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SemEval-2022-Task-10
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  2. models/opener_en/byLength_desc20/model_vi_opener_en_infoxlm_6 +3 -0
  3. models/opener_en/byLength_desc20/model_vi_opener_en_infoxlm_6.train.log +696 -0
  4. models/opener_en/byLength_desc20/model_vi_opener_en_mbert_6 +3 -0
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  6. models/opener_en/byLength_desc20/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/byLength_desc20/model_vi_opener_en_roberta_6.train.log +486 -0
  8. models/opener_en/byLength_desc20/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/byLength_desc20/model_vi_opener_en_twxlmsa_6.train.log +894 -0
  10. models/opener_en/byLength_desc20/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/byLength_desc20/model_vi_opener_en_xlm_6.train.log +600 -0
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+ 2023-04-13 10:46:49 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_infoxlm_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/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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+ 2023-04-13 10:46:49 INFO Building the fields
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+ 2023-04-13 10:46:54 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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+ 2023-04-13 10:46:54 INFO Building the model
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+ 2023-04-13 10:47:30 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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+ 2023-04-13 10:47:30 INFO Loading the data
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+ 2023-04-13 10:47:32 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=25, n_buckets=25)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-13 10:47:37 INFO Epoch 1 / 5000:
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+ 2023-04-13 10:47:49 INFO lr: 4.9990e-05 - loss: 0.1537 - UP: 1.20% UR: 6.89% UF: 2.05% P: 0.45% R: 2.57% F: 0.76%
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+ 2023-04-13 10:47:50 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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+ 2023-04-13 10:47:51 INFO test: loss: 0.2020 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-13 10:47:51 INFO 0:00:13.902339s elapsed
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+
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+ 2023-04-13 10:47:51 INFO Epoch 2 / 5000:
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+ 2023-04-13 10:47:58 INFO lr: 4.9980e-05 - loss: 0.0863 - UP: 30.51% UR: 0.41% UF: 0.82% P: 16.95% R: 0.23% F: 0.45%
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+ 2023-04-13 10:47:58 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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+ 2023-04-13 10:47:59 INFO test: loss: 0.1614 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-13 10:47:59 INFO 0:00:08.491317s elapsed
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+
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+ 2023-04-13 10:47:59 INFO Epoch 3 / 5000:
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+ 2023-04-13 10:48:06 INFO lr: 4.9970e-05 - loss: 0.1088 - UP: 34.41% UR: 2.46% UF: 4.59% P: 26.37% R: 1.88% F: 3.52%
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+ 2023-04-13 10:48:07 INFO dev: loss: nan - UP: 100.00% UR: 2.70% UF: 5.26% P: 100.00% R: 2.70% F: 5.26%
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+ 2023-04-13 10:48:08 INFO test: loss: 0.1586 - UP: 90.16% UR: 1.66% UF: 3.26% P: 73.77% R: 1.36% F: 2.67%
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+ 2023-04-13 10:48:25 INFO 0:00:08.443876s elapsed (saved)
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+
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+ 2023-04-13 10:48:25 INFO Epoch 4 / 5000:
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+ 2023-04-13 10:48:33 INFO lr: 4.9960e-05 - loss: 0.1169 - UP: 52.25% UR: 4.00% UF: 7.43% P: 45.65% R: 3.49% F: 6.49%
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+ 2023-04-13 10:48:33 INFO dev: loss: nan - UP: 68.92% UR: 8.11% UF: 14.51% P: 63.51% R: 7.47% F: 13.37%
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+ 2023-04-13 10:48:34 INFO test: loss: 0.1283 - UP: 70.58% UR: 13.61% UF: 22.82% P: 64.01% R: 12.35% F: 20.70%
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+ 2023-04-13 10:48:53 INFO 0:00:08.823376s elapsed (saved)
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+
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+ 2023-04-13 10:48:53 INFO Epoch 5 / 5000:
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+ 2023-04-13 10:49:00 INFO lr: 4.9950e-05 - loss: 0.0600 - UP: 55.07% UR: 5.24% UF: 9.57% P: 50.72% R: 4.83% F: 8.81%
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+ 2023-04-13 10:49:01 INFO dev: loss: nan - UP: 84.91% UR: 7.15% UF: 13.20% P: 83.02% R: 7.00% F: 12.90%
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+ 2023-04-13 10:49:02 INFO test: loss: 0.1389 - UP: 89.94% UR: 9.72% UF: 17.54% P: 86.87% R: 9.39% F: 16.94%
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+ 2023-04-13 10:49:02 INFO 0:00:09.501828s elapsed
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+
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+ 2023-04-13 10:49:02 INFO Epoch 6 / 5000:
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+ 2023-04-13 10:49:10 INFO lr: 4.9940e-05 - loss: 0.1235 - UP: 64.09% UR: 4.76% UF: 8.86% P: 61.61% R: 4.57% F: 8.51%
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+ 2023-04-13 10:49:11 INFO dev: loss: nan - UP: 69.79% UR: 10.65% UF: 18.48% P: 68.75% R: 10.49% F: 18.21%
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+ 2023-04-13 10:49:12 INFO test: loss: 0.1202 - UP: 76.39% UR: 14.07% UF: 23.76% P: 73.28% R: 13.49% F: 22.79%
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+ 2023-04-13 10:49:31 INFO 0:00:09.860982s elapsed (saved)
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+
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+ 2023-04-13 10:49:31 INFO Epoch 7 / 5000:
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+ 2023-04-13 10:49:38 INFO lr: 4.9930e-05 - loss: 0.0672 - UP: 50.24% UR: 7.08% UF: 12.41% P: 46.49% R: 6.55% F: 11.48%
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+ 2023-04-13 10:49:38 INFO dev: loss: nan - UP: 73.49% UR: 9.70% UF: 17.13% P: 68.67% R: 9.06% F: 16.01%
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+ 2023-04-13 10:49:39 INFO test: loss: 0.1208 - UP: 80.41% UR: 13.13% UF: 22.57% P: 75.60% R: 12.35% F: 21.22%
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+ 2023-04-13 10:49:39 INFO 0:00:08.587373s elapsed
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+
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+ 2023-04-13 10:49:39 INFO Epoch 8 / 5000:
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+ 2023-04-13 10:49:47 INFO lr: 4.9920e-05 - loss: 0.0735 - UP: 53.19% UR: 7.28% UF: 12.81% P: 49.83% R: 6.82% F: 12.00%
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+ 2023-04-13 10:49:47 INFO dev: loss: nan - UP: 74.47% UR: 11.13% UF: 19.36% P: 71.28% R: 10.65% F: 18.53%
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+ 2023-04-13 10:49:49 INFO test: loss: 0.1179 - UP: 78.56% UR: 14.49% UF: 24.46% P: 72.50% R: 13.37% F: 22.58%
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+ 2023-04-13 10:50:08 INFO 0:00:09.575062s elapsed (saved)
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+
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+ 2023-04-13 10:50:08 INFO Epoch 9 / 5000:
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+ 2023-04-13 10:50:15 INFO lr: 4.9910e-05 - loss: 0.0955 - UP: 63.50% UR: 7.67% UF: 13.69% P: 60.46% R: 7.31% F: 13.04%
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+ 2023-04-13 10:50:15 INFO dev: loss: nan - UP: 74.74% UR: 11.29% UF: 19.61% P: 73.68% R: 11.13% F: 19.34%
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+ 2023-04-13 10:50:17 INFO test: loss: 0.1238 - UP: 81.83% UR: 14.82% UF: 25.10% P: 79.00% R: 14.31% F: 24.23%
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+ 2023-04-13 10:50:36 INFO 0:00:08.871991s elapsed (saved)
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+
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+ 2023-04-13 10:50:36 INFO Epoch 10 / 5000:
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+ 2023-04-13 10:50:43 INFO lr: 4.9900e-05 - loss: 0.0591 - UP: 50.68% UR: 10.23% UF: 17.02% P: 49.20% R: 9.93% F: 16.52%
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+ 2023-04-13 10:50:44 INFO dev: loss: nan - UP: 68.84% UR: 15.10% UF: 24.77% P: 63.77% R: 13.99% F: 22.95%
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+ 2023-04-13 10:50:45 INFO test: loss: 0.1143 - UP: 72.30% UR: 24.66% UF: 36.78% P: 69.20% R: 23.60% F: 35.20%
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+ 2023-04-13 10:51:03 INFO 0:00:08.746845s elapsed (saved)
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+
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+ 2023-04-13 10:51:03 INFO Epoch 11 / 5000:
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+ 2023-04-13 10:51:10 INFO lr: 4.9890e-05 - loss: 0.0227 - UP: 54.73% UR: 12.36% UF: 20.17% P: 52.49% R: 11.86% F: 19.34%
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+ 2023-04-13 10:51:11 INFO dev: loss: nan - UP: 62.42% UR: 15.58% UF: 24.94% P: 60.51% R: 15.10% F: 24.17%
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+ 2023-04-13 10:51:12 INFO test: loss: 0.1072 - UP: 69.48% UR: 25.63% UF: 37.44% P: 67.02% R: 24.72% F: 36.12%
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+ 2023-04-13 10:51:31 INFO 0:00:09.042398s elapsed (saved)
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+
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+ 2023-04-13 10:51:31 INFO Epoch 12 / 5000:
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+ 2023-04-13 10:51:38 INFO lr: 4.9880e-05 - loss: 0.0480 - UP: 55.82% UR: 11.67% UF: 19.31% P: 55.16% R: 11.53% F: 19.08%
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+ 2023-04-13 10:51:39 INFO dev: loss: nan - UP: 73.97% UR: 8.59% UF: 15.38% P: 72.60% R: 8.43% F: 15.10%
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+ 2023-04-13 10:51:40 INFO test: loss: 0.1137 - UP: 80.54% UR: 16.99% UF: 28.07% P: 78.40% R: 16.54% F: 27.32%
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+ 2023-04-13 10:51:40 INFO 0:00:09.002496s elapsed
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+
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+ 2023-04-13 10:51:40 INFO Epoch 13 / 5000:
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+ 2023-04-13 10:51:47 INFO lr: 4.9870e-05 - loss: 0.0405 - UP: 62.19% UR: 13.42% UF: 22.08% P: 61.45% R: 13.26% F: 21.81%
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+ 2023-04-13 10:51:48 INFO dev: loss: nan - UP: 54.44% UR: 21.46% UF: 30.79% P: 52.42% R: 20.67% F: 29.65%
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+ 2023-04-13 10:51:49 INFO test: loss: 0.1065 - UP: 66.42% UR: 29.61% UF: 40.96% P: 64.39% R: 28.71% F: 39.71%
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+ 2023-04-13 10:52:09 INFO 0:00:09.283747s elapsed (saved)
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+
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+ 2023-04-13 10:52:09 INFO Epoch 14 / 5000:
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+ 2023-04-13 10:52:16 INFO lr: 4.9860e-05 - loss: 0.0454 - UP: 64.65% UR: 16.18% UF: 25.88% P: 63.73% R: 15.95% F: 25.51%
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+ 2023-04-13 10:52:17 INFO dev: loss: nan - UP: 64.97% UR: 18.28% UF: 28.54% P: 60.45% R: 17.01% F: 26.55%
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+ 2023-04-13 10:52:18 INFO test: loss: 0.1115 - UP: 70.49% UR: 27.26% UF: 39.31% P: 68.46% R: 26.47% F: 38.18%
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+ 2023-04-13 10:52:18 INFO 0:00:09.091004s elapsed
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+
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+ 2023-04-13 10:52:18 INFO Epoch 15 / 5000:
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+ 2023-04-13 10:52:26 INFO lr: 4.9850e-05 - loss: 0.0368 - UP: 65.89% UR: 16.34% UF: 26.18% P: 65.06% R: 16.13% F: 25.85%
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+ 2023-04-13 10:52:27 INFO dev: loss: nan - UP: 67.44% UR: 18.44% UF: 28.96% P: 65.70% R: 17.97% F: 28.21%
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+ 2023-04-13 10:52:28 INFO test: loss: 0.1056 - UP: 72.39% UR: 29.52% UF: 41.94% P: 69.80% R: 28.46% F: 40.44%
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+ 2023-04-13 10:52:28 INFO 0:00:10.308159s elapsed
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+
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+ 2023-04-13 10:52:28 INFO Epoch 16 / 5000:
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+ 2023-04-13 10:52:36 INFO lr: 4.9840e-05 - loss: 0.0311 - UP: 63.81% UR: 21.55% UF: 32.22% P: 62.79% R: 21.21% F: 31.71%
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+ 2023-04-13 10:52:37 INFO dev: loss: nan - UP: 68.13% UR: 19.71% UF: 30.58% P: 65.38% R: 18.92% F: 29.35%
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+ 2023-04-13 10:52:39 INFO test: loss: 0.1202 - UP: 72.54% UR: 30.94% UF: 43.38% P: 68.37% R: 29.16% F: 40.88%
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+ 2023-04-13 10:52:39 INFO 0:00:10.381956s elapsed
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+
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+ 2023-04-13 10:52:39 INFO Epoch 17 / 5000:
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+ 2023-04-13 10:52:47 INFO lr: 4.9830e-05 - loss: 0.0486 - UP: 62.45% UR: 19.83% UF: 30.10% P: 61.51% R: 19.53% F: 29.65%
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+ 2023-04-13 10:52:48 INFO dev: loss: nan - UP: 60.89% UR: 24.01% UF: 34.44% P: 57.26% R: 22.58% F: 32.38%
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+ 2023-04-13 10:52:49 INFO test: loss: 0.1106 - UP: 65.23% UR: 35.10% UF: 45.64% P: 61.86% R: 33.29% F: 43.29%
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+ 2023-04-13 10:53:08 INFO 0:00:10.411975s elapsed (saved)
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+ 2023-04-13 10:53:08 INFO Epoch 18 / 5000:
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+ 2023-04-13 10:53:15 INFO lr: 4.9820e-05 - loss: 0.0365 - UP: 66.43% UR: 23.37% UF: 34.57% P: 66.10% R: 23.25% F: 34.40%
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+ 2023-04-13 10:53:16 INFO dev: loss: nan - UP: 64.94% UR: 25.91% UF: 37.05% P: 58.57% R: 23.37% F: 33.41%
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+ 2023-04-13 10:53:17 INFO test: loss: 0.1107 - UP: 64.72% UR: 37.43% UF: 47.43% P: 61.85% R: 35.77% F: 45.32%
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+ 2023-04-13 10:53:36 INFO 0:00:08.932471s elapsed (saved)
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+ 2023-04-13 10:53:36 INFO Epoch 19 / 5000:
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+ 2023-04-13 10:53:43 INFO lr: 4.9810e-05 - loss: 0.0376 - UP: 66.09% UR: 22.89% UF: 34.00% P: 65.89% R: 22.82% F: 33.90%
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+ 2023-04-13 10:53:44 INFO dev: loss: nan - UP: 64.85% UR: 24.64% UF: 35.71% P: 59.83% R: 22.73% F: 32.95%
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+ 2023-04-13 10:53:54 INFO test: loss: 0.1098 - UP: 66.02% UR: 41.29% UF: 50.81% P: 62.74% R: 39.24% F: 48.28%
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+ 2023-04-13 10:54:22 INFO test: loss: 0.1148 - UP: 67.54% UR: 41.32% UF: 51.27% P: 64.63% R: 39.54% F: 49.06%
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+ 2023-04-13 10:54:49 INFO test: loss: 0.1168 - UP: 66.41% UR: 41.65% UF: 51.20% P: 63.43% R: 39.78% F: 48.90%
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+ 2023-04-13 10:55:16 INFO test: loss: 0.1132 - UP: 67.58% UR: 42.98% UF: 52.55% P: 64.40% R: 40.96% F: 50.07%
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+ 2023-04-13 10:55:44 INFO test: loss: 0.1142 - UP: 61.57% UR: 49.80% UF: 55.06% P: 58.43% R: 47.27% F: 52.26%
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+ 2023-04-13 10:56:13 INFO test: loss: 0.1185 - UP: 64.72% UR: 49.89% UF: 56.35% P: 60.38% R: 46.54% F: 52.57%
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+ 2023-04-13 10:56:39 INFO dev: loss: nan - UP: 58.91% UR: 39.43% UF: 47.24% P: 53.21% R: 35.61% F: 42.67%
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+ 2023-04-13 10:56:40 INFO test: loss: 0.1182 - UP: 62.36% UR: 51.25% UF: 56.26% P: 58.69% R: 48.23% F: 52.95%
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+ 2023-04-13 10:56:51 INFO test: loss: 0.1148 - UP: 66.09% UR: 48.78% UF: 56.13% P: 62.74% R: 46.30% F: 53.28%
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+ 2023-04-13 10:56:59 INFO dev: loss: nan - UP: 67.48% UR: 35.29% UF: 46.35% P: 61.70% R: 32.27% F: 42.38%
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+ 2023-04-13 10:57:01 INFO test: loss: 0.1281 - UP: 70.36% UR: 45.79% UF: 55.48% P: 67.02% R: 43.62% F: 52.84%
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+ 2023-04-13 10:57:11 INFO test: loss: 0.1236 - UP: 63.24% UR: 52.91% UF: 57.62% P: 59.49% R: 49.77% F: 54.20%
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+ 2023-04-13 10:57:11 INFO 0:00:10.122562s elapsed
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+ 2023-04-13 10:57:19 INFO dev: loss: nan - UP: 61.83% UR: 46.10% UF: 52.82% P: 55.65% R: 41.49% F: 47.54%
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+ 2023-04-13 10:57:20 INFO test: loss: 0.1214 - UP: 61.94% UR: 55.12% UF: 58.33% P: 58.34% R: 51.92% F: 54.94%
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+ 2023-04-13 10:57:39 INFO 0:00:09.139866s elapsed (saved)
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+ 2023-04-13 10:57:47 INFO dev: loss: nan - UP: 65.86% UR: 43.24% UF: 52.21% P: 59.81% R: 39.27% F: 47.41%
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+ 2023-04-13 10:57:48 INFO test: loss: 0.1290 - UP: 65.07% UR: 52.97% UF: 58.40% P: 61.59% R: 50.14% F: 55.27%
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+ 2023-04-13 10:57:56 INFO lr: 4.9680e-05 - loss: 0.0041 - UP: 82.11% UR: 61.05% UF: 70.03% P: 81.86% R: 60.87% F: 69.82%
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+ 2023-04-13 10:57:57 INFO dev: loss: nan - UP: 67.49% UR: 43.56% UF: 52.95% P: 62.32% R: 40.22% F: 48.89%
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+ 2023-04-13 10:57:58 INFO test: loss: 0.1289 - UP: 69.98% UR: 51.65% UF: 59.43% P: 66.54% R: 49.11% F: 56.51%
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+ 2023-04-13 10:58:16 INFO 0:00:10.128022s elapsed (saved)
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+ 2023-04-13 10:58:24 INFO lr: 4.9670e-05 - loss: 0.0084 - UP: 83.10% UR: 62.16% UF: 71.12% P: 82.46% R: 61.67% F: 70.57%
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+ 2023-04-13 10:58:25 INFO dev: loss: nan - UP: 69.27% UR: 40.86% UF: 51.40% P: 64.96% R: 38.31% F: 48.20%
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+ 2023-04-13 10:58:27 INFO test: loss: 0.1295 - UP: 69.21% UR: 51.28% UF: 58.91% P: 65.09% R: 48.23% F: 55.41%
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+ 2023-04-13 10:58:27 INFO 0:00:10.289877s elapsed
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+ 2023-04-13 10:58:35 INFO lr: 4.9660e-05 - loss: 0.0220 - UP: 83.68% UR: 61.26% UF: 70.73% P: 83.58% R: 61.19% F: 70.66%
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+ 2023-04-13 10:58:35 INFO dev: loss: nan - UP: 69.23% UR: 48.65% UF: 57.14% P: 63.80% R: 44.83% F: 52.66%
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+ 2023-04-13 10:58:37 INFO test: loss: 0.1318 - UP: 68.04% UR: 53.21% UF: 59.72% P: 64.72% R: 50.62% F: 56.81%
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+ 2023-04-13 10:58:56 INFO 0:00:09.927082s elapsed (saved)
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+ 2023-04-13 10:59:03 INFO lr: 4.9650e-05 - loss: 0.0043 - UP: 83.45% UR: 67.56% UF: 74.67% P: 83.14% R: 67.30% F: 74.39%
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+ 2023-04-13 10:59:04 INFO dev: loss: nan - UP: 63.84% UR: 50.24% UF: 56.23% P: 57.78% R: 45.47% F: 50.89%
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+ 2023-04-13 10:59:05 INFO test: loss: 0.1335 - UP: 62.77% UR: 57.65% UF: 60.10% P: 59.48% R: 54.63% F: 56.95%
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+ 2023-04-13 10:59:05 INFO 0:00:08.827539s elapsed
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+ 2023-04-13 10:59:13 INFO lr: 4.9640e-05 - loss: 0.0152 - UP: 86.47% UR: 68.59% UF: 76.50% P: 86.41% R: 68.54% F: 76.45%
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+ 2023-04-13 10:59:14 INFO dev: loss: nan - UP: 61.61% UR: 53.58% UF: 57.31% P: 56.12% R: 48.81% F: 52.21%
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+ 2023-04-13 10:59:17 INFO test: loss: 0.1367 - UP: 59.26% UR: 60.85% UF: 60.04% P: 55.64% R: 57.14% F: 56.38%
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+ 2023-04-13 10:59:17 INFO 0:00:11.810145s elapsed
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+ 2023-04-13 10:59:25 INFO lr: 4.9630e-05 - loss: 0.0134 - UP: 85.67% UR: 70.20% UF: 77.17% P: 85.64% R: 70.17% F: 77.14%
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+ 2023-04-13 10:59:26 INFO dev: loss: nan - UP: 67.71% UR: 48.01% UF: 56.19% P: 63.00% R: 44.67% F: 52.28%
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+ 2023-04-13 10:59:27 INFO test: loss: 0.1372 - UP: 68.32% UR: 56.05% UF: 61.58% P: 64.61% R: 53.00% F: 58.23%
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+ 2023-04-13 10:59:27 INFO 0:00:10.373495s elapsed
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+ 2023-04-13 10:59:36 INFO lr: 4.9620e-05 - loss: 0.0137 - UP: 87.26% UR: 72.43% UF: 79.16% P: 87.02% R: 72.22% F: 78.93%
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+ 2023-04-13 10:59:36 INFO dev: loss: nan - UP: 69.20% UR: 50.72% UF: 58.53% P: 63.99% R: 46.90% F: 54.13%
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+ 2023-04-13 10:59:38 INFO test: loss: 0.1413 - UP: 68.76% UR: 55.93% UF: 61.68% P: 64.38% R: 52.37% F: 57.76%
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+ 2023-04-13 10:59:56 INFO 0:00:10.739152s elapsed (saved)
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+ 2023-04-13 11:00:03 INFO lr: 4.9610e-05 - loss: 0.0085 - UP: 87.54% UR: 73.81% UF: 80.09% P: 87.24% R: 73.55% F: 79.82%
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+ 2023-04-13 11:00:04 INFO dev: loss: nan - UP: 63.80% UR: 56.60% UF: 59.98% P: 58.42% R: 51.83% F: 54.93%
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+ 2023-04-13 11:00:05 INFO test: loss: 0.1430 - UP: 65.89% UR: 58.77% UF: 62.13% P: 61.66% R: 55.00% F: 58.14%
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+ 2023-04-13 11:00:25 INFO 0:00:08.558766s elapsed (saved)
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+ 2023-04-13 11:00:32 INFO lr: 4.9600e-05 - loss: 0.0133 - UP: 86.82% UR: 74.45% UF: 80.16% P: 86.76% R: 74.40% F: 80.11%
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+ 2023-04-13 11:00:33 INFO dev: loss: nan - UP: 60.79% UR: 55.96% UF: 58.28% P: 55.96% R: 51.51% F: 53.64%
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+ 2023-04-13 11:00:34 INFO test: loss: 0.1451 - UP: 63.47% UR: 60.46% UF: 61.93% P: 59.54% R: 56.72% F: 58.09%
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+ 2023-04-13 11:00:34 INFO 0:00:08.570610s elapsed
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+ 2023-04-13 11:00:42 INFO lr: 4.9590e-05 - loss: 0.0138 - UP: 86.27% UR: 74.49% UF: 79.95% P: 86.11% R: 74.36% F: 79.80%
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+ 2023-04-13 11:00:43 INFO dev: loss: nan - UP: 62.17% UR: 62.96% UF: 62.56% P: 55.89% R: 56.60% F: 56.24%
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+ 2023-04-13 11:00:44 INFO test: loss: 0.1414 - UP: 62.48% UR: 61.88% UF: 62.18% P: 58.73% R: 58.16% F: 58.45%
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+ 2023-04-13 11:01:03 INFO 0:00:10.637397s elapsed (saved)
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+ 2023-04-13 11:01:10 INFO lr: 4.9580e-05 - loss: 0.0057 - UP: 87.68% UR: 75.57% UF: 81.18% P: 87.50% R: 75.41% F: 81.01%
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+ 2023-04-13 11:01:11 INFO dev: loss: nan - UP: 66.48% UR: 56.12% UF: 60.86% P: 59.32% R: 50.08% F: 54.31%
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+ 2023-04-13 11:01:12 INFO test: loss: 0.1508 - UP: 65.82% UR: 59.58% UF: 62.55% P: 62.19% R: 56.29% F: 59.09%
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+ 2023-04-13 11:01:20 INFO lr: 4.9570e-05 - loss: 0.0067 - UP: 89.27% UR: 76.29% UF: 82.27% P: 89.14% R: 76.17% F: 82.15%
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+ 2023-04-13 11:01:22 INFO test: loss: 0.1387 - UP: 66.14% UR: 61.03% UF: 63.49% P: 62.54% R: 57.71% F: 60.03%
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+ 2023-04-13 11:01:29 INFO lr: 4.9560e-05 - loss: 0.0123 - UP: 89.46% UR: 80.38% UF: 84.68% P: 89.39% R: 80.31% F: 84.60%
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+ 2023-04-13 11:01:30 INFO dev: loss: nan - UP: 66.32% UR: 50.40% UF: 57.27% P: 60.88% R: 46.26% F: 52.57%
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+ 2023-04-13 11:01:32 INFO test: loss: 0.1449 - UP: 68.80% UR: 57.38% UF: 62.57% P: 64.97% R: 54.18% F: 59.08%
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+ 2023-04-13 11:01:39 INFO lr: 4.9550e-05 - loss: 0.0051 - UP: 90.06% UR: 81.78% UF: 85.72% P: 90.03% R: 81.76% F: 85.69%
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+ 2023-04-13 11:01:40 INFO dev: loss: nan - UP: 70.02% UR: 54.21% UF: 61.11% P: 63.86% R: 49.44% F: 55.73%
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+ 2023-04-13 11:01:41 INFO test: loss: 0.1428 - UP: 69.65% UR: 57.02% UF: 62.71% P: 66.19% R: 54.18% F: 59.59%
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+ 2023-04-13 11:01:49 INFO lr: 4.9540e-05 - loss: 0.0058 - UP: 91.26% UR: 82.58% UF: 86.71% P: 91.24% R: 82.56% F: 86.68%
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+ 2023-04-13 11:01:50 INFO dev: loss: nan - UP: 66.90% UR: 59.78% UF: 63.14% P: 61.74% R: 55.17% F: 58.27%
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+ 2023-04-13 11:01:51 INFO test: loss: 0.1611 - UP: 66.20% UR: 60.37% UF: 63.15% P: 61.97% R: 56.50% F: 59.11%
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+ 2023-04-13 11:02:09 INFO 0:00:10.050504s elapsed (saved)
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+ 2023-04-13 11:02:16 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 89.36% UR: 82.81% UF: 85.96% P: 89.31% R: 82.77% F: 85.92%
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+ 2023-04-13 11:02:18 INFO test: loss: 0.1510 - UP: 63.22% UR: 60.19% UF: 61.67% P: 58.78% R: 55.96% F: 57.34%
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+ 2023-04-13 11:02:28 INFO lr: 4.9520e-05 - loss: 0.0058 - UP: 88.86% UR: 79.73% UF: 84.05% P: 88.60% R: 79.50% F: 83.81%
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+ 2023-04-13 11:02:29 INFO dev: loss: nan - UP: 67.48% UR: 52.78% UF: 59.23% P: 63.41% R: 49.60% F: 55.66%
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+ 2023-04-13 11:02:30 INFO test: loss: 0.1431 - UP: 67.43% UR: 57.44% UF: 62.04% P: 63.75% R: 54.30% F: 58.65%
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+ 2023-04-13 11:02:38 INFO lr: 4.9510e-05 - loss: 0.0022 - UP: 90.84% UR: 83.20% UF: 86.86% P: 90.84% R: 83.20% F: 86.86%
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+ 2023-04-13 11:02:39 INFO dev: loss: nan - UP: 67.08% UR: 59.62% UF: 63.13% P: 60.64% R: 53.90% F: 57.07%
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+ 2023-04-13 11:02:41 INFO test: loss: 0.1415 - UP: 68.15% UR: 58.83% UF: 63.15% P: 64.02% R: 55.27% F: 59.32%
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+ 2023-04-13 11:02:49 INFO lr: 4.9500e-05 - loss: 0.0059 - UP: 92.15% UR: 86.56% UF: 89.27% P: 92.12% R: 86.53% F: 89.24%
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+ 2023-04-13 11:02:50 INFO dev: loss: nan - UP: 71.94% UR: 57.07% UF: 63.65% P: 65.73% R: 52.15% F: 58.16%
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+ 2023-04-13 11:02:51 INFO test: loss: 0.1587 - UP: 70.38% UR: 56.50% UF: 62.68% P: 65.83% R: 52.85% F: 58.63%
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+ 2023-04-13 11:02:58 INFO lr: 4.9490e-05 - loss: 0.0070 - UP: 93.87% UR: 85.52% UF: 89.50% P: 93.87% R: 85.52% F: 89.50%
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+ 2023-04-13 11:02:59 INFO dev: loss: nan - UP: 73.01% UR: 56.76% UF: 63.86% P: 67.48% R: 52.46% F: 59.03%
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+ 2023-04-13 11:03:00 INFO test: loss: 0.1533 - UP: 69.53% UR: 56.90% UF: 62.58% P: 65.22% R: 53.37% F: 58.70%
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+ 2023-04-13 11:03:17 INFO 0:00:08.831420s elapsed (saved)
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+ 2023-04-13 11:03:24 INFO lr: 4.9480e-05 - loss: 0.0036 - UP: 92.03% UR: 85.75% UF: 88.78% P: 91.69% R: 85.43% F: 88.45%
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+ 2023-04-13 11:03:25 INFO dev: loss: nan - UP: 68.77% UR: 58.82% UF: 63.41% P: 62.27% R: 53.26% F: 57.41%
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+ 2023-04-13 11:03:26 INFO test: loss: 0.1688 - UP: 65.98% UR: 59.70% UF: 62.68% P: 61.31% R: 55.48% F: 58.25%
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+ 2023-04-13 11:03:34 INFO lr: 4.9470e-05 - loss: 0.0062 - UP: 92.84% UR: 84.03% UF: 88.22% P: 92.54% R: 83.75% F: 87.93%
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+ 2023-04-13 11:03:35 INFO dev: loss: nan - UP: 62.64% UR: 60.25% UF: 61.43% P: 57.19% R: 55.01% F: 56.08%
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+ 2023-04-13 11:03:36 INFO test: loss: 0.1431 - UP: 64.44% UR: 63.66% UF: 64.04% P: 60.68% R: 59.95% F: 60.31%
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+ 2023-04-13 11:03:36 INFO 0:00:09.371611s elapsed
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+ 2023-04-13 11:03:44 INFO lr: 4.9460e-05 - loss: 0.0162 - UP: 90.17% UR: 83.92% UF: 86.93% P: 89.63% R: 83.41% F: 86.41%
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+ 2023-04-13 11:03:45 INFO dev: loss: nan - UP: 59.26% UR: 61.53% UF: 60.37% P: 53.45% R: 55.48% F: 54.45%
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+ 2023-04-13 11:03:47 INFO test: loss: 0.1434 - UP: 62.52% UR: 63.15% UF: 62.83% P: 57.83% R: 58.41% F: 58.12%
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+ 2023-04-13 11:03:47 INFO 0:00:10.958597s elapsed
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+ 2023-04-13 11:03:47 INFO Epoch 55 / 5000:
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+ 2023-04-13 11:03:54 INFO lr: 4.9450e-05 - loss: 0.0270 - UP: 86.42% UR: 77.18% UF: 81.54% P: 85.21% R: 76.10% F: 80.40%
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+ 2023-04-13 11:03:55 INFO dev: loss: nan - UP: 66.67% UR: 53.10% UF: 59.12% P: 61.28% R: 48.81% F: 54.34%
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+ 2023-04-13 11:03:56 INFO test: loss: 0.1360 - UP: 67.78% UR: 56.57% UF: 61.67% P: 63.76% R: 53.21% F: 58.01%
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+ 2023-04-13 11:04:04 INFO lr: 4.9440e-05 - loss: 0.0128 - UP: 87.09% UR: 71.00% UF: 78.23% P: 85.60% R: 69.78% F: 76.89%
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+ 2023-04-13 11:04:05 INFO dev: loss: nan - UP: 65.99% UR: 46.26% UF: 54.39% P: 61.00% R: 42.77% F: 50.28%
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+ 2023-04-13 11:04:06 INFO test: loss: 0.1307 - UP: 66.84% UR: 57.14% UF: 61.61% P: 62.82% R: 53.70% F: 57.90%
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+ 2023-04-13 11:04:06 INFO 0:00:09.719868s elapsed
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+ 2023-04-13 11:04:06 INFO Epoch 57 / 5000:
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+ 2023-04-13 11:04:13 INFO lr: 4.9430e-05 - loss: 0.0085 - UP: 86.80% UR: 76.93% UF: 81.57% P: 85.69% R: 75.94% F: 80.52%
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+ 2023-04-13 11:04:14 INFO dev: loss: nan - UP: 66.33% UR: 52.31% UF: 58.49% P: 61.49% R: 48.49% F: 54.22%
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+ 2023-04-13 11:04:15 INFO test: loss: 0.1431 - UP: 66.44% UR: 56.35% UF: 60.98% P: 63.24% R: 53.64% F: 58.04%
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+ 2023-04-13 11:04:15 INFO 0:00:08.915919s elapsed
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+ 2023-04-13 11:04:15 INFO Epoch 58 / 5000:
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+ 2023-04-13 11:04:22 INFO lr: 4.9420e-05 - loss: 0.0055 - UP: 89.54% UR: 78.31% UF: 83.55% P: 89.23% R: 78.03% F: 83.26%
413
+ 2023-04-13 11:04:22 INFO dev: loss: nan - UP: 65.23% UR: 57.87% UF: 61.33% P: 60.75% R: 53.90% F: 57.12%
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+ 2023-04-13 11:04:23 INFO test: loss: 0.1378 - UP: 66.38% UR: 59.58% UF: 62.80% P: 63.21% R: 56.75% F: 59.81%
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+ 2023-04-13 11:04:23 INFO 0:00:08.499593s elapsed
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+ 2023-04-13 11:04:23 INFO Epoch 59 / 5000:
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+ 2023-04-13 11:04:30 INFO lr: 4.9410e-05 - loss: 0.0051 - UP: 91.84% UR: 82.19% UF: 86.75% P: 91.68% R: 82.05% F: 86.60%
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+ 2023-04-13 11:04:31 INFO dev: loss: nan - UP: 71.61% UR: 54.53% UF: 61.91% P: 67.43% R: 51.35% F: 58.30%
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+ 2023-04-13 11:04:32 INFO test: loss: 0.1504 - UP: 68.48% UR: 56.20% UF: 61.74% P: 65.43% R: 53.70% F: 58.99%
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+ 2023-04-13 11:04:32 INFO 0:00:08.666110s elapsed
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+ 2023-04-13 11:04:32 INFO Epoch 60 / 5000:
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+ 2023-04-13 11:04:39 INFO lr: 4.9400e-05 - loss: 0.0044 - UP: 92.31% UR: 84.70% UF: 88.34% P: 92.04% R: 84.44% F: 88.08%
425
+ 2023-04-13 11:04:40 INFO dev: loss: nan - UP: 68.93% UR: 56.44% UF: 62.06% P: 64.47% R: 52.78% F: 58.04%
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+ 2023-04-13 11:04:41 INFO test: loss: 0.1468 - UP: 68.44% UR: 57.92% UF: 62.74% P: 64.59% R: 54.66% F: 59.21%
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+ 2023-04-13 11:04:41 INFO 0:00:08.930384s elapsed
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+ 2023-04-13 11:04:41 INFO Epoch 61 / 5000:
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+ 2023-04-13 11:04:48 INFO lr: 4.9390e-05 - loss: 0.0077 - UP: 92.12% UR: 86.72% UF: 89.34% P: 92.07% R: 86.67% F: 89.29%
431
+ 2023-04-13 11:04:49 INFO dev: loss: nan - UP: 71.74% UR: 46.42% UF: 56.37% P: 67.08% R: 43.40% F: 52.70%
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+ 2023-04-13 11:04:50 INFO test: loss: 0.1536 - UP: 72.05% UR: 53.37% UF: 61.31% P: 68.62% R: 50.83% F: 58.40%
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+ 2023-04-13 11:04:50 INFO 0:00:08.616774s elapsed
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+ 2023-04-13 11:04:50 INFO Epoch 62 / 5000:
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+ 2023-04-13 11:04:57 INFO lr: 4.9380e-05 - loss: 0.0036 - UP: 92.74% UR: 86.86% UF: 89.70% P: 92.66% R: 86.79% F: 89.63%
437
+ 2023-04-13 11:04:57 INFO dev: loss: nan - UP: 71.26% UR: 55.96% UF: 62.69% P: 66.40% R: 52.15% F: 58.41%
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+ 2023-04-13 11:04:58 INFO test: loss: 0.1524 - UP: 69.30% UR: 57.11% UF: 62.62% P: 65.86% R: 54.27% F: 59.51%
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+ 2023-04-13 11:04:58 INFO 0:00:08.450840s elapsed
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+ 2023-04-13 11:04:58 INFO Epoch 63 / 5000:
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+ 2023-04-13 11:05:05 INFO lr: 4.9370e-05 - loss: 0.0002 - UP: 93.69% UR: 88.72% UF: 91.14% P: 93.69% R: 88.72% F: 91.14%
443
+ 2023-04-13 11:05:06 INFO dev: loss: nan - UP: 68.13% UR: 56.76% UF: 61.93% P: 63.55% R: 52.94% F: 57.76%
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+ 2023-04-13 11:05:07 INFO test: loss: 0.1518 - UP: 68.20% UR: 59.43% UF: 63.52% P: 64.53% R: 56.23% F: 60.10%
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+ 2023-04-13 11:05:07 INFO 0:00:08.595590s elapsed
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+ 2023-04-13 11:05:07 INFO Epoch 64 / 5000:
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+ 2023-04-13 11:05:14 INFO lr: 4.9360e-05 - loss: nan - UP: 95.21% UR: 90.37% UF: 92.73% P: 95.21% R: 90.37% F: 92.73%
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+ 2023-04-13 11:05:14 INFO dev: loss: nan - UP: 71.31% UR: 55.33% UF: 62.31% P: 66.39% R: 51.51% F: 58.01%
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+ 2023-04-13 11:05:15 INFO test: loss: 0.1601 - UP: 69.44% UR: 58.50% UF: 63.50% P: 65.89% R: 55.51% F: 60.26%
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+ 2023-04-13 11:05:15 INFO 0:00:08.677873s elapsed
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+ 2023-04-13 11:05:15 INFO Epoch 65 / 5000:
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+ 2023-04-13 11:05:22 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 94.57% UR: 89.66% UF: 92.05% P: 94.55% R: 89.64% F: 92.03%
455
+ 2023-04-13 11:05:23 INFO dev: loss: nan - UP: 69.63% UR: 57.23% UF: 62.83% P: 64.60% R: 53.10% F: 58.29%
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+ 2023-04-13 11:05:24 INFO test: loss: 0.1563 - UP: 65.89% UR: 59.95% UF: 62.78% P: 62.18% R: 56.57% F: 59.24%
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+ 2023-04-13 11:05:24 INFO 0:00:08.560327s elapsed
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+ 2023-04-13 11:05:24 INFO Epoch 66 / 5000:
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+ 2023-04-13 11:05:31 INFO lr: 4.9340e-05 - loss: 0.0017 - UP: 93.21% UR: 89.94% UF: 91.54% P: 93.21% R: 89.94% F: 91.54%
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+ 2023-04-13 11:05:32 INFO dev: loss: nan - UP: 67.29% UR: 56.92% UF: 61.67% P: 61.47% R: 51.99% F: 56.33%
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+ 2023-04-13 11:05:33 INFO test: loss: 0.1594 - UP: 65.07% UR: 60.79% UF: 62.86% P: 61.07% R: 57.05% F: 58.99%
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+ 2023-04-13 11:05:33 INFO 0:00:08.876905s elapsed
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+ 2023-04-13 11:05:33 INFO Epoch 67 / 5000:
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+ 2023-04-13 11:05:40 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 93.26% UR: 90.00% UF: 91.60% P: 93.21% R: 89.96% F: 91.56%
467
+ 2023-04-13 11:05:40 INFO dev: loss: nan - UP: 77.41% UR: 48.49% UF: 59.63% P: 73.60% R: 46.10% F: 56.70%
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+ 2023-04-13 11:05:41 INFO test: loss: 0.1638 - UP: 76.03% UR: 50.08% UF: 60.38% P: 72.55% R: 47.78% F: 57.62%
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+ 2023-04-13 11:05:41 INFO 0:00:08.409111s elapsed
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+ 2023-04-13 11:05:41 INFO Epoch 68 / 5000:
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+ 2023-04-13 11:05:48 INFO lr: 4.9320e-05 - loss: 0.0038 - UP: 94.30% UR: 85.52% UF: 89.70% P: 94.27% R: 85.50% F: 89.67%
473
+ 2023-04-13 11:05:49 INFO dev: loss: nan - UP: 69.00% UR: 54.85% UF: 61.12% P: 63.60% R: 50.56% F: 56.33%
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+ 2023-04-13 11:05:50 INFO test: loss: 0.1545 - UP: 65.38% UR: 58.95% UF: 62.00% P: 61.33% R: 55.30% F: 58.16%
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+ 2023-04-13 11:05:50 INFO 0:00:08.609161s elapsed
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+ 2023-04-13 11:05:50 INFO Epoch 69 / 5000:
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+ 2023-04-13 11:05:57 INFO lr: 4.9310e-05 - loss: 0.0038 - UP: 94.44% UR: 90.95% UF: 92.66% P: 94.37% R: 90.88% F: 92.59%
479
+ 2023-04-13 11:05:57 INFO dev: loss: nan - UP: 66.12% UR: 57.39% UF: 61.45% P: 60.07% R: 52.15% F: 55.83%
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+ 2023-04-13 11:05:58 INFO test: loss: 0.1720 - UP: 65.49% UR: 62.21% UF: 63.81% P: 61.30% R: 58.23% F: 59.72%
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+ 2023-04-13 11:05:58 INFO 0:00:08.444646s elapsed
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+ 2023-04-13 11:05:58 INFO Epoch 70 / 5000:
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+ 2023-04-13 11:06:05 INFO lr: 4.9300e-05 - loss: 0.0034 - UP: 95.18% UR: 92.12% UF: 93.62% P: 95.01% R: 91.96% F: 93.46%
485
+ 2023-04-13 11:06:06 INFO dev: loss: nan - UP: 68.26% UR: 54.37% UF: 60.53% P: 64.47% R: 51.35% F: 57.17%
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+ 2023-04-13 11:06:07 INFO test: loss: 0.1723 - UP: 69.17% UR: 59.79% UF: 64.14% P: 64.91% R: 56.11% F: 60.19%
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+ 2023-04-13 11:06:07 INFO 0:00:08.579318s elapsed
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+ 2023-04-13 11:06:07 INFO Epoch 71 / 5000:
