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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/opener_en/bySentiment_desc40/model_vi_opener_en_infoxlm_6 +3 -0
  3. models/opener_en/bySentiment_desc40/model_vi_opener_en_infoxlm_6.train.log +582 -0
  4. models/opener_en/bySentiment_desc40/model_vi_opener_en_mbert_6 +3 -0
  5. models/opener_en/bySentiment_desc40/model_vi_opener_en_mbert_6.train.log +672 -0
  6. models/opener_en/bySentiment_desc40/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/bySentiment_desc40/model_vi_opener_en_roberta_6.train.log +438 -0
  8. models/opener_en/bySentiment_desc40/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/bySentiment_desc40/model_vi_opener_en_twxlmsa_6.train.log +798 -0
  10. models/opener_en/bySentiment_desc40/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/bySentiment_desc40/model_vi_opener_en_xlm_6.train.log +420 -0
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+ 2023-04-21 13:24:16 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_bySentiment_desc/40/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/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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+ 2023-04-21 13:24:16 INFO Building the fields
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+ 2023-04-21 13:24:24 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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+ 2023-04-21 13:24:24 INFO Building the model
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+ 2023-04-21 13:24:59 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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+ 2023-04-21 13:24:59 INFO Loading the data
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+ 2023-04-21 13:25:00 INFO
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+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-21 13:25:06 INFO Epoch 1 / 5000:
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+ 2023-04-21 13:25:19 INFO lr: 4.9990e-05 - loss: 0.1809 - UP: 3.41% UR: 10.71% UF: 5.17% P: 0.88% R: 2.77% F: 1.34%
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+ 2023-04-21 13:25:20 INFO dev: loss: 0.1990 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:25:21 INFO test: loss: 0.1874 - UP: 100.00% UR: 0.06% UF: 0.12% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:25:21 INFO 0:00:15.422905s elapsed
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+
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+ 2023-04-21 13:25:21 INFO Epoch 2 / 5000:
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+ 2023-04-21 13:25:29 INFO lr: 4.9980e-05 - loss: 0.1394 - UP: 15.35% UR: 0.37% UF: 0.73% P: 7.92% R: 0.19% F: 0.38%
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+ 2023-04-21 13:25:30 INFO dev: loss: 0.1575 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:25:31 INFO test: loss: 0.1432 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:25:31 INFO 0:00:09.413277s elapsed
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+
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+ 2023-04-21 13:25:31 INFO Epoch 3 / 5000:
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+ 2023-04-21 13:25:39 INFO lr: 4.9970e-05 - loss: 0.1816 - UP: 52.84% UR: 3.71% UF: 6.93% P: 50.09% R: 3.52% F: 6.57%
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+ 2023-04-21 13:25:39 INFO dev: loss: 0.1457 - UP: 81.43% UR: 4.97% UF: 9.37% P: 72.86% R: 4.45% F: 8.39%
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+ 2023-04-21 13:25:40 INFO test: loss: 0.1272 - UP: 79.89% UR: 8.51% UF: 15.38% P: 67.99% R: 7.24% F: 13.09%
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+ 2023-04-21 13:25:59 INFO 0:00:09.605344s elapsed (saved)
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+
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+ 2023-04-21 13:25:59 INFO Epoch 4 / 5000:
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+ 2023-04-21 13:26:07 INFO lr: 4.9960e-05 - loss: 0.0475 - UP: 59.72% UR: 8.80% UF: 15.34% P: 54.31% R: 8.00% F: 13.95%
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+ 2023-04-21 13:26:08 INFO dev: loss: 0.1246 - UP: 80.79% UR: 12.48% UF: 21.62% P: 77.97% R: 12.04% F: 20.86%
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+ 2023-04-21 13:26:10 INFO test: loss: 0.1048 - UP: 79.33% UR: 15.06% UF: 25.32% P: 76.47% R: 14.52% F: 24.40%
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+ 2023-04-21 13:26:28 INFO 0:00:10.638030s elapsed (saved)
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+
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+ 2023-04-21 13:26:28 INFO Epoch 5 / 5000:
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+ 2023-04-21 13:26:36 INFO lr: 4.9950e-05 - loss: 0.0823 - UP: 63.20% UR: 14.18% UF: 23.16% P: 60.40% R: 13.55% F: 22.13%
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+ 2023-04-21 13:26:36 INFO dev: loss: 0.1053 - UP: 63.75% UR: 27.92% UF: 38.83% P: 61.16% R: 26.79% F: 37.26%
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+ 2023-04-21 13:26:38 INFO test: loss: 0.0932 - UP: 59.67% UR: 34.56% UF: 43.77% P: 56.02% R: 32.45% F: 41.09%
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+ 2023-04-21 13:26:57 INFO 0:00:10.116879s elapsed (saved)
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+
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+ 2023-04-21 13:26:57 INFO Epoch 6 / 5000:
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+ 2023-04-21 13:27:05 INFO lr: 4.9940e-05 - loss: 0.0646 - UP: 63.66% UR: 20.66% UF: 31.20% P: 60.61% R: 19.67% F: 29.71%
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+ 2023-04-21 13:27:05 INFO dev: loss: 0.1140 - UP: 57.04% UR: 34.29% UF: 42.83% P: 51.67% R: 31.06% F: 38.80%
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+ 2023-04-21 13:27:06 INFO test: loss: 0.0880 - UP: 56.03% UR: 39.66% UF: 46.45% P: 52.67% R: 37.28% F: 43.66%
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+ 2023-04-21 13:27:26 INFO 0:00:09.556293s elapsed (saved)
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+
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+ 2023-04-21 13:27:26 INFO Epoch 7 / 5000:
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+ 2023-04-21 13:27:34 INFO lr: 4.9930e-05 - loss: 0.1238 - UP: 65.61% UR: 24.69% UF: 35.88% P: 62.43% R: 23.49% F: 34.14%
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+ 2023-04-21 13:27:35 INFO dev: loss: 0.0986 - UP: 67.96% UR: 33.68% UF: 45.04% P: 63.20% R: 31.33% F: 41.89%
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+ 2023-04-21 13:27:36 INFO test: loss: 0.0836 - UP: 61.66% UR: 41.17% UF: 49.38% P: 58.45% R: 39.03% F: 46.81%
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+ 2023-04-21 13:27:55 INFO 0:00:09.942808s elapsed (saved)
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+
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+ 2023-04-21 13:27:55 INFO Epoch 8 / 5000:
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+ 2023-04-21 13:28:03 INFO lr: 4.9920e-05 - loss: 0.0527 - UP: 68.19% UR: 30.47% UF: 42.11% P: 65.46% R: 29.24% F: 40.43%
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+ 2023-04-21 13:28:03 INFO dev: loss: 0.1076 - UP: 62.03% UR: 46.34% UF: 53.05% P: 57.36% R: 42.84% F: 49.05%
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+ 2023-04-21 13:28:05 INFO test: loss: 0.1000 - UP: 51.21% UR: 52.40% UF: 51.80% P: 46.99% R: 48.08% F: 47.53%
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+ 2023-04-21 13:28:23 INFO 0:00:10.029423s elapsed (saved)
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+
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+ 2023-04-21 13:28:23 INFO Epoch 9 / 5000:
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+ 2023-04-21 13:28:31 INFO lr: 4.9910e-05 - loss: 0.0251 - UP: 69.41% UR: 35.93% UF: 47.35% P: 66.12% R: 34.22% F: 45.10%
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+ 2023-04-21 13:28:32 INFO dev: loss: 0.0970 - UP: 69.98% UR: 38.05% UF: 49.29% P: 63.72% R: 34.64% F: 44.88%
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+ 2023-04-21 13:28:33 INFO test: loss: 0.0877 - UP: 63.68% UR: 43.83% UF: 51.92% P: 59.56% R: 40.99% F: 48.56%
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+ 2023-04-21 13:28:33 INFO 0:00:09.766090s elapsed
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+
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+ 2023-04-21 13:28:33 INFO Epoch 10 / 5000:
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+ 2023-04-21 13:28:41 INFO lr: 4.9900e-05 - loss: 0.0298 - UP: 69.13% UR: 37.51% UF: 48.63% P: 66.37% R: 36.01% F: 46.69%
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+ 2023-04-21 13:28:42 INFO dev: loss: 0.1026 - UP: 67.26% UR: 42.84% UF: 52.35% P: 63.56% R: 40.49% F: 49.47%
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+ 2023-04-21 13:28:43 INFO test: loss: 0.0886 - UP: 59.63% UR: 49.89% UF: 54.33% P: 56.60% R: 47.36% F: 51.57%
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+ 2023-04-21 13:29:02 INFO 0:00:10.570049s elapsed (saved)
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+
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+ 2023-04-21 13:29:02 INFO Epoch 11 / 5000:
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+ 2023-04-21 13:29:10 INFO lr: 4.9890e-05 - loss: 0.0555 - UP: 72.75% UR: 41.04% UF: 52.48% P: 68.38% R: 38.57% F: 49.32%
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+ 2023-04-21 13:29:11 INFO dev: loss: 0.0902 - UP: 72.35% UR: 39.27% UF: 50.90% P: 67.36% R: 36.56% F: 47.40%
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+ 2023-04-21 13:29:12 INFO test: loss: 0.0850 - UP: 65.31% UR: 46.42% UF: 54.27% P: 61.78% R: 43.92% F: 51.34%
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+ 2023-04-21 13:29:12 INFO 0:00:09.538841s elapsed
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+
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+ 2023-04-21 13:29:12 INFO Epoch 12 / 5000:
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+ 2023-04-21 13:29:20 INFO lr: 4.9880e-05 - loss: 0.0370 - UP: 74.39% UR: 44.10% UF: 55.37% P: 72.01% R: 42.68% F: 53.60%
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+ 2023-04-21 13:29:21 INFO dev: loss: 0.0959 - UP: 70.29% UR: 47.91% UF: 56.98% P: 65.17% R: 44.42% F: 52.83%
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+ 2023-04-21 13:29:22 INFO test: loss: 0.0836 - UP: 61.93% UR: 53.12% UF: 57.19% P: 57.53% R: 49.35% F: 53.13%
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+ 2023-04-21 13:29:40 INFO 0:00:10.066832s elapsed (saved)
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+
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+ 2023-04-21 13:29:40 INFO Epoch 13 / 5000:
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+ 2023-04-21 13:29:48 INFO lr: 4.9870e-05 - loss: 0.0115 - UP: 77.10% UR: 47.24% UF: 58.58% P: 74.48% R: 45.63% F: 56.59%
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+ 2023-04-21 13:29:49 INFO dev: loss: 0.1064 - UP: 70.00% UR: 45.81% UF: 55.38% P: 65.33% R: 42.76% F: 51.69%
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+ 2023-04-21 13:29:50 INFO test: loss: 0.0910 - UP: 62.16% UR: 52.22% UF: 56.76% P: 58.07% R: 48.78% F: 53.02%
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+ 2023-04-21 13:29:50 INFO 0:00:10.446395s elapsed
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+
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+ 2023-04-21 13:29:50 INFO Epoch 14 / 5000:
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+ 2023-04-21 13:29:58 INFO lr: 4.9860e-05 - loss: 0.0356 - UP: 78.13% UR: 49.68% UF: 60.74% P: 76.36% R: 48.56% F: 59.36%
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+ 2023-04-21 13:29:59 INFO dev: loss: 0.1095 - UP: 71.22% UR: 47.73% UF: 57.16% P: 64.58% R: 43.28% F: 51.83%
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+ 2023-04-21 13:30:00 INFO test: loss: 0.0908 - UP: 62.90% UR: 52.25% UF: 57.08% P: 58.90% R: 48.93% F: 53.45%
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+ 2023-04-21 13:30:00 INFO 0:00:10.091744s elapsed
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+
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+ 2023-04-21 13:30:00 INFO Epoch 15 / 5000:
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+ 2023-04-21 13:30:09 INFO lr: 4.9850e-05 - loss: 0.0366 - UP: 78.68% UR: 54.59% UF: 64.45% P: 77.15% R: 53.52% F: 63.20%
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+ 2023-04-21 13:30:10 INFO dev: loss: 0.1171 - UP: 65.99% UR: 54.19% UF: 59.51% P: 60.57% R: 49.74% F: 54.62%
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+ 2023-04-21 13:30:11 INFO test: loss: 0.0903 - UP: 59.03% UR: 58.13% UF: 58.58% P: 54.67% R: 53.85% F: 54.26%
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+ 2023-04-21 13:30:29 INFO 0:00:10.251251s elapsed (saved)
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+ 2023-04-21 13:30:29 INFO Epoch 16 / 5000:
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+ 2023-04-21 13:30:37 INFO lr: 4.9840e-05 - loss: 0.0650 - UP: 80.07% UR: 57.18% UF: 66.72% P: 78.51% R: 56.07% F: 65.42%
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+ 2023-04-21 13:30:37 INFO dev: loss: 0.1119 - UP: 65.74% UR: 57.77% UF: 61.50% P: 60.08% R: 52.79% F: 56.20%
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+ 2023-04-21 13:30:39 INFO test: loss: 0.0916 - UP: 56.39% UR: 61.03% UF: 58.62% P: 51.90% R: 56.17% F: 53.95%
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+ 2023-04-21 13:30:57 INFO 0:00:09.864982s elapsed (saved)
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+ 2023-04-21 13:30:57 INFO Epoch 17 / 5000:
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+ 2023-04-21 13:31:05 INFO lr: 4.9830e-05 - loss: 0.0183 - UP: 81.20% UR: 57.58% UF: 67.38% P: 80.03% R: 56.75% F: 66.41%
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+ 2023-04-21 13:31:06 INFO dev: loss: 0.1092 - UP: 67.44% UR: 53.32% UF: 59.55% P: 62.47% R: 49.39% F: 55.17%
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+ 2023-04-21 13:31:07 INFO test: loss: 0.0880 - UP: 61.24% UR: 57.38% UF: 59.25% P: 56.70% R: 53.12% F: 54.85%
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+ 2023-04-21 13:31:07 INFO 0:00:10.614782s elapsed
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+
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+ 2023-04-21 13:31:07 INFO Epoch 18 / 5000:
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+ 2023-04-21 13:31:16 INFO lr: 4.9820e-05 - loss: 0.0265 - UP: 82.07% UR: 61.80% UF: 70.51% P: 80.63% R: 60.71% F: 69.27%
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+ 2023-04-21 13:31:16 INFO dev: loss: 0.1156 - UP: 70.49% UR: 55.24% UF: 61.94% P: 64.70% R: 50.70% F: 56.85%
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+ 2023-04-21 13:31:17 INFO test: loss: 0.0968 - UP: 64.30% UR: 58.89% UF: 61.48% P: 59.99% R: 54.94% F: 57.35%
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+ 2023-04-21 13:31:37 INFO 0:00:10.149203s elapsed (saved)
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+ 2023-04-21 13:31:37 INFO Epoch 19 / 5000:
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+ 2023-04-21 13:31:45 INFO lr: 4.9810e-05 - loss: 0.0129 - UP: 83.13% UR: 63.30% UF: 71.87% P: 81.70% R: 62.21% F: 70.64%
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+ 2023-04-21 13:31:46 INFO dev: loss: 0.1075 - UP: 69.29% UR: 57.68% UF: 62.95% P: 63.63% R: 52.97% F: 57.81%
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+ 2023-04-21 13:35:18 INFO test: loss: 0.1191 - UP: 61.17% UR: 63.39% UF: 62.26% P: 57.73% R: 59.82% F: 58.76%
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+ 2023-04-21 13:37:34 INFO test: loss: 0.1267 - UP: 60.78% UR: 67.22% UF: 63.84% P: 56.63% R: 62.63% F: 59.48%
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+ 2023-04-21 13:37:52 INFO lr: 4.9630e-05 - loss: 0.0035 - UP: 92.65% UR: 86.84% UF: 89.65% P: 92.15% R: 86.37% F: 89.16%
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+ 2023-04-21 13:38:02 INFO lr: 4.9620e-05 - loss: 0.0144 - UP: 93.06% UR: 88.51% UF: 90.73% P: 92.74% R: 88.21% F: 90.42%
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+ 2023-04-21 13:38:04 INFO test: loss: 0.1234 - UP: 62.26% UR: 65.89% UF: 64.03% P: 58.84% R: 62.27% F: 60.51%
