF: 45.97% P: 71.14% R: 32.66% F: 44.77%
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+ 2023-04-08 15:32:27 INFO lr: 4.9690e-05 - loss: 0.0140 - UP: 85.91% UR: 76.83% UF: 81.12% P: 85.86% R: 76.79% F: 81.07%
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+ 2023-04-08 15:32:27 INFO dev: loss: nan - UP: 69.09% UR: 37.38% UF: 48.51% P: 66.67% R: 36.07% F: 46.81%
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+ 2023-04-08 15:32:28 INFO test: loss: 0.1322 - UP: 65.56% UR: 39.81% UF: 49.54% P: 63.37% R: 38.48% F: 47.89%
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+ 2023-04-08 15:32:28 INFO 0:00:07.136814s elapsed
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+ 2023-04-08 15:32:34 INFO lr: 4.9680e-05 - loss: 0.4541 - UP: 88.13% UR: 70.61% UF: 78.40% P: 88.07% R: 70.56% F: 78.35%
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+ 2023-04-08 15:32:34 INFO dev: loss: nan - UP: 71.79% UR: 36.72% UF: 48.59% P: 67.95% R: 34.75% F: 45.99%
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+ 2023-04-08 15:32:35 INFO test: loss: 0.1146 - UP: 69.20% UR: 36.88% UF: 48.12% P: 66.36% R: 35.38% F: 46.15%
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+ 2023-04-08 15:32:35 INFO 0:00:06.917370s elapsed
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+ 2023-04-08 15:32:41 INFO lr: 4.9670e-05 - loss: nan - UP: 87.07% UR: 71.53% UF: 78.54% P: 86.90% R: 71.38% F: 78.38%
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+ 2023-04-08 15:32:41 INFO dev: loss: nan - UP: 72.56% UR: 39.02% UF: 50.75% P: 67.07% R: 36.07% F: 46.91%
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+ 2023-04-08 15:32:42 INFO test: loss: 0.1341 - UP: 70.40% UR: 36.76% UF: 48.30% P: 66.88% R: 34.92% F: 45.89%
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+ 2023-04-08 15:32:48 INFO lr: 4.9660e-05 - loss: 0.0044 - UP: 90.53% UR: 76.11% UF: 82.70% P: 90.30% R: 75.92% F: 82.49%
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+ 2023-04-08 15:32:48 INFO dev: loss: nan - UP: 71.33% UR: 35.08% UF: 47.03% P: 67.33% R: 33.11% F: 44.40%
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+ 2023-04-08 15:32:49 INFO test: loss: 0.1293 - UP: 71.18% UR: 36.37% UF: 48.14% P: 68.99% R: 35.26% F: 46.66%
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+ 2023-04-08 15:32:49 INFO 0:00:06.851510s elapsed
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+ 2023-04-08 15:32:55 INFO lr: 4.9650e-05 - loss: 0.0704 - UP: 91.11% UR: 79.15% UF: 84.71% P: 90.89% R: 78.96% F: 84.50%
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+ 2023-04-08 15:32:56 INFO dev: loss: nan - UP: 71.76% UR: 40.00% UF: 51.37% P: 67.06% R: 37.38% F: 48.00%
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+ 2023-04-08 15:32:57 INFO test: loss: 0.1188 - UP: 71.31% UR: 40.96% UF: 52.03% P: 67.16% R: 38.58% F: 49.00%
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+ 2023-04-08 15:33:15 INFO 0:00:07.414709s elapsed (saved)
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+ 2023-04-08 15:33:20 INFO lr: 4.9640e-05 - loss: 0.0119 - UP: 92.25% UR: 82.09% UF: 86.87% P: 92.25% R: 82.09% F: 86.87%
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+ 2023-04-08 15:33:21 INFO dev: loss: nan - UP: 74.84% UR: 39.02% UF: 51.29% P: 71.70% R: 37.38% F: 49.14%
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+ 2023-04-08 15:33:22 INFO test: loss: 0.1311 - UP: 72.76% UR: 38.45% UF: 50.32% P: 69.27% R: 36.61% F: 47.91%
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+ 2023-04-08 15:33:42 INFO 0:00:06.857021s elapsed (saved)
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+ 2023-04-08 15:33:47 INFO lr: 4.9630e-05 - loss: nan - UP: 92.31% UR: 82.82% UF: 87.31% P: 92.20% R: 82.72% F: 87.20%
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+ 2023-04-08 15:33:48 INFO dev: loss: nan - UP: 78.00% UR: 38.36% UF: 51.43% P: 74.67% R: 36.72% F: 49.23%
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+ 2023-04-08 15:33:49 INFO test: loss: 0.1328 - UP: 72.52% UR: 38.24% UF: 50.08% P: 69.72% R: 36.76% F: 48.14%
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+ 2023-04-08 15:34:08 INFO 0:00:07.126112s elapsed (saved)
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+ 2023-04-08 15:34:14 INFO lr: 4.9620e-05 - loss: 0.0132 - UP: 91.18% UR: 82.87% UF: 86.83% P: 91.08% R: 82.77% F: 86.73%
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+ 2023-04-08 15:34:14 INFO dev: loss: nan - UP: 72.68% UR: 43.61% UF: 54.51% P: 68.85% R: 41.31% F: 51.64%
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+ 2023-04-08 15:34:15 INFO test: loss: 0.1381 - UP: 65.58% UR: 43.83% UF: 52.54% P: 62.15% R: 41.53% F: 49.79%
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+ 2023-04-08 15:34:34 INFO 0:00:07.491875s elapsed (saved)
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+ 2023-04-08 15:34:39 INFO lr: 4.9610e-05 - loss: 0.0074 - UP: 91.98% UR: 82.43% UF: 86.94% P: 91.87% R: 82.34% F: 86.84%
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+ 2023-04-08 15:34:40 INFO dev: loss: nan - UP: 68.75% UR: 32.46% UF: 44.10% P: 67.36% R: 31.80% F: 43.21%
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+ 2023-04-08 15:34:41 INFO test: loss: 0.1557 - UP: 72.62% UR: 34.35% UF: 46.64% P: 69.56% R: 32.90% F: 44.67%
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+ 2023-04-08 15:34:41 INFO 0:00:06.919931s elapsed
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+ 2023-04-08 15:34:47 INFO lr: 4.9600e-05 - loss: 0.0253 - UP: 90.77% UR: 77.85% UF: 83.81% P: 90.43% R: 77.56% F: 83.50%
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+ 2023-04-08 15:34:48 INFO dev: loss: nan - UP: 68.99% UR: 35.74% UF: 47.08% P: 67.72% R: 35.08% F: 46.22%
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+ 2023-04-08 15:34:50 INFO test: loss: 0.1320 - UP: 71.91% UR: 35.47% UF: 47.50% P: 69.16% R: 34.11% F: 45.68%
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+ 2023-04-08 15:34:50 INFO 0:00:09.060611s elapsed
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+ 2023-04-08 15:34:56 INFO lr: 4.9590e-05 - loss: 0.0351 - UP: 90.68% UR: 79.83% UF: 84.91% P: 89.86% R: 79.10% F: 84.14%
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+ 2023-04-08 15:34:56 INFO dev: loss: nan - UP: 71.71% UR: 35.74% UF: 47.70% P: 69.08% R: 34.43% F: 45.95%
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+ 2023-04-08 15:34:58 INFO test: loss: 0.1947 - UP: 70.77% UR: 34.50% UF: 46.39% P: 66.50% R: 32.42% F: 43.59%
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+ 2023-04-08 15:34:58 INFO 0:00:07.978920s elapsed
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+ 2023-04-08 15:35:05 INFO lr: 4.9580e-05 - loss: 0.0994 - UP: 89.85% UR: 78.57% UF: 83.83% P: 89.13% R: 77.94% F: 83.16%
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+ 2023-04-08 15:35:06 INFO dev: loss: nan - UP: 70.51% UR: 36.07% UF: 47.72% P: 66.67% R: 34.10% F: 45.12%
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+ 2023-04-08 15:35:07 INFO test: loss: 0.1515 - UP: 63.77% UR: 38.79% UF: 48.24% P: 59.85% R: 36.40% F: 45.27%
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+ 2023-04-08 15:35:07 INFO 0:00:09.193629s elapsed
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+ 2023-04-08 15:35:13 INFO lr: 4.9570e-05 - loss: 0.0587 - UP: 89.09% UR: 76.83% UF: 82.51% P: 88.81% R: 76.59% F: 82.25%
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+ 2023-04-08 15:35:14 INFO dev: loss: nan - UP: 68.18% UR: 39.34% UF: 49.90% P: 65.34% R: 37.70% F: 47.82%
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+ 2023-04-08 15:35:15 INFO test: loss: 0.1484 - UP: 61.99% UR: 39.78% UF: 48.46% P: 58.98% R: 37.85% F: 46.11%
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+ 2023-04-08 15:35:15 INFO 0:00:07.996138s elapsed
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+ 2023-04-08 15:35:22 INFO lr: 4.9560e-05 - loss: 0.0250 - UP: 87.27% UR: 74.13% UF: 80.17% P: 87.16% R: 74.03% F: 80.06%
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+ 2023-04-08 15:35:23 INFO dev: loss: nan - UP: 60.11% UR: 35.08% UF: 44.31% P: 58.43% R: 34.10% F: 43.06%
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+ 2023-04-08 15:35:24 INFO test: loss: 0.1114 - UP: 65.25% UR: 36.16% UF: 46.53% P: 61.55% R: 34.11% F: 43.89%
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+ 2023-04-08 15:35:24 INFO 0:00:09.101579s elapsed
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+ 2023-04-08 15:35:30 INFO lr: 4.9550e-05 - loss: 0.0173 - UP: 91.70% UR: 73.60% UF: 81.66% P: 91.70% R: 73.60% F: 81.66%
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+ 2023-04-08 15:35:30 INFO dev: loss: nan - UP: 60.56% UR: 42.30% UF: 49.81% P: 58.22% R: 40.66% F: 47.88%
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+ 2023-04-08 15:35:31 INFO test: loss: 0.1320 - UP: 60.41% UR: 43.01% UF: 50.25% P: 57.40% R: 40.87% F: 47.74%
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+ 2023-04-08 15:35:31 INFO 0:00:07.076780s elapsed
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+ 2023-04-08 15:35:37 INFO lr: 4.9540e-05 - loss: 0.0579 - UP: 85.17% UR: 75.92% UF: 80.28% P: 84.73% R: 75.53% F: 79.87%