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+ 2023-04-13 11:06:14 INFO lr: 4.9290e-05 - loss: nan - UP: 94.88% UR: 93.66% UF: 94.26% P: 94.81% R: 93.59% F: 94.20%
491
+ 2023-04-13 11:06:14 INFO dev: loss: nan - UP: 71.21% UR: 52.31% UF: 60.31% P: 66.67% R: 48.97% F: 56.46%
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+ 2023-04-13 11:06:15 INFO test: loss: 0.1685 - UP: 70.69% UR: 57.08% UF: 63.16% P: 66.21% R: 53.46% F: 59.15%
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+ 2023-04-13 11:06:15 INFO 0:00:08.645138s elapsed
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+ 2023-04-13 11:06:15 INFO Epoch 72 / 5000:
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+ 2023-04-13 11:06:22 INFO lr: 4.9280e-05 - loss: 0.0031 - UP: 94.80% UR: 92.23% UF: 93.50% P: 94.76% R: 92.19% F: 93.45%
497
+ 2023-04-13 11:06:23 INFO dev: loss: nan - UP: 68.48% UR: 60.10% UF: 64.01% P: 62.86% R: 55.17% F: 58.76%
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+ 2023-04-13 11:06:24 INFO test: loss: 0.1738 - UP: 64.80% UR: 61.39% UF: 63.05% P: 60.88% R: 57.68% F: 59.24%
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+ 2023-04-13 11:06:24 INFO 0:00:08.537491s elapsed
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+ 2023-04-13 11:06:24 INFO Epoch 73 / 5000:
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+ 2023-04-13 11:06:31 INFO lr: 4.9270e-05 - loss: 0.0001 - UP: 96.76% UR: 93.27% UF: 94.98% P: 96.71% R: 93.22% F: 94.93%
503
+ 2023-04-13 11:06:32 INFO dev: loss: nan - UP: 69.41% UR: 60.25% UF: 64.51% P: 64.29% R: 55.80% F: 59.74%
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+ 2023-04-13 11:06:33 INFO test: loss: 0.1754 - UP: 66.44% UR: 61.12% UF: 63.67% P: 62.70% R: 57.68% F: 60.08%
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+ 2023-04-13 11:06:50 INFO 0:00:08.859908s elapsed (saved)
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+ 2023-04-13 11:06:50 INFO Epoch 74 / 5000:
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+ 2023-04-13 11:06:58 INFO lr: 4.9260e-05 - loss: 0.0055 - UP: 95.54% UR: 92.99% UF: 94.25% P: 95.40% R: 92.85% F: 94.11%
509
+ 2023-04-13 11:06:58 INFO dev: loss: nan - UP: 68.90% UR: 58.82% UF: 63.46% P: 65.18% R: 55.64% F: 60.03%
510
+ 2023-04-13 11:07:00 INFO test: loss: 0.1654 - UP: 68.58% UR: 61.21% UF: 64.69% P: 64.15% R: 57.26% F: 60.51%
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+ 2023-04-13 11:07:19 INFO 0:00:09.107793s elapsed (saved)
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+ 2023-04-13 11:07:19 INFO Epoch 75 / 5000:
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+ 2023-04-13 11:07:26 INFO lr: 4.9250e-05 - loss: 0.0017 - UP: 95.45% UR: 93.61% UF: 94.52% P: 95.45% R: 93.61% F: 94.52%
515
+ 2023-04-13 11:07:27 INFO dev: loss: nan - UP: 69.86% UR: 55.64% UF: 61.95% P: 65.07% R: 51.83% F: 57.70%
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+ 2023-04-13 11:07:28 INFO test: loss: 0.1701 - UP: 69.07% UR: 60.25% UF: 64.36% P: 65.19% R: 56.87% F: 60.74%
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+ 2023-04-13 11:07:28 INFO 0:00:08.858822s elapsed
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+ 2023-04-13 11:07:28 INFO Epoch 76 / 5000:
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+ 2023-04-13 11:07:36 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 96.41% UR: 93.70% UF: 95.04% P: 96.41% R: 93.70% F: 95.04%
521
+ 2023-04-13 11:07:37 INFO dev: loss: nan - UP: 69.07% UR: 59.30% UF: 63.82% P: 63.15% R: 54.21% F: 58.34%
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+ 2023-04-13 11:07:38 INFO test: loss: 0.1738 - UP: 68.76% UR: 58.74% UF: 63.36% P: 64.49% R: 55.09% F: 59.42%
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+ 2023-04-13 11:07:38 INFO 0:00:10.143090s elapsed
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+ 2023-04-13 11:07:38 INFO Epoch 77 / 5000:
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+ 2023-04-13 11:07:46 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 95.86% UR: 95.31% UF: 95.59% P: 95.86% R: 95.31% F: 95.59%
527
+ 2023-04-13 11:07:46 INFO dev: loss: nan - UP: 67.69% UR: 59.62% UF: 63.40% P: 62.27% R: 54.85% F: 58.33%
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+ 2023-04-13 11:07:48 INFO test: loss: 0.1786 - UP: 68.61% UR: 61.21% UF: 64.70% P: 64.58% R: 57.62% F: 60.90%
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+ 2023-04-13 11:07:48 INFO 0:00:09.706193s elapsed
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+ 2023-04-13 11:07:48 INFO Epoch 78 / 5000:
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+ 2023-04-13 11:07:56 INFO lr: 4.9220e-05 - loss: 0.0016 - UP: 96.89% UR: 94.65% UF: 95.76% P: 96.89% R: 94.65% F: 95.76%
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+ 2023-04-13 11:07:56 INFO dev: loss: nan - UP: 66.40% UR: 53.74% UF: 59.40% P: 60.31% R: 48.81% F: 53.95%
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+ 2023-04-13 11:07:58 INFO test: loss: 0.1795 - UP: 67.96% UR: 58.53% UF: 62.89% P: 63.44% R: 54.63% F: 58.71%
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+ 2023-04-13 11:07:58 INFO 0:00:09.739845s elapsed
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+ 2023-04-13 11:07:58 INFO Epoch 79 / 5000:
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+ 2023-04-13 11:08:05 INFO lr: 4.9210e-05 - loss: 0.0009 - UP: 91.94% UR: 88.86% UF: 90.37% P: 91.94% R: 88.86% F: 90.37%
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+ 2023-04-13 11:08:06 INFO dev: loss: nan - UP: 69.67% UR: 52.94% UF: 60.16% P: 64.85% R: 49.28% F: 56.01%
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+ 2023-04-13 11:08:08 INFO test: loss: 0.1515 - UP: 70.57% UR: 54.00% UF: 61.18% P: 66.63% R: 50.98% F: 57.76%
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+ 2023-04-13 11:08:08 INFO 0:00:10.071666s elapsed
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+ 2023-04-13 11:08:08 INFO Epoch 80 / 5000:
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+ 2023-04-13 11:08:15 INFO lr: 4.9200e-05 - loss: 0.0078 - UP: 92.84% UR: 89.64% UF: 91.21% P: 92.77% R: 89.57% F: 91.14%
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+ 2023-04-13 11:08:15 INFO dev: loss: nan - UP: 65.95% UR: 48.65% UF: 55.99% P: 62.93% R: 46.42% F: 53.43%
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+ 2023-04-13 11:08:16 INFO test: loss: 0.1656 - UP: 71.30% UR: 56.23% UF: 62.88% P: 67.85% R: 53.52% F: 59.84%
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+ 2023-04-13 11:08:16 INFO 0:00:08.760201s elapsed
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+ 2023-04-13 11:08:16 INFO Epoch 81 / 5000:
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+ 2023-04-13 11:08:23 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 95.60% UR: 91.43% UF: 93.47% P: 95.58% R: 91.41% F: 93.45%
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+ 2023-04-13 11:08:24 INFO dev: loss: nan - UP: 65.20% UR: 58.98% UF: 61.94% P: 60.63% R: 54.85% F: 57.60%
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+ 2023-04-13 11:08:25 INFO test: loss: 0.1661 - UP: 66.85% UR: 62.27% UF: 64.48% P: 62.93% R: 58.62% F: 60.70%
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+ 2023-04-13 11:08:25 INFO 0:00:08.878037s elapsed
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+ 2023-04-13 11:08:25 INFO Epoch 82 / 5000:
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+ 2023-04-13 11:08:32 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 95.24% UR: 92.44% UF: 93.82% P: 95.22% R: 92.42% F: 93.80%
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+ 2023-04-13 11:08:33 INFO dev: loss: nan - UP: 71.71% UR: 57.23% UF: 63.66% P: 66.14% R: 52.78% F: 58.71%
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+ 2023-04-13 11:08:34 INFO test: loss: 0.1660 - UP: 71.47% UR: 57.47% UF: 63.71% P: 68.17% R: 54.81% F: 60.77%
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+ 2023-04-13 11:08:34 INFO 0:00:08.426852s elapsed
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+ 2023-04-13 11:08:41 INFO lr: 4.9170e-05 - loss: 0.0024 - UP: 96.36% UR: 92.58% UF: 94.43% P: 96.36% R: 92.58% F: 94.43%
563
+ 2023-04-13 11:08:41 INFO dev: loss: nan - UP: 72.84% UR: 56.28% UF: 63.50% P: 68.52% R: 52.94% F: 59.73%
564
+ 2023-04-13 11:08:42 INFO test: loss: 0.1693 - UP: 72.83% UR: 56.47% UF: 63.62% P: 69.40% R: 53.82% F: 60.63%
565
+ 2023-04-13 11:08:42 INFO 0:00:08.545093s elapsed
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+ 2023-04-13 11:08:42 INFO Epoch 84 / 5000:
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+ 2023-04-13 11:08:49 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 96.50% UR: 95.13% UF: 95.81% P: 96.50% R: 95.13% F: 95.81%
569
+ 2023-04-13 11:08:50 INFO dev: loss: nan - UP: 68.76% UR: 60.89% UF: 64.59% P: 62.84% R: 55.64% F: 59.02%
570
+ 2023-04-13 11:08:51 INFO test: loss: 0.1713 - UP: 67.34% UR: 62.66% UF: 64.92% P: 63.61% R: 59.19% F: 61.32%
571
+ 2023-04-13 11:08:51 INFO 0:00:08.467258s elapsed
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+ 2023-04-13 11:08:51 INFO Epoch 85 / 5000:
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+ 2023-04-13 11:08:58 INFO lr: 4.9150e-05 - loss: 0.0008 - UP: 97.19% UR: 95.47% UF: 96.33% P: 97.12% R: 95.40% F: 96.26%
575
+ 2023-04-13 11:08:58 INFO dev: loss: nan - UP: 71.61% UR: 54.53% UF: 61.91% P: 67.01% R: 51.03% F: 57.94%
576
+ 2023-04-13 11:08:59 INFO test: loss: 0.1834 - UP: 72.60% UR: 57.11% UF: 63.93% P: 67.81% R: 53.34% F: 59.71%
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+ 2023-04-13 11:08:59 INFO 0:00:08.607854s elapsed
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+ 2023-04-13 11:08:59 INFO Epoch 86 / 5000:
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+ 2023-04-13 11:09:06 INFO lr: 4.9140e-05 - loss: 0.0040 - UP: 96.49% UR: 95.27% UF: 95.87% P: 96.39% R: 95.17% F: 95.78%
581
+ 2023-04-13 11:09:07 INFO dev: loss: nan - UP: 64.67% UR: 61.69% UF: 63.14% P: 59.50% R: 56.76% F: 58.10%
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+ 2023-04-13 11:09:08 INFO test: loss: 0.1732 - UP: 65.07% UR: 64.44% UF: 64.76% P: 61.14% R: 60.55% F: 60.84%
583
+ 2023-04-13 11:09:08 INFO 0:00:08.779426s elapsed
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+ 2023-04-13 11:09:08 INFO Epoch 87 / 5000:
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+ 2023-04-13 11:09:15 INFO lr: 4.9130e-05 - loss: 0.0030 - UP: 92.01% UR: 84.97% UF: 88.35% P: 91.94% R: 84.90% F: 88.28%
587
+ 2023-04-13 11:09:16 INFO dev: loss: nan - UP: 64.75% UR: 57.23% UF: 60.76% P: 59.89% R: 52.94% F: 56.20%
588
+ 2023-04-13 11:09:17 INFO test: loss: 0.1589 - UP: 67.79% UR: 63.15% UF: 65.39% P: 63.12% R: 58.80% F: 60.88%
589
+ 2023-04-13 11:09:17 INFO 0:00:08.683065s elapsed
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+
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+ 2023-04-13 11:09:17 INFO Epoch 88 / 5000:
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+ 2023-04-13 11:09:24 INFO lr: 4.9120e-05 - loss: 0.0023 - UP: 93.29% UR: 93.89% UF: 93.59% P: 93.24% R: 93.84% F: 93.54%
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+ 2023-04-13 11:09:25 INFO dev: loss: nan - UP: 71.10% UR: 48.49% UF: 57.66% P: 66.67% R: 45.47% F: 54.06%
594
+ 2023-04-13 11:09:26 INFO test: loss: 0.1757 - UP: 74.31% UR: 54.75% UF: 63.05% P: 69.85% R: 51.46% F: 59.26%
595
+ 2023-04-13 11:09:26 INFO 0:00:09.059570s elapsed
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+
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+ 2023-04-13 11:09:26 INFO Epoch 89 / 5000:
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+ 2023-04-13 11:09:33 INFO lr: 4.9110e-05 - loss: 0.0045 - UP: 91.72% UR: 88.60% UF: 90.14% P: 91.70% R: 88.58% F: 90.11%
599
+ 2023-04-13 11:09:33 INFO dev: loss: nan - UP: 64.52% UR: 50.87% UF: 56.89% P: 61.09% R: 48.17% F: 53.87%
600
+ 2023-04-13 11:09:34 INFO test: loss: 0.1779 - UP: 70.51% UR: 57.38% UF: 63.27% P: 66.32% R: 53.97% F: 59.51%
601
+ 2023-04-13 11:09:34 INFO 0:00:08.453321s elapsed
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+
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+ 2023-04-13 11:09:34 INFO Epoch 90 / 5000:
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+ 2023-04-13 11:09:41 INFO lr: 4.9100e-05 - loss: 0.0072 - UP: 91.86% UR: 86.81% UF: 89.26% P: 90.96% R: 85.96% F: 88.39%
605
+ 2023-04-13 11:09:42 INFO dev: loss: nan - UP: 63.80% UR: 51.83% UF: 57.19% P: 59.88% R: 48.65% F: 53.68%
606
+ 2023-04-13 11:09:43 INFO test: loss: 0.1709 - UP: 68.09% UR: 59.01% UF: 63.23% P: 61.72% R: 53.49% F: 57.31%
607
+ 2023-04-13 11:09:43 INFO 0:00:08.600354s elapsed
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+
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+ 2023-04-13 11:09:43 INFO Epoch 91 / 5000:
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+ 2023-04-13 11:09:50 INFO lr: 4.9090e-05 - loss: 0.0130 - UP: 92.35% UR: 83.48% UF: 87.69% P: 90.32% R: 81.64% F: 85.76%
611
+ 2023-04-13 11:09:50 INFO dev: loss: nan - UP: 67.28% UR: 52.31% UF: 58.86% P: 62.37% R: 48.49% F: 54.56%
612
+ 2023-04-13 11:09:51 INFO test: loss: 0.1693 - UP: 70.01% UR: 54.60% UF: 61.35% P: 62.27% R: 48.57% F: 54.57%
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+ 2023-04-13 11:09:51 INFO 0:00:08.432159s elapsed
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+
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+ 2023-04-13 11:09:51 INFO Epoch 92 / 5000:
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+ 2023-04-13 11:09:58 INFO lr: 4.9080e-05 - loss: 0.0132 - UP: 89.53% UR: 75.83% UF: 82.11% P: 87.49% R: 74.10% F: 80.24%
617
+ 2023-04-13 11:09:59 INFO dev: loss: nan - UP: 60.96% UR: 58.35% UF: 59.63% P: 56.48% R: 54.05% F: 55.24%
618
+ 2023-04-13 11:10:00 INFO test: loss: 0.1299 - UP: 62.14% UR: 60.19% UF: 61.15% P: 57.65% R: 55.84% F: 56.73%
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+ 2023-04-13 11:10:00 INFO 0:00:08.511546s elapsed
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+ 2023-04-13 11:10:00 INFO Epoch 93 / 5000:
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+ 2023-04-13 11:10:07 INFO lr: 4.9070e-05 - loss: 0.0087 - UP: 91.38% UR: 82.31% UF: 86.61% P: 90.71% R: 81.71% F: 85.98%
623
+ 2023-04-13 11:10:08 INFO dev: loss: nan - UP: 68.39% UR: 54.69% UF: 60.78% P: 63.22% R: 50.56% F: 56.18%
624
+ 2023-04-13 11:10:09 INFO test: loss: 0.1689 - UP: 69.84% UR: 54.39% UF: 61.16% P: 65.78% R: 51.22% F: 57.59%
625
+ 2023-04-13 11:10:09 INFO 0:00:08.753369s elapsed
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+
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+ 2023-04-13 11:10:09 INFO Epoch 94 / 5000:
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+ 2023-04-13 11:10:16 INFO lr: 4.9060e-05 - loss: 0.0030 - UP: 91.97% UR: 86.01% UF: 88.89% P: 91.60% R: 85.66% F: 88.53%
629
+ 2023-04-13 11:10:16 INFO dev: loss: nan - UP: 66.67% UR: 56.28% UF: 61.03% P: 61.39% R: 51.83% F: 56.21%
630
+ 2023-04-13 11:10:17 INFO test: loss: 0.1625 - UP: 68.35% UR: 57.05% UF: 62.19% P: 63.36% R: 52.88% F: 57.65%
631
+ 2023-04-13 11:10:17 INFO 0:00:08.514357s elapsed
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+
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+ 2023-04-13 11:10:17 INFO Epoch 95 / 5000:
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+ 2023-04-13 11:10:24 INFO lr: 4.9050e-05 - loss: 0.0021 - UP: 93.73% UR: 87.66% UF: 90.60% P: 93.59% R: 87.52% F: 90.45%
635
+ 2023-04-13 11:10:25 INFO dev: loss: nan - UP: 66.73% UR: 58.98% UF: 62.62% P: 60.25% R: 53.26% F: 56.54%
636
+ 2023-04-13 11:10:26 INFO test: loss: 0.1696 - UP: 68.50% UR: 58.89% UF: 63.33% P: 63.59% R: 54.66% F: 58.79%
637
+ 2023-04-13 11:10:26 INFO 0:00:08.937832s elapsed
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+ 2023-04-13 11:10:26 INFO Epoch 96 / 5000:
640
+ 2023-04-13 11:10:33 INFO lr: 4.9040e-05 - loss: 0.0053 - UP: 89.82% UR: 81.92% UF: 85.69% P: 89.54% R: 81.66% F: 85.42%
641
+ 2023-04-13 11:10:34 INFO dev: loss: nan - UP: 67.11% UR: 55.80% UF: 60.94% P: 60.04% R: 49.92% F: 54.51%
642
+ 2023-04-13 11:10:35 INFO test: loss: 0.1699 - UP: 66.14% UR: 59.73% UF: 62.78% P: 61.00% R: 55.09% F: 57.89%
643
+ 2023-04-13 11:10:35 INFO 0:00:08.422072s elapsed
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+
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+ 2023-04-13 11:10:35 INFO Epoch 97 / 5000:
646
+ 2023-04-13 11:10:42 INFO lr: 4.9030e-05 - loss: 0.0134 - UP: 91.16% UR: 81.96% UF: 86.32% P: 90.85% R: 81.69% F: 86.03%
647
+ 2023-04-13 11:10:42 INFO dev: loss: nan - UP: 67.84% UR: 55.33% UF: 60.95% P: 61.60% R: 50.24% F: 55.34%
648
+ 2023-04-13 11:10:43 INFO test: loss: 0.1520 - UP: 70.26% UR: 53.70% UF: 60.87% P: 65.76% R: 50.26% F: 56.97%
649
+ 2023-04-13 11:10:43 INFO 0:00:08.659786s elapsed
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+
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+ 2023-04-13 11:10:43 INFO Epoch 98 / 5000:
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+ 2023-04-13 11:10:50 INFO lr: 4.9020e-05 - loss: 0.0103 - UP: 91.41% UR: 82.90% UF: 86.95% P: 91.28% R: 82.79% F: 86.83%
653
+ 2023-04-13 11:10:51 INFO dev: loss: nan - UP: 69.08% UR: 51.51% UF: 59.02% P: 64.82% R: 48.33% F: 55.37%
654
+ 2023-04-13 11:10:52 INFO test: loss: 0.1500 - UP: 69.63% UR: 55.72% UF: 61.90% P: 65.18% R: 52.16% F: 57.95%
655
+ 2023-04-13 11:10:52 INFO 0:00:08.513326s elapsed
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+ 2023-04-13 11:10:52 INFO Epoch 99 / 5000:
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+ 2023-04-13 11:10:59 INFO lr: 4.9010e-05 - loss: 0.0018 - UP: 90.75% UR: 85.41% UF: 88.00% P: 90.60% R: 85.27% F: 87.86%
659
+ 2023-04-13 11:10:59 INFO dev: loss: nan - UP: 60.33% UR: 64.55% UF: 62.37% P: 52.01% R: 55.64% F: 53.76%
660
+ 2023-04-13 11:11:00 INFO test: loss: 0.1368 - UP: 62.71% UR: 61.82% UF: 62.26% P: 57.47% R: 56.66% F: 57.06%
661
+ 2023-04-13 11:11:00 INFO 0:00:08.693361s elapsed
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+
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+ 2023-04-13 11:11:00 INFO Epoch 100 / 5000:
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+ 2023-04-13 11:11:07 INFO lr: 4.9000e-05 - loss: 0.0160 - UP: 92.51% UR: 84.31% UF: 88.22% P: 92.46% R: 84.26% F: 88.17%
665
+ 2023-04-13 11:11:08 INFO dev: loss: nan - UP: 64.97% UR: 60.73% UF: 62.78% P: 58.33% R: 54.53% F: 56.37%
666
+ 2023-04-13 11:11:09 INFO test: loss: 0.1637 - UP: 65.77% UR: 59.92% UF: 62.71% P: 61.23% R: 55.78% F: 58.38%
667
+ 2023-04-13 11:11:09 INFO 0:00:08.757011s elapsed
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+
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+ 2023-04-13 11:11:09 INFO Epoch 101 / 5000:
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+ 2023-04-13 11:11:16 INFO lr: 4.8990e-05 - loss: 0.0012 - UP: 93.57% UR: 90.33% UF: 91.92% P: 93.53% R: 90.28% F: 91.87%
671
+ 2023-04-13 11:11:17 INFO dev: loss: nan - UP: 63.30% UR: 57.87% UF: 60.47% P: 55.83% R: 51.03% F: 53.32%
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+ 2023-04-13 11:11:18 INFO test: loss: 0.1605 - UP: 65.88% UR: 62.24% UF: 64.01% P: 61.18% R: 57.80% F: 59.44%
673
+ 2023-04-13 11:11:18 INFO 0:00:08.591884s elapsed
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+ 2023-04-13 11:11:18 INFO Epoch 102 / 5000:
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+ 2023-04-13 11:11:25 INFO lr: 4.8980e-05 - loss: 0.0023 - UP: 93.92% UR: 91.59% UF: 92.74% P: 93.80% R: 91.48% F: 92.62%
677
+ 2023-04-13 11:11:26 INFO dev: loss: nan - UP: 67.96% UR: 58.35% UF: 62.79% P: 61.11% R: 52.46% F: 56.46%
678
+ 2023-04-13 11:11:27 INFO test: loss: 0.1597 - UP: 68.52% UR: 60.97% UF: 64.53% P: 63.47% R: 56.47% F: 59.77%
679
+ 2023-04-13 11:11:27 INFO 0:00:09.006568s elapsed
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+
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+ 2023-04-13 11:11:27 INFO Epoch 103 / 5000:
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+ 2023-04-13 11:11:34 INFO lr: 4.8970e-05 - loss: nan - UP: 94.44% UR: 92.46% UF: 93.44% P: 94.30% R: 92.33% F: 93.30%
683
+ 2023-04-13 11:11:34 INFO dev: loss: nan - UP: 71.19% UR: 54.21% UF: 61.55% P: 63.88% R: 48.65% F: 55.23%
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+ 2023-04-13 11:11:35 INFO test: loss: 0.1701 - UP: 70.61% UR: 57.50% UF: 63.38% P: 65.86% R: 53.64% F: 59.12%
685
+ 2023-04-13 11:11:35 INFO 0:00:08.489384s elapsed
686
+
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+ 2023-04-13 11:11:35 INFO Epoch 104 / 5000:
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+ 2023-04-13 11:11:42 INFO lr: 4.8960e-05 - loss: 0.0010 - UP: 94.17% UR: 89.13% UF: 91.58% P: 94.05% R: 89.02% F: 91.46%
689
+ 2023-04-13 11:11:43 INFO dev: loss: nan - UP: 65.62% UR: 63.12% UF: 64.34% P: 59.34% R: 57.07% F: 58.18%
690
+ 2023-04-13 11:11:44 INFO test: loss: 0.1581 - UP: 65.78% UR: 64.35% UF: 65.06% P: 61.65% R: 60.31% F: 60.97%
691
+ 2023-04-13 11:11:44 INFO 0:00:08.642302s elapsed
692
+
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+ 2023-04-13 11:12:41 INFO Epoch 74 saved
694
+ 2023-04-13 11:12:41 INFO dev: UP: 68.90% UR: 58.82% UF: 63.46% P: 65.18% R: 55.64% F: 60.03%
695
+ 2023-04-13 11:12:41 INFO test: UP: 68.58% UR: 61.21% UF: 64.69% P: 64.15% R: 57.26% F: 60.51%
696
+ 2023-04-13 11:12:41 INFO 0:15:59.506464s elapsed, 0:00:09.226024s/epoch
models/opener_en/byLength_desc20/model_vi_opener_en_mbert_6 ADDED
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1
+ 2023-04-13 12:08:35 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
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+ 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
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+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | bert-base-multilingual-cased
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-13 12:08:36 INFO Building the fields
39
+ 2023-04-13 12:08:41 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-13 12:08:41 INFO Building the model
44
+ 2023-04-13 12:09:18 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)
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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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+ 2023-04-13 12:09:18 INFO Loading the data
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+ 2023-04-13 12:09:19 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=25, n_buckets=25)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-13 12:09:26 INFO Epoch 1 / 5000:
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+ 2023-04-13 12:09:37 INFO lr: 4.9990e-05 - loss: 0.1203 - UP: 1.02% UR: 2.80% UF: 1.50% P: 0.30% R: 0.83% F: 0.44%
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+ 2023-04-13 12:09:37 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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+ 2023-04-13 12:09:38 INFO test: loss: 0.1486 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-13 12:09:38 INFO 0:00:12.786450s elapsed
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+ 2023-04-13 12:09:44 INFO lr: 4.9980e-05 - loss: 0.0750 - UP: 14.00% UR: 1.47% UF: 2.66% P: 9.19% R: 0.97% F: 1.75%
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+ 2023-04-13 12:09:45 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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+ 2023-04-13 12:09:46 INFO test: loss: 0.1339 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-13 12:09:46 INFO 0:00:07.176963s elapsed
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+ 2023-04-13 12:09:46 INFO Epoch 3 / 5000:
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+ 2023-04-13 12:09:51 INFO lr: 4.9970e-05 - loss: 0.0912 - UP: 18.69% UR: 2.76% UF: 4.81% P: 15.58% R: 2.30% F: 4.00%
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+ 2023-04-13 12:09:52 INFO dev: loss: nan - UP: 100.00% UR: 0.79% UF: 1.58% P: 100.00% R: 0.79% F: 1.58%
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+ 2023-04-13 12:09:53 INFO test: loss: 0.1309 - UP: 96.61% UR: 1.72% UF: 3.38% P: 91.53% R: 1.63% F: 3.20%
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+ 2023-04-13 12:10:04 INFO 0:00:07.549343s elapsed (saved)
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+ 2023-04-13 12:10:10 INFO lr: 4.9960e-05 - loss: nan - UP: 29.41% UR: 3.10% UF: 5.61% P: 28.32% R: 2.99% F: 5.40%
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+ 2023-04-13 12:10:10 INFO dev: loss: nan - UP: 96.00% UR: 3.82% UF: 7.34% P: 96.00% R: 3.82% F: 7.34%
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+ 2023-04-13 12:10:12 INFO test: loss: 0.1472 - UP: 96.39% UR: 2.41% UF: 4.71% P: 93.98% R: 2.35% F: 4.59%
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+ 2023-04-13 12:10:23 INFO 0:00:07.553994s elapsed (saved)
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+
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+ 2023-04-13 12:10:23 INFO Epoch 5 / 5000:
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+ 2023-04-13 12:10:29 INFO lr: 4.9950e-05 - loss: 0.0375 - UP: 30.68% UR: 5.15% UF: 8.82% P: 29.59% R: 4.96% F: 8.50%
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+ 2023-04-13 12:10:29 INFO dev: loss: nan - UP: 77.27% UR: 2.70% UF: 5.22% P: 72.73% R: 2.54% F: 4.92%
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+ 2023-04-13 12:10:30 INFO test: loss: 0.1392 - UP: 83.22% UR: 3.74% UF: 7.16% P: 69.13% R: 3.11% F: 5.95%
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+ 2023-04-13 12:10:30 INFO 0:00:07.482971s elapsed
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+
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+ 2023-04-13 12:10:30 INFO Epoch 6 / 5000:
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+ 2023-04-13 12:10:37 INFO lr: 4.9940e-05 - loss: 0.0671 - UP: 29.86% UR: 5.40% UF: 9.15% P: 28.46% R: 5.15% F: 8.72%
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+ 2023-04-13 12:10:38 INFO dev: loss: nan - UP: 64.58% UR: 9.86% UF: 17.10% P: 61.46% R: 9.38% F: 16.28%
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+ 2023-04-13 12:10:39 INFO test: loss: 0.1168 - UP: 68.70% UR: 14.25% UF: 23.60% P: 63.61% R: 13.19% F: 21.85%
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+ 2023-04-13 12:10:51 INFO 0:00:09.029609s elapsed (saved)
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+ 2023-04-13 12:10:57 INFO lr: 4.9930e-05 - loss: 0.0347 - UP: 42.02% UR: 10.04% UF: 16.21% P: 41.06% R: 9.81% F: 15.84%
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+ 2023-04-13 12:10:57 INFO dev: loss: nan - UP: 74.68% UR: 9.38% UF: 16.67% P: 65.82% R: 8.27% F: 14.69%
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+ 2023-04-13 12:10:58 INFO test: loss: 0.1404 - UP: 74.15% UR: 13.16% UF: 22.35% P: 68.54% R: 12.16% F: 20.66%
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+ 2023-04-13 12:10:58 INFO 0:00:07.931692s elapsed
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+
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+ 2023-04-13 12:10:58 INFO Epoch 8 / 5000:
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+ 2023-04-13 12:11:05 INFO lr: 4.9920e-05 - loss: 0.0589 - UP: 51.45% UR: 8.55% UF: 14.66% P: 50.48% R: 8.39% F: 14.38%
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+ 2023-04-13 12:11:05 INFO dev: loss: nan - UP: 92.59% UR: 3.97% UF: 7.62% P: 88.89% R: 3.82% F: 7.32%
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+ 2023-04-13 12:11:07 INFO test: loss: 0.1258 - UP: 92.78% UR: 5.04% UF: 9.56% P: 86.11% R: 4.68% F: 8.87%
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+ 2023-04-13 12:11:07 INFO 0:00:08.134081s elapsed
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+
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+ 2023-04-13 12:11:07 INFO Epoch 9 / 5000:
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+ 2023-04-13 12:11:13 INFO lr: 4.9910e-05 - loss: nan - UP: 55.70% UR: 13.14% UF: 21.27% P: 54.92% R: 12.96% F: 20.97%
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+ 2023-04-13 12:11:14 INFO dev: loss: nan - UP: 71.08% UR: 9.38% UF: 16.57% P: 69.88% R: 9.22% F: 16.29%
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+ 2023-04-13 12:11:15 INFO test: loss: 0.1284 - UP: 83.30% UR: 12.04% UF: 21.04% P: 77.24% R: 11.17% F: 19.51%
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+ 2023-04-13 12:11:26 INFO 0:00:08.446732s elapsed (saved)
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+
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+ 2023-04-13 12:11:26 INFO Epoch 10 / 5000:
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+ 2023-04-13 12:11:32 INFO lr: 4.9900e-05 - loss: 0.0468 - UP: 61.97% UR: 14.57% UF: 23.59% P: 61.58% R: 14.48% F: 23.44%
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+ 2023-04-13 12:11:33 INFO dev: loss: nan - UP: 70.59% UR: 13.35% UF: 22.46% P: 63.87% R: 12.08% F: 20.32%
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+ 2023-04-13 12:11:34 INFO test: loss: 0.1135 - UP: 72.85% UR: 18.62% UF: 29.66% P: 67.65% R: 17.30% F: 27.55%
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+ 2023-04-13 12:11:45 INFO 0:00:07.633043s elapsed (saved)
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+
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+ 2023-04-13 12:11:51 INFO lr: 4.9890e-05 - loss: 0.0175 - UP: 64.01% UR: 19.00% UF: 29.31% P: 63.93% R: 18.98% F: 29.27%
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+ 2023-04-13 12:11:51 INFO dev: loss: nan - UP: 76.92% UR: 12.72% UF: 21.83% P: 74.04% R: 12.24% F: 21.01%
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+ 2023-04-13 12:11:52 INFO test: loss: 0.1185 - UP: 78.56% UR: 18.80% UF: 30.35% P: 74.02% R: 17.72% F: 28.59%
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+ 2023-04-13 12:12:04 INFO 0:00:07.371891s elapsed (saved)
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+
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+ 2023-04-13 12:12:04 INFO Epoch 12 / 5000:
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+ 2023-04-13 12:12:10 INFO lr: 4.9880e-05 - loss: 0.0295 - UP: 65.61% UR: 21.00% UF: 31.82% P: 65.47% R: 20.96% F: 31.75%
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+ 2023-04-13 12:12:11 INFO dev: loss: nan - UP: 71.03% UR: 16.38% UF: 26.61% P: 67.59% R: 15.58% F: 25.32%
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+ 2023-04-13 12:12:12 INFO test: loss: 0.1187 - UP: 73.33% UR: 21.49% UF: 33.24% P: 68.38% R: 20.04% F: 31.00%
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+ 2023-04-13 12:12:24 INFO 0:00:07.547583s elapsed (saved)
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+ 2023-04-13 12:12:24 INFO Epoch 13 / 5000:
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+ 2023-04-13 12:12:30 INFO lr: 4.9870e-05 - loss: 0.0170 - UP: 66.15% UR: 23.71% UF: 34.91% P: 65.71% R: 23.55% F: 34.68%
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+ 2023-04-13 12:12:30 INFO dev: loss: nan - UP: 69.54% UR: 16.69% UF: 26.92% P: 65.56% R: 15.74% F: 25.38%
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+ 2023-04-13 12:12:32 INFO test: loss: 0.1224 - UP: 71.27% UR: 23.66% UF: 35.53% P: 65.91% R: 21.88% F: 32.86%
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+ 2023-04-13 12:12:42 INFO 0:00:07.885515s elapsed (saved)
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+
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+ 2023-04-13 12:12:42 INFO Epoch 14 / 5000:
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+ 2023-04-13 12:12:48 INFO lr: 4.9860e-05 - loss: 0.0312 - UP: 65.98% UR: 25.09% UF: 36.36% P: 64.89% R: 24.68% F: 35.76%
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+ 2023-04-13 12:12:49 INFO dev: loss: nan - UP: 66.46% UR: 17.33% UF: 27.49% P: 60.98% R: 15.90% F: 25.22%
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+ 2023-04-13 12:12:50 INFO test: loss: 0.1301 - UP: 76.40% UR: 26.29% UF: 39.12% P: 72.54% R: 24.96% F: 37.14%
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+ 2023-04-13 12:12:50 INFO 0:00:07.791450s elapsed
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+
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+ 2023-04-13 12:12:50 INFO Epoch 15 / 5000:
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+ 2023-04-13 12:12:56 INFO lr: 4.9850e-05 - loss: 0.0237 - UP: 73.20% UR: 30.45% UF: 43.01% P: 72.87% R: 30.31% F: 42.81%
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+ 2023-04-13 12:12:57 INFO dev: loss: nan - UP: 75.69% UR: 21.78% UF: 33.83% P: 70.17% R: 20.19% F: 31.36%
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+ 2023-04-13 12:12:58 INFO test: loss: 0.1188 - UP: 72.62% UR: 29.70% UF: 42.16% P: 67.16% R: 27.47% F: 38.99%
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+ 2023-04-13 12:13:10 INFO 0:00:07.918038s elapsed (saved)
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+
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+ 2023-04-13 12:13:10 INFO Epoch 16 / 5000:
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+ 2023-04-13 12:13:16 INFO lr: 4.9840e-05 - loss: 0.0338 - UP: 69.84% UR: 28.47% UF: 40.45% P: 69.62% R: 28.38% F: 40.32%
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+ 2023-04-13 12:13:17 INFO dev: loss: nan - UP: 73.10% UR: 22.89% UF: 34.87% P: 67.51% R: 21.14% F: 32.20%
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+ 2023-04-13 12:13:18 INFO test: loss: 0.1202 - UP: 71.00% UR: 32.15% UF: 44.26% P: 66.00% R: 29.88% F: 41.14%
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+ 2023-04-13 12:13:29 INFO 0:00:07.752831s elapsed (saved)
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+
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+ 2023-04-13 12:13:29 INFO Epoch 17 / 5000:
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+ 2023-04-13 12:13:35 INFO lr: 4.9830e-05 - loss: 0.0508 - UP: 67.23% UR: 34.03% UF: 45.19% P: 67.04% R: 33.94% F: 45.06%
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+ 2023-04-13 12:13:35 INFO dev: loss: nan - UP: 73.68% UR: 13.35% UF: 22.61% P: 71.05% R: 12.88% F: 21.80%
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+ 2023-04-13 12:13:37 INFO test: loss: 0.1734 - UP: 80.89% UR: 20.31% UF: 32.47% P: 77.76% R: 19.53% F: 31.22%
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+ 2023-04-13 12:13:37 INFO 0:00:07.519112s elapsed
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+
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+ 2023-04-13 12:13:37 INFO Epoch 18 / 5000:
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+ 2023-04-13 12:13:43 INFO lr: 4.9820e-05 - loss: 0.0248 - UP: 66.12% UR: 33.13% UF: 44.15% P: 64.47% R: 32.31% F: 43.04%
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+ 2023-04-13 12:13:44 INFO dev: loss: nan - UP: 64.43% UR: 25.91% UF: 36.96% P: 56.92% R: 22.89% F: 32.65%
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+ 2023-04-13 12:13:45 INFO test: loss: 0.1312 - UP: 63.29% UR: 32.27% UF: 42.74% P: 56.60% R: 28.86% F: 38.22%
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+ 2023-04-13 12:13:57 INFO 0:00:08.731263s elapsed (saved)
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+
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+ 2023-04-13 12:13:57 INFO Epoch 19 / 5000:
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+ 2023-04-13 12:14:03 INFO lr: 4.9810e-05 - loss: nan - UP: 67.21% UR: 30.47% UF: 41.93% P: 66.65% R: 30.22% F: 41.58%
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+ 2023-04-13 12:14:04 INFO dev: loss: nan - UP: 57.98% UR: 21.94% UF: 31.83% P: 40.76% R: 15.42% F: 22.38%
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+ 2023-04-13 12:14:05 INFO test: loss: 0.2175 - UP: 65.65% UR: 29.37% UF: 40.58% P: 49.12% R: 21.97% F: 30.36%
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+ 2023-04-13 12:14:05 INFO 0:00:08.318120s elapsed
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+ 2023-04-13 12:14:05 INFO Epoch 20 / 5000:
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+ 2023-04-13 12:14:12 INFO lr: 4.9800e-05 - loss: 0.0178 - UP: 66.87% UR: 29.96% UF: 41.38% P: 63.85% R: 28.61% F: 39.51%
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+ 2023-04-13 12:14:12 INFO dev: loss: nan - UP: 58.27% UR: 23.53% UF: 33.52% P: 55.91% R: 22.58% F: 32.16%
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+ 2023-04-13 12:14:14 INFO test: loss: 0.1306 - UP: 66.38% UR: 36.95% UF: 47.47% P: 61.17% R: 34.05% F: 43.75%
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+ 2023-04-13 12:14:14 INFO 0:00:08.300120s elapsed
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+ 2023-04-13 12:14:14 INFO Epoch 21 / 5000:
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+ 2023-04-13 12:14:21 INFO lr: 4.9790e-05 - loss: 0.0241 - UP: 75.49% UR: 38.42% UF: 50.92% P: 74.27% R: 37.80% F: 50.10%
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+ 2023-04-13 12:14:22 INFO dev: loss: nan - UP: 63.51% UR: 28.78% UF: 39.61% P: 61.40% R: 27.82% F: 38.29%
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+ 2023-04-13 12:14:23 INFO test: loss: 0.1203 - UP: 65.57% UR: 36.67% UF: 47.04% P: 61.41% R: 34.35% F: 44.06%
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+ 2023-04-13 12:14:34 INFO 0:00:09.041674s elapsed (saved)
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+ 2023-04-13 12:14:40 INFO lr: 4.9780e-05 - loss: 0.0103 - UP: 77.11% UR: 45.13% UF: 56.94% P: 76.84% R: 44.97% F: 56.73%
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+ 2023-04-13 12:14:41 INFO dev: loss: nan - UP: 59.23% UR: 36.72% UF: 45.34% P: 55.64% R: 34.50% F: 42.59%
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+ 2023-04-13 12:14:42 INFO test: loss: 0.1279 - UP: 63.99% UR: 43.01% UF: 51.44% P: 58.64% R: 39.42% F: 47.15%
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+ 2023-04-13 12:14:53 INFO 0:00:07.223201s elapsed (saved)
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+ 2023-04-13 12:14:53 INFO Epoch 23 / 5000:
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+ 2023-04-13 12:14:59 INFO lr: 4.9770e-05 - loss: 0.0180 - UP: 77.39% UR: 48.83% UF: 59.88% P: 77.17% R: 48.69% F: 59.71%
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+ 2023-04-13 12:14:59 INFO dev: loss: nan - UP: 70.00% UR: 24.48% UF: 36.28% P: 65.91% R: 23.05% F: 34.16%
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+ 2023-04-13 12:15:00 INFO test: loss: 0.1173 - UP: 73.32% UR: 32.27% UF: 44.81% P: 66.74% R: 29.37% F: 40.79%
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+ 2023-04-13 12:15:00 INFO 0:00:07.278881s elapsed
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+
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+ 2023-04-13 12:15:00 INFO Epoch 24 / 5000:
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+ 2023-04-13 12:15:07 INFO lr: 4.9760e-05 - loss: 0.0185 - UP: 81.19% UR: 54.14% UF: 64.96% P: 80.91% R: 53.95% F: 64.74%
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+ 2023-04-13 12:15:08 INFO dev: loss: nan - UP: 65.85% UR: 25.76% UF: 37.03% P: 61.79% R: 24.17% F: 34.74%
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+ 2023-04-13 12:15:09 INFO test: loss: 0.1312 - UP: 71.62% UR: 33.75% UF: 45.88% P: 66.24% R: 31.21% F: 42.43%
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+ 2023-04-13 12:15:09 INFO 0:00:08.976423s elapsed
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+ 2023-04-13 12:15:16 INFO lr: 4.9750e-05 - loss: 0.0129 - UP: 82.37% UR: 55.08% UF: 66.01% P: 82.37% R: 55.08% F: 66.01%
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+ 2023-04-13 12:15:17 INFO dev: loss: nan - UP: 64.74% UR: 35.61% UF: 45.95% P: 58.38% R: 32.11% F: 41.44%
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+ 2023-04-13 12:15:18 INFO test: loss: 0.1266 - UP: 64.72% UR: 46.51% UF: 54.13% P: 59.05% R: 42.44% F: 49.39%
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+ 2023-04-13 12:15:18 INFO 0:00:09.060550s elapsed
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+ 2023-04-13 12:15:26 INFO lr: 4.9740e-05 - loss: 0.0092 - UP: 83.89% UR: 59.58% UF: 69.68% P: 83.86% R: 59.56% F: 69.65%
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+ 2023-04-13 12:15:26 INFO dev: loss: nan - UP: 69.29% UR: 26.55% UF: 38.39% P: 63.49% R: 24.32% F: 35.17%
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+ 2023-04-13 12:15:27 INFO test: loss: 0.1343 - UP: 69.84% UR: 35.44% UF: 47.02% P: 64.01% R: 32.48% F: 43.09%
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+ 2023-04-13 12:15:27 INFO 0:00:08.606875s elapsed
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+ 2023-04-13 12:15:33 INFO lr: 4.9730e-05 - loss: nan - UP: 81.80% UR: 60.32% UF: 69.44% P: 81.71% R: 60.25% F: 69.36%
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+ 2023-04-13 12:15:33 INFO dev: loss: nan - UP: 68.86% UR: 29.89% UF: 41.69% P: 65.20% R: 28.30% F: 39.47%
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+ 2023-04-13 12:15:34 INFO test: loss: 0.1396 - UP: 69.82% UR: 40.30% UF: 51.10% P: 64.96% R: 37.49% F: 47.54%
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+ 2023-04-13 12:15:40 INFO lr: 4.9720e-05 - loss: 0.0068 - UP: 84.02% UR: 62.82% UF: 71.89% P: 83.90% R: 62.73% F: 71.79%
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+ 2023-04-13 12:15:41 INFO dev: loss: nan - UP: 66.67% UR: 33.70% UF: 44.77% P: 61.01% R: 30.84% F: 40.97%
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+ 2023-04-13 12:15:42 INFO test: loss: 0.1311 - UP: 69.23% UR: 43.25% UF: 53.24% P: 63.86% R: 39.90% F: 49.12%
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+ 2023-04-13 12:15:42 INFO 0:00:07.377432s elapsed