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+ 2023-04-21 13:38:24 INFO test: loss: 0.1303 - UP: 61.68% UR: 66.65% UF: 64.06% P: 58.02% R: 62.69% F: 60.26%
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+ 2023-04-21 13:38:43 INFO 0:00:09.875400s elapsed (saved)
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+ 2023-04-21 13:38:52 INFO lr: 4.9590e-05 - loss: 0.0045 - UP: 94.62% UR: 90.28% UF: 92.40% P: 94.31% R: 89.99% F: 92.10%
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+ 2023-04-21 13:38:53 INFO dev: loss: 0.1867 - UP: 69.71% UR: 65.88% UF: 67.74% P: 63.34% R: 59.86% F: 61.55%
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+ 2023-04-21 13:38:54 INFO test: loss: 0.1421 - UP: 60.15% UR: 68.40% UF: 64.01% P: 56.52% R: 64.26% F: 60.14%
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+ 2023-04-21 13:39:02 INFO lr: 4.9580e-05 - loss: 0.0044 - UP: 94.81% UR: 91.66% UF: 93.21% P: 94.52% R: 91.38% F: 92.93%
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+ 2023-04-21 13:39:04 INFO test: loss: 0.1393 - UP: 60.49% UR: 66.86% UF: 63.51% P: 56.80% R: 62.78% F: 59.64%
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+ 2023-04-21 13:39:13 INFO lr: 4.9570e-05 - loss: 0.0121 - UP: 94.50% UR: 90.53% UF: 92.47% P: 94.26% R: 90.30% F: 92.24%
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+ 2023-04-21 13:39:15 INFO test: loss: 0.1503 - UP: 59.89% UR: 66.92% UF: 63.21% P: 56.21% R: 62.81% F: 59.33%
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+ 2023-04-21 13:39:24 INFO dev: loss: 0.1876 - UP: 73.27% UR: 60.99% UF: 66.57% P: 67.82% R: 56.46% F: 61.62%
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+ 2023-04-21 13:39:25 INFO test: loss: 0.1332 - UP: 65.21% UR: 63.60% UF: 64.39% P: 61.84% R: 60.31% F: 61.06%
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+ 2023-04-21 13:39:46 INFO test: loss: 0.1369 - UP: 63.26% UR: 66.80% UF: 64.98% P: 60.01% R: 63.36% F: 61.64%
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+ 2023-04-21 13:42:24 INFO dev: loss: 0.1711 - UP: 68.19% UR: 65.10% UF: 66.61% P: 62.25% R: 59.42% F: 60.80%
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+ 2023-04-21 13:42:36 INFO 0:00:10.317069s elapsed
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+ 2023-04-21 13:42:55 INFO dev: loss: 0.1207 - UP: 73.63% UR: 62.13% UF: 67.39% P: 68.05% R: 57.42% F: 62.28%
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+ 2023-04-21 13:42:57 INFO 0:00:10.007429s elapsed
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+ 2023-04-21 13:43:18 INFO test: loss: 0.1371 - UP: 65.10% UR: 66.22% UF: 65.66% P: 60.92% R: 61.97% F: 61.44%
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+ 2023-04-21 13:43:18 INFO 0:00:10.361226s elapsed
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+ 2023-04-21 13:43:27 INFO dev: loss: 0.1404 - UP: 71.31% UR: 66.58% UF: 68.86% P: 64.21% R: 59.95% F: 62.00%
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+ 2023-04-21 13:43:28 INFO test: loss: 0.1258 - UP: 60.95% UR: 67.88% UF: 64.23% P: 57.37% R: 63.90% F: 60.46%
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+ 2023-04-21 13:43:28 INFO 0:00:10.141350s elapsed
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+ 2023-04-21 13:43:36 INFO dev: loss: 0.1556 - UP: 72.85% UR: 65.10% UF: 68.76% P: 67.38% R: 60.21% F: 63.59%
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+ 2023-04-21 13:43:37 INFO test: loss: 0.1192 - UP: 64.10% UR: 66.98% UF: 65.51% P: 60.51% R: 63.24% F: 61.85%
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+ 2023-04-21 13:43:37 INFO 0:00:09.742173s elapsed
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+ 2023-04-21 13:43:46 INFO dev: loss: 0.1709 - UP: 72.71% UR: 67.19% UF: 69.84% P: 66.19% R: 61.17% F: 63.58%
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+ 2023-04-21 13:43:47 INFO test: loss: 0.1270 - UP: 62.22% UR: 67.40% UF: 64.71% P: 58.29% R: 63.15% F: 60.62%
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+ 2023-04-21 13:43:47 INFO 0:00:09.964494s elapsed
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+ 2023-04-21 13:43:57 INFO test: loss: 0.1405 - UP: 61.71% UR: 69.09% UF: 65.20% P: 58.05% R: 64.99% F: 61.32%
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+ 2023-04-21 13:43:57 INFO 0:00:09.707623s elapsed
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+ 2023-04-21 13:44:07 INFO test: loss: 0.1425 - UP: 61.19% UR: 70.06% UF: 65.33% P: 57.53% R: 65.86% F: 61.41%
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+ 2023-04-21 13:44:07 INFO 0:00:10.057706s elapsed
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+ 2023-04-21 13:44:07 INFO Epoch 69 / 5000:
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+ 2023-04-21 13:44:16 INFO dev: loss: 0.1943 - UP: 72.14% UR: 66.67% UF: 69.30% P: 65.91% R: 60.91% F: 63.31%
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+ 2023-04-21 13:44:17 INFO test: loss: 0.1502 - UP: 62.45% UR: 69.33% UF: 65.71% P: 58.73% R: 65.20% F: 61.79%
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+ 2023-04-21 13:44:17 INFO 0:00:09.635548s elapsed
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+ 2023-04-21 13:44:17 INFO Epoch 70 / 5000:
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+ 2023-04-21 13:44:25 INFO dev: loss: 0.2086 - UP: 72.73% UR: 65.62% UF: 68.99% P: 66.34% R: 59.86% F: 62.94%
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+ 2023-04-21 13:44:26 INFO test: loss: 0.1542 - UP: 63.78% UR: 67.61% UF: 65.64% P: 59.97% R: 63.57% F: 61.71%
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+ 2023-04-21 13:44:26 INFO 0:00:09.620230s elapsed
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+ 2023-04-21 13:44:34 INFO lr: 4.9290e-05 - loss: 0.0085 - UP: 97.31% UR: 94.95% UF: 96.12% P: 97.23% R: 94.86% F: 96.03%
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+ 2023-04-21 13:44:35 INFO dev: loss: 0.1923 - UP: 71.79% UR: 63.96% UF: 67.65% P: 66.90% R: 59.60% F: 63.04%
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+ 2023-04-21 13:44:36 INFO test: loss: 0.1468 - UP: 63.82% UR: 66.77% UF: 65.26% P: 60.30% R: 63.08% F: 61.66%
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+ 2023-04-21 13:44:36 INFO 0:00:10.052469s elapsed
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+ 2023-04-21 13:44:45 INFO dev: loss: 0.1878 - UP: 73.78% UR: 64.83% UF: 69.02% P: 67.92% R: 59.69% F: 63.54%
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+ 2023-04-21 13:44:46 INFO test: loss: 0.1322 - UP: 63.67% UR: 66.50% UF: 65.05% P: 60.12% R: 62.78% F: 61.42%
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+ 2023-04-21 13:44:46 INFO 0:00:09.565935s elapsed
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+ 2023-04-21 13:44:46 INFO Epoch 73 / 5000:
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+ 2023-04-21 13:44:54 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 97.19% UR: 96.47% UF: 96.83% P: 97.15% R: 96.44% F: 96.79%
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+ 2023-04-21 13:44:55 INFO dev: loss: 0.2202 - UP: 72.49% UR: 66.23% UF: 69.22% P: 65.90% R: 60.21% F: 62.93%
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+ 2023-04-21 13:44:56 INFO test: loss: 0.1561 - UP: 62.78% UR: 68.07% UF: 65.31% P: 59.13% R: 64.11% F: 61.52%
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+ 2023-04-21 13:44:56 INFO 0:00:09.643239s elapsed
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+ 2023-04-21 13:45:04 INFO lr: 4.9260e-05 - loss: 0.0019 - UP: 98.11% UR: 96.98% UF: 97.54% P: 98.02% R: 96.89% F: 97.45%
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+ 2023-04-21 13:45:04 INFO dev: loss: 0.2129 - UP: 71.60% UR: 66.67% UF: 69.05% P: 64.85% R: 60.38% F: 62.54%
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+ 2023-04-21 13:45:06 INFO test: loss: 0.1551 - UP: 61.23% UR: 69.12% UF: 64.94% P: 57.59% R: 65.02% F: 61.08%
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+ 2023-04-21 13:45:06 INFO 0:00:09.871861s elapsed
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+ 2023-04-21 13:45:13 INFO lr: 4.9250e-05 - loss: 0.0005 - UP: 98.04% UR: 97.53% UF: 97.79% P: 97.97% R: 97.46% F: 97.72%
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+ 2023-04-21 13:45:14 INFO dev: loss: 0.2111 - UP: 71.55% UR: 65.18% UF: 68.22% P: 65.23% R: 59.42% F: 62.19%
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+ 2023-04-21 13:45:15 INFO test: loss: 0.1536 - UP: 61.84% UR: 68.10% UF: 64.82% P: 58.17% R: 64.05% F: 60.97%
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+ 2023-04-21 13:45:23 INFO lr: 4.9240e-05 - loss: 0.0014 - UP: 98.09% UR: 97.21% UF: 97.65% P: 98.01% R: 97.14% F: 97.57%
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+ 2023-04-21 13:45:24 INFO dev: loss: 0.2085 - UP: 70.75% UR: 67.98% UF: 69.34% P: 64.85% R: 62.30% F: 63.55%
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+ 2023-04-21 13:45:25 INFO test: loss: 0.1609 - UP: 60.59% UR: 68.88% UF: 64.47% P: 56.88% R: 64.65% F: 60.52%
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+ 2023-04-21 13:45:25 INFO 0:00:09.662325s elapsed
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+ 2023-04-21 13:45:34 INFO test: loss: 0.1627 - UP: 63.55% UR: 66.47% UF: 64.97% P: 60.03% R: 62.78% F: 61.38%
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+ 2023-04-21 13:45:34 INFO 0:00:09.691286s elapsed
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+ 2023-04-21 13:45:44 INFO test: loss: 0.1637 - UP: 62.45% UR: 68.76% UF: 65.45% P: 58.96% R: 64.93% F: 61.80%
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+ 2023-04-21 13:45:52 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 97.92% UR: 96.75% UF: 97.33% P: 97.81% R: 96.64% F: 97.22%
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+ 2023-04-21 13:45:54 INFO test: loss: 0.1690 - UP: 60.19% UR: 69.63% UF: 64.57% P: 56.43% R: 65.29% F: 60.54%
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+ 2023-04-21 13:46:02 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 97.79% UR: 96.85% UF: 97.32% P: 97.66% R: 96.71% F: 97.18%
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+ 2023-04-21 13:46:04 INFO test: loss: 0.1458 - UP: 63.65% UR: 66.71% UF: 65.14% P: 59.94% R: 62.81% F: 61.34%
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+ 2023-04-21 13:46:04 INFO Epoch 81 / 5000:
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+ 2023-04-21 13:46:14 INFO test: loss: 0.1499 - UP: 60.96% UR: 67.82% UF: 64.21% P: 57.24% R: 63.69% F: 60.29%
553
+ 2023-04-21 13:46:14 INFO 0:00:09.637413s elapsed
554
+
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+ 2023-04-21 13:46:14 INFO Epoch 82 / 5000:
556
+ 2023-04-21 13:46:21 INFO lr: 4.9180e-05 - loss: 0.0066 - UP: 98.04% UR: 96.21% UF: 97.11% P: 97.87% R: 96.04% F: 96.94%
557
+ 2023-04-21 13:46:22 INFO dev: loss: 0.2080 - UP: 72.74% UR: 66.58% UF: 69.52% P: 66.35% R: 60.73% F: 63.42%
558
+ 2023-04-21 13:46:23 INFO test: loss: 0.1398 - UP: 61.32% UR: 68.25% UF: 64.60% P: 57.36% R: 63.84% F: 60.43%
559
+ 2023-04-21 13:46:23 INFO 0:00:09.933340s elapsed
560
+
561
+ 2023-04-21 13:46:23 INFO Epoch 83 / 5000:
562
+ 2023-04-21 13:46:31 INFO lr: 4.9170e-05 - loss: 0.0031 - UP: 97.88% UR: 96.97% UF: 97.42% P: 97.71% R: 96.80% F: 97.25%
563
+ 2023-04-21 13:46:32 INFO dev: loss: 0.2396 - UP: 71.57% UR: 68.32% UF: 69.91% P: 65.27% R: 62.30% F: 63.75%
564
+ 2023-04-21 13:46:33 INFO test: loss: 0.1537 - UP: 60.14% UR: 68.55% UF: 64.07% P: 56.62% R: 64.53% F: 60.32%
565
+ 2023-04-21 13:46:33 INFO 0:00:09.614403s elapsed
566
+
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+ 2023-04-21 13:46:33 INFO Epoch 84 / 5000:
568
+ 2023-04-21 13:46:41 INFO lr: 4.9160e-05 - loss: 0.0024 - UP: 97.89% UR: 97.75% UF: 97.82% P: 97.81% R: 97.67% F: 97.74%
569
+ 2023-04-21 13:46:42 INFO dev: loss: 0.2526 - UP: 72.67% UR: 65.88% UF: 69.11% P: 66.31% R: 60.12% F: 63.07%
570
+ 2023-04-21 13:46:43 INFO test: loss: 0.1685 - UP: 61.49% UR: 68.19% UF: 64.66% P: 57.81% R: 64.11% F: 60.80%
571
+ 2023-04-21 13:46:43 INFO 0:00:09.644119s elapsed
572
+
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+ 2023-04-21 13:46:43 INFO Epoch 85 / 5000:
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+ 2023-04-21 13:46:51 INFO lr: 4.9150e-05 - loss: 0.0002 - UP: 97.97% UR: 97.29% UF: 97.63% P: 97.83% R: 97.16% F: 97.50%
575
+ 2023-04-21 13:46:51 INFO dev: loss: 0.2263 - UP: 71.26% UR: 67.28% UF: 69.21% P: 64.88% R: 61.26% F: 63.02%
576
+ 2023-04-21 13:46:53 INFO test: loss: 0.1658 - UP: 59.81% UR: 69.76% UF: 64.40% P: 56.34% R: 65.71% F: 60.67%
577
+ 2023-04-21 13:46:53 INFO 0:00:09.931158s elapsed
578
+
579
+ 2023-04-21 13:47:45 INFO Epoch 55 saved
580
+ 2023-04-21 13:47:45 INFO dev: UP: 73.63% UR: 67.02% UF: 70.17% P: 68.17% R: 62.04% F: 64.96%
581
+ 2023-04-21 13:47:45 INFO test: UP: 62.64% UR: 67.10% UF: 64.79% P: 59.12% R: 63.33% F: 61.15%
582
+ 2023-04-21 13:47:45 INFO 0:14:21.269387s elapsed, 0:00:10.132581s/epoch
models/opener_en/bySentiment_desc40/model_vi_opener_en_mbert_6 ADDED
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1
+ 2023-04-21 22:58:58 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_mbert_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | bert-base-multilingual-cased
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-21 22:58:59 INFO Building the fields
39
+ 2023-04-21 22:59:07 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-21 22:59:07 INFO Building the model
44
+ 2023-04-21 22:59:35 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-21 22:59:35 INFO Loading the data
64
+ 2023-04-21 22:59:38 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-21 22:59:41 INFO Epoch 1 / 5000:
70
+ 2023-04-21 22:59:52 INFO lr: 4.9990e-05 - loss: 0.1165 - UP: 1.27% UR: 3.46% UF: 1.86% P: 0.68% R: 1.85% F: 1.00%
71
+ 2023-04-21 22:59:53 INFO dev: loss: 0.1700 - UP: 17.24% UR: 7.42% UF: 10.37% P: 12.98% R: 5.58% F: 7.81%
72
+ 2023-04-21 22:59:54 INFO test: loss: 0.1593 - UP: 12.37% UR: 8.00% UF: 9.72% P: 10.22% R: 6.61% F: 8.03%
73
+ 2023-04-21 23:00:30 INFO 0:00:12.765501s elapsed (saved)
74
+
75
+ 2023-04-21 23:00:30 INFO Epoch 2 / 5000:
76
+ 2023-04-21 23:00:36 INFO lr: 4.9980e-05 - loss: 0.1904 - UP: 33.16% UR: 6.26% UF: 10.53% P: 27.72% R: 5.23% F: 8.80%
77
+ 2023-04-21 23:00:37 INFO dev: loss: 0.1434 - UP: 89.22% UR: 7.94% UF: 14.58% P: 73.53% R: 6.54% F: 12.02%
78
+ 2023-04-21 23:00:38 INFO test: loss: 0.1193 - UP: 89.20% UR: 8.72% UF: 15.89% P: 72.53% R: 7.09% F: 12.92%
79
+ 2023-04-21 23:00:50 INFO 0:00:08.073467s elapsed (saved)
80
+
81
+ 2023-04-21 23:00:50 INFO Epoch 3 / 5000:
82
+ 2023-04-21 23:00:56 INFO lr: 4.9970e-05 - loss: 0.1347 - UP: 57.12% UR: 14.54% UF: 23.18% P: 49.48% R: 12.59% F: 20.08%
83
+ 2023-04-21 23:00:57 INFO dev: loss: 0.1233 - UP: 61.38% UR: 15.53% UF: 24.79% P: 50.69% R: 12.83% F: 20.47%
84
+ 2023-04-21 23:00:58 INFO test: loss: 0.0982 - UP: 65.44% UR: 17.20% UF: 27.25% P: 57.63% R: 15.15% F: 24.00%
85
+ 2023-04-21 23:01:09 INFO 0:00:08.669405s elapsed (saved)
86
+
87
+ 2023-04-21 23:01:09 INFO Epoch 4 / 5000:
88
+ 2023-04-21 23:01:16 INFO lr: 4.9960e-05 - loss: 0.0792 - UP: 60.59% UR: 20.47% UF: 30.60% P: 55.79% R: 18.85% F: 28.18%
89
+ 2023-04-21 23:01:16 INFO dev: loss: 0.1228 - UP: 87.13% UR: 13.00% UF: 22.63% P: 74.85% R: 11.17% F: 19.44%
90
+ 2023-04-21 23:01:17 INFO test: loss: 0.0984 - UP: 82.45% UR: 16.45% UF: 27.43% P: 74.74% R: 14.91% F: 24.86%
91
+ 2023-04-21 23:01:17 INFO 0:00:08.209583s elapsed
92
+
93
+ 2023-04-21 23:01:17 INFO Epoch 5 / 5000:
94
+ 2023-04-21 23:01:24 INFO lr: 4.9950e-05 - loss: 0.1156 - UP: 66.22% UR: 23.24% UF: 34.40% P: 62.53% R: 21.95% F: 32.49%
95
+ 2023-04-21 23:01:25 INFO dev: loss: 0.1153 - UP: 67.99% UR: 31.33% UF: 42.89% P: 57.77% R: 26.61% F: 36.44%
96
+ 2023-04-21 23:01:26 INFO test: loss: 0.0900 - UP: 58.72% UR: 38.42% UF: 46.45% P: 53.23% R: 34.83% F: 42.11%
97
+ 2023-04-21 23:01:38 INFO 0:00:08.960035s elapsed (saved)
98
+
99
+ 2023-04-21 23:01:38 INFO Epoch 6 / 5000:
100
+ 2023-04-21 23:01:45 INFO lr: 4.9940e-05 - loss: 0.0436 - UP: 64.77% UR: 26.57% UF: 37.69% P: 61.21% R: 25.11% F: 35.61%
101
+ 2023-04-21 23:01:46 INFO dev: loss: 0.1266 - UP: 82.00% UR: 21.47% UF: 34.02% P: 73.00% R: 19.11% F: 30.29%
102
+ 2023-04-21 23:01:47 INFO test: loss: 0.0981 - UP: 75.40% UR: 27.29% UF: 40.07% P: 69.39% R: 25.11% F: 36.88%