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+ 2023-04-08 15:35:37 INFO dev: loss: nan - UP: 74.22% UR: 31.15% UF: 43.88% P: 68.75% R: 28.85% F: 40.65%
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+ 2023-04-08 15:35:39 INFO test: loss: 0.1387 - UP: 71.63% UR: 29.79% UF: 42.08% P: 67.63% R: 28.13% F: 39.74%
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+ 2023-04-08 15:35:39 INFO 0:00:07.409415s elapsed
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+ 2023-04-08 15:35:44 INFO lr: 4.9530e-05 - loss: nan - UP: 89.60% UR: 71.53% UF: 79.55% P: 89.48% R: 71.43% F: 79.44%
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+ 2023-04-08 15:35:44 INFO dev: loss: nan - UP: 64.07% UR: 35.08% UF: 45.34% P: 61.08% R: 33.44% F: 43.22%
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+ 2023-04-08 15:35:45 INFO test: loss: 0.1259 - UP: 67.56% UR: 36.34% UF: 47.26% P: 64.25% R: 34.56% F: 44.95%
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+ 2023-04-08 15:35:51 INFO lr: 4.9520e-05 - loss: 0.0118 - UP: 90.75% UR: 74.81% UF: 82.01% P: 90.63% R: 74.71% F: 81.90%
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+ 2023-04-08 15:35:51 INFO dev: loss: nan - UP: 55.67% UR: 37.05% UF: 44.49% P: 54.68% R: 36.39% F: 43.70%
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+ 2023-04-08 15:35:53 INFO test: loss: 0.1290 - UP: 61.53% UR: 40.18% UF: 48.61% P: 58.07% R: 37.91% F: 45.87%
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+ 2023-04-08 15:35:53 INFO 0:00:07.153953s elapsed
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+ 2023-04-08 15:35:58 INFO lr: 4.9510e-05 - loss: 0.0133 - UP: 90.29% UR: 81.23% UF: 85.52% P: 90.24% R: 81.18% F: 85.47%
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+ 2023-04-08 15:35:59 INFO dev: loss: nan - UP: 63.58% UR: 36.07% UF: 46.03% P: 62.43% R: 35.41% F: 45.19%
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+ 2023-04-08 15:36:00 INFO test: loss: 0.1305 - UP: 67.35% UR: 36.67% UF: 47.49% P: 64.63% R: 35.19% F: 45.57%
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+ 2023-04-08 15:36:05 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 91.86% UR: 80.02% UF: 85.53% P: 91.86% R: 80.02% F: 85.53%
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+ 2023-04-08 15:36:06 INFO dev: loss: nan - UP: 69.61% UR: 41.31% UF: 51.85% P: 67.96% R: 40.33% F: 50.62%
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+ 2023-04-08 15:36:07 INFO test: loss: 0.1467 - UP: 66.54% UR: 41.71% UF: 51.28% P: 62.59% R: 39.24% F: 48.24%
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+ 2023-04-08 15:36:12 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 91.49% UR: 80.98% UF: 85.92% P: 91.33% R: 80.84% F: 85.77%
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+ 2023-04-08 15:36:13 INFO dev: loss: nan - UP: 68.00% UR: 39.02% UF: 49.58% P: 66.29% R: 38.03% F: 48.33%
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+ 2023-04-08 15:36:14 INFO test: loss: 0.1448 - UP: 68.49% UR: 38.64% UF: 49.40% P: 65.33% R: 36.85% F: 47.12%
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+ 2023-04-08 15:36:19 INFO lr: 4.9480e-05 - loss: 0.0129 - UP: 92.63% UR: 83.16% UF: 87.64% P: 92.58% R: 83.11% F: 87.59%
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+ 2023-04-08 15:36:20 INFO dev: loss: nan - UP: 61.35% UR: 41.64% UF: 49.61% P: 59.90% R: 40.66% F: 48.44%
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+ 2023-04-08 15:36:21 INFO test: loss: 0.1302 - UP: 65.55% UR: 42.56% UF: 51.61% P: 61.55% R: 39.96% F: 48.46%
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+ 2023-04-08 15:36:27 INFO lr: 4.9470e-05 - loss: 0.0044 - UP: 90.71% UR: 83.88% UF: 87.16% P: 90.61% R: 83.78% F: 87.06%
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+ 2023-04-08 15:36:27 INFO dev: loss: nan - UP: 63.50% UR: 41.64% UF: 50.30% P: 62.00% R: 40.66% F: 49.11%
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+ 2023-04-08 15:36:28 INFO test: loss: 0.1284 - UP: 66.65% UR: 42.29% UF: 51.75% P: 62.94% R: 39.93% F: 48.86%
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+ 2023-04-08 15:36:34 INFO lr: 4.9460e-05 - loss: 0.0076 - UP: 94.96% UR: 83.64% UF: 88.94% P: 94.85% R: 83.54% F: 88.84%
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+ 2023-04-08 15:36:34 INFO dev: loss: nan - UP: 63.55% UR: 44.59% UF: 52.41% P: 60.75% R: 42.62% F: 50.10%
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+ 2023-04-08 15:36:35 INFO test: loss: 0.1441 - UP: 63.41% UR: 45.40% UF: 52.91% P: 60.08% R: 43.01% F: 50.13%
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+ 2023-04-08 15:36:41 INFO lr: 4.9450e-05 - loss: 0.0071 - UP: 93.77% UR: 85.76% UF: 89.59% P: 93.67% R: 85.67% F: 89.49%
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+ 2023-04-08 15:36:42 INFO test: loss: 0.1545 - UP: 73.76% UR: 35.56% UF: 47.98% P: 70.76% R: 34.11% F: 46.03%
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+ 2023-04-08 15:36:48 INFO lr: 4.9440e-05 - loss: 0.0187 - UP: 94.14% UR: 87.64% UF: 90.78% P: 94.14% R: 87.64% F: 90.78%
401
+ 2023-04-08 15:36:48 INFO dev: loss: nan - UP: 72.15% UR: 37.38% UF: 49.24% P: 71.52% R: 37.05% F: 48.81%
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+ 2023-04-08 15:36:49 INFO test: loss: 0.1452 - UP: 72.98% UR: 37.43% UF: 49.48% P: 69.75% R: 35.77% F: 47.29%
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+ 2023-04-08 15:36:55 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 96.08% UR: 83.88% UF: 89.56% P: 96.08% R: 83.88% F: 89.56%
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+ 2023-04-08 15:36:55 INFO dev: loss: nan - UP: 67.55% UR: 41.64% UF: 51.52% P: 65.43% R: 40.33% F: 49.90%
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+ 2023-04-08 15:36:57 INFO test: loss: 0.1399 - UP: 68.13% UR: 42.20% UF: 52.12% P: 64.62% R: 40.02% F: 49.43%
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+ 2023-04-08 15:37:02 INFO lr: 4.9420e-05 - loss: 0.0061 - UP: 93.82% UR: 87.89% UF: 90.76% P: 93.77% R: 87.84% F: 90.71%
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+ 2023-04-08 15:37:02 INFO dev: loss: nan - UP: 73.30% UR: 42.30% UF: 53.64% P: 71.59% R: 41.31% F: 52.39%
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+ 2023-04-08 15:37:03 INFO test: loss: 0.1392 - UP: 71.53% UR: 40.66% UF: 51.85% P: 68.19% R: 38.76% F: 49.42%
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+ 2023-04-08 15:37:22 INFO 0:00:06.836136s elapsed (saved)
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+ 2023-04-08 15:37:27 INFO lr: 4.9410e-05 - loss: 0.0318 - UP: 95.09% UR: 84.07% UF: 89.24% P: 95.09% R: 84.07% F: 89.24%
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+ 2023-04-08 15:37:28 INFO dev: loss: nan - UP: 71.72% UR: 34.10% UF: 46.22% P: 71.03% R: 33.77% F: 45.78%
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+ 2023-04-08 15:37:29 INFO test: loss: 0.1386 - UP: 69.29% UR: 36.92% UF: 48.17% P: 65.67% R: 34.98% F: 45.65%
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+ 2023-04-08 15:37:29 INFO 0:00:07.394302s elapsed
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+ 2023-04-08 15:37:35 INFO lr: 4.9400e-05 - loss: 0.0028 - UP: 91.64% UR: 87.26% UF: 89.39% P: 91.54% R: 87.16% F: 89.30%
425
+ 2023-04-08 15:37:35 INFO dev: loss: nan - UP: 74.65% UR: 34.75% UF: 47.43% P: 73.94% R: 34.43% F: 46.98%
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+ 2023-04-08 15:37:37 INFO test: loss: 0.1432 - UP: 70.59% UR: 35.50% UF: 47.24% P: 67.71% R: 34.05% F: 45.31%
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+ 2023-04-08 15:37:37 INFO 0:00:07.607693s elapsed
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+ 2023-04-08 15:37:43 INFO lr: 4.9390e-05 - loss: 0.0171 - UP: 94.08% UR: 84.36% UF: 88.96% P: 94.03% R: 84.31% F: 88.91%
431
+ 2023-04-08 15:37:45 INFO dev: loss: nan - UP: 62.22% UR: 36.72% UF: 46.19% P: 61.11% R: 36.07% F: 45.36%
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+ 2023-04-08 15:37:46 INFO test: loss: 0.1309 - UP: 63.59% UR: 37.91% UF: 47.50% P: 60.66% R: 36.16% F: 45.31%
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+ 2023-04-08 15:37:46 INFO 0:00:09.367796s elapsed
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+ 2023-04-08 15:37:52 INFO lr: 4.9380e-05 - loss: 0.0129 - UP: 91.91% UR: 82.24% UF: 86.81% P: 91.69% R: 82.05% F: 86.60%
437
+ 2023-04-08 15:37:53 INFO dev: loss: nan - UP: 64.58% UR: 40.66% UF: 49.90% P: 61.46% R: 38.69% F: 47.48%
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+ 2023-04-08 15:37:54 INFO test: loss: 0.1322 - UP: 64.38% UR: 42.56% UF: 51.24% P: 61.14% R: 40.42% F: 48.66%
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+ 2023-04-08 15:37:54 INFO 0:00:08.108352s elapsed
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+ 2023-04-08 15:38:01 INFO lr: 4.9370e-05 - loss: 0.0144 - UP: 91.38% UR: 82.34% UF: 86.62% P: 91.32% R: 82.29% F: 86.57%
443
+ 2023-04-08 15:38:03 INFO dev: loss: nan - UP: 73.47% UR: 35.41% UF: 47.79% P: 71.43% R: 34.43% F: 46.46%
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+ 2023-04-08 15:38:04 INFO test: loss: 0.1331 - UP: 69.38% UR: 36.25% UF: 47.62% P: 65.68% R: 34.32% F: 45.08%
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+ 2023-04-08 15:38:04 INFO 0:00:09.832882s elapsed