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+ 2023-04-13 12:15:47 INFO lr: 4.9710e-05 - loss: 0.0061 - UP: 83.97% UR: 66.20% UF: 74.03% P: 83.94% R: 66.18% F: 74.01%
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+ 2023-04-13 12:15:48 INFO dev: loss: nan - UP: 68.05% UR: 33.86% UF: 45.22% P: 64.54% R: 32.11% F: 42.89%
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+ 2023-04-13 12:15:49 INFO test: loss: 0.1329 - UP: 68.66% UR: 43.37% UF: 53.16% P: 63.45% R: 40.08% F: 49.13%
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+ 2023-04-13 12:16:01 INFO 0:00:07.197874s elapsed (saved)
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+ 2023-04-13 12:16:07 INFO lr: 4.9700e-05 - loss: 0.0097 - UP: 84.93% UR: 63.21% UF: 72.48% P: 84.69% R: 63.03% F: 72.27%
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+ 2023-04-13 12:16:07 INFO dev: loss: nan - UP: 67.29% UR: 34.34% UF: 45.47% P: 61.68% R: 31.48% F: 41.68%
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+ 2023-04-13 12:16:08 INFO test: loss: 0.1437 - UP: 66.08% UR: 39.69% UF: 49.59% P: 60.50% R: 36.34% F: 45.41%
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+ 2023-04-13 12:17:03 INFO test: loss: 0.1454 - UP: 69.32% UR: 43.86% UF: 53.73% P: 62.93% R: 39.81% F: 48.77%
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+ 2023-04-13 12:17:17 INFO lr: 4.9630e-05 - loss: 0.0059 - UP: 87.98% UR: 74.17% UF: 80.49% P: 87.27% R: 73.58% F: 79.84%
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+ 2023-04-13 12:17:18 INFO dev: loss: nan - UP: 72.89% UR: 38.47% UF: 50.36% P: 66.87% R: 35.29% F: 46.20%
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+ 2023-04-13 12:17:25 INFO lr: 4.9620e-05 - loss: 0.0075 - UP: 89.12% UR: 76.82% UF: 82.51% P: 89.02% R: 76.72% F: 82.41%
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+ 2023-04-13 12:17:25 INFO dev: loss: nan - UP: 70.83% UR: 40.54% UF: 51.57% P: 67.78% R: 38.79% F: 49.34%
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+ 2023-04-13 12:17:26 INFO test: loss: 0.1618 - UP: 68.05% UR: 45.06% UF: 54.22% P: 62.76% R: 41.56% F: 50.01%
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+ 2023-04-13 12:17:38 INFO 0:00:07.380965s elapsed (saved)
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+ 2023-04-13 12:17:45 INFO dev: loss: nan - UP: 69.97% UR: 41.49% UF: 52.10% P: 65.15% R: 38.63% F: 48.50%
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+ 2023-04-13 12:17:52 INFO dev: loss: nan - UP: 69.15% UR: 41.34% UF: 51.74% P: 62.77% R: 37.52% F: 46.97%
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+ 2023-04-13 12:17:53 INFO test: loss: 0.1557 - UP: 65.13% UR: 48.60% UF: 55.66% P: 59.63% R: 44.49% F: 50.96%
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+ 2023-04-13 12:18:00 INFO lr: 4.9590e-05 - loss: 0.0017 - UP: 90.71% UR: 82.74% UF: 86.54% P: 90.71% R: 82.74% F: 86.54%
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+ 2023-04-13 12:18:01 INFO dev: loss: nan - UP: 69.66% UR: 41.97% UF: 52.38% P: 65.17% R: 39.27% F: 49.01%
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+ 2023-04-13 12:18:02 INFO test: loss: 0.1549 - UP: 67.80% UR: 48.75% UF: 56.72% P: 61.50% R: 44.22% F: 51.45%
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+ 2023-04-13 12:18:08 INFO lr: 4.9580e-05 - loss: 0.0060 - UP: 91.79% UR: 85.34% UF: 88.45% P: 91.77% R: 85.32% F: 88.43%
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+ 2023-04-13 12:18:08 INFO dev: loss: nan - UP: 72.11% UR: 40.70% UF: 52.03% P: 67.04% R: 37.84% F: 48.37%
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+ 2023-04-13 12:18:10 INFO test: loss: 0.1602 - UP: 71.46% UR: 46.39% UF: 56.26% P: 65.92% R: 42.80% F: 51.90%
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+ 2023-04-13 12:18:10 INFO 0:00:07.720109s elapsed
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+ 2023-04-13 12:18:16 INFO lr: 4.9570e-05 - loss: 0.0054 - UP: 93.67% UR: 86.99% UF: 90.21% P: 93.67% R: 86.99% F: 90.21%
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+ 2023-04-13 12:18:17 INFO dev: loss: nan - UP: 68.64% UR: 42.45% UF: 52.46% P: 63.75% R: 39.43% F: 48.72%
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+ 2023-04-13 12:18:18 INFO test: loss: 0.1608 - UP: 68.77% UR: 50.26% UF: 58.07% P: 63.16% R: 46.15% F: 53.33%
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+ 2023-04-13 12:18:23 INFO lr: 4.9560e-05 - loss: 0.0017 - UP: 93.51% UR: 87.34% UF: 90.32% P: 93.51% R: 87.34% F: 90.32%
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+ 2023-04-13 12:18:24 INFO dev: loss: nan - UP: 69.44% UR: 41.18% UF: 51.70% P: 65.68% R: 38.95% F: 48.90%
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+ 2023-04-13 12:18:25 INFO test: loss: 0.1622 - UP: 69.25% UR: 49.14% UF: 57.49% P: 64.10% R: 45.49% F: 53.21%
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+ 2023-04-13 12:18:25 INFO 0:00:07.257319s elapsed
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+ 2023-04-13 12:18:31 INFO lr: 4.9550e-05 - loss: 0.0010 - UP: 93.93% UR: 88.53% UF: 91.15% P: 93.93% R: 88.53% F: 91.15%
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+ 2023-04-13 12:18:31 INFO dev: loss: nan - UP: 71.55% UR: 41.18% UF: 52.27% P: 66.02% R: 38.00% F: 48.23%
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+ 2023-04-13 12:18:32 INFO test: loss: 0.1560 - UP: 70.91% UR: 47.24% UF: 56.70% P: 65.52% R: 43.65% F: 52.39%
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+ 2023-04-13 12:18:32 INFO 0:00:07.622892s elapsed
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+ 2023-04-13 12:18:38 INFO lr: 4.9540e-05 - loss: 0.0035 - UP: 94.96% UR: 90.05% UF: 92.44% P: 94.96% R: 90.05% F: 92.44%
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+ 2023-04-13 12:18:39 INFO dev: loss: nan - UP: 72.41% UR: 40.06% UF: 51.59% P: 67.82% R: 37.52% F: 48.31%
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+ 2023-04-13 12:18:40 INFO test: loss: 0.1629 - UP: 72.52% UR: 46.91% UF: 56.96% P: 67.10% R: 43.40% F: 52.71%
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+ 2023-04-13 12:18:40 INFO 0:00:07.349763s elapsed
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+ 2023-04-13 12:18:46 INFO lr: 4.9530e-05 - loss: 0.0027 - UP: 94.84% UR: 87.91% UF: 91.25% P: 94.84% R: 87.91% F: 91.25%
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+ 2023-04-13 12:18:47 INFO dev: loss: nan - UP: 67.45% UR: 41.18% UF: 51.14% P: 63.02% R: 38.47% F: 47.78%
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+ 2023-04-13 12:18:48 INFO test: loss: 0.1668 - UP: 68.91% UR: 50.38% UF: 58.20% P: 63.09% R: 46.12% F: 53.29%
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+ 2023-04-13 12:18:48 INFO 0:00:07.702262s elapsed
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+ 2023-04-13 12:18:53 INFO lr: 4.9520e-05 - loss: 0.0020 - UP: 93.64% UR: 89.04% UF: 91.28% P: 93.64% R: 89.04% F: 91.28%
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+ 2023-04-13 12:18:54 INFO dev: loss: nan - UP: 73.85% UR: 40.86% UF: 52.61% P: 69.25% R: 38.31% F: 49.33%
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+ 2023-04-13 12:18:55 INFO test: loss: 0.1618 - UP: 71.14% UR: 46.51% UF: 56.25% P: 64.68% R: 42.29% F: 51.14%
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+ 2023-04-13 12:18:55 INFO 0:00:07.235887s elapsed
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+ 2023-04-13 12:19:01 INFO lr: 4.9510e-05 - loss: 0.0040 - UP: 94.19% UR: 86.83% UF: 90.36% P: 94.12% R: 86.76% F: 90.29%
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+ 2023-04-13 12:19:02 INFO dev: loss: nan - UP: 73.46% UR: 37.84% UF: 49.95% P: 69.75% R: 35.93% F: 47.43%
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+ 2023-04-13 12:19:03 INFO test: loss: 0.1614 - UP: 71.73% UR: 44.34% UF: 54.80% P: 66.06% R: 40.84% F: 50.48%
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+ 2023-04-13 12:19:03 INFO 0:00:07.749522s elapsed
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+ 2023-04-13 12:19:08 INFO lr: 4.9500e-05 - loss: 0.0035 - UP: 94.91% UR: 90.92% UF: 92.88% P: 94.91% R: 90.92% F: 92.88%
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+ 2023-04-13 12:19:09 INFO dev: loss: nan - UP: 70.73% UR: 41.49% UF: 52.30% P: 66.40% R: 38.95% F: 49.10%
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+ 2023-04-13 12:19:10 INFO test: loss: 0.1697 - UP: 69.46% UR: 47.24% UF: 56.23% P: 63.56% R: 43.22% F: 51.46%
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+ 2023-04-13 12:19:10 INFO 0:00:07.263812s elapsed
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+ 2023-04-13 12:19:16 INFO lr: 4.9490e-05 - loss: 0.0043 - UP: 95.13% UR: 90.60% UF: 92.81% P: 95.01% R: 90.49% F: 92.69%
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+ 2023-04-13 12:19:16 INFO dev: loss: nan - UP: 78.00% UR: 37.20% UF: 50.38% P: 73.67% R: 35.14% F: 47.58%
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+ 2023-04-13 12:19:17 INFO test: loss: 0.1680 - UP: 74.68% UR: 43.80% UF: 55.21% P: 69.02% R: 40.48% F: 51.03%
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+ 2023-04-13 12:19:17 INFO 0:00:07.721016s elapsed
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+ 2023-04-13 12:19:23 INFO lr: 4.9480e-05 - loss: 0.0027 - UP: 93.87% UR: 85.11% UF: 89.27% P: 93.82% R: 85.06% F: 89.23%
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+ 2023-04-13 12:19:24 INFO dev: loss: nan - UP: 71.39% UR: 43.24% UF: 53.86% P: 66.14% R: 40.06% F: 49.90%
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+ 2023-04-13 12:19:25 INFO test: loss: 0.1799 - UP: 68.16% UR: 48.14% UF: 56.43% P: 62.14% R: 43.89% F: 51.44%
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+ 2023-04-13 12:19:36 INFO 0:00:07.231459s elapsed (saved)
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+ 2023-04-13 12:19:42 INFO lr: 4.9470e-05 - loss: 0.0071 - UP: 90.61% UR: 86.28% UF: 88.39% P: 90.42% R: 86.10% F: 88.21%
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+ 2023-04-13 12:19:42 INFO dev: loss: nan - UP: 65.18% UR: 44.04% UF: 52.56% P: 61.18% R: 41.34% F: 49.34%
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+ 2023-04-13 12:19:43 INFO test: loss: 0.1496 - UP: 66.58% UR: 49.02% UF: 56.47% P: 59.86% R: 44.07% F: 50.76%
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+ 2023-04-13 12:19:43 INFO 0:00:07.194909s elapsed
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+ 2023-04-13 12:19:50 INFO lr: 4.9460e-05 - loss: 0.0035 - UP: 92.65% UR: 87.80% UF: 90.16% P: 92.26% R: 87.43% F: 89.78%
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+ 2023-04-13 12:19:50 INFO dev: loss: nan - UP: 69.47% UR: 41.97% UF: 52.33% P: 62.89% R: 38.00% F: 47.37%
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+ 2023-04-13 12:19:51 INFO test: loss: 0.2336 - UP: 70.30% UR: 46.51% UF: 55.99% P: 60.72% R: 40.18% F: 48.36%
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+ 2023-04-13 12:19:51 INFO 0:00:08.265424s elapsed
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+ 2023-04-13 12:19:57 INFO lr: 4.9450e-05 - loss: 0.0241 - UP: 86.37% UR: 70.63% UF: 77.71% P: 82.07% R: 67.12% F: 73.85%
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+ 2023-04-13 12:19:58 INFO dev: loss: nan - UP: 60.16% UR: 35.29% UF: 44.49% P: 56.64% R: 33.23% F: 41.88%
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+ 2023-04-13 12:19:59 INFO test: loss: 0.1388 - UP: 62.47% UR: 44.67% UF: 52.09% P: 56.56% R: 40.45% F: 47.17%
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+ 2023-04-13 12:19:59 INFO 0:00:07.946272s elapsed
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+ 2023-04-13 12:20:06 INFO lr: 4.9440e-05 - loss: 0.0116 - UP: 84.72% UR: 66.77% UF: 74.69% P: 84.17% R: 66.34% F: 74.20%
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+ 2023-04-13 12:20:07 INFO dev: loss: nan - UP: 71.97% UR: 33.07% UF: 45.32% P: 69.20% R: 31.80% F: 43.57%
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+ 2023-04-13 12:20:08 INFO test: loss: 0.1399 - UP: 73.41% UR: 37.91% UF: 50.00% P: 67.86% R: 35.04% F: 46.22%
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+ 2023-04-13 12:20:08 INFO 0:00:08.513019s elapsed
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+ 2023-04-13 12:20:14 INFO lr: 4.9430e-05 - loss: 0.0105 - UP: 88.41% UR: 73.64% UF: 80.36% P: 88.19% R: 73.46% F: 80.16%
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+ 2023-04-13 12:20:15 INFO dev: loss: nan - UP: 70.32% UR: 34.66% UF: 46.43% P: 68.71% R: 33.86% F: 45.37%
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+ 2023-04-13 12:20:16 INFO test: loss: 0.1370 - UP: 73.18% UR: 41.59% UF: 53.04% P: 68.40% R: 38.88% F: 49.58%
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+ 2023-04-13 12:20:16 INFO 0:00:07.853798s elapsed
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+ 2023-04-13 12:20:22 INFO lr: 4.9420e-05 - loss: 0.0044 - UP: 91.80% UR: 81.85% UF: 86.54% P: 91.73% R: 81.78% F: 86.47%
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+ 2023-04-13 12:20:22 INFO dev: loss: nan - UP: 69.59% UR: 40.38% UF: 51.11% P: 66.03% R: 38.31% F: 48.49%
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+ 2023-04-13 12:20:23 INFO test: loss: 0.1389 - UP: 69.47% UR: 49.38% UF: 57.73% P: 63.27% R: 44.97% F: 52.58%
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+ 2023-04-13 12:20:23 INFO 0:00:07.551084s elapsed
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+ 2023-04-13 12:20:29 INFO lr: 4.9410e-05 - loss: 0.0063 - UP: 93.58% UR: 86.03% UF: 89.64% P: 93.50% R: 85.96% F: 89.57%
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+ 2023-04-13 12:20:29 INFO dev: loss: nan - UP: 69.97% UR: 39.27% UF: 50.31% P: 66.29% R: 37.20% F: 47.66%
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+ 2023-04-13 12:20:30 INFO test: loss: 0.1469 - UP: 71.97% UR: 49.29% UF: 58.51% P: 65.36% R: 44.76% F: 53.14%
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+ 2023-04-13 12:20:30 INFO 0:00:07.279397s elapsed
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+ 2023-04-13 12:20:37 INFO lr: 4.9400e-05 - loss: 0.0053 - UP: 93.51% UR: 89.68% UF: 91.56% P: 93.51% R: 89.68% F: 91.56%
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+ 2023-04-13 12:20:37 INFO dev: loss: nan - UP: 71.55% UR: 40.38% UF: 51.63% P: 68.17% R: 38.47% F: 49.19%
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+ 2023-04-13 12:20:38 INFO test: loss: 0.1510 - UP: 72.48% UR: 49.05% UF: 58.51% P: 66.06% R: 44.70% F: 53.32%
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+ 2023-04-13 12:20:38 INFO 0:00:07.543578s elapsed
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+ 2023-04-13 12:20:44 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 94.77% UR: 90.37% UF: 92.52% P: 94.75% R: 90.35% F: 92.50%
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+ 2023-04-13 12:20:44 INFO dev: loss: nan - UP: 70.14% UR: 39.59% UF: 50.61% P: 65.92% R: 37.20% F: 47.56%
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+ 2023-04-13 12:20:45 INFO test: loss: 0.1554 - UP: 70.93% UR: 49.86% UF: 58.56% P: 64.36% R: 45.25% F: 53.14%
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+ 2023-04-13 12:20:51 INFO lr: 4.9380e-05 - loss: 0.0024 - UP: 95.82% UR: 91.73% UF: 93.73% P: 95.82% R: 91.73% F: 93.73%
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+ 2023-04-13 12:21:00 INFO test: loss: 0.1635 - UP: 69.71% UR: 50.71% UF: 58.71% P: 63.03% R: 45.85% F: 53.08%
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+ 2023-04-13 12:21:06 INFO dev: loss: nan - UP: 69.81% UR: 41.18% UF: 51.80% P: 66.04% R: 38.95% F: 49.00%
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+ 2023-04-13 12:21:07 INFO test: loss: 0.1676 - UP: 70.13% UR: 51.31% UF: 59.26% P: 63.57% R: 46.51% F: 53.72%
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+ 2023-04-13 12:21:14 INFO dev: loss: nan - UP: 71.55% UR: 41.18% UF: 52.27% P: 67.40% R: 38.79% F: 49.24%
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+ 2023-04-13 12:21:15 INFO test: loss: 0.1688 - UP: 71.31% UR: 49.89% UF: 58.71% P: 64.50% R: 45.13% F: 53.10%
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+ 2023-04-13 12:21:21 INFO dev: loss: nan - UP: 72.16% UR: 40.38% UF: 51.78% P: 67.90% R: 38.00% F: 48.73%
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+ 2023-04-13 12:21:22 INFO test: loss: 0.1716 - UP: 71.64% UR: 49.32% UF: 58.42% P: 65.02% R: 44.76% F: 53.02%
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+ 2023-04-13 12:21:29 INFO dev: loss: nan - UP: 73.67% UR: 39.59% UF: 51.50% P: 69.53% R: 37.36% F: 48.60%
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+ 2023-04-13 12:21:30 INFO test: loss: 0.1747 - UP: 71.42% UR: 49.02% UF: 58.13% P: 64.56% R: 44.31% F: 52.55%
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+ 2023-04-13 12:21:36 INFO dev: loss: nan - UP: 69.33% UR: 41.34% UF: 51.79% P: 65.33% R: 38.95% F: 48.80%
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+ 2023-04-13 12:21:37 INFO test: loss: 0.1781 - UP: 70.56% UR: 50.50% UF: 58.87% P: 63.94% R: 45.76% F: 53.34%
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+ 2023-04-13 12:21:43 INFO dev: loss: nan - UP: 71.91% UR: 40.70% UF: 51.98% P: 67.42% R: 38.16% F: 48.73%
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+ 2023-04-13 12:21:50 INFO lr: 4.9300e-05 - loss: 0.0010 - UP: 97.61% UR: 95.61% UF: 96.60% P: 97.61% R: 95.61% F: 96.60%
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+ 2023-04-13 12:21:51 INFO dev: loss: nan - UP: 70.99% UR: 40.86% UF: 51.87% P: 66.57% R: 38.31% F: 48.64%
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+ 2023-04-13 12:21:52 INFO test: loss: 0.1770 - UP: 71.42% UR: 50.77% UF: 59.35% P: 65.01% R: 46.21% F: 54.02%
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+ 2023-04-13 12:21:58 INFO dev: loss: nan - UP: 71.98% UR: 41.65% UF: 52.77% P: 68.13% R: 39.43% F: 49.95%
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+ 2023-04-13 12:21:59 INFO test: loss: 0.1759 - UP: 70.78% UR: 49.86% UF: 58.51% P: 63.97% R: 45.06% F: 52.88%
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+ 2023-04-13 12:22:17 INFO dev: loss: nan - UP: 70.53% UR: 42.61% UF: 53.12% P: 66.32% R: 40.06% F: 49.95%
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+ 2023-04-13 12:22:18 INFO test: loss: 0.1781 - UP: 70.28% UR: 51.46% UF: 59.42% P: 63.81% R: 46.73% F: 53.95%
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+ 2023-04-13 12:22:30 INFO 0:00:07.455495s elapsed (saved)
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+ 2023-04-13 12:22:36 INFO lr: 4.9270e-05 - loss: 0.0009 - UP: 97.72% UR: 96.62% UF: 97.17% P: 97.72% R: 96.62% F: 97.17%
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+ 2023-04-13 12:22:37 INFO dev: loss: nan - UP: 70.80% UR: 40.86% UF: 51.81% P: 66.39% R: 38.31% F: 48.59%
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+ 2023-04-13 12:22:38 INFO test: loss: 0.1808 - UP: 70.52% UR: 51.13% UF: 59.28% P: 63.95% R: 46.36% F: 53.75%
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+ 2023-04-13 12:22:38 INFO Epoch 74 / 5000:
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+ 2023-04-13 12:22:44 INFO lr: 4.9260e-05 - loss: 0.0013 - UP: 98.06% UR: 96.23% UF: 97.14% P: 98.06% R: 96.23% F: 97.14%
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+ 2023-04-13 12:22:45 INFO dev: loss: nan - UP: 73.07% UR: 40.54% UF: 52.15% P: 68.48% R: 38.00% F: 48.88%
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+ 2023-04-13 12:22:46 INFO test: loss: 0.1804 - UP: 70.84% UR: 50.53% UF: 58.99% P: 64.33% R: 45.88% F: 53.56%
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+ 2023-04-13 12:22:46 INFO 0:00:07.932646s elapsed
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+ 2023-04-13 12:22:46 INFO Epoch 75 / 5000:
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+ 2023-04-13 12:22:53 INFO lr: 4.9250e-05 - loss: 0.0005 - UP: 97.98% UR: 97.06% UF: 97.52% P: 97.98% R: 97.06% F: 97.52%
515
+ 2023-04-13 12:22:54 INFO dev: loss: nan - UP: 71.82% UR: 41.34% UF: 52.47% P: 67.40% R: 38.79% F: 49.24%
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+ 2023-04-13 12:22:55 INFO test: loss: 0.1808 - UP: 72.07% UR: 50.08% UF: 59.09% P: 65.86% R: 45.76% F: 54.00%
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+ 2023-04-13 12:22:55 INFO 0:00:08.862959s elapsed
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+ 2023-04-13 12:22:55 INFO Epoch 76 / 5000:
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+ 2023-04-13 12:23:01 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 98.00% UR: 96.97% UF: 97.48% P: 98.00% R: 96.97% F: 97.48%
521
+ 2023-04-13 12:23:01 INFO dev: loss: nan - UP: 72.30% UR: 41.49% UF: 52.73% P: 67.87% R: 38.95% F: 49.49%
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+ 2023-04-13 12:23:03 INFO test: loss: 0.1855 - UP: 71.15% UR: 49.95% UF: 58.70% P: 64.88% R: 45.55% F: 53.52%
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+ 2023-04-13 12:23:03 INFO 0:00:07.917017s elapsed
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+ 2023-04-13 12:23:03 INFO Epoch 77 / 5000:
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+ 2023-04-13 12:23:09 INFO lr: 4.9230e-05 - loss: 0.0011 - UP: 97.68% UR: 96.74% UF: 97.21% P: 97.68% R: 96.74% F: 97.21%
527
+ 2023-04-13 12:23:10 INFO dev: loss: nan - UP: 71.31% UR: 41.49% UF: 52.46% P: 66.39% R: 38.63% F: 48.84%
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+ 2023-04-13 12:23:11 INFO test: loss: 0.1831 - UP: 70.02% UR: 51.04% UF: 59.04% P: 63.27% R: 46.12% F: 53.35%
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+ 2023-04-13 12:23:11 INFO 0:00:08.067462s elapsed
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+ 2023-04-13 12:23:16 INFO lr: 4.9220e-05 - loss: 0.0003 - UP: 98.14% UR: 96.92% UF: 97.53% P: 98.14% R: 96.92% F: 97.53%
533
+ 2023-04-13 12:23:17 INFO dev: loss: nan - UP: 73.11% UR: 41.49% UF: 52.94% P: 68.91% R: 39.11% F: 49.90%
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+ 2023-04-13 12:23:18 INFO test: loss: 0.1869 - UP: 72.43% UR: 49.32% UF: 58.68% P: 65.96% R: 44.91% F: 53.44%
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+ 2023-04-13 12:23:18 INFO 0:00:07.248911s elapsed
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+ 2023-04-13 12:23:18 INFO Epoch 79 / 5000:
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+ 2023-04-13 12:23:24 INFO lr: 4.9210e-05 - loss: 0.0006 - UP: 98.72% UR: 97.15% UF: 97.93% P: 98.69% R: 97.13% F: 97.90%
539
+ 2023-04-13 12:23:24 INFO dev: loss: nan - UP: 71.82% UR: 41.34% UF: 52.47% P: 67.40% R: 38.79% F: 49.24%
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+ 2023-04-13 12:23:25 INFO test: loss: 0.1887 - UP: 71.30% UR: 49.65% UF: 58.54% P: 64.93% R: 45.22% F: 53.31%
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+ 2023-04-13 12:23:25 INFO 0:00:07.540683s elapsed
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+ 2023-04-13 12:23:25 INFO Epoch 80 / 5000:
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+ 2023-04-13 12:23:31 INFO lr: 4.9200e-05 - loss: 0.0001 - UP: 98.56% UR: 97.36% UF: 97.95% P: 98.53% R: 97.33% F: 97.93%
545
+ 2023-04-13 12:23:32 INFO dev: loss: nan - UP: 70.13% UR: 41.81% UF: 52.39% P: 65.87% R: 39.27% F: 49.20%
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+ 2023-04-13 12:23:33 INFO test: loss: 0.1887 - UP: 71.43% UR: 50.71% UF: 59.31% P: 65.05% R: 46.18% F: 54.02%
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+ 2023-04-13 12:23:33 INFO 0:00:07.186989s elapsed
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+ 2023-04-13 12:23:33 INFO Epoch 81 / 5000:
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+ 2023-04-13 12:23:39 INFO lr: 4.9190e-05 - loss: 0.0009 - UP: 97.85% UR: 97.22% UF: 97.53% P: 97.85% R: 97.22% F: 97.53%
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+ 2023-04-13 12:23:39 INFO dev: loss: nan - UP: 70.42% UR: 42.77% UF: 53.21% P: 66.23% R: 40.22% F: 50.05%
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+ 2023-04-13 12:23:40 INFO test: loss: 0.1895 - UP: 70.56% UR: 52.16% UF: 59.98% P: 64.15% R: 47.42% F: 54.53%
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+ 2023-04-13 12:23:51 INFO 0:00:07.553602s elapsed (saved)
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+ 2023-04-13 12:23:51 INFO Epoch 82 / 5000:
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+ 2023-04-13 12:23:57 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 98.74% UR: 97.27% UF: 98.00% P: 98.74% R: 97.27% F: 98.00%
557
+ 2023-04-13 12:23:58 INFO dev: loss: nan - UP: 67.14% UR: 44.83% UF: 53.77% P: 62.86% R: 41.97% F: 50.33%
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+ 2023-04-13 12:23:59 INFO test: loss: 0.1881 - UP: 69.07% UR: 53.40% UF: 60.23% P: 62.83% R: 48.57% F: 54.78%
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+ 2023-04-13 12:24:10 INFO 0:00:07.410554s elapsed (saved)
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+ 2023-04-13 12:24:10 INFO Epoch 83 / 5000:
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+ 2023-04-13 12:24:16 INFO lr: 4.9170e-05 - loss: 0.0021 - UP: 98.49% UR: 97.40% UF: 97.94% P: 98.49% R: 97.40% F: 97.94%
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+ 2023-04-13 12:24:16 INFO dev: loss: nan - UP: 72.05% UR: 41.81% UF: 52.92% P: 66.85% R: 38.79% F: 49.09%
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+ 2023-04-13 12:24:17 INFO test: loss: 0.1927 - UP: 71.03% UR: 50.77% UF: 59.21% P: 64.78% R: 46.30% F: 54.00%
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+ 2023-04-13 12:24:17 INFO 0:00:07.398818s elapsed
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+ 2023-04-13 12:24:17 INFO Epoch 84 / 5000:
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+ 2023-04-13 12:24:24 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 98.30% UR: 98.16% UF: 98.23% P: 98.30% R: 98.16% F: 98.23%
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+ 2023-04-13 12:24:25 INFO dev: loss: nan - UP: 71.54% UR: 41.97% UF: 52.91% P: 66.94% R: 39.27% F: 49.50%
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+ 2023-04-13 12:24:26 INFO test: loss: 0.1944 - UP: 71.40% UR: 50.26% UF: 58.99% P: 65.01% R: 45.76% F: 53.71%
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+ 2023-04-13 12:24:26 INFO 0:00:09.045948s elapsed
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+ 2023-04-13 12:24:26 INFO Epoch 85 / 5000:
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+ 2023-04-13 12:24:33 INFO lr: 4.9150e-05 - loss: 0.0011 - UP: 97.51% UR: 96.28% UF: 96.89% P: 97.51% R: 96.28% F: 96.89%
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+ 2023-04-13 12:24:34 INFO dev: loss: nan - UP: 69.68% UR: 41.65% UF: 52.14% P: 65.16% R: 38.95% F: 48.76%
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+ 2023-04-13 12:24:35 INFO test: loss: 0.2073 - UP: 69.62% UR: 49.59% UF: 57.92% P: 63.05% R: 44.91% F: 52.46%
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+ 2023-04-13 12:24:35 INFO 0:00:08.360982s elapsed
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+ 2023-04-13 12:24:35 INFO Epoch 86 / 5000:
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+ 2023-04-13 12:24:42 INFO lr: 4.9140e-05 - loss: 0.0028 - UP: 95.73% UR: 93.34% UF: 94.52% P: 95.73% R: 93.34% F: 94.52%
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+ 2023-04-13 12:24:43 INFO dev: loss: nan - UP: 68.85% UR: 40.06% UF: 50.65% P: 64.75% R: 37.68% F: 47.64%
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+ 2023-04-13 12:24:44 INFO test: loss: 0.1994 - UP: 70.79% UR: 47.84% UF: 57.10% P: 65.56% R: 44.31% F: 52.88%
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+ 2023-04-13 12:24:44 INFO 0:00:09.482922s elapsed
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+ 2023-04-13 12:24:44 INFO Epoch 87 / 5000:
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+ 2023-04-13 12:24:50 INFO lr: 4.9130e-05 - loss: 0.0017 - UP: 96.26% UR: 92.81% UF: 94.50% P: 96.26% R: 92.81% F: 94.50%
587
+ 2023-04-13 12:24:51 INFO dev: loss: nan - UP: 66.43% UR: 44.67% UF: 53.42% P: 60.99% R: 41.02% F: 49.05%
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+ 2023-04-13 12:24:52 INFO test: loss: 0.1807 - UP: 68.28% UR: 51.46% UF: 58.69% P: 61.71% R: 46.51% F: 53.05%
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+ 2023-04-13 12:24:52 INFO 0:00:07.504500s elapsed
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+ 2023-04-13 12:24:52 INFO Epoch 88 / 5000:
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+ 2023-04-13 12:24:58 INFO lr: 4.9120e-05 - loss: 0.0087 - UP: 94.70% UR: 92.30% UF: 93.48% P: 94.60% R: 92.21% F: 93.39%
593
+ 2023-04-13 12:24:58 INFO dev: loss: nan - UP: 75.47% UR: 38.16% UF: 50.69% P: 71.38% R: 36.09% F: 47.94%
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+ 2023-04-13 12:25:00 INFO test: loss: 0.2045 - UP: 73.54% UR: 40.60% UF: 52.31% P: 67.96% R: 37.52% F: 48.35%
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+ 2023-04-13 12:25:00 INFO 0:00:07.867949s elapsed
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+ 2023-04-13 12:25:00 INFO Epoch 89 / 5000:
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+ 2023-04-13 12:25:05 INFO lr: 4.9110e-05 - loss: 0.0043 - UP: 94.77% UR: 88.24% UF: 91.39% P: 94.77% R: 88.24% F: 91.39%
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+ 2023-04-13 12:25:06 INFO dev: loss: nan - UP: 74.06% UR: 37.68% UF: 49.95% P: 71.87% R: 36.57% F: 48.47%
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+ 2023-04-13 12:25:07 INFO test: loss: 0.1950 - UP: 73.76% UR: 45.73% UF: 56.46% P: 69.13% R: 42.86% F: 52.92%
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+ 2023-04-13 12:25:07 INFO 0:00:07.263834s elapsed
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+ 2023-04-13 12:25:07 INFO Epoch 90 / 5000:
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+ 2023-04-13 12:25:13 INFO lr: 4.9100e-05 - loss: 0.0059 - UP: 94.99% UR: 90.62% UF: 92.76% P: 94.99% R: 90.62% F: 92.76%
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+ 2023-04-13 12:25:14 INFO dev: loss: nan - UP: 71.62% UR: 42.13% UF: 53.05% P: 67.84% R: 39.90% F: 50.25%
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+ 2023-04-13 12:25:15 INFO test: loss: 0.1861 - UP: 70.86% UR: 48.81% UF: 57.80% P: 64.64% R: 44.52% F: 52.73%
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+ 2023-04-13 12:25:15 INFO 0:00:07.824297s elapsed
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+ 2023-04-13 12:25:15 INFO Epoch 91 / 5000:
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+ 2023-04-13 12:25:20 INFO lr: 4.9090e-05 - loss: 0.0040 - UP: 96.03% UR: 92.19% UF: 94.07% P: 95.96% R: 92.12% F: 94.00%
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+ 2023-04-13 12:25:21 INFO dev: loss: nan - UP: 68.99% UR: 37.84% UF: 48.87% P: 66.96% R: 36.72% F: 47.43%
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+ 2023-04-13 12:25:22 INFO test: loss: 0.1912 - UP: 73.10% UR: 48.48% UF: 58.29% P: 66.95% R: 44.40% F: 53.39%
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+ 2023-04-13 12:25:22 INFO 0:00:07.221597s elapsed
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+ 2023-04-13 12:25:22 INFO Epoch 92 / 5000:
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+ 2023-04-13 12:25:28 INFO lr: 4.9080e-05 - loss: 0.0117 - UP: 89.29% UR: 83.13% UF: 86.10% P: 89.24% R: 83.09% F: 86.05%
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+ 2023-04-13 12:25:29 INFO dev: loss: nan - UP: 68.25% UR: 29.73% UF: 41.42% P: 65.33% R: 28.46% F: 39.65%
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+ 2023-04-13 12:25:30 INFO test: loss: 0.2094 - UP: 69.08% UR: 39.18% UF: 50.00% P: 64.87% R: 36.79% F: 46.96%
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+ 2023-04-13 12:25:30 INFO 0:00:07.838968s elapsed
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+ 2023-04-13 12:25:36 INFO lr: 4.9070e-05 - loss: 0.0150 - UP: 84.16% UR: 71.44% UF: 77.28% P: 83.73% R: 71.07% F: 76.88%
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+ 2023-04-13 12:25:36 INFO dev: loss: nan - UP: 69.48% UR: 34.02% UF: 45.68% P: 66.23% R: 32.43% F: 43.54%
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+ 2023-04-13 12:25:37 INFO test: loss: 0.1691 - UP: 68.04% UR: 44.40% UF: 53.74% P: 61.05% R: 39.84% F: 48.22%
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+ 2023-04-13 12:25:37 INFO 0:00:07.252555s elapsed
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+ 2023-04-13 12:25:43 INFO lr: 4.9060e-05 - loss: 0.0382 - UP: 85.05% UR: 71.90% UF: 77.92% P: 84.83% R: 71.71% F: 77.72%
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+ 2023-04-13 12:25:45 INFO test: loss: 0.1498 - UP: 73.01% UR: 41.81% UF: 53.17% P: 67.53% R: 38.67% F: 49.17%
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+ 2023-04-13 12:25:51 INFO lr: 4.9050e-05 - loss: 0.0144 - UP: 84.96% UR: 64.02% UF: 73.02% P: 84.72% R: 63.83% F: 72.81%
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+ 2023-04-13 12:25:52 INFO test: loss: 0.1741 - UP: 78.34% UR: 29.04% UF: 42.37% P: 71.34% R: 26.44% F: 38.58%
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+ 2023-04-13 12:25:58 INFO lr: 4.9040e-05 - loss: 0.0094 - UP: 89.11% UR: 71.81% UF: 79.53% P: 88.57% R: 71.37% F: 79.04%
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+ 2023-04-13 12:26:00 INFO test: loss: 0.1503 - UP: 71.53% UR: 33.44% UF: 45.58% P: 65.33% R: 30.55% F: 41.63%
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+ 2023-04-13 12:26:06 INFO lr: 4.9030e-05 - loss: 0.0009 - UP: 91.26% UR: 79.92% UF: 85.21% P: 90.74% R: 79.46% F: 84.72%
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+ 2023-04-13 12:26:06 INFO dev: loss: nan - UP: 69.23% UR: 42.93% UF: 52.99% P: 62.31% R: 38.63% F: 47.69%
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+ 2023-04-13 12:26:07 INFO test: loss: 0.1468 - UP: 69.35% UR: 49.17% UF: 57.54% P: 63.05% R: 44.70% F: 52.31%
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+ 2023-04-13 12:26:13 INFO lr: 4.9020e-05 - loss: 0.0116 - UP: 90.91% UR: 80.42% UF: 85.35% P: 90.55% R: 80.10% F: 85.00%
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+ 2023-04-13 12:26:15 INFO test: loss: 0.1502 - UP: 60.54% UR: 53.03% UF: 56.54% P: 53.93% R: 47.24% F: 50.36%
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+ 2023-04-13 12:26:21 INFO lr: 4.9010e-05 - loss: 0.0111 - UP: 87.12% UR: 82.54% UF: 84.77% P: 86.81% R: 82.24% F: 84.46%
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+ 2023-04-13 12:26:21 INFO dev: loss: nan - UP: 68.99% UR: 42.45% UF: 52.56% P: 62.53% R: 38.47% F: 47.64%
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+ 2023-04-13 12:26:22 INFO test: loss: 0.1494 - UP: 70.35% UR: 48.05% UF: 57.10% P: 61.86% R: 42.26% F: 50.22%
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+ 2023-04-13 12:26:28 INFO lr: 4.9000e-05 - loss: 0.0095 - UP: 91.02% UR: 76.88% UF: 83.36% P: 90.89% R: 76.77% F: 83.23%
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+ 2023-04-13 12:26:28 INFO dev: loss: nan - UP: 60.48% UR: 47.69% UF: 53.33% P: 54.84% R: 43.24% F: 48.36%
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+ 2023-04-13 12:26:30 INFO test: loss: 0.1661 - UP: 60.78% UR: 52.40% UF: 56.28% P: 55.71% R: 48.02% F: 51.58%
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+ 2023-04-13 12:26:36 INFO lr: 4.8990e-05 - loss: 0.0025 - UP: 90.14% UR: 83.36% UF: 86.62% P: 89.86% R: 83.11% F: 86.36%
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+ 2023-04-13 12:26:36 INFO dev: loss: nan - UP: 73.68% UR: 42.29% UF: 53.74% P: 67.31% R: 38.63% F: 49.09%
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+ 2023-04-13 12:26:37 INFO test: loss: 0.1685 - UP: 68.19% UR: 46.91% UF: 55.58% P: 62.13% R: 42.74% F: 50.64%
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+ 2023-04-13 12:26:43 INFO lr: 4.8980e-05 - loss: 0.0047 - UP: 91.30% UR: 76.91% UF: 83.49% P: 91.22% R: 76.84% F: 83.41%
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+ 2023-04-13 12:26:43 INFO dev: loss: nan - UP: 64.55% UR: 38.79% UF: 48.46% P: 59.26% R: 35.61% F: 44.49%
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+ 2023-04-13 12:26:45 INFO test: loss: 0.1633 - UP: 66.68% UR: 43.86% UF: 52.91% P: 59.61% R: 39.21% F: 47.31%
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+ 2023-04-13 12:26:50 INFO lr: 4.8970e-05 - loss: 0.0086 - UP: 91.50% UR: 85.87% UF: 88.60% P: 91.06% R: 85.45% F: 88.17%
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+ 2023-04-13 12:26:51 INFO dev: loss: nan - UP: 69.19% UR: 43.56% UF: 53.46% P: 64.90% R: 40.86% F: 50.15%
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+ 2023-04-13 12:26:52 INFO test: loss: 0.1689 - UP: 64.61% UR: 52.25% UF: 57.78% P: 58.98% R: 47.69% F: 52.74%
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+ 2023-04-13 12:26:58 INFO lr: 4.8960e-05 - loss: 0.0035 - UP: 93.65% UR: 84.44% UF: 88.81% P: 93.02% R: 83.87% F: 88.21%
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+ 2023-04-13 12:26:58 INFO dev: loss: nan - UP: 62.20% UR: 45.79% UF: 52.75% P: 56.59% R: 41.65% F: 47.99%
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+ 2023-04-13 12:26:59 INFO test: loss: 0.2173 - UP: 62.31% UR: 55.78% UF: 58.86% P: 53.57% R: 47.96% F: 50.61%
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+ 2023-04-13 12:26:59 INFO Epoch 105 / 5000:
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+ 2023-04-13 12:27:05 INFO lr: 4.8950e-05 - loss: 0.7004 - UP: 91.81% UR: 80.38% UF: 85.71% P: 91.47% R: 80.08% F: 85.40%
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+ 2023-04-13 12:27:06 INFO dev: loss: nan - UP: 70.77% UR: 41.18% UF: 52.06% P: 68.03% R: 39.59% F: 50.05%
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+ 2023-04-13 12:27:07 INFO test: loss: 0.1629 - UP: 69.08% UR: 49.83% UF: 57.90% P: 63.18% R: 45.58% F: 52.95%
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+ 2023-04-13 12:27:07 INFO 0:00:07.305965s elapsed
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+ 2023-04-13 12:27:07 INFO Epoch 106 / 5000:
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+ 2023-04-13 12:27:13 INFO lr: 4.8940e-05 - loss: 0.0067 - UP: 90.81% UR: 79.69% UF: 84.89% P: 90.57% R: 79.48% F: 84.67%
701
+ 2023-04-13 12:27:13 INFO dev: loss: nan - UP: 70.03% UR: 36.41% UF: 47.91% P: 65.44% R: 34.02% F: 44.77%
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+ 2023-04-13 12:27:14 INFO test: loss: 0.1852 - UP: 70.31% UR: 41.96% UF: 52.55% P: 63.28% R: 37.76% F: 47.30%
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+ 2023-04-13 12:27:14 INFO 0:00:07.560910s elapsed
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+ 2023-04-13 12:27:14 INFO Epoch 107 / 5000:
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+ 2023-04-13 12:27:20 INFO lr: 4.8930e-05 - loss: 0.0045 - UP: 76.96% UR: 77.50% UF: 77.23% P: 76.71% R: 77.25% F: 76.98%
707
+ 2023-04-13 12:27:21 INFO dev: loss: nan - UP: 72.88% UR: 42.29% UF: 53.52% P: 68.22% R: 39.59% F: 50.10%
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+ 2023-04-13 12:27:22 INFO test: loss: 0.1630 - UP: 67.66% UR: 50.89% UF: 58.09% P: 60.47% R: 45.49% F: 51.92%
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+ 2023-04-13 12:27:22 INFO 0:00:07.430459s elapsed
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+ 2023-04-13 12:27:22 INFO Epoch 108 / 5000:
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+ 2023-04-13 12:27:28 INFO lr: 4.8920e-05 - loss: 0.0103 - UP: 92.81% UR: 83.64% UF: 87.99% P: 92.53% R: 83.39% F: 87.72%
713
+ 2023-04-13 12:27:28 INFO dev: loss: nan - UP: 71.56% UR: 38.00% UF: 49.64% P: 67.96% R: 36.09% F: 47.14%
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+ 2023-04-13 12:27:29 INFO test: loss: 0.1722 - UP: 72.16% UR: 44.52% UF: 55.07% P: 65.66% R: 40.51% F: 50.10%
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+ 2023-04-13 12:27:29 INFO 0:00:07.587538s elapsed
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+ 2023-04-13 12:27:29 INFO Epoch 109 / 5000:
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+ 2023-04-13 12:27:35 INFO lr: 4.8910e-05 - loss: 0.0071 - UP: 91.92% UR: 82.56% UF: 86.99% P: 91.86% R: 82.51% F: 86.94%
719
+ 2023-04-13 12:27:36 INFO dev: loss: nan - UP: 58.17% UR: 50.40% UF: 54.00% P: 54.86% R: 47.54% F: 50.94%
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+ 2023-04-13 12:27:37 INFO test: loss: 0.1570 - UP: 58.97% UR: 58.35% UF: 58.66% P: 53.20% R: 52.64% F: 52.92%
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+ 2023-04-13 12:27:48 INFO 0:00:07.289741s elapsed (saved)
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+ 2023-04-13 12:27:48 INFO Epoch 110 / 5000:
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+ 2023-04-13 12:27:53 INFO lr: 4.8900e-05 - loss: 0.0025 - UP: 85.11% UR: 85.52% UF: 85.32% P: 84.91% R: 85.32% F: 85.11%
725
+ 2023-04-13 12:27:54 INFO dev: loss: nan - UP: 74.19% UR: 43.88% UF: 55.14% P: 68.82% R: 40.70% F: 51.15%
726
+ 2023-04-13 12:27:55 INFO test: loss: 0.1845 - UP: 68.84% UR: 50.68% UF: 58.38% P: 62.24% R: 45.82% F: 52.78%
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+ 2023-04-13 12:28:06 INFO 0:00:07.236398s elapsed (saved)
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+ 2023-04-13 12:28:06 INFO Epoch 111 / 5000:
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+ 2023-04-13 12:28:12 INFO lr: 4.8890e-05 - loss: 0.0029 - UP: 94.28% UR: 89.06% UF: 91.60% P: 94.11% R: 88.90% F: 91.43%
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+ 2023-04-13 12:28:13 INFO dev: loss: nan - UP: 72.14% UR: 44.04% UF: 54.69% P: 67.71% R: 41.34% F: 51.33%
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+ 2023-04-13 12:28:14 INFO test: loss: 0.1901 - UP: 70.54% UR: 49.50% UF: 58.18% P: 65.12% R: 45.70% F: 53.71%