103
+ 2023-04-21 23:01:47 INFO 0:00:08.833956s elapsed
104
+
105
+ 2023-04-21 23:01:47 INFO Epoch 7 / 5000:
106
+ 2023-04-21 23:01:54 INFO lr: 4.9930e-05 - loss: 0.0450 - UP: 67.46% UR: 28.31% UF: 39.89% P: 64.30% R: 26.98% F: 38.01%
107
+ 2023-04-21 23:01:55 INFO dev: loss: 0.1191 - UP: 78.73% UR: 21.64% UF: 33.95% P: 67.30% R: 18.50% F: 29.02%
108
+ 2023-04-21 23:01:56 INFO test: loss: 0.0983 - UP: 71.33% UR: 28.46% UF: 40.69% P: 64.60% R: 25.78% F: 36.85%
109
+ 2023-04-21 23:01:56 INFO 0:00:08.685559s elapsed
110
+
111
+ 2023-04-21 23:01:56 INFO Epoch 8 / 5000:
112
+ 2023-04-21 23:02:03 INFO lr: 4.9920e-05 - loss: 0.0743 - UP: 71.05% UR: 35.44% UF: 47.30% P: 68.75% R: 34.30% F: 45.76%
113
+ 2023-04-21 23:02:04 INFO dev: loss: 0.1204 - UP: 68.57% UR: 32.55% UF: 44.14% P: 57.35% R: 27.23% F: 36.92%
114
+ 2023-04-21 23:02:05 INFO test: loss: 0.0941 - UP: 64.28% UR: 39.33% UF: 48.80% P: 58.66% R: 35.89% F: 44.53%
115
+ 2023-04-21 23:02:15 INFO 0:00:08.867912s elapsed (saved)
116
+
117
+ 2023-04-21 23:02:15 INFO Epoch 9 / 5000:
118
+ 2023-04-21 23:02:22 INFO lr: 4.9910e-05 - loss: 0.0396 - UP: 72.42% UR: 40.87% UF: 52.25% P: 68.05% R: 38.40% F: 49.10%
119
+ 2023-04-21 23:02:23 INFO dev: loss: 0.1210 - UP: 68.20% UR: 37.43% UF: 48.34% P: 58.03% R: 31.85% F: 41.13%
120
+ 2023-04-21 23:02:24 INFO test: loss: 0.1007 - UP: 60.60% UR: 43.56% UF: 50.68% P: 54.68% R: 39.30% F: 45.73%
121
+ 2023-04-21 23:02:35 INFO 0:00:08.506257s elapsed (saved)
122
+
123
+ 2023-04-21 23:02:35 INFO Epoch 10 / 5000:
124
+ 2023-04-21 23:02:42 INFO lr: 4.9900e-05 - loss: 0.0146 - UP: 76.64% UR: 43.54% UF: 55.53% P: 74.49% R: 42.32% F: 53.98%
125
+ 2023-04-21 23:02:43 INFO dev: loss: 0.1146 - UP: 70.62% UR: 37.96% UF: 49.38% P: 61.36% R: 32.98% F: 42.91%
126
+ 2023-04-21 23:02:44 INFO test: loss: 0.0969 - UP: 61.69% UR: 46.42% UF: 52.98% P: 55.92% R: 42.08% F: 48.02%
127
+ 2023-04-21 23:02:56 INFO 0:00:08.386400s elapsed (saved)
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+
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+ 2023-04-21 23:02:56 INFO Epoch 11 / 5000:
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+ 2023-04-21 23:03:03 INFO lr: 4.9890e-05 - loss: 0.0277 - UP: 78.68% UR: 47.50% UF: 59.24% P: 77.06% R: 46.53% F: 58.02%
131
+ 2023-04-21 23:03:04 INFO dev: loss: 0.1150 - UP: 69.09% UR: 39.01% UF: 49.86% P: 58.58% R: 33.07% F: 42.28%
132
+ 2023-04-21 23:03:05 INFO test: loss: 0.1077 - UP: 56.84% UR: 47.39% UF: 51.69% P: 50.47% R: 42.08% F: 45.89%
133
+ 2023-04-21 23:03:05 INFO 0:00:08.475513s elapsed
134
+
135
+ 2023-04-21 23:03:05 INFO Epoch 12 / 5000:
136
+ 2023-04-21 23:03:11 INFO lr: 4.9880e-05 - loss: 0.0324 - UP: 78.29% UR: 52.16% UF: 62.61% P: 77.22% R: 51.44% F: 61.75%
137
+ 2023-04-21 23:03:12 INFO dev: loss: 0.1170 - UP: 73.61% UR: 38.22% UF: 50.32% P: 62.52% R: 32.46% F: 42.73%
138
+ 2023-04-21 23:03:13 INFO test: loss: 0.1062 - UP: 62.65% UR: 45.88% UF: 52.97% P: 56.35% R: 41.26% F: 47.64%
139
+ 2023-04-21 23:03:13 INFO 0:00:08.570138s elapsed
140
+
141
+ 2023-04-21 23:03:13 INFO Epoch 13 / 5000:
142
+ 2023-04-21 23:03:20 INFO lr: 4.9870e-05 - loss: 0.0231 - UP: 82.69% UR: 55.53% UF: 66.44% P: 81.61% R: 54.80% F: 65.57%
143
+ 2023-04-21 23:03:21 INFO dev: loss: 0.1417 - UP: 69.01% UR: 45.46% UF: 54.81% P: 58.68% R: 38.66% F: 46.61%
144
+ 2023-04-21 23:03:22 INFO test: loss: 0.1145 - UP: 58.22% UR: 53.88% UF: 55.96% P: 51.70% R: 47.84% F: 49.69%
145
+ 2023-04-21 23:03:33 INFO 0:00:09.107006s elapsed (saved)
146
+
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+ 2023-04-21 23:03:33 INFO Epoch 14 / 5000:
148
+ 2023-04-21 23:03:40 INFO lr: 4.9860e-05 - loss: 0.0341 - UP: 83.10% UR: 64.12% UF: 72.39% P: 82.57% R: 63.71% F: 71.92%
149
+ 2023-04-21 23:03:41 INFO dev: loss: 0.1298 - UP: 78.09% UR: 36.39% UF: 49.64% P: 68.73% R: 32.02% F: 43.69%
150
+ 2023-04-21 23:03:42 INFO test: loss: 0.1001 - UP: 69.18% UR: 45.34% UF: 54.78% P: 63.61% R: 41.68% F: 50.36%
151
+ 2023-04-21 23:03:42 INFO 0:00:08.620759s elapsed
152
+
153
+ 2023-04-21 23:03:42 INFO Epoch 15 / 5000:
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+ 2023-04-21 23:03:49 INFO lr: 4.9850e-05 - loss: 0.0183 - UP: 84.73% UR: 60.21% UF: 70.39% P: 84.30% R: 59.90% F: 70.04%
155
+ 2023-04-21 23:03:50 INFO dev: loss: 0.1245 - UP: 76.18% UR: 39.35% UF: 51.90% P: 68.24% R: 35.25% F: 46.49%
156
+ 2023-04-21 23:03:51 INFO test: loss: 0.0987 - UP: 69.53% UR: 48.08% UF: 56.85% P: 63.81% R: 44.13% F: 52.18%
157
+ 2023-04-21 23:03:51 INFO 0:00:09.534757s elapsed
158
+
159
+ 2023-04-21 23:03:51 INFO Epoch 16 / 5000:
160
+ 2023-04-21 23:03:58 INFO lr: 4.9840e-05 - loss: 0.0249 - UP: 86.09% UR: 66.79% UF: 75.22% P: 85.83% R: 66.59% F: 74.99%
161
+ 2023-04-21 23:03:59 INFO dev: loss: 0.1316 - UP: 69.33% UR: 50.70% UF: 58.57% P: 60.86% R: 44.50% F: 51.41%
162
+ 2023-04-21 23:04:00 INFO test: loss: 0.1077 - UP: 60.40% UR: 58.13% UF: 59.24% P: 55.16% R: 53.09% F: 54.11%
163
+ 2023-04-21 23:04:12 INFO 0:00:08.645459s elapsed (saved)
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+
165
+ 2023-04-21 23:04:12 INFO Epoch 17 / 5000:
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+ 2023-04-21 23:04:18 INFO lr: 4.9830e-05 - loss: 0.0076 - UP: 85.59% UR: 73.35% UF: 79.00% P: 85.38% R: 73.17% F: 78.81%
167
+ 2023-04-21 23:04:19 INFO dev: loss: 0.1343 - UP: 73.47% UR: 43.02% UF: 54.27% P: 66.32% R: 38.83% F: 48.98%
168
+ 2023-04-21 23:04:20 INFO test: loss: 0.1134 - UP: 66.48% UR: 52.55% UF: 58.70% P: 60.63% R: 47.93% F: 53.54%
169
+ 2023-04-21 23:04:20 INFO 0:00:08.757656s elapsed
170
+
171
+ 2023-04-21 23:04:20 INFO Epoch 18 / 5000:
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+ 2023-04-21 23:04:27 INFO lr: 4.9820e-05 - loss: 0.0112 - UP: 88.19% UR: 75.38% UF: 81.29% P: 87.61% R: 74.89% F: 80.75%
173
+ 2023-04-21 23:04:28 INFO dev: loss: 0.1441 - UP: 69.95% UR: 48.34% UF: 57.17% P: 60.73% R: 41.97% F: 49.64%
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+ 2023-04-21 23:06:52 INFO test: loss: 0.1246 - UP: 63.57% UR: 59.40% UF: 61.41% P: 58.27% R: 54.45% F: 56.30%
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+ 2023-04-21 23:07:01 INFO test: loss: 0.1212 - UP: 65.90% UR: 55.24% UF: 60.10% P: 60.60% R: 50.80% F: 55.27%
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+ 2023-04-21 23:07:01 INFO 0:00:09.117569s elapsed
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+ 2023-04-21 23:07:26 INFO lr: 4.9660e-05 - loss: 0.0071 - UP: 94.69% UR: 88.31% UF: 91.39% P: 94.57% R: 88.21% F: 91.28%
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+ 2023-04-21 23:07:27 INFO dev: loss: 0.1878 - UP: 70.39% UR: 50.61% UF: 58.88% P: 61.17% R: 43.98% F: 51.17%
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+ 2023-04-21 23:07:28 INFO test: loss: 0.1281 - UP: 61.60% UR: 60.19% UF: 60.89% P: 56.35% R: 55.06% F: 55.69%
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+ 2023-04-21 23:07:28 INFO 0:00:09.315090s elapsed
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+ 2023-04-21 23:07:35 INFO lr: 4.9650e-05 - loss: 0.0034 - UP: 93.61% UR: 89.00% UF: 91.25% P: 93.39% R: 88.80% F: 91.04%
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+ 2023-04-21 23:07:36 INFO test: loss: 0.1390 - UP: 60.28% UR: 62.39% UF: 61.32% P: 54.68% R: 56.60% F: 55.62%
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+ 2023-04-21 23:07:36 INFO 0:00:08.375723s elapsed
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+ 2023-04-21 23:07:43 INFO lr: 4.9640e-05 - loss: 0.0108 - UP: 94.48% UR: 89.44% UF: 91.89% P: 94.40% R: 89.35% F: 91.81%
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+ 2023-04-21 23:07:44 INFO dev: loss: 0.2145 - UP: 66.33% UR: 57.07% UF: 61.35% P: 57.10% R: 49.13% F: 52.81%
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+ 2023-04-21 23:07:45 INFO 0:00:08.880618s elapsed
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+ 2023-04-21 23:07:52 INFO lr: 4.9630e-05 - loss: 0.0099 - UP: 94.24% UR: 87.59% UF: 90.79% P: 94.04% R: 87.41% F: 90.61%
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+ 2023-04-21 23:07:54 INFO 0:00:08.312741s elapsed
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+ 2023-04-21 23:08:02 INFO test: loss: 0.1361 - UP: 60.03% UR: 63.33% UF: 61.63% P: 54.33% R: 57.32% F: 55.79%
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+ 2023-04-21 23:08:19 INFO test: loss: 0.1554 - UP: 63.68% UR: 60.70% UF: 62.15% P: 57.76% R: 55.06% F: 56.37%
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+ 2023-04-21 23:08:27 INFO dev: loss: 0.2121 - UP: 66.98% UR: 56.63% UF: 61.37% P: 58.31% R: 49.30% F: 53.43%
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+ 2023-04-21 23:08:28 INFO test: loss: 0.1355 - UP: 58.36% UR: 66.41% UF: 62.12% P: 53.32% R: 60.67% F: 56.76%
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+ 2023-04-21 23:08:36 INFO test: loss: 0.1297 - UP: 60.86% UR: 64.38% UF: 62.57% P: 55.81% R: 59.04% F: 57.38%
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+ 2023-04-21 23:08:54 INFO test: loss: 0.1358 - UP: 63.15% UR: 64.29% UF: 63.72% P: 57.84% R: 58.89% F: 58.36%
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+ 2023-04-21 23:09:11 INFO test: loss: 0.1469 - UP: 60.04% UR: 65.95% UF: 62.86% P: 54.77% R: 60.16% F: 57.34%
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+ 2023-04-21 23:09:20 INFO test: loss: 0.1479 - UP: 63.09% UR: 63.51% UF: 63.30% P: 57.78% R: 58.16% F: 57.97%
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+ 2023-04-21 23:09:28 INFO test: loss: 0.1511 - UP: 61.98% UR: 64.32% UF: 63.13% P: 56.60% R: 58.74% F: 57.65%
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+ 2023-04-21 23:11:28 INFO 0:00:09.119093s elapsed (saved)
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+ 2023-04-21 23:11:46 INFO test: loss: 0.1744 - UP: 59.97% UR: 68.19% UF: 63.81% P: 54.29% R: 61.73% F: 57.77%
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+ 2023-04-21 23:11:46 INFO 0:00:09.147141s elapsed
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+ 2023-04-21 23:12:05 INFO test: loss: 0.1524 - UP: 56.77% UR: 65.68% UF: 60.90% P: 51.21% R: 59.25% F: 54.94%
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+ 2023-04-21 23:12:05 INFO 0:00:09.614499s elapsed
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+ 2023-04-21 23:12:14 INFO 0:00:08.906393s elapsed
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+ 2023-04-21 23:12:14 INFO Epoch 65 / 5000:
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+ 2023-04-21 23:12:21 INFO lr: 4.9350e-05 - loss: 0.0031 - UP: 95.43% UR: 89.49% UF: 92.36% P: 95.01% R: 89.10% F: 91.96%
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+ 2023-04-21 23:12:22 INFO dev: loss: 0.1857 - UP: 68.37% UR: 51.31% UF: 58.62% P: 60.70% R: 45.55% F: 52.04%
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+ 2023-04-21 23:12:23 INFO 0:00:09.430865s elapsed
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+ 2023-04-21 23:12:23 INFO Epoch 66 / 5000:
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+ 2023-04-21 23:12:32 INFO test: loss: 0.1660 - UP: 60.89% UR: 56.96% UF: 58.86% P: 54.73% R: 51.19% F: 52.90%
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+ 2023-04-21 23:12:32 INFO 0:00:08.410386s elapsed
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+ 2023-04-21 23:12:39 INFO lr: 4.9330e-05 - loss: 0.0047 - UP: 94.06% UR: 90.56% UF: 92.28% P: 93.76% R: 90.27% F: 91.98%
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+ 2023-04-21 23:12:40 INFO test: loss: 0.1415 - UP: 57.72% UR: 63.45% UF: 60.45% P: 52.11% R: 57.29% F: 54.58%
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+ 2023-04-21 23:12:40 INFO 0:00:08.591572s elapsed
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+ 2023-04-21 23:12:40 INFO Epoch 68 / 5000:
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+ 2023-04-21 23:12:47 INFO lr: 4.9320e-05 - loss: 0.0060 - UP: 95.52% UR: 93.75% UF: 94.63% P: 95.33% R: 93.57% F: 94.44%
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+ 2023-04-21 23:12:48 INFO dev: loss: 0.1733 - UP: 77.95% UR: 52.44% UF: 62.70% P: 69.26% R: 46.60% F: 55.71%
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+ 2023-04-21 23:13:00 INFO 0:00:08.518587s elapsed (saved)
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+ 2023-04-21 23:13:00 INFO Epoch 69 / 5000:
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+ 2023-04-21 23:13:10 INFO 0:00:09.437037s elapsed
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+ 2023-04-21 23:13:10 INFO Epoch 70 / 5000:
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+ 2023-04-21 23:13:17 INFO lr: 4.9300e-05 - loss: 0.0025 - UP: 96.38% UR: 94.48% UF: 95.42% P: 96.24% R: 94.34% F: 95.28%
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+ 2023-04-21 23:13:19 INFO test: loss: 0.1489 - UP: 58.55% UR: 64.59% UF: 61.42% P: 53.52% R: 59.04% F: 56.14%
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+ 2023-04-21 23:13:31 INFO 0:00:08.961713s elapsed (saved)
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+ 2023-04-21 23:13:38 INFO dev: loss: 0.2188 - UP: 75.68% UR: 53.23% UF: 62.50% P: 66.00% R: 46.42% F: 54.51%
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+ 2023-04-21 23:13:40 INFO test: loss: 0.1836 - UP: 60.28% UR: 61.52% UF: 60.89% P: 55.10% R: 56.23% F: 55.66%
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+ 2023-04-21 23:13:47 INFO dev: loss: 0.2161 - UP: 72.58% UR: 55.67% UF: 63.01% P: 63.25% R: 48.52% F: 54.91%
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+ 2023-04-21 23:13:49 INFO test: loss: 0.1716 - UP: 59.93% UR: 62.75% UF: 61.31% P: 54.37% R: 56.93% F: 55.62%
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+ 2023-04-21 23:13:49 INFO 0:00:08.874580s elapsed
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+ 2023-04-21 23:13:56 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 98.18% UR: 95.84% UF: 97.00% P: 97.86% R: 95.53% F: 96.68%
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+ 2023-04-21 23:13:57 INFO dev: loss: 0.2167 - UP: 71.99% UR: 53.14% UF: 61.14% P: 63.36% R: 46.77% F: 53.82%
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+ 2023-04-21 23:13:58 INFO test: loss: 0.1620 - UP: 61.76% UR: 62.84% UF: 62.30% P: 56.78% R: 57.77% F: 57.27%
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+ 2023-04-21 23:14:05 INFO lr: 4.9260e-05 - loss: 0.0101 - UP: 96.93% UR: 95.69% UF: 96.30% P: 96.68% R: 95.44% F: 96.06%
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+ 2023-04-21 23:14:06 INFO dev: loss: 0.2110 - UP: 72.04% UR: 54.19% UF: 61.85% P: 62.88% R: 47.29% F: 53.98%
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+ 2023-04-21 23:14:07 INFO test: loss: 0.1563 - UP: 61.14% UR: 63.87% UF: 62.47% P: 55.62% R: 58.10% F: 56.83%
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+ 2023-04-21 23:14:07 INFO 0:00:08.882725s elapsed
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+ 2023-04-21 23:14:14 INFO lr: 4.9250e-05 - loss: 0.0075 - UP: 92.94% UR: 88.33% UF: 90.58% P: 92.71% R: 88.11% F: 90.35%
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+ 2023-04-21 23:14:16 INFO test: loss: 0.1584 - UP: 56.53% UR: 62.54% UF: 59.39% P: 51.13% R: 56.57% F: 53.71%
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+ 2023-04-21 23:14:16 INFO 0:00:09.142978s elapsed
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+ 2023-04-21 23:14:23 INFO lr: 4.9240e-05 - loss: 0.0118 - UP: 93.76% UR: 90.66% UF: 92.18% P: 93.40% R: 90.31% F: 91.83%
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+ 2023-04-21 23:14:41 INFO lr: 4.9220e-05 - loss: 0.0025 - UP: 97.02% UR: 94.10% UF: 95.54% P: 96.22% R: 93.33% F: 94.75%
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+ 2023-04-21 23:14:43 INFO test: loss: 0.1497 - UP: 55.65% UR: 66.31% UF: 60.52% P: 49.75% R: 59.28% F: 54.10%
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+ 2023-04-21 23:14:43 INFO 0:00:09.025639s elapsed
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+ 2023-04-21 23:14:50 INFO lr: 4.9210e-05 - loss: 0.0119 - UP: 93.09% UR: 92.44% UF: 92.76% P: 92.50% R: 91.85% F: 92.18%
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+ 2023-04-21 23:14:52 INFO test: loss: 0.1578 - UP: 62.03% UR: 59.86% UF: 60.92% P: 55.83% R: 53.88% F: 54.84%