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+ 2023-04-08 15:38:10 INFO lr: 4.9360e-05 - loss: 0.0442 - UP: 88.72% UR: 81.61% UF: 85.02% P: 88.56% R: 81.47% F: 84.87%
449
+ 2023-04-08 15:38:11 INFO dev: loss: nan - UP: 67.27% UR: 36.39% UF: 47.23% P: 64.24% R: 34.75% F: 45.11%
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+ 2023-04-08 15:38:12 INFO test: loss: 0.1271 - UP: 66.35% UR: 35.59% UF: 46.33% P: 63.70% R: 34.17% F: 44.48%
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+ 2023-04-08 15:38:12 INFO 0:00:08.030184s elapsed
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+ 2023-04-08 15:38:12 INFO Epoch 65 / 5000:
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+ 2023-04-08 15:38:18 INFO lr: 4.9350e-05 - loss: 0.0773 - UP: 93.48% UR: 79.63% UF: 86.00% P: 93.37% R: 79.54% F: 85.90%
455
+ 2023-04-08 15:38:19 INFO dev: loss: nan - UP: 67.80% UR: 39.34% UF: 49.79% P: 64.97% R: 37.70% F: 47.72%
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+ 2023-04-08 15:38:20 INFO test: loss: 0.1305 - UP: 66.11% UR: 35.62% UF: 46.29% P: 62.75% R: 33.81% F: 43.94%
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+ 2023-04-08 15:38:20 INFO 0:00:07.859192s elapsed
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+ 2023-04-08 15:38:25 INFO lr: 4.9340e-05 - loss: 0.0628 - UP: 92.27% UR: 78.96% UF: 85.10% P: 92.27% R: 78.96% F: 85.10%
461
+ 2023-04-08 15:38:26 INFO dev: loss: nan - UP: 65.92% UR: 38.69% UF: 48.76% P: 64.80% R: 38.03% F: 47.93%
462
+ 2023-04-08 15:38:27 INFO test: loss: 0.1232 - UP: 70.12% UR: 33.72% UF: 45.54% P: 67.04% R: 32.24% F: 43.54%
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+ 2023-04-08 15:38:27 INFO 0:00:06.804746s elapsed
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+ 2023-04-08 15:38:27 INFO Epoch 67 / 5000:
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+ 2023-04-08 15:38:32 INFO lr: 4.9330e-05 - loss: 0.0083 - UP: 92.22% UR: 78.33% UF: 84.71% P: 92.05% R: 78.19% F: 84.55%
467
+ 2023-04-08 15:38:33 INFO dev: loss: nan - UP: 59.87% UR: 30.82% UF: 40.69% P: 57.96% R: 29.84% F: 39.39%
468
+ 2023-04-08 15:38:34 INFO test: loss: 0.1565 - UP: 66.30% UR: 32.66% UF: 43.76% P: 63.05% R: 31.06% F: 41.62%
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+ 2023-04-08 15:38:34 INFO 0:00:07.442861s elapsed
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+ 2023-04-08 15:38:34 INFO Epoch 68 / 5000:
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+ 2023-04-08 15:38:39 INFO lr: 4.9320e-05 - loss: 0.0018 - UP: 91.76% UR: 81.13% UF: 86.12% P: 91.38% R: 80.79% F: 85.76%
473
+ 2023-04-08 15:38:40 INFO dev: loss: nan - UP: 67.76% UR: 33.77% UF: 45.08% P: 66.45% R: 33.11% F: 44.20%
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+ 2023-04-08 15:38:41 INFO test: loss: 0.1413 - UP: 66.10% UR: 32.96% UF: 43.99% P: 63.44% R: 31.63% F: 42.22%
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+ 2023-04-08 15:38:41 INFO 0:00:06.803649s elapsed
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+ 2023-04-08 15:38:41 INFO Epoch 69 / 5000:
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+ 2023-04-08 15:38:46 INFO lr: 4.9310e-05 - loss: 0.0037 - UP: 89.95% UR: 73.41% UF: 80.84% P: 89.71% R: 73.21% F: 80.63%
479
+ 2023-04-08 15:38:47 INFO dev: loss: nan - UP: 63.51% UR: 30.82% UF: 41.50% P: 60.81% R: 29.51% F: 39.74%
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+ 2023-04-08 15:38:48 INFO test: loss: 0.1319 - UP: 65.25% UR: 32.03% UF: 42.96% P: 62.55% R: 30.70% F: 41.18%
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+ 2023-04-08 15:38:48 INFO 0:00:07.224638s elapsed
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+ 2023-04-08 15:38:48 INFO Epoch 70 / 5000:
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+ 2023-04-08 15:38:54 INFO lr: 4.9300e-05 - loss: 0.0044 - UP: 89.73% UR: 77.17% UF: 82.98% P: 89.34% R: 76.83% F: 82.62%
485
+ 2023-04-08 15:38:54 INFO dev: loss: nan - UP: 73.33% UR: 32.46% UF: 45.00% P: 72.59% R: 32.13% F: 44.55%
486
+ 2023-04-08 15:38:55 INFO test: loss: 0.1478 - UP: 71.26% UR: 32.78% UF: 44.90% P: 68.57% R: 31.54% F: 43.21%
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+ 2023-04-08 15:38:55 INFO 0:00:07.031786s elapsed
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+ 2023-04-08 15:38:55 INFO Epoch 71 / 5000:
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+ 2023-04-08 15:39:01 INFO lr: 4.9290e-05 - loss: 0.0211 - UP: 87.85% UR: 69.45% UF: 77.57% P: 87.48% R: 69.16% F: 77.25%
491
+ 2023-04-08 15:39:01 INFO dev: loss: nan - UP: 67.50% UR: 17.70% UF: 28.05% P: 67.50% R: 17.70% F: 28.05%
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+ 2023-04-08 15:39:02 INFO test: loss: 0.1499 - UP: 63.21% UR: 19.14% UF: 29.38% P: 60.12% R: 18.20% F: 27.94%
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+ 2023-04-08 15:39:02 INFO 0:00:07.161805s elapsed
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+ 2023-04-08 15:39:02 INFO Epoch 72 / 5000:
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+ 2023-04-08 15:39:08 INFO lr: 4.9280e-05 - loss: 0.0063 - UP: 87.63% UR: 61.87% UF: 72.53% P: 87.42% R: 61.73% F: 72.36%
497
+ 2023-04-08 15:39:08 INFO dev: loss: nan - UP: 67.74% UR: 20.66% UF: 31.66% P: 67.74% R: 20.66% F: 31.66%
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+ 2023-04-08 15:39:09 INFO test: loss: 0.1357 - UP: 67.61% UR: 20.86% UF: 31.88% P: 64.97% R: 20.04% F: 30.63%
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+ 2023-04-08 15:39:09 INFO 0:00:07.101156s elapsed
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+ 2023-04-08 15:39:09 INFO Epoch 73 / 5000:
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+ 2023-04-08 15:39:15 INFO lr: 4.9270e-05 - loss: 0.0199 - UP: 86.59% UR: 72.92% UF: 79.17% P: 86.07% R: 72.49% F: 78.70%
503
+ 2023-04-08 15:39:15 INFO dev: loss: nan - UP: 69.17% UR: 27.21% UF: 39.06% P: 67.50% R: 26.56% F: 38.12%
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+ 2023-04-08 15:39:16 INFO test: loss: 0.1608 - UP: 67.00% UR: 28.37% UF: 39.86% P: 64.65% R: 27.38% F: 38.46%
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+ 2023-04-08 15:39:16 INFO 0:00:06.967447s elapsed
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+ 2023-04-08 15:39:16 INFO Epoch 74 / 5000:
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+ 2023-04-08 15:39:22 INFO lr: 4.9260e-05 - loss: 0.0021 - UP: 88.88% UR: 71.77% UF: 79.41% P: 88.58% R: 71.53% F: 79.15%
509
+ 2023-04-08 15:39:23 INFO dev: loss: nan - UP: 68.48% UR: 37.05% UF: 48.09% P: 67.27% R: 36.39% F: 47.23%
510
+ 2023-04-08 15:39:24 INFO test: loss: 0.1717 - UP: 67.13% UR: 32.06% UF: 43.39% P: 64.29% R: 30.70% F: 41.55%
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+ 2023-04-08 15:39:24 INFO 0:00:07.202167s elapsed
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+ 2023-04-08 15:39:24 INFO Epoch 75 / 5000:
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+ 2023-04-08 15:39:29 INFO lr: 4.9250e-05 - loss: 0.0108 - UP: 88.11% UR: 71.53% UF: 78.96% P: 87.99% R: 71.43% F: 78.85%
515
+ 2023-04-08 15:39:29 INFO dev: loss: nan - UP: 62.09% UR: 31.15% UF: 41.48% P: 60.78% R: 30.49% F: 40.61%
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+ 2023-04-08 15:39:30 INFO test: loss: 0.1542 - UP: 61.35% UR: 31.09% UF: 41.27% P: 57.18% R: 28.98% F: 38.46%
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+ 2023-04-08 15:39:30 INFO 0:00:06.820833s elapsed
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+ 2023-04-08 15:39:30 INFO Epoch 76 / 5000:
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+ 2023-04-08 15:39:36 INFO lr: 4.9240e-05 - loss: 0.0419 - UP: 84.52% UR: 64.04% UF: 72.87% P: 84.39% R: 63.95% F: 72.76%
521
+ 2023-04-08 15:39:37 INFO dev: loss: nan - UP: 57.50% UR: 15.08% UF: 23.90% P: 57.50% R: 15.08% F: 23.90%
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+ 2023-04-08 15:39:38 INFO test: loss: 0.1375 - UP: 66.63% UR: 18.56% UF: 29.04% P: 62.95% R: 17.54% F: 27.43%
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+ 2023-04-08 15:39:38 INFO 0:00:07.332636s elapsed
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+ 2023-04-08 15:39:38 INFO Epoch 77 / 5000:
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+ 2023-04-08 15:39:43 INFO lr: 4.9230e-05 - loss: 0.4449 - UP: 90.44% UR: 74.42% UF: 81.65% P: 90.32% R: 74.32% F: 81.55%
527
+ 2023-04-08 15:39:44 INFO dev: loss: nan - UP: 69.05% UR: 28.52% UF: 40.37% P: 67.46% R: 27.87% F: 39.44%
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+ 2023-04-08 15:39:45 INFO test: loss: 0.1458 - UP: 73.19% UR: 29.91% UF: 42.47% P: 70.09% R: 28.64% F: 40.67%
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+ 2023-04-08 15:39:45 INFO 0:00:06.816801s elapsed
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+ 2023-04-08 15:39:45 INFO Epoch 78 / 5000:
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+ 2023-04-08 15:39:50 INFO lr: 4.9220e-05 - loss: nan - UP: 89.31% UR: 80.21% UF: 84.52% P: 89.25% R: 80.16% F: 84.46%
533
+ 2023-04-08 15:39:51 INFO dev: loss: nan - UP: 69.44% UR: 32.79% UF: 44.54% P: 67.36% R: 31.80% F: 43.21%
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+ 2023-04-08 15:39:52 INFO test: loss: 0.1473 - UP: 68.75% UR: 34.26% UF: 45.73% P: 65.72% R: 32.75% F: 43.71%