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+ 2023-04-13 12:28:26 INFO 0:00:07.312932s elapsed (saved)
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+ 2023-04-13 12:28:26 INFO Epoch 112 / 5000:
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+ 2023-04-13 12:28:32 INFO lr: 4.8880e-05 - loss: 0.0042 - UP: 95.76% UR: 91.87% UF: 93.77% P: 95.45% R: 91.57% F: 93.47%
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+ 2023-04-13 12:28:32 INFO dev: loss: nan - UP: 65.63% UR: 47.06% UF: 54.81% P: 60.98% R: 43.72% F: 50.93%
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+ 2023-04-13 12:28:33 INFO test: loss: 0.1775 - UP: 65.85% UR: 54.42% UF: 59.59% P: 59.97% R: 49.56% F: 54.27%
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+ 2023-04-13 12:28:33 INFO 0:00:07.738706s elapsed
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+ 2023-04-13 12:28:33 INFO Epoch 113 / 5000:
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+ 2023-04-13 12:28:40 INFO lr: 4.8870e-05 - loss: 0.0046 - UP: 92.60% UR: 90.83% UF: 91.71% P: 92.48% R: 90.72% F: 91.59%
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+ 2023-04-13 12:28:40 INFO dev: loss: nan - UP: 76.32% UR: 38.95% UF: 51.58% P: 71.96% R: 36.72% F: 48.63%
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+ 2023-04-13 12:28:41 INFO test: loss: 0.1740 - UP: 74.16% UR: 46.00% UF: 56.78% P: 68.42% R: 42.44% F: 52.38%
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+ 2023-04-13 12:28:41 INFO 0:00:08.070915s elapsed
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+ 2023-04-13 12:28:41 INFO Epoch 114 / 5000:
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+ 2023-04-13 12:28:48 INFO lr: 4.8860e-05 - loss: 0.0025 - UP: 94.17% UR: 91.70% UF: 92.92% P: 94.10% R: 91.64% F: 92.85%
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+ 2023-04-13 12:28:49 INFO dev: loss: nan - UP: 73.37% UR: 42.93% UF: 54.16% P: 69.02% R: 40.38% F: 50.95%
750
+ 2023-04-13 12:28:51 INFO test: loss: 0.1709 - UP: 71.25% UR: 51.10% UF: 59.52% P: 64.65% R: 46.36% F: 54.00%
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+ 2023-04-13 12:28:51 INFO 0:00:09.469998s elapsed
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+ 2023-04-13 12:28:51 INFO Epoch 115 / 5000:
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+ 2023-04-13 12:28:57 INFO lr: 4.8850e-05 - loss: 0.0039 - UP: 92.02% UR: 94.09% UF: 93.05% P: 91.89% R: 93.96% F: 92.91%
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+ 2023-04-13 12:28:58 INFO dev: loss: nan - UP: 70.79% UR: 45.47% UF: 55.37% P: 66.83% R: 42.93% F: 52.27%
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+ 2023-04-13 12:28:59 INFO test: loss: 0.1819 - UP: 68.13% UR: 52.01% UF: 58.99% P: 61.37% R: 46.85% F: 53.13%
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+ 2023-04-13 12:29:10 INFO 0:00:08.036058s elapsed (saved)
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+ 2023-04-13 12:29:10 INFO Epoch 116 / 5000:
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+ 2023-04-13 12:29:16 INFO lr: 4.8840e-05 - loss: 0.0072 - UP: 94.96% UR: 91.80% UF: 93.35% P: 94.94% R: 91.77% F: 93.33%
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+ 2023-04-13 12:29:17 INFO dev: loss: nan - UP: 77.47% UR: 39.90% UF: 52.68% P: 73.46% R: 37.84% F: 49.95%
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+ 2023-04-13 12:29:18 INFO test: loss: 0.1804 - UP: 74.07% UR: 45.88% UF: 56.66% P: 68.42% R: 42.38% F: 52.34%
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+ 2023-04-13 12:29:18 INFO 0:00:07.777614s elapsed
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+ 2023-04-13 12:29:18 INFO Epoch 117 / 5000:
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+ 2023-04-13 12:29:25 INFO lr: 4.8830e-05 - loss: 0.0005 - UP: 96.78% UR: 93.11% UF: 94.91% P: 96.78% R: 93.11% F: 94.91%
767
+ 2023-04-13 12:29:26 INFO dev: loss: nan - UP: 71.94% UR: 44.83% UF: 55.24% P: 68.37% R: 42.61% F: 52.50%
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+ 2023-04-13 12:29:27 INFO test: loss: 0.1886 - UP: 70.70% UR: 52.79% UF: 60.45% P: 63.78% R: 47.63% F: 54.54%
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+ 2023-04-13 12:29:39 INFO 0:00:09.059458s elapsed (saved)
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+ 2023-04-13 12:29:39 INFO Epoch 118 / 5000:
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+ 2023-04-13 12:29:45 INFO lr: 4.8820e-05 - loss: 0.0012 - UP: 89.13% UR: 94.60% UF: 91.78% P: 88.94% R: 94.39% F: 91.58%
773
+ 2023-04-13 12:29:45 INFO dev: loss: nan - UP: 73.52% UR: 45.47% UF: 56.19% P: 68.38% R: 42.29% F: 52.26%
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+ 2023-04-13 12:29:46 INFO test: loss: 0.2016 - UP: 70.32% UR: 52.55% UF: 60.15% P: 63.89% R: 47.75% F: 54.66%
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+ 2023-04-13 12:29:46 INFO 0:00:07.520228s elapsed
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+ 2023-04-13 12:29:46 INFO Epoch 119 / 5000:
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+ 2023-04-13 12:29:52 INFO lr: 4.8810e-05 - loss: 0.0032 - UP: 94.73% UR: 92.03% UF: 93.36% P: 93.90% R: 91.22% F: 92.54%
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+ 2023-04-13 12:29:53 INFO dev: loss: nan - UP: 71.19% UR: 40.06% UF: 51.27% P: 66.95% R: 37.68% F: 48.22%
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+ 2023-04-13 12:29:55 INFO test: loss: 0.1878 - UP: 70.23% UR: 48.57% UF: 57.42% P: 62.94% R: 43.53% F: 51.46%
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+ 2023-04-13 12:29:55 INFO 0:00:08.813152s elapsed
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+ 2023-04-13 12:29:55 INFO Epoch 120 / 5000:
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+ 2023-04-13 12:30:02 INFO lr: 4.8800e-05 - loss: 0.0001 - UP: 96.05% UR: 89.32% UF: 92.56% P: 95.68% R: 88.97% F: 92.20%
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+ 2023-04-13 12:30:02 INFO dev: loss: nan - UP: 74.03% UR: 45.31% UF: 56.21% P: 68.31% R: 41.81% F: 51.87%
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+ 2023-04-13 12:30:03 INFO test: loss: 0.1587 - UP: 69.97% UR: 53.24% UF: 60.47% P: 62.91% R: 47.87% F: 54.37%
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+ 2023-04-13 12:30:03 INFO 0:00:08.517711s elapsed
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+ 2023-04-13 12:30:03 INFO Epoch 121 / 5000:
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+ 2023-04-13 12:30:10 INFO lr: 4.8790e-05 - loss: 0.0001 - UP: 90.05% UR: 94.67% UF: 92.30% P: 89.92% R: 94.53% F: 92.17%
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+ 2023-04-13 12:30:12 INFO test: loss: 0.1610 - UP: 71.87% UR: 51.37% UF: 59.92% P: 65.08% R: 46.51% F: 54.25%
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+ 2023-04-13 12:30:24 INFO 0:00:09.062212s elapsed (saved)
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+ 2023-04-13 12:30:24 INFO Epoch 122 / 5000:
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+ 2023-04-13 12:30:30 INFO lr: 4.8780e-05 - loss: 0.0010 - UP: 97.88% UR: 95.47% UF: 96.66% P: 97.86% R: 95.45% F: 96.64%
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+ 2023-04-13 12:30:30 INFO dev: loss: nan - UP: 74.67% UR: 44.99% UF: 56.15% P: 69.39% R: 41.81% F: 52.18%
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+ 2023-04-13 12:30:31 INFO test: loss: 0.1682 - UP: 72.27% UR: 52.40% UF: 60.75% P: 66.15% R: 47.96% F: 55.61%
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+ 2023-04-13 12:30:31 INFO 0:00:07.419070s elapsed
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+ 2023-04-13 12:30:37 INFO lr: 4.8770e-05 - loss: 0.0006 - UP: 96.55% UR: 96.51% UF: 96.53% P: 96.55% R: 96.51% F: 96.53%
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+ 2023-04-13 12:30:38 INFO dev: loss: nan - UP: 76.79% UR: 42.61% UF: 54.81% P: 71.92% R: 39.90% F: 51.33%
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+ 2023-04-13 12:30:39 INFO test: loss: 0.1681 - UP: 72.55% UR: 49.47% UF: 58.83% P: 67.29% R: 45.88% F: 54.56%
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+ 2023-04-13 12:30:39 INFO 0:00:07.836309s elapsed
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+ 2023-04-13 12:30:39 INFO Epoch 124 / 5000:
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+ 2023-04-13 12:30:46 INFO lr: 4.8760e-05 - loss: 0.0002 - UP: 97.12% UR: 96.12% UF: 96.62% P: 97.12% R: 96.12% F: 96.62%
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+ 2023-04-13 12:30:47 INFO dev: loss: nan - UP: 78.64% UR: 42.13% UF: 54.87% P: 73.59% R: 39.43% F: 51.35%
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+ 2023-04-13 12:30:48 INFO test: loss: 0.1814 - UP: 74.23% UR: 49.20% UF: 59.18% P: 68.12% R: 45.16% F: 54.31%
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+ 2023-04-13 12:30:48 INFO 0:00:08.491869s elapsed
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+ 2023-04-13 12:30:48 INFO Epoch 125 / 5000:
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+ 2023-04-13 12:30:54 INFO lr: 4.8750e-05 - loss: 0.0033 - UP: 97.00% UR: 93.50% UF: 95.21% P: 97.00% R: 93.50% F: 95.21%
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+ 2023-04-13 12:30:54 INFO dev: loss: nan - UP: 72.43% UR: 42.61% UF: 53.65% P: 68.65% R: 40.38% F: 50.85%
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+ 2023-04-13 12:31:02 INFO lr: 4.8740e-05 - loss: 0.0030 - UP: 97.32% UR: 93.57% UF: 95.41% P: 97.23% R: 93.47% F: 95.31%
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+ 2023-04-13 12:31:04 INFO test: loss: 0.2118 - UP: 71.32% UR: 48.78% UF: 57.93% P: 66.06% R: 45.19% F: 53.67%
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+ 2023-04-13 12:31:10 INFO lr: 4.8730e-05 - loss: 0.0023 - UP: 95.02% UR: 94.69% UF: 94.86% P: 94.93% R: 94.60% F: 94.76%
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+ 2023-04-13 12:31:10 INFO dev: loss: nan - UP: 73.42% UR: 42.61% UF: 53.92% P: 69.86% R: 40.54% F: 51.31%
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+ 2023-04-13 12:31:11 INFO test: loss: 0.1781 - UP: 73.29% UR: 49.62% UF: 59.18% P: 68.21% R: 46.18% F: 55.08%
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+ 2023-04-13 12:31:17 INFO lr: 4.8720e-05 - loss: 0.0004 - UP: 96.67% UR: 94.12% UF: 95.38% P: 96.67% R: 94.12% F: 95.38%
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+ 2023-04-13 12:31:19 INFO test: loss: 0.1618 - UP: 72.42% UR: 48.51% UF: 58.10% P: 67.37% R: 45.13% F: 54.05%
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+ 2023-04-13 12:31:24 INFO lr: 4.8710e-05 - loss: 0.0002 - UP: 94.04% UR: 86.65% UF: 90.19% P: 94.01% R: 86.63% F: 90.17%
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+ 2023-04-13 12:31:25 INFO dev: loss: nan - UP: 69.82% UR: 42.29% UF: 52.67% P: 64.83% R: 39.27% F: 48.91%
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+ 2023-04-13 12:31:26 INFO test: loss: 0.1604 - UP: 67.96% UR: 50.77% UF: 58.12% P: 61.66% R: 46.06% F: 52.73%
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+ 2023-04-13 12:31:32 INFO lr: 4.8700e-05 - loss: 0.0038 - UP: 91.24% UR: 87.06% UF: 89.10% P: 91.19% R: 87.02% F: 89.05%
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+ 2023-04-13 12:31:32 INFO dev: loss: nan - UP: 71.16% UR: 42.77% UF: 53.43% P: 66.14% R: 39.75% F: 49.65%
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+ 2023-04-13 12:31:33 INFO test: loss: 0.1543 - UP: 69.24% UR: 51.98% UF: 59.38% P: 61.92% R: 46.48% F: 53.10%
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+ 2023-04-13 12:31:39 INFO lr: 4.8690e-05 - loss: 0.0000 - UP: 95.04% UR: 90.23% UF: 92.57% P: 95.04% R: 90.23% F: 92.57%
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+ 2023-04-13 12:31:40 INFO test: loss: 0.1632 - UP: 64.74% UR: 59.58% UF: 62.06% P: 57.66% R: 53.06% F: 55.27%
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+ 2023-04-13 12:31:46 INFO lr: 4.8680e-05 - loss: 0.0003 - UP: 95.46% UR: 93.18% UF: 94.30% P: 95.46% R: 93.18% F: 94.30%
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+ 2023-04-13 12:31:47 INFO dev: loss: nan - UP: 67.91% UR: 46.42% UF: 55.15% P: 62.56% R: 42.77% F: 50.80%
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+ 2023-04-13 12:31:48 INFO test: loss: 0.1612 - UP: 68.95% UR: 54.36% UF: 60.79% P: 61.91% R: 48.81% F: 54.58%
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+ 2023-04-13 12:31:54 INFO lr: 4.8670e-05 - loss: 0.0003 - UP: 96.76% UR: 94.05% UF: 95.39% P: 96.76% R: 94.05% F: 95.39%
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+ 2023-04-13 12:31:54 INFO dev: loss: nan - UP: 70.87% UR: 42.93% UF: 53.47% P: 65.09% R: 39.43% F: 49.11%
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+ 2023-04-13 12:31:55 INFO test: loss: 0.1742 - UP: 73.25% UR: 50.59% UF: 59.85% P: 66.35% R: 45.82% F: 54.20%
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+ 2023-04-13 12:32:01 INFO lr: 4.8660e-05 - loss: 0.0019 - UP: 97.45% UR: 93.86% UF: 95.62% P: 97.45% R: 93.86% F: 95.62%
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+ 2023-04-13 12:32:02 INFO dev: loss: nan - UP: 67.65% UR: 47.54% UF: 55.84% P: 61.76% R: 43.40% F: 50.98%
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+ 2023-04-13 12:32:02 INFO test: loss: 0.1721 - UP: 68.41% UR: 56.99% UF: 62.18% P: 61.45% R: 51.19% F: 55.85%
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+ 2023-04-13 12:32:02 INFO Epoch 135 / 5000:
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+ 2023-04-13 12:32:08 INFO lr: 4.8650e-05 - loss: 0.0028 - UP: 96.85% UR: 95.38% UF: 96.11% P: 96.83% R: 95.36% F: 96.09%
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+ 2023-04-13 12:32:09 INFO dev: loss: nan - UP: 69.17% UR: 45.31% UF: 54.76% P: 66.26% R: 43.40% F: 52.45%
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+ 2023-04-13 12:32:10 INFO test: loss: 0.1695 - UP: 70.33% UR: 54.60% UF: 61.48% P: 63.34% R: 49.17% F: 55.36%
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+ 2023-04-13 12:32:10 INFO 0:00:07.226570s elapsed
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+ 2023-04-13 12:32:10 INFO Epoch 136 / 5000:
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+ 2023-04-13 12:32:16 INFO lr: 4.8640e-05 - loss: 0.0104 - UP: 97.09% UR: 91.08% UF: 93.99% P: 97.09% R: 91.08% F: 93.99%
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+ 2023-04-13 12:32:16 INFO dev: loss: nan - UP: 74.40% UR: 39.75% UF: 51.81% P: 70.24% R: 37.52% F: 48.91%
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+ 2023-04-13 12:32:17 INFO test: loss: 0.1849 - UP: 71.75% UR: 43.62% UF: 54.25% P: 66.83% R: 40.63% F: 50.54%
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+ 2023-04-13 12:32:17 INFO 0:00:07.639301s elapsed
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+ 2023-04-13 12:32:17 INFO Epoch 137 / 5000:
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+ 2023-04-13 12:32:23 INFO lr: 4.8630e-05 - loss: 0.0026 - UP: 93.52% UR: 89.91% UF: 91.68% P: 93.52% R: 89.91% F: 91.68%
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+ 2023-04-13 12:32:24 INFO dev: loss: nan - UP: 66.09% UR: 48.97% UF: 56.26% P: 60.94% R: 45.15% F: 51.87%
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+ 2023-04-13 12:32:25 INFO test: loss: 0.1526 - UP: 67.18% UR: 56.17% UF: 61.19% P: 60.90% R: 50.92% F: 55.47%
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+ 2023-04-13 12:32:25 INFO 0:00:07.236895s elapsed
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+ 2023-04-13 12:32:25 INFO Epoch 138 / 5000:
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+ 2023-04-13 12:32:31 INFO lr: 4.8620e-05 - loss: 0.0061 - UP: 94.39% UR: 86.95% UF: 90.52% P: 94.39% R: 86.95% F: 90.52%
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+ 2023-04-13 12:32:31 INFO dev: loss: nan - UP: 68.48% UR: 45.95% UF: 55.00% P: 61.37% R: 41.18% F: 49.29%
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+ 2023-04-13 12:32:32 INFO test: loss: 0.1612 - UP: 67.51% UR: 53.24% UF: 59.53% P: 61.39% R: 48.42% F: 54.13%
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+ 2023-04-13 12:32:32 INFO Epoch 139 / 5000:
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+ 2023-04-13 12:32:38 INFO lr: 4.8610e-05 - loss: 0.0017 - UP: 92.37% UR: 91.27% UF: 91.82% P: 92.21% R: 91.11% F: 91.66%
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+ 2023-04-13 12:32:39 INFO dev: loss: nan - UP: 69.01% UR: 42.13% UF: 52.32% P: 62.76% R: 38.31% F: 47.58%
900
+ 2023-04-13 12:32:40 INFO test: loss: 0.1816 - UP: 69.54% UR: 51.07% UF: 58.89% P: 62.15% R: 45.64% F: 52.63%
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+ 2023-04-13 12:32:40 INFO 0:00:07.229920s elapsed
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+ 2023-04-13 12:32:40 INFO Epoch 140 / 5000:
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+ 2023-04-13 12:32:45 INFO lr: 4.8600e-05 - loss: 0.0032 - UP: 93.28% UR: 83.50% UF: 88.12% P: 93.02% R: 83.27% F: 87.88%
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+ 2023-04-13 12:32:46 INFO dev: loss: nan - UP: 64.34% UR: 42.45% UF: 51.15% P: 56.63% R: 37.36% F: 45.02%
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+ 2023-04-13 12:32:47 INFO test: loss: 0.1726 - UP: 64.39% UR: 48.75% UF: 55.49% P: 57.70% R: 43.68% F: 49.72%
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+ 2023-04-13 12:32:47 INFO 0:00:07.719043s elapsed
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+ 2023-04-13 12:32:47 INFO Epoch 141 / 5000:
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+ 2023-04-13 12:32:53 INFO lr: 4.8590e-05 - loss: 0.0205 - UP: 85.44% UR: 60.27% UF: 70.68% P: 84.59% R: 59.67% F: 69.98%
911
+ 2023-04-13 12:32:53 INFO dev: loss: nan - UP: 78.87% UR: 24.32% UF: 37.18% P: 74.23% R: 22.89% F: 34.99%
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+ 2023-04-13 12:32:54 INFO test: loss: 0.1853 - UP: 74.62% UR: 25.11% UF: 37.58% P: 67.35% R: 22.67% F: 33.92%
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+ 2023-04-13 12:32:54 INFO 0:00:07.215707s elapsed
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+ 2023-04-13 12:32:54 INFO Epoch 142 / 5000:
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+ 2023-04-13 12:33:00 INFO lr: 4.8580e-05 - loss: 0.0042 - UP: 86.70% UR: 67.12% UF: 75.66% P: 86.46% R: 66.93% F: 75.46%
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+ 2023-04-13 12:33:01 INFO dev: loss: nan - UP: 65.10% UR: 46.26% UF: 54.09% P: 59.06% R: 41.97% F: 49.07%
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+ 2023-04-13 12:33:02 INFO test: loss: 0.1722 - UP: 63.07% UR: 50.53% UF: 56.11% P: 54.48% R: 43.65% F: 48.47%
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+ 2023-04-13 12:33:02 INFO 0:00:07.749262s elapsed
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+ 2023-04-13 12:33:02 INFO Epoch 143 / 5000:
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+ 2023-04-13 12:33:08 INFO lr: 4.8570e-05 - loss: 0.0099 - UP: 91.41% UR: 78.22% UF: 84.30% P: 90.95% R: 77.83% F: 83.88%
923
+ 2023-04-13 12:33:08 INFO dev: loss: nan - UP: 73.79% UR: 46.10% UF: 56.75% P: 66.92% R: 41.81% F: 51.47%
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+ 2023-04-13 12:33:09 INFO test: loss: 0.1648 - UP: 69.34% UR: 45.13% UF: 54.67% P: 62.62% R: 40.75% F: 49.37%
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+ 2023-04-13 12:33:09 INFO 0:00:07.184683s elapsed
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+ 2023-04-13 12:33:09 INFO Epoch 144 / 5000:
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+ 2023-04-13 12:33:15 INFO lr: 4.8560e-05 - loss: 0.0049 - UP: 90.08% UR: 82.44% UF: 86.09% P: 89.93% R: 82.31% F: 85.95%
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+ 2023-04-13 12:33:16 INFO dev: loss: nan - UP: 61.90% UR: 49.60% UF: 55.08% P: 56.15% R: 44.99% F: 49.96%
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+ 2023-04-13 12:33:17 INFO test: loss: 0.1882 - UP: 63.22% UR: 50.89% UF: 56.39% P: 57.03% R: 45.91% F: 50.87%
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+ 2023-04-13 12:33:17 INFO 0:00:07.628586s elapsed
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+ 2023-04-13 12:33:17 INFO Epoch 145 / 5000:
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+ 2023-04-13 12:33:23 INFO lr: 4.8550e-05 - loss: 0.0070 - UP: 94.80% UR: 88.86% UF: 91.73% P: 94.80% R: 88.86% F: 91.73%
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+ 2023-04-13 12:33:23 INFO dev: loss: nan - UP: 70.52% UR: 47.54% UF: 56.79% P: 64.15% R: 43.24% F: 51.66%
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+ 2023-04-13 12:33:24 INFO test: loss: 0.1924 - UP: 67.97% UR: 49.50% UF: 57.28% P: 61.04% R: 44.46% F: 51.45%
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+ 2023-04-13 12:33:24 INFO 0:00:07.273041s elapsed
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+ 2023-04-13 12:33:24 INFO Epoch 146 / 5000:
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+ 2023-04-13 12:33:30 INFO lr: 4.8540e-05 - loss: 0.0027 - UP: 93.73% UR: 87.89% UF: 90.72% P: 93.65% R: 87.82% F: 90.64%
941
+ 2023-04-13 12:33:31 INFO dev: loss: nan - UP: 67.51% UR: 50.87% UF: 58.02% P: 61.81% R: 46.58% F: 53.13%
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+ 2023-04-13 12:33:32 INFO test: loss: 0.1720 - UP: 67.18% UR: 52.82% UF: 59.14% P: 60.73% R: 47.75% F: 53.46%
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+ 2023-04-13 12:33:43 INFO 0:00:07.570002s elapsed (saved)
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+ 2023-04-13 12:33:43 INFO Epoch 147 / 5000:
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+ 2023-04-13 12:33:49 INFO lr: 4.8530e-05 - loss: 0.0047 - UP: 95.01% UR: 93.20% UF: 94.10% P: 94.99% R: 93.18% F: 94.07%
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+ 2023-04-13 12:33:49 INFO dev: loss: nan - UP: 73.86% UR: 41.34% UF: 53.01% P: 68.18% R: 38.16% F: 48.93%
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+ 2023-04-13 12:33:50 INFO test: loss: 0.1694 - UP: 73.30% UR: 45.16% UF: 55.88% P: 66.49% R: 40.96% F: 50.69%
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+ 2023-04-13 12:33:50 INFO 0:00:07.448274s elapsed
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+ 2023-04-13 12:33:50 INFO Epoch 148 / 5000:
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+ 2023-04-13 12:33:56 INFO lr: 4.8520e-05 - loss: 0.0021 - UP: 96.55% UR: 88.10% UF: 92.13% P: 96.45% R: 88.01% F: 92.03%
953
+ 2023-04-13 12:33:57 INFO dev: loss: nan - UP: 71.69% UR: 43.08% UF: 53.82% P: 66.67% R: 40.06% F: 50.05%
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+ 2023-04-13 12:33:58 INFO test: loss: 0.2000 - UP: 70.44% UR: 50.29% UF: 58.68% P: 64.82% R: 46.27% F: 54.00%
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+ 2023-04-13 12:33:58 INFO 0:00:07.595509s elapsed
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+ 2023-04-13 12:33:58 INFO Epoch 149 / 5000:
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+ 2023-04-13 12:34:04 INFO lr: 4.8510e-05 - loss: 0.0035 - UP: 96.21% UR: 93.41% UF: 94.79% P: 96.21% R: 93.41% F: 94.79%
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+ 2023-04-13 12:34:05 INFO dev: loss: nan - UP: 60.90% UR: 49.28% UF: 54.48% P: 55.99% R: 45.31% F: 50.09%
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+ 2023-04-13 12:34:06 INFO test: loss: 0.2225 - UP: 66.76% UR: 56.02% UF: 60.92% P: 59.71% R: 50.11% F: 54.49%
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+ 2023-04-13 12:34:06 INFO 0:00:08.396798s elapsed
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+ 2023-04-13 12:34:06 INFO Epoch 150 / 5000:
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+ 2023-04-13 12:34:12 INFO lr: 4.8500e-05 - loss: 0.0021 - UP: 95.70% UR: 94.58% UF: 95.13% P: 95.70% R: 94.58% F: 95.13%
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+ 2023-04-13 12:34:13 INFO dev: loss: nan - UP: 73.05% UR: 43.08% UF: 54.20% P: 67.65% R: 39.90% F: 50.20%
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+ 2023-04-13 12:34:14 INFO test: loss: 0.2122 - UP: 72.18% UR: 49.41% UF: 58.66% P: 66.84% R: 45.76% F: 54.33%
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+ 2023-04-13 12:34:14 INFO 0:00:07.922131s elapsed
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+ 2023-04-13 12:34:14 INFO Epoch 151 / 5000:
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+ 2023-04-13 12:34:20 INFO lr: 4.8490e-05 - loss: 0.0140 - UP: 96.17% UR: 90.60% UF: 93.30% P: 96.15% R: 90.58% F: 93.28%
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+ 2023-04-13 12:34:21 INFO dev: loss: nan - UP: 67.61% UR: 49.44% UF: 57.12% P: 62.17% R: 45.47% F: 52.53%
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+ 2023-04-13 12:34:22 INFO test: loss: 0.2086 - UP: 64.77% UR: 50.17% UF: 56.54% P: 58.22% R: 45.10% F: 50.82%
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+ 2023-04-13 12:34:22 INFO 0:00:08.096047s elapsed
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+ 2023-04-13 12:34:28 INFO lr: 4.8480e-05 - loss: 0.0010 - UP: 94.12% UR: 90.85% UF: 92.46% P: 93.98% R: 90.72% F: 92.32%
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+ 2023-04-13 12:34:29 INFO dev: loss: nan - UP: 63.09% UR: 48.65% UF: 54.94% P: 58.76% R: 45.31% F: 51.17%
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+ 2023-04-13 12:34:30 INFO test: loss: 0.1894 - UP: 65.43% UR: 55.87% UF: 60.27% P: 59.17% R: 50.53% F: 54.51%
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+ 2023-04-13 12:34:30 INFO 0:00:07.657169s elapsed
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+ 2023-04-13 12:34:36 INFO lr: 4.8470e-05 - loss: 0.0068 - UP: 95.93% UR: 92.60% UF: 94.24% P: 95.91% R: 92.58% F: 94.21%
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+ 2023-04-13 12:34:36 INFO dev: loss: nan - UP: 67.09% UR: 50.56% UF: 57.66% P: 60.97% R: 45.95% F: 52.40%
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+ 2023-04-13 12:34:37 INFO test: loss: 0.1694 - UP: 64.68% UR: 54.06% UF: 58.90% P: 57.53% R: 48.08% F: 52.38%
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+ 2023-04-13 12:34:37 INFO 0:00:07.564308s elapsed
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+ 2023-04-13 12:34:37 INFO Epoch 154 / 5000:
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+ 2023-04-13 12:34:43 INFO lr: 4.8460e-05 - loss: 0.0038 - UP: 96.89% UR: 93.08% UF: 94.95% P: 96.87% R: 93.06% F: 94.93%
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+ 2023-04-13 12:34:43 INFO dev: loss: nan - UP: 68.70% UR: 51.99% UF: 59.19% P: 62.18% R: 47.06% F: 53.57%
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+ 2023-04-13 12:34:44 INFO test: loss: 0.2082 - UP: 66.47% UR: 54.57% UF: 59.94% P: 59.49% R: 48.84% F: 53.64%
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+ 2023-04-13 12:34:56 INFO 0:00:07.203929s elapsed (saved)
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+ 2023-04-13 12:34:56 INFO Epoch 155 / 5000:
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+ 2023-04-13 12:35:02 INFO lr: 4.8450e-05 - loss: 0.0011 - UP: 95.20% UR: 93.86% UF: 94.53% P: 95.20% R: 93.86% F: 94.53%
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+ 2023-04-13 12:35:03 INFO dev: loss: nan - UP: 69.86% UR: 46.42% UF: 55.78% P: 64.83% R: 43.08% F: 51.77%
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+ 2023-04-13 12:35:05 INFO test: loss: 0.2136 - UP: 72.12% UR: 50.68% UF: 59.53% P: 65.76% R: 46.21% F: 54.28%
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+ 2023-04-13 12:35:05 INFO 0:00:09.408825s elapsed
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+ 2023-04-13 12:35:05 INFO Epoch 156 / 5000:
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+ 2023-04-13 12:35:12 INFO lr: 4.8440e-05 - loss: 0.0027 - UP: 94.52% UR: 92.74% UF: 93.62% P: 94.50% R: 92.72% F: 93.60%
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+ 2023-04-13 12:35:13 INFO dev: loss: nan - UP: 62.02% UR: 51.67% UF: 56.37% P: 57.44% R: 47.85% F: 52.21%
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+ 2023-04-13 12:35:14 INFO test: loss: 0.2166 - UP: 65.78% UR: 56.87% UF: 61.00% P: 58.80% R: 50.83% F: 54.52%
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+ 2023-04-13 12:35:14 INFO 0:00:08.446175s elapsed
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+ 2023-04-13 12:35:21 INFO lr: 4.8430e-05 - loss: 0.1274 - UP: 97.40% UR: 91.98% UF: 94.61% P: 97.20% R: 91.80% F: 94.42%
1007
+ 2023-04-13 12:35:22 INFO dev: loss: nan - UP: 67.01% UR: 51.99% UF: 58.55% P: 61.27% R: 47.54% F: 53.54%
1008
+ 2023-04-13 12:35:23 INFO test: loss: 0.1974 - UP: 68.07% UR: 54.06% UF: 60.26% P: 60.89% R: 48.35% F: 53.90%
1009
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+ 2023-04-13 12:35:29 INFO lr: 4.8420e-05 - loss: 0.0003 - UP: 94.45% UR: 93.45% UF: 93.95% P: 94.40% R: 93.41% F: 93.90%
1013
+ 2023-04-13 12:35:30 INFO dev: loss: nan - UP: 66.87% UR: 52.62% UF: 58.90% P: 61.82% R: 48.65% F: 54.45%
1014
+ 2023-04-13 12:35:31 INFO test: loss: 0.1932 - UP: 64.56% UR: 54.60% UF: 59.17% P: 58.35% R: 49.35% F: 53.48%
1015
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+ 2023-04-13 12:35:48 INFO lr: 4.8410e-05 - loss: 0.0002 - UP: 97.72% UR: 95.63% UF: 96.67% P: 97.70% R: 95.61% F: 96.64%
1019
+ 2023-04-13 12:35:48 INFO dev: loss: nan - UP: 66.67% UR: 51.51% UF: 58.12% P: 61.11% R: 47.22% F: 53.27%
1020
+ 2023-04-13 12:35:49 INFO test: loss: 0.1962 - UP: 66.62% UR: 55.72% UF: 60.68% P: 59.62% R: 49.86% F: 54.31%
1021
+ 2023-04-13 12:35:49 INFO 0:00:07.350396s elapsed
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+ 2023-04-13 12:35:56 INFO lr: 4.8400e-05 - loss: 0.0027 - UP: 97.28% UR: 96.02% UF: 96.65% P: 97.25% R: 96.00% F: 96.62%
1025
+ 2023-04-13 12:35:57 INFO dev: loss: nan - UP: 71.60% UR: 46.10% UF: 56.09% P: 67.16% R: 43.24% F: 52.61%
1026
+ 2023-04-13 12:35:58 INFO test: loss: 0.1932 - UP: 68.83% UR: 52.19% UF: 59.36% P: 62.74% R: 47.57% F: 54.11%
1027
+ 2023-04-13 12:35:58 INFO 0:00:09.007300s elapsed
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+ 2023-04-13 12:36:05 INFO lr: 4.8390e-05 - loss: 0.0006 - UP: 97.85% UR: 96.02% UF: 96.93% P: 97.85% R: 96.02% F: 96.93%
1031
+ 2023-04-13 12:36:06 INFO dev: loss: nan - UP: 70.87% UR: 46.42% UF: 56.10% P: 66.99% R: 43.88% F: 53.03%
1032
+ 2023-04-13 12:36:08 INFO test: loss: 0.1946 - UP: 69.11% UR: 50.98% UF: 58.68% P: 63.09% R: 46.54% F: 53.57%
1033
+ 2023-04-13 12:36:08 INFO 0:00:09.269532s elapsed
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+ 2023-04-13 12:36:14 INFO lr: 4.8380e-05 - loss: 0.0035 - UP: 97.80% UR: 96.16% UF: 96.98% P: 97.80% R: 96.16% F: 96.98%
1037
+ 2023-04-13 12:36:15 INFO dev: loss: nan - UP: 70.70% UR: 46.42% UF: 56.05% P: 66.10% R: 43.40% F: 52.40%
1038
+ 2023-04-13 12:36:16 INFO test: loss: 0.2018 - UP: 69.67% UR: 51.04% UF: 58.92% P: 64.03% R: 46.91% F: 54.15%
1039
+ 2023-04-13 12:36:16 INFO 0:00:08.114880s elapsed
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+ 2023-04-13 12:36:21 INFO lr: 4.8370e-05 - loss: 0.0002 - UP: 96.96% UR: 97.43% UF: 97.19% P: 96.89% R: 97.36% F: 97.12%
1043
+ 2023-04-13 12:36:22 INFO dev: loss: nan - UP: 74.31% UR: 46.90% UF: 57.50% P: 69.52% R: 43.88% F: 53.80%
1044
+ 2023-04-13 12:36:23 INFO test: loss: 0.2291 - UP: 69.06% UR: 51.34% UF: 58.90% P: 63.01% R: 46.85% F: 53.74%
1045
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+ 2023-04-13 12:36:29 INFO lr: 4.8360e-05 - loss: 0.0004 - UP: 98.18% UR: 96.46% UF: 97.31% P: 98.18% R: 96.46% F: 97.31%
1049
+ 2023-04-13 12:36:30 INFO dev: loss: nan - UP: 70.65% UR: 49.76% UF: 58.40% P: 65.91% R: 46.42% F: 54.48%
1050
+ 2023-04-13 12:36:31 INFO test: loss: 0.2245 - UP: 68.06% UR: 53.76% UF: 60.07% P: 61.90% R: 48.90% F: 54.64%
1051
+ 2023-04-13 12:36:41 INFO 0:00:07.353799s elapsed (saved)
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+ 2023-04-13 12:36:47 INFO lr: 4.8350e-05 - loss: 0.0021 - UP: 98.61% UR: 97.63% UF: 98.12% P: 98.58% R: 97.61% F: 98.09%
1055
+ 2023-04-13 12:36:48 INFO dev: loss: nan - UP: 69.30% UR: 50.24% UF: 58.25% P: 64.69% R: 46.90% F: 54.38%
1056
+ 2023-04-13 12:36:49 INFO test: loss: 0.2272 - UP: 68.41% UR: 54.24% UF: 60.51% P: 62.20% R: 49.32% F: 55.02%
1057
+ 2023-04-13 12:36:49 INFO 0:00:07.808822s elapsed
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+ 2023-04-13 12:36:56 INFO lr: 4.8340e-05 - loss: 0.0005 - UP: 98.47% UR: 97.86% UF: 98.17% P: 98.47% R: 97.86% F: 98.17%
1061
+ 2023-04-13 12:36:57 INFO dev: loss: nan - UP: 70.59% UR: 49.60% UF: 58.26% P: 66.06% R: 46.42% F: 54.53%
1062
+ 2023-04-13 12:36:59 INFO test: loss: 0.2311 - UP: 68.79% UR: 54.36% UF: 60.73% P: 62.45% R: 49.35% F: 55.13%
1063
+ 2023-04-13 12:37:10 INFO 0:00:09.890926s elapsed (saved)
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+ 2023-04-13 12:37:17 INFO lr: 4.8330e-05 - loss: 0.0002 - UP: 98.30% UR: 98.07% UF: 98.18% P: 98.30% R: 98.07% F: 98.18%
1067
+ 2023-04-13 12:37:17 INFO dev: loss: nan - UP: 72.24% UR: 48.81% UF: 58.25% P: 67.76% R: 45.79% F: 54.65%
1068
+ 2023-04-13 12:37:18 INFO test: loss: 0.2302 - UP: 69.16% UR: 53.34% UF: 60.22% P: 63.09% R: 48.66% F: 54.94%
1069
+ 2023-04-13 12:37:30 INFO 0:00:07.587983s elapsed (saved)
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+ 2023-04-13 12:37:36 INFO lr: 4.8320e-05 - loss: 0.0002 - UP: 98.43% UR: 98.00% UF: 98.22% P: 98.43% R: 98.00% F: 98.22%
1073
+ 2023-04-13 12:37:36 INFO dev: loss: nan - UP: 72.58% UR: 48.81% UF: 58.37% P: 68.56% R: 46.10% F: 55.13%
1074
+ 2023-04-13 12:37:37 INFO test: loss: 0.2311 - UP: 69.34% UR: 53.73% UF: 60.54% P: 63.38% R: 49.11% F: 55.34%
1075
+ 2023-04-13 12:37:49 INFO 0:00:07.400885s elapsed (saved)
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+ 2023-04-13 12:37:54 INFO lr: 4.8310e-05 - loss: 0.0014 - UP: 98.63% UR: 97.91% UF: 98.27% P: 98.63% R: 97.91% F: 98.27%
1079
+ 2023-04-13 12:37:55 INFO dev: loss: nan - UP: 70.83% UR: 51.35% UF: 59.54% P: 66.67% R: 48.33% F: 56.04%
1080
+ 2023-04-13 12:37:56 INFO test: loss: 0.2256 - UP: 67.85% UR: 55.30% UF: 60.93% P: 61.70% R: 50.29% F: 55.41%
1081
+ 2023-04-13 12:38:08 INFO 0:00:07.287553s elapsed (saved)
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+ 2023-04-13 12:38:13 INFO lr: 4.8300e-05 - loss: 0.0003 - UP: 98.96% UR: 98.28% UF: 98.62% P: 98.96% R: 98.28% F: 98.62%
1085
+ 2023-04-13 12:38:14 INFO dev: loss: nan - UP: 71.04% UR: 49.92% UF: 58.64% P: 66.52% R: 46.74% F: 54.90%
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+ 2023-04-13 12:38:15 INFO test: loss: 0.2255 - UP: 68.95% UR: 53.49% UF: 60.24% P: 63.11% R: 48.96% F: 55.14%
1087
+ 2023-04-13 12:38:15 INFO 0:00:07.573870s elapsed
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+ 2023-04-13 12:38:22 INFO lr: 4.8290e-05 - loss: 0.0022 - UP: 98.84% UR: 98.25% UF: 98.55% P: 98.84% R: 98.25% F: 98.55%
1091
+ 2023-04-13 12:38:23 INFO dev: loss: nan - UP: 72.68% UR: 48.65% UF: 58.29% P: 68.65% R: 45.95% F: 55.05%
1092
+ 2023-04-13 12:38:24 INFO test: loss: 0.2320 - UP: 69.15% UR: 52.49% UF: 59.68% P: 62.94% R: 47.78% F: 54.32%
1093
+ 2023-04-13 12:38:24 INFO 0:00:08.702428s elapsed
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+ 2023-04-13 12:38:30 INFO lr: 4.8280e-05 - loss: 0.0006 - UP: 98.87% UR: 98.58% UF: 98.72% P: 98.87% R: 98.58% F: 98.72%
1097
+ 2023-04-13 12:38:32 INFO dev: loss: nan - UP: 70.73% UR: 48.01% UF: 57.20% P: 66.51% R: 45.15% F: 53.79%
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+ 2023-04-13 12:38:34 INFO test: loss: 0.2354 - UP: 69.34% UR: 53.79% UF: 60.58% P: 63.07% R: 48.93% F: 55.11%
1099
+ 2023-04-13 12:38:34 INFO 0:00:09.804218s elapsed
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+ 2023-04-13 12:38:40 INFO lr: 4.8270e-05 - loss: 0.0006 - UP: 98.91% UR: 98.44% UF: 98.68% P: 98.82% R: 98.35% F: 98.58%
1103
+ 2023-04-13 12:38:41 INFO dev: loss: nan - UP: 74.07% UR: 47.69% UF: 58.03% P: 68.64% R: 44.20% F: 53.77%
1104
+ 2023-04-13 12:38:42 INFO test: loss: 0.2573 - UP: 70.23% UR: 51.40% UF: 59.36% P: 64.12% R: 46.94% F: 54.20%
1105
+ 2023-04-13 12:38:42 INFO 0:00:08.103208s elapsed
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+ 2023-04-13 12:38:48 INFO lr: 4.8260e-05 - loss: 0.0007 - UP: 99.02% UR: 97.22% UF: 98.11% P: 98.81% R: 97.01% F: 97.90%
1109
+ 2023-04-13 12:38:49 INFO dev: loss: nan - UP: 61.55% UR: 47.85% UF: 53.85% P: 58.90% R: 45.79% F: 51.52%
1110
+ 2023-04-13 12:38:51 INFO test: loss: 0.2393 - UP: 66.08% UR: 55.63% UF: 60.41% P: 58.98% R: 49.65% F: 53.92%
1111
+ 2023-04-13 12:38:51 INFO 0:00:09.218877s elapsed
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+ 2023-04-13 12:38:57 INFO lr: 4.8250e-05 - loss: 0.0001 - UP: 98.76% UR: 96.94% UF: 97.84% P: 98.57% R: 96.76% F: 97.66%
1115
+ 2023-04-13 12:38:58 INFO dev: loss: nan - UP: 66.11% UR: 50.56% UF: 57.30% P: 61.95% R: 47.38% F: 53.69%
1116
+ 2023-04-13 12:38:59 INFO test: loss: 0.2326 - UP: 66.77% UR: 54.33% UF: 59.91% P: 60.20% R: 48.99% F: 54.02%
1117
+ 2023-04-13 12:38:59 INFO 0:00:08.044200s elapsed
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+ 2023-04-13 12:38:59 INFO Epoch 176 / 5000:
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+ 2023-04-13 12:39:06 INFO lr: 4.8240e-05 - loss: 0.0004 - UP: 98.37% UR: 98.51% UF: 98.44% P: 98.37% R: 98.51% F: 98.44%
1121
+ 2023-04-13 12:39:07 INFO dev: loss: nan - UP: 68.05% UR: 49.44% UF: 57.27% P: 63.89% R: 46.42% F: 53.78%
1122
+ 2023-04-13 12:39:08 INFO test: loss: 0.2356 - UP: 69.00% UR: 53.55% UF: 60.30% P: 62.35% R: 48.39% F: 54.49%
1123
+ 2023-04-13 12:39:08 INFO 0:00:08.921944s elapsed
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+ 2023-04-13 12:39:08 INFO Epoch 177 / 5000:
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+ 2023-04-13 12:39:14 INFO lr: 4.8230e-05 - loss: 0.0005 - UP: 99.10% UR: 98.51% UF: 98.80% P: 99.10% R: 98.51% F: 98.80%
1127
+ 2023-04-13 12:39:14 INFO dev: loss: nan - UP: 67.23% UR: 50.87% UF: 57.92% P: 62.82% R: 47.54% F: 54.12%
1128
+ 2023-04-13 12:39:15 INFO test: loss: 0.2371 - UP: 68.56% UR: 54.51% UF: 60.74% P: 61.62% R: 48.99% F: 54.58%
1129
+ 2023-04-13 12:39:15 INFO 0:00:07.310619s elapsed
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+ 2023-04-13 12:39:15 INFO Epoch 178 / 5000:
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+ 2023-04-13 12:39:21 INFO lr: 4.8220e-05 - loss: 0.0001 - UP: 98.74% UR: 98.90% UF: 98.82% P: 98.72% R: 98.87% F: 98.79%
1133
+ 2023-04-13 12:39:22 INFO dev: loss: nan - UP: 69.57% UR: 50.87% UF: 58.77% P: 64.57% R: 47.22% F: 54.55%
1134
+ 2023-04-13 12:39:23 INFO test: loss: 0.2404 - UP: 69.31% UR: 54.33% UF: 60.91% P: 62.61% R: 49.08% F: 55.03%
1135
+ 2023-04-13 12:39:23 INFO 0:00:07.690391s elapsed
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+ 2023-04-13 12:39:23 INFO Epoch 179 / 5000:
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+ 2023-04-13 12:39:29 INFO lr: 4.8210e-05 - loss: 0.0003 - UP: 98.85% UR: 98.71% UF: 98.78% P: 98.85% R: 98.71% F: 98.78%
1139
+ 2023-04-13 12:39:29 INFO dev: loss: nan - UP: 70.95% UR: 47.38% UF: 56.82% P: 66.43% R: 44.36% F: 53.19%
1140
+ 2023-04-13 12:39:30 INFO test: loss: 0.2470 - UP: 69.77% UR: 51.83% UF: 59.47% P: 63.43% R: 47.12% F: 54.07%
1141
+ 2023-04-13 12:39:30 INFO 0:00:07.196101s elapsed
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+ 2023-04-13 12:39:30 INFO Epoch 180 / 5000:
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+ 2023-04-13 12:39:36 INFO lr: 4.8200e-05 - loss: 0.0001 - UP: 99.42% UR: 98.05% UF: 98.73% P: 99.42% R: 98.05% F: 98.73%
1145
+ 2023-04-13 12:39:37 INFO dev: loss: nan - UP: 66.94% UR: 51.83% UF: 58.42% P: 62.83% R: 48.65% F: 54.84%
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+ 2023-04-13 12:39:38 INFO test: loss: 0.2418 - UP: 67.33% UR: 55.93% UF: 61.10% P: 60.68% R: 50.41% F: 55.07%
1147
+ 2023-04-13 12:39:38 INFO 0:00:07.748094s elapsed
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+ 2023-04-13 12:39:44 INFO lr: 4.8190e-05 - loss: 0.0025 - UP: 98.96% UR: 98.83% UF: 98.90% P: 98.96% R: 98.83% F: 98.90%
1151
+ 2023-04-13 12:39:44 INFO dev: loss: nan - UP: 71.88% UR: 50.40% UF: 59.25% P: 67.57% R: 47.38% F: 55.70%
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+ 2023-04-13 12:39:45 INFO test: loss: 0.2434 - UP: 69.59% UR: 52.91% UF: 60.12% P: 63.28% R: 48.11% F: 54.66%
1153
+ 2023-04-13 12:39:45 INFO 0:00:07.245673s elapsed
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+ 2023-04-13 12:39:45 INFO Epoch 182 / 5000:
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+ 2023-04-13 12:39:51 INFO lr: 4.8180e-05 - loss: 0.0003 - UP: 99.10% UR: 98.76% UF: 98.93% P: 99.10% R: 98.76% F: 98.93%
1157
+ 2023-04-13 12:39:52 INFO dev: loss: nan - UP: 70.98% UR: 49.76% UF: 58.50% P: 66.21% R: 46.42% F: 54.58%
1158
+ 2023-04-13 12:39:53 INFO test: loss: 0.2454 - UP: 69.93% UR: 53.00% UF: 60.30% P: 63.44% R: 48.08% F: 54.70%
1159
+ 2023-04-13 12:39:53 INFO 0:00:07.631269s elapsed
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+ 2023-04-13 12:39:53 INFO Epoch 183 / 5000:
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+ 2023-04-13 12:39:59 INFO lr: 4.8170e-05 - loss: 0.0000 - UP: 99.10% UR: 98.41% UF: 98.75% P: 99.10% R: 98.41% F: 98.75%
1163
+ 2023-04-13 12:39:59 INFO dev: loss: nan - UP: 70.18% UR: 50.87% UF: 58.99% P: 65.57% R: 47.54% F: 55.12%
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+ 2023-04-13 12:40:00 INFO test: loss: 0.2457 - UP: 69.26% UR: 54.81% UF: 61.20% P: 62.81% R: 49.71% F: 55.50%
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+ 2023-04-13 12:40:00 INFO 0:00:07.263584s elapsed
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+ 2023-04-13 12:40:00 INFO Epoch 184 / 5000:
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+ 2023-04-13 12:40:06 INFO lr: 4.8160e-05 - loss: 0.0003 - UP: 99.06% UR: 98.97% UF: 99.01% P: 99.06% R: 98.97% F: 99.01%