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+ 2023-04-21 23:14:59 INFO lr: 4.9200e-05 - loss: 0.0023 - UP: 94.64% UR: 90.91% UF: 92.74% P: 93.90% R: 90.20% F: 92.01%
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+ 2023-04-21 23:15:00 INFO 0:00:08.490616s elapsed
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+ 2023-04-21 23:15:07 INFO lr: 4.9190e-05 - loss: 0.0008 - UP: 96.33% UR: 93.28% UF: 94.78% P: 95.91% R: 92.87% F: 94.36%
551
+ 2023-04-21 23:15:07 INFO dev: loss: 0.2116 - UP: 65.23% UR: 56.81% UF: 60.73% P: 56.51% R: 49.21% F: 52.61%
552
+ 2023-04-21 23:15:09 INFO test: loss: 0.1469 - UP: 57.37% UR: 63.57% UF: 60.31% P: 51.35% R: 56.90% F: 53.98%
553
+ 2023-04-21 23:15:09 INFO 0:00:08.444598s elapsed
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+ 2023-04-21 23:15:16 INFO lr: 4.9180e-05 - loss: 0.0283 - UP: 96.86% UR: 94.74% UF: 95.79% P: 96.74% R: 94.62% F: 95.67%
557
+ 2023-04-21 23:15:16 INFO dev: loss: 0.1878 - UP: 68.62% UR: 55.15% UF: 61.15% P: 59.07% R: 47.47% F: 52.64%
558
+ 2023-04-21 23:15:17 INFO test: loss: 0.1369 - UP: 61.22% UR: 63.99% UF: 62.57% P: 55.36% R: 57.86% F: 56.58%
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+ 2023-04-21 23:15:17 INFO 0:00:08.552683s elapsed
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+ 2023-04-21 23:15:24 INFO lr: 4.9170e-05 - loss: 0.0162 - UP: 97.73% UR: 95.72% UF: 96.72% P: 97.36% R: 95.36% F: 96.35%
563
+ 2023-04-21 23:15:25 INFO dev: loss: 0.2000 - UP: 68.58% UR: 55.24% UF: 61.19% P: 59.80% R: 48.17% F: 53.36%
564
+ 2023-04-21 23:15:26 INFO test: loss: 0.1383 - UP: 60.40% UR: 63.72% UF: 62.02% P: 55.11% R: 58.13% F: 56.58%
565
+ 2023-04-21 23:15:26 INFO 0:00:08.800367s elapsed
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+ 2023-04-21 23:15:33 INFO lr: 4.9160e-05 - loss: 0.0109 - UP: 97.29% UR: 93.40% UF: 95.31% P: 97.18% R: 93.29% F: 95.20%
569
+ 2023-04-21 23:15:33 INFO dev: loss: 0.2196 - UP: 73.47% UR: 50.26% UF: 59.69% P: 63.52% R: 43.46% F: 51.61%
570
+ 2023-04-21 23:15:34 INFO test: loss: 0.1482 - UP: 62.87% UR: 58.98% UF: 60.86% P: 57.82% R: 54.24% F: 55.97%
571
+ 2023-04-21 23:15:34 INFO 0:00:08.513745s elapsed
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+
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+ 2023-04-21 23:15:41 INFO lr: 4.9150e-05 - loss: 0.0049 - UP: 94.22% UR: 93.76% UF: 93.99% P: 94.11% R: 93.66% F: 93.88%
575
+ 2023-04-21 23:15:42 INFO dev: loss: 0.2364 - UP: 74.09% UR: 49.65% UF: 59.46% P: 64.58% R: 43.28% F: 51.83%
576
+ 2023-04-21 23:15:43 INFO test: loss: 0.1525 - UP: 63.96% UR: 57.20% UF: 60.39% P: 59.13% R: 52.88% F: 55.83%
577
+ 2023-04-21 23:15:43 INFO 0:00:08.967937s elapsed
578
+
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+ 2023-04-21 23:15:43 INFO Epoch 86 / 5000:
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+ 2023-04-21 23:15:50 INFO lr: 4.9140e-05 - loss: 0.0038 - UP: 93.94% UR: 90.37% UF: 92.12% P: 93.54% R: 89.98% F: 91.73%
581
+ 2023-04-21 23:15:51 INFO dev: loss: 0.2273 - UP: 66.19% UR: 60.82% UF: 63.39% P: 55.56% R: 51.05% F: 53.21%
582
+ 2023-04-21 23:15:52 INFO test: loss: 0.1551 - UP: 54.35% UR: 63.69% UF: 58.65% P: 49.79% R: 58.35% F: 53.73%
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+ 2023-04-21 23:15:52 INFO 0:00:08.485379s elapsed
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+
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+ 2023-04-21 23:15:59 INFO lr: 4.9130e-05 - loss: 0.0043 - UP: 93.62% UR: 85.43% UF: 89.33% P: 93.46% R: 85.28% F: 89.18%
587
+ 2023-04-21 23:16:00 INFO dev: loss: 0.1856 - UP: 69.68% UR: 52.53% UF: 59.90% P: 61.34% R: 46.25% F: 52.74%
588
+ 2023-04-21 23:16:01 INFO test: loss: 0.1509 - UP: 60.88% UR: 60.13% UF: 60.50% P: 55.59% R: 54.90% F: 55.25%
589
+ 2023-04-21 23:16:01 INFO 0:00:08.745019s elapsed
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+
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+ 2023-04-21 23:16:01 INFO Epoch 88 / 5000:
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+ 2023-04-21 23:16:07 INFO lr: 4.9120e-05 - loss: 0.0112 - UP: 93.42% UR: 90.76% UF: 92.07% P: 93.12% R: 90.47% F: 91.77%
593
+ 2023-04-21 23:16:08 INFO dev: loss: 0.1978 - UP: 67.05% UR: 56.46% UF: 61.30% P: 57.31% R: 48.25% F: 52.39%
594
+ 2023-04-21 23:16:09 INFO test: loss: 0.1487 - UP: 55.19% UR: 64.62% UF: 59.54% P: 50.22% R: 58.80% F: 54.17%
595
+ 2023-04-21 23:16:09 INFO 0:00:08.384989s elapsed
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+
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+ 2023-04-21 23:16:09 INFO Epoch 89 / 5000:
598
+ 2023-04-21 23:16:16 INFO lr: 4.9110e-05 - loss: 0.0052 - UP: 96.78% UR: 92.13% UF: 94.40% P: 96.55% R: 91.92% F: 94.17%
599
+ 2023-04-21 23:16:17 INFO dev: loss: 0.2211 - UP: 69.20% UR: 52.53% UF: 59.72% P: 58.85% R: 44.68% F: 50.79%
600
+ 2023-04-21 23:16:18 INFO test: loss: 0.1583 - UP: 59.26% UR: 59.13% UF: 59.19% P: 54.45% R: 54.33% F: 54.39%
601
+ 2023-04-21 23:16:18 INFO 0:00:08.604644s elapsed
602
+
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+ 2023-04-21 23:16:18 INFO Epoch 90 / 5000:
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+ 2023-04-21 23:16:24 INFO lr: 4.9100e-05 - loss: 0.0079 - UP: 96.88% UR: 94.60% UF: 95.73% P: 96.84% R: 94.56% F: 95.69%
605
+ 2023-04-21 23:16:25 INFO dev: loss: 0.2331 - UP: 68.59% UR: 53.93% UF: 60.38% P: 59.60% R: 46.86% F: 52.47%
606
+ 2023-04-21 23:16:26 INFO test: loss: 0.1492 - UP: 59.58% UR: 61.94% UF: 60.74% P: 54.65% R: 56.81% F: 55.71%
607
+ 2023-04-21 23:16:26 INFO 0:00:08.680739s elapsed
608
+
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+ 2023-04-21 23:16:26 INFO Epoch 91 / 5000:
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+ 2023-04-21 23:16:33 INFO lr: 4.9090e-05 - loss: 0.0093 - UP: 94.00% UR: 88.76% UF: 91.30% P: 93.91% R: 88.68% F: 91.22%
611
+ 2023-04-21 23:16:34 INFO dev: loss: 0.2412 - UP: 67.54% UR: 53.93% UF: 59.97% P: 57.92% R: 46.25% F: 51.43%
612
+ 2023-04-21 23:16:35 INFO test: loss: 0.1785 - UP: 55.98% UR: 60.64% UF: 58.22% P: 51.41% R: 55.69% F: 53.46%
613
+ 2023-04-21 23:16:35 INFO 0:00:08.595367s elapsed
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+
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616
+ 2023-04-21 23:16:42 INFO lr: 4.9080e-05 - loss: 0.0041 - UP: 94.96% UR: 93.31% UF: 94.12% P: 94.86% R: 93.21% F: 94.03%
617
+ 2023-04-21 23:16:43 INFO dev: loss: 0.2080 - UP: 70.70% UR: 52.01% UF: 59.93% P: 60.74% R: 44.68% F: 51.48%
618
+ 2023-04-21 23:16:44 INFO test: loss: 0.1527 - UP: 59.03% UR: 58.62% UF: 58.82% P: 54.07% R: 53.70% F: 53.88%
619
+ 2023-04-21 23:16:44 INFO 0:00:08.863403s elapsed
620
+
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622
+ 2023-04-21 23:16:51 INFO lr: 4.9070e-05 - loss: 0.0017 - UP: 97.07% UR: 95.73% UF: 96.40% P: 97.00% R: 95.66% F: 96.33%
623
+ 2023-04-21 23:16:51 INFO dev: loss: 0.1913 - UP: 67.56% UR: 55.24% UF: 60.78% P: 58.06% R: 47.47% F: 52.23%
624
+ 2023-04-21 23:16:52 INFO test: loss: 0.1518 - UP: 57.99% UR: 62.90% UF: 60.34% P: 52.45% R: 56.90% F: 54.58%
625
+ 2023-04-21 23:16:52 INFO 0:00:08.441319s elapsed
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+
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+ 2023-04-21 23:16:52 INFO Epoch 94 / 5000:
628
+ 2023-04-21 23:16:59 INFO lr: 4.9060e-05 - loss: 0.0082 - UP: 98.19% UR: 96.80% UF: 97.49% P: 98.11% R: 96.73% F: 97.41%
629
+ 2023-04-21 23:17:00 INFO dev: loss: 0.2121 - UP: 67.24% UR: 54.28% UF: 60.07% P: 58.81% R: 47.47% F: 52.54%
630
+ 2023-04-21 23:17:01 INFO test: loss: 0.1623 - UP: 58.87% UR: 62.72% UF: 60.73% P: 53.43% R: 56.93% F: 55.12%
631
+ 2023-04-21 23:17:01 INFO 0:00:08.986485s elapsed
632
+
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+ 2023-04-21 23:17:01 INFO Epoch 95 / 5000:
634
+ 2023-04-21 23:17:08 INFO lr: 4.9050e-05 - loss: 0.0043 - UP: 97.63% UR: 96.25% UF: 96.94% P: 97.61% R: 96.23% F: 96.91%
635
+ 2023-04-21 23:17:09 INFO dev: loss: 0.2144 - UP: 67.93% UR: 53.23% UF: 59.69% P: 59.80% R: 46.86% F: 52.54%
636
+ 2023-04-21 23:17:10 INFO test: loss: 0.1552 - UP: 60.52% UR: 62.15% UF: 61.33% P: 55.09% R: 56.57% F: 55.82%
637
+ 2023-04-21 23:17:10 INFO 0:00:08.425925s elapsed
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+
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+ 2023-04-21 23:17:10 INFO Epoch 96 / 5000:
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+ 2023-04-21 23:17:17 INFO lr: 4.9040e-05 - loss: 0.0007 - UP: 98.68% UR: 97.53% UF: 98.10% P: 98.62% R: 97.47% F: 98.04%
641
+ 2023-04-21 23:17:17 INFO dev: loss: 0.2187 - UP: 69.66% UR: 53.49% UF: 60.51% P: 61.36% R: 47.12% F: 53.31%
642
+ 2023-04-21 23:17:18 INFO test: loss: 0.1691 - UP: 61.70% UR: 62.15% UF: 61.92% P: 55.98% R: 56.38% F: 56.18%
643
+ 2023-04-21 23:17:18 INFO 0:00:08.666703s elapsed
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+
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+ 2023-04-21 23:17:18 INFO Epoch 97 / 5000:
646
+ 2023-04-21 23:17:25 INFO lr: 4.9030e-05 - loss: 0.0021 - UP: 98.22% UR: 97.39% UF: 97.80% P: 98.10% R: 97.27% F: 97.68%
647
+ 2023-04-21 23:17:26 INFO dev: loss: 0.2562 - UP: 69.09% UR: 55.58% UF: 61.61% P: 60.09% R: 48.34% F: 53.58%
648
+ 2023-04-21 23:17:27 INFO test: loss: 0.1718 - UP: 60.39% UR: 63.42% UF: 61.87% P: 55.45% R: 58.23% F: 56.80%
649
+ 2023-04-21 23:17:27 INFO 0:00:08.885183s elapsed
650
+
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+ 2023-04-21 23:17:27 INFO Epoch 98 / 5000:
652
+ 2023-04-21 23:17:34 INFO lr: 4.9020e-05 - loss: 0.0014 - UP: 98.53% UR: 97.97% UF: 98.25% P: 98.47% R: 97.91% F: 98.19%
653
+ 2023-04-21 23:17:35 INFO dev: loss: 0.2412 - UP: 67.41% UR: 57.77% UF: 62.22% P: 58.55% R: 50.17% F: 54.04%
654
+ 2023-04-21 23:17:36 INFO test: loss: 0.1696 - UP: 59.20% UR: 64.26% UF: 61.63% P: 53.67% R: 58.26% F: 55.87%
655
+ 2023-04-21 23:17:36 INFO 0:00:08.620661s elapsed
656
+
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+ 2023-04-21 23:17:36 INFO Epoch 99 / 5000:
658
+ 2023-04-21 23:17:43 INFO lr: 4.9010e-05 - loss: 0.0011 - UP: 98.79% UR: 98.33% UF: 98.56% P: 98.75% R: 98.30% F: 98.52%
659
+ 2023-04-21 23:17:43 INFO dev: loss: 0.2522 - UP: 67.92% UR: 58.38% UF: 62.79% P: 58.48% R: 50.26% F: 54.06%
660
+ 2023-04-21 23:17:45 INFO test: loss: 0.1693 - UP: 59.33% UR: 64.11% UF: 61.63% P: 53.91% R: 58.26% F: 56.00%
661
+ 2023-04-21 23:17:45 INFO 0:00:08.896854s elapsed
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+
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+ 2023-04-21 23:17:45 INFO Epoch 100 / 5000:
664
+ 2023-04-21 23:17:52 INFO lr: 4.9000e-05 - loss: 0.0003 - UP: 98.94% UR: 98.14% UF: 98.54% P: 98.90% R: 98.10% F: 98.50%
665
+ 2023-04-21 23:17:52 INFO dev: loss: 0.2465 - UP: 68.59% UR: 59.08% UF: 63.48% P: 59.17% R: 50.96% F: 54.76%
666
+ 2023-04-21 23:17:53 INFO test: loss: 0.1719 - UP: 58.81% UR: 65.17% UF: 61.83% P: 53.01% R: 58.74% F: 55.73%
667
+ 2023-04-21 23:17:53 INFO 0:00:08.508579s elapsed
668
+
669
+ 2023-04-21 23:18:27 INFO Epoch 70 saved
670
+ 2023-04-21 23:18:27 INFO dev: UP: 71.96% UR: 57.33% UF: 63.82% P: 64.18% R: 51.13% F: 56.92%
671
+ 2023-04-21 23:18:27 INFO test: UP: 58.55% UR: 64.59% UF: 61.42% P: 53.52% R: 59.04% F: 56.14%
672
+ 2023-04-21 23:18:27 INFO 0:14:44.041199s elapsed, 0:00:08.840412s/epoch
models/opener_en/bySentiment_desc40/model_vi_opener_en_roberta_6 ADDED
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+ size 559069669
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1
+ 2023-04-21 13:12:22 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_bySentiment_desc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/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
+ 2023-04-21 13:12:22 INFO Building the fields
39
+ 2023-04-21 13:12:32 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-21 13:12:32 INFO Building the model
44
+ 2023-04-21 13:13:01 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
+ 2023-04-21 13:13:01 INFO Loading the data
64
+ 2023-04-21 13:13:04 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-21 13:13:07 INFO Epoch 1 / 5000:
70
+ 2023-04-21 13:13:19 INFO lr: 4.9990e-05 - loss: 0.1429 - UP: 3.10% UR: 7.98% UF: 4.46% P: 0.81% R: 2.09% F: 1.17%
71
+ 2023-04-21 13:13:19 INFO dev: loss: 0.1839 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-21 13:13:21 INFO test: loss: 0.1640 - UP: 100.00% UR: 0.09% UF: 0.18% P: 100.00% R: 0.09% F: 0.18%
73
+ 2023-04-21 13:13:21 INFO 0:00:13.257455s elapsed
74
+
75
+ 2023-04-21 13:13:21 INFO Epoch 2 / 5000:
76
+ 2023-04-21 13:13:26 INFO lr: 4.9980e-05 - loss: 0.0802 - UP: 52.29% UR: 4.13% UF: 7.66% P: 43.73% R: 3.46% F: 6.41%
77
+ 2023-04-21 13:13:27 INFO dev: loss: 0.1490 - UP: 100.00% UR: 0.09% UF: 0.17% P: 100.00% R: 0.09% F: 0.17%
78
+ 2023-04-21 13:13:28 INFO test: loss: 0.1378 - UP: 100.00% UR: 0.94% UF: 1.85% P: 96.77% R: 0.91% F: 1.79%
79
+ 2023-04-21 13:13:35 INFO 0:00:07.439128s elapsed (saved)
80
+
81
+ 2023-04-21 13:13:35 INFO Epoch 3 / 5000:
82
+ 2023-04-21 13:13:41 INFO lr: 4.9970e-05 - loss: 0.0297 - UP: 56.19% UR: 9.21% UF: 15.82% P: 51.92% R: 8.51% F: 14.62%
83
+ 2023-04-21 13:13:42 INFO dev: loss: 0.1266 - UP: 85.23% UR: 11.08% UF: 19.61% P: 78.52% R: 10.21% F: 18.07%
84
+ 2023-04-21 13:13:43 INFO test: loss: 0.1088 - UP: 80.45% UR: 14.04% UF: 23.90% P: 76.82% R: 13.40% F: 22.82%
85
+ 2023-04-21 13:13:51 INFO 0:00:07.617328s elapsed (saved)
86
+
87
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+ 2023-04-21 13:14:59 INFO test: loss: 0.0989 - UP: 73.15% UR: 36.19% UF: 48.42% P: 68.94% R: 34.11% F: 45.64%
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+ 2023-04-21 13:15:07 INFO test: loss: 0.0914 - UP: 67.63% UR: 45.85% UF: 54.65% P: 63.80% R: 43.25% F: 51.56%
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+ 2023-04-21 13:17:08 INFO 0:00:08.665552s elapsed (saved)
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+ 2023-04-21 13:17:15 INFO lr: 4.9810e-05 - loss: 0.0081 - UP: 90.88% UR: 82.03% UF: 86.23% P: 90.71% R: 81.87% F: 86.06%
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+ 2023-04-21 13:17:16 INFO dev: loss: 0.1222 - UP: 73.04% UR: 52.01% UF: 60.75% P: 67.77% R: 48.25% F: 56.37%
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+ 2023-04-21 13:17:17 INFO test: loss: 0.1091 - UP: 65.25% UR: 56.23% UF: 60.41% P: 61.58% R: 53.06% F: 57.00%
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+ 2023-04-21 13:17:24 INFO dev: loss: 0.1164 - UP: 74.30% UR: 53.23% UF: 62.02% P: 68.70% R: 49.21% F: 57.35%
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+ 2023-04-21 13:17:25 INFO test: loss: 0.1076 - UP: 67.04% UR: 56.60% UF: 61.37% P: 62.89% R: 53.09% F: 57.58%
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+ 2023-04-21 13:17:32 INFO lr: 4.9790e-05 - loss: 0.0024 - UP: 93.41% UR: 85.33% UF: 89.19% P: 93.25% R: 85.18% F: 89.04%
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+ 2023-04-21 13:17:34 INFO test: loss: 0.1206 - UP: 62.55% UR: 62.60% UF: 62.57% P: 58.84% R: 58.89% F: 58.86%
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+ 2023-04-21 13:17:42 INFO 0:00:09.212650s elapsed (saved)
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+ 2023-04-21 13:17:51 INFO test: loss: 0.1110 - UP: 62.40% UR: 62.81% UF: 62.61% P: 59.01% R: 59.40% F: 59.21%
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+ 2023-04-21 13:17:58 INFO dev: loss: 0.1260 - UP: 72.56% UR: 55.85% UF: 63.12% P: 67.46% R: 51.92% F: 58.68%
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+ 2023-04-21 13:17:59 INFO test: loss: 0.1105 - UP: 65.69% UR: 61.49% UF: 63.52% P: 61.85% R: 57.89% F: 59.81%
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+ 2023-04-21 13:18:05 INFO lr: 4.9760e-05 - loss: 0.0081 - UP: 94.54% UR: 88.22% UF: 91.27% P: 94.42% R: 88.11% F: 91.15%
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+ 2023-04-21 13:18:07 INFO dev: loss: 0.1232 - UP: 75.12% UR: 53.23% UF: 62.31% P: 69.70% R: 49.39% F: 57.81%
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+ 2023-04-21 13:18:08 INFO test: loss: 0.1210 - UP: 68.17% UR: 57.92% UF: 62.63% P: 64.51% R: 54.81% F: 59.27%
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+ 2023-04-21 13:18:14 INFO lr: 4.9750e-05 - loss: 0.0175 - UP: 95.00% UR: 89.02% UF: 91.91% P: 94.82% R: 88.85% F: 91.73%
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+ 2023-04-21 13:18:15 INFO dev: loss: 0.1435 - UP: 73.58% UR: 55.41% UF: 63.22% P: 67.79% R: 51.05% F: 58.24%