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+ 2023-04-08 15:39:52 INFO 0:00:07.510969s elapsed
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+ 2023-04-08 15:39:52 INFO Epoch 79 / 5000:
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+ 2023-04-08 15:39:57 INFO lr: 4.9210e-05 - loss: 0.0060 - UP: 90.72% UR: 81.61% UF: 85.92% P: 90.40% R: 81.32% F: 85.62%
539
+ 2023-04-08 15:39:58 INFO dev: loss: nan - UP: 57.07% UR: 34.43% UF: 42.94% P: 54.35% R: 32.79% F: 40.90%
540
+ 2023-04-08 15:39:59 INFO test: loss: 0.1470 - UP: 63.50% UR: 40.60% UF: 49.53% P: 59.21% R: 37.85% F: 46.18%
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+ 2023-04-08 15:39:59 INFO 0:00:06.832484s elapsed
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+ 2023-04-08 15:39:59 INFO Epoch 80 / 5000:
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+ 2023-04-08 15:40:04 INFO lr: 4.9200e-05 - loss: 0.0101 - UP: 92.86% UR: 82.19% UF: 87.20% P: 92.31% R: 81.71% F: 86.69%
545
+ 2023-04-08 15:40:05 INFO dev: loss: nan - UP: 62.57% UR: 36.72% UF: 46.28% P: 60.34% R: 35.41% F: 44.63%
546
+ 2023-04-08 15:40:06 INFO test: loss: 0.1465 - UP: 65.22% UR: 41.38% UF: 50.64% P: 62.08% R: 39.39% F: 48.20%
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+ 2023-04-08 15:40:06 INFO 0:00:07.331801s elapsed
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+ 2023-04-08 15:40:06 INFO Epoch 81 / 5000:
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+ 2023-04-08 15:40:12 INFO lr: 4.9190e-05 - loss: 0.0697 - UP: 94.98% UR: 85.81% UF: 90.16% P: 94.98% R: 85.81% F: 90.16%
551
+ 2023-04-08 15:40:12 INFO dev: loss: nan - UP: 61.15% UR: 31.48% UF: 41.56% P: 60.51% R: 31.15% F: 41.13%
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+ 2023-04-08 15:40:13 INFO test: loss: 0.1423 - UP: 67.52% UR: 39.66% UF: 49.97% P: 64.54% R: 37.91% F: 47.77%
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+ 2023-04-08 15:40:13 INFO 0:00:06.929920s elapsed
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+ 2023-04-08 15:40:13 INFO Epoch 82 / 5000:
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+ 2023-04-08 15:40:19 INFO lr: 4.9180e-05 - loss: 0.0094 - UP: 92.61% UR: 85.23% UF: 88.77% P: 92.45% R: 85.09% F: 88.62%
557
+ 2023-04-08 15:40:19 INFO dev: loss: nan - UP: 68.18% UR: 29.51% UF: 41.19% P: 67.42% R: 29.18% F: 40.73%
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+ 2023-04-08 15:40:20 INFO test: loss: 0.1465 - UP: 72.11% UR: 34.26% UF: 46.45% P: 69.19% R: 32.87% F: 44.57%
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+ 2023-04-08 15:40:20 INFO 0:00:07.145779s elapsed
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+ 2023-04-08 15:40:20 INFO Epoch 83 / 5000:
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+ 2023-04-08 15:40:26 INFO lr: 4.9170e-05 - loss: 0.0032 - UP: 93.65% UR: 83.30% UF: 88.17% P: 93.54% R: 83.20% F: 88.07%
563
+ 2023-04-08 15:40:26 INFO dev: loss: nan - UP: 68.15% UR: 30.16% UF: 41.82% P: 67.41% R: 29.84% F: 41.36%
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+ 2023-04-08 15:40:27 INFO test: loss: 0.1522 - UP: 70.30% UR: 34.86% UF: 46.61% P: 67.50% R: 33.47% F: 44.75%
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+ 2023-04-08 15:40:27 INFO 0:00:07.029517s elapsed
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+ 2023-04-08 15:40:27 INFO Epoch 84 / 5000:
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+ 2023-04-08 15:40:33 INFO lr: 4.9160e-05 - loss: 0.0076 - UP: 93.74% UR: 83.11% UF: 88.10% P: 93.58% R: 82.96% F: 87.95%
569
+ 2023-04-08 15:40:33 INFO dev: loss: nan - UP: 68.99% UR: 29.18% UF: 41.01% P: 68.22% R: 28.85% F: 40.55%
570
+ 2023-04-08 15:40:34 INFO test: loss: 0.1509 - UP: 70.78% UR: 33.05% UF: 45.06% P: 68.13% R: 31.81% F: 43.37%
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+ 2023-04-08 15:40:34 INFO 0:00:07.075986s elapsed
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+ 2023-04-08 15:40:34 INFO Epoch 85 / 5000:
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+ 2023-04-08 15:40:40 INFO lr: 4.9150e-05 - loss: 0.0014 - UP: 93.93% UR: 84.41% UF: 88.92% P: 93.82% R: 84.31% F: 88.82%
575
+ 2023-04-08 15:40:41 INFO dev: loss: nan - UP: 69.23% UR: 32.46% UF: 44.20% P: 68.53% R: 32.13% F: 43.75%
576
+ 2023-04-08 15:40:42 INFO test: loss: 0.1459 - UP: 67.77% UR: 36.55% UF: 47.49% P: 64.30% R: 34.68% F: 45.06%
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+ 2023-04-08 15:40:42 INFO 0:00:07.185979s elapsed
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+ 2023-04-08 15:40:42 INFO Epoch 86 / 5000:
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+ 2023-04-08 15:40:47 INFO lr: 4.9140e-05 - loss: 0.0336 - UP: 93.63% UR: 79.49% UF: 85.98% P: 93.46% R: 79.34% F: 85.83%
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+ 2023-04-08 15:40:47 INFO dev: loss: nan - UP: 66.67% UR: 25.57% UF: 36.97% P: 64.96% R: 24.92% F: 36.02%
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+ 2023-04-08 15:40:48 INFO test: loss: 0.1453 - UP: 72.30% UR: 27.11% UF: 39.43% P: 68.92% R: 25.84% F: 37.59%
583
+ 2023-04-08 15:40:48 INFO 0:00:06.854104s elapsed
584
+
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+ 2023-04-08 15:40:48 INFO Epoch 87 / 5000:
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+ 2023-04-08 15:40:54 INFO lr: 4.9130e-05 - loss: 0.0863 - UP: 88.80% UR: 82.67% UF: 85.63% P: 88.54% R: 82.43% F: 85.38%
587
+ 2023-04-08 15:40:55 INFO dev: loss: nan - UP: 52.40% UR: 39.34% UF: 44.94% P: 50.22% R: 37.70% F: 43.07%
588
+ 2023-04-08 15:40:56 INFO test: loss: 0.1606 - UP: 56.40% UR: 42.68% UF: 48.59% P: 52.97% R: 40.08% F: 45.64%
589
+ 2023-04-08 15:40:56 INFO 0:00:07.212737s elapsed
590
+
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+ 2023-04-08 15:40:56 INFO Epoch 88 / 5000:
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+ 2023-04-08 15:41:01 INFO lr: 4.9120e-05 - loss: 0.0247 - UP: 90.81% UR: 77.27% UF: 83.49% P: 90.64% R: 77.12% F: 83.34%
593
+ 2023-04-08 15:41:01 INFO dev: loss: nan - UP: 60.98% UR: 32.79% UF: 42.64% P: 59.15% R: 31.80% F: 41.36%
594
+ 2023-04-08 15:41:03 INFO test: loss: 0.1599 - UP: 66.44% UR: 35.32% UF: 46.12% P: 62.35% R: 33.14% F: 43.28%
595
+ 2023-04-08 15:41:03 INFO 0:00:06.863989s elapsed
596
+
597
+ 2023-04-08 15:42:04 INFO Epoch 58 saved
598
+ 2023-04-08 15:42:04 INFO dev: UP: 73.30% UR: 42.30% UF: 53.64% P: 71.59% R: 41.31% F: 52.39%
599
+ 2023-04-08 15:42:04 INFO test: UP: 71.53% UR: 40.66% UF: 51.85% P: 68.19% R: 38.76% F: 49.42%
600
+ 2023-04-08 15:42:04 INFO 0:11:05.138793s elapsed, 0:00:07.558395s/epoch
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1
+ 2023-04-08 15:42:18 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_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_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_random/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
+ 2023-04-08 15:42:19 INFO Building the fields
39
+ 2023-04-08 15:42:25 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 15:42:25 INFO Building the model
44
+ 2023-04-08 15:43:04 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
+ 2023-04-08 15:43:04 INFO Loading the data
64
+ 2023-04-08 15:43:05 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=24, n_buckets=24)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-08 15:43:10 INFO Epoch 1 / 5000:
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+ 2023-04-08 15:43:21 INFO lr: 4.9990e-05 - loss: 0.1398 - UP: 10.01% UR: 7.48% UF: 8.56% P: 3.10% R: 2.32% F: 2.65%
71
+ 2023-04-08 15:43:22 INFO dev: loss: nan - UP: 66.67% UR: 1.31% UF: 2.57% P: 50.00% R: 0.98% F: 1.93%
72
+ 2023-04-08 15:43:23 INFO test: loss: 0.1665 - UP: 80.95% UR: 2.57% UF: 4.97% P: 63.81% R: 2.02% F: 3.92%
73
+ 2023-04-08 15:43:41 INFO 0:00:12.204559s elapsed (saved)
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+
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+ 2023-04-08 15:43:41 INFO Epoch 2 / 5000:
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+ 2023-04-08 15:43:46 INFO lr: 4.9980e-05 - loss: 0.1297 - UP: 32.26% UR: 4.83% UF: 8.40% P: 25.81% R: 3.86% F: 6.72%
77
+ 2023-04-08 15:43:47 INFO dev: loss: nan - UP: 85.19% UR: 7.54% UF: 13.86% P: 81.48% R: 7.21% F: 13.25%
78
+ 2023-04-08 15:43:48 INFO test: loss: 0.1293 - UP: 87.80% UR: 5.43% UF: 10.23% P: 76.59% R: 4.74% F: 8.93%
79
+ 2023-04-08 15:44:07 INFO 0:00:07.423546s elapsed (saved)
80
+
81
+ 2023-04-08 15:44:07 INFO Epoch 3 / 5000:
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+ 2023-04-08 15:44:12 INFO lr: 4.9970e-05 - loss: 0.0747 - UP: 56.01% UR: 11.92% UF: 19.66% P: 52.61% R: 11.20% F: 18.46%
83
+ 2023-04-08 15:44:12 INFO dev: loss: nan - UP: 80.28% UR: 18.69% UF: 30.32% P: 77.46% R: 18.03% F: 29.26%
84
+ 2023-04-08 15:44:13 INFO test: loss: 0.1027 - UP: 80.94% UR: 14.49% UF: 24.58% P: 80.44% R: 14.40% F: 24.42%
85
+ 2023-04-08 15:44:32 INFO 0:00:06.959891s elapsed (saved)
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+
87
+ 2023-04-08 15:44:32 INFO Epoch 4 / 5000:
88
+ 2023-04-08 15:44:38 INFO lr: 4.9960e-05 - loss: 0.0208 - UP: 65.25% UR: 19.31% UF: 29.80% P: 62.64% R: 18.53% F: 28.60%
89
+ 2023-04-08 15:44:38 INFO dev: loss: nan - UP: 82.67% UR: 20.33% UF: 32.63% P: 73.33% R: 18.03% F: 28.95%