1169
+ 2023-04-13 12:40:06 INFO dev: loss: nan - UP: 68.43% UR: 51.35% UF: 58.67% P: 63.98% R: 48.01% F: 54.86%
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+ 2023-04-13 12:40:08 INFO test: loss: 0.2455 - UP: 68.26% UR: 56.41% UF: 61.77% P: 61.65% R: 50.95% F: 55.79%
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+ 2023-04-13 12:40:08 INFO 0:00:07.652256s elapsed
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+ 2023-04-13 12:40:08 INFO Epoch 185 / 5000:
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+ 2023-04-13 12:40:13 INFO lr: 4.8150e-05 - loss: 0.0015 - UP: 99.08% UR: 98.69% UF: 98.88% P: 99.08% R: 98.69% F: 98.88%
1175
+ 2023-04-13 12:40:14 INFO dev: loss: nan - UP: 70.28% UR: 51.51% UF: 59.45% P: 65.51% R: 48.01% F: 55.41%
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+ 2023-04-13 12:40:15 INFO test: loss: 0.2454 - UP: 68.67% UR: 54.72% UF: 60.91% P: 61.93% R: 49.35% F: 54.93%
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+ 2023-04-13 12:40:15 INFO 0:00:07.253409s elapsed
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+ 2023-04-13 12:40:15 INFO Epoch 186 / 5000:
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+ 2023-04-13 12:40:21 INFO lr: 4.8140e-05 - loss: 0.0001 - UP: 99.17% UR: 98.83% UF: 99.00% P: 99.17% R: 98.83% F: 99.00%
1181
+ 2023-04-13 12:40:21 INFO dev: loss: nan - UP: 71.71% UR: 51.19% UF: 59.74% P: 66.82% R: 47.69% F: 55.66%
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+ 2023-04-13 12:40:23 INFO test: loss: 0.2463 - UP: 69.78% UR: 54.36% UF: 61.11% P: 63.50% R: 49.47% F: 55.62%
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+ 2023-04-13 12:40:23 INFO 0:00:07.612473s elapsed
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+ 2023-04-13 12:40:23 INFO Epoch 187 / 5000:
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+ 2023-04-13 12:40:28 INFO lr: 4.8130e-05 - loss: nan - UP: 99.31% UR: 98.64% UF: 98.97% P: 99.31% R: 98.64% F: 98.97%
1187
+ 2023-04-13 12:40:29 INFO dev: loss: nan - UP: 72.35% UR: 49.92% UF: 59.08% P: 67.51% R: 46.58% F: 55.13%
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+ 2023-04-13 12:40:30 INFO test: loss: 0.2497 - UP: 70.26% UR: 53.12% UF: 60.50% P: 63.91% R: 48.32% F: 55.04%
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+ 2023-04-13 12:40:30 INFO 0:00:07.278860s elapsed
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+ 2023-04-13 12:40:30 INFO Epoch 188 / 5000:
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+ 2023-04-13 12:40:36 INFO lr: 4.8120e-05 - loss: 0.0001 - UP: 99.12% UR: 98.78% UF: 98.95% P: 99.12% R: 98.78% F: 98.95%
1193
+ 2023-04-13 12:40:36 INFO dev: loss: nan - UP: 70.51% UR: 50.56% UF: 58.89% P: 65.41% R: 46.90% F: 54.63%
1194
+ 2023-04-13 12:40:37 INFO test: loss: 0.2472 - UP: 69.44% UR: 54.45% UF: 61.04% P: 63.28% R: 49.62% F: 55.63%
1195
+ 2023-04-13 12:40:37 INFO 0:00:07.580844s elapsed
1196
+
1197
+ 2023-04-13 12:40:37 INFO Epoch 189 / 5000:
1198
+ 2023-04-13 12:40:43 INFO lr: 4.8110e-05 - loss: 0.0005 - UP: 99.22% UR: 99.03% UF: 99.13% P: 99.22% R: 99.03% F: 99.13%
1199
+ 2023-04-13 12:40:44 INFO dev: loss: nan - UP: 72.11% UR: 50.56% UF: 59.44% P: 66.89% R: 46.90% F: 55.14%
1200
+ 2023-04-13 12:40:45 INFO test: loss: 0.2500 - UP: 69.86% UR: 53.24% UF: 60.43% P: 63.60% R: 48.48% F: 55.02%
1201
+ 2023-04-13 12:40:45 INFO 0:00:07.259118s elapsed
1202
+
1203
+ 2023-04-13 12:40:45 INFO Epoch 190 / 5000:
1204
+ 2023-04-13 12:40:50 INFO lr: 4.8100e-05 - loss: 0.0014 - UP: 99.36% UR: 99.13% UF: 99.24% P: 99.36% R: 99.13% F: 99.24%
1205
+ 2023-04-13 12:40:51 INFO dev: loss: nan - UP: 70.42% UR: 50.72% UF: 58.96% P: 65.56% R: 47.22% F: 54.90%
1206
+ 2023-04-13 12:40:52 INFO test: loss: 0.2496 - UP: 69.12% UR: 54.66% UF: 61.05% P: 62.71% R: 49.59% F: 55.39%
1207
+ 2023-04-13 12:40:52 INFO 0:00:07.563161s elapsed
1208
+
1209
+ 2023-04-13 12:40:52 INFO Epoch 191 / 5000:
1210
+ 2023-04-13 12:40:58 INFO lr: 4.8090e-05 - loss: 0.0001 - UP: 99.17% UR: 99.03% UF: 99.10% P: 99.17% R: 99.03% F: 99.10%
1211
+ 2023-04-13 12:40:58 INFO dev: loss: nan - UP: 72.56% UR: 49.60% UF: 58.92% P: 67.44% R: 46.10% F: 54.77%
1212
+ 2023-04-13 12:40:59 INFO test: loss: 0.2510 - UP: 69.82% UR: 53.27% UF: 60.43% P: 63.49% R: 48.45% F: 54.96%
1213
+ 2023-04-13 12:40:59 INFO 0:00:07.271011s elapsed
1214
+
1215
+ 2023-04-13 12:40:59 INFO Epoch 192 / 5000:
1216
+ 2023-04-13 12:41:05 INFO lr: 4.8080e-05 - loss: 0.0000 - UP: 99.19% UR: 98.67% UF: 98.93% P: 99.19% R: 98.67% F: 98.93%
1217
+ 2023-04-13 12:41:06 INFO dev: loss: nan - UP: 68.62% UR: 52.15% UF: 59.26% P: 63.81% R: 48.49% F: 55.10%
1218
+ 2023-04-13 12:41:07 INFO test: loss: 0.2461 - UP: 66.61% UR: 56.35% UF: 61.05% P: 59.61% R: 50.44% F: 54.64%
1219
+ 2023-04-13 12:41:07 INFO 0:00:07.459109s elapsed
1220
+
1221
+ 2023-04-13 12:41:07 INFO Epoch 193 / 5000:
1222
+ 2023-04-13 12:41:13 INFO lr: 4.8070e-05 - loss: 0.0002 - UP: 98.67% UR: 99.22% UF: 98.95% P: 98.67% R: 99.22% F: 98.95%
1223
+ 2023-04-13 12:41:13 INFO dev: loss: nan - UP: 70.36% UR: 49.44% UF: 58.08% P: 65.16% R: 45.79% F: 53.78%
1224
+ 2023-04-13 12:41:14 INFO test: loss: 0.2461 - UP: 67.98% UR: 55.57% UF: 61.15% P: 60.75% R: 49.65% F: 54.64%
1225
+ 2023-04-13 12:41:14 INFO 0:00:07.340306s elapsed
1226
+
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+ 2023-04-13 12:41:14 INFO Epoch 194 / 5000:
1228
+ 2023-04-13 12:41:20 INFO lr: 4.8060e-05 - loss: 0.0003 - UP: 99.22% UR: 99.03% UF: 99.13% P: 99.22% R: 99.03% F: 99.13%
1229
+ 2023-04-13 12:41:21 INFO dev: loss: nan - UP: 73.61% UR: 48.33% UF: 58.35% P: 68.77% R: 45.15% F: 54.51%
1230
+ 2023-04-13 12:41:22 INFO test: loss: 0.2448 - UP: 71.35% UR: 53.37% UF: 61.06% P: 64.65% R: 48.35% F: 55.33%
1231
+ 2023-04-13 12:41:22 INFO 0:00:07.500983s elapsed
1232
+
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+ 2023-04-13 12:41:22 INFO Epoch 195 / 5000:
1234
+ 2023-04-13 12:41:28 INFO lr: 4.8050e-05 - loss: 0.0009 - UP: 99.42% UR: 99.03% UF: 99.23% P: 99.42% R: 99.03% F: 99.23%
1235
+ 2023-04-13 12:41:28 INFO dev: loss: nan - UP: 71.66% UR: 49.44% UF: 58.51% P: 66.59% R: 45.95% F: 54.37%
1236
+ 2023-04-13 12:41:29 INFO test: loss: 0.2454 - UP: 69.76% UR: 55.15% UF: 61.60% P: 63.08% R: 49.86% F: 55.70%
1237
+ 2023-04-13 12:41:29 INFO 0:00:07.332181s elapsed
1238
+
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+ 2023-04-13 12:41:29 INFO Epoch 196 / 5000:
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+ 2023-04-13 12:41:35 INFO lr: 4.8040e-05 - loss: 0.0002 - UP: 99.42% UR: 99.01% UF: 99.22% P: 99.42% R: 99.01% F: 99.22%
1241
+ 2023-04-13 12:41:35 INFO dev: loss: nan - UP: 70.88% UR: 49.92% UF: 58.58% P: 65.91% R: 46.42% F: 54.48%
1242
+ 2023-04-13 12:41:37 INFO test: loss: 0.2450 - UP: 69.05% UR: 55.75% UF: 61.69% P: 62.09% R: 50.14% F: 55.48%
1243
+ 2023-04-13 12:41:37 INFO 0:00:07.472919s elapsed
1244
+
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+ 2023-04-13 12:41:37 INFO Epoch 197 / 5000:
1246
+ 2023-04-13 12:41:43 INFO lr: 4.8030e-05 - loss: 0.0003 - UP: 99.38% UR: 99.01% UF: 99.19% P: 99.38% R: 99.01% F: 99.19%
1247
+ 2023-04-13 12:41:43 INFO dev: loss: nan - UP: 71.90% UR: 48.01% UF: 57.58% P: 66.67% R: 44.52% F: 53.38%
1248
+ 2023-04-13 12:41:44 INFO test: loss: 0.2467 - UP: 71.29% UR: 54.27% UF: 61.63% P: 64.67% R: 49.23% F: 55.90%
1249
+ 2023-04-13 12:41:44 INFO 0:00:07.458439s elapsed
1250
+
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+ 2023-04-13 12:41:44 INFO Epoch 198 / 5000:
1252
+ 2023-04-13 12:41:50 INFO lr: 4.8020e-05 - loss: 0.0000 - UP: 99.33% UR: 99.06% UF: 99.19% P: 99.33% R: 99.06% F: 99.19%
1253
+ 2023-04-13 12:41:50 INFO dev: loss: nan - UP: 71.70% UR: 48.33% UF: 57.74% P: 66.75% R: 44.99% F: 53.75%
1254
+ 2023-04-13 12:41:52 INFO test: loss: 0.2523 - UP: 71.22% UR: 54.30% UF: 61.62% P: 64.53% R: 49.20% F: 55.83%
1255
+ 2023-04-13 12:41:52 INFO 0:00:07.486759s elapsed
1256
+
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+ 2023-04-13 12:41:52 INFO Epoch 199 / 5000:
1258
+ 2023-04-13 12:41:57 INFO lr: 4.8010e-05 - loss: 0.0002 - UP: 99.33% UR: 98.78% UF: 99.06% P: 99.33% R: 98.78% F: 99.06%
1259
+ 2023-04-13 12:41:58 INFO dev: loss: nan - UP: 71.00% UR: 49.44% UF: 58.29% P: 66.21% R: 46.10% F: 54.36%
1260
+ 2023-04-13 12:41:59 INFO test: loss: 0.2503 - UP: 70.15% UR: 55.54% UF: 61.99% P: 63.32% R: 50.14% F: 55.96%
1261
+ 2023-04-13 12:41:59 INFO 0:00:07.303418s elapsed
1262
+
1263
+ 2023-04-13 12:42:35 INFO Epoch 169 saved
1264
+ 2023-04-13 12:42:35 INFO dev: UP: 70.83% UR: 51.35% UF: 59.54% P: 66.67% R: 48.33% F: 56.04%
1265
+ 2023-04-13 12:42:35 INFO test: UP: 67.85% UR: 55.30% UF: 60.93% P: 61.70% R: 50.29% F: 55.41%
1266
+ 2023-04-13 12:42:35 INFO 0:25:53.778634s elapsed, 0:00:07.807933s/epoch
models/opener_en/byLength_desc20/model_vi_opener_en_roberta_6 ADDED
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1
+ 2023-04-13 10:35:02 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_byLength_desc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/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
+ 2023-04-13 10:35:02 INFO Building the fields
39
+ 2023-04-13 10:35:05 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-13 10:35:05 INFO Building the model
44
+ 2023-04-13 10:35:37 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
+ 2023-04-13 10:35:37 INFO Loading the data
64
+ 2023-04-13 10:35:39 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=25, n_buckets=25)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-13 10:35:41 INFO Epoch 1 / 5000:
70
+ 2023-04-13 10:35:52 INFO lr: 4.9990e-05 - loss: 0.1913 - UP: 1.23% UR: 13.07% UF: 2.25% P: 0.44% R: 4.69% F: 0.81%
71
+ 2023-04-13 10:35:52 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-13 10:35:53 INFO test: loss: 0.2689 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-13 10:35:53 INFO 0:00:12.003650s elapsed
74
+
75
+ 2023-04-13 10:35:53 INFO Epoch 2 / 5000:
76
+ 2023-04-13 10:35:58 INFO lr: 4.9980e-05 - loss: 0.1776 - UP: 4.54% UR: 0.71% UF: 1.23% P: 2.20% R: 0.34% F: 0.60%
77
+ 2023-04-13 10:35:58 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2023-04-13 10:35:59 INFO test: loss: 0.2442 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2023-04-13 10:35:59 INFO 0:00:06.398126s elapsed
80
+
81
+ 2023-04-13 10:35:59 INFO Epoch 3 / 5000:
82
+ 2023-04-13 10:36:04 INFO lr: 4.9970e-05 - loss: 0.1244 - UP: 11.22% UR: 0.51% UF: 0.97% P: 6.63% R: 0.30% F: 0.57%
83
+ 2023-04-13 10:36:05 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2023-04-13 10:36:06 INFO test: loss: 0.2007 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2023-04-13 10:36:06 INFO 0:00:06.293302s elapsed
86
+
87
+ 2023-04-13 10:36:06 INFO Epoch 4 / 5000:
88
+ 2023-04-13 10:36:11 INFO lr: 4.9960e-05 - loss: 0.0741 - UP: 38.85% UR: 1.40% UF: 2.71% P: 29.94% R: 1.08% F: 2.08%
89
+ 2023-04-13 10:36:11 INFO dev: loss: nan - UP: 95.83% UR: 3.66% UF: 7.04% P: 95.83% R: 3.66% F: 7.04%
90
+ 2023-04-13 10:36:12 INFO test: loss: 0.1700 - UP: 95.83% UR: 2.78% UF: 5.40% P: 93.75% R: 2.72% F: 5.28%
91
+ 2023-04-13 10:36:19 INFO 0:00:06.182896s elapsed (saved)
92
+
93
+ 2023-04-13 10:36:19 INFO Epoch 5 / 5000:
94
+ 2023-04-13 10:36:24 INFO lr: 4.9950e-05 - loss: 0.0726 - UP: 52.54% UR: 4.76% UF: 8.72% P: 49.75% R: 4.50% F: 8.26%
95
+ 2023-04-13 10:36:25 INFO dev: loss: nan - UP: 78.12% UR: 7.95% UF: 14.43% P: 73.44% R: 7.47% F: 13.56%
96
+ 2023-04-13 10:36:26 INFO test: loss: 0.1462 - UP: 85.76% UR: 8.54% UF: 15.54% P: 82.12% R: 8.18% F: 14.88%
97
+ 2023-04-13 10:36:33 INFO 0:00:06.356236s elapsed (saved)
98
+
99
+ 2023-04-13 10:36:33 INFO Epoch 6 / 5000:
100
+ 2023-04-13 10:36:38 INFO lr: 4.9940e-05 - loss: 0.0623 - UP: 46.53% UR: 6.48% UF: 11.38% P: 44.88% R: 6.25% F: 10.97%
101
+ 2023-04-13 10:36:39 INFO dev: loss: nan - UP: 71.87% UR: 10.97% UF: 19.03% P: 67.71% R: 10.33% F: 17.93%
102
+ 2023-04-13 10:36:40 INFO test: loss: 0.1440 - UP: 78.74% UR: 11.29% UF: 19.75% P: 74.53% R: 10.69% F: 18.69%
103
+ 2023-04-13 10:36:47 INFO 0:00:06.431537s elapsed (saved)
104
+
105
+ 2023-04-13 10:36:47 INFO Epoch 7 / 5000:
106
+ 2023-04-13 10:36:53 INFO lr: 4.9930e-05 - loss: 0.0473 - UP: 34.85% UR: 5.63% UF: 9.69% P: 34.42% R: 5.56% F: 9.57%
107
+ 2023-04-13 10:36:53 INFO dev: loss: nan - UP: 80.56% UR: 4.61% UF: 8.72% P: 72.22% R: 4.13% F: 7.82%
108
+ 2023-04-13 10:36:54 INFO test: loss: 0.1583 - UP: 85.30% UR: 8.06% UF: 14.73% P: 80.19% R: 7.58% F: 13.84%
109
+ 2023-04-13 10:36:54 INFO 0:00:06.676851s elapsed
110
+
111
+ 2023-04-13 10:36:54 INFO Epoch 8 / 5000:
112
+ 2023-04-13 10:36:59 INFO lr: 4.9920e-05 - loss: 0.0403 - UP: 47.75% UR: 7.08% UF: 12.33% P: 47.13% R: 6.99% F: 12.17%
113
+ 2023-04-13 10:37:00 INFO dev: loss: nan - UP: 70.93% UR: 9.70% UF: 17.06% P: 68.60% R: 9.38% F: 16.50%
114
+ 2023-04-13 10:37:01 INFO test: loss: 0.1501 - UP: 79.84% UR: 12.44% UF: 21.52% P: 76.55% R: 11.92% F: 20.63%
115
+ 2023-04-13 10:37:01 INFO 0:00:07.148033s elapsed
116
+
117
+ 2023-04-13 10:37:01 INFO Epoch 9 / 5000:
118
+ 2023-04-13 10:37:07 INFO lr: 4.9910e-05 - loss: 0.0626 - UP: 57.91% UR: 10.68% UF: 18.04% P: 55.67% R: 10.27% F: 17.34%
119
+ 2023-04-13 10:37:08 INFO dev: loss: nan - UP: 63.45% UR: 14.63% UF: 23.77% P: 61.38% R: 14.15% F: 23.00%
120
+ 2023-04-13 10:37:09 INFO test: loss: 0.1312 - UP: 71.17% UR: 17.81% UF: 28.49% P: 66.10% R: 16.54% F: 26.46%
121
+ 2023-04-13 10:37:16 INFO 0:00:07.402439s elapsed (saved)
122
+
123
+ 2023-04-13 10:37:16 INFO Epoch 10 / 5000:
124
+ 2023-04-13 10:37:22 INFO lr: 4.9900e-05 - loss: 0.0197 - UP: 58.01% UR: 11.81% UF: 19.63% P: 57.79% R: 11.76% F: 19.55%
125
+ 2023-04-13 10:37:22 INFO dev: loss: nan - UP: 75.00% UR: 11.45% UF: 19.86% P: 72.92% R: 11.13% F: 19.31%
126
+ 2023-04-13 10:37:23 INFO test: loss: 0.1473 - UP: 77.27% UR: 15.91% UF: 26.38% P: 74.05% R: 15.24% F: 25.28%
127
+ 2023-04-13 10:37:23 INFO 0:00:06.707775s elapsed
128
+
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+ 2023-04-13 10:37:23 INFO Epoch 11 / 5000:
130
+ 2023-04-13 10:37:28 INFO lr: 4.9890e-05 - loss: 0.0537 - UP: 66.20% UR: 13.05% UF: 21.80% P: 65.97% R: 13.01% F: 21.73%
131
+ 2023-04-13 10:37:29 INFO dev: loss: nan - UP: 90.00% UR: 2.86% UF: 5.55% P: 90.00% R: 2.86% F: 5.55%
132
+ 2023-04-13 10:37:30 INFO test: loss: 0.1826 - UP: 87.91% UR: 5.70% UF: 10.71% P: 82.79% R: 5.37% F: 10.09%
133
+ 2023-04-13 10:37:30 INFO 0:00:06.888478s elapsed
134
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+ 2023-04-13 10:37:38 INFO test: loss: 0.1374 - UP: 74.16% UR: 23.91% UF: 36.16% P: 70.88% R: 22.85% F: 34.56%
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+ 2023-04-13 10:37:45 INFO test: loss: 0.1295 - UP: 71.40% UR: 30.37% UF: 42.61% P: 68.63% R: 29.19% F: 40.96%
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+ 2023-04-13 10:38:14 INFO test: loss: 0.1343 - UP: 66.97% UR: 41.81% UF: 51.48% P: 63.20% R: 39.45% F: 48.58%
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+ 2023-04-13 10:38:28 INFO test: loss: 0.1494 - UP: 68.40% UR: 42.53% UF: 52.45% P: 64.56% R: 40.14% F: 49.51%
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+ 2023-04-13 10:38:42 INFO dev: loss: nan - UP: 63.14% UR: 37.04% UF: 46.69% P: 59.89% R: 35.14% F: 44.29%
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+ 2023-04-13 10:38:43 INFO test: loss: 0.1365 - UP: 67.06% UR: 45.03% UF: 53.88% P: 63.10% R: 42.38% F: 50.70%
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+ 2023-04-13 10:38:51 INFO test: loss: 0.1327 - UP: 69.65% UR: 43.01% UF: 53.18% P: 65.88% R: 40.69% F: 50.31%
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+ 2023-04-13 10:38:57 INFO lr: 4.9810e-05 - loss: 0.0251 - UP: 81.03% UR: 51.54% UF: 63.01% P: 80.92% R: 51.47% F: 62.92%
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+ 2023-04-13 10:38:58 INFO dev: loss: nan - UP: 64.93% UR: 41.49% UF: 50.63% P: 60.95% R: 38.95% F: 47.53%
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+ 2023-04-13 10:38:59 INFO test: loss: 0.1368 - UP: 65.27% UR: 47.66% UF: 55.09% P: 61.43% R: 44.85% F: 51.85%
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+ 2023-04-13 10:39:07 INFO 0:00:07.682828s elapsed (saved)
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+ 2023-04-13 10:39:12 INFO lr: 4.9800e-05 - loss: 0.0341 - UP: 76.76% UR: 52.99% UF: 62.70% P: 76.73% R: 52.96% F: 62.67%
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+ 2023-04-13 10:39:12 INFO dev: loss: nan - UP: 67.35% UR: 41.97% UF: 51.71% P: 64.29% R: 40.06% F: 49.36%
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+ 2023-04-13 10:39:14 INFO test: loss: 0.1369 - UP: 67.01% UR: 48.63% UF: 56.36% P: 63.60% R: 46.15% F: 53.49%
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+ 2023-04-13 10:39:21 INFO 0:00:06.844698s elapsed (saved)
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+ 2023-04-13 10:39:27 INFO lr: 4.9790e-05 - loss: 0.0234 - UP: 79.73% UR: 53.61% UF: 64.11% P: 79.56% R: 53.49% F: 63.97%
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+ 2023-04-13 10:39:28 INFO test: loss: 0.1417 - UP: 68.78% UR: 46.60% UF: 55.56% P: 65.43% R: 44.34% F: 52.86%
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+ 2023-04-13 10:39:34 INFO dev: loss: nan - UP: 66.67% UR: 43.56% UF: 52.69% P: 62.53% R: 40.86% F: 49.42%
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+ 2023-04-13 10:39:36 INFO test: loss: 0.1330 - UP: 68.41% UR: 50.53% UF: 58.12% P: 65.06% R: 48.05% F: 55.28%
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+ 2023-04-13 10:39:49 INFO lr: 4.9770e-05 - loss: 0.0062 - UP: 83.90% UR: 65.14% UF: 73.34% P: 83.84% R: 65.10% F: 73.29%
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+ 2023-04-13 10:39:50 INFO dev: loss: nan - UP: 62.28% UR: 44.36% UF: 51.81% P: 58.26% R: 41.49% F: 48.47%
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+ 2023-04-13 10:39:51 INFO test: loss: 0.1501 - UP: 66.76% UR: 53.03% UF: 59.11% P: 63.64% R: 50.56% F: 56.35%
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+ 2023-04-13 10:39:51 INFO 0:00:06.958512s elapsed
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+ 2023-04-13 10:39:57 INFO lr: 4.9760e-05 - loss: 0.0101 - UP: 84.69% UR: 67.26% UF: 74.97% P: 84.55% R: 67.14% F: 74.85%
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+ 2023-04-13 10:39:57 INFO dev: loss: nan - UP: 69.13% UR: 25.28% UF: 37.02% P: 65.65% R: 24.01% F: 35.16%
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+ 2023-04-13 10:39:59 INFO test: loss: 0.1898 - UP: 71.40% UR: 32.48% UF: 44.65% P: 66.76% R: 30.37% F: 41.74%
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+ 2023-04-13 10:39:59 INFO 0:00:07.808554s elapsed
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+ 2023-04-13 10:40:04 INFO lr: 4.9750e-05 - loss: 0.0196 - UP: 82.86% UR: 60.89% UF: 70.20% P: 82.83% R: 60.87% F: 70.17%
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+ 2023-04-13 10:40:05 INFO dev: loss: nan - UP: 68.26% UR: 43.08% UF: 52.83% P: 63.73% R: 40.22% F: 49.32%
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+ 2023-04-13 10:40:06 INFO test: loss: 0.1316 - UP: 69.82% UR: 47.27% UF: 56.37% P: 66.07% R: 44.73% F: 53.35%
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+ 2023-04-13 10:40:06 INFO 0:00:07.171479s elapsed
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+ 2023-04-13 10:40:12 INFO lr: 4.9740e-05 - loss: 0.0047 - UP: 85.98% UR: 68.91% UF: 76.51% P: 85.92% R: 68.86% F: 76.45%
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+ 2023-04-13 10:40:12 INFO dev: loss: nan - UP: 67.75% UR: 43.08% UF: 52.67% P: 64.25% R: 40.86% F: 49.95%
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+ 2023-04-13 10:40:14 INFO test: loss: 0.1537 - UP: 72.24% UR: 48.78% UF: 58.23% P: 68.84% R: 46.48% F: 55.50%
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+ 2023-04-13 10:40:21 INFO 0:00:07.801715s elapsed (saved)
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+ 2023-04-13 10:40:27 INFO lr: 4.9730e-05 - loss: 0.0132 - UP: 88.45% UR: 73.00% UF: 79.98% P: 88.39% R: 72.95% F: 79.93%
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+ 2023-04-13 10:40:27 INFO dev: loss: nan - UP: 57.60% UR: 51.19% UF: 54.21% P: 52.24% R: 46.42% F: 49.16%
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+ 2023-04-13 10:40:28 INFO test: loss: 0.1418 - UP: 62.46% UR: 59.67% UF: 61.04% P: 59.18% R: 56.53% F: 57.83%
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+ 2023-04-13 10:40:28 INFO 0:00:06.925350s elapsed
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+ 2023-04-13 10:40:34 INFO lr: 4.9720e-05 - loss: 0.0068 - UP: 87.52% UR: 78.31% UF: 82.66% P: 87.44% R: 78.24% F: 82.59%
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+ 2023-04-13 10:40:34 INFO dev: loss: nan - UP: 68.63% UR: 44.52% UF: 54.00% P: 65.20% R: 42.29% F: 51.30%
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+ 2023-04-13 10:40:35 INFO test: loss: 0.1543 - UP: 70.56% UR: 49.05% UF: 57.87% P: 66.52% R: 46.24% F: 54.56%
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+ 2023-04-13 10:40:43 INFO 0:00:07.338769s elapsed (saved)
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+ 2023-04-13 10:40:48 INFO lr: 4.9710e-05 - loss: 0.0098 - UP: 90.85% UR: 74.36% UF: 81.78% P: 90.85% R: 74.36% F: 81.78%
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+ 2023-04-13 10:40:49 INFO dev: loss: nan - UP: 56.39% UR: 51.19% UF: 53.67% P: 51.84% R: 47.06% F: 49.33%
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+ 2023-04-13 10:40:50 INFO test: loss: 0.1545 - UP: 61.89% UR: 57.11% UF: 59.40% P: 58.62% R: 54.09% F: 56.26%
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+ 2023-04-13 10:40:50 INFO 0:00:06.743975s elapsed
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+ 2023-04-13 10:40:56 INFO lr: 4.9700e-05 - loss: 0.0040 - UP: 88.58% UR: 78.24% UF: 83.09% P: 88.53% R: 78.19% F: 83.04%
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+ 2023-04-13 10:40:56 INFO dev: loss: nan - UP: 61.08% UR: 50.40% UF: 55.23% P: 56.45% R: 46.58% F: 51.05%
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+ 2023-04-13 10:40:58 INFO test: loss: 0.1479 - UP: 64.37% UR: 57.86% UF: 60.94% P: 60.68% R: 54.54% F: 57.45%
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+ 2023-04-13 10:40:58 INFO 0:00:08.105924s elapsed
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+ 2023-04-13 10:41:04 INFO lr: 4.9690e-05 - loss: 0.0119 - UP: 90.42% UR: 80.70% UF: 85.28% P: 90.40% R: 80.68% F: 85.26%
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+ 2023-04-13 10:41:04 INFO dev: loss: nan - UP: 64.91% UR: 47.06% UF: 54.56% P: 60.53% R: 43.88% F: 50.88%
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+ 2023-04-13 10:41:05 INFO test: loss: 0.1538 - UP: 66.94% UR: 54.63% UF: 60.16% P: 64.09% R: 52.31% F: 57.60%
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+ 2023-04-13 10:41:11 INFO lr: 4.9680e-05 - loss: 0.0075 - UP: 89.91% UR: 84.35% UF: 87.04% P: 89.91% R: 84.35% F: 87.04%
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+ 2023-04-13 10:41:12 INFO dev: loss: nan - UP: 71.50% UR: 47.06% UF: 56.76% P: 67.15% R: 44.20% F: 53.31%
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+ 2023-04-13 10:41:14 INFO test: loss: 0.1622 - UP: 70.43% UR: 51.04% UF: 59.19% P: 67.47% R: 48.90% F: 56.70%
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+ 2023-04-13 10:41:21 INFO 0:00:08.094508s elapsed (saved)
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+ 2023-04-13 10:41:27 INFO lr: 4.9670e-05 - loss: 0.0063 - UP: 92.41% UR: 83.36% UF: 87.65% P: 92.41% R: 83.36% F: 87.65%
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+ 2023-04-13 10:41:27 INFO dev: loss: nan - UP: 66.01% UR: 48.17% UF: 55.70% P: 61.87% R: 45.15% F: 52.21%
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+ 2023-04-13 10:41:28 INFO test: loss: 0.1730 - UP: 67.18% UR: 55.06% UF: 60.52% P: 63.83% R: 52.31% F: 57.50%
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+ 2023-04-13 10:41:34 INFO lr: 4.9660e-05 - loss: 0.0062 - UP: 91.63% UR: 86.51% UF: 89.00% P: 91.60% R: 86.49% F: 88.97%
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+ 2023-04-13 10:41:34 INFO dev: loss: nan - UP: 70.05% UR: 48.33% UF: 57.20% P: 66.13% R: 45.63% F: 54.00%
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+ 2023-04-13 10:41:35 INFO test: loss: 0.1690 - UP: 69.19% UR: 53.82% UF: 60.54% P: 65.97% R: 51.31% F: 57.72%
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+ 2023-04-13 10:41:49 INFO lr: 4.9650e-05 - loss: 0.0020 - UP: 92.51% UR: 85.43% UF: 88.83% P: 92.51% R: 85.43% F: 88.83%
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+ 2023-04-13 10:41:49 INFO dev: loss: nan - UP: 65.15% UR: 49.92% UF: 56.53% P: 61.20% R: 46.90% F: 53.11%
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+ 2023-04-13 10:41:50 INFO test: loss: 0.1844 - UP: 69.06% UR: 54.30% UF: 60.80% P: 65.72% R: 51.68% F: 57.86%
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+ 2023-04-13 10:41:56 INFO lr: 4.9640e-05 - loss: 0.0045 - UP: 93.67% UR: 87.41% UF: 90.43% P: 93.67% R: 87.41% F: 90.43%
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+ 2023-04-13 10:41:57 INFO dev: loss: nan - UP: 70.19% UR: 47.54% UF: 56.68% P: 66.67% R: 45.15% F: 53.84%
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+ 2023-04-13 10:41:58 INFO test: loss: 0.1955 - UP: 71.76% UR: 52.61% UF: 60.71% P: 68.22% R: 50.02% F: 57.72%
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+ 2023-04-13 10:42:04 INFO lr: 4.9630e-05 - loss: 0.0051 - UP: 94.14% UR: 88.65% UF: 91.31% P: 94.14% R: 88.65% F: 91.31%
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+ 2023-04-13 10:42:04 INFO dev: loss: nan - UP: 71.56% UR: 48.81% UF: 58.03% P: 67.60% R: 46.10% F: 54.82%
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+ 2023-04-13 10:42:06 INFO test: loss: 0.1869 - UP: 70.66% UR: 53.43% UF: 60.85% P: 67.27% R: 50.86% F: 57.92%
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+ 2023-04-13 10:42:19 INFO lr: 4.9620e-05 - loss: 0.0041 - UP: 95.05% UR: 89.52% UF: 92.20% P: 95.05% R: 89.52% F: 92.20%
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+ 2023-04-13 10:42:19 INFO dev: loss: nan - UP: 66.88% UR: 50.08% UF: 57.27% P: 63.06% R: 47.22% F: 54.00%
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+ 2023-04-13 10:42:20 INFO test: loss: 0.1775 - UP: 68.82% UR: 55.69% UF: 61.56% P: 65.31% R: 52.85% F: 58.43%
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+ 2023-04-13 10:42:26 INFO lr: 4.9610e-05 - loss: 0.0054 - UP: 94.87% UR: 91.70% UF: 93.26% P: 94.82% R: 91.66% F: 93.21%
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+ 2023-04-13 10:42:27 INFO dev: loss: nan - UP: 69.45% UR: 50.24% UF: 58.30% P: 65.49% R: 47.38% F: 54.98%
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+ 2023-04-13 10:42:28 INFO test: loss: 0.1911 - UP: 70.35% UR: 54.57% UF: 61.47% P: 67.16% R: 52.10% F: 58.68%
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+ 2023-04-13 10:42:37 INFO 0:00:07.799263s elapsed (saved)
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+ 2023-04-13 10:42:42 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 95.48% UR: 90.85% UF: 93.11% P: 95.41% R: 90.79% F: 93.04%
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+ 2023-04-13 10:42:43 INFO dev: loss: nan - UP: 67.99% UR: 51.67% UF: 58.72% P: 61.92% R: 47.06% F: 53.48%
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+ 2023-04-13 10:42:44 INFO test: loss: 0.1956 - UP: 68.48% UR: 56.14% UF: 61.70% P: 64.51% R: 52.88% F: 58.12%
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+ 2023-04-13 10:42:49 INFO lr: 4.9590e-05 - loss: 0.0660 - UP: 88.35% UR: 76.33% UF: 81.90% P: 83.83% R: 72.43% F: 77.71%
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+ 2023-04-13 10:42:50 INFO dev: loss: nan - UP: 63.52% UR: 39.59% UF: 48.78% P: 55.10% R: 34.34% F: 42.31%
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+ 2023-04-13 10:42:51 INFO test: loss: 0.1461 - UP: 66.79% UR: 48.69% UF: 56.32% P: 61.45% R: 44.79% F: 51.82%
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+ 2023-04-13 10:42:57 INFO lr: 4.9580e-05 - loss: 0.0363 - UP: 79.60% UR: 52.71% UF: 63.42% P: 76.96% R: 50.97% F: 61.32%
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+ 2023-04-13 10:42:57 INFO dev: loss: nan - UP: 54.88% UR: 49.13% UF: 51.85% P: 51.15% R: 45.79% F: 48.32%
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+ 2023-04-13 10:42:59 INFO test: loss: 0.1370 - UP: 61.07% UR: 50.71% UF: 55.41% P: 56.16% R: 46.63% F: 50.96%
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+ 2023-04-13 10:43:05 INFO lr: 4.9570e-05 - loss: 0.0150 - UP: 83.22% UR: 70.63% UF: 76.41% P: 82.70% R: 70.20% F: 75.94%
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+ 2023-04-13 10:43:05 INFO dev: loss: nan - UP: 55.58% UR: 41.18% UF: 47.31% P: 49.57% R: 36.72% F: 42.19%
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+ 2023-04-13 10:43:06 INFO test: loss: 0.1694 - UP: 57.80% UR: 49.20% UF: 53.16% P: 53.44% R: 45.49% F: 49.14%
325
+ 2023-04-13 10:43:06 INFO 0:00:07.484960s elapsed
326
+
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+ 2023-04-13 10:43:06 INFO Epoch 44 / 5000:
328
+ 2023-04-13 10:43:12 INFO lr: 4.9560e-05 - loss: 0.0017 - UP: 84.67% UR: 67.39% UF: 75.05% P: 84.24% R: 67.05% F: 74.67%
329
+ 2023-04-13 10:43:12 INFO dev: loss: nan - UP: 68.95% UR: 41.65% UF: 51.93% P: 65.26% R: 39.43% F: 49.16%
330
+ 2023-04-13 10:43:13 INFO test: loss: 0.1699 - UP: 71.60% UR: 45.67% UF: 55.77% P: 67.77% R: 43.22% F: 52.78%
331
+ 2023-04-13 10:43:13 INFO 0:00:07.117209s elapsed
332
+
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+ 2023-04-13 10:43:13 INFO Epoch 45 / 5000:
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+ 2023-04-13 10:43:19 INFO lr: 4.9550e-05 - loss: 0.0054 - UP: 88.50% UR: 76.42% UF: 82.02% P: 88.40% R: 76.33% F: 81.92%
335
+ 2023-04-13 10:43:19 INFO dev: loss: nan - UP: 63.11% UR: 47.06% UF: 53.92% P: 59.06% R: 44.04% F: 50.46%
336
+ 2023-04-13 10:43:20 INFO test: loss: 0.1642 - UP: 65.89% UR: 54.69% UF: 59.77% P: 61.67% R: 51.19% F: 55.95%
337
+ 2023-04-13 10:43:20 INFO 0:00:06.785711s elapsed
338
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+ 2023-04-13 10:43:20 INFO Epoch 46 / 5000:
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+ 2023-04-13 10:43:26 INFO lr: 4.9540e-05 - loss: 0.0074 - UP: 90.80% UR: 85.00% UF: 87.80% P: 90.43% R: 84.65% F: 87.44%
341
+ 2023-04-13 10:43:26 INFO dev: loss: nan - UP: 72.34% UR: 43.24% UF: 54.13% P: 67.02% R: 40.06% F: 50.15%
342
+ 2023-04-13 10:43:27 INFO test: loss: 0.1734 - UP: 72.37% UR: 50.05% UF: 59.17% P: 68.53% R: 47.39% F: 56.03%
343
+ 2023-04-13 10:43:27 INFO 0:00:06.847754s elapsed
344
+
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+ 2023-04-13 10:43:27 INFO Epoch 47 / 5000:
346
+ 2023-04-13 10:43:33 INFO lr: 4.9530e-05 - loss: 0.0059 - UP: 93.52% UR: 85.57% UF: 89.37% P: 93.45% R: 85.50% F: 89.30%
347
+ 2023-04-13 10:43:33 INFO dev: loss: nan - UP: 67.03% UR: 48.81% UF: 56.49% P: 62.66% R: 45.63% F: 52.81%
348
+ 2023-04-13 10:43:34 INFO test: loss: 0.1672 - UP: 68.73% UR: 52.88% UF: 59.77% P: 64.93% R: 49.95% F: 56.47%
349
+ 2023-04-13 10:43:34 INFO 0:00:06.954483s elapsed
350
+
351
+ 2023-04-13 10:43:34 INFO Epoch 48 / 5000:
352
+ 2023-04-13 10:43:39 INFO lr: 4.9520e-05 - loss: 0.0046 - UP: 94.11% UR: 88.56% UF: 91.25% P: 94.07% R: 88.51% F: 91.20%
353
+ 2023-04-13 10:43:40 INFO dev: loss: nan - UP: 64.48% UR: 49.92% UF: 56.27% P: 60.37% R: 46.74% F: 52.69%
354
+ 2023-04-13 10:43:41 INFO test: loss: 0.1690 - UP: 67.87% UR: 55.42% UF: 61.02% P: 63.96% R: 52.22% F: 57.49%
355
+ 2023-04-13 10:43:41 INFO 0:00:06.671807s elapsed
356
+
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+ 2023-04-13 10:43:41 INFO Epoch 49 / 5000:
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+ 2023-04-13 10:43:46 INFO lr: 4.9510e-05 - loss: 0.0043 - UP: 94.41% UR: 88.42% UF: 91.31% P: 94.26% R: 88.28% F: 91.17%
359
+ 2023-04-13 10:43:47 INFO dev: loss: nan - UP: 56.03% UR: 51.67% UF: 53.76% P: 52.07% R: 48.01% F: 49.96%
360
+ 2023-04-13 10:43:48 INFO test: loss: 0.1883 - UP: 63.87% UR: 56.63% UF: 60.03% P: 59.86% R: 53.06% F: 56.26%
361
+ 2023-04-13 10:43:48 INFO 0:00:06.877500s elapsed
362
+
363
+ 2023-04-13 10:43:48 INFO Epoch 50 / 5000:
364
+ 2023-04-13 10:43:53 INFO lr: 4.9500e-05 - loss: 0.0056 - UP: 93.10% UR: 88.69% UF: 90.84% P: 93.08% R: 88.67% F: 90.82%
365
+ 2023-04-13 10:43:53 INFO dev: loss: nan - UP: 72.66% UR: 44.36% UF: 55.08% P: 68.75% R: 41.97% F: 52.12%
366
+ 2023-04-13 10:43:54 INFO test: loss: 0.1774 - UP: 73.65% UR: 48.51% UF: 58.49% P: 69.98% R: 46.09% F: 55.58%
367
+ 2023-04-13 10:43:54 INFO 0:00:06.677604s elapsed
368
+
369
+ 2023-04-13 10:43:54 INFO Epoch 51 / 5000:
370
+ 2023-04-13 10:44:00 INFO lr: 4.9490e-05 - loss: 0.0102 - UP: 92.62% UR: 87.39% UF: 89.93% P: 92.21% R: 86.99% F: 89.52%
371
+ 2023-04-13 10:44:00 INFO dev: loss: nan - UP: 55.66% UR: 55.48% UF: 55.57% P: 52.15% R: 51.99% F: 52.07%
372
+ 2023-04-13 10:44:01 INFO test: loss: 0.1682 - UP: 63.96% UR: 57.86% UF: 60.76% P: 59.19% R: 53.55% F: 56.23%
373
+ 2023-04-13 10:44:01 INFO 0:00:07.097503s elapsed
374
+
375
+ 2023-04-13 10:44:01 INFO Epoch 52 / 5000:
376
+ 2023-04-13 10:44:07 INFO lr: 4.9480e-05 - loss: 0.0095 - UP: 91.17% UR: 82.77% UF: 86.76% P: 91.09% R: 82.70% F: 86.69%
377
+ 2023-04-13 10:44:07 INFO dev: loss: nan - UP: 55.23% UR: 54.53% UF: 54.88% P: 52.33% R: 51.67% F: 52.00%
378
+ 2023-04-13 10:44:08 INFO test: loss: 0.1545 - UP: 60.86% UR: 60.82% UF: 60.84% P: 56.33% R: 56.29% F: 56.31%
379
+ 2023-04-13 10:44:08 INFO 0:00:06.691130s elapsed
380
+
381
+ 2023-04-13 10:44:08 INFO Epoch 53 / 5000:
382
+ 2023-04-13 10:44:13 INFO lr: 4.9470e-05 - loss: 0.0024 - UP: 90.78% UR: 81.23% UF: 85.74% P: 90.76% R: 81.20% F: 85.71%
383
+ 2023-04-13 10:44:14 INFO dev: loss: nan - UP: 63.31% UR: 49.92% UF: 55.82% P: 59.48% R: 46.90% F: 52.44%
384
+ 2023-04-13 10:44:15 INFO test: loss: 0.1629 - UP: 66.16% UR: 55.12% UF: 60.14% P: 61.81% R: 51.49% F: 56.18%
385
+ 2023-04-13 10:44:15 INFO 0:00:07.027687s elapsed
386
+
387
+ 2023-04-13 10:44:15 INFO Epoch 54 / 5000:
388
+ 2023-04-13 10:44:20 INFO lr: 4.9460e-05 - loss: 0.0011 - UP: 93.81% UR: 89.89% UF: 91.81% P: 93.79% R: 89.87% F: 91.79%
389
+ 2023-04-13 10:44:21 INFO dev: loss: nan - UP: 63.71% UR: 48.01% UF: 54.76% P: 60.76% R: 45.79% F: 52.22%
390
+ 2023-04-13 10:44:22 INFO test: loss: 0.1627 - UP: 68.73% UR: 52.94% UF: 59.81% P: 64.81% R: 49.92% F: 56.40%
391
+ 2023-04-13 10:44:22 INFO 0:00:06.805489s elapsed
392
+
393
+ 2023-04-13 10:44:22 INFO Epoch 55 / 5000:
394
+ 2023-04-13 10:44:27 INFO lr: 4.9450e-05 - loss: 0.0030 - UP: 94.53% UR: 90.85% UF: 92.65% P: 94.53% R: 90.85% F: 92.65%
395
+ 2023-04-13 10:44:28 INFO dev: loss: nan - UP: 65.75% UR: 45.79% UF: 53.98% P: 63.01% R: 43.88% F: 51.73%
396
+ 2023-04-13 10:44:29 INFO test: loss: 0.1776 - UP: 71.46% UR: 53.43% UF: 61.14% P: 68.07% R: 50.89% F: 58.24%
397
+ 2023-04-13 10:44:29 INFO 0:00:07.052706s elapsed
398
+
399
+ 2023-04-13 10:44:29 INFO Epoch 56 / 5000:
400
+ 2023-04-13 10:44:34 INFO lr: 4.9440e-05 - loss: 0.0050 - UP: 96.07% UR: 91.48% UF: 93.71% P: 96.07% R: 91.48% F: 93.71%
401
+ 2023-04-13 10:44:35 INFO dev: loss: nan - UP: 62.55% UR: 49.13% UF: 55.03% P: 59.51% R: 46.74% F: 52.36%
402
+ 2023-04-13 10:44:36 INFO test: loss: 0.1779 - UP: 68.07% UR: 55.48% UF: 61.13% P: 64.30% R: 52.40% F: 57.74%
403
+ 2023-04-13 10:44:36 INFO 0:00:06.813832s elapsed
404
+
405
+ 2023-04-13 10:44:36 INFO Epoch 57 / 5000:
406
+ 2023-04-13 10:44:41 INFO lr: 4.9430e-05 - loss: 0.0051 - UP: 94.53% UR: 92.85% UF: 93.68% P: 94.53% R: 92.85% F: 93.68%
407
+ 2023-04-13 10:44:41 INFO dev: loss: nan - UP: 68.81% UR: 45.95% UF: 55.10% P: 65.71% R: 43.88% F: 52.62%
408
+ 2023-04-13 10:44:43 INFO test: loss: 0.1825 - UP: 71.80% UR: 52.25% UF: 60.48% P: 68.27% R: 49.68% F: 57.51%
409
+ 2023-04-13 10:44:43 INFO 0:00:06.830239s elapsed
410
+
411
+ 2023-04-13 10:44:43 INFO Epoch 58 / 5000:
412
+ 2023-04-13 10:44:48 INFO lr: 4.9420e-05 - loss: 0.0015 - UP: 96.41% UR: 93.18% UF: 94.77% P: 96.41% R: 93.18% F: 94.77%
413
+ 2023-04-13 10:44:48 INFO dev: loss: nan - UP: 67.05% UR: 46.26% UF: 54.75% P: 63.59% R: 43.88% F: 51.93%
414
+ 2023-04-13 10:44:50 INFO test: loss: 0.1781 - UP: 71.91% UR: 53.94% UF: 61.64% P: 68.29% R: 51.22% F: 58.54%
415
+ 2023-04-13 10:44:50 INFO 0:00:06.899579s elapsed
416
+
417
+ 2023-04-13 10:44:50 INFO Epoch 59 / 5000:
418
+ 2023-04-13 10:44:55 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 96.38% UR: 93.70% UF: 95.03% P: 96.36% R: 93.68% F: 95.00%
419
+ 2023-04-13 10:44:55 INFO dev: loss: nan - UP: 65.01% UR: 49.92% UF: 56.47% P: 61.49% R: 47.22% F: 53.42%
420
+ 2023-04-13 10:44:56 INFO test: loss: 0.1863 - UP: 69.35% UR: 56.20% UF: 62.09% P: 65.62% R: 53.18% F: 58.75%
421
+ 2023-04-13 10:44:56 INFO 0:00:06.681968s elapsed
422
+
423
+ 2023-04-13 10:44:56 INFO Epoch 60 / 5000:
424
+ 2023-04-13 10:45:02 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 96.01% UR: 94.53% UF: 95.26% P: 96.01% R: 94.53% F: 95.26%
425
+ 2023-04-13 10:45:02 INFO dev: loss: nan - UP: 68.18% UR: 45.31% UF: 54.44% P: 64.83% R: 43.08% F: 51.77%
426
+ 2023-04-13 10:45:03 INFO test: loss: 0.1903 - UP: 73.21% UR: 52.94% UF: 61.45% P: 69.45% R: 50.23% F: 58.29%
427
+ 2023-04-13 10:45:03 INFO 0:00:06.881125s elapsed
428
+
429
+ 2023-04-13 10:45:03 INFO Epoch 61 / 5000:
430
+ 2023-04-13 10:45:08 INFO lr: 4.9390e-05 - loss: 0.0021 - UP: 96.52% UR: 93.04% UF: 94.75% P: 96.50% R: 93.01% F: 94.72%
431
+ 2023-04-13 10:45:09 INFO dev: loss: nan - UP: 64.77% UR: 47.06% UF: 54.51% P: 61.49% R: 44.67% F: 51.75%
432
+ 2023-04-13 10:45:10 INFO test: loss: 0.1851 - UP: 71.00% UR: 53.43% UF: 60.97% P: 67.39% R: 50.71% F: 57.87%
433
+ 2023-04-13 10:45:10 INFO 0:00:06.670311s elapsed
434
+
435
+ 2023-04-13 10:45:10 INFO Epoch 62 / 5000:
436
+ 2023-04-13 10:45:15 INFO lr: 4.9380e-05 - loss: 0.0032 - UP: 97.04% UR: 95.77% UF: 96.40% P: 97.04% R: 95.77% F: 96.40%
437
+ 2023-04-13 10:45:16 INFO dev: loss: nan - UP: 68.88% UR: 46.10% UF: 55.24% P: 65.08% R: 43.56% F: 52.19%
438
+ 2023-04-13 10:45:17 INFO test: loss: 0.1875 - UP: 70.54% UR: 53.12% UF: 60.61% P: 66.77% R: 50.29% F: 57.37%
439
+ 2023-04-13 10:45:17 INFO 0:00:07.102531s elapsed
440
+
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+ 2023-04-13 10:45:17 INFO Epoch 63 / 5000:
442
+ 2023-04-13 10:45:22 INFO lr: 4.9370e-05 - loss: 0.0019 - UP: 97.04% UR: 94.97% UF: 95.99% P: 97.04% R: 94.97% F: 95.99%
443
+ 2023-04-13 10:45:22 INFO dev: loss: nan - UP: 65.77% UR: 46.42% UF: 54.43% P: 62.61% R: 44.20% F: 51.82%
444
+ 2023-04-13 10:45:24 INFO test: loss: 0.1940 - UP: 72.59% UR: 54.03% UF: 61.95% P: 68.90% R: 51.28% F: 58.80%
445
+ 2023-04-13 10:45:24 INFO 0:00:06.656201s elapsed
446
+
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+ 2023-04-13 10:45:24 INFO Epoch 64 / 5000:
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+ 2023-04-13 10:45:29 INFO lr: 4.9360e-05 - loss: 0.0040 - UP: 97.12% UR: 94.65% UF: 95.87% P: 97.12% R: 94.65% F: 95.87%
449
+ 2023-04-13 10:45:29 INFO dev: loss: nan - UP: 61.68% UR: 49.13% UF: 54.69% P: 58.68% R: 46.74% F: 52.04%
450
+ 2023-04-13 10:45:31 INFO test: loss: 0.1922 - UP: 68.85% UR: 57.44% UF: 62.63% P: 65.23% R: 54.42% F: 59.34%
451
+ 2023-04-13 10:45:31 INFO 0:00:07.026433s elapsed
452
+
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+ 2023-04-13 10:45:31 INFO Epoch 65 / 5000:
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+ 2023-04-13 10:45:36 INFO lr: 4.9350e-05 - loss: 0.0015 - UP: 97.71% UR: 96.05% UF: 96.87% P: 97.71% R: 96.05% F: 96.87%
455
+ 2023-04-13 10:45:36 INFO dev: loss: nan - UP: 62.97% UR: 50.56% UF: 56.08% P: 59.60% R: 47.85% F: 53.09%
456
+ 2023-04-13 10:45:37 INFO test: loss: 0.1896 - UP: 69.42% UR: 56.60% UF: 62.35% P: 65.79% R: 53.64% F: 59.10%
457
+ 2023-04-13 10:45:37 INFO 0:00:06.741946s elapsed
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+
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+ 2023-04-13 10:45:37 INFO Epoch 66 / 5000:
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+ 2023-04-13 10:45:43 INFO lr: 4.9340e-05 - loss: 0.0022 - UP: 96.18% UR: 95.45% UF: 95.81% P: 96.18% R: 95.45% F: 95.81%
461
+ 2023-04-13 10:45:43 INFO dev: loss: nan - UP: 71.35% UR: 42.77% UF: 53.48% P: 68.70% R: 41.18% F: 51.49%
462
+ 2023-04-13 10:45:44 INFO test: loss: 0.1833 - UP: 74.97% UR: 50.44% UF: 60.30% P: 71.47% R: 48.08% F: 57.49%
463
+ 2023-04-13 10:45:44 INFO 0:00:07.051837s elapsed
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+ 2023-04-13 10:45:44 INFO Epoch 67 / 5000:
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+ 2023-04-13 10:45:50 INFO lr: 4.9330e-05 - loss: 0.0010 - UP: 97.34% UR: 93.45% UF: 95.36% P: 97.34% R: 93.45% F: 95.36%
467
+ 2023-04-13 10:45:50 INFO dev: loss: nan - UP: 67.61% UR: 49.44% UF: 57.12% P: 64.13% R: 46.90% F: 54.18%
468
+ 2023-04-13 10:45:51 INFO test: loss: 0.1673 - UP: 68.39% UR: 56.96% UF: 62.15% P: 63.97% R: 53.27% F: 58.14%
469
+ 2023-04-13 10:45:51 INFO 0:00:06.760531s elapsed
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+
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+ 2023-04-13 10:45:51 INFO Epoch 68 / 5000:
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+ 2023-04-13 10:45:56 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 97.96% UR: 96.05% UF: 97.00% P: 97.96% R: 96.05% F: 97.00%
473
+ 2023-04-13 10:45:57 INFO dev: loss: nan - UP: 67.95% UR: 47.54% UF: 55.94% P: 64.09% R: 44.83% F: 52.76%
474
+ 2023-04-13 10:45:58 INFO test: loss: 0.1850 - UP: 70.98% UR: 55.30% UF: 62.16% P: 67.07% R: 52.25% F: 58.74%
475
+ 2023-04-13 10:45:58 INFO 0:00:06.905643s elapsed
476
+