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+ 2023-04-21 13:18:16 INFO test: loss: 0.1238 - UP: 65.94% UR: 61.88% UF: 63.84% P: 62.66% R: 58.80% F: 60.67%
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+ 2023-04-21 13:18:22 INFO lr: 4.9740e-05 - loss: 0.0058 - UP: 94.08% UR: 88.07% UF: 90.97% P: 93.38% R: 87.42% F: 90.30%
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+ 2023-04-21 13:18:23 INFO dev: loss: 0.1259 - UP: 75.06% UR: 54.36% UF: 63.06% P: 68.92% R: 49.91% F: 57.89%
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+ 2023-04-21 13:18:24 INFO test: loss: 0.1204 - UP: 67.25% UR: 59.19% UF: 62.96% P: 62.93% R: 55.39% F: 58.92%
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+ 2023-04-21 13:18:31 INFO lr: 4.9730e-05 - loss: 0.0082 - UP: 92.36% UR: 84.56% UF: 88.28% P: 91.04% R: 83.35% F: 87.02%
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+ 2023-04-21 13:18:31 INFO dev: loss: 0.1237 - UP: 67.46% UR: 59.51% UF: 63.24% P: 60.63% R: 53.49% F: 56.84%
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+ 2023-04-21 13:18:32 INFO test: loss: 0.1192 - UP: 60.49% UR: 66.59% UF: 63.39% P: 56.54% R: 62.24% F: 59.25%
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+ 2023-04-21 13:18:39 INFO lr: 4.9720e-05 - loss: 0.0127 - UP: 92.44% UR: 85.39% UF: 88.77% P: 91.55% R: 84.57% F: 87.92%
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+ 2023-04-21 13:18:39 INFO dev: loss: 0.1172 - UP: 72.48% UR: 58.38% UF: 64.67% P: 67.71% R: 54.54% F: 60.42%
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+ 2023-04-21 13:18:40 INFO test: loss: 0.1133 - UP: 64.19% UR: 61.52% UF: 62.82% P: 60.31% R: 57.80% F: 59.03%
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+ 2023-04-21 13:18:48 INFO 0:00:08.070734s elapsed (saved)
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+ 2023-04-21 13:18:54 INFO lr: 4.9710e-05 - loss: 0.0051 - UP: 93.74% UR: 87.88% UF: 90.71% P: 93.28% R: 87.46% F: 90.28%
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+ 2023-04-21 13:18:56 INFO test: loss: 0.1301 - UP: 61.37% UR: 63.78% UF: 62.55% P: 57.48% R: 59.73% F: 58.58%
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+ 2023-04-21 13:19:02 INFO lr: 4.9700e-05 - loss: 0.0086 - UP: 95.14% UR: 89.40% UF: 92.18% P: 95.04% R: 89.31% F: 92.08%
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+ 2023-04-21 13:19:04 INFO test: loss: 0.1319 - UP: 61.30% UR: 64.26% UF: 62.75% P: 57.99% R: 60.79% F: 59.36%
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+ 2023-04-21 13:19:19 INFO lr: 4.9690e-05 - loss: 0.0015 - UP: 94.92% UR: 90.72% UF: 92.77% P: 94.78% R: 90.59% F: 92.63%
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+ 2023-04-21 13:19:21 INFO test: loss: 0.1188 - UP: 63.08% UR: 63.48% UF: 63.28% P: 60.17% R: 60.55% F: 60.36%
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+ 2023-04-21 13:19:38 INFO test: loss: 0.1281 - UP: 62.04% UR: 64.71% UF: 63.35% P: 58.65% R: 61.18% F: 59.89%
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+ 2023-04-21 13:19:46 INFO test: loss: 0.1149 - UP: 64.18% UR: 63.66% UF: 63.92% P: 60.29% R: 59.79% F: 60.04%
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+ 2023-04-21 13:19:53 INFO lr: 4.9660e-05 - loss: 0.0070 - UP: 95.43% UR: 91.84% UF: 93.60% P: 95.37% R: 91.78% F: 93.54%
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+ 2023-04-21 13:20:01 INFO lr: 4.9650e-05 - loss: 0.0054 - UP: 94.06% UR: 87.30% UF: 90.55% P: 93.87% R: 87.12% F: 90.37%
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+ 2023-04-21 13:20:02 INFO dev: loss: 0.1298 - UP: 67.08% UR: 61.52% UF: 64.18% P: 63.18% R: 57.94% F: 60.45%
276
+ 2023-04-21 13:20:03 INFO test: loss: 0.1400 - UP: 59.14% UR: 67.31% UF: 62.96% P: 55.77% R: 63.48% F: 59.37%
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+ 2023-04-21 13:20:10 INFO lr: 4.9640e-05 - loss: 0.0087 - UP: 94.74% UR: 89.91% UF: 92.26% P: 94.55% R: 89.73% F: 92.08%
281
+ 2023-04-21 13:20:11 INFO dev: loss: 0.1222 - UP: 72.42% UR: 57.50% UF: 64.11% P: 68.68% R: 54.54% F: 60.80%
282
+ 2023-04-21 13:20:12 INFO test: loss: 0.1241 - UP: 63.56% UR: 63.45% UF: 63.50% P: 60.11% R: 60.01% F: 60.06%
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+ 2023-04-21 13:20:12 INFO 0:00:09.077020s elapsed
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+ 2023-04-21 13:20:19 INFO lr: 4.9630e-05 - loss: 0.0145 - UP: 95.06% UR: 90.68% UF: 92.82% P: 94.77% R: 90.40% F: 92.54%
287
+ 2023-04-21 13:20:19 INFO dev: loss: 0.1323 - UP: 71.67% UR: 55.85% UF: 62.78% P: 67.30% R: 52.44% F: 58.95%
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+ 2023-04-21 13:20:20 INFO test: loss: 0.1166 - UP: 64.46% UR: 62.51% UF: 63.47% P: 60.94% R: 59.10% F: 60.01%
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+ 2023-04-21 13:20:20 INFO 0:00:07.962242s elapsed
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+ 2023-04-21 13:20:27 INFO lr: 4.9620e-05 - loss: 0.0128 - UP: 91.97% UR: 85.69% UF: 88.72% P: 91.40% R: 85.16% F: 88.17%
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+ 2023-04-21 13:20:27 INFO dev: loss: 0.1187 - UP: 72.46% UR: 55.32% UF: 62.74% P: 68.00% R: 51.92% F: 58.88%
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+ 2023-04-21 13:20:28 INFO test: loss: 0.1286 - UP: 61.42% UR: 61.85% UF: 61.63% P: 58.12% R: 58.53% F: 58.32%
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+ 2023-04-21 13:20:28 INFO 0:00:08.029950s elapsed
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+ 2023-04-21 13:20:35 INFO lr: 4.9610e-05 - loss: 0.0109 - UP: 93.53% UR: 86.69% UF: 89.98% P: 92.96% R: 86.16% F: 89.43%
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+ 2023-04-21 13:20:35 INFO dev: loss: 0.1395 - UP: 69.59% UR: 56.72% UF: 62.50% P: 64.99% R: 52.97% F: 58.37%
300
+ 2023-04-21 13:20:36 INFO test: loss: 0.1133 - UP: 62.47% UR: 61.33% UF: 61.89% P: 59.36% R: 58.29% F: 58.82%
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+ 2023-04-21 13:20:36 INFO 0:00:07.797181s elapsed
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+ 2023-04-21 13:20:43 INFO lr: 4.9600e-05 - loss: 0.0027 - UP: 95.84% UR: 91.40% UF: 93.57% P: 95.72% R: 91.27% F: 93.44%
305
+ 2023-04-21 13:20:43 INFO dev: loss: 0.1392 - UP: 70.48% UR: 60.21% UF: 64.94% P: 65.58% R: 56.02% F: 60.42%
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+ 2023-04-21 13:20:44 INFO test: loss: 0.1195 - UP: 61.34% UR: 65.56% UF: 63.38% P: 58.09% R: 62.09% F: 60.02%
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+ 2023-04-21 13:20:44 INFO 0:00:07.947983s elapsed
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+ 2023-04-21 13:20:44 INFO Epoch 41 / 5000:
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+ 2023-04-21 13:20:50 INFO lr: 4.9590e-05 - loss: 0.0055 - UP: 96.72% UR: 93.76% UF: 95.22% P: 96.57% R: 93.62% F: 95.07%
311
+ 2023-04-21 13:20:51 INFO dev: loss: 0.1404 - UP: 68.70% UR: 59.95% UF: 64.03% P: 63.70% R: 55.58% F: 59.37%
312
+ 2023-04-21 13:20:52 INFO test: loss: 0.1326 - UP: 62.75% UR: 65.35% UF: 64.02% P: 59.42% R: 61.88% F: 60.62%
313
+ 2023-04-21 13:20:52 INFO 0:00:07.803012s elapsed
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+ 2023-04-21 13:20:52 INFO Epoch 42 / 5000:
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+ 2023-04-21 13:20:58 INFO lr: 4.9580e-05 - loss: 0.0111 - UP: 96.84% UR: 94.47% UF: 95.64% P: 96.79% R: 94.42% F: 95.59%
317
+ 2023-04-21 13:20:59 INFO dev: loss: 0.1536 - UP: 69.03% UR: 60.30% UF: 64.37% P: 64.84% R: 56.63% F: 60.46%
318
+ 2023-04-21 13:21:00 INFO test: loss: 0.1348 - UP: 62.25% UR: 67.10% UF: 64.58% P: 59.26% R: 63.87% F: 61.48%
319
+ 2023-04-21 13:21:00 INFO 0:00:08.001488s elapsed
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+ 2023-04-21 13:21:00 INFO Epoch 43 / 5000:
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+ 2023-04-21 13:21:06 INFO lr: 4.9570e-05 - loss: 0.0051 - UP: 96.86% UR: 94.54% UF: 95.68% P: 96.81% R: 94.49% F: 95.63%
323
+ 2023-04-21 13:21:07 INFO dev: loss: 0.1525 - UP: 71.04% UR: 60.99% UF: 65.63% P: 66.36% R: 56.98% F: 61.31%
324
+ 2023-04-21 13:21:08 INFO test: loss: 0.1171 - UP: 63.47% UR: 66.86% UF: 65.12% P: 60.26% R: 63.48% F: 61.83%
325
+ 2023-04-21 13:21:08 INFO 0:00:07.921290s elapsed
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+ 2023-04-21 13:21:08 INFO Epoch 44 / 5000:
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+ 2023-04-21 13:21:14 INFO lr: 4.9560e-05 - loss: 0.0047 - UP: 97.32% UR: 95.50% UF: 96.40% P: 97.25% R: 95.44% F: 96.34%
329
+ 2023-04-21 13:21:15 INFO dev: loss: 0.1563 - UP: 72.06% UR: 58.73% UF: 64.71% P: 67.34% R: 54.89% F: 60.48%
330
+ 2023-04-21 13:21:16 INFO test: loss: 0.1274 - UP: 65.28% UR: 64.93% UF: 65.10% P: 62.15% R: 61.82% F: 61.99%
331
+ 2023-04-21 13:21:16 INFO 0:00:08.031081s elapsed
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+ 2023-04-21 13:21:16 INFO Epoch 45 / 5000:
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+ 2023-04-21 13:21:22 INFO lr: 4.9550e-05 - loss: 0.0043 - UP: 97.46% UR: 94.59% UF: 96.00% P: 97.31% R: 94.44% F: 95.85%
335
+ 2023-04-21 13:21:23 INFO dev: loss: 0.1520 - UP: 73.12% UR: 56.98% UF: 64.05% P: 68.53% R: 53.40% F: 60.03%
336
+ 2023-04-21 13:21:24 INFO test: loss: 0.1433 - UP: 66.27% UR: 63.99% UF: 65.11% P: 62.86% R: 60.70% F: 61.76%
337
+ 2023-04-21 13:21:24 INFO 0:00:07.928055s elapsed
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+ 2023-04-21 13:21:24 INFO Epoch 46 / 5000:
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+ 2023-04-21 13:21:30 INFO lr: 4.9540e-05 - loss: 0.0064 - UP: 97.01% UR: 93.62% UF: 95.28% P: 96.83% R: 93.45% F: 95.11%
341
+ 2023-04-21 13:21:31 INFO dev: loss: 0.1589 - UP: 67.18% UR: 60.56% UF: 63.70% P: 62.63% R: 56.46% F: 59.39%
342
+ 2023-04-21 13:21:32 INFO test: loss: 0.1363 - UP: 62.05% UR: 66.74% UF: 64.31% P: 58.85% R: 63.30% F: 60.99%
343
+ 2023-04-21 13:21:32 INFO 0:00:08.001654s elapsed
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+ 2023-04-21 13:21:32 INFO Epoch 47 / 5000:
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+ 2023-04-21 13:21:38 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 97.48% UR: 95.07% UF: 96.26% P: 97.40% R: 94.98% F: 96.18%
347
+ 2023-04-21 13:21:39 INFO dev: loss: 0.1584 - UP: 70.03% UR: 60.56% UF: 64.95% P: 65.89% R: 56.98% F: 61.11%
348
+ 2023-04-21 13:21:40 INFO test: loss: 0.1256 - UP: 62.47% UR: 65.77% UF: 64.08% P: 59.52% R: 62.66% F: 61.05%
349
+ 2023-04-21 13:21:40 INFO 0:00:08.176080s elapsed
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+ 2023-04-21 13:21:40 INFO Epoch 48 / 5000:
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+ 2023-04-21 13:21:46 INFO lr: 4.9520e-05 - loss: 0.0031 - UP: 97.72% UR: 96.39% UF: 97.05% P: 97.65% R: 96.31% F: 96.98%
353
+ 2023-04-21 13:21:47 INFO dev: loss: 0.1555 - UP: 71.80% UR: 59.77% UF: 65.24% P: 67.09% R: 55.85% F: 60.95%
354
+ 2023-04-21 13:21:48 INFO test: loss: 0.1207 - UP: 63.82% UR: 65.71% UF: 64.75% P: 61.21% R: 63.02% F: 62.11%
355
+ 2023-04-21 13:21:48 INFO 0:00:07.936561s elapsed
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+ 2023-04-21 13:21:48 INFO Epoch 49 / 5000:
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+ 2023-04-21 13:21:54 INFO lr: 4.9510e-05 - loss: 0.0056 - UP: 98.07% UR: 96.01% UF: 97.03% P: 98.01% R: 95.95% F: 96.97%
359
+ 2023-04-21 13:21:55 INFO dev: loss: 0.1689 - UP: 68.58% UR: 60.56% UF: 64.32% P: 63.93% R: 56.46% F: 59.96%
360
+ 2023-04-21 13:21:56 INFO test: loss: 0.1331 - UP: 62.29% UR: 66.56% UF: 64.35% P: 59.58% R: 63.66% F: 61.55%
361
+ 2023-04-21 13:21:56 INFO 0:00:08.186374s elapsed
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+
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+ 2023-04-21 13:21:56 INFO Epoch 50 / 5000:
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+ 2023-04-21 13:22:02 INFO lr: 4.9500e-05 - loss: 0.0021 - UP: 97.82% UR: 96.70% UF: 97.26% P: 97.80% R: 96.68% F: 97.23%
365
+ 2023-04-21 13:22:03 INFO dev: loss: 0.1596 - UP: 70.37% UR: 58.64% UF: 63.97% P: 65.76% R: 54.80% F: 59.78%
366
+ 2023-04-21 13:22:04 INFO test: loss: 0.1311 - UP: 64.24% UR: 64.32% UF: 64.28% P: 60.99% R: 61.06% F: 61.03%
367
+ 2023-04-21 13:22:04 INFO 0:00:07.891612s elapsed
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+ 2023-04-21 13:22:04 INFO Epoch 51 / 5000:
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+ 2023-04-21 13:22:10 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 98.10% UR: 96.60% UF: 97.35% P: 98.06% R: 96.57% F: 97.31%
371
+ 2023-04-21 13:22:11 INFO dev: loss: 0.1518 - UP: 71.63% UR: 58.81% UF: 64.59% P: 67.16% R: 55.15% F: 60.57%
372
+ 2023-04-21 13:22:12 INFO test: loss: 0.1262 - UP: 65.21% UR: 64.17% UF: 64.69% P: 62.30% R: 61.30% F: 61.80%
373
+ 2023-04-21 13:22:12 INFO 0:00:08.216106s elapsed
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+
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+ 2023-04-21 13:22:12 INFO Epoch 52 / 5000:
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+ 2023-04-21 13:22:18 INFO lr: 4.9480e-05 - loss: 0.0026 - UP: 97.94% UR: 96.91% UF: 97.42% P: 97.90% R: 96.87% F: 97.38%
377
+ 2023-04-21 13:22:19 INFO dev: loss: 0.1624 - UP: 71.80% UR: 57.33% UF: 63.76% P: 67.43% R: 53.84% F: 59.87%
378
+ 2023-04-21 13:22:20 INFO test: loss: 0.1261 - UP: 65.50% UR: 63.66% UF: 64.56% P: 62.20% R: 60.46% F: 61.32%
379
+ 2023-04-21 13:22:20 INFO 0:00:07.891860s elapsed
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+ 2023-04-21 13:22:20 INFO Epoch 53 / 5000:
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+ 2023-04-21 13:22:26 INFO lr: 4.9470e-05 - loss: 0.0009 - UP: 98.48% UR: 97.23% UF: 97.85% P: 98.40% R: 97.15% F: 97.77%
383
+ 2023-04-21 13:22:27 INFO dev: loss: 0.1660 - UP: 68.08% UR: 62.91% UF: 65.40% P: 63.46% R: 58.64% F: 60.95%
384
+ 2023-04-21 13:22:29 INFO test: loss: 0.1612 - UP: 59.33% UR: 68.13% UF: 63.43% P: 56.23% R: 64.56% F: 60.11%
385
+ 2023-04-21 13:22:29 INFO 0:00:08.321003s elapsed
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+ 2023-04-21 13:22:29 INFO Epoch 54 / 5000:
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+ 2023-04-21 13:22:35 INFO lr: 4.9460e-05 - loss: 0.0006 - UP: 98.33% UR: 96.77% UF: 97.55% P: 98.24% R: 96.69% F: 97.46%
389
+ 2023-04-21 13:22:35 INFO dev: loss: 0.1587 - UP: 72.25% UR: 59.08% UF: 65.00% P: 67.88% R: 55.50% F: 61.07%
390
+ 2023-04-21 13:22:36 INFO test: loss: 0.1324 - UP: 65.37% UR: 63.36% UF: 64.35% P: 62.54% R: 60.61% F: 61.56%
391
+ 2023-04-21 13:22:36 INFO 0:00:07.958687s elapsed
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+ 2023-04-21 13:22:36 INFO Epoch 55 / 5000:
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+ 2023-04-21 13:22:43 INFO lr: 4.9450e-05 - loss: 0.0027 - UP: 97.11% UR: 95.43% UF: 96.26% P: 97.11% R: 95.43% F: 96.26%
395
+ 2023-04-21 13:22:44 INFO dev: loss: 0.1617 - UP: 73.23% UR: 56.11% UF: 63.54% P: 68.56% R: 52.53% F: 59.49%
396
+ 2023-04-21 13:22:45 INFO test: loss: 0.1266 - UP: 65.30% UR: 61.12% UF: 63.14% P: 62.27% R: 58.29% F: 60.21%
397
+ 2023-04-21 13:22:45 INFO 0:00:08.426250s elapsed
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+ 2023-04-21 13:22:45 INFO Epoch 56 / 5000:
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+ 2023-04-21 13:22:51 INFO lr: 4.9440e-05 - loss: 0.0047 - UP: 97.47% UR: 96.24% UF: 96.85% P: 97.45% R: 96.23% F: 96.84%
401
+ 2023-04-21 13:22:52 INFO dev: loss: 0.1496 - UP: 76.25% UR: 53.23% UF: 62.69% P: 72.62% R: 50.70% F: 59.71%
402
+ 2023-04-21 13:22:53 INFO test: loss: 0.1281 - UP: 66.49% UR: 58.23% UF: 62.09% P: 63.05% R: 55.21% F: 58.87%
403
+ 2023-04-21 13:22:53 INFO 0:00:07.891091s elapsed
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+ 2023-04-21 13:22:53 INFO Epoch 57 / 5000:
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+ 2023-04-21 13:22:59 INFO lr: 4.9430e-05 - loss: 0.0023 - UP: 96.40% UR: 91.56% UF: 93.92% P: 96.26% R: 91.43% F: 93.78%
407
+ 2023-04-21 13:23:00 INFO dev: loss: 0.1487 - UP: 74.91% UR: 53.93% UF: 62.71% P: 71.27% R: 51.31% F: 59.67%
408
+ 2023-04-21 13:23:01 INFO test: loss: 0.1292 - UP: 65.67% UR: 58.71% UF: 61.99% P: 62.63% R: 55.99% F: 59.12%
409
+ 2023-04-21 13:23:01 INFO 0:00:08.468368s elapsed
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+ 2023-04-21 13:23:01 INFO Epoch 58 / 5000:
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+ 2023-04-21 13:23:07 INFO lr: 4.9420e-05 - loss: 0.0056 - UP: 94.66% UR: 89.18% UF: 91.84% P: 94.50% R: 89.03% F: 91.68%
413
+ 2023-04-21 13:23:08 INFO dev: loss: 0.1510 - UP: 68.50% UR: 59.77% UF: 63.84% P: 63.60% R: 55.50% F: 59.27%
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+ 2023-04-21 13:23:09 INFO test: loss: 0.1281 - UP: 60.83% UR: 64.50% UF: 62.61% P: 57.73% R: 61.21% F: 59.42%
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+ 2023-04-21 13:23:09 INFO 0:00:07.874971s elapsed
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+ 2023-04-21 13:23:09 INFO Epoch 59 / 5000:
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+ 2023-04-21 13:23:15 INFO lr: 4.9410e-05 - loss: 0.0169 - UP: 94.89% UR: 90.83% UF: 92.81% P: 94.19% R: 90.16% F: 92.13%
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+ 2023-04-21 13:23:16 INFO dev: loss: 0.1635 - UP: 70.71% UR: 60.03% UF: 64.94% P: 66.19% R: 56.20% F: 60.78%
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+ 2023-04-21 13:23:17 INFO test: loss: 0.1356 - UP: 60.35% UR: 62.84% UF: 61.57% P: 56.90% R: 59.25% F: 58.05%
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+ 2023-04-21 13:23:17 INFO 0:00:08.176902s elapsed
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+ 2023-04-21 13:23:17 INFO Epoch 60 / 5000:
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+ 2023-04-21 13:23:23 INFO lr: 4.9400e-05 - loss: 0.0056 - UP: 94.56% UR: 90.68% UF: 92.58% P: 94.22% R: 90.36% F: 92.25%
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+ 2023-04-21 13:23:24 INFO dev: loss: 0.1433 - UP: 72.93% UR: 55.24% UF: 62.86% P: 68.89% R: 52.18% F: 59.38%
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+ 2023-04-21 13:23:25 INFO test: loss: 0.1250 - UP: 65.69% UR: 60.61% UF: 63.05% P: 63.07% R: 58.19% F: 60.53%
427
+ 2023-04-21 13:23:25 INFO 0:00:07.853114s elapsed
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+ 2023-04-21 13:23:25 INFO Epoch 61 / 5000:
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+ 2023-04-21 13:23:31 INFO lr: 4.9390e-05 - loss: 0.0073 - UP: 96.60% UR: 93.87% UF: 95.22% P: 96.41% R: 93.68% F: 95.02%
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+ 2023-04-21 13:23:32 INFO dev: loss: 0.1560 - UP: 68.74% UR: 64.66% UF: 66.64% P: 61.60% R: 57.94% F: 59.71%
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+ 2023-04-21 13:23:33 INFO test: loss: 0.1486 - UP: 59.33% UR: 68.25% UF: 63.48% P: 55.79% R: 64.17% F: 59.69%
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+ 2023-04-21 13:23:33 INFO 0:00:07.991571s elapsed
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+ 2023-04-21 13:24:04 INFO Epoch 31 saved
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+ 2023-04-21 13:24:04 INFO dev: UP: 73.23% UR: 60.38% UF: 66.19% P: 68.25% R: 56.28% F: 61.69%
437
+ 2023-04-21 13:24:04 INFO test: UP: 63.08% UR: 63.48% UF: 63.28% P: 60.17% R: 60.55% F: 60.36%
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+ 2023-04-21 13:24:04 INFO 0:08:22.573718s elapsed, 0:00:08.238913s/epoch
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+ 2023-04-21 13:47:59 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_twxlmsa_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-21 13:48:00 INFO Building the fields
39
+ 2023-04-21 13:48:07 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-21 13:48:07 INFO Building the model
44
+ 2023-04-21 13:48:44 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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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()
54
+ (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)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
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+
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+ 2023-04-21 13:48:44 INFO Loading the data
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+ 2023-04-21 13:48:46 INFO
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+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-21 13:48:52 INFO Epoch 1 / 5000:
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+ 2023-04-21 13:49:06 INFO lr: 4.9990e-05 - loss: 0.0853 - UP: 2.72% UR: 3.69% UF: 3.13% P: 1.78% R: 2.42% F: 2.05%
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+ 2023-04-21 13:49:06 INFO dev: loss: 0.1642 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:49:07 INFO test: loss: 0.1542 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-21 13:49:07 INFO 0:00:15.167077s elapsed
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+
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+ 2023-04-21 13:49:07 INFO Epoch 2 / 5000:
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+ 2023-04-21 13:49:15 INFO lr: 4.9980e-05 - loss: 0.0936 - UP: 41.01% UR: 4.02% UF: 7.33% P: 38.55% R: 3.78% F: 6.89%
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+ 2023-04-21 13:49:16 INFO dev: loss: 0.1312 - UP: 76.15% UR: 7.24% UF: 13.23% P: 73.39% R: 6.98% F: 12.75%
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+ 2023-04-21 13:49:17 INFO test: loss: 0.1130 - UP: 80.79% UR: 9.90% UF: 17.64% P: 77.83% R: 9.54% F: 16.99%
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+ 2023-04-21 13:49:36 INFO 0:00:09.923855s elapsed (saved)
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+
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+ 2023-04-21 13:49:36 INFO Epoch 3 / 5000:
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+ 2023-04-21 13:49:44 INFO lr: 4.9970e-05 - loss: 0.0687 - UP: 62.18% UR: 8.60% UF: 15.12% P: 60.17% R: 8.33% F: 14.63%
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+ 2023-04-21 13:49:45 INFO dev: loss: 0.1303 - UP: 80.85% UR: 9.95% UF: 17.72% P: 78.01% R: 9.60% F: 17.09%
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+ 2023-04-21 13:49:46 INFO test: loss: 0.1036 - UP: 79.78% UR: 13.22% UF: 22.68% P: 77.60% R: 12.86% F: 22.06%
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+ 2023-04-21 13:50:06 INFO 0:00:10.057331s elapsed (saved)
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+
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+ 2023-04-21 13:50:06 INFO Epoch 4 / 5000:
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+ 2023-04-21 13:50:14 INFO lr: 4.9960e-05 - loss: 0.1742 - UP: 64.08% UR: 13.09% UF: 21.74% P: 63.14% R: 12.89% F: 21.41%
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+ 2023-04-21 13:50:15 INFO dev: loss: 0.1250 - UP: 76.38% UR: 13.26% UF: 22.60% P: 72.36% R: 12.57% F: 21.41%
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+ 2023-04-21 13:50:16 INFO test: loss: 0.0985 - UP: 73.68% UR: 16.48% UF: 26.94% P: 70.72% R: 15.82% F: 25.85%
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+ 2023-04-21 13:50:34 INFO 0:00:10.174167s elapsed (saved)
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+
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+ 2023-04-21 13:50:34 INFO Epoch 5 / 5000:
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+ 2023-04-21 13:50:42 INFO lr: 4.9950e-05 - loss: 0.0411 - UP: 66.73% UR: 20.29% UF: 31.12% P: 65.66% R: 19.96% F: 30.62%
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+ 2023-04-21 13:50:43 INFO dev: loss: 0.1136 - UP: 77.96% UR: 20.68% UF: 32.69% P: 73.03% R: 19.37% F: 30.62%
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+ 2023-04-21 13:50:44 INFO test: loss: 0.0868 - UP: 72.99% UR: 25.20% UF: 37.47% P: 70.98% R: 24.51% F: 36.44%
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+ 2023-04-21 13:51:02 INFO 0:00:10.155014s elapsed (saved)
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+
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+ 2023-04-21 13:51:02 INFO Epoch 6 / 5000:
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+ 2023-04-21 13:51:11 INFO lr: 4.9940e-05 - loss: 0.0284 - UP: 70.68% UR: 25.73% UF: 37.72% P: 69.95% R: 25.46% F: 37.33%
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+ 2023-04-21 13:51:12 INFO dev: loss: 0.1218 - UP: 74.92% UR: 20.86% UF: 32.63% P: 70.22% R: 19.55% F: 30.58%
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+ 2023-04-21 13:51:13 INFO test: loss: 0.0834 - UP: 74.61% UR: 26.26% UF: 38.85% P: 72.73% R: 25.60% F: 37.87%
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+ 2023-04-21 13:51:13 INFO 0:00:10.423056s elapsed
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+
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+ 2023-04-21 13:51:13 INFO Epoch 7 / 5000:
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+ 2023-04-21 13:51:21 INFO lr: 4.9930e-05 - loss: 0.0389 - UP: 70.17% UR: 28.80% UF: 40.84% P: 69.35% R: 28.46% F: 40.36%
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+ 2023-04-21 13:51:22 INFO dev: loss: 0.1141 - UP: 71.31% UR: 31.24% UF: 43.45% P: 65.74% R: 28.80% F: 40.05%
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+ 2023-04-21 13:51:24 INFO test: loss: 0.0849 - UP: 65.22% UR: 37.19% UF: 47.37% P: 62.84% R: 35.83% F: 45.64%
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+ 2023-04-21 13:51:43 INFO 0:00:10.686910s elapsed (saved)
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+
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+ 2023-04-21 13:51:43 INFO Epoch 8 / 5000:
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+ 2023-04-21 13:51:51 INFO lr: 4.9920e-05 - loss: 0.0292 - UP: 73.08% UR: 39.41% UF: 51.21% P: 72.48% R: 39.08% F: 50.78%
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+ 2023-04-21 13:51:52 INFO dev: loss: 0.1125 - UP: 78.79% UR: 29.49% UF: 42.92% P: 72.96% R: 27.31% F: 39.75%
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+ 2023-04-21 13:51:53 INFO test: loss: 0.0843 - UP: 71.68% UR: 33.53% UF: 45.69% P: 69.10% R: 32.33% F: 44.05%
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+ 2023-04-21 13:51:53 INFO 0:00:10.187986s elapsed
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+
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+ 2023-04-21 13:51:53 INFO Epoch 9 / 5000:
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+ 2023-04-21 13:52:02 INFO lr: 4.9910e-05 - loss: 0.0773 - UP: 76.35% UR: 42.53% UF: 54.63% P: 75.70% R: 42.16% F: 54.16%
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+ 2023-04-21 13:52:03 INFO dev: loss: 0.1149 - UP: 71.43% UR: 33.60% UF: 45.70% P: 65.31% R: 30.72% F: 41.78%
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+ 2023-04-21 13:52:04 INFO test: loss: 0.0839 - UP: 66.58% UR: 38.06% UF: 48.43% P: 63.99% R: 36.58% F: 46.55%
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+ 2023-04-21 13:52:22 INFO 0:00:10.615828s elapsed (saved)
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+
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+ 2023-04-21 13:52:22 INFO Epoch 10 / 5000:
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+ 2023-04-21 13:52:30 INFO lr: 4.9900e-05 - loss: 0.0098 - UP: 75.75% UR: 49.11% UF: 59.59% P: 75.32% R: 48.83% F: 59.25%
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+ 2023-04-21 13:52:32 INFO dev: loss: 0.1236 - UP: 70.10% UR: 41.54% UF: 52.16% P: 65.10% R: 38.57% F: 48.44%
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+ 2023-04-21 13:52:33 INFO test: loss: 0.0821 - UP: 65.73% UR: 45.16% UF: 53.53% P: 63.09% R: 43.34% F: 51.39%
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+ 2023-04-21 13:52:51 INFO 0:00:10.407725s elapsed (saved)
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+
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+ 2023-04-21 13:52:51 INFO Epoch 11 / 5000:
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+ 2023-04-21 13:52:59 INFO lr: 4.9890e-05 - loss: 0.0214 - UP: 81.20% UR: 53.78% UF: 64.70% P: 80.91% R: 53.58% F: 64.47%
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+ 2023-04-21 13:53:00 INFO dev: loss: 0.1240 - UP: 73.01% UR: 42.50% UF: 53.72% P: 67.62% R: 39.35% F: 49.75%
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+ 2023-04-21 13:53:01 INFO test: loss: 0.0794 - UP: 66.31% UR: 46.33% UF: 54.55% P: 63.93% R: 44.67% F: 52.59%
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+ 2023-04-21 13:53:20 INFO 0:00:10.223573s elapsed (saved)
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+
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+ 2023-04-21 13:53:20 INFO Epoch 12 / 5000:
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+ 2023-04-21 13:53:28 INFO lr: 4.9880e-05 - loss: 0.0150 - UP: 83.30% UR: 61.31% UF: 70.63% P: 83.05% R: 61.12% F: 70.42%
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+ 2023-04-21 13:53:29 INFO dev: loss: 0.1326 - UP: 70.45% UR: 45.55% UF: 55.33% P: 65.32% R: 42.23% F: 51.30%
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+ 2023-04-21 13:53:30 INFO test: loss: 0.0839 - UP: 66.75% UR: 50.17% UF: 57.28% P: 63.86% R: 47.99% F: 54.80%
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+ 2023-04-21 13:53:50 INFO 0:00:10.146357s elapsed (saved)
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+
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+ 2023-04-21 13:53:50 INFO Epoch 13 / 5000:
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+ 2023-04-21 13:53:58 INFO lr: 4.9870e-05 - loss: 0.1824 - UP: 84.59% UR: 63.03% UF: 72.24% P: 82.66% R: 61.60% F: 70.59%
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+ 2023-04-21 13:53:59 INFO dev: loss: 0.1501 - UP: 69.67% UR: 48.52% UF: 57.20% P: 63.28% R: 44.07% F: 51.95%
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+ 2023-04-21 13:54:00 INFO test: loss: 0.1210 - UP: 66.61% UR: 48.96% UF: 56.44% P: 59.38% R: 43.65% F: 50.31%
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+ 2023-04-21 13:54:20 INFO 0:00:10.248960s elapsed (saved)
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+
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+ 2023-04-21 13:54:28 INFO lr: 4.9860e-05 - loss: 0.0128 - UP: 84.11% UR: 61.21% UF: 70.85% P: 82.23% R: 59.84% F: 69.27%
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+ 2023-04-21 13:54:29 INFO dev: loss: 0.1457 - UP: 72.30% UR: 45.55% UF: 55.89% P: 67.59% R: 42.58% F: 52.25%
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+ 2023-04-21 13:54:30 INFO test: loss: 0.0962 - UP: 65.47% UR: 46.82% UF: 54.59% P: 61.08% R: 43.68% F: 50.93%
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+ 2023-04-21 13:54:49 INFO 0:00:10.132947s elapsed (saved)
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+
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+ 2023-04-21 13:54:49 INFO Epoch 15 / 5000:
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+ 2023-04-21 13:54:57 INFO lr: 4.9850e-05 - loss: 0.0153 - UP: 85.82% UR: 67.08% UF: 75.30% P: 85.16% R: 66.56% F: 74.72%
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+ 2023-04-21 13:54:58 INFO dev: loss: 0.1317 - UP: 69.34% UR: 52.88% UF: 60.00% P: 64.42% R: 49.13% F: 55.74%
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+ 2023-04-21 13:54:59 INFO test: loss: 0.0835 - UP: 63.24% UR: 52.49% UF: 57.36% P: 60.84% R: 50.50% F: 55.19%
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+ 2023-04-21 13:55:17 INFO 0:00:10.295569s elapsed (saved)
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+ 2023-04-21 13:55:26 INFO lr: 4.9840e-05 - loss: 0.0242 - UP: 87.18% UR: 70.36% UF: 77.87% P: 86.93% R: 70.15% F: 77.64%
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+ 2023-04-21 13:55:27 INFO dev: loss: 0.1345 - UP: 72.65% UR: 45.90% UF: 56.26% P: 67.82% R: 42.84% F: 52.51%
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+ 2023-04-21 13:55:28 INFO test: loss: 0.0811 - UP: 66.89% UR: 51.46% UF: 58.17% P: 64.26% R: 49.44% F: 55.89%
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+ 2023-04-21 13:55:28 INFO 0:00:10.636178s elapsed
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+ 2023-04-21 13:55:37 INFO lr: 4.9830e-05 - loss: 0.0182 - UP: 88.38% UR: 74.20% UF: 80.67% P: 88.04% R: 73.91% F: 80.36%
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+ 2023-04-21 13:55:38 INFO dev: loss: 0.1404 - UP: 74.56% UR: 51.66% UF: 61.03% P: 69.40% R: 48.08% F: 56.80%
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+ 2023-04-21 13:55:39 INFO test: loss: 0.0873 - UP: 67.04% UR: 52.01% UF: 58.58% P: 64.51% R: 50.05% F: 56.37%
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+ 2023-04-21 13:55:58 INFO 0:00:10.917559s elapsed (saved)