90
+ 2023-04-08 15:44:39 INFO test: loss: 0.1056 - UP: 82.27% UR: 16.39% UF: 27.33% P: 73.94% R: 14.73% F: 24.57%
91
+ 2023-04-08 15:44:39 INFO 0:00:07.337235s elapsed
92
+
93
+ 2023-04-08 15:44:39 INFO Epoch 5 / 5000:
94
+ 2023-04-08 15:44:45 INFO lr: 4.9950e-05 - loss: 0.0458 - UP: 66.54% UR: 25.82% UF: 37.20% P: 64.43% R: 25.00% F: 36.02%
95
+ 2023-04-08 15:44:46 INFO dev: loss: nan - UP: 67.59% UR: 23.93% UF: 35.35% P: 65.74% R: 23.28% F: 34.38%
96
+ 2023-04-08 15:44:47 INFO test: loss: 0.0995 - UP: 74.18% UR: 23.15% UF: 35.29% P: 71.66% R: 22.37% F: 34.09%
97
+ 2023-04-08 15:45:07 INFO 0:00:07.801581s elapsed (saved)
98
+
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+ 2023-04-08 15:45:07 INFO Epoch 6 / 5000:
100
+ 2023-04-08 15:45:13 INFO lr: 4.9940e-05 - loss: 0.0920 - UP: 66.80% UR: 33.40% UF: 44.53% P: 65.93% R: 32.96% F: 43.95%
101
+ 2023-04-08 15:45:14 INFO dev: loss: nan - UP: 83.84% UR: 27.21% UF: 41.09% P: 82.83% R: 26.89% F: 40.59%
102
+ 2023-04-08 15:45:15 INFO test: loss: 0.1006 - UP: 79.71% UR: 21.82% UF: 34.27% P: 77.51% R: 21.22% F: 33.32%
103
+ 2023-04-08 15:45:33 INFO 0:00:07.190191s elapsed (saved)
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+
105
+ 2023-04-08 15:45:33 INFO Epoch 7 / 5000:
106
+ 2023-04-08 15:45:39 INFO lr: 4.9930e-05 - loss: nan - UP: 75.13% UR: 35.71% UF: 48.41% P: 70.66% R: 33.59% F: 45.53%
107
+ 2023-04-08 15:45:40 INFO dev: loss: nan - UP: 58.86% UR: 33.77% UF: 42.92% P: 55.43% R: 31.80% F: 40.42%
108
+ 2023-04-08 15:45:42 INFO test: loss: 0.0928 - UP: 67.35% UR: 33.93% UF: 45.12% P: 63.51% R: 32.00% F: 42.55%
109
+ 2023-04-08 15:45:42 INFO 0:00:08.399110s elapsed
110
+
111
+ 2023-04-08 15:45:42 INFO Epoch 8 / 5000:
112
+ 2023-04-08 15:45:48 INFO lr: 4.9920e-05 - loss: 0.0674 - UP: 74.26% UR: 42.33% UF: 53.92% P: 73.41% R: 41.84% F: 53.30%
113
+ 2023-04-08 15:45:48 INFO dev: loss: nan - UP: 74.29% UR: 34.10% UF: 46.74% P: 72.14% R: 33.11% F: 45.39%
114
+ 2023-04-08 15:45:49 INFO test: loss: 0.0942 - UP: 71.35% UR: 30.97% UF: 43.19% P: 68.08% R: 29.55% F: 41.21%
115
+ 2023-04-08 15:46:08 INFO 0:00:07.842627s elapsed (saved)
116
+
117
+ 2023-04-08 15:46:08 INFO Epoch 9 / 5000:
118
+ 2023-04-08 15:46:14 INFO lr: 4.9910e-05 - loss: 0.0299 - UP: 77.14% UR: 43.48% UF: 55.62% P: 76.54% R: 43.15% F: 55.19%
119
+ 2023-04-08 15:46:15 INFO dev: loss: nan - UP: 67.79% UR: 33.11% UF: 44.49% P: 65.77% R: 32.13% F: 43.17%
120
+ 2023-04-08 15:46:16 INFO test: loss: 0.1002 - UP: 67.03% UR: 33.69% UF: 44.84% P: 64.02% R: 32.18% F: 42.83%
121
+ 2023-04-08 15:46:16 INFO 0:00:07.261639s elapsed
122
+
123
+ 2023-04-08 15:46:16 INFO Epoch 10 / 5000:
124
+ 2023-04-08 15:46:22 INFO lr: 4.9900e-05 - loss: 0.0353 - UP: 76.02% UR: 48.65% UF: 59.33% P: 75.26% R: 48.17% F: 58.74%
125
+ 2023-04-08 15:46:22 INFO dev: loss: nan - UP: 66.46% UR: 35.74% UF: 46.48% P: 64.63% R: 34.75% F: 45.20%
126
+ 2023-04-08 15:46:24 INFO test: loss: 0.1005 - UP: 70.39% UR: 34.23% UF: 46.06% P: 66.54% R: 32.36% F: 43.54%
127
+ 2023-04-08 15:46:24 INFO 0:00:07.904959s elapsed
128
+
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+ 2023-04-08 15:46:24 INFO Epoch 11 / 5000:
130
+ 2023-04-08 15:46:30 INFO lr: 4.9890e-05 - loss: 0.0381 - UP: 79.53% UR: 54.39% UF: 64.60% P: 79.39% R: 54.30% F: 64.49%
131
+ 2023-04-08 15:46:31 INFO dev: loss: nan - UP: 89.58% UR: 28.20% UF: 42.89% P: 87.50% R: 27.54% F: 41.90%
132
+ 2023-04-08 15:46:32 INFO test: loss: 0.1034 - UP: 82.75% UR: 25.63% UF: 39.13% P: 79.34% R: 24.57% F: 37.52%
133
+ 2023-04-08 15:46:32 INFO 0:00:08.794774s elapsed
134
+
135
+ 2023-04-08 15:46:32 INFO Epoch 12 / 5000:
136
+ 2023-04-08 15:46:39 INFO lr: 4.9880e-05 - loss: 0.0327 - UP: 81.21% UR: 51.30% UF: 62.88% P: 80.98% R: 51.16% F: 62.70%
137
+ 2023-04-08 15:46:39 INFO dev: loss: nan - UP: 68.79% UR: 39.02% UF: 49.79% P: 68.21% R: 38.69% F: 49.37%
138
+ 2023-04-08 15:46:41 INFO test: loss: 0.1013 - UP: 62.39% UR: 40.66% UF: 49.23% P: 59.33% R: 38.67% F: 46.82%
139
+ 2023-04-08 15:47:01 INFO 0:00:08.354981s elapsed (saved)
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+
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+ 2023-04-08 15:47:01 INFO Epoch 13 / 5000:
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+ 2023-04-08 15:47:07 INFO lr: 4.9870e-05 - loss: 0.0320 - UP: 80.89% UR: 60.28% UF: 69.08% P: 80.70% R: 60.14% F: 68.92%
143
+ 2023-04-08 15:47:07 INFO dev: loss: nan - UP: 68.13% UR: 40.66% UF: 50.92% P: 67.03% R: 40.00% F: 50.10%
144
+ 2023-04-08 15:47:08 INFO test: loss: 0.1144 - UP: 62.95% UR: 43.13% UF: 51.19% P: 59.25% R: 40.60% F: 48.18%
145
+ 2023-04-08 15:47:27 INFO 0:00:07.019106s elapsed (saved)
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+
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+ 2023-04-08 15:47:27 INFO Epoch 14 / 5000:
148
+ 2023-04-08 15:47:32 INFO lr: 4.9860e-05 - loss: 0.0120 - UP: 83.59% UR: 66.36% UF: 73.98% P: 83.53% R: 66.31% F: 73.93%
149
+ 2023-04-08 15:47:33 INFO dev: loss: nan - UP: 74.26% UR: 33.11% UF: 45.80% P: 73.53% R: 32.79% F: 45.35%
150
+ 2023-04-08 15:47:35 INFO test: loss: 0.1118 - UP: 75.84% UR: 34.02% UF: 46.97% P: 72.68% R: 32.60% F: 45.01%
151
+ 2023-04-08 15:47:35 INFO 0:00:07.905471s elapsed
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+
153
+ 2023-04-08 15:47:35 INFO Epoch 15 / 5000:
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+ 2023-04-08 15:47:40 INFO lr: 4.9850e-05 - loss: 0.0171 - UP: 85.05% UR: 66.99% UF: 74.95% P: 84.99% R: 66.94% F: 74.89%
155
+ 2023-04-08 15:47:41 INFO dev: loss: nan - UP: 74.68% UR: 37.70% UF: 50.11% P: 73.38% R: 37.05% F: 49.24%
156
+ 2023-04-08 15:47:42 INFO test: loss: 0.1137 - UP: 72.66% UR: 37.55% UF: 49.51% P: 68.46% R: 35.38% F: 46.65%
157
+ 2023-04-08 15:47:42 INFO 0:00:07.618382s elapsed
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+
159
+ 2023-04-08 15:47:42 INFO Epoch 16 / 5000:
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+ 2023-04-08 15:47:49 INFO lr: 4.9840e-05 - loss: 0.0094 - UP: 86.41% UR: 70.61% UF: 77.72% P: 86.41% R: 70.61% F: 77.72%
161
+ 2023-04-08 15:47:50 INFO dev: loss: nan - UP: 73.91% UR: 39.02% UF: 51.07% P: 73.29% R: 38.69% F: 50.64%
162
+ 2023-04-08 15:47:51 INFO test: loss: 0.1079 - UP: 66.73% UR: 41.47% UF: 51.15% P: 63.23% R: 39.30% F: 48.47%
163
+ 2023-04-08 15:48:10 INFO 0:00:09.322642s elapsed (saved)
164
+
165
+ 2023-04-08 15:48:10 INFO Epoch 17 / 5000:
166
+ 2023-04-08 15:48:15 INFO lr: 4.9830e-05 - loss: 0.0230 - UP: 85.12% UR: 67.62% UF: 75.36% P: 84.75% R: 67.33% F: 75.04%
167
+ 2023-04-08 15:48:16 INFO dev: loss: nan - UP: 59.81% UR: 40.98% UF: 48.64% P: 58.85% R: 40.33% F: 47.86%
168
+ 2023-04-08 15:48:17 INFO test: loss: 0.1259 - UP: 61.55% UR: 45.52% UF: 52.33% P: 58.20% R: 43.04% F: 49.49%
169
+ 2023-04-08 15:48:17 INFO 0:00:06.973877s elapsed
170
+
171
+ 2023-04-08 15:48:17 INFO Epoch 18 / 5000:
172
+ 2023-04-08 15:48:23 INFO lr: 4.9820e-05 - loss: 0.0214 - UP: 80.21% UR: 70.61% UF: 75.10% P: 79.99% R: 70.42% F: 74.90%
173
+ 2023-04-08 15:48:24 INFO dev: loss: nan - UP: 80.77% UR: 34.43% UF: 48.28% P: 80.00% R: 34.10% F: 47.82%
174
+ 2023-04-08 15:48:26 INFO test: loss: 0.1166 - UP: 80.77% UR: 31.57% UF: 45.40% P: 77.07% R: 30.12% F: 43.32%
175
+ 2023-04-08 15:48:26 INFO 0:00:09.085301s elapsed
176
+
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+ 2023-04-08 15:48:26 INFO Epoch 19 / 5000:
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+ 2023-04-08 15:48:32 INFO lr: 4.9810e-05 - loss: 0.0012 - UP: 87.77% UR: 67.91% UF: 76.57% P: 87.71% R: 67.86% F: 76.52%
179
+ 2023-04-08 15:48:33 INFO dev: loss: nan - UP: 61.88% UR: 40.98% UF: 49.31% P: 59.90% R: 39.67% F: 47.73%
180
+ 2023-04-08 15:48:34 INFO test: loss: 0.1132 - UP: 67.00% UR: 42.35% UF: 51.90% P: 63.47% R: 40.11% F: 49.16%
181
+ 2023-04-08 15:48:34 INFO 0:00:07.756599s elapsed
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+
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+ 2023-04-08 15:48:34 INFO Epoch 20 / 5000:
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+ 2023-04-08 15:48:40 INFO lr: 4.9800e-05 - loss: 0.0255 - UP: 86.95% UR: 68.82% UF: 76.83% P: 85.18% R: 67.42% F: 75.27%
185
+ 2023-04-08 15:48:42 INFO dev: loss: nan - UP: 74.84% UR: 38.03% UF: 50.43% P: 73.55% R: 37.38% F: 49.57%
186
+ 2023-04-08 15:48:43 INFO test: loss: 0.1151 - UP: 74.72% UR: 36.76% UF: 49.28% P: 70.06% R: 34.47% F: 46.21%
187
+ 2023-04-08 15:48:43 INFO 0:00:09.453994s elapsed
188
+
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+ 2023-04-08 15:48:43 INFO Epoch 21 / 5000:
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+ 2023-04-08 15:48:49 INFO lr: 4.9790e-05 - loss: 0.0183 - UP: 87.11% UR: 72.39% UF: 79.07% P: 85.89% R: 71.38% F: 77.97%
191
+ 2023-04-08 15:48:50 INFO dev: loss: nan - UP: 62.93% UR: 42.30% UF: 50.59% P: 59.02% R: 39.67% F: 47.45%
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+ 2023-04-08 15:49:08 INFO test: loss: 0.1181 - UP: 71.16% UR: 34.77% UF: 46.72% P: 66.21% R: 32.36% F: 43.47%
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+ 2023-04-08 15:49:15 INFO test: loss: 0.1360 - UP: 59.77% UR: 48.39% UF: 53.48% P: 56.15% R: 45.46% F: 50.24%
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+ 2023-04-08 15:49:40 INFO test: loss: 0.1350 - UP: 74.34% UR: 40.57% UF: 52.49% P: 70.52% R: 38.48% F: 49.79%