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+ 2023-04-13 10:45:58 INFO Epoch 69 / 5000:
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+ 2023-04-13 10:46:03 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 97.56% UR: 96.55% UF: 97.06% P: 97.56% R: 96.55% F: 97.06%
479
+ 2023-04-13 10:46:04 INFO dev: loss: nan - UP: 68.35% UR: 49.44% UF: 57.38% P: 64.40% R: 46.58% F: 54.06%
480
+ 2023-04-13 10:46:05 INFO test: loss: 0.1960 - UP: 71.00% UR: 54.24% UF: 61.50% P: 67.05% R: 51.22% F: 58.08%
481
+ 2023-04-13 10:46:05 INFO 0:00:06.819195s elapsed
482
+
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+ 2023-04-13 10:46:38 INFO Epoch 39 saved
484
+ 2023-04-13 10:46:38 INFO dev: UP: 69.45% UR: 50.24% UF: 58.30% P: 65.49% R: 47.38% F: 54.98%
485
+ 2023-04-13 10:46:38 INFO test: UP: 70.35% UR: 54.57% UF: 61.47% P: 67.16% R: 52.10% F: 58.68%
486
+ 2023-04-13 10:46:38 INFO 0:08:11.134080s elapsed, 0:00:07.117885s/epoch
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+ size 1177852261
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1
+ 2023-04-13 11:12:56 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
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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_twxlmsa_6
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+ device | 0
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+ seed | 1
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+ 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
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+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/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 | cardiffnlp/twitter-xlm-roberta-base-sentiment
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+ inference | mfvi
36
+ ---------------------+-------------------------------
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+
38
+ 2023-04-13 11:12:57 INFO Building the fields
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+ 2023-04-13 11:13:04 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2023-04-13 11:13:04 INFO Building the model
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+ 2023-04-13 11:13:44 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, 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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+ 2023-04-13 11:13:44 INFO Loading the data
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+ 2023-04-13 11:13:45 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=25, n_buckets=25)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-13 11:13:51 INFO Epoch 1 / 5000:
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+ 2023-04-13 11:14:03 INFO lr: 4.9990e-05 - loss: 0.1040 - UP: 1.52% UR: 5.68% UF: 2.39% P: 0.68% R: 2.55% F: 1.08%
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+ 2023-04-13 11:14:04 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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+ 2023-04-13 11:14:05 INFO test: loss: 0.1587 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-13 11:14:05 INFO 0:00:13.998759s elapsed
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+
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+ 2023-04-13 11:14:12 INFO lr: 4.9980e-05 - loss: 0.0747 - UP: 17.39% UR: 0.64% UF: 1.24% P: 14.91% R: 0.55% F: 1.06%
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+ 2023-04-13 11:14:13 INFO dev: loss: nan - UP: 87.50% UR: 1.11% UF: 2.20% P: 87.50% R: 1.11% F: 2.20%
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+ 2023-04-13 11:14:14 INFO test: loss: 0.1332 - UP: 100.00% UR: 0.39% UF: 0.78% P: 100.00% R: 0.39% F: 0.78%
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+ 2023-04-13 11:14:32 INFO 0:00:08.719360s elapsed (saved)
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+
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+ 2023-04-13 11:14:38 INFO lr: 4.9970e-05 - loss: 0.0276 - UP: 40.33% UR: 2.83% UF: 5.28% P: 40.33% R: 2.83% F: 5.28%
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+ 2023-04-13 11:14:39 INFO dev: loss: nan - UP: 96.30% UR: 4.13% UF: 7.93% P: 96.30% R: 4.13% F: 7.93%
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+ 2023-04-13 11:14:40 INFO test: loss: 0.1236 - UP: 83.52% UR: 2.29% UF: 4.47% P: 82.42% R: 2.26% F: 4.41%
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+ 2023-04-13 11:15:00 INFO 0:00:08.466155s elapsed (saved)
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+ 2023-04-13 11:15:07 INFO lr: 4.9960e-05 - loss: 0.0749 - UP: 59.13% UR: 7.51% UF: 13.33% P: 58.41% R: 7.42% F: 13.17%
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+ 2023-04-13 11:15:07 INFO dev: loss: nan - UP: 73.86% UR: 10.33% UF: 18.13% P: 70.45% R: 9.86% F: 17.29%
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+ 2023-04-13 11:15:09 INFO test: loss: 0.1166 - UP: 80.94% UR: 8.84% UF: 15.95% P: 79.28% R: 8.66% F: 15.62%
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+ 2023-04-13 11:15:28 INFO 0:00:09.027034s elapsed (saved)
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+ 2023-04-13 11:15:35 INFO lr: 4.9950e-05 - loss: 0.0246 - UP: 59.54% UR: 8.39% UF: 14.70% P: 59.22% R: 8.34% F: 14.62%
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+ 2023-04-13 11:15:36 INFO dev: loss: nan - UP: 96.43% UR: 4.29% UF: 8.22% P: 96.43% R: 4.29% F: 8.22%
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+ 2023-04-13 11:15:37 INFO test: loss: 0.1224 - UP: 89.93% UR: 3.77% UF: 7.24% P: 89.21% R: 3.74% F: 7.18%
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+ 2023-04-13 11:15:37 INFO 0:00:08.883362s elapsed
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+
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+ 2023-04-13 11:15:44 INFO lr: 4.9940e-05 - loss: 0.0308 - UP: 52.49% UR: 9.67% UF: 16.34% P: 52.12% R: 9.60% F: 16.22%
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+ 2023-04-13 11:15:46 INFO dev: loss: nan - UP: 72.55% UR: 11.76% UF: 20.25% P: 69.61% R: 11.29% F: 19.43%
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+ 2023-04-13 11:15:47 INFO test: loss: 0.1113 - UP: 74.59% UR: 10.99% UF: 19.15% P: 72.95% R: 10.75% F: 18.73%
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+ 2023-04-13 11:16:06 INFO 0:00:10.515074s elapsed (saved)
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+ 2023-04-13 11:16:13 INFO lr: 4.9930e-05 - loss: 0.0262 - UP: 47.94% UR: 8.30% UF: 14.14% P: 47.81% R: 8.27% F: 14.10%
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+ 2023-04-13 11:16:14 INFO dev: loss: nan - UP: 69.03% UR: 12.40% UF: 21.02% P: 66.37% R: 11.92% F: 20.22%
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+ 2023-04-13 11:16:15 INFO test: loss: 0.1123 - UP: 79.32% UR: 12.04% UF: 20.91% P: 78.33% R: 11.89% F: 20.65%
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+ 2023-04-13 11:16:35 INFO 0:00:09.551122s elapsed (saved)
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+
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+ 2023-04-13 11:16:42 INFO lr: 4.9920e-05 - loss: 0.0259 - UP: 54.25% UR: 11.01% UF: 18.30% P: 53.68% R: 10.89% F: 18.11%
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+ 2023-04-13 11:16:43 INFO dev: loss: nan - UP: 74.75% UR: 11.76% UF: 20.33% P: 70.71% R: 11.13% F: 19.23%
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+ 2023-04-13 11:16:44 INFO test: loss: 0.1183 - UP: 84.25% UR: 11.62% UF: 20.42% P: 82.28% R: 11.35% F: 19.95%
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+ 2023-04-13 11:16:44 INFO 0:00:08.898937s elapsed
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+
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+ 2023-04-13 11:16:53 INFO lr: 4.9910e-05 - loss: 0.0475 - UP: 60.56% UR: 15.42% UF: 24.58% P: 60.20% R: 15.33% F: 24.43%
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+ 2023-04-13 11:16:53 INFO dev: loss: nan - UP: 71.65% UR: 14.47% UF: 24.07% P: 68.50% R: 13.83% F: 23.02%
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+ 2023-04-13 11:16:55 INFO test: loss: 0.1077 - UP: 76.16% UR: 16.39% UF: 26.97% P: 73.35% R: 15.79% F: 25.98%
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+ 2023-04-13 11:17:14 INFO 0:00:10.756537s elapsed (saved)
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+
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+ 2023-04-13 11:17:21 INFO lr: 4.9900e-05 - loss: 0.0360 - UP: 58.34% UR: 15.19% UF: 24.10% P: 58.25% R: 15.17% F: 24.07%
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+ 2023-04-13 11:17:22 INFO dev: loss: nan - UP: 70.83% UR: 5.41% UF: 10.04% P: 68.75% R: 5.25% F: 9.75%
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+ 2023-04-13 11:17:24 INFO test: loss: 0.1265 - UP: 80.09% UR: 10.69% UF: 18.85% P: 78.05% R: 10.41% F: 18.38%
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+ 2023-04-13 11:17:24 INFO 0:00:10.478067s elapsed
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+ 2023-04-13 11:17:32 INFO lr: 4.9890e-05 - loss: 0.0227 - UP: 56.31% UR: 15.58% UF: 24.41% P: 55.73% R: 15.42% F: 24.15%
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+ 2023-04-13 11:17:33 INFO dev: loss: nan - UP: 67.23% UR: 12.72% UF: 21.39% P: 63.03% R: 11.92% F: 20.05%
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+ 2023-04-13 11:17:34 INFO test: loss: 0.1130 - UP: 75.00% UR: 18.56% UF: 29.76% P: 72.44% R: 17.93% F: 28.74%
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+ 2023-04-13 11:17:34 INFO 0:00:09.587479s elapsed
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+
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+ 2023-04-13 11:17:42 INFO lr: 4.9880e-05 - loss: 0.0173 - UP: 72.33% UR: 16.82% UF: 27.29% P: 72.04% R: 16.75% F: 27.18%
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+ 2023-04-13 11:17:43 INFO dev: loss: nan - UP: 54.31% UR: 23.05% UF: 32.37% P: 50.94% R: 21.62% F: 30.36%
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+ 2023-04-13 11:17:44 INFO test: loss: 0.1099 - UP: 66.16% UR: 27.44% UF: 38.79% P: 63.61% R: 26.38% F: 37.29%
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+ 2023-04-13 11:18:03 INFO 0:00:10.435209s elapsed (saved)
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+ 2023-04-13 11:18:10 INFO lr: 4.9870e-05 - loss: 0.0358 - UP: 69.79% UR: 21.92% UF: 33.36% P: 69.71% R: 21.90% F: 33.33%
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+ 2023-04-13 11:18:11 INFO dev: loss: nan - UP: 65.38% UR: 18.92% UF: 29.35% P: 64.29% R: 18.60% F: 28.85%
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+ 2023-04-13 11:18:13 INFO test: loss: 0.1222 - UP: 70.20% UR: 23.82% UF: 35.56% P: 69.22% R: 23.48% F: 35.07%
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+ 2023-04-13 11:18:13 INFO 0:00:09.455057s elapsed
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+ 2023-04-13 11:18:20 INFO lr: 4.9860e-05 - loss: 0.0321 - UP: 69.03% UR: 26.38% UF: 38.17% P: 68.85% R: 26.31% F: 38.07%
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+ 2023-04-13 11:18:21 INFO dev: loss: nan - UP: 71.05% UR: 17.17% UF: 27.66% P: 69.08% R: 16.69% F: 26.89%
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+ 2023-04-13 11:18:22 INFO test: loss: 0.1200 - UP: 75.12% UR: 22.79% UF: 34.97% P: 73.63% R: 22.34% F: 34.28%
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+ 2023-04-13 11:18:22 INFO 0:00:09.411414s elapsed
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+ 2023-04-13 11:18:30 INFO lr: 4.9850e-05 - loss: 0.0143 - UP: 70.62% UR: 23.37% UF: 35.12% P: 69.79% R: 23.09% F: 34.70%
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+ 2023-04-13 11:18:31 INFO dev: loss: nan - UP: 61.22% UR: 19.08% UF: 29.09% P: 58.16% R: 18.12% F: 27.64%
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+ 2023-04-13 11:18:32 INFO test: loss: 0.1257 - UP: 73.55% UR: 24.93% UF: 37.24% P: 71.50% R: 24.24% F: 36.20%
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+ 2023-04-13 11:18:40 INFO lr: 4.9840e-05 - loss: 0.0166 - UP: 63.89% UR: 28.91% UF: 39.80% P: 63.79% R: 28.86% F: 39.74%
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+ 2023-04-13 11:18:41 INFO dev: loss: nan - UP: 77.67% UR: 12.72% UF: 21.86% P: 75.73% R: 12.40% F: 21.31%
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+ 2023-04-13 11:18:42 INFO test: loss: 0.1177 - UP: 83.96% UR: 18.32% UF: 30.08% P: 82.57% R: 18.02% F: 29.58%
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+ 2023-04-13 11:18:50 INFO lr: 4.9830e-05 - loss: 0.0475 - UP: 73.13% UR: 24.26% UF: 36.44% P: 73.06% R: 24.24% F: 36.40%
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+ 2023-04-13 11:18:51 INFO dev: loss: nan - UP: 62.61% UR: 23.69% UF: 34.37% P: 60.50% R: 22.89% F: 33.22%
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+ 2023-04-13 11:18:52 INFO test: loss: 0.1219 - UP: 66.12% UR: 29.34% UF: 40.64% P: 64.22% R: 28.49% F: 39.47%
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+ 2023-04-13 11:19:17 INFO lr: 4.9820e-05 - loss: 0.0119 - UP: 70.74% UR: 33.16% UF: 45.15% P: 70.69% R: 33.13% F: 45.12%
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+ 2023-04-13 11:19:18 INFO dev: loss: nan - UP: 72.88% UR: 20.51% UF: 32.01% P: 71.19% R: 20.03% F: 31.27%
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+ 2023-04-13 11:19:19 INFO test: loss: 0.1290 - UP: 73.69% UR: 25.87% UF: 38.29% P: 71.80% R: 25.20% F: 37.31%
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+ 2023-04-13 11:19:28 INFO lr: 4.9810e-05 - loss: 0.0423 - UP: 75.09% UR: 25.21% UF: 37.74% P: 74.81% R: 25.11% F: 37.61%
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+ 2023-04-13 11:19:29 INFO dev: loss: nan - UP: 70.70% UR: 17.65% UF: 28.24% P: 67.52% R: 16.85% F: 26.97%
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+ 2023-04-13 11:19:30 INFO test: loss: 0.1257 - UP: 75.38% UR: 26.71% UF: 39.45% P: 73.17% R: 25.93% F: 38.29%
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+ 2023-04-13 11:19:39 INFO lr: 4.9800e-05 - loss: 0.0139 - UP: 69.66% UR: 31.92% UF: 43.78% P: 69.31% R: 31.76% F: 43.55%
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+ 2023-04-13 11:19:40 INFO dev: loss: nan - UP: 68.14% UR: 24.48% UF: 36.02% P: 64.60% R: 23.21% F: 34.15%
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+ 2023-04-13 11:19:42 INFO test: loss: 0.1032 - UP: 68.14% UR: 34.86% UF: 46.13% P: 65.49% R: 33.50% F: 44.33%
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+ 2023-04-13 11:20:09 INFO lr: 4.9790e-05 - loss: 0.0305 - UP: 75.11% UR: 31.00% UF: 43.88% P: 74.94% R: 30.93% F: 43.79%
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+ 2023-04-13 11:20:09 INFO dev: loss: nan - UP: 71.87% UR: 21.94% UF: 33.62% P: 69.27% R: 21.14% F: 32.40%
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+ 2023-04-13 11:20:11 INFO test: loss: 0.1168 - UP: 76.73% UR: 26.38% UF: 39.26% P: 74.36% R: 25.57% F: 38.05%
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+ 2023-04-13 11:20:18 INFO lr: 4.9780e-05 - loss: 0.0547 - UP: 69.16% UR: 35.45% UF: 46.88% P: 67.46% R: 34.58% F: 45.72%
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+ 2023-04-13 11:20:19 INFO dev: loss: nan - UP: 70.44% UR: 17.81% UF: 28.43% P: 65.41% R: 16.53% F: 26.40%
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+ 2023-04-13 11:20:20 INFO test: loss: 0.1417 - UP: 73.68% UR: 22.31% UF: 34.24% P: 69.59% R: 21.07% F: 32.34%
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+ 2023-04-13 11:20:28 INFO lr: 4.9770e-05 - loss: 0.0322 - UP: 70.87% UR: 33.55% UF: 45.54% P: 70.53% R: 33.39% F: 45.32%
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+ 2023-04-13 11:20:30 INFO dev: loss: nan - UP: 61.98% UR: 23.85% UF: 34.44% P: 59.09% R: 22.73% F: 32.84%
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+ 2023-04-13 11:20:31 INFO test: loss: 0.1337 - UP: 73.41% UR: 29.91% UF: 42.50% P: 70.59% R: 28.77% F: 40.87%
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+ 2023-04-13 11:20:38 INFO lr: 4.9760e-05 - loss: 0.0241 - UP: 72.46% UR: 36.51% UF: 48.56% P: 72.18% R: 36.37% F: 48.37%
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+ 2023-04-13 11:20:39 INFO dev: loss: nan - UP: 67.73% UR: 27.03% UF: 38.64% P: 62.95% R: 25.12% F: 35.91%
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+ 2023-04-13 11:20:41 INFO test: loss: 0.1113 - UP: 70.80% UR: 34.98% UF: 46.83% P: 68.48% R: 33.84% F: 45.29%
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+ 2023-04-13 11:21:08 INFO lr: 4.9750e-05 - loss: 0.0069 - UP: 78.77% UR: 39.22% UF: 52.37% P: 78.68% R: 39.18% F: 52.31%
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+ 2023-04-13 11:21:08 INFO dev: loss: nan - UP: 70.05% UR: 23.05% UF: 34.69% P: 67.63% R: 22.26% F: 33.49%
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+ 2023-04-13 11:21:09 INFO test: loss: 0.1223 - UP: 78.12% UR: 29.43% UF: 42.75% P: 75.88% R: 28.58% F: 41.53%
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+ 2023-04-13 11:21:17 INFO lr: 4.9740e-05 - loss: 0.0145 - UP: 77.67% UR: 42.35% UF: 54.81% P: 77.62% R: 42.33% F: 54.78%
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+ 2023-04-13 11:21:18 INFO dev: loss: nan - UP: 68.83% UR: 27.03% UF: 38.81% P: 66.40% R: 26.07% F: 37.44%
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+ 2023-04-13 11:21:20 INFO test: loss: 0.1216 - UP: 75.46% UR: 33.69% UF: 46.58% P: 72.55% R: 32.39% F: 44.78%
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+ 2023-04-13 11:21:45 INFO lr: 4.9730e-05 - loss: 0.0599 - UP: 74.32% UR: 45.89% UF: 56.74% P: 74.25% R: 45.84% F: 56.68%
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+ 2023-04-13 11:21:49 INFO test: loss: 0.1199 - UP: 75.65% UR: 35.35% UF: 48.18% P: 72.48% R: 33.87% F: 46.16%
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+ 2023-04-13 11:22:26 INFO test: loss: 0.1190 - UP: 79.52% UR: 35.16% UF: 48.77% P: 77.47% R: 34.26% F: 47.51%
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+ 2023-04-13 11:22:37 INFO test: loss: 0.1143 - UP: 69.25% UR: 45.28% UF: 54.75% P: 66.30% R: 43.34% F: 52.42%
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+ 2023-04-13 11:23:15 INFO test: loss: 0.1138 - UP: 75.98% UR: 40.39% UF: 52.74% P: 73.08% R: 38.85% F: 50.73%
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+ 2023-04-13 11:23:26 INFO test: loss: 0.1166 - UP: 73.39% UR: 43.47% UF: 54.60% P: 71.00% R: 42.05% F: 52.82%
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+ 2023-04-13 11:23:34 INFO dev: loss: nan - UP: 66.58% UR: 40.54% UF: 50.40% P: 64.49% R: 39.27% F: 48.81%
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+ 2023-04-13 11:24:04 INFO test: loss: 0.1222 - UP: 72.10% UR: 46.48% UF: 56.52% P: 69.38% R: 44.73% F: 54.40%
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+ 2023-04-13 11:24:22 INFO lr: 4.9630e-05 - loss: 0.0048 - UP: 88.23% UR: 70.96% UF: 78.66% P: 88.20% R: 70.93% F: 78.63%
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+ 2023-04-13 11:24:23 INFO dev: loss: nan - UP: 71.47% UR: 38.63% UF: 50.15% P: 69.41% R: 37.52% F: 48.71%
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+ 2023-04-13 11:24:24 INFO test: loss: 0.1270 - UP: 75.11% UR: 44.55% UF: 55.93% P: 72.16% R: 42.80% F: 53.73%
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+ 2023-04-13 11:24:33 INFO dev: loss: nan - UP: 65.54% UR: 46.26% UF: 54.24% P: 62.39% R: 44.04% F: 51.63%
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+ 2023-04-13 11:24:34 INFO test: loss: 0.1204 - UP: 68.60% UR: 51.77% UF: 59.01% P: 65.84% R: 49.68% F: 56.63%
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+ 2023-04-13 11:24:53 INFO 0:00:09.845588s elapsed (saved)
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+ 2023-04-13 11:25:00 INFO lr: 4.9610e-05 - loss: 0.0088 - UP: 88.27% UR: 75.07% UF: 81.14% P: 88.22% R: 75.02% F: 81.09%
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+ 2023-04-13 11:25:10 INFO dev: loss: nan - UP: 65.43% UR: 44.83% UF: 53.21% P: 62.41% R: 42.77% F: 50.75%
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+ 2023-04-13 11:25:11 INFO test: loss: 0.1352 - UP: 71.80% UR: 46.88% UF: 56.72% P: 69.16% R: 45.16% F: 54.64%
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+ 2023-04-13 11:25:20 INFO dev: loss: nan - UP: 66.09% UR: 42.45% UF: 51.69% P: 63.86% R: 41.02% F: 49.95%
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+ 2023-04-13 11:25:21 INFO test: loss: 0.1304 - UP: 67.79% UR: 45.03% UF: 54.12% P: 65.20% R: 43.31% F: 52.05%
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+ 2023-04-13 11:25:29 INFO lr: 4.9580e-05 - loss: 0.0056 - UP: 85.51% UR: 64.68% UF: 73.65% P: 85.15% R: 64.41% F: 73.34%
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+ 2023-04-13 11:25:30 INFO dev: loss: nan - UP: 60.29% UR: 47.06% UF: 52.86% P: 57.03% R: 44.52% F: 50.00%
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+ 2023-04-13 11:25:32 INFO test: loss: 0.1256 - UP: 65.59% UR: 50.47% UF: 57.05% P: 62.34% R: 47.96% F: 54.21%
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+ 2023-04-13 11:25:32 INFO 0:00:10.438965s elapsed
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+ 2023-04-13 11:25:41 INFO lr: 4.9570e-05 - loss: 0.0028 - UP: 86.93% UR: 67.69% UF: 76.11% P: 86.75% R: 67.56% F: 75.96%
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+ 2023-04-13 11:25:41 INFO dev: loss: nan - UP: 68.57% UR: 41.97% UF: 52.07% P: 65.19% R: 39.90% F: 49.51%
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+ 2023-04-13 11:25:42 INFO test: loss: 0.1286 - UP: 73.35% UR: 42.38% UF: 53.72% P: 70.38% R: 40.66% F: 51.54%
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+ 2023-04-13 11:25:42 INFO 0:00:10.289670s elapsed
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+ 2023-04-13 11:25:49 INFO lr: 4.9560e-05 - loss: 0.0093 - UP: 89.17% UR: 71.90% UF: 79.61% P: 89.03% R: 71.78% F: 79.48%
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+ 2023-04-13 11:25:50 INFO dev: loss: nan - UP: 64.80% UR: 44.20% UF: 52.55% P: 61.54% R: 41.97% F: 49.91%
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+ 2023-04-13 11:25:51 INFO test: loss: 0.1210 - UP: 72.18% UR: 49.17% UF: 58.49% P: 69.52% R: 47.36% F: 56.34%
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+ 2023-04-13 11:25:51 INFO 0:00:08.828896s elapsed
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+ 2023-04-13 11:25:58 INFO lr: 4.9550e-05 - loss: 0.0095 - UP: 88.40% UR: 77.07% UF: 82.35% P: 88.24% R: 76.93% F: 82.20%
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+ 2023-04-13 11:25:58 INFO dev: loss: nan - UP: 70.12% UR: 46.26% UF: 55.75% P: 66.51% R: 43.88% F: 52.87%
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+ 2023-04-13 11:25:59 INFO test: loss: 0.1347 - UP: 74.16% UR: 43.92% UF: 55.17% P: 71.05% R: 42.08% F: 52.85%
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+ 2023-04-13 11:26:18 INFO 0:00:08.376587s elapsed (saved)
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+ 2023-04-13 11:26:26 INFO lr: 4.9540e-05 - loss: 0.0032 - UP: 90.76% UR: 78.10% UF: 83.96% P: 90.73% R: 78.08% F: 83.93%
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+ 2023-04-13 11:26:26 INFO dev: loss: nan - UP: 74.56% UR: 40.54% UF: 52.52% P: 70.47% R: 38.31% F: 49.64%
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+ 2023-04-13 11:26:27 INFO test: loss: 0.1446 - UP: 77.64% UR: 38.15% UF: 51.16% P: 74.51% R: 36.61% F: 49.10%
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+ 2023-04-13 11:26:35 INFO lr: 4.9530e-05 - loss: 0.0012 - UP: 91.76% UR: 80.12% UF: 85.55% P: 91.76% R: 80.12% F: 85.55%
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+ 2023-04-13 11:26:36 INFO dev: loss: nan - UP: 66.74% UR: 46.90% UF: 55.09% P: 63.35% R: 44.52% F: 52.29%
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+ 2023-04-13 11:26:37 INFO test: loss: 0.1338 - UP: 72.78% UR: 48.84% UF: 58.45% P: 69.91% R: 46.91% F: 56.14%
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+ 2023-04-13 11:26:37 INFO 0:00:10.289072s elapsed
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+ 2023-04-13 11:26:45 INFO lr: 4.9520e-05 - loss: 0.0031 - UP: 92.45% UR: 80.45% UF: 86.03% P: 92.42% R: 80.42% F: 86.01%
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+ 2023-04-13 11:26:45 INFO dev: loss: nan - UP: 67.04% UR: 47.85% UF: 55.84% P: 63.25% R: 45.15% F: 52.69%
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+ 2023-04-13 11:26:47 INFO test: loss: 0.1406 - UP: 70.90% UR: 50.38% UF: 58.90% P: 67.76% R: 48.14% F: 56.29%
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+ 2023-04-13 11:26:47 INFO 0:00:09.189159s elapsed
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+ 2023-04-13 11:26:54 INFO lr: 4.9510e-05 - loss: 0.0021 - UP: 92.34% UR: 82.84% UF: 87.33% P: 92.29% R: 82.79% F: 87.28%
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+ 2023-04-13 11:26:55 INFO dev: loss: nan - UP: 68.74% UR: 49.28% UF: 57.41% P: 65.19% R: 46.74% F: 54.44%
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+ 2023-04-13 11:26:56 INFO test: loss: 0.1423 - UP: 70.58% UR: 50.41% UF: 58.81% P: 67.54% R: 48.23% F: 56.28%
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+ 2023-04-13 11:27:14 INFO 0:00:09.530247s elapsed (saved)
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+ 2023-04-13 11:27:21 INFO lr: 4.9500e-05 - loss: 0.0103 - UP: 91.35% UR: 83.71% UF: 87.36% P: 91.15% R: 83.52% F: 87.17%
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+ 2023-04-13 11:27:23 INFO dev: loss: nan - UP: 67.58% UR: 47.06% UF: 55.48% P: 63.93% R: 44.52% F: 52.48%
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+ 2023-04-13 11:27:24 INFO test: loss: 0.1517 - UP: 72.19% UR: 49.68% UF: 58.86% P: 69.04% R: 47.51% F: 56.28%
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+ 2023-04-13 11:27:32 INFO lr: 4.9490e-05 - loss: 0.0062 - UP: 90.85% UR: 80.28% UF: 85.24% P: 90.56% R: 80.03% F: 84.97%
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+ 2023-04-13 11:27:32 INFO dev: loss: nan - UP: 67.29% UR: 46.10% UF: 54.72% P: 65.20% R: 44.67% F: 53.02%
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+ 2023-04-13 11:27:34 INFO test: loss: 0.1391 - UP: 71.65% UR: 49.20% UF: 58.34% P: 68.35% R: 46.94% F: 55.65%
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+ 2023-04-13 11:27:42 INFO lr: 4.9480e-05 - loss: 0.0020 - UP: 91.34% UR: 83.11% UF: 87.03% P: 91.29% R: 83.07% F: 86.98%
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+ 2023-04-13 11:27:43 INFO dev: loss: nan - UP: 69.43% UR: 48.01% UF: 56.77% P: 65.52% R: 45.31% F: 53.57%
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+ 2023-04-13 11:27:44 INFO test: loss: 0.1461 - UP: 72.47% UR: 49.41% UF: 58.76% P: 69.32% R: 47.27% F: 56.21%
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+ 2023-04-13 11:27:52 INFO lr: 4.9470e-05 - loss: 0.0018 - UP: 92.73% UR: 85.04% UF: 88.72% P: 92.58% R: 84.90% F: 88.58%
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+ 2023-04-13 11:27:53 INFO dev: loss: nan - UP: 69.12% UR: 46.26% UF: 55.43% P: 65.80% R: 44.04% F: 52.76%
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+ 2023-04-13 11:27:54 INFO test: loss: 0.1548 - UP: 73.18% UR: 49.41% UF: 58.99% P: 69.78% R: 47.12% F: 56.25%
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+ 2023-04-13 11:27:54 INFO 0:00:09.803582s elapsed
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+ 2023-04-13 11:28:02 INFO lr: 4.9460e-05 - loss: 0.0055 - UP: 94.37% UR: 84.31% UF: 89.05% P: 94.34% R: 84.28% F: 89.03%
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+ 2023-04-13 11:28:03 INFO dev: loss: nan - UP: 66.88% UR: 49.44% UF: 56.86% P: 63.01% R: 46.58% F: 53.56%
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+ 2023-04-13 11:28:04 INFO test: loss: 0.1527 - UP: 69.01% UR: 52.16% UF: 59.41% P: 66.13% R: 49.98% F: 56.94%
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+ 2023-04-13 11:28:11 INFO lr: 4.9450e-05 - loss: 0.0039 - UP: 92.32% UR: 86.21% UF: 89.16% P: 92.30% R: 86.19% F: 89.14%
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+ 2023-04-13 11:28:11 INFO dev: loss: nan - UP: 71.86% UR: 49.13% UF: 58.36% P: 68.14% R: 46.58% F: 55.34%
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+ 2023-04-13 11:28:13 INFO test: loss: 0.1493 - UP: 71.67% UR: 52.01% UF: 60.28% P: 68.59% R: 49.77% F: 57.69%
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+ 2023-04-13 11:28:31 INFO 0:00:08.661971s elapsed (saved)
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+ 2023-04-13 11:28:38 INFO lr: 4.9440e-05 - loss: 0.0027 - UP: 94.20% UR: 87.36% UF: 90.65% P: 94.20% R: 87.36% F: 90.65%
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+ 2023-04-13 11:28:39 INFO dev: loss: nan - UP: 71.60% UR: 46.10% UF: 56.09% P: 68.64% R: 44.20% F: 53.77%
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+ 2023-04-13 11:28:40 INFO test: loss: 0.1582 - UP: 73.88% UR: 48.14% UF: 58.30% P: 71.05% R: 46.30% F: 56.07%
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+ 2023-04-13 11:28:49 INFO dev: loss: nan - UP: 69.49% UR: 49.60% UF: 57.88% P: 65.26% R: 46.58% F: 54.36%
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+ 2023-04-13 11:28:50 INFO test: loss: 0.1610 - UP: 71.17% UR: 51.19% UF: 59.55% P: 67.98% R: 48.90% F: 56.88%
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+ 2023-04-13 11:28:58 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 93.77% UR: 88.12% UF: 90.86% P: 93.77% R: 88.12% F: 90.86%
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+ 2023-04-13 11:28:59 INFO dev: loss: nan - UP: 68.69% UR: 48.49% UF: 56.85% P: 66.22% R: 46.74% F: 54.80%
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+ 2023-04-13 11:29:00 INFO test: loss: 0.1538 - UP: 70.07% UR: 54.54% UF: 61.34% P: 67.12% R: 52.25% F: 58.76%
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+ 2023-04-13 11:29:08 INFO lr: 4.9410e-05 - loss: 0.0021 - UP: 91.73% UR: 80.77% UF: 85.90% P: 91.73% R: 80.77% F: 85.90%
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+ 2023-04-13 11:29:09 INFO dev: loss: nan - UP: 76.85% UR: 39.59% UF: 52.26% P: 74.07% R: 38.16% F: 50.37%
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+ 2023-04-13 11:29:10 INFO test: loss: 0.1568 - UP: 78.15% UR: 44.49% UF: 56.70% P: 75.40% R: 42.92% F: 54.70%
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+ 2023-04-13 11:29:10 INFO 0:00:09.673047s elapsed
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+ 2023-04-13 11:29:18 INFO lr: 4.9400e-05 - loss: 0.0078 - UP: 91.59% UR: 78.06% UF: 84.28% P: 91.56% R: 78.03% F: 84.26%
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+ 2023-04-13 11:29:19 INFO dev: loss: nan - UP: 72.54% UR: 44.52% UF: 55.17% P: 69.43% R: 42.61% F: 52.81%
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+ 2023-04-13 11:29:20 INFO test: loss: 0.1379 - UP: 73.95% UR: 49.53% UF: 59.33% P: 70.98% R: 47.54% F: 56.94%
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+ 2023-04-13 11:29:20 INFO 0:00:10.180496s elapsed
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+ 2023-04-13 11:29:27 INFO lr: 4.9390e-05 - loss: 0.0052 - UP: 93.80% UR: 83.75% UF: 88.49% P: 93.80% R: 83.75% F: 88.49%
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+ 2023-04-13 11:29:27 INFO dev: loss: nan - UP: 65.93% UR: 52.31% UF: 58.33% P: 61.12% R: 48.49% F: 54.08%
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+ 2023-04-13 11:29:28 INFO test: loss: 0.1572 - UP: 67.94% UR: 54.30% UF: 60.36% P: 64.54% R: 51.58% F: 57.34%
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+ 2023-04-13 11:29:28 INFO 0:00:08.469518s elapsed
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+ 2023-04-13 11:29:36 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 94.23% UR: 89.27% UF: 91.68% P: 94.18% R: 89.22% F: 91.63%
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+ 2023-04-13 11:29:36 INFO dev: loss: nan - UP: 72.30% UR: 48.97% UF: 58.39% P: 66.67% R: 45.15% F: 53.84%
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+ 2023-04-13 11:29:37 INFO test: loss: 0.1646 - UP: 73.43% UR: 50.56% UF: 59.89% P: 70.01% R: 48.20% F: 57.10%
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+ 2023-04-13 11:29:44 INFO lr: 4.9370e-05 - loss: 0.0026 - UP: 93.88% UR: 86.74% UF: 90.17% P: 93.88% R: 86.74% F: 90.17%
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+ 2023-04-13 11:29:45 INFO dev: loss: nan - UP: 69.38% UR: 50.08% UF: 58.17% P: 64.10% R: 46.26% F: 53.74%
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+ 2023-04-13 11:29:46 INFO test: loss: 0.1591 - UP: 71.88% UR: 51.71% UF: 60.15% P: 68.49% R: 49.26% F: 57.30%
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+ 2023-04-13 11:29:46 INFO 0:00:08.354971s elapsed
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+ 2023-04-13 11:29:53 INFO dev: loss: nan - UP: 67.03% UR: 49.44% UF: 56.91% P: 62.28% R: 45.95% F: 52.88%
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+ 2023-04-13 11:29:54 INFO test: loss: 0.1607 - UP: 70.32% UR: 53.64% UF: 60.86% P: 66.76% R: 50.92% F: 57.77%
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+ 2023-04-13 11:30:01 INFO lr: 4.9350e-05 - loss: 0.0006 - UP: 96.03% UR: 88.95% UF: 92.35% P: 96.03% R: 88.95% F: 92.35%
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+ 2023-04-13 11:30:02 INFO dev: loss: nan - UP: 70.60% UR: 50.40% UF: 58.81% P: 65.26% R: 46.58% F: 54.36%
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+ 2023-04-13 11:30:03 INFO test: loss: 0.1648 - UP: 72.12% UR: 52.31% UF: 60.64% P: 68.66% R: 49.80% F: 57.73%
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+ 2023-04-13 11:30:03 INFO 0:00:08.684322s elapsed
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+ 2023-04-13 11:30:10 INFO lr: 4.9340e-05 - loss: 0.0018 - UP: 94.83% UR: 91.08% UF: 92.92% P: 94.81% R: 91.06% F: 92.90%
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+ 2023-04-13 11:30:10 INFO dev: loss: nan - UP: 69.38% UR: 51.51% UF: 59.12% P: 64.45% R: 47.85% F: 54.93%
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+ 2023-04-13 11:30:11 INFO test: loss: 0.1783 - UP: 71.55% UR: 52.37% UF: 60.47% P: 68.25% R: 49.95% F: 57.69%
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+ 2023-04-13 11:30:11 INFO 0:00:08.572360s elapsed
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+ 2023-04-13 11:30:11 INFO Epoch 67 / 5000:
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+ 2023-04-13 11:30:18 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 95.40% UR: 92.37% UF: 93.86% P: 95.40% R: 92.37% F: 93.86%
467
+ 2023-04-13 11:30:19 INFO dev: loss: nan - UP: 73.15% UR: 47.22% UF: 57.39% P: 68.72% R: 44.36% F: 53.91%
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+ 2023-04-13 11:30:20 INFO test: loss: 0.1634 - UP: 75.21% UR: 46.88% UF: 57.75% P: 71.77% R: 44.73% F: 55.11%
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+ 2023-04-13 11:30:20 INFO 0:00:08.792476s elapsed
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+ 2023-04-13 11:30:20 INFO Epoch 68 / 5000:
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+ 2023-04-13 11:30:27 INFO lr: 4.9320e-05 - loss: 0.0042 - UP: 96.71% UR: 91.80% UF: 94.19% P: 96.71% R: 91.80% F: 94.19%
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+ 2023-04-13 11:30:28 INFO dev: loss: nan - UP: 70.19% UR: 52.78% UF: 60.25% P: 65.12% R: 48.97% F: 55.90%
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+ 2023-04-13 11:30:29 INFO test: loss: 0.1725 - UP: 71.29% UR: 52.70% UF: 60.60% P: 67.91% R: 50.20% F: 57.72%
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+ 2023-04-13 11:30:47 INFO 0:00:08.500071s elapsed (saved)
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+ 2023-04-13 11:30:47 INFO Epoch 69 / 5000:
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+ 2023-04-13 11:30:54 INFO lr: 4.9310e-05 - loss: 0.0055 - UP: 95.75% UR: 90.62% UF: 93.12% P: 95.73% R: 90.60% F: 93.09%
479
+ 2023-04-13 11:30:54 INFO dev: loss: nan - UP: 71.05% UR: 47.22% UF: 56.73% P: 67.94% R: 45.15% F: 54.25%
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+ 2023-04-13 11:30:55 INFO test: loss: 0.2032 - UP: 74.74% UR: 48.32% UF: 58.70% P: 71.43% R: 46.18% F: 56.10%
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+ 2023-04-13 11:30:55 INFO 0:00:08.897682s elapsed
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+ 2023-04-13 11:30:55 INFO Epoch 70 / 5000:
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+ 2023-04-13 11:31:03 INFO lr: 4.9300e-05 - loss: 0.0034 - UP: 95.74% UR: 88.83% UF: 92.16% P: 95.74% R: 88.83% F: 92.16%
485
+ 2023-04-13 11:31:04 INFO dev: loss: nan - UP: 72.49% UR: 40.22% UF: 51.74% P: 67.91% R: 37.68% F: 48.47%
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+ 2023-04-13 11:31:06 INFO test: loss: 0.2468 - UP: 74.41% UR: 30.46% UF: 43.22% P: 70.80% R: 28.98% F: 41.12%
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+ 2023-04-13 11:31:06 INFO 0:00:10.056691s elapsed
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+ 2023-04-13 11:31:13 INFO lr: 4.9290e-05 - loss: 0.0006 - UP: 87.48% UR: 76.72% UF: 81.75% P: 87.48% R: 76.72% F: 81.75%
491
+ 2023-04-13 11:31:14 INFO dev: loss: nan - UP: 59.32% UR: 49.60% UF: 54.03% P: 54.94% R: 45.95% F: 50.04%
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+ 2023-04-13 11:31:15 INFO test: loss: 0.1303 - UP: 61.98% UR: 56.23% UF: 58.97% P: 58.78% R: 53.34% F: 55.93%
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+ 2023-04-13 11:31:15 INFO 0:00:09.238120s elapsed
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+ 2023-04-13 11:31:15 INFO Epoch 72 / 5000:
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+ 2023-04-13 11:31:23 INFO lr: 4.9280e-05 - loss: 0.0043 - UP: 92.08% UR: 84.40% UF: 88.07% P: 92.08% R: 84.40% F: 88.07%
497
+ 2023-04-13 11:31:24 INFO dev: loss: nan - UP: 75.42% UR: 42.93% UF: 54.71% P: 72.07% R: 41.02% F: 52.28%
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+ 2023-04-13 11:31:25 INFO test: loss: 0.1543 - UP: 75.99% UR: 46.91% UF: 58.01% P: 72.37% R: 44.67% F: 55.24%
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+ 2023-04-13 11:31:25 INFO 0:00:10.092677s elapsed
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+ 2023-04-13 11:31:25 INFO Epoch 73 / 5000:
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+ 2023-04-13 11:31:32 INFO lr: 4.9270e-05 - loss: 0.0825 - UP: 94.01% UR: 89.45% UF: 91.68% P: 94.01% R: 89.45% F: 91.68%
503
+ 2023-04-13 11:31:33 INFO dev: loss: nan - UP: 72.94% UR: 49.28% UF: 58.82% P: 68.00% R: 45.95% F: 54.84%
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+ 2023-04-13 11:31:34 INFO test: loss: 0.1548 - UP: 71.43% UR: 52.16% UF: 60.29% P: 67.92% R: 49.59% F: 57.33%
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+ 2023-04-13 11:31:34 INFO 0:00:09.103935s elapsed
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+ 2023-04-13 11:31:34 INFO Epoch 74 / 5000:
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+ 2023-04-13 11:31:42 INFO lr: 4.9260e-05 - loss: 0.0015 - UP: 95.56% UR: 86.05% UF: 90.56% P: 95.56% R: 86.05% F: 90.56%
509
+ 2023-04-13 11:31:42 INFO dev: loss: nan - UP: 68.65% UR: 47.69% UF: 56.29% P: 64.30% R: 44.67% F: 52.72%
510
+ 2023-04-13 11:31:43 INFO test: loss: 0.1587 - UP: 72.76% UR: 52.16% UF: 60.76% P: 69.18% R: 49.59% F: 57.77%
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+ 2023-04-13 11:31:43 INFO 0:00:09.313387s elapsed
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+ 2023-04-13 11:31:43 INFO Epoch 75 / 5000:
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+ 2023-04-13 11:31:50 INFO lr: 4.9250e-05 - loss: 0.0062 - UP: 93.06% UR: 85.98% UF: 89.38% P: 93.06% R: 85.98% F: 89.38%
515
+ 2023-04-13 11:31:51 INFO dev: loss: nan - UP: 68.93% UR: 48.33% UF: 56.82% P: 63.95% R: 44.83% F: 52.71%
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+ 2023-04-13 11:31:52 INFO test: loss: 0.1508 - UP: 71.66% UR: 48.78% UF: 58.05% P: 68.03% R: 46.30% F: 55.10%
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+ 2023-04-13 11:31:52 INFO 0:00:08.828632s elapsed
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+ 2023-04-13 11:31:52 INFO Epoch 76 / 5000:
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+ 2023-04-13 11:31:59 INFO lr: 4.9240e-05 - loss: 0.0017 - UP: 95.58% UR: 89.04% UF: 92.20% P: 95.56% R: 89.02% F: 92.17%
521
+ 2023-04-13 11:32:00 INFO dev: loss: nan - UP: 72.25% UR: 50.08% UF: 59.15% P: 67.20% R: 46.58% F: 55.02%
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+ 2023-04-13 11:32:01 INFO test: loss: 0.1662 - UP: 72.04% UR: 51.55% UF: 60.10% P: 67.57% R: 48.35% F: 56.37%
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+ 2023-04-13 11:32:01 INFO 0:00:08.504380s elapsed
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+ 2023-04-13 11:32:01 INFO Epoch 77 / 5000:
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+ 2023-04-13 11:32:08 INFO lr: 4.9230e-05 - loss: 0.0015 - UP: 92.86% UR: 85.52% UF: 89.04% P: 90.34% R: 83.20% F: 86.63%
527
+ 2023-04-13 11:32:08 INFO dev: loss: nan - UP: 71.39% UR: 47.22% UF: 56.84% P: 68.03% R: 44.99% F: 54.16%
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+ 2023-04-13 11:32:09 INFO test: loss: 0.1377 - UP: 70.61% UR: 50.32% UF: 58.76% P: 67.09% R: 47.81% F: 55.83%
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+ 2023-04-13 11:32:09 INFO 0:00:08.829621s elapsed
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+ 2023-04-13 11:32:09 INFO Epoch 78 / 5000:
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+ 2023-04-13 11:32:16 INFO lr: 4.9220e-05 - loss: 0.0019 - UP: 92.90% UR: 80.33% UF: 86.16% P: 91.92% R: 79.48% F: 85.25%
533
+ 2023-04-13 11:32:17 INFO dev: loss: nan - UP: 67.89% UR: 41.02% UF: 51.14% P: 65.26% R: 39.43% F: 49.16%