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+ 2023-04-21 13:55:58 INFO Epoch 18 / 5000:
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+ 2023-04-21 13:56:06 INFO lr: 4.9820e-05 - loss: 0.0094 - UP: 90.40% UR: 76.16% UF: 82.67% P: 90.30% R: 76.07% F: 82.58%
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+ 2023-04-21 13:56:07 INFO dev: loss: 0.1415 - UP: 69.30% UR: 56.72% UF: 62.38% P: 64.18% R: 52.53% F: 57.77%
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+ 2023-04-21 13:56:08 INFO test: loss: 0.0968 - UP: 60.11% UR: 58.53% UF: 59.31% P: 57.44% R: 55.93% F: 56.68%
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+ 2023-04-21 13:56:28 INFO 0:00:09.747508s elapsed (saved)
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+ 2023-04-21 13:56:36 INFO lr: 4.9810e-05 - loss: 0.0148 - UP: 91.02% UR: 79.46% UF: 84.84% P: 90.88% R: 79.34% F: 84.72%
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+ 2023-04-21 13:56:37 INFO dev: loss: 0.1528 - UP: 68.43% UR: 57.68% UF: 62.59% P: 63.77% R: 53.75% F: 58.33%
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+ 2023-04-21 13:56:38 INFO test: loss: 0.0981 - UP: 61.99% UR: 60.16% UF: 61.06% P: 59.32% R: 57.56% F: 58.43%
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+ 2023-04-21 13:56:56 INFO 0:00:10.141707s elapsed (saved)
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+ 2023-04-21 13:57:05 INFO lr: 4.9800e-05 - loss: 0.0072 - UP: 91.33% UR: 81.11% UF: 85.92% P: 91.24% R: 81.03% F: 85.83%
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+ 2023-04-21 13:57:05 INFO dev: loss: 0.1437 - UP: 75.72% UR: 52.79% UF: 62.21% P: 70.71% R: 49.30% F: 58.10%
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+ 2023-04-21 13:57:07 INFO test: loss: 0.0888 - UP: 68.75% UR: 53.58% UF: 60.22% P: 65.61% R: 51.13% F: 57.47%
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+ 2023-04-21 13:57:07 INFO 0:00:10.249325s elapsed
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+ 2023-04-21 13:57:15 INFO lr: 4.9790e-05 - loss: 0.0109 - UP: 92.45% UR: 83.61% UF: 87.81% P: 92.34% R: 83.52% F: 87.71%
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+ 2023-04-21 13:57:16 INFO dev: loss: 0.1621 - UP: 71.96% UR: 56.89% UF: 63.55% P: 66.67% R: 52.71% F: 58.87%
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+ 2023-04-21 13:57:18 INFO test: loss: 0.0944 - UP: 64.80% UR: 59.13% UF: 61.84% P: 62.09% R: 56.66% F: 59.25%
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+ 2023-04-21 13:57:36 INFO 0:00:11.001900s elapsed (saved)
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+ 2023-04-21 13:57:44 INFO lr: 4.9780e-05 - loss: 0.0070 - UP: 93.11% UR: 84.74% UF: 88.73% P: 93.06% R: 84.69% F: 88.68%
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+ 2023-04-21 13:57:45 INFO dev: loss: 0.1599 - UP: 71.38% UR: 55.93% UF: 62.72% P: 66.04% R: 51.75% F: 58.02%
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+ 2023-04-21 13:57:46 INFO test: loss: 0.0964 - UP: 63.70% UR: 58.74% UF: 61.12% P: 60.79% R: 56.05% F: 58.32%
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+ 2023-04-21 13:57:46 INFO 0:00:10.697563s elapsed
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+ 2023-04-21 13:57:55 INFO lr: 4.9770e-05 - loss: 0.0056 - UP: 94.57% UR: 84.87% UF: 89.46% P: 94.44% R: 84.75% F: 89.33%
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+ 2023-04-21 13:57:56 INFO dev: loss: 0.1732 - UP: 72.31% UR: 58.12% UF: 64.44% P: 65.91% R: 52.97% F: 58.73%
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+ 2023-04-21 13:57:57 INFO test: loss: 0.1183 - UP: 64.21% UR: 58.59% UF: 61.27% P: 61.20% R: 55.84% F: 58.40%
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+ 2023-04-21 13:57:57 INFO 0:00:10.422801s elapsed
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+ 2023-04-21 13:58:06 INFO lr: 4.9760e-05 - loss: 0.0057 - UP: 92.22% UR: 84.13% UF: 87.99% P: 91.80% R: 83.75% F: 87.59%
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+ 2023-04-21 13:58:06 INFO dev: loss: 0.1597 - UP: 75.03% UR: 54.28% UF: 62.99% P: 70.93% R: 51.31% F: 59.54%
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+ 2023-04-21 13:58:08 INFO test: loss: 0.1099 - UP: 65.87% UR: 56.87% UF: 61.04% P: 62.62% R: 54.06% F: 58.03%
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+ 2023-04-21 13:58:26 INFO 0:00:10.738792s elapsed (saved)
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+ 2023-04-21 13:58:34 INFO lr: 4.9750e-05 - loss: 0.0054 - UP: 90.63% UR: 82.04% UF: 86.12% P: 90.38% R: 81.81% F: 85.88%
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+ 2023-04-21 13:58:35 INFO dev: loss: 0.1369 - UP: 68.21% UR: 64.22% UF: 66.16% P: 63.39% R: 59.69% F: 61.48%
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+ 2023-04-21 13:58:36 INFO test: loss: 0.1020 - UP: 58.93% UR: 64.26% UF: 61.48% P: 55.99% R: 61.06% F: 58.42%
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+ 2023-04-21 13:58:55 INFO 0:00:10.384643s elapsed (saved)
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+ 2023-04-21 13:59:03 INFO lr: 4.9740e-05 - loss: 0.0079 - UP: 90.03% UR: 76.91% UF: 82.95% P: 89.73% R: 76.65% F: 82.68%
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+ 2023-04-21 13:59:04 INFO dev: loss: 0.1246 - UP: 72.51% UR: 55.24% UF: 62.70% P: 67.12% R: 51.13% F: 58.05%
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+ 2023-04-21 13:59:05 INFO test: loss: 0.0885 - UP: 61.76% UR: 57.92% UF: 59.78% P: 58.96% R: 55.30% F: 57.07%
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+ 2023-04-21 13:59:05 INFO 0:00:09.835036s elapsed
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+ 2023-04-21 14:00:08 INFO test: loss: 0.1098 - UP: 65.39% UR: 60.67% UF: 62.94% P: 62.10% R: 57.62% F: 59.78%
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+ 2023-04-21 14:00:29 INFO 0:00:10.655511s elapsed
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+ 2023-04-21 14:00:38 INFO dev: loss: 0.1815 - UP: 75.10% UR: 51.05% UF: 60.78% P: 70.86% R: 48.17% F: 57.35%
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+ 2023-04-21 14:00:39 INFO test: loss: 0.1094 - UP: 69.15% UR: 56.90% UF: 62.43% P: 66.58% R: 54.78% F: 60.11%
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+ 2023-04-21 14:00:57 INFO lr: 4.9630e-05 - loss: 0.0068 - UP: 96.25% UR: 93.60% UF: 94.90% P: 96.10% R: 93.45% F: 94.76%
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+ 2023-04-21 14:00:58 INFO dev: loss: 0.1937 - UP: 71.01% UR: 58.55% UF: 64.18% P: 65.93% R: 54.36% F: 59.59%
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+ 2023-04-21 14:00:59 INFO 0:00:10.069133s elapsed
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+ 2023-04-21 14:01:08 INFO dev: loss: 0.1879 - UP: 71.85% UR: 59.25% UF: 64.95% P: 66.77% R: 55.06% F: 60.35%
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+ 2023-04-21 14:01:19 INFO 0:00:10.258478s elapsed
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+ 2023-04-21 14:01:28 INFO dev: loss: 0.1953 - UP: 73.08% UR: 55.67% UF: 63.20% P: 68.61% R: 52.27% F: 59.34%
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+ 2023-04-21 14:01:29 INFO test: loss: 0.1211 - UP: 67.39% UR: 61.00% UF: 64.04% P: 64.32% R: 58.23% F: 61.12%
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+ 2023-04-21 14:01:29 INFO 0:00:09.830242s elapsed
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+ 2023-04-21 14:01:37 INFO lr: 4.9590e-05 - loss: 0.0015 - UP: 97.45% UR: 96.12% UF: 96.78% P: 97.41% R: 96.08% F: 96.75%
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+ 2023-04-21 14:01:38 INFO dev: loss: 0.1928 - UP: 73.43% UR: 57.16% UF: 64.28% P: 69.06% R: 53.75% F: 60.45%
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+ 2023-04-21 14:01:39 INFO test: loss: 0.1252 - UP: 67.78% UR: 62.03% UF: 64.78% P: 64.51% R: 59.04% F: 61.65%
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+ 2023-04-21 14:01:39 INFO 0:00:09.762807s elapsed
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+ 2023-04-21 14:01:47 INFO lr: 4.9580e-05 - loss: 0.0012 - UP: 97.21% UR: 95.73% UF: 96.47% P: 97.21% R: 95.73% F: 96.47%
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+ 2023-04-21 14:01:48 INFO dev: loss: 0.1943 - UP: 74.48% UR: 56.02% UF: 63.94% P: 69.84% R: 52.53% F: 59.96%
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+ 2023-04-21 14:01:49 INFO test: loss: 0.1280 - UP: 67.71% UR: 61.00% UF: 64.18% P: 64.29% R: 57.92% F: 60.94%
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+ 2023-04-21 14:01:49 INFO 0:00:10.276310s elapsed
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+ 2023-04-21 14:01:57 INFO lr: 4.9570e-05 - loss: 0.0065 - UP: 97.09% UR: 95.71% UF: 96.40% P: 97.01% R: 95.63% F: 96.31%
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+ 2023-04-21 14:01:58 INFO dev: loss: 0.2119 - UP: 71.04% UR: 61.43% UF: 65.89% P: 66.40% R: 57.42% F: 61.58%
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+ 2023-04-21 14:01:59 INFO test: loss: 0.1302 - UP: 62.57% UR: 64.99% UF: 63.75% P: 59.17% R: 61.45% F: 60.29%
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+ 2023-04-21 14:02:18 INFO 0:00:09.665990s elapsed (saved)
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+ 2023-04-21 14:02:18 INFO Epoch 44 / 5000:
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+ 2023-04-21 14:02:26 INFO lr: 4.9560e-05 - loss: 0.0038 - UP: 97.23% UR: 94.27% UF: 95.73% P: 97.20% R: 94.24% F: 95.69%
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+ 2023-04-21 14:02:27 INFO dev: loss: 0.2007 - UP: 69.00% UR: 59.42% UF: 63.85% P: 64.24% R: 55.32% F: 59.45%
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+ 2023-04-21 14:02:28 INFO test: loss: 0.1250 - UP: 62.50% UR: 66.71% UF: 64.53% P: 59.11% R: 63.08% F: 61.03%
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+ 2023-04-21 14:02:28 INFO 0:00:10.164998s elapsed
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+ 2023-04-21 14:02:37 INFO lr: 4.9550e-05 - loss: 0.0029 - UP: 97.07% UR: 94.79% UF: 95.92% P: 96.87% R: 94.60% F: 95.72%
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+ 2023-04-21 14:02:38 INFO dev: loss: 0.1975 - UP: 72.42% UR: 60.03% UF: 65.65% P: 67.89% R: 56.28% F: 61.55%
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+ 2023-04-21 14:02:39 INFO test: loss: 0.1312 - UP: 63.02% UR: 63.48% UF: 63.25% P: 59.54% R: 59.98% F: 59.76%
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+ 2023-04-21 14:02:39 INFO 0:00:10.530118s elapsed
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+ 2023-04-21 14:02:47 INFO lr: 4.9540e-05 - loss: 0.0041 - UP: 97.61% UR: 95.58% UF: 96.58% P: 97.54% R: 95.52% F: 96.52%
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+ 2023-04-21 14:02:48 INFO dev: loss: 0.2050 - UP: 72.71% UR: 59.51% UF: 65.45% P: 68.02% R: 55.67% F: 61.23%
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+ 2023-04-21 14:02:50 INFO test: loss: 0.1281 - UP: 63.79% UR: 63.27% UF: 63.52% P: 60.16% R: 59.67% F: 59.92%
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+ 2023-04-21 14:02:50 INFO 0:00:10.789052s elapsed
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+ 2023-04-21 14:02:59 INFO lr: 4.9530e-05 - loss: 0.0020 - UP: 97.94% UR: 96.29% UF: 97.11% P: 97.81% R: 96.17% F: 96.98%
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+ 2023-04-21 14:02:59 INFO dev: loss: 0.2058 - UP: 71.86% UR: 61.95% UF: 66.54% P: 66.70% R: 57.50% F: 61.76%
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+ 2023-04-21 14:03:01 INFO test: loss: 0.1289 - UP: 63.74% UR: 65.20% UF: 64.46% P: 60.25% R: 61.64% F: 60.94%
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+ 2023-04-21 14:03:19 INFO 0:00:10.776238s elapsed (saved)
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+ 2023-04-21 14:03:27 INFO lr: 4.9520e-05 - loss: 0.0006 - UP: 98.09% UR: 96.81% UF: 97.45% P: 98.04% R: 96.76% F: 97.40%
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+ 2023-04-21 14:03:28 INFO dev: loss: 0.2233 - UP: 73.24% UR: 61.61% UF: 66.92% P: 68.26% R: 57.42% F: 62.37%
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+ 2023-04-21 14:03:29 INFO test: loss: 0.1369 - UP: 64.94% UR: 63.63% UF: 64.28% P: 61.28% R: 60.04% F: 60.65%
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+ 2023-04-21 14:03:48 INFO 0:00:10.232907s elapsed (saved)
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+ 2023-04-21 14:03:56 INFO lr: 4.9510e-05 - loss: 0.0012 - UP: 98.73% UR: 97.52% UF: 98.12% P: 98.64% R: 97.44% F: 98.04%
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+ 2023-04-21 14:03:57 INFO dev: loss: 0.2308 - UP: 74.74% UR: 61.95% UF: 67.75% P: 69.16% R: 57.33% F: 62.69%
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+ 2023-04-21 14:03:58 INFO test: loss: 0.1419 - UP: 65.61% UR: 63.30% UF: 64.43% P: 61.86% R: 59.67% F: 60.75%
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+ 2023-04-21 14:04:16 INFO 0:00:10.285867s elapsed (saved)
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+ 2023-04-21 14:04:24 INFO lr: 4.9500e-05 - loss: 0.0020 - UP: 97.79% UR: 96.44% UF: 97.11% P: 97.77% R: 96.41% F: 97.09%
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+ 2023-04-21 14:04:25 INFO dev: loss: 0.2296 - UP: 75.12% UR: 54.80% UF: 63.37% P: 69.62% R: 50.79% F: 58.73%
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+ 2023-04-21 14:04:27 INFO test: loss: 0.1408 - UP: 69.49% UR: 57.53% UF: 62.95% P: 65.84% R: 54.51% F: 59.64%
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+ 2023-04-21 14:04:27 INFO 0:00:10.523991s elapsed
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+ 2023-04-21 14:04:35 INFO lr: 4.9490e-05 - loss: 0.0014 - UP: 97.77% UR: 95.25% UF: 96.49% P: 97.64% R: 95.13% F: 96.37%
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+ 2023-04-21 14:04:36 INFO dev: loss: 0.2246 - UP: 74.17% UR: 60.65% UF: 66.73% P: 69.80% R: 57.07% F: 62.79%
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+ 2023-04-21 14:04:37 INFO test: loss: 0.1300 - UP: 66.23% UR: 63.69% UF: 64.93% P: 62.68% R: 60.28% F: 61.46%
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+ 2023-04-21 14:04:57 INFO 0:00:10.212512s elapsed (saved)
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+ 2023-04-21 14:05:05 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 97.81% UR: 96.50% UF: 97.15% P: 97.60% R: 96.29% F: 96.94%
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+ 2023-04-21 14:05:05 INFO dev: loss: 0.2128 - UP: 72.24% UR: 61.08% UF: 66.19% P: 66.25% R: 56.02% F: 60.71%
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+ 2023-04-21 14:05:07 INFO test: loss: 0.1246 - UP: 64.14% UR: 63.05% UF: 63.59% P: 60.61% R: 59.58% F: 60.09%
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+ 2023-04-21 14:05:07 INFO 0:00:10.059913s elapsed
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+ 2023-04-21 14:05:15 INFO lr: 4.9470e-05 - loss: 0.0007 - UP: 98.22% UR: 96.07% UF: 97.13% P: 98.09% R: 95.94% F: 97.00%
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+ 2023-04-21 14:05:16 INFO dev: loss: 0.2143 - UP: 68.18% UR: 68.06% UF: 68.12% P: 62.50% R: 62.39% F: 62.45%
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+ 2023-04-21 14:05:17 INFO test: loss: 0.1315 - UP: 60.36% UR: 67.55% UF: 63.75% P: 56.90% R: 63.69% F: 60.11%
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+ 2023-04-21 14:05:17 INFO 0:00:10.337026s elapsed
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+ 2023-04-21 14:05:28 INFO test: loss: 0.1221 - UP: 55.91% UR: 67.91% UF: 61.33% P: 52.49% R: 63.75% F: 57.57%
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+ 2023-04-21 14:05:38 INFO test: loss: 0.1039 - UP: 67.95% UR: 59.82% UF: 63.63% P: 63.80% R: 56.17% F: 59.74%
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+ 2023-04-21 14:05:38 INFO 0:00:10.472412s elapsed
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+ 2023-04-21 14:05:47 INFO lr: 4.9440e-05 - loss: 0.0132 - UP: 96.47% UR: 92.17% UF: 94.27% P: 95.47% R: 91.21% F: 93.29%
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+ 2023-04-21 14:05:49 INFO test: loss: 0.1911 - UP: 64.06% UR: 58.65% UF: 61.24% P: 54.60% R: 49.98% F: 52.19%
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+ 2023-04-21 14:05:57 INFO lr: 4.9430e-05 - loss: 0.0067 - UP: 93.69% UR: 88.16% UF: 90.84% P: 90.06% R: 84.74% F: 87.32%