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+ 2023-04-08 15:49:47 INFO dev: loss: nan - UP: 71.43% UR: 37.70% UF: 49.36% P: 70.19% R: 37.05% F: 48.50%
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+ 2023-04-08 15:49:49 INFO test: loss: 0.1249 - UP: 77.36% UR: 37.64% UF: 50.64% P: 72.83% R: 35.44% F: 47.68%
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+ 2023-04-08 15:49:55 INFO dev: loss: nan - UP: 74.52% UR: 38.36% UF: 50.65% P: 72.61% R: 37.38% F: 49.35%
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+ 2023-04-08 15:49:56 INFO test: loss: 0.1362 - UP: 75.91% UR: 37.94% UF: 50.59% P: 70.47% R: 35.22% F: 46.97%
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+ 2023-04-08 15:50:04 INFO dev: loss: nan - UP: 72.84% UR: 38.69% UF: 50.54% P: 70.37% R: 37.38% F: 48.82%
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+ 2023-04-08 15:50:06 INFO test: loss: 0.1311 - UP: 76.71% UR: 40.27% UF: 52.81% P: 72.69% R: 38.15% F: 50.04%
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+ 2023-04-08 15:50:12 INFO lr: 4.9710e-05 - loss: 0.0123 - UP: 93.99% UR: 82.29% UF: 87.75% P: 93.94% R: 82.24% F: 87.70%
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+ 2023-04-08 15:50:12 INFO dev: loss: nan - UP: 75.47% UR: 39.34% UF: 51.72% P: 72.96% R: 38.03% F: 50.00%
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+ 2023-04-08 15:50:14 INFO test: loss: 0.1361 - UP: 78.48% UR: 40.51% UF: 53.43% P: 74.80% R: 38.61% F: 50.93%
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+ 2023-04-08 15:50:20 INFO lr: 4.9700e-05 - loss: 0.0104 - UP: 92.63% UR: 84.31% UF: 88.28% P: 92.63% R: 84.31% F: 88.28%
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+ 2023-04-08 15:50:21 INFO dev: loss: nan - UP: 55.69% UR: 44.92% UF: 49.73% P: 53.25% R: 42.95% F: 47.55%
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+ 2023-04-08 15:50:23 INFO test: loss: 0.1499 - UP: 62.81% UR: 49.44% UF: 55.33% P: 58.59% R: 46.12% F: 51.61%
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+ 2023-04-08 15:50:29 INFO dev: loss: nan - UP: 74.85% UR: 40.00% UF: 52.14% P: 71.78% R: 38.36% F: 50.00%
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+ 2023-04-08 15:50:30 INFO test: loss: 0.1435 - UP: 73.92% UR: 41.50% UF: 53.16% P: 68.12% R: 38.24% F: 48.99%
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+ 2023-04-08 15:50:36 INFO lr: 4.9680e-05 - loss: 0.0260 - UP: 84.78% UR: 80.41% UF: 82.54% P: 84.78% R: 80.41% F: 82.54%
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+ 2023-04-08 15:50:37 INFO dev: loss: nan - UP: 74.30% UR: 43.61% UF: 54.96% P: 72.07% R: 42.30% F: 53.31%
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+ 2023-04-08 15:50:38 INFO test: loss: 0.1395 - UP: 73.74% UR: 44.49% UF: 55.50% P: 69.33% R: 41.84% F: 52.18%
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+ 2023-04-08 15:50:56 INFO 0:00:07.856126s elapsed (saved)
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+ 2023-04-08 15:51:01 INFO lr: 4.9670e-05 - loss: 0.0081 - UP: 93.41% UR: 83.49% UF: 88.18% P: 93.30% R: 83.40% F: 88.07%
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+ 2023-04-08 15:51:02 INFO dev: loss: nan - UP: 73.45% UR: 42.62% UF: 53.94% P: 71.19% R: 41.31% F: 52.28%
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+ 2023-04-08 15:51:03 INFO test: loss: 0.1383 - UP: 77.27% UR: 44.22% UF: 56.25% P: 73.31% R: 41.96% F: 53.37%
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+ 2023-04-08 15:51:10 INFO lr: 4.9660e-05 - loss: nan - UP: 93.91% UR: 85.52% UF: 89.52% P: 93.85% R: 85.47% F: 89.47%
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+ 2023-04-08 15:51:11 INFO dev: loss: nan - UP: 74.67% UR: 36.72% UF: 49.23% P: 73.33% R: 36.07% F: 48.35%
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+ 2023-04-08 15:51:12 INFO test: loss: 0.1353 - UP: 79.95% UR: 39.12% UF: 52.53% P: 74.77% R: 36.58% F: 49.13%
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+ 2023-04-08 15:51:18 INFO lr: 4.9650e-05 - loss: 0.0065 - UP: 93.49% UR: 83.93% UF: 88.45% P: 93.49% R: 83.93% F: 88.45%
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+ 2023-04-08 15:51:19 INFO dev: loss: nan - UP: 64.68% UR: 46.23% UF: 53.92% P: 61.47% R: 43.93% F: 51.24%
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+ 2023-04-08 15:51:20 INFO test: loss: 0.1294 - UP: 67.68% UR: 50.38% UF: 57.76% P: 63.50% R: 47.27% F: 54.20%
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+ 2023-04-08 15:51:27 INFO lr: 4.9640e-05 - loss: 0.0004 - UP: 83.92% UR: 84.36% UF: 84.14% P: 83.92% R: 84.36% F: 84.14%
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+ 2023-04-08 15:51:28 INFO dev: loss: nan - UP: 82.48% UR: 37.05% UF: 51.13% P: 81.02% R: 36.39% F: 50.23%
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+ 2023-04-08 15:51:29 INFO test: loss: 0.1780 - UP: 82.40% UR: 34.35% UF: 48.49% P: 78.35% R: 32.66% F: 46.10%
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+ 2023-04-08 15:51:29 INFO 0:00:09.403735s elapsed
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+ 2023-04-08 15:51:36 INFO lr: 4.9630e-05 - loss: 0.0097 - UP: 94.25% UR: 82.34% UF: 87.89% P: 94.20% R: 82.29% F: 87.84%
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+ 2023-04-08 15:51:36 INFO dev: loss: nan - UP: 68.50% UR: 44.92% UF: 54.26% P: 66.50% R: 43.61% F: 52.67%
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+ 2023-04-08 15:51:38 INFO test: loss: 0.1310 - UP: 69.74% UR: 48.42% UF: 57.15% P: 65.74% R: 45.64% F: 53.87%
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+ 2023-04-08 15:51:44 INFO lr: 4.9620e-05 - loss: 0.0021 - UP: 95.45% UR: 88.03% UF: 91.59% P: 95.34% R: 87.93% F: 91.49%
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+ 2023-04-08 15:51:45 INFO dev: loss: nan - UP: 70.35% UR: 45.90% UF: 55.56% P: 68.34% R: 44.59% F: 53.97%
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+ 2023-04-08 15:51:46 INFO test: loss: 0.1393 - UP: 71.62% UR: 49.35% UF: 58.43% P: 67.28% R: 46.36% F: 54.90%
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+ 2023-04-08 15:52:05 INFO 0:00:08.443620s elapsed (saved)
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+ 2023-04-08 15:52:10 INFO lr: 4.9610e-05 - loss: 0.0182 - UP: 95.07% UR: 90.20% UF: 92.57% P: 94.76% R: 89.91% F: 92.27%
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+ 2023-04-08 15:52:11 INFO dev: loss: nan - UP: 73.96% UR: 40.98% UF: 52.74% P: 70.41% R: 39.02% F: 50.21%
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+ 2023-04-08 15:52:12 INFO test: loss: 0.1563 - UP: 77.68% UR: 43.80% UF: 56.01% P: 71.57% R: 40.36% F: 51.61%
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+ 2023-04-08 15:52:19 INFO lr: 4.9600e-05 - loss: 0.0077 - UP: 95.67% UR: 87.50% UF: 91.40% P: 94.99% R: 86.87% F: 90.75%
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+ 2023-04-08 15:52:19 INFO dev: loss: nan - UP: 75.90% UR: 41.31% UF: 53.50% P: 71.69% R: 39.02% F: 50.53%
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+ 2023-04-08 15:52:20 INFO test: loss: 0.1797 - UP: 76.95% UR: 42.92% UF: 55.11% P: 70.13% R: 39.12% F: 50.22%
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+ 2023-04-08 15:52:26 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 94.74% UR: 87.84% UF: 91.16% P: 94.48% R: 87.60% F: 90.91%
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+ 2023-04-08 15:52:27 INFO dev: loss: nan - UP: 77.71% UR: 42.30% UF: 54.78% P: 75.30% R: 40.98% F: 53.08%
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+ 2023-04-08 15:52:28 INFO test: loss: 0.1556 - UP: 78.53% UR: 42.83% UF: 55.43% P: 73.60% R: 40.14% F: 51.95%
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+ 2023-04-08 15:52:35 INFO lr: 4.9580e-05 - loss: 0.0004 - UP: 95.49% UR: 89.96% UF: 92.64% P: 95.39% R: 89.86% F: 92.54%
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+ 2023-04-08 15:52:36 INFO dev: loss: nan - UP: 80.41% UR: 39.02% UF: 52.54% P: 78.38% R: 38.03% F: 51.21%
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+ 2023-04-08 15:52:37 INFO test: loss: 0.1585 - UP: 80.35% UR: 39.00% UF: 52.51% P: 75.06% R: 36.43% F: 49.06%
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+ 2023-04-08 15:52:43 INFO lr: 4.9570e-05 - loss: 0.0060 - UP: 95.47% UR: 87.50% UF: 91.31% P: 95.47% R: 87.50% F: 91.31%
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+ 2023-04-08 15:52:44 INFO dev: loss: nan - UP: 71.75% UR: 41.64% UF: 52.70% P: 68.93% R: 40.00% F: 50.62%
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+ 2023-04-08 15:52:45 INFO test: loss: 0.1607 - UP: 75.09% UR: 43.68% UF: 55.23% P: 69.49% R: 40.42% F: 51.11%
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+ 2023-04-08 15:52:52 INFO lr: 4.9560e-05 - loss: 0.0059 - UP: 94.25% UR: 87.84% UF: 90.93% P: 93.94% R: 87.55% F: 90.63%
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+ 2023-04-08 15:52:53 INFO dev: loss: nan - UP: 71.89% UR: 43.61% UF: 54.29% P: 69.19% R: 41.97% F: 52.24%
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+ 2023-04-08 15:52:54 INFO test: loss: 0.1543 - UP: 74.88% UR: 46.97% UF: 57.73% P: 69.68% R: 43.71% F: 53.72%