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+ 2023-04-13 11:32:18 INFO test: loss: 0.1672 - UP: 72.46% UR: 49.32% UF: 58.69% P: 69.00% R: 46.97% F: 55.89%
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+ 2023-04-13 11:32:18 INFO 0:00:08.411535s elapsed
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+ 2023-04-13 11:32:18 INFO Epoch 79 / 5000:
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+ 2023-04-13 11:32:25 INFO lr: 4.9210e-05 - loss: 0.0091 - UP: 90.79% UR: 86.08% UF: 88.37% P: 90.18% R: 85.50% F: 87.78%
539
+ 2023-04-13 11:32:25 INFO dev: loss: nan - UP: 67.88% UR: 44.36% UF: 53.65% P: 63.26% R: 41.34% F: 50.00%
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+ 2023-04-13 11:32:26 INFO test: loss: 0.1756 - UP: 72.00% UR: 49.59% UF: 58.73% P: 67.09% R: 46.21% F: 54.73%
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+ 2023-04-13 11:32:26 INFO 0:00:08.645788s elapsed
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+ 2023-04-13 11:32:26 INFO Epoch 80 / 5000:
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+ 2023-04-13 11:32:33 INFO lr: 4.9200e-05 - loss: 0.0067 - UP: 94.07% UR: 86.33% UF: 90.03% P: 93.84% R: 86.12% F: 89.82%
545
+ 2023-04-13 11:32:34 INFO dev: loss: nan - UP: 69.55% UR: 51.19% UF: 58.97% P: 64.79% R: 47.69% F: 54.95%
546
+ 2023-04-13 11:32:35 INFO test: loss: 0.1615 - UP: 72.00% UR: 51.61% UF: 60.13% P: 68.29% R: 48.96% F: 57.03%
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+ 2023-04-13 11:32:35 INFO 0:00:08.456714s elapsed
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+ 2023-04-13 11:32:35 INFO Epoch 81 / 5000:
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+ 2023-04-13 11:32:42 INFO lr: 4.9190e-05 - loss: 0.0006 - UP: 95.32% UR: 88.97% UF: 92.04% P: 95.30% R: 88.95% F: 92.01%
551
+ 2023-04-13 11:32:43 INFO dev: loss: nan - UP: 68.53% UR: 50.56% UF: 58.19% P: 65.09% R: 48.01% F: 55.26%
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+ 2023-04-13 11:32:44 INFO test: loss: 0.1529 - UP: 70.13% UR: 53.94% UF: 60.98% P: 66.37% R: 51.04% F: 57.70%
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+ 2023-04-13 11:32:44 INFO 0:00:08.685169s elapsed
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+ 2023-04-13 11:32:44 INFO Epoch 82 / 5000:
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+ 2023-04-13 11:32:51 INFO lr: 4.9180e-05 - loss: 0.0019 - UP: 90.58% UR: 85.27% UF: 87.84% P: 90.51% R: 85.20% F: 87.77%
557
+ 2023-04-13 11:32:51 INFO dev: loss: nan - UP: 65.54% UR: 52.31% UF: 58.18% P: 62.35% R: 49.76% F: 55.35%
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+ 2023-04-13 11:32:52 INFO test: loss: 0.1749 - UP: 68.40% UR: 53.58% UF: 60.09% P: 65.16% R: 51.04% F: 57.24%
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+ 2023-04-13 11:32:52 INFO 0:00:08.745252s elapsed
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+ 2023-04-13 11:32:52 INFO Epoch 83 / 5000:
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+ 2023-04-13 11:32:59 INFO lr: 4.9170e-05 - loss: 0.0019 - UP: 91.46% UR: 83.23% UF: 87.15% P: 91.34% R: 83.11% F: 87.03%
563
+ 2023-04-13 11:33:00 INFO dev: loss: nan - UP: 67.77% UR: 48.81% UF: 56.75% P: 64.68% R: 46.58% F: 54.16%
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+ 2023-04-13 11:33:01 INFO test: loss: 0.1740 - UP: 72.69% UR: 49.80% UF: 59.11% P: 69.47% R: 47.60% F: 56.49%
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+ 2023-04-13 11:33:01 INFO 0:00:08.620842s elapsed
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+ 2023-04-13 11:33:01 INFO Epoch 84 / 5000:
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+ 2023-04-13 11:33:08 INFO lr: 4.9160e-05 - loss: 0.0103 - UP: 93.42% UR: 87.16% UF: 90.18% P: 93.37% R: 87.11% F: 90.13%
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+ 2023-04-13 11:33:09 INFO dev: loss: nan - UP: 59.56% UR: 55.48% UF: 57.45% P: 56.83% R: 52.94% F: 54.81%
570
+ 2023-04-13 11:33:10 INFO test: loss: 0.1828 - UP: 65.61% UR: 57.53% UF: 61.31% P: 62.20% R: 54.54% F: 58.12%
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+ 2023-04-13 11:33:10 INFO 0:00:08.969743s elapsed
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+ 2023-04-13 11:33:10 INFO Epoch 85 / 5000:
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+ 2023-04-13 11:33:17 INFO lr: 4.9150e-05 - loss: 0.0100 - UP: 95.13% UR: 89.25% UF: 92.09% P: 95.13% R: 89.25% F: 92.09%
575
+ 2023-04-13 11:33:17 INFO dev: loss: nan - UP: 68.21% UR: 51.51% UF: 58.70% P: 65.05% R: 49.13% F: 55.98%
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+ 2023-04-13 11:33:18 INFO test: loss: 0.1850 - UP: 71.61% UR: 53.15% UF: 61.02% P: 68.28% R: 50.68% F: 58.18%
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+ 2023-04-13 11:33:37 INFO 0:00:08.439447s elapsed (saved)
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+ 2023-04-13 11:33:37 INFO Epoch 86 / 5000:
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+ 2023-04-13 11:33:44 INFO lr: 4.9140e-05 - loss: 0.0058 - UP: 95.24% UR: 90.07% UF: 92.58% P: 95.14% R: 89.98% F: 92.49%
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+ 2023-04-13 11:33:45 INFO dev: loss: nan - UP: 66.73% UR: 54.53% UF: 60.02% P: 63.04% R: 51.51% F: 56.69%
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+ 2023-04-13 11:33:46 INFO test: loss: 0.1513 - UP: 69.71% UR: 56.47% UF: 62.40% P: 66.06% R: 53.52% F: 59.13%
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+ 2023-04-13 11:34:04 INFO 0:00:08.862226s elapsed (saved)
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+ 2023-04-13 11:34:04 INFO Epoch 87 / 5000:
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+ 2023-04-13 11:34:11 INFO lr: 4.9130e-05 - loss: 0.0005 - UP: 95.46% UR: 91.36% UF: 93.37% P: 95.46% R: 91.36% F: 93.37%
587
+ 2023-04-13 11:34:12 INFO dev: loss: nan - UP: 69.96% UR: 51.83% UF: 59.54% P: 66.74% R: 49.44% F: 56.80%
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+ 2023-04-13 11:34:13 INFO test: loss: 0.1596 - UP: 73.18% UR: 53.03% UF: 61.50% P: 69.47% R: 50.35% F: 58.38%
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+ 2023-04-13 11:34:32 INFO 0:00:08.903914s elapsed (saved)
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+ 2023-04-13 11:34:32 INFO Epoch 88 / 5000:
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+ 2023-04-13 11:34:39 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 97.02% UR: 91.34% UF: 94.09% P: 96.95% R: 91.27% F: 94.02%
593
+ 2023-04-13 11:34:39 INFO dev: loss: nan - UP: 69.30% UR: 50.24% UF: 58.25% P: 65.79% R: 47.69% F: 55.30%
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+ 2023-04-13 11:34:41 INFO test: loss: 0.1649 - UP: 72.89% UR: 53.24% UF: 61.54% P: 69.30% R: 50.62% F: 58.50%
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+ 2023-04-13 11:34:41 INFO 0:00:09.388605s elapsed
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+ 2023-04-13 11:34:41 INFO Epoch 89 / 5000:
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+ 2023-04-13 11:34:49 INFO lr: 4.9110e-05 - loss: 0.0003 - UP: 96.60% UR: 93.29% UF: 94.92% P: 96.60% R: 93.29% F: 94.92%
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+ 2023-04-13 11:34:49 INFO dev: loss: nan - UP: 65.66% UR: 51.99% UF: 58.03% P: 61.45% R: 48.65% F: 54.30%
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+ 2023-04-13 11:34:51 INFO test: loss: 0.1629 - UP: 72.59% UR: 54.12% UF: 62.01% P: 69.03% R: 51.46% F: 58.97%
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+ 2023-04-13 11:34:51 INFO 0:00:09.514278s elapsed
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+ 2023-04-13 11:34:51 INFO Epoch 90 / 5000:
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+ 2023-04-13 11:34:59 INFO lr: 4.9100e-05 - loss: 0.0026 - UP: 97.28% UR: 93.61% UF: 95.41% P: 97.28% R: 93.61% F: 95.41%
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+ 2023-04-13 11:35:00 INFO dev: loss: nan - UP: 68.47% UR: 48.33% UF: 56.66% P: 65.32% R: 46.10% F: 54.05%
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+ 2023-04-13 11:35:01 INFO test: loss: 0.1711 - UP: 74.94% UR: 52.61% UF: 61.82% P: 71.58% R: 50.26% F: 59.05%
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+ 2023-04-13 11:35:01 INFO 0:00:10.579935s elapsed
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+ 2023-04-13 11:35:08 INFO lr: 4.9090e-05 - loss: 0.0012 - UP: 97.54% UR: 95.50% UF: 96.51% P: 97.54% R: 95.50% F: 96.51%
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+ 2023-04-13 11:35:09 INFO dev: loss: nan - UP: 66.87% UR: 51.67% UF: 58.30% P: 63.17% R: 48.81% F: 55.07%
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+ 2023-04-13 11:35:10 INFO test: loss: 0.1762 - UP: 71.89% UR: 55.42% UF: 62.59% P: 68.29% R: 52.64% F: 59.45%
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+ 2023-04-13 11:35:20 INFO test: loss: 0.1804 - UP: 73.13% UR: 55.36% UF: 63.01% P: 69.30% R: 52.46% F: 59.71%
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+ 2023-04-13 11:35:27 INFO lr: 4.9070e-05 - loss: 0.0002 - UP: 97.32% UR: 95.13% UF: 96.21% P: 97.32% R: 95.13% F: 96.21%
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+ 2023-04-13 11:35:28 INFO dev: loss: nan - UP: 67.29% UR: 51.67% UF: 58.45% P: 63.56% R: 48.81% F: 55.22%
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+ 2023-04-13 11:35:29 INFO test: loss: 0.1823 - UP: 72.43% UR: 56.05% UF: 63.20% P: 68.64% R: 53.12% F: 59.89%
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+ 2023-04-13 11:35:36 INFO lr: 4.9060e-05 - loss: 0.0002 - UP: 97.74% UR: 95.47% UF: 96.59% P: 97.74% R: 95.47% F: 96.59%
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+ 2023-04-13 11:35:37 INFO dev: loss: nan - UP: 66.40% UR: 53.10% UF: 59.01% P: 61.43% R: 49.13% F: 54.59%
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+ 2023-04-13 11:35:38 INFO test: loss: 0.1855 - UP: 70.69% UR: 56.72% UF: 62.94% P: 66.74% R: 53.55% F: 59.42%
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+ 2023-04-13 11:35:38 INFO Epoch 95 / 5000:
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+ 2023-04-13 11:35:45 INFO lr: 4.9050e-05 - loss: 0.0009 - UP: 97.42% UR: 96.30% UF: 96.86% P: 97.42% R: 96.30% F: 96.86%
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+ 2023-04-13 11:35:45 INFO dev: loss: nan - UP: 69.35% UR: 50.72% UF: 58.59% P: 65.43% R: 47.85% F: 55.28%
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+ 2023-04-13 11:35:47 INFO test: loss: 0.1877 - UP: 74.28% UR: 55.45% UF: 63.50% P: 70.32% R: 52.49% F: 60.11%
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+ 2023-04-13 11:35:54 INFO lr: 4.9040e-05 - loss: 0.0008 - UP: 97.76% UR: 96.07% UF: 96.91% P: 97.73% R: 96.05% F: 96.88%
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+ 2023-04-13 11:35:54 INFO dev: loss: nan - UP: 67.69% UR: 52.62% UF: 59.21% P: 62.58% R: 48.65% F: 54.74%
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+ 2023-04-13 11:35:55 INFO test: loss: 0.1854 - UP: 73.09% UR: 54.75% UF: 62.61% P: 69.30% R: 51.92% F: 59.36%
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+ 2023-04-13 11:36:02 INFO lr: 4.9030e-05 - loss: 0.0016 - UP: 97.27% UR: 96.55% UF: 96.91% P: 97.27% R: 96.55% F: 96.91%
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+ 2023-04-13 11:36:03 INFO dev: loss: nan - UP: 69.96% UR: 49.60% UF: 58.05% P: 65.70% R: 46.58% F: 54.51%
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+ 2023-04-13 11:36:04 INFO test: loss: 0.1897 - UP: 74.87% UR: 53.43% UF: 62.36% P: 71.24% R: 50.83% F: 59.33%
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+ 2023-04-13 11:36:11 INFO lr: 4.9020e-05 - loss: 0.0011 - UP: 97.45% UR: 95.68% UF: 96.56% P: 97.45% R: 95.68% F: 96.56%
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+ 2023-04-13 11:36:11 INFO dev: loss: nan - UP: 69.56% UR: 52.31% UF: 59.71% P: 66.38% R: 49.92% F: 56.99%
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+ 2023-04-13 11:36:12 INFO test: loss: 0.1813 - UP: 73.38% UR: 54.51% UF: 62.56% P: 69.52% R: 51.65% F: 59.27%
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+ 2023-04-13 11:36:31 INFO 0:00:08.447336s elapsed (saved)
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+ 2023-04-13 11:36:31 INFO Epoch 99 / 5000:
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+ 2023-04-13 11:36:38 INFO lr: 4.9010e-05 - loss: 0.0001 - UP: 97.98% UR: 96.76% UF: 97.36% P: 97.98% R: 96.76% F: 97.36%
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+ 2023-04-13 11:36:39 INFO dev: loss: nan - UP: 69.63% UR: 51.03% UF: 58.90% P: 66.38% R: 48.65% F: 56.15%
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+ 2023-04-13 11:36:40 INFO test: loss: 0.1847 - UP: 74.12% UR: 54.81% UF: 63.02% P: 70.33% R: 52.01% F: 59.80%
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+ 2023-04-13 11:36:40 INFO 0:00:08.579543s elapsed
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+ 2023-04-13 11:36:40 INFO Epoch 100 / 5000:
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+ 2023-04-13 11:36:48 INFO lr: 4.9000e-05 - loss: 0.0001 - UP: 98.32% UR: 96.71% UF: 97.51% P: 98.32% R: 96.71% F: 97.51%
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+ 2023-04-13 11:36:49 INFO dev: loss: nan - UP: 68.79% UR: 51.51% UF: 58.91% P: 64.97% R: 48.65% F: 55.64%
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+ 2023-04-13 11:36:51 INFO test: loss: 0.1894 - UP: 74.28% UR: 55.00% UF: 63.20% P: 70.77% R: 52.40% F: 60.22%
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+ 2023-04-13 11:36:51 INFO 0:00:10.701402s elapsed
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+ 2023-04-13 11:36:51 INFO Epoch 101 / 5000:
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+ 2023-04-13 11:36:58 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 98.71% UR: 96.44% UF: 97.56% P: 98.68% R: 96.42% F: 97.54%
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+ 2023-04-13 11:36:59 INFO dev: loss: nan - UP: 68.85% UR: 53.42% UF: 60.16% P: 64.55% R: 50.08% F: 56.40%
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+ 2023-04-13 11:37:00 INFO test: loss: 0.1926 - UP: 72.97% UR: 55.24% UF: 62.88% P: 69.34% R: 52.49% F: 59.75%
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+ 2023-04-13 11:37:01 INFO 0:00:09.836512s elapsed
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+ 2023-04-13 11:37:01 INFO Epoch 102 / 5000:
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+ 2023-04-13 11:37:09 INFO lr: 4.8980e-05 - loss: 0.0003 - UP: 98.14% UR: 97.20% UF: 97.67% P: 98.14% R: 97.20% F: 97.67%
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+ 2023-04-13 11:37:10 INFO dev: loss: nan - UP: 68.11% UR: 52.62% UF: 59.37% P: 63.99% R: 49.44% F: 55.78%
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+ 2023-04-13 11:37:11 INFO test: loss: 0.1964 - UP: 72.25% UR: 56.41% UF: 63.36% P: 68.84% R: 53.76% F: 60.37%
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+ 2023-04-13 11:37:11 INFO 0:00:10.826882s elapsed
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+ 2023-04-13 11:37:11 INFO Epoch 103 / 5000:
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+ 2023-04-13 11:37:19 INFO lr: 4.8970e-05 - loss: 0.0000 - UP: 98.55% UR: 96.92% UF: 97.73% P: 98.53% R: 96.90% F: 97.71%
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+ 2023-04-13 11:37:20 INFO dev: loss: nan - UP: 67.46% UR: 54.05% UF: 60.02% P: 62.70% R: 50.24% F: 55.78%
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+ 2023-04-13 11:37:21 INFO test: loss: 0.1987 - UP: 70.56% UR: 57.02% UF: 63.07% P: 67.20% R: 54.30% F: 60.07%
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+ 2023-04-13 11:37:21 INFO 0:00:09.561236s elapsed
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+ 2023-04-13 11:37:21 INFO Epoch 104 / 5000:
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+ 2023-04-13 11:37:28 INFO lr: 4.8960e-05 - loss: 0.0024 - UP: 98.41% UR: 96.94% UF: 97.67% P: 98.41% R: 96.94% F: 97.67%
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+ 2023-04-13 11:37:28 INFO dev: loss: nan - UP: 69.65% UR: 53.26% UF: 60.36% P: 64.86% R: 49.60% F: 56.22%
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+ 2023-04-13 11:37:29 INFO test: loss: 0.1984 - UP: 73.12% UR: 55.84% UF: 63.32% P: 69.72% R: 53.24% F: 60.38%
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+ 2023-04-13 11:37:29 INFO 0:00:08.518488s elapsed
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+ 2023-04-13 11:37:29 INFO Epoch 105 / 5000:
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+ 2023-04-13 11:37:37 INFO lr: 4.8950e-05 - loss: 0.0001 - UP: 98.11% UR: 97.86% UF: 97.99% P: 98.09% R: 97.84% F: 97.96%
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+ 2023-04-13 11:37:37 INFO dev: loss: nan - UP: 68.76% UR: 53.90% UF: 60.43% P: 63.89% R: 50.08% F: 56.15%
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+ 2023-04-13 11:37:38 INFO test: loss: 0.1969 - UP: 72.52% UR: 55.75% UF: 63.04% P: 69.14% R: 53.15% F: 60.10%
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+ 2023-04-13 11:37:38 INFO 0:00:08.857365s elapsed
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+ 2023-04-13 11:37:38 INFO Epoch 106 / 5000:
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+ 2023-04-13 11:37:45 INFO lr: 4.8940e-05 - loss: 0.0001 - UP: 98.85% UR: 96.85% UF: 97.84% P: 98.85% R: 96.85% F: 97.84%
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+ 2023-04-13 11:37:46 INFO dev: loss: nan - UP: 68.11% UR: 55.01% UF: 60.86% P: 64.17% R: 51.83% F: 57.34%
702
+ 2023-04-13 11:37:47 INFO test: loss: 0.2001 - UP: 70.45% UR: 57.35% UF: 63.23% P: 67.00% R: 54.54% F: 60.13%
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+ 2023-04-13 11:38:06 INFO 0:00:08.403934s elapsed (saved)
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+ 2023-04-13 11:38:06 INFO Epoch 107 / 5000:
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+ 2023-04-13 11:38:13 INFO lr: 4.8930e-05 - loss: 0.0002 - UP: 98.70% UR: 97.59% UF: 98.14% P: 98.70% R: 97.59% F: 98.14%
707
+ 2023-04-13 11:38:14 INFO dev: loss: nan - UP: 68.34% UR: 56.28% UF: 61.73% P: 63.90% R: 52.62% F: 57.72%
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+ 2023-04-13 11:38:15 INFO test: loss: 0.1984 - UP: 69.89% UR: 58.07% UF: 63.44% P: 66.33% R: 55.12% F: 60.20%
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+ 2023-04-13 11:38:33 INFO 0:00:08.499808s elapsed (saved)
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+ 2023-04-13 11:38:33 INFO Epoch 108 / 5000:
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+ 2023-04-13 11:38:40 INFO lr: 4.8920e-05 - loss: 0.0001 - UP: 98.32% UR: 98.07% UF: 98.19% P: 98.30% R: 98.05% F: 98.17%
713
+ 2023-04-13 11:38:41 INFO dev: loss: nan - UP: 68.34% UR: 54.21% UF: 60.46% P: 63.53% R: 50.40% F: 56.21%
714
+ 2023-04-13 11:38:42 INFO test: loss: 0.2034 - UP: 72.72% UR: 56.41% UF: 63.54% P: 69.14% R: 53.64% F: 60.41%
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+ 2023-04-13 11:38:42 INFO 0:00:09.553928s elapsed
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+ 2023-04-13 11:38:42 INFO Epoch 109 / 5000:
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+ 2023-04-13 11:38:51 INFO lr: 4.8910e-05 - loss: 0.0008 - UP: 98.68% UR: 97.91% UF: 98.29% P: 98.68% R: 97.91% F: 98.29%
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+ 2023-04-13 11:38:52 INFO dev: loss: nan - UP: 67.88% UR: 53.42% UF: 59.79% P: 63.43% R: 49.92% F: 55.87%
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+ 2023-04-13 11:38:54 INFO test: loss: 0.2051 - UP: 73.54% UR: 55.63% UF: 63.34% P: 70.03% R: 52.97% F: 60.32%
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+ 2023-04-13 11:38:54 INFO 0:00:11.289315s elapsed
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+ 2023-04-13 11:38:54 INFO Epoch 110 / 5000:
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+ 2023-04-13 11:39:02 INFO lr: 4.8900e-05 - loss: 0.0007 - UP: 98.82% UR: 98.07% UF: 98.44% P: 98.82% R: 98.07% F: 98.44%
725
+ 2023-04-13 11:39:03 INFO dev: loss: nan - UP: 69.13% UR: 50.56% UF: 58.40% P: 65.43% R: 47.85% F: 55.28%
726
+ 2023-04-13 11:39:05 INFO test: loss: 0.2061 - UP: 74.72% UR: 54.69% UF: 63.16% P: 71.13% R: 52.07% F: 60.13%
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+ 2023-04-13 11:39:05 INFO 0:00:10.921978s elapsed
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+ 2023-04-13 11:39:05 INFO Epoch 111 / 5000:
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+ 2023-04-13 11:39:14 INFO lr: 4.8890e-05 - loss: 0.0006 - UP: 99.07% UR: 97.86% UF: 98.46% P: 99.07% R: 97.86% F: 98.46%
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+ 2023-04-13 11:39:15 INFO dev: loss: nan - UP: 69.72% UR: 51.99% UF: 59.56% P: 65.03% R: 48.49% F: 55.56%
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+ 2023-04-13 11:39:16 INFO test: loss: 0.2067 - UP: 74.34% UR: 54.66% UF: 63.00% P: 70.85% R: 52.10% F: 60.05%
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+ 2023-04-13 11:39:16 INFO 0:00:10.988108s elapsed
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+ 2023-04-13 11:39:16 INFO Epoch 112 / 5000:
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+ 2023-04-13 11:39:23 INFO lr: 4.8880e-05 - loss: 0.0001 - UP: 98.50% UR: 98.18% UF: 98.34% P: 98.50% R: 98.18% F: 98.34%
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+ 2023-04-13 11:39:23 INFO dev: loss: nan - UP: 68.57% UR: 51.67% UF: 58.93% P: 64.77% R: 48.81% F: 55.67%
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+ 2023-04-13 11:39:24 INFO test: loss: 0.2083 - UP: 74.47% UR: 55.03% UF: 63.29% P: 71.24% R: 52.64% F: 60.55%
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+ 2023-04-13 11:39:24 INFO 0:00:08.442042s elapsed
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+ 2023-04-13 11:39:24 INFO Epoch 113 / 5000:
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+ 2023-04-13 11:39:31 INFO lr: 4.8870e-05 - loss: 0.0019 - UP: 99.31% UR: 98.51% UF: 98.90% P: 99.31% R: 98.51% F: 98.90%
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+ 2023-04-13 11:39:32 INFO dev: loss: nan - UP: 67.41% UR: 52.94% UF: 59.31% P: 62.96% R: 49.44% F: 55.39%
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+ 2023-04-13 11:39:33 INFO test: loss: 0.2131 - UP: 73.80% UR: 55.87% UF: 63.60% P: 70.41% R: 53.31% F: 60.68%
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+ 2023-04-13 11:39:33 INFO 0:00:08.640264s elapsed
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+ 2023-04-13 11:39:33 INFO Epoch 114 / 5000:
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+ 2023-04-13 11:39:40 INFO lr: 4.8860e-05 - loss: 0.0000 - UP: 98.73% UR: 97.98% UF: 98.35% P: 98.73% R: 97.98% F: 98.35%
749
+ 2023-04-13 11:39:40 INFO dev: loss: nan - UP: 70.11% UR: 51.83% UF: 59.60% P: 65.16% R: 48.17% F: 55.39%
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+ 2023-04-13 11:39:41 INFO test: loss: 0.2161 - UP: 74.32% UR: 54.06% UF: 62.59% P: 70.87% R: 51.55% F: 59.69%
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+ 2023-04-13 11:39:41 INFO 0:00:08.623562s elapsed
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+ 2023-04-13 11:39:41 INFO Epoch 115 / 5000:
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+ 2023-04-13 11:39:48 INFO lr: 4.8850e-05 - loss: 0.0000 - UP: 99.10% UR: 98.30% UF: 98.70% P: 99.10% R: 98.30% F: 98.70%
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+ 2023-04-13 11:39:49 INFO dev: loss: nan - UP: 69.36% UR: 51.83% UF: 59.33% P: 64.68% R: 48.33% F: 55.32%
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+ 2023-04-13 11:39:50 INFO test: loss: 0.2141 - UP: 74.17% UR: 54.42% UF: 62.78% P: 70.71% R: 51.89% F: 59.85%
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+ 2023-04-13 11:39:50 INFO 0:00:08.514570s elapsed
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+ 2023-04-13 11:39:50 INFO Epoch 116 / 5000:
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+ 2023-04-13 11:39:57 INFO lr: 4.8840e-05 - loss: 0.0010 - UP: 99.09% UR: 97.86% UF: 98.47% P: 99.09% R: 97.86% F: 98.47%
761
+ 2023-04-13 11:39:58 INFO dev: loss: nan - UP: 68.10% UR: 52.94% UF: 59.57% P: 63.19% R: 49.13% F: 55.28%
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+ 2023-04-13 11:39:59 INFO test: loss: 0.2121 - UP: 71.91% UR: 53.94% UF: 61.64% P: 68.21% R: 51.16% F: 58.47%
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+ 2023-04-13 11:39:59 INFO 0:00:08.864923s elapsed
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+ 2023-04-13 11:39:59 INFO Epoch 117 / 5000:
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+ 2023-04-13 11:40:06 INFO lr: 4.8830e-05 - loss: 0.0000 - UP: 97.58% UR: 97.38% UF: 97.48% P: 97.58% R: 97.38% F: 97.48%
767
+ 2023-04-13 11:40:06 INFO dev: loss: nan - UP: 69.73% UR: 54.21% UF: 61.00% P: 65.03% R: 50.56% F: 56.89%
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+ 2023-04-13 11:40:07 INFO test: loss: 0.2057 - UP: 72.08% UR: 56.50% UF: 63.35% P: 68.54% R: 53.73% F: 60.24%
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+ 2023-04-13 11:40:07 INFO 0:00:08.460267s elapsed
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+ 2023-04-13 11:40:07 INFO Epoch 118 / 5000:
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+ 2023-04-13 11:40:14 INFO lr: 4.8820e-05 - loss: 0.0001 - UP: 98.52% UR: 97.61% UF: 98.06% P: 98.52% R: 97.61% F: 98.06%
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+ 2023-04-13 11:40:15 INFO dev: loss: nan - UP: 69.39% UR: 52.62% UF: 59.86% P: 64.57% R: 48.97% F: 55.70%
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+ 2023-04-13 11:40:16 INFO test: loss: 0.2077 - UP: 73.21% UR: 55.18% UF: 62.93% P: 69.52% R: 52.40% F: 59.76%
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+ 2023-04-13 11:40:16 INFO 0:00:08.612735s elapsed
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+ 2023-04-13 11:40:16 INFO Epoch 119 / 5000:
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+ 2023-04-13 11:40:23 INFO lr: 4.8810e-05 - loss: 0.0000 - UP: 98.38% UR: 97.40% UF: 97.89% P: 98.38% R: 97.40% F: 97.89%
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+ 2023-04-13 11:40:23 INFO dev: loss: nan - UP: 69.33% UR: 53.90% UF: 60.64% P: 64.42% R: 50.08% F: 56.35%
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+ 2023-04-13 11:40:24 INFO test: loss: 0.2090 - UP: 71.78% UR: 56.20% UF: 63.04% P: 67.93% R: 53.18% F: 59.66%
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+ 2023-04-13 11:40:24 INFO 0:00:08.448174s elapsed
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+ 2023-04-13 11:40:24 INFO Epoch 120 / 5000:
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+ 2023-04-13 11:40:31 INFO lr: 4.8800e-05 - loss: 0.0000 - UP: 98.98% UR: 98.02% UF: 98.50% P: 98.98% R: 98.02% F: 98.50%
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+ 2023-04-13 11:40:32 INFO dev: loss: nan - UP: 68.21% UR: 53.90% UF: 60.21% P: 63.38% R: 50.08% F: 55.95%
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+ 2023-04-13 11:40:33 INFO test: loss: 0.2113 - UP: 72.22% UR: 56.57% UF: 63.44% P: 68.36% R: 53.55% F: 60.05%
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+ 2023-04-13 11:40:33 INFO 0:00:08.628932s elapsed
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+ 2023-04-13 11:40:33 INFO Epoch 121 / 5000:
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+ 2023-04-13 11:40:40 INFO lr: 4.8790e-05 - loss: 0.0001 - UP: 98.78% UR: 98.25% UF: 98.51% P: 98.78% R: 98.25% F: 98.51%
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+ 2023-04-13 11:40:40 INFO dev: loss: nan - UP: 66.86% UR: 54.21% UF: 59.88% P: 63.14% R: 51.19% F: 56.54%
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+ 2023-04-13 11:40:42 INFO test: loss: 0.2129 - UP: 71.04% UR: 57.83% UF: 63.76% P: 67.04% R: 54.57% F: 60.17%
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+ 2023-04-13 11:40:42 INFO 0:00:08.736990s elapsed
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+ 2023-04-13 11:40:42 INFO Epoch 122 / 5000:
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+ 2023-04-13 11:40:49 INFO lr: 4.8780e-05 - loss: 0.0000 - UP: 98.71% UR: 98.48% UF: 98.60% P: 98.71% R: 98.48% F: 98.60%
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+ 2023-04-13 11:40:49 INFO dev: loss: nan - UP: 67.76% UR: 52.78% UF: 59.34% P: 63.88% R: 49.76% F: 55.94%
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+ 2023-04-13 11:40:50 INFO test: loss: 0.2164 - UP: 72.08% UR: 56.66% UF: 63.44% P: 68.20% R: 53.61% F: 60.03%
799
+ 2023-04-13 11:40:50 INFO 0:00:08.593026s elapsed
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+
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+ 2023-04-13 11:40:57 INFO lr: 4.8770e-05 - loss: 0.0000 - UP: 99.10% UR: 98.53% UF: 98.81% P: 99.10% R: 98.53% F: 98.81%
803
+ 2023-04-13 11:40:58 INFO dev: loss: nan - UP: 68.08% UR: 53.58% UF: 59.96% P: 63.23% R: 49.76% F: 55.69%
804
+ 2023-04-13 11:40:59 INFO test: loss: 0.2150 - UP: 72.46% UR: 57.17% UF: 63.91% P: 68.55% R: 54.09% F: 60.47%
805
+ 2023-04-13 11:40:59 INFO 0:00:08.808617s elapsed
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+
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+ 2023-04-13 11:41:06 INFO lr: 4.8760e-05 - loss: 0.0002 - UP: 98.96% UR: 98.28% UF: 98.62% P: 98.96% R: 98.28% F: 98.62%
809
+ 2023-04-13 11:41:06 INFO dev: loss: nan - UP: 67.68% UR: 52.94% UF: 59.41% P: 62.80% R: 49.13% F: 55.13%
810
+ 2023-04-13 11:41:07 INFO test: loss: 0.2123 - UP: 73.37% UR: 56.90% UF: 64.09% P: 69.95% R: 54.24% F: 61.10%
811
+ 2023-04-13 11:41:07 INFO 0:00:08.467985s elapsed
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+
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+ 2023-04-13 11:41:07 INFO Epoch 125 / 5000:
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+ 2023-04-13 11:41:15 INFO lr: 4.8750e-05 - loss: 0.0006 - UP: 99.23% UR: 98.32% UF: 98.78% P: 99.23% R: 98.32% F: 98.78%
815
+ 2023-04-13 11:41:15 INFO dev: loss: nan - UP: 67.35% UR: 52.46% UF: 58.98% P: 62.45% R: 48.65% F: 54.69%
816
+ 2023-04-13 11:41:16 INFO test: loss: 0.2145 - UP: 71.52% UR: 57.23% UF: 63.58% P: 67.94% R: 54.36% F: 60.40%
817
+ 2023-04-13 11:41:16 INFO 0:00:08.637478s elapsed
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+
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+ 2023-04-13 11:41:16 INFO Epoch 126 / 5000:
820
+ 2023-04-13 11:41:23 INFO lr: 4.8740e-05 - loss: 0.0003 - UP: 98.71% UR: 98.53% UF: 98.62% P: 98.71% R: 98.53% F: 98.62%
821
+ 2023-04-13 11:41:23 INFO dev: loss: nan - UP: 68.67% UR: 52.62% UF: 59.59% P: 63.69% R: 48.81% F: 55.27%
822
+ 2023-04-13 11:41:25 INFO test: loss: 0.2156 - UP: 73.28% UR: 55.63% UF: 63.25% P: 69.82% R: 53.00% F: 60.26%
823
+ 2023-04-13 11:41:25 INFO 0:00:08.412490s elapsed
824
+
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+ 2023-04-13 11:41:25 INFO Epoch 127 / 5000:
826
+ 2023-04-13 11:41:32 INFO lr: 4.8730e-05 - loss: 0.0002 - UP: 98.87% UR: 98.25% UF: 98.56% P: 98.87% R: 98.25% F: 98.56%
827
+ 2023-04-13 11:41:32 INFO dev: loss: nan - UP: 68.31% UR: 52.78% UF: 59.55% P: 63.37% R: 48.97% F: 55.25%
828
+ 2023-04-13 11:41:33 INFO test: loss: 0.2138 - UP: 73.00% UR: 56.32% UF: 63.59% P: 69.29% R: 53.46% F: 60.35%
829
+ 2023-04-13 11:41:33 INFO 0:00:08.613387s elapsed
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+
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+ 2023-04-13 11:41:33 INFO Epoch 128 / 5000:
832
+ 2023-04-13 11:41:40 INFO lr: 4.8720e-05 - loss: 0.0003 - UP: 99.15% UR: 98.78% UF: 98.96% P: 99.15% R: 98.78% F: 98.96%
833
+ 2023-04-13 11:41:41 INFO dev: loss: nan - UP: 70.59% UR: 51.51% UF: 59.56% P: 65.80% R: 48.01% F: 55.51%
834
+ 2023-04-13 11:41:42 INFO test: loss: 0.2190 - UP: 75.36% UR: 54.09% UF: 62.98% P: 71.87% R: 51.58% F: 60.06%
835
+ 2023-04-13 11:41:42 INFO 0:00:08.592608s elapsed
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+
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+ 2023-04-13 11:41:42 INFO Epoch 129 / 5000:
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+ 2023-04-13 11:41:49 INFO lr: 4.8710e-05 - loss: 0.0000 - UP: 99.01% UR: 98.62% UF: 98.81% P: 99.01% R: 98.62% F: 98.81%
839
+ 2023-04-13 11:41:49 INFO dev: loss: nan - UP: 68.61% UR: 52.46% UF: 59.46% P: 63.62% R: 48.65% F: 55.14%
840
+ 2023-04-13 11:41:50 INFO test: loss: 0.2149 - UP: 73.00% UR: 55.99% UF: 63.38% P: 69.54% R: 53.34% F: 60.37%
841
+ 2023-04-13 11:41:50 INFO 0:00:08.554219s elapsed
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+
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+ 2023-04-13 11:41:50 INFO Epoch 130 / 5000:
844
+ 2023-04-13 11:41:57 INFO lr: 4.8700e-05 - loss: 0.0011 - UP: 98.96% UR: 98.41% UF: 98.69% P: 98.96% R: 98.41% F: 98.69%
845
+ 2023-04-13 11:41:58 INFO dev: loss: nan - UP: 67.60% UR: 53.74% UF: 59.88% P: 62.60% R: 49.76% F: 55.45%
846
+ 2023-04-13 11:41:59 INFO test: loss: 0.2178 - UP: 71.65% UR: 56.75% UF: 63.33% P: 68.18% R: 54.00% F: 60.27%
847
+ 2023-04-13 11:41:59 INFO 0:00:08.796169s elapsed
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+
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+ 2023-04-13 11:41:59 INFO Epoch 131 / 5000:
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+ 2023-04-13 11:42:06 INFO lr: 4.8690e-05 - loss: 0.0000 - UP: 99.13% UR: 98.94% UF: 99.03% P: 99.13% R: 98.94% F: 99.03%
851
+ 2023-04-13 11:42:07 INFO dev: loss: nan - UP: 69.33% UR: 53.90% UF: 60.64% P: 64.21% R: 49.92% F: 56.17%
852
+ 2023-04-13 11:42:08 INFO test: loss: 0.2191 - UP: 72.46% UR: 56.29% UF: 63.36% P: 68.88% R: 53.52% F: 60.23%
853
+ 2023-04-13 11:42:08 INFO 0:00:08.481618s elapsed
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+
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+ 2023-04-13 11:42:08 INFO Epoch 132 / 5000:
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+ 2023-04-13 11:42:15 INFO lr: 4.8680e-05 - loss: 0.0008 - UP: 99.07% UR: 98.39% UF: 98.73% P: 99.07% R: 98.39% F: 98.73%
857
+ 2023-04-13 11:42:15 INFO dev: loss: nan - UP: 70.95% UR: 50.08% UF: 58.71% P: 66.44% R: 46.90% F: 54.99%
858
+ 2023-04-13 11:42:16 INFO test: loss: 0.2329 - UP: 73.04% UR: 53.31% UF: 61.63% P: 69.48% R: 50.71% F: 58.63%
859
+ 2023-04-13 11:42:16 INFO 0:00:08.642894s elapsed
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+
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+ 2023-04-13 11:42:16 INFO Epoch 133 / 5000:
862
+ 2023-04-13 11:42:23 INFO lr: 4.8670e-05 - loss: 0.0014 - UP: 98.51% UR: 97.45% UF: 97.98% P: 98.51% R: 97.45% F: 97.98%
863
+ 2023-04-13 11:42:24 INFO dev: loss: nan - UP: 62.30% UR: 55.96% UF: 58.96% P: 58.41% R: 52.46% F: 55.28%
864
+ 2023-04-13 11:42:25 INFO test: loss: 0.1995 - UP: 69.02% UR: 58.32% UF: 63.22% P: 65.59% R: 55.42% F: 60.08%
865
+ 2023-04-13 11:42:25 INFO 0:00:08.457652s elapsed
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+ 2023-04-13 11:42:32 INFO lr: 4.8660e-05 - loss: 0.0003 - UP: 98.81% UR: 97.70% UF: 98.26% P: 98.81% R: 97.70% F: 98.26%
869
+ 2023-04-13 11:42:32 INFO dev: loss: nan - UP: 68.78% UR: 53.58% UF: 60.23% P: 63.88% R: 49.76% F: 55.94%
870
+ 2023-04-13 11:42:33 INFO test: loss: 0.2011 - UP: 71.89% UR: 56.66% UF: 63.37% P: 68.63% R: 54.09% F: 60.50%
871
+ 2023-04-13 11:42:33 INFO 0:00:08.571982s elapsed
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+ 2023-04-13 11:42:33 INFO Epoch 135 / 5000:
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+ 2023-04-13 11:42:40 INFO lr: 4.8650e-05 - loss: 0.0017 - UP: 98.73% UR: 98.18% UF: 98.46% P: 98.73% R: 98.18% F: 98.46%
875
+ 2023-04-13 11:42:41 INFO dev: loss: nan - UP: 73.79% UR: 51.03% UF: 60.34% P: 68.74% R: 47.54% F: 56.20%
876
+ 2023-04-13 11:42:42 INFO test: loss: 0.2134 - UP: 74.23% UR: 54.09% UF: 62.58% P: 71.04% R: 51.77% F: 59.89%
877
+ 2023-04-13 11:42:42 INFO 0:00:08.677594s elapsed
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+ 2023-04-13 11:42:42 INFO Epoch 136 / 5000:
880
+ 2023-04-13 11:42:49 INFO lr: 4.8640e-05 - loss: 0.0003 - UP: 98.50% UR: 97.84% UF: 98.17% P: 98.50% R: 97.84% F: 98.17%
881
+ 2023-04-13 11:42:49 INFO dev: loss: nan - UP: 68.57% UR: 53.42% UF: 60.05% P: 64.49% R: 50.24% F: 56.48%
882
+ 2023-04-13 11:42:50 INFO test: loss: 0.2142 - UP: 72.01% UR: 56.78% UF: 63.49% P: 68.61% R: 54.09% F: 60.49%
883
+ 2023-04-13 11:42:50 INFO 0:00:08.580675s elapsed
884
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+ 2023-04-13 11:42:50 INFO Epoch 137 / 5000:
886
+ 2023-04-13 11:42:58 INFO lr: 4.8630e-05 - loss: 0.0004 - UP: 98.92% UR: 98.53% UF: 98.72% P: 98.92% R: 98.53% F: 98.72%
887
+ 2023-04-13 11:42:58 INFO dev: loss: nan - UP: 69.09% UR: 52.94% UF: 59.95% P: 64.11% R: 49.13% F: 55.63%
888
+ 2023-04-13 11:42:59 INFO test: loss: 0.2181 - UP: 71.29% UR: 57.05% UF: 63.38% P: 67.90% R: 54.33% F: 60.36%
889
+ 2023-04-13 11:42:59 INFO 0:00:08.797544s elapsed
890
+
891
+ 2023-04-13 11:43:58 INFO Epoch 107 saved
892
+ 2023-04-13 11:43:58 INFO dev: UP: 68.34% UR: 56.28% UF: 61.73% P: 63.90% R: 52.62% F: 57.72%
893
+ 2023-04-13 11:43:58 INFO test: UP: 69.89% UR: 58.07% UF: 63.44% P: 66.33% R: 55.12% F: 60.20%
894
+ 2023-04-13 11:43:58 INFO 0:21:17.451555s elapsed, 0:00:09.324464s/epoch
models/opener_en/byLength_desc20/model_vi_opener_en_xlm_6 ADDED
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1
+ 2023-04-13 11:44:14 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_desc/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
+ 2023-04-13 11:44:15 INFO Building the fields
39
+ 2023-04-13 11:44:21 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-13 11:44:21 INFO Building the model
44
+ 2023-04-13 11:44:57 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
+ 2023-04-13 11:44:57 INFO Loading the data
64
+ 2023-04-13 11:44:59 INFO
65
+ train: Dataset(n_sentences=347, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=48, n_batches=25, n_buckets=25)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-13 11:45:05 INFO Epoch 1 / 5000:
70
+ 2023-04-13 11:45:18 INFO lr: 4.9990e-05 - loss: 0.1258 - UP: 0.89% UR: 3.03% UF: 1.38% P: 0.37% R: 1.24% F: 0.56%
71
+ 2023-04-13 11:45:19 INFO dev: loss: nan - UP: 57.41% UR: 4.93% UF: 9.08% P: 57.41% R: 4.93% F: 9.08%
72
+ 2023-04-13 11:45:20 INFO test: loss: 0.1750 - UP: 63.64% UR: 1.90% UF: 3.69% P: 53.54% R: 1.60% F: 3.11%
73
+ 2023-04-13 11:45:38 INFO 0:00:14.364143s elapsed (saved)
74
+
75
+ 2023-04-13 11:45:38 INFO Epoch 2 / 5000:
76
+ 2023-04-13 11:45:45 INFO lr: 4.9980e-05 - loss: 0.0596 - UP: 42.18% UR: 4.09% UF: 7.46% P: 37.91% R: 3.68% F: 6.70%
77
+ 2023-04-13 11:45:46 INFO dev: loss: nan - UP: 85.11% UR: 6.36% UF: 11.83% P: 85.11% R: 6.36% F: 11.83%
78
+ 2023-04-13 11:45:48 INFO test: loss: 0.1398 - UP: 92.99% UR: 6.01% UF: 11.28% P: 92.06% R: 5.95% F: 11.17%
79
+ 2023-04-13 11:46:06 INFO 0:00:09.579845s elapsed (saved)
80
+
81
+ 2023-04-13 11:46:06 INFO Epoch 3 / 5000:
82
+ 2023-04-13 11:46:13 INFO lr: 4.9970e-05 - loss: 0.0547 - UP: 57.43% UR: 7.10% UF: 12.64% P: 56.51% R: 6.99% F: 12.43%
83
+ 2023-04-13 11:46:14 INFO dev: loss: nan - UP: 84.31% UR: 6.84% UF: 12.65% P: 82.35% R: 6.68% F: 12.35%
84
+ 2023-04-13 11:46:15 INFO test: loss: 0.1348 - UP: 91.83% UR: 5.77% UF: 10.85% P: 90.87% R: 5.70% F: 10.74%
85
+ 2023-04-13 11:46:34 INFO 0:00:08.645266s elapsed (saved)
86
+
87
+ 2023-04-13 11:46:34 INFO Epoch 4 / 5000:
88
+ 2023-04-13 11:46:41 INFO lr: 4.9960e-05 - loss: 0.0728 - UP: 60.05% UR: 5.97% UF: 10.87% P: 58.89% R: 5.86% F: 10.66%
89
+ 2023-04-13 11:46:42 INFO dev: loss: nan - UP: 84.48% UR: 7.79% UF: 14.26% P: 82.76% R: 7.63% F: 13.97%
90
+ 2023-04-13 11:46:43 INFO test: loss: 0.1206 - UP: 86.40% UR: 9.78% UF: 17.57% P: 83.47% R: 9.45% F: 16.97%
91
+ 2023-04-13 11:47:01 INFO 0:00:09.135467s elapsed (saved)
92
+
93
+ 2023-04-13 11:47:01 INFO Epoch 5 / 5000:
94
+ 2023-04-13 11:47:09 INFO lr: 4.9950e-05 - loss: 0.0270 - UP: 51.98% UR: 9.03% UF: 15.39% P: 50.66% R: 8.80% F: 15.00%
95
+ 2023-04-13 11:47:09 INFO dev: loss: nan - UP: 90.20% UR: 7.31% UF: 13.53% P: 88.24% R: 7.15% F: 13.24%
96
+ 2023-04-13 11:47:10 INFO test: loss: 0.1477 - UP: 92.88% UR: 7.88% UF: 14.52% P: 91.10% R: 7.73% F: 14.25%
97
+ 2023-04-13 11:47:10 INFO 0:00:08.992584s elapsed
98
+
99
+ 2023-04-13 11:47:10 INFO Epoch 6 / 5000:
100
+ 2023-04-13 11:47:17 INFO lr: 4.9940e-05 - loss: 0.0726 - UP: 54.52% UR: 7.49% UF: 13.17% P: 54.35% R: 7.47% F: 13.13%
101
+ 2023-04-13 11:47:18 INFO dev: loss: nan - UP: 79.45% UR: 9.22% UF: 16.52% P: 75.34% R: 8.74% F: 15.67%
102
+ 2023-04-13 11:47:19 INFO test: loss: 0.1181 - UP: 88.47% UR: 10.65% UF: 19.02% P: 86.97% R: 10.47% F: 18.70%
103
+ 2023-04-13 11:47:39 INFO 0:00:09.147735s elapsed (saved)
104
+
105
+ 2023-04-13 11:47:39 INFO Epoch 7 / 5000:
106
+ 2023-04-13 11:47:46 INFO lr: 4.9930e-05 - loss: 0.0436 - UP: 56.80% UR: 10.75% UF: 18.08% P: 56.07% R: 10.62% F: 17.85%
107
+ 2023-04-13 11:47:47 INFO dev: loss: nan - UP: 78.49% UR: 11.61% UF: 20.22% P: 73.12% R: 10.81% F: 18.84%
108
+ 2023-04-13 11:47:48 INFO test: loss: 0.1267 - UP: 79.02% UR: 16.03% UF: 26.65% P: 77.08% R: 15.64% F: 26.00%
109
+ 2023-04-13 11:48:08 INFO 0:00:09.086124s elapsed (saved)
110
+
111
+ 2023-04-13 11:48:08 INFO Epoch 8 / 5000:
112
+ 2023-04-13 11:48:15 INFO lr: 4.9920e-05 - loss: 0.0463 - UP: 62.85% UR: 11.86% UF: 19.95% P: 62.24% R: 11.74% F: 19.76%
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+ 2023-04-13 11:48:16 INFO test: loss: 0.1217 - UP: 87.43% UR: 10.08% UF: 18.08% P: 84.55% R: 9.75% F: 17.48%
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+ 2023-04-13 11:48:25 INFO dev: loss: nan - UP: 72.64% UR: 12.24% UF: 20.95% P: 70.75% R: 11.92% F: 20.41%
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+ 2023-04-13 11:48:27 INFO test: loss: 0.1198 - UP: 81.48% UR: 14.61% UF: 24.78% P: 78.45% R: 14.07% F: 23.85%
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+ 2023-04-13 11:48:53 INFO dev: loss: nan - UP: 73.27% UR: 11.76% UF: 20.27% P: 69.31% R: 11.13% F: 19.18%