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+ 2023-04-08 15:53:00 INFO lr: 4.9550e-05 - loss: 0.0007 - UP: 91.08% UR: 84.22% UF: 87.51% P: 91.02% R: 84.17% F: 87.46%
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+ 2023-04-08 15:53:00 INFO dev: loss: nan - UP: 72.94% UR: 40.66% UF: 52.21% P: 70.59% R: 39.34% F: 50.53%
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+ 2023-04-08 15:53:01 INFO test: loss: 0.1538 - UP: 78.20% UR: 39.09% UF: 52.12% P: 73.49% R: 36.73% F: 48.98%
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+ 2023-04-08 15:53:07 INFO lr: 4.9540e-05 - loss: 0.0073 - UP: 91.69% UR: 80.94% UF: 85.98% P: 91.42% R: 80.69% F: 85.72%
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+ 2023-04-08 15:53:07 INFO dev: loss: nan - UP: 75.86% UR: 36.07% UF: 48.89% P: 72.41% R: 34.43% F: 46.67%
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+ 2023-04-08 15:53:08 INFO test: loss: 0.1431 - UP: 78.89% UR: 40.39% UF: 53.42% P: 74.53% R: 38.15% F: 50.47%
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+ 2023-04-08 15:53:14 INFO lr: 4.9530e-05 - loss: 0.0084 - UP: 95.04% UR: 85.14% UF: 89.82% P: 94.94% R: 85.04% F: 89.71%
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+ 2023-04-08 15:53:14 INFO dev: loss: nan - UP: 65.40% UR: 45.25% UF: 53.49% P: 63.03% R: 43.61% F: 51.55%
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+ 2023-04-08 15:53:15 INFO test: loss: 0.1435 - UP: 72.52% UR: 43.50% UF: 54.38% P: 69.35% R: 41.59% F: 52.00%
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+ 2023-04-08 15:53:21 INFO lr: 4.9520e-05 - loss: 0.0306 - UP: 92.52% UR: 84.22% UF: 88.18% P: 92.47% R: 84.17% F: 88.13%
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+ 2023-04-08 15:53:22 INFO dev: loss: nan - UP: 70.88% UR: 42.30% UF: 52.98% P: 68.13% R: 40.66% F: 50.92%
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+ 2023-04-08 15:53:23 INFO test: loss: 0.1502 - UP: 72.52% UR: 43.10% UF: 54.07% P: 69.73% R: 41.44% F: 51.99%
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+ 2023-04-08 15:53:29 INFO lr: 4.9510e-05 - loss: 0.0216 - UP: 94.90% UR: 84.36% UF: 89.32% P: 94.90% R: 84.36% F: 89.32%
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+ 2023-04-08 15:53:29 INFO dev: loss: nan - UP: 66.24% UR: 51.48% UF: 57.93% P: 63.71% R: 49.51% F: 55.72%
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+ 2023-04-08 15:53:30 INFO test: loss: 0.1424 - UP: 63.01% UR: 53.00% UF: 57.57% P: 59.96% R: 50.44% F: 54.79%
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+ 2023-04-08 15:53:54 INFO lr: 4.9500e-05 - loss: 0.0035 - UP: 93.82% UR: 88.71% UF: 91.19% P: 93.82% R: 88.71% F: 91.19%
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+ 2023-04-08 15:53:55 INFO dev: loss: nan - UP: 73.22% UR: 43.93% UF: 54.92% P: 70.49% R: 42.30% F: 52.87%
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+ 2023-04-08 15:53:56 INFO test: loss: 0.1495 - UP: 78.77% UR: 42.77% UF: 55.44% P: 74.99% R: 40.72% F: 52.78%
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+ 2023-04-08 15:54:02 INFO dev: loss: nan - UP: 60.62% UR: 44.92% UF: 51.60% P: 57.96% R: 42.95% F: 49.34%
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+ 2023-04-08 15:54:03 INFO test: loss: 0.1470 - UP: 65.70% UR: 50.59% UF: 57.16% P: 61.23% R: 47.15% F: 53.27%
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+ 2023-04-08 15:54:10 INFO lr: 4.9480e-05 - loss: 0.0036 - UP: 96.08% UR: 90.01% UF: 92.95% P: 96.03% R: 89.96% F: 92.90%
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+ 2023-04-08 15:54:11 INFO dev: loss: nan - UP: 73.41% UR: 41.64% UF: 53.14% P: 70.52% R: 40.00% F: 51.05%
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+ 2023-04-08 15:54:13 INFO test: loss: 0.1616 - UP: 78.88% UR: 40.69% UF: 53.68% P: 73.90% R: 38.12% F: 50.30%
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+ 2023-04-08 15:54:19 INFO lr: 4.9470e-05 - loss: 0.0492 - UP: 94.59% UR: 89.48% UF: 91.96% P: 94.44% R: 89.33% F: 91.82%
383
+ 2023-04-08 15:54:20 INFO dev: loss: nan - UP: 73.49% UR: 40.00% UF: 51.80% P: 72.89% R: 39.67% F: 51.38%
384
+ 2023-04-08 15:54:21 INFO test: loss: 0.1717 - UP: 76.76% UR: 42.56% UF: 54.76% P: 72.02% R: 39.93% F: 51.38%
385
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+ 2023-04-08 15:54:28 INFO lr: 4.9460e-05 - loss: 0.0038 - UP: 94.89% UR: 90.54% UF: 92.66% P: 94.23% R: 89.91% F: 92.02%
389
+ 2023-04-08 15:54:30 INFO dev: loss: nan - UP: 71.00% UR: 46.56% UF: 56.24% P: 68.00% R: 44.59% F: 53.86%
390
+ 2023-04-08 15:54:31 INFO test: loss: 0.1665 - UP: 74.07% UR: 45.61% UF: 56.45% P: 69.02% R: 42.50% F: 52.61%
391
+ 2023-04-08 15:54:31 INFO 0:00:09.918850s elapsed
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+ 2023-04-08 15:54:37 INFO lr: 4.9450e-05 - loss: 0.0023 - UP: 96.01% UR: 90.69% UF: 93.27% P: 95.30% R: 90.01% F: 92.58%
395
+ 2023-04-08 15:54:38 INFO dev: loss: nan - UP: 73.63% UR: 43.93% UF: 55.03% P: 70.88% R: 42.30% F: 52.98%
396
+ 2023-04-08 15:54:39 INFO test: loss: 0.1618 - UP: 74.19% UR: 42.86% UF: 54.33% P: 70.32% R: 40.63% F: 51.50%
397
+ 2023-04-08 15:54:39 INFO 0:00:08.078693s elapsed
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+ 2023-04-08 15:54:45 INFO lr: 4.9440e-05 - loss: nan - UP: 96.84% UR: 91.55% UF: 94.12% P: 96.78% R: 91.51% F: 94.07%
401
+ 2023-04-08 15:54:46 INFO dev: loss: nan - UP: 64.35% UR: 45.57% UF: 53.36% P: 61.57% R: 43.61% F: 51.06%
402
+ 2023-04-08 15:54:47 INFO test: loss: 0.1594 - UP: 69.74% UR: 46.88% UF: 56.06% P: 65.56% R: 44.07% F: 52.71%
403
+ 2023-04-08 15:54:47 INFO 0:00:07.623554s elapsed
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+ 2023-04-08 15:54:52 INFO lr: 4.9430e-05 - loss: 0.0011 - UP: 89.39% UR: 93.92% UF: 91.60% P: 89.16% R: 93.68% F: 91.36%
407
+ 2023-04-08 15:54:52 INFO dev: loss: nan - UP: 69.02% UR: 41.64% UF: 51.94% P: 65.22% R: 39.34% F: 49.08%
408
+ 2023-04-08 15:54:53 INFO test: loss: 0.1787 - UP: 74.25% UR: 44.91% UF: 55.97% P: 69.56% R: 42.08% F: 52.44%
409
+ 2023-04-08 15:54:53 INFO 0:00:06.812898s elapsed
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+ 2023-04-08 15:54:59 INFO lr: 4.9420e-05 - loss: 0.0041 - UP: 96.67% UR: 93.82% UF: 95.22% P: 96.57% R: 93.73% F: 95.13%
413
+ 2023-04-08 15:55:00 INFO dev: loss: nan - UP: 63.38% UR: 44.26% UF: 52.12% P: 61.50% R: 42.95% F: 50.58%
414
+ 2023-04-08 15:55:01 INFO test: loss: 0.1729 - UP: 69.24% UR: 48.51% UF: 57.05% P: 64.28% R: 45.03% F: 52.96%
415
+ 2023-04-08 15:55:01 INFO 0:00:07.470907s elapsed
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+ 2023-04-08 15:55:01 INFO Epoch 59 / 5000:
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+ 2023-04-08 15:55:06 INFO lr: 4.9410e-05 - loss: 0.0083 - UP: 96.99% UR: 93.24% UF: 95.08% P: 95.33% R: 91.65% F: 93.45%
419
+ 2023-04-08 15:55:07 INFO dev: loss: nan - UP: 72.99% UR: 41.64% UF: 53.03% P: 69.54% R: 39.67% F: 50.52%
420
+ 2023-04-08 15:55:08 INFO test: loss: 0.1583 - UP: 75.90% UR: 46.30% UF: 57.52% P: 71.45% R: 43.59% F: 54.14%
421
+ 2023-04-08 15:55:08 INFO 0:00:06.821183s elapsed
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+ 2023-04-08 15:55:08 INFO Epoch 60 / 5000:
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+ 2023-04-08 15:55:13 INFO lr: 4.9400e-05 - loss: 0.0018 - UP: 96.04% UR: 92.57% UF: 94.27% P: 95.49% R: 92.04% F: 93.73%
425
+ 2023-04-08 15:55:14 INFO dev: loss: nan - UP: 75.44% UR: 42.30% UF: 54.20% P: 72.51% R: 40.66% F: 52.10%
426
+ 2023-04-08 15:55:15 INFO test: loss: 0.1451 - UP: 75.90% UR: 45.06% UF: 56.55% P: 72.75% R: 43.19% F: 54.20%
427
+ 2023-04-08 15:55:15 INFO 0:00:07.308879s elapsed
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+ 2023-04-08 15:55:15 INFO Epoch 61 / 5000:
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+ 2023-04-08 15:55:20 INFO lr: 4.9390e-05 - loss: 0.0001 - UP: 97.24% UR: 90.20% UF: 93.59% P: 96.10% R: 89.14% F: 92.49%
431
+ 2023-04-08 15:55:21 INFO dev: loss: nan - UP: 75.00% UR: 42.30% UF: 54.09% P: 70.35% R: 39.67% F: 50.73%
432
+ 2023-04-08 15:55:22 INFO test: loss: 0.1683 - UP: 76.76% UR: 43.86% UF: 55.82% P: 73.48% R: 41.99% F: 53.44%
433
+ 2023-04-08 15:55:22 INFO 0:00:06.951563s elapsed
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+ 2023-04-08 15:55:22 INFO Epoch 62 / 5000:
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+ 2023-04-08 15:55:27 INFO lr: 4.9380e-05 - loss: 0.0157 - UP: 97.13% UR: 91.46% UF: 94.21% P: 96.98% R: 91.31% F: 94.06%
437
+ 2023-04-08 15:55:28 INFO dev: loss: nan - UP: 75.45% UR: 41.31% UF: 53.39% P: 73.05% R: 40.00% F: 51.69%
438
+ 2023-04-08 15:55:29 INFO test: loss: 0.1582 - UP: 76.98% UR: 43.31% UF: 55.44% P: 74.95% R: 42.17% F: 53.97%
439
+ 2023-04-08 15:55:29 INFO 0:00:07.152177s elapsed
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+ 2023-04-08 15:55:29 INFO Epoch 63 / 5000:
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+ 2023-04-08 15:55:35 INFO lr: 4.9370e-05 - loss: 0.0016 - UP: 97.39% UR: 95.42% UF: 96.39% P: 97.34% R: 95.37% F: 96.34%
443
+ 2023-04-08 15:55:35 INFO dev: loss: nan - UP: 72.97% UR: 44.26% UF: 55.10% P: 69.73% R: 42.30% F: 52.65%
444
+ 2023-04-08 15:55:36 INFO test: loss: 0.1557 - UP: 74.15% UR: 45.55% UF: 56.43% P: 71.20% R: 43.74% F: 54.19%
445
+ 2023-04-08 15:55:36 INFO 0:00:07.074259s elapsed
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+ 2023-04-08 15:55:36 INFO Epoch 64 / 5000:
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+ 2023-04-08 15:55:42 INFO lr: 4.9360e-05 - loss: 0.0031 - UP: 97.82% UR: 95.27% UF: 96.53% P: 97.82% R: 95.27% F: 96.53%
449
+ 2023-04-08 15:55:42 INFO dev: loss: nan - UP: 64.49% UR: 45.25% UF: 53.18% P: 61.68% R: 43.28% F: 50.87%
450
+ 2023-04-08 15:55:43 INFO test: loss: 0.1571 - UP: 70.68% UR: 49.41% UF: 58.16% P: 66.71% R: 46.63% F: 54.89%
451
+ 2023-04-08 15:55:43 INFO 0:00:07.143321s elapsed
452
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+ 2023-04-08 15:55:43 INFO Epoch 65 / 5000:
454
+ 2023-04-08 15:55:49 INFO lr: 4.9350e-05 - loss: 0.0017 - UP: 98.19% UR: 96.72% UF: 97.45% P: 98.19% R: 96.72% F: 97.45%
455
+ 2023-04-08 15:55:49 INFO dev: loss: nan - UP: 65.44% UR: 46.56% UF: 54.41% P: 62.67% R: 44.59% F: 52.11%
456
+ 2023-04-08 15:55:50 INFO test: loss: 0.1684 - UP: 74.33% UR: 47.03% UF: 57.61% P: 70.90% R: 44.85% F: 54.95%
457
+ 2023-04-08 15:55:50 INFO 0:00:07.068115s elapsed
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+
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+ 2023-04-08 15:55:50 INFO Epoch 66 / 5000:
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+ 2023-04-08 15:55:56 INFO lr: 4.9340e-05 - loss: nan - UP: 97.82% UR: 95.27% UF: 96.53% P: 97.77% R: 95.22% F: 96.48%
461
+ 2023-04-08 15:55:56 INFO dev: loss: nan - UP: 62.03% UR: 48.20% UF: 54.24% P: 60.34% R: 46.89% F: 52.77%
462
+ 2023-04-08 15:55:57 INFO test: loss: 0.1533 - UP: 68.92% UR: 49.86% UF: 57.86% P: 65.33% R: 47.27% F: 54.85%
463
+ 2023-04-08 15:55:57 INFO 0:00:06.882749s elapsed
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+ 2023-04-08 15:55:57 INFO Epoch 67 / 5000:
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+ 2023-04-08 15:56:03 INFO lr: 4.9330e-05 - loss: 0.0052 - UP: 96.08% UR: 94.69% UF: 95.38% P: 95.98% R: 94.59% F: 95.28%
467
+ 2023-04-08 15:56:03 INFO dev: loss: nan - UP: 67.15% UR: 45.57% UF: 54.30% P: 64.73% R: 43.93% F: 52.34%
468
+ 2023-04-08 15:56:04 INFO test: loss: 0.1530 - UP: 73.59% UR: 48.20% UF: 58.25% P: 68.66% R: 44.97% F: 54.35%
469
+ 2023-04-08 15:56:04 INFO 0:00:07.243298s elapsed
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+ 2023-04-08 15:56:04 INFO Epoch 68 / 5000:
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+ 2023-04-08 15:56:10 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 97.54% UR: 93.77% UF: 95.62% P: 97.19% R: 93.44% F: 95.28%
473
+ 2023-04-08 15:56:10 INFO dev: loss: nan - UP: 66.50% UR: 42.95% UF: 52.19% P: 62.94% R: 40.66% F: 49.40%
474
+ 2023-04-08 15:56:11 INFO test: loss: 0.1534 - UP: 74.92% UR: 47.24% UF: 57.94% P: 70.22% R: 44.28% F: 54.31%
475
+ 2023-04-08 15:56:11 INFO 0:00:06.816778s elapsed
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+
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+ 2023-04-08 15:56:11 INFO Epoch 69 / 5000:
478
+ 2023-04-08 15:56:17 INFO lr: 4.9310e-05 - loss: 0.0000 - UP: 97.64% UR: 95.75% UF: 96.69% P: 97.39% R: 95.51% F: 96.44%
479
+ 2023-04-08 15:56:18 INFO dev: loss: nan - UP: 67.45% UR: 46.89% UF: 55.32% P: 65.57% R: 45.57% F: 53.77%
480
+ 2023-04-08 15:56:19 INFO test: loss: 0.1556 - UP: 75.44% UR: 47.93% UF: 58.62% P: 71.97% R: 45.73% F: 55.92%
481
+ 2023-04-08 15:56:19 INFO 0:00:07.368736s elapsed
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+ 2023-04-08 15:56:19 INFO Epoch 70 / 5000:
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+ 2023-04-08 15:56:24 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 98.48% UR: 97.01% UF: 97.74% P: 98.43% R: 96.96% F: 97.69%
485
+ 2023-04-08 15:56:24 INFO dev: loss: nan - UP: 66.36% UR: 47.87% UF: 55.62% P: 62.73% R: 45.25% F: 52.57%
486
+ 2023-04-08 15:56:25 INFO test: loss: 0.1626 - UP: 73.69% UR: 48.87% UF: 58.77% P: 68.18% R: 45.22% F: 54.37%
487
+ 2023-04-08 15:56:25 INFO 0:00:06.808857s elapsed
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+ 2023-04-08 15:56:25 INFO Epoch 71 / 5000:
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+ 2023-04-08 15:56:31 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 98.97% UR: 97.30% UF: 98.13% P: 98.92% R: 97.25% F: 98.08%
491
+ 2023-04-08 15:56:32 INFO dev: loss: nan - UP: 67.43% UR: 48.20% UF: 56.21% P: 64.68% R: 46.23% F: 53.92%
492
+ 2023-04-08 15:56:33 INFO test: loss: 0.1580 - UP: 73.80% UR: 48.63% UF: 58.62% P: 69.90% R: 46.06% F: 55.53%
493
+ 2023-04-08 15:56:33 INFO 0:00:07.491927s elapsed
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+ 2023-04-08 15:56:33 INFO Epoch 72 / 5000:
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+ 2023-04-08 15:56:38 INFO lr: 4.9280e-05 - loss: 0.0011 - UP: 99.01% UR: 96.72% UF: 97.85% P: 98.96% R: 96.67% F: 97.80%
497
+ 2023-04-08 15:56:39 INFO dev: loss: nan - UP: 66.97% UR: 47.87% UF: 55.83% P: 63.76% R: 45.57% F: 53.15%
498
+ 2023-04-08 15:56:40 INFO test: loss: 0.1658 - UP: 72.53% UR: 49.80% UF: 59.06% P: 68.48% R: 47.03% F: 55.76%
499
+ 2023-04-08 15:56:40 INFO 0:00:06.795757s elapsed
500
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+ 2023-04-08 15:56:40 INFO Epoch 73 / 5000:
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+ 2023-04-08 15:56:45 INFO lr: 4.9270e-05 - loss: 0.0016 - UP: 97.76% UR: 97.01% UF: 97.38% P: 97.76% R: 97.01% F: 97.38%
503
+ 2023-04-08 15:56:46 INFO dev: loss: nan - UP: 68.18% UR: 49.18% UF: 57.14% P: 65.00% R: 46.89% F: 54.48%
504
+ 2023-04-08 15:56:47 INFO test: loss: 0.1606 - UP: 72.50% UR: 49.74% UF: 59.00% P: 67.97% R: 46.63% F: 55.32%
505
+ 2023-04-08 15:56:47 INFO 0:00:07.223173s elapsed
506
+
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+ 2023-04-08 15:56:47 INFO Epoch 74 / 5000:
508
+ 2023-04-08 15:56:53 INFO lr: 4.9260e-05 - loss: 0.0008 - UP: 98.29% UR: 97.10% UF: 97.69% P: 98.29% R: 97.10% F: 97.69%
509
+ 2023-04-08 15:56:53 INFO dev: loss: nan - UP: 68.84% UR: 48.52% UF: 56.92% P: 65.58% R: 46.23% F: 54.23%
510
+ 2023-04-08 15:56:54 INFO test: loss: 0.1650 - UP: 73.13% UR: 49.95% UF: 59.36% P: 68.85% R: 47.03% F: 55.88%
511
+ 2023-04-08 15:56:54 INFO 0:00:07.006723s elapsed
512
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+ 2023-04-08 15:56:54 INFO Epoch 75 / 5000:
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+ 2023-04-08 15:56:59 INFO lr: 4.9250e-05 - loss: 0.0046 - UP: 97.55% UR: 96.04% UF: 96.79% P: 97.55% R: 96.04% F: 96.79%
515
+ 2023-04-08 15:57:00 INFO dev: loss: nan - UP: 64.52% UR: 52.46% UF: 57.87% P: 61.29% R: 49.84% F: 54.97%
516
+ 2023-04-08 15:57:01 INFO test: loss: 0.1769 - UP: 66.69% UR: 53.91% UF: 59.62% P: 62.70% R: 50.68% F: 56.05%
517
+ 2023-04-08 15:57:01 INFO 0:00:07.189800s elapsed
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+ 2023-04-08 15:57:01 INFO Epoch 76 / 5000:
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+ 2023-04-08 15:57:07 INFO lr: 4.9240e-05 - loss: 0.0010 - UP: 97.86% UR: 97.15% UF: 97.51% P: 97.86% R: 97.15% F: 97.51%
521
+ 2023-04-08 15:57:07 INFO dev: loss: nan - UP: 64.78% UR: 48.85% UF: 55.70% P: 61.74% R: 46.56% F: 53.08%
522
+ 2023-04-08 15:57:08 INFO test: loss: 0.1548 - UP: 72.61% UR: 49.68% UF: 59.00% P: 68.50% R: 46.88% F: 55.66%
523
+ 2023-04-08 15:57:08 INFO 0:00:07.058728s elapsed
524
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+ 2023-04-08 15:57:08 INFO Epoch 77 / 5000:
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+ 2023-04-08 15:57:14 INFO lr: 4.9230e-05 - loss: 0.0010 - UP: 98.53% UR: 97.10% UF: 97.81% P: 98.53% R: 97.10% F: 97.81%
527
+ 2023-04-08 15:57:14 INFO dev: loss: nan - UP: 67.77% UR: 46.89% UF: 55.43% P: 64.93% R: 44.92% F: 53.10%
528
+ 2023-04-08 15:57:15 INFO test: loss: 0.1598 - UP: 75.32% UR: 47.63% UF: 58.36% P: 71.46% R: 45.19% F: 55.36%
529
+ 2023-04-08 15:57:15 INFO 0:00:07.066416s elapsed
530
+
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+ 2023-04-08 15:57:15 INFO Epoch 78 / 5000:
532
+ 2023-04-08 15:57:21 INFO lr: 4.9220e-05 - loss: 0.0007 - UP: 98.64% UR: 97.88% UF: 98.26% P: 98.64% R: 97.88% F: 98.26%
533
+ 2023-04-08 15:57:21 INFO dev: loss: nan - UP: 66.38% UR: 50.49% UF: 57.36% P: 63.36% R: 48.20% F: 54.75%
534
+ 2023-04-08 15:57:22 INFO test: loss: 0.1608 - UP: 72.93% UR: 50.11% UF: 59.40% P: 69.16% R: 47.51% F: 56.32%
535
+ 2023-04-08 15:57:22 INFO 0:00:07.163228s elapsed
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+
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+ 2023-04-08 15:57:22 INFO Epoch 79 / 5000:
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+ 2023-04-08 15:57:28 INFO lr: 4.9210e-05 - loss: 0.0004 - UP: 99.12% UR: 97.92% UF: 98.52% P: 99.12% R: 97.92% F: 98.52%
539
+ 2023-04-08 15:57:28 INFO dev: loss: nan - UP: 69.95% UR: 48.85% UF: 57.53% P: 67.61% R: 47.21% F: 55.60%
540
+ 2023-04-08 15:57:29 INFO test: loss: 0.1647 - UP: 75.09% UR: 48.51% UF: 58.94% P: 71.31% R: 46.06% F: 55.97%
541
+ 2023-04-08 15:57:29 INFO 0:00:06.857001s elapsed
542
+
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+ 2023-04-08 15:58:24 INFO Epoch 49 saved
544
+ 2023-04-08 15:58:24 INFO dev: UP: 66.24% UR: 51.48% UF: 57.93% P: 63.71% R: 49.51% F: 55.72%
545
+ 2023-04-08 15:58:24 INFO test: UP: 63.01% UR: 53.00% UF: 57.57% P: 59.96% R: 50.44% F: 54.79%
546
+ 2023-04-08 15:58:24 INFO 0:10:15.540755s elapsed, 0:00:07.791655s/epoch