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+ 2023-04-13 11:48:54 INFO test: loss: 0.1302 - UP: 80.57% UR: 17.78% UF: 29.13% P: 76.61% R: 16.90% F: 27.70%
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+ 2023-04-13 11:49:04 INFO test: loss: 0.1156 - UP: 71.36% UR: 27.23% UF: 39.41% P: 67.88% R: 25.90% F: 37.49%
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+ 2023-04-13 11:49:59 INFO dev: loss: nan - UP: 71.33% UR: 17.01% UF: 27.47% P: 68.00% R: 16.22% F: 26.19%
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+ 2023-04-13 11:50:00 INFO test: loss: 0.1263 - UP: 75.38% UR: 25.69% UF: 38.32% P: 72.98% R: 24.87% F: 37.10%
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+ 2023-04-13 11:50:10 INFO test: loss: 0.1395 - UP: 85.71% UR: 18.11% UF: 29.90% P: 83.00% R: 17.54% F: 28.96%
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+ 2023-04-13 11:50:19 INFO dev: loss: nan - UP: 71.50% UR: 21.94% UF: 33.58% P: 68.39% R: 20.99% F: 32.12%
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+ 2023-04-13 11:50:21 INFO test: loss: 0.1228 - UP: 74.18% UR: 30.18% UF: 42.91% P: 72.18% R: 29.37% F: 41.75%
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+ 2023-04-13 11:50:46 INFO lr: 4.9840e-05 - loss: 0.0286 - UP: 70.32% UR: 32.72% UF: 44.66% P: 70.32% R: 32.72% F: 44.66%
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+ 2023-04-13 11:50:47 INFO dev: loss: nan - UP: 66.98% UR: 22.58% UF: 33.77% P: 62.74% R: 21.14% F: 31.63%
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+ 2023-04-13 11:50:48 INFO test: loss: 0.1284 - UP: 69.70% UR: 36.04% UF: 47.51% P: 67.13% R: 34.71% F: 45.76%
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+ 2023-04-13 11:50:57 INFO dev: loss: nan - UP: 59.50% UR: 34.34% UF: 43.55% P: 55.37% R: 31.96% F: 40.52%
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+ 2023-04-13 11:50:58 INFO test: loss: 0.1278 - UP: 61.27% UR: 42.02% UF: 49.85% P: 58.58% R: 40.18% F: 47.66%
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+ 2023-04-13 11:51:26 INFO test: loss: 0.1269 - UP: 70.82% UR: 36.34% UF: 48.04% P: 68.71% R: 35.26% F: 46.60%
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+ 2023-04-13 11:51:34 INFO dev: loss: nan - UP: 49.21% UR: 29.57% UF: 36.94% P: 45.24% R: 27.19% F: 33.96%
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+ 2023-04-13 11:51:35 INFO test: loss: 0.1322 - UP: 61.59% UR: 39.30% UF: 47.98% P: 56.67% R: 36.16% F: 44.15%
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+ 2023-04-13 11:51:43 INFO lr: 4.9800e-05 - loss: 0.0156 - UP: 76.17% UR: 35.98% UF: 48.88% P: 75.34% R: 35.59% F: 48.35%
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+ 2023-04-13 11:51:44 INFO dev: loss: nan - UP: 62.91% UR: 27.50% UF: 38.27% P: 61.45% R: 26.87% F: 37.39%
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+ 2023-04-13 11:51:45 INFO test: loss: 0.1207 - UP: 69.26% UR: 39.18% UF: 50.05% P: 66.01% R: 37.34% F: 47.70%
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+ 2023-04-13 11:51:45 INFO 0:00:10.061755s elapsed
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+ 2023-04-13 11:51:52 INFO lr: 4.9790e-05 - loss: 0.0152 - UP: 76.54% UR: 43.34% UF: 55.34% P: 76.26% R: 43.18% F: 55.13%
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+ 2023-04-13 11:51:53 INFO dev: loss: nan - UP: 64.08% UR: 31.48% UF: 42.22% P: 61.17% R: 30.05% F: 40.30%
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+ 2023-04-13 11:51:55 INFO test: loss: 0.1261 - UP: 67.30% UR: 42.80% UF: 52.32% P: 64.45% R: 40.99% F: 50.11%
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+ 2023-04-13 11:51:55 INFO 0:00:09.778873s elapsed
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+ 2023-04-13 11:52:03 INFO lr: 4.9780e-05 - loss: 0.0128 - UP: 80.17% UR: 48.51% UF: 60.44% P: 80.14% R: 48.48% F: 60.42%
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+ 2023-04-13 11:52:03 INFO dev: loss: nan - UP: 67.01% UR: 31.00% UF: 42.39% P: 64.60% R: 29.89% F: 40.87%
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+ 2023-04-13 11:52:04 INFO test: loss: 0.1369 - UP: 71.98% UR: 40.18% UF: 51.57% P: 69.61% R: 38.85% F: 49.86%
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+ 2023-04-13 11:52:23 INFO 0:00:09.414705s elapsed (saved)
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+ 2023-04-13 11:52:30 INFO lr: 4.9770e-05 - loss: 0.0141 - UP: 80.89% UR: 52.92% UF: 63.98% P: 80.79% R: 52.85% F: 63.90%
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+ 2023-04-13 11:52:30 INFO dev: loss: nan - UP: 70.45% UR: 34.50% UF: 46.32% P: 65.58% R: 32.11% F: 43.12%
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+ 2023-04-13 11:52:32 INFO test: loss: 0.1404 - UP: 68.96% UR: 43.92% UF: 53.66% P: 65.12% R: 41.47% F: 50.67%
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+ 2023-04-13 11:52:50 INFO 0:00:08.972347s elapsed (saved)
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+ 2023-04-13 11:52:57 INFO lr: 4.9760e-05 - loss: 0.0158 - UP: 83.76% UR: 57.35% UF: 68.09% P: 83.72% R: 57.33% F: 68.06%
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+ 2023-04-13 11:52:58 INFO dev: loss: nan - UP: 70.77% UR: 29.25% UF: 41.39% P: 66.54% R: 27.50% F: 38.92%
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+ 2023-04-13 11:52:59 INFO test: loss: 0.1421 - UP: 75.84% UR: 37.52% UF: 50.20% P: 72.48% R: 35.86% F: 47.98%
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+ 2023-04-13 11:52:59 INFO 0:00:09.008050s elapsed
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+ 2023-04-13 11:53:07 INFO lr: 4.9750e-05 - loss: 0.0095 - UP: 83.89% UR: 60.29% UF: 70.16% P: 83.89% R: 60.29% F: 70.16%
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+ 2023-04-13 11:53:07 INFO dev: loss: nan - UP: 65.41% UR: 38.47% UF: 48.45% P: 60.00% R: 35.29% F: 44.44%
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+ 2023-04-13 11:53:08 INFO test: loss: 0.1365 - UP: 69.32% UR: 49.50% UF: 57.76% P: 66.15% R: 47.24% F: 55.12%
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+ 2023-04-13 11:53:27 INFO 0:00:09.498318s elapsed (saved)
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+ 2023-04-13 11:53:34 INFO lr: 4.9740e-05 - loss: 0.0059 - UP: 86.49% UR: 64.02% UF: 73.58% P: 86.43% R: 63.97% F: 73.52%
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+ 2023-04-13 11:53:35 INFO dev: loss: nan - UP: 61.23% UR: 41.18% UF: 49.24% P: 56.26% R: 37.84% F: 45.25%
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+ 2023-04-13 11:53:37 INFO test: loss: 0.1375 - UP: 66.74% UR: 52.28% UF: 58.63% P: 63.43% R: 49.68% F: 55.72%
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+ 2023-04-13 11:53:55 INFO 0:00:10.114694s elapsed (saved)
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+ 2023-04-13 11:54:02 INFO lr: 4.9730e-05 - loss: 0.0115 - UP: 86.43% UR: 67.92% UF: 76.07% P: 86.43% R: 67.92% F: 76.07%
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+ 2023-04-13 11:54:03 INFO dev: loss: nan - UP: 61.12% UR: 44.99% UF: 51.83% P: 56.37% R: 41.49% F: 47.80%
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+ 2023-04-13 11:54:04 INFO test: loss: 0.1424 - UP: 67.99% UR: 51.28% UF: 58.47% P: 64.71% R: 48.81% F: 55.64%
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+ 2023-04-13 11:54:24 INFO 0:00:08.993246s elapsed (saved)
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+ 2023-04-13 11:54:31 INFO lr: 4.9720e-05 - loss: 0.0041 - UP: 87.73% UR: 69.16% UF: 77.35% P: 87.73% R: 69.16% F: 77.35%
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+ 2023-04-13 11:54:32 INFO dev: loss: nan - UP: 65.64% UR: 44.04% UF: 52.71% P: 60.43% R: 40.54% F: 48.53%
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+ 2023-04-13 11:54:33 INFO test: loss: 0.1423 - UP: 69.10% UR: 50.35% UF: 58.25% P: 65.45% R: 47.69% F: 55.18%
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+ 2023-04-13 11:54:51 INFO 0:00:08.706572s elapsed (saved)
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+ 2023-04-13 11:54:59 INFO lr: 4.9710e-05 - loss: 0.0094 - UP: 87.81% UR: 70.54% UF: 78.24% P: 87.81% R: 70.54% F: 78.24%
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+ 2023-04-13 11:54:59 INFO dev: loss: nan - UP: 67.25% UR: 43.08% UF: 52.52% P: 62.03% R: 39.75% F: 48.45%
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+ 2023-04-13 11:55:01 INFO test: loss: 0.1433 - UP: 72.22% UR: 47.39% UF: 57.23% P: 68.49% R: 44.94% F: 54.27%
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+ 2023-04-13 11:55:01 INFO 0:00:09.204044s elapsed
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+ 2023-04-13 11:55:08 INFO lr: 4.9700e-05 - loss: 0.0069 - UP: 85.33% UR: 64.71% UF: 73.60% P: 84.03% R: 63.72% F: 72.48%
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+ 2023-04-13 11:55:09 INFO dev: loss: nan - UP: 67.13% UR: 38.31% UF: 48.79% P: 62.95% R: 35.93% F: 45.75%
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+ 2023-04-13 11:55:11 INFO test: loss: 0.1338 - UP: 69.84% UR: 45.58% UF: 55.16% P: 64.94% R: 42.38% F: 51.29%
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+ 2023-04-13 11:55:11 INFO 0:00:10.117814s elapsed
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+ 2023-04-13 11:55:19 INFO lr: 4.9690e-05 - loss: 0.0073 - UP: 84.67% UR: 62.43% UF: 71.87% P: 84.45% R: 62.27% F: 71.68%
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+ 2023-04-13 11:55:19 INFO dev: loss: nan - UP: 70.08% UR: 42.45% UF: 52.87% P: 65.35% R: 39.59% F: 49.31%
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+ 2023-04-13 11:55:20 INFO test: loss: 0.1383 - UP: 69.86% UR: 49.26% UF: 57.78% P: 66.18% R: 46.66% F: 54.74%
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+ 2023-04-13 11:55:39 INFO 0:00:09.730158s elapsed (saved)
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+ 2023-04-13 11:55:47 INFO lr: 4.9680e-05 - loss: 0.0026 - UP: 87.11% UR: 68.77% UF: 76.86% P: 86.44% R: 68.24% F: 76.27%
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+ 2023-04-13 11:55:47 INFO dev: loss: nan - UP: 69.59% UR: 45.47% UF: 55.00% P: 63.26% R: 41.34% F: 50.00%
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+ 2023-04-13 11:55:48 INFO test: loss: 0.1427 - UP: 69.52% UR: 49.56% UF: 57.87% P: 65.45% R: 46.66% F: 54.48%
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+ 2023-04-13 11:56:07 INFO 0:00:08.728727s elapsed (saved)
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+ 2023-04-13 11:56:14 INFO lr: 4.9670e-05 - loss: 0.0225 - UP: 83.47% UR: 61.28% UF: 70.68% P: 81.88% R: 60.11% F: 69.33%
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+ 2023-04-13 11:56:14 INFO dev: loss: nan - UP: 61.32% UR: 45.63% UF: 52.32% P: 55.77% R: 41.49% F: 47.58%
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+ 2023-04-13 11:56:16 INFO test: loss: 0.1376 - UP: 64.68% UR: 53.27% UF: 58.42% P: 59.99% R: 49.41% F: 54.19%
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+ 2023-04-13 11:56:23 INFO lr: 4.9660e-05 - loss: 0.0687 - UP: 73.96% UR: 58.69% UF: 65.45% P: 72.78% R: 57.74% F: 64.39%
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+ 2023-04-13 11:56:24 INFO dev: loss: nan - UP: 62.54% UR: 32.91% UF: 43.12% P: 58.61% R: 30.84% F: 40.42%
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+ 2023-04-13 11:56:26 INFO test: loss: 0.1422 - UP: 71.94% UR: 42.71% UF: 53.60% P: 68.02% R: 40.39% F: 50.68%
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+ 2023-04-13 11:56:35 INFO lr: 4.9650e-05 - loss: 0.0069 - UP: 77.73% UR: 53.10% UF: 63.10% P: 76.86% R: 52.50% F: 62.39%
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+ 2023-04-13 11:56:35 INFO dev: loss: nan - UP: 63.15% UR: 46.58% UF: 53.61% P: 59.70% R: 44.04% F: 50.69%
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+ 2023-04-13 11:56:37 INFO test: loss: 0.1651 - UP: 67.77% UR: 48.23% UF: 56.36% P: 63.87% R: 45.46% F: 53.11%
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+ 2023-04-13 11:57:03 INFO lr: 4.9640e-05 - loss: 0.0102 - UP: 85.48% UR: 63.86% UF: 73.10% P: 85.05% R: 63.53% F: 72.73%
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+ 2023-04-13 11:57:03 INFO dev: loss: nan - UP: 61.66% UR: 44.99% UF: 52.02% P: 57.30% R: 41.81% F: 48.35%
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+ 2023-04-13 11:57:04 INFO test: loss: 0.1467 - UP: 67.76% UR: 51.52% UF: 58.54% P: 63.40% R: 48.20% F: 54.77%
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+ 2023-04-13 11:57:12 INFO lr: 4.9630e-05 - loss: 0.0117 - UP: 87.92% UR: 72.22% UF: 79.30% P: 87.75% R: 72.08% F: 79.15%
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+ 2023-04-13 11:57:13 INFO test: loss: 0.1617 - UP: 73.07% UR: 48.08% UF: 58.00% P: 69.22% R: 45.55% F: 54.94%
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+ 2023-04-13 11:57:21 INFO lr: 4.9620e-05 - loss: 0.0072 - UP: 89.72% UR: 77.02% UF: 82.89% P: 89.72% R: 77.02% F: 82.89%
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+ 2023-04-13 11:57:22 INFO dev: loss: nan - UP: 67.98% UR: 49.28% UF: 57.14% P: 63.60% R: 46.10% F: 53.46%
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+ 2023-04-13 11:57:23 INFO test: loss: 0.1659 - UP: 70.90% UR: 53.91% UF: 61.25% P: 66.73% R: 50.74% F: 57.65%
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+ 2023-04-13 11:57:49 INFO lr: 4.9610e-05 - loss: 0.0077 - UP: 90.90% UR: 75.99% UF: 82.78% P: 90.90% R: 75.99% F: 82.78%
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+ 2023-04-13 11:57:50 INFO dev: loss: nan - UP: 65.80% UR: 48.01% UF: 55.51% P: 61.44% R: 44.83% F: 51.84%
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+ 2023-04-13 11:57:59 INFO lr: 4.9600e-05 - loss: 0.0098 - UP: 90.19% UR: 77.11% UF: 83.14% P: 90.19% R: 77.11% F: 83.14%
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+ 2023-04-13 11:58:00 INFO dev: loss: nan - UP: 69.43% UR: 50.56% UF: 58.51% P: 65.28% R: 47.54% F: 55.01%
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+ 2023-04-13 11:58:01 INFO test: loss: 0.1693 - UP: 72.78% UR: 51.49% UF: 60.31% P: 69.16% R: 48.93% F: 57.31%
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+ 2023-04-13 11:58:29 INFO lr: 4.9590e-05 - loss: 0.0062 - UP: 91.95% UR: 81.41% UF: 86.36% P: 91.90% R: 81.36% F: 86.31%
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+ 2023-04-13 11:58:30 INFO test: loss: 0.1753 - UP: 68.28% UR: 56.60% UF: 61.89% P: 64.46% R: 53.43% F: 58.43%
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+ 2023-04-13 11:58:38 INFO lr: 4.9580e-05 - loss: 0.0039 - UP: 92.15% UR: 85.48% UF: 88.69% P: 92.12% R: 85.45% F: 88.66%
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+ 2023-04-13 11:58:40 INFO dev: loss: nan - UP: 69.27% UR: 49.44% UF: 57.70% P: 65.03% R: 46.42% F: 54.17%
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+ 2023-04-13 11:58:41 INFO test: loss: 0.1789 - UP: 72.06% UR: 52.79% UF: 60.94% P: 68.48% R: 50.17% F: 57.91%
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+ 2023-04-13 11:58:49 INFO lr: 4.9570e-05 - loss: 0.0083 - UP: 93.91% UR: 86.12% UF: 89.85% P: 93.89% R: 86.10% F: 89.82%
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+ 2023-04-13 11:58:50 INFO dev: loss: nan - UP: 70.23% UR: 53.26% UF: 60.58% P: 66.04% R: 50.08% F: 56.96%
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+ 2023-04-13 11:58:52 INFO test: loss: 0.1773 - UP: 72.49% UR: 54.97% UF: 62.52% P: 68.63% R: 52.04% F: 59.19%
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+ 2023-04-13 11:59:20 INFO dev: loss: nan - UP: 69.78% UR: 51.03% UF: 58.95% P: 65.22% R: 47.69% F: 55.10%
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+ 2023-04-13 11:59:30 INFO lr: 4.9550e-05 - loss: 0.0036 - UP: 93.03% UR: 88.37% UF: 90.64% P: 93.01% R: 88.35% F: 90.62%
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+ 2023-04-13 11:59:31 INFO dev: loss: nan - UP: 70.83% UR: 48.65% UF: 57.68% P: 66.20% R: 45.47% F: 53.91%
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+ 2023-04-13 11:59:32 INFO test: loss: 0.1874 - UP: 74.96% UR: 53.12% UF: 62.18% P: 70.66% R: 50.08% F: 58.61%
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+ 2023-04-13 11:59:40 INFO lr: 4.9540e-05 - loss: 0.0049 - UP: 94.54% UR: 88.79% UF: 91.57% P: 94.54% R: 88.79% F: 91.57%
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+ 2023-04-13 11:59:42 INFO dev: loss: nan - UP: 72.26% UR: 49.28% UF: 58.60% P: 68.07% R: 46.42% F: 55.20%
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+ 2023-04-13 11:59:43 INFO test: loss: 0.1927 - UP: 74.53% UR: 53.34% UF: 62.17% P: 70.39% R: 50.38% F: 58.73%
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+ 2023-04-13 11:59:52 INFO lr: 4.9530e-05 - loss: 0.0019 - UP: 95.21% UR: 89.52% UF: 92.28% P: 95.21% R: 89.52% F: 92.28%
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+ 2023-04-13 11:59:53 INFO dev: loss: nan - UP: 72.33% UR: 52.78% UF: 61.03% P: 68.19% R: 49.76% F: 57.54%
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+ 2023-04-13 11:59:54 INFO test: loss: 0.1799 - UP: 72.67% UR: 56.35% UF: 63.48% P: 68.59% R: 53.18% F: 59.91%
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+ 2023-04-13 12:00:13 INFO 0:00:10.438988s elapsed (saved)
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+ 2023-04-13 12:00:20 INFO lr: 4.9520e-05 - loss: 0.0006 - UP: 95.51% UR: 91.31% UF: 93.36% P: 95.48% R: 91.29% F: 93.34%
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+ 2023-04-13 12:00:21 INFO dev: loss: nan - UP: 72.03% UR: 51.99% UF: 60.39% P: 67.40% R: 48.65% F: 56.51%
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+ 2023-04-13 12:00:22 INFO test: loss: 0.1872 - UP: 73.66% UR: 55.54% UF: 63.33% P: 69.82% R: 52.64% F: 60.02%
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+ 2023-04-13 12:00:22 INFO 0:00:09.462827s elapsed
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+ 2023-04-13 12:00:29 INFO lr: 4.9510e-05 - loss: 0.0007 - UP: 95.07% UR: 91.31% UF: 93.16% P: 95.07% R: 91.31% F: 93.16%
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+ 2023-04-13 12:00:30 INFO dev: loss: nan - UP: 73.20% UR: 51.67% UF: 60.58% P: 68.92% R: 48.65% F: 57.04%
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+ 2023-04-13 12:00:31 INFO test: loss: 0.1877 - UP: 74.80% UR: 53.58% UF: 62.43% P: 71.09% R: 50.92% F: 59.34%
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+ 2023-04-13 12:00:31 INFO 0:00:09.019982s elapsed
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+ 2023-04-13 12:00:39 INFO lr: 4.9500e-05 - loss: 0.0032 - UP: 95.21% UR: 90.35% UF: 92.71% P: 95.21% R: 90.35% F: 92.71%
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+ 2023-04-13 12:00:40 INFO dev: loss: nan - UP: 69.87% UR: 53.10% UF: 60.34% P: 65.69% R: 49.92% F: 56.73%
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+ 2023-04-13 12:00:41 INFO test: loss: 0.1878 - UP: 69.55% UR: 57.83% UF: 63.15% P: 65.55% R: 54.51% F: 59.53%
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+ 2023-04-13 12:00:41 INFO 0:00:09.802134s elapsed
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+ 2023-04-13 12:00:49 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 95.84% UR: 91.61% UF: 93.68% P: 95.84% R: 91.61% F: 93.68%
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+ 2023-04-13 12:00:50 INFO dev: loss: nan - UP: 70.71% UR: 55.64% UF: 62.28% P: 64.85% R: 51.03% F: 57.12%
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+ 2023-04-13 12:00:51 INFO test: loss: 0.1950 - UP: 72.11% UR: 56.11% UF: 63.11% P: 68.19% R: 53.06% F: 59.68%
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+ 2023-04-13 12:00:51 INFO 0:00:10.142864s elapsed
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+ 2023-04-13 12:00:51 INFO Epoch 52 / 5000:
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+ 2023-04-13 12:00:59 INFO lr: 4.9480e-05 - loss: 0.0009 - UP: 95.39% UR: 93.11% UF: 94.23% P: 95.39% R: 93.11% F: 94.23%
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+ 2023-04-13 12:01:00 INFO dev: loss: nan - UP: 71.90% UR: 52.46% UF: 60.66% P: 66.23% R: 48.33% F: 55.88%
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+ 2023-04-13 12:01:01 INFO test: loss: 0.1981 - UP: 72.72% UR: 55.93% UF: 63.23% P: 69.23% R: 53.24% F: 60.19%
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+ 2023-04-13 12:01:01 INFO 0:00:09.942629s elapsed
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+ 2023-04-13 12:01:01 INFO Epoch 53 / 5000:
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+ 2023-04-13 12:01:09 INFO lr: 4.9470e-05 - loss: 0.0031 - UP: 96.49% UR: 93.45% UF: 94.95% P: 96.47% R: 93.43% F: 94.92%
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+ 2023-04-13 12:01:09 INFO dev: loss: nan - UP: 71.67% UR: 54.69% UF: 62.04% P: 66.67% R: 50.87% F: 57.71%
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+ 2023-04-13 12:01:10 INFO test: loss: 0.2017 - UP: 71.57% UR: 56.23% UF: 62.98% P: 67.92% R: 53.37% F: 59.77%
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+ 2023-04-13 12:01:29 INFO 0:00:09.564636s elapsed (saved)
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+ 2023-04-13 12:01:29 INFO Epoch 54 / 5000:
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+ 2023-04-13 12:01:36 INFO lr: 4.9460e-05 - loss: 0.0043 - UP: 96.72% UR: 94.05% UF: 95.36% P: 96.72% R: 94.05% F: 95.36%
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+ 2023-04-13 12:01:36 INFO dev: loss: nan - UP: 71.26% UR: 49.28% UF: 58.27% P: 67.36% R: 46.58% F: 55.08%
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+ 2023-04-13 12:01:37 INFO test: loss: 0.2126 - UP: 74.87% UR: 54.24% UF: 62.91% P: 71.04% R: 51.46% F: 59.69%
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+ 2023-04-13 12:01:37 INFO 0:00:08.846652s elapsed
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+ 2023-04-13 12:01:37 INFO Epoch 55 / 5000:
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+ 2023-04-13 12:01:45 INFO lr: 4.9450e-05 - loss: 0.0015 - UP: 96.24% UR: 92.95% UF: 94.56% P: 96.22% R: 92.92% F: 94.54%
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+ 2023-04-13 12:01:46 INFO dev: loss: nan - UP: 65.80% UR: 56.28% UF: 60.67% P: 60.78% R: 51.99% F: 56.04%
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+ 2023-04-13 12:01:47 INFO test: loss: 0.2022 - UP: 67.52% UR: 58.80% UF: 62.86% P: 63.50% R: 55.30% F: 59.12%
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+ 2023-04-13 12:01:47 INFO 0:00:09.271498s elapsed
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+ 2023-04-13 12:01:47 INFO Epoch 56 / 5000:
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+ 2023-04-13 12:01:55 INFO lr: 4.9440e-05 - loss: 0.0146 - UP: 95.90% UR: 94.07% UF: 94.98% P: 95.90% R: 94.07% F: 94.98%
401
+ 2023-04-13 12:01:56 INFO dev: loss: nan - UP: 72.48% UR: 50.24% UF: 59.34% P: 68.58% R: 47.54% F: 56.15%
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+ 2023-04-13 12:01:58 INFO test: loss: 0.2045 - UP: 75.88% UR: 52.04% UF: 61.74% P: 71.79% R: 49.23% F: 58.41%
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+ 2023-04-13 12:01:58 INFO 0:00:11.692781s elapsed
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+ 2023-04-13 12:01:58 INFO Epoch 57 / 5000:
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+ 2023-04-13 12:02:06 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 96.19% UR: 92.35% UF: 94.23% P: 96.19% R: 92.35% F: 94.23%
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+ 2023-04-13 12:02:07 INFO dev: loss: nan - UP: 67.10% UR: 57.39% UF: 61.87% P: 62.64% R: 53.58% F: 57.75%
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+ 2023-04-13 12:02:08 INFO test: loss: 0.1871 - UP: 68.55% UR: 60.07% UF: 64.03% P: 64.38% R: 56.41% F: 60.14%
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+ 2023-04-13 12:02:28 INFO 0:00:09.666042s elapsed (saved)
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+ 2023-04-13 12:02:28 INFO Epoch 58 / 5000:
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+ 2023-04-13 12:02:35 INFO lr: 4.9420e-05 - loss: 0.0015 - UP: 96.69% UR: 93.96% UF: 95.30% P: 96.69% R: 93.96% F: 95.30%
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+ 2023-04-13 12:02:35 INFO dev: loss: nan - UP: 67.95% UR: 58.98% UF: 63.15% P: 63.37% R: 55.01% F: 58.89%
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+ 2023-04-13 12:02:36 INFO test: loss: 0.2005 - UP: 68.31% UR: 61.21% UF: 64.57% P: 64.06% R: 57.41% F: 60.55%
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+ 2023-04-13 12:02:56 INFO 0:00:08.751796s elapsed (saved)
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+ 2023-04-13 12:02:56 INFO Epoch 59 / 5000:
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+ 2023-04-13 12:03:03 INFO lr: 4.9410e-05 - loss: 0.0033 - UP: 97.03% UR: 95.38% UF: 96.20% P: 97.03% R: 95.38% F: 96.20%
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+ 2023-04-13 12:03:03 INFO dev: loss: nan - UP: 72.67% UR: 54.53% UF: 62.31% P: 68.64% R: 51.51% F: 58.86%
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+ 2023-04-13 12:03:04 INFO test: loss: 0.2187 - UP: 74.67% UR: 55.96% UF: 63.98% P: 70.68% R: 52.97% F: 60.56%
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+ 2023-04-13 12:03:04 INFO 0:00:08.672491s elapsed
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+ 2023-04-13 12:03:04 INFO Epoch 60 / 5000:
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+ 2023-04-13 12:03:12 INFO lr: 4.9400e-05 - loss: 0.0015 - UP: 97.52% UR: 95.01% UF: 96.25% P: 97.52% R: 95.01% F: 96.25%
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+ 2023-04-13 12:03:13 INFO dev: loss: nan - UP: 68.27% UR: 56.44% UF: 61.79% P: 64.04% R: 52.94% F: 57.96%
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+ 2023-04-13 12:03:14 INFO test: loss: 0.2184 - UP: 70.46% UR: 58.68% UF: 64.03% P: 66.22% R: 55.15% F: 60.18%
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+ 2023-04-13 12:03:14 INFO 0:00:09.669051s elapsed
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+ 2023-04-13 12:03:14 INFO Epoch 61 / 5000:
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+ 2023-04-13 12:03:22 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 97.59% UR: 95.80% UF: 96.68% P: 97.59% R: 95.80% F: 96.68%
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+ 2023-04-13 12:03:22 INFO dev: loss: nan - UP: 70.48% UR: 53.90% UF: 61.08% P: 66.53% R: 50.87% F: 57.66%
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+ 2023-04-13 12:03:23 INFO test: loss: 0.2245 - UP: 72.43% UR: 56.29% UF: 63.35% P: 68.50% R: 53.24% F: 59.92%
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+ 2023-04-13 12:03:23 INFO 0:00:09.306270s elapsed
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+ 2023-04-13 12:03:23 INFO Epoch 62 / 5000:
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+ 2023-04-13 12:03:31 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 97.24% UR: 95.63% UF: 96.43% P: 97.24% R: 95.63% F: 96.43%
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+ 2023-04-13 12:03:32 INFO dev: loss: nan - UP: 70.60% UR: 54.21% UF: 61.33% P: 66.05% R: 50.72% F: 57.37%
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+ 2023-04-13 12:03:34 INFO test: loss: 0.2231 - UP: 72.27% UR: 57.26% UF: 63.89% P: 68.15% R: 54.00% F: 60.26%
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+ 2023-04-13 12:03:34 INFO 0:00:10.159652s elapsed
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+ 2023-04-13 12:03:34 INFO Epoch 63 / 5000:
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+ 2023-04-13 12:03:41 INFO lr: 4.9370e-05 - loss: 0.0001 - UP: 97.79% UR: 95.54% UF: 96.65% P: 97.79% R: 95.54% F: 96.65%
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+ 2023-04-13 12:03:42 INFO dev: loss: nan - UP: 70.38% UR: 56.28% UF: 62.54% P: 65.61% R: 52.46% F: 58.30%
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+ 2023-04-13 12:03:43 INFO test: loss: 0.2204 - UP: 70.94% UR: 58.95% UF: 64.39% P: 66.62% R: 55.36% F: 60.47%
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+ 2023-04-13 12:03:43 INFO 0:00:09.204066s elapsed
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+ 2023-04-13 12:03:43 INFO Epoch 64 / 5000:
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+ 2023-04-13 12:03:51 INFO lr: 4.9360e-05 - loss: nan - UP: 98.00% UR: 96.69% UF: 97.34% P: 98.00% R: 96.69% F: 97.34%
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+ 2023-04-13 12:03:51 INFO dev: loss: nan - UP: 70.96% UR: 55.17% UF: 62.08% P: 66.26% R: 51.51% F: 57.96%
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+ 2023-04-13 12:03:52 INFO test: loss: 0.2235 - UP: 71.90% UR: 58.23% UF: 64.34% P: 67.65% R: 54.78% F: 60.54%
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+ 2023-04-13 12:03:52 INFO 0:00:09.350100s elapsed
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+ 2023-04-13 12:03:52 INFO Epoch 65 / 5000:
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+ 2023-04-13 12:04:00 INFO lr: 4.9350e-05 - loss: 0.0000 - UP: 98.19% UR: 96.12% UF: 97.14% P: 98.19% R: 96.12% F: 97.14%
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+ 2023-04-13 12:04:00 INFO dev: loss: nan - UP: 71.61% UR: 53.74% UF: 61.40% P: 66.95% R: 50.24% F: 57.40%
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+ 2023-04-13 12:04:02 INFO test: loss: 0.2263 - UP: 73.02% UR: 57.35% UF: 64.24% P: 69.06% R: 54.24% F: 60.76%
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+ 2023-04-13 12:04:02 INFO 0:00:09.582186s elapsed
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+ 2023-04-13 12:04:02 INFO Epoch 66 / 5000:
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+ 2023-04-13 12:04:09 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 97.27% UR: 96.48% UF: 96.87% P: 97.27% R: 96.48% F: 96.87%
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+ 2023-04-13 12:04:09 INFO dev: loss: nan - UP: 70.70% UR: 52.94% UF: 60.55% P: 66.45% R: 49.76% F: 56.91%
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+ 2023-04-13 12:04:10 INFO test: loss: 0.2205 - UP: 72.89% UR: 56.90% UF: 63.91% P: 68.99% R: 53.85% F: 60.48%
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+ 2023-04-13 12:04:10 INFO 0:00:08.566224s elapsed
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+ 2023-04-13 12:04:10 INFO Epoch 67 / 5000:
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+ 2023-04-13 12:04:17 INFO lr: 4.9330e-05 - loss: 0.0020 - UP: 94.51% UR: 90.12% UF: 92.26% P: 94.39% R: 90.00% F: 92.14%
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+ 2023-04-13 12:04:18 INFO dev: loss: nan - UP: 69.35% UR: 54.69% UF: 61.16% P: 62.90% R: 49.60% F: 55.47%
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+ 2023-04-13 12:04:19 INFO test: loss: 0.2001 - UP: 66.58% UR: 54.54% UF: 59.96% P: 61.57% R: 50.44% F: 55.45%
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+ 2023-04-13 12:04:19 INFO 0:00:08.879653s elapsed
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+ 2023-04-13 12:04:26 INFO lr: 4.9320e-05 - loss: 0.0096 - UP: 91.67% UR: 86.47% UF: 88.99% P: 91.45% R: 86.26% F: 88.78%
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+ 2023-04-13 12:04:27 INFO dev: loss: nan - UP: 66.30% UR: 57.87% UF: 61.80% P: 60.11% R: 52.46% F: 56.03%
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+ 2023-04-13 12:04:28 INFO test: loss: 0.1867 - UP: 63.69% UR: 60.58% UF: 62.10% P: 59.47% R: 56.57% F: 57.98%
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+ 2023-04-13 12:04:28 INFO 0:00:08.512927s elapsed
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+ 2023-04-13 12:04:28 INFO Epoch 69 / 5000:
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+ 2023-04-13 12:04:35 INFO lr: 4.9310e-05 - loss: 0.0134 - UP: 88.55% UR: 79.78% UF: 83.94% P: 88.45% R: 79.69% F: 83.84%
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+ 2023-04-13 12:04:35 INFO dev: loss: nan - UP: 62.15% UR: 52.46% UF: 56.90% P: 58.38% R: 49.28% F: 53.45%
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+ 2023-04-13 12:04:36 INFO test: loss: 0.1626 - UP: 63.58% UR: 56.96% UF: 60.09% P: 59.16% R: 53.00% F: 55.91%
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+ 2023-04-13 12:04:36 INFO 0:00:08.688673s elapsed
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+ 2023-04-13 12:04:43 INFO lr: 4.9300e-05 - loss: 0.0096 - UP: 88.96% UR: 80.56% UF: 84.55% P: 87.92% R: 79.62% F: 83.56%
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+ 2023-04-13 12:04:44 INFO dev: loss: nan - UP: 65.83% UR: 45.95% UF: 54.12% P: 60.59% R: 42.29% F: 49.81%
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+ 2023-04-13 12:04:45 INFO test: loss: 0.2232 - UP: 69.48% UR: 52.22% UF: 59.62% P: 63.65% R: 47.84% F: 54.63%
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+ 2023-04-13 12:04:45 INFO 0:00:08.543296s elapsed
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+ 2023-04-13 12:04:45 INFO Epoch 71 / 5000:
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+ 2023-04-13 12:04:52 INFO lr: 4.9290e-05 - loss: nan - UP: 85.22% UR: 70.36% UF: 77.08% P: 84.39% R: 69.67% F: 76.32%
491
+ 2023-04-13 12:04:53 INFO dev: loss: nan - UP: 67.45% UR: 50.08% UF: 57.48% P: 61.24% R: 45.47% F: 52.19%
492
+ 2023-04-13 12:04:54 INFO test: loss: 0.1634 - UP: 69.00% UR: 55.90% UF: 61.76% P: 64.27% R: 52.07% F: 57.53%
493
+ 2023-04-13 12:04:54 INFO 0:00:08.645410s elapsed
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+ 2023-04-13 12:04:54 INFO Epoch 72 / 5000:
496
+ 2023-04-13 12:05:01 INFO lr: 4.9280e-05 - loss: 0.0058 - UP: 90.12% UR: 83.23% UF: 86.54% P: 89.03% R: 82.22% F: 85.49%
497
+ 2023-04-13 12:05:01 INFO dev: loss: nan - UP: 61.13% UR: 48.01% UF: 53.78% P: 55.67% R: 43.72% F: 48.98%
498
+ 2023-04-13 12:05:02 INFO test: loss: 0.1736 - UP: 63.68% UR: 52.34% UF: 57.46% P: 57.07% R: 46.91% F: 51.49%
499
+ 2023-04-13 12:05:02 INFO 0:00:08.757013s elapsed
500
+
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+ 2023-04-13 12:05:02 INFO Epoch 73 / 5000:
502
+ 2023-04-13 12:05:10 INFO lr: 4.9270e-05 - loss: 0.0094 - UP: 87.82% UR: 72.75% UF: 79.58% P: 84.66% R: 70.13% F: 76.71%
503
+ 2023-04-13 12:05:10 INFO dev: loss: nan - UP: 60.08% UR: 47.38% UF: 52.98% P: 55.65% R: 43.88% F: 49.07%
504
+ 2023-04-13 12:05:11 INFO test: loss: 0.1295 - UP: 65.93% UR: 56.47% UF: 60.84% P: 59.73% R: 51.16% F: 55.11%
505
+ 2023-04-13 12:05:11 INFO 0:00:08.616453s elapsed
506
+
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+ 2023-04-13 12:05:11 INFO Epoch 74 / 5000:
508
+ 2023-04-13 12:05:18 INFO lr: 4.9260e-05 - loss: 0.0125 - UP: 85.35% UR: 71.35% UF: 77.72% P: 84.28% R: 70.45% F: 76.75%
509
+ 2023-04-13 12:05:19 INFO dev: loss: nan - UP: 68.55% UR: 50.24% UF: 57.98% P: 62.26% R: 45.63% F: 52.66%
510
+ 2023-04-13 12:05:20 INFO test: loss: 0.1350 - UP: 66.80% UR: 50.59% UF: 57.57% P: 61.58% R: 46.63% F: 53.07%
511
+ 2023-04-13 12:05:20 INFO 0:00:08.948238s elapsed
512
+
513
+ 2023-04-13 12:05:20 INFO Epoch 75 / 5000:
514
+ 2023-04-13 12:05:27 INFO lr: 4.9250e-05 - loss: 0.0093 - UP: 90.22% UR: 77.96% UF: 83.64% P: 90.06% R: 77.83% F: 83.50%
515
+ 2023-04-13 12:05:27 INFO dev: loss: nan - UP: 65.12% UR: 55.80% UF: 60.10% P: 60.30% R: 51.67% F: 55.65%
516
+ 2023-04-13 12:05:28 INFO test: loss: 0.1702 - UP: 65.40% UR: 57.56% UF: 61.23% P: 60.32% R: 53.09% F: 56.48%
517
+ 2023-04-13 12:05:28 INFO 0:00:08.461932s elapsed
518
+
519
+ 2023-04-13 12:05:28 INFO Epoch 76 / 5000:
520
+ 2023-04-13 12:05:36 INFO lr: 4.9240e-05 - loss: 0.0031 - UP: 94.28% UR: 88.28% UF: 91.18% P: 94.21% R: 88.21% F: 91.11%
521
+ 2023-04-13 12:05:36 INFO dev: loss: nan - UP: 65.97% UR: 50.24% UF: 57.04% P: 61.80% R: 47.06% F: 53.43%
522
+ 2023-04-13 12:05:37 INFO test: loss: 0.1740 - UP: 68.76% UR: 58.07% UF: 62.97% P: 63.62% R: 53.73% F: 58.26%
523
+ 2023-04-13 12:05:37 INFO 0:00:08.751631s elapsed
524
+
525
+ 2023-04-13 12:05:37 INFO Epoch 77 / 5000:
526
+ 2023-04-13 12:05:44 INFO lr: 4.9230e-05 - loss: 0.0020 - UP: 96.25% UR: 91.91% UF: 94.03% P: 96.20% R: 91.87% F: 93.98%
527
+ 2023-04-13 12:05:45 INFO dev: loss: nan - UP: 69.25% UR: 49.76% UF: 57.91% P: 65.27% R: 46.90% F: 54.58%
528
+ 2023-04-13 12:05:46 INFO test: loss: 0.1779 - UP: 69.58% UR: 55.93% UF: 62.01% P: 64.51% R: 51.86% F: 57.50%
529
+ 2023-04-13 12:05:46 INFO 0:00:08.525576s elapsed
530
+
531
+ 2023-04-13 12:05:46 INFO Epoch 78 / 5000:
532
+ 2023-04-13 12:05:53 INFO lr: 4.9220e-05 - loss: 0.0016 - UP: 95.99% UR: 93.96% UF: 94.96% P: 95.92% R: 93.89% F: 94.89%
533
+ 2023-04-13 12:05:53 INFO dev: loss: nan - UP: 69.00% UR: 51.67% UF: 59.09% P: 64.97% R: 48.65% F: 55.64%
534
+ 2023-04-13 12:05:54 INFO test: loss: 0.1779 - UP: 70.56% UR: 57.95% UF: 63.64% P: 64.57% R: 53.03% F: 58.24%
535
+ 2023-04-13 12:05:54 INFO 0:00:08.700069s elapsed
536
+
537
+ 2023-04-13 12:05:54 INFO Epoch 79 / 5000:
538
+ 2023-04-13 12:06:01 INFO lr: 4.9210e-05 - loss: 0.0004 - UP: 96.03% UR: 89.59% UF: 92.70% P: 95.91% R: 89.48% F: 92.58%
539
+ 2023-04-13 12:06:02 INFO dev: loss: nan - UP: 67.80% UR: 50.87% UF: 58.13% P: 63.98% R: 48.01% F: 54.86%
540
+ 2023-04-13 12:06:03 INFO test: loss: 0.1742 - UP: 69.74% UR: 55.51% UF: 61.82% P: 64.92% R: 51.68% F: 57.55%
541
+ 2023-04-13 12:06:03 INFO 0:00:08.859643s elapsed
542
+
543
+ 2023-04-13 12:06:03 INFO Epoch 80 / 5000:
544
+ 2023-04-13 12:06:10 INFO lr: 4.9200e-05 - loss: 0.0084 - UP: 89.54% UR: 84.81% UF: 87.11% P: 89.50% R: 84.77% F: 87.07%
545
+ 2023-04-13 12:06:11 INFO dev: loss: nan - UP: 66.88% UR: 49.76% UF: 57.06% P: 63.68% R: 47.38% F: 54.33%
546
+ 2023-04-13 12:06:12 INFO test: loss: 0.1420 - UP: 70.09% UR: 55.81% UF: 62.14% P: 66.07% R: 52.61% F: 58.58%
547
+ 2023-04-13 12:06:12 INFO 0:00:08.582461s elapsed
548
+
549
+ 2023-04-13 12:06:12 INFO Epoch 81 / 5000:
550
+ 2023-04-13 12:06:19 INFO lr: 4.9190e-05 - loss: 0.0003 - UP: 95.02% UR: 91.59% UF: 93.27% P: 95.02% R: 91.59% F: 93.27%
551
+ 2023-04-13 12:06:20 INFO dev: loss: nan - UP: 71.07% UR: 44.52% UF: 54.74% P: 68.02% R: 42.61% F: 52.39%
552
+ 2023-04-13 12:06:21 INFO test: loss: 0.1638 - UP: 75.20% UR: 50.71% UF: 60.57% P: 71.22% R: 48.02% F: 57.36%
553
+ 2023-04-13 12:06:21 INFO 0:00:09.068742s elapsed
554
+
555
+ 2023-04-13 12:06:21 INFO Epoch 82 / 5000:
556
+ 2023-04-13 12:06:28 INFO lr: 4.9180e-05 - loss: 0.0031 - UP: 90.36% UR: 86.33% UF: 88.30% P: 90.28% R: 86.26% F: 88.23%
557
+ 2023-04-13 12:06:28 INFO dev: loss: nan - UP: 72.99% UR: 44.67% UF: 55.42% P: 69.09% R: 42.29% F: 52.47%
558
+ 2023-04-13 12:06:29 INFO test: loss: 0.1841 - UP: 73.37% UR: 50.47% UF: 59.80% P: 69.28% R: 47.66% F: 56.47%
559
+ 2023-04-13 12:06:29 INFO 0:00:08.537322s elapsed
560
+
561
+ 2023-04-13 12:06:29 INFO Epoch 83 / 5000:
562
+ 2023-04-13 12:06:37 INFO lr: 4.9170e-05 - loss: 0.0044 - UP: 89.71% UR: 83.18% UF: 86.32% P: 89.44% R: 82.93% F: 86.06%
563
+ 2023-04-13 12:06:37 INFO dev: loss: nan - UP: 66.01% UR: 48.17% UF: 55.70% P: 61.66% R: 44.99% F: 52.02%
564
+ 2023-04-13 12:06:38 INFO test: loss: 0.1588 - UP: 65.85% UR: 55.18% UF: 60.04% P: 61.56% R: 51.58% F: 56.13%
565
+ 2023-04-13 12:06:38 INFO 0:00:08.674409s elapsed
566
+
567
+ 2023-04-13 12:06:38 INFO Epoch 84 / 5000:
568
+ 2023-04-13 12:06:45 INFO lr: 4.9160e-05 - loss: 0.0061 - UP: 94.76% UR: 86.47% UF: 90.42% P: 94.71% R: 86.42% F: 90.38%
569
+ 2023-04-13 12:06:46 INFO dev: loss: nan - UP: 60.13% UR: 59.46% UF: 59.79% P: 55.63% R: 55.01% F: 55.32%
570
+ 2023-04-13 12:06:47 INFO test: loss: 0.2174 - UP: 62.67% UR: 53.91% UF: 57.96% P: 58.07% R: 49.95% F: 53.71%
571
+ 2023-04-13 12:06:47 INFO 0:00:08.660582s elapsed
572
+
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+ 2023-04-13 12:06:47 INFO Epoch 85 / 5000:
574
+ 2023-04-13 12:06:54 INFO lr: 4.9150e-05 - loss: 0.0107 - UP: 91.88% UR: 90.46% UF: 91.17% P: 91.86% R: 90.44% F: 91.14%
575
+ 2023-04-13 12:06:54 INFO dev: loss: nan - UP: 58.89% UR: 57.39% UF: 58.13% P: 55.14% R: 53.74% F: 54.43%
576
+ 2023-04-13 12:06:55 INFO test: loss: 0.1679 - UP: 59.76% UR: 62.18% UF: 60.95% P: 54.63% R: 56.84% F: 55.71%
577
+ 2023-04-13 12:06:55 INFO 0:00:08.661746s elapsed
578
+
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+ 2023-04-13 12:06:55 INFO Epoch 86 / 5000:
580
+ 2023-04-13 12:07:02 INFO lr: 4.9140e-05 - loss: 0.0064 - UP: 93.78% UR: 85.23% UF: 89.30% P: 93.78% R: 85.23% F: 89.30%
581
+ 2023-04-13 12:07:03 INFO dev: loss: nan - UP: 71.31% UR: 40.70% UF: 51.82% P: 69.92% R: 39.90% F: 50.81%
582
+ 2023-04-13 12:07:04 INFO test: loss: 0.1647 - UP: 68.57% UR: 49.38% UF: 57.41% P: 64.25% R: 46.27% F: 53.80%
583
+ 2023-04-13 12:07:04 INFO 0:00:08.755430s elapsed
584
+
585
+ 2023-04-13 12:07:04 INFO Epoch 87 / 5000:
586
+ 2023-04-13 12:07:11 INFO lr: 4.9130e-05 - loss: 0.0055 - UP: 94.32% UR: 88.12% UF: 91.11% P: 94.32% R: 88.12% F: 91.11%
587
+ 2023-04-13 12:07:12 INFO dev: loss: nan - UP: 70.23% UR: 42.77% UF: 53.16% P: 68.67% R: 41.81% F: 51.98%
588
+ 2023-04-13 12:07:13 INFO test: loss: 0.1841 - UP: 73.76% UR: 49.20% UF: 59.03% P: 70.00% R: 46.69% F: 56.02%
589
+ 2023-04-13 12:07:13 INFO 0:00:08.593473s elapsed
590
+
591
+ 2023-04-13 12:07:13 INFO Epoch 88 / 5000:
592
+ 2023-04-13 12:07:20 INFO lr: 4.9120e-05 - loss: 0.0051 - UP: 93.20% UR: 90.69% UF: 91.93% P: 93.15% R: 90.65% F: 91.88%
593
+ 2023-04-13 12:07:21 INFO dev: loss: nan - UP: 67.87% UR: 50.72% UF: 58.05% P: 64.04% R: 47.85% F: 54.78%
594
+ 2023-04-13 12:07:22 INFO test: loss: 0.1649 - UP: 68.26% UR: 55.57% UF: 61.26% P: 62.14% R: 50.59% F: 55.77%
595
+ 2023-04-13 12:07:22 INFO 0:00:08.926606s elapsed
596
+
597
+ 2023-04-13 12:08:21 INFO Epoch 58 saved
598
+ 2023-04-13 12:08:21 INFO dev: UP: 67.95% UR: 58.98% UF: 63.15% P: 63.37% R: 55.01% F: 58.89%
599
+ 2023-04-13 12:08:21 INFO test: UP: 68.31% UR: 61.21% UF: 64.57% P: 64.06% R: 57.41% F: 60.55%
600
+ 2023-04-13 12:08:21 INFO 0:13:48.157830s elapsed, 0:00:09.410884s/epoch