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+ 2023-04-21 14:06:00 INFO test: loss: 0.1131 - UP: 65.37% UR: 57.89% UF: 61.41% P: 61.76% R: 54.69% F: 58.01%
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+ 2023-04-21 14:06:08 INFO lr: 4.9420e-05 - loss: 0.0042 - UP: 94.98% UR: 89.82% UF: 92.33% P: 94.43% R: 89.31% F: 91.80%
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+ 2023-04-21 14:06:20 INFO 0:00:10.328657s elapsed
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+ 2023-04-21 14:06:40 INFO dev: loss: 0.1679 - UP: 71.69% UR: 60.56% UF: 65.66% P: 65.91% R: 55.67% F: 60.36%
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+ 2023-04-21 14:06:50 INFO dev: loss: 0.1710 - UP: 72.50% UR: 60.73% UF: 66.10% P: 67.71% R: 56.72% F: 61.73%
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+ 2023-04-21 14:07:00 INFO dev: loss: 0.1821 - UP: 71.88% UR: 62.91% UF: 67.10% P: 66.80% R: 58.46% F: 62.35%
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+ 2023-04-21 14:07:01 INFO test: loss: 0.1262 - UP: 64.22% UR: 63.87% UF: 64.04% P: 60.91% R: 60.58% F: 60.74%
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+ 2023-04-21 14:07:10 INFO dev: loss: 0.1942 - UP: 72.53% UR: 62.65% UF: 67.23% P: 67.17% R: 58.03% F: 62.27%
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+ 2023-04-21 14:07:20 INFO dev: loss: 0.1989 - UP: 71.59% UR: 62.65% UF: 66.82% P: 66.30% R: 58.03% F: 61.89%
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+ 2023-04-21 14:07:21 INFO test: loss: 0.1332 - UP: 64.87% UR: 63.54% UF: 64.20% P: 61.45% R: 60.19% F: 60.81%
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+ 2023-04-21 14:07:30 INFO dev: loss: 0.2035 - UP: 71.75% UR: 63.61% UF: 67.44% P: 66.63% R: 59.08% F: 62.63%
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+ 2023-04-21 14:07:31 INFO test: loss: 0.1337 - UP: 63.81% UR: 65.05% UF: 64.42% P: 60.05% R: 61.21% F: 60.63%
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+ 2023-04-21 14:07:31 INFO 0:00:09.586633s elapsed
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+ 2023-04-21 14:07:31 INFO Epoch 67 / 5000:
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+ 2023-04-21 14:07:39 INFO dev: loss: 0.2109 - UP: 72.77% UR: 62.74% UF: 67.39% P: 68.12% R: 58.73% F: 63.07%
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+ 2023-04-21 14:07:40 INFO test: loss: 0.1374 - UP: 64.56% UR: 64.44% UF: 64.50% P: 61.20% R: 61.09% F: 61.15%
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+ 2023-04-21 14:07:59 INFO 0:00:09.840571s elapsed (saved)
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+ 2023-04-21 14:08:07 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 99.02% UR: 98.55% UF: 98.78% P: 98.99% R: 98.53% F: 98.76%
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+ 2023-04-21 14:08:08 INFO dev: loss: 0.2198 - UP: 72.21% UR: 63.26% UF: 67.44% P: 67.63% R: 59.25% F: 63.16%
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+ 2023-04-21 14:08:09 INFO test: loss: 0.1406 - UP: 64.30% UR: 65.50% UF: 64.89% P: 60.95% R: 62.09% F: 61.51%
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+ 2023-04-21 14:08:28 INFO Epoch 69 / 5000:
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+ 2023-04-21 14:08:37 INFO dev: loss: 0.2290 - UP: 71.69% UR: 62.30% UF: 66.67% P: 67.07% R: 58.29% F: 62.37%
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+ 2023-04-21 14:08:48 INFO test: loss: 0.1436 - UP: 64.64% UR: 64.96% UF: 64.80% P: 61.67% R: 61.97% F: 61.82%
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+ 2023-04-21 14:08:48 INFO 0:00:10.186066s elapsed
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+ 2023-04-21 14:08:58 INFO dev: loss: 0.2317 - UP: 72.15% UR: 61.26% UF: 66.26% P: 68.04% R: 57.77% F: 62.48%
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+ 2023-04-21 14:08:59 INFO test: loss: 0.1520 - UP: 65.71% UR: 63.12% UF: 64.39% P: 62.54% R: 60.07% F: 61.28%
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+ 2023-04-21 14:08:59 INFO 0:00:10.579429s elapsed
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+ 2023-04-21 14:09:08 INFO dev: loss: 0.2269 - UP: 72.05% UR: 62.30% UF: 66.82% P: 67.91% R: 58.73% F: 62.99%
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+ 2023-04-21 14:09:10 INFO test: loss: 0.1487 - UP: 64.93% UR: 64.38% UF: 64.66% P: 61.61% R: 61.09% F: 61.35%
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+ 2023-04-21 14:09:10 INFO 0:00:10.685866s elapsed
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+ 2023-04-21 14:09:10 INFO Epoch 73 / 5000:
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+ 2023-04-21 14:09:18 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 98.78% UR: 98.42% UF: 98.60% P: 98.68% R: 98.32% F: 98.50%
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+ 2023-04-21 14:09:19 INFO dev: loss: 0.2170 - UP: 72.82% UR: 61.26% UF: 66.54% P: 68.15% R: 57.33% F: 62.27%
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+ 2023-04-21 14:09:20 INFO test: loss: 0.1481 - UP: 65.39% UR: 62.27% UF: 63.79% P: 62.35% R: 59.37% F: 60.82%
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+ 2023-04-21 14:09:20 INFO 0:00:10.386197s elapsed
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+ 2023-04-21 14:09:20 INFO Epoch 74 / 5000:
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+ 2023-04-21 14:09:29 INFO lr: 4.9260e-05 - loss: 0.0003 - UP: 98.98% UR: 97.80% UF: 98.39% P: 98.92% R: 97.74% F: 98.33%
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+ 2023-04-21 14:09:29 INFO dev: loss: 0.2099 - UP: 71.09% UR: 63.09% UF: 66.85% P: 66.08% R: 58.64% F: 62.14%
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+ 2023-04-21 14:09:31 INFO test: loss: 0.1477 - UP: 63.17% UR: 65.53% UF: 64.33% P: 59.88% R: 62.12% F: 60.98%
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+ 2023-04-21 14:09:31 INFO 0:00:10.552671s elapsed
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+ 2023-04-21 14:09:31 INFO Epoch 75 / 5000:
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+ 2023-04-21 14:09:39 INFO lr: 4.9250e-05 - loss: 0.0003 - UP: 98.87% UR: 98.53% UF: 98.70% P: 98.76% R: 98.42% F: 98.59%
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+ 2023-04-21 14:09:40 INFO dev: loss: 0.2221 - UP: 72.01% UR: 63.09% UF: 67.26% P: 66.83% R: 58.55% F: 62.42%
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+ 2023-04-21 14:09:41 INFO test: loss: 0.1430 - UP: 64.88% UR: 63.90% UF: 64.39% P: 61.20% R: 60.28% F: 60.74%
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+ 2023-04-21 14:09:41 INFO 0:00:10.717587s elapsed
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+ 2023-04-21 14:09:41 INFO Epoch 76 / 5000:
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+ 2023-04-21 14:09:50 INFO lr: 4.9240e-05 - loss: 0.0008 - UP: 98.51% UR: 97.28% UF: 97.89% P: 97.53% R: 96.31% F: 96.92%
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+ 2023-04-21 14:09:50 INFO dev: loss: 0.2138 - UP: 71.84% UR: 61.43% UF: 66.23% P: 66.02% R: 56.46% F: 60.87%
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+ 2023-04-21 14:09:51 INFO test: loss: 0.1320 - UP: 63.49% UR: 61.67% UF: 62.56% P: 60.22% R: 58.50% F: 59.35%
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+ 2023-04-21 14:09:51 INFO 0:00:10.166549s elapsed
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+ 2023-04-21 14:10:00 INFO lr: 4.9230e-05 - loss: 0.0030 - UP: 98.39% UR: 97.66% UF: 98.02% P: 98.23% R: 97.50% F: 97.87%
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+ 2023-04-21 14:10:01 INFO dev: loss: 0.2064 - UP: 73.69% UR: 63.79% UF: 68.38% P: 68.35% R: 59.16% F: 63.42%
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+ 2023-04-21 14:10:02 INFO test: loss: 0.1356 - UP: 63.93% UR: 64.05% UF: 63.99% P: 61.49% R: 61.61% F: 61.55%
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+ 2023-04-21 14:10:20 INFO 0:00:10.721452s elapsed (saved)
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+ 2023-04-21 14:10:28 INFO lr: 4.9220e-05 - loss: 0.0022 - UP: 98.85% UR: 98.39% UF: 98.62% P: 98.77% R: 98.32% F: 98.55%
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+ 2023-04-21 14:10:29 INFO dev: loss: 0.2153 - UP: 72.99% UR: 63.44% UF: 67.88% P: 67.57% R: 58.73% F: 62.84%
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+ 2023-04-21 14:10:31 INFO test: loss: 0.1440 - UP: 63.89% UR: 64.29% UF: 64.09% P: 61.07% R: 61.45% F: 61.26%
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+ 2023-04-21 14:10:31 INFO 0:00:10.410208s elapsed
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+ 2023-04-21 14:10:31 INFO Epoch 79 / 5000:
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+ 2023-04-21 14:10:39 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 98.84% UR: 98.15% UF: 98.50% P: 98.80% R: 98.10% F: 98.45%
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+ 2023-04-21 14:10:40 INFO dev: loss: 0.2119 - UP: 74.46% UR: 60.56% UF: 66.79% P: 69.64% R: 56.63% F: 62.46%
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+ 2023-04-21 14:10:41 INFO test: loss: 0.1428 - UP: 66.62% UR: 62.06% UF: 64.26% P: 63.90% R: 59.52% F: 61.63%
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+ 2023-04-21 14:10:41 INFO 0:00:10.446146s elapsed
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+ 2023-04-21 14:10:41 INFO Epoch 80 / 5000:
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+ 2023-04-21 14:10:50 INFO lr: 4.9200e-05 - loss: 0.0013 - UP: 98.58% UR: 98.67% UF: 98.62% P: 98.53% R: 98.62% F: 98.57%
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+ 2023-04-21 14:10:51 INFO dev: loss: 0.2241 - UP: 72.86% UR: 63.00% UF: 67.57% P: 67.91% R: 58.73% F: 62.99%
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+ 2023-04-21 14:10:52 INFO test: loss: 0.1503 - UP: 63.73% UR: 65.14% UF: 64.43% P: 60.63% R: 61.97% F: 61.29%
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+ 2023-04-21 14:10:52 INFO 0:00:11.001362s elapsed
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+ 2023-04-21 14:10:52 INFO Epoch 81 / 5000:
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+ 2023-04-21 14:11:01 INFO lr: 4.9190e-05 - loss: 0.0024 - UP: 99.01% UR: 98.63% UF: 98.82% P: 98.97% R: 98.60% F: 98.78%
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+ 2023-04-21 14:11:02 INFO dev: loss: 0.2214 - UP: 71.82% UR: 63.61% UF: 67.47% P: 67.19% R: 59.51% F: 63.12%
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+ 2023-04-21 14:11:03 INFO test: loss: 0.1497 - UP: 63.61% UR: 65.26% UF: 64.42% P: 60.93% R: 62.51% F: 61.71%
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+ 2023-04-21 14:11:03 INFO 0:00:10.880744s elapsed
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+ 2023-04-21 14:11:03 INFO Epoch 82 / 5000:
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+ 2023-04-21 14:11:12 INFO lr: 4.9180e-05 - loss: 0.0009 - UP: 99.04% UR: 98.72% UF: 98.88% P: 98.99% R: 98.67% F: 98.83%
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+ 2023-04-21 14:11:13 INFO dev: loss: 0.2191 - UP: 71.00% UR: 64.31% UF: 67.49% P: 66.18% R: 59.95% F: 62.91%
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+ 2023-04-21 14:11:14 INFO test: loss: 0.1528 - UP: 62.96% UR: 64.90% UF: 63.91% P: 59.97% R: 61.82% F: 60.88%
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+ 2023-04-21 14:11:14 INFO 0:00:10.731039s elapsed
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+ 2023-04-21 14:11:14 INFO Epoch 83 / 5000:
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+ 2023-04-21 14:11:22 INFO lr: 4.9170e-05 - loss: 0.0005 - UP: 99.10% UR: 98.88% UF: 98.99% P: 99.03% R: 98.80% F: 98.92%
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+ 2023-04-21 14:11:24 INFO dev: loss: 0.2181 - UP: 72.14% UR: 62.83% UF: 67.16% P: 67.54% R: 58.81% F: 62.87%
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+ 2023-04-21 14:11:25 INFO test: loss: 0.1536 - UP: 65.55% UR: 63.57% UF: 64.54% P: 62.56% R: 60.67% F: 61.60%
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+ 2023-04-21 14:11:25 INFO 0:00:11.121788s elapsed
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+ 2023-04-21 14:11:25 INFO Epoch 84 / 5000:
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+ 2023-04-21 14:11:33 INFO lr: 4.9160e-05 - loss: 0.0004 - UP: 99.31% UR: 98.69% UF: 99.00% P: 99.27% R: 98.66% F: 98.96%
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+ 2023-04-21 14:11:34 INFO dev: loss: 0.2215 - UP: 72.37% UR: 61.26% UF: 66.35% P: 66.70% R: 56.46% F: 61.15%
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+ 2023-04-21 14:11:35 INFO 0:00:10.434407s elapsed
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+ 2023-04-21 14:11:35 INFO Epoch 85 / 5000:
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+ 2023-04-21 14:11:44 INFO lr: 4.9150e-05 - loss: 0.0005 - UP: 99.25% UR: 98.79% UF: 99.02% P: 99.03% R: 98.57% F: 98.80%
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+ 2023-04-21 14:11:46 INFO test: loss: 0.1673 - UP: 65.52% UR: 64.59% UF: 65.06% P: 61.67% R: 60.79% F: 61.23%
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+ 2023-04-21 14:11:46 INFO 0:00:10.372965s elapsed
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+ 2023-04-21 14:11:46 INFO Epoch 86 / 5000:
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+ 2023-04-21 14:11:54 INFO lr: 4.9140e-05 - loss: 0.0032 - UP: 98.52% UR: 97.85% UF: 98.18% P: 98.41% R: 97.74% F: 98.07%
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+ 2023-04-21 14:12:04 INFO lr: 4.9130e-05 - loss: 0.0015 - UP: 98.97% UR: 98.24% UF: 98.60% P: 98.90% R: 98.18% F: 98.54%
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+ 2023-04-21 14:12:06 INFO test: loss: 0.1427 - UP: 64.96% UR: 63.78% UF: 64.36% P: 61.91% R: 60.79% F: 61.35%
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+ 2023-04-21 14:12:14 INFO lr: 4.9120e-05 - loss: 0.0054 - UP: 98.82% UR: 98.15% UF: 98.48% P: 98.78% R: 98.11% F: 98.45%
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+ 2023-04-21 14:12:16 INFO test: loss: 0.1488 - UP: 67.44% UR: 62.96% UF: 65.13% P: 64.08% R: 59.82% F: 61.88%
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+ 2023-04-21 14:12:24 INFO lr: 4.9110e-05 - loss: 0.0001 - UP: 99.15% UR: 98.28% UF: 98.71% P: 99.06% R: 98.20% F: 98.63%
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+ 2023-04-21 14:15:39 INFO Epoch 105 / 5000:
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+ 2023-04-21 14:15:47 INFO lr: 4.8950e-05 - loss: 0.0028 - UP: 98.67% UR: 97.56% UF: 98.11% P: 98.64% R: 97.53% F: 98.09%
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+ 2023-04-21 14:15:49 INFO test: loss: 0.1420 - UP: 63.18% UR: 63.90% UF: 63.54% P: 59.77% R: 60.46% F: 60.11%
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+ 2023-04-21 14:15:49 INFO 0:00:10.045811s elapsed
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+ 2023-04-21 14:15:49 INFO Epoch 106 / 5000:
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+ 2023-04-21 14:15:57 INFO lr: 4.8940e-05 - loss: 0.0010 - UP: 98.98% UR: 98.40% UF: 98.69% P: 98.97% R: 98.39% F: 98.68%
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+ 2023-04-21 14:15:59 INFO test: loss: 0.1470 - UP: 63.78% UR: 64.62% UF: 64.20% P: 59.96% R: 60.76% F: 60.36%
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+ 2023-04-21 14:15:59 INFO 0:00:09.987245s elapsed
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+ 2023-04-21 14:15:59 INFO Epoch 107 / 5000:
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+ 2023-04-21 14:16:07 INFO lr: 4.8930e-05 - loss: 0.0011 - UP: 99.04% UR: 98.69% UF: 98.87% P: 99.01% R: 98.66% F: 98.83%
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+ 2023-04-21 14:16:08 INFO dev: loss: 0.2145 - UP: 72.25% UR: 64.75% UF: 68.29% P: 67.28% R: 60.30% F: 63.60%
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+ 2023-04-21 14:16:09 INFO test: loss: 0.1527 - UP: 63.15% UR: 64.59% UF: 63.86% P: 59.46% R: 60.82% F: 60.13%
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+ 2023-04-21 14:16:09 INFO 0:00:10.224094s elapsed
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+ 2023-04-21 14:16:17 INFO lr: 4.8920e-05 - loss: 0.0080 - UP: 99.04% UR: 98.85% UF: 98.95% P: 99.03% R: 98.84% F: 98.94%
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+ 2023-04-21 14:16:18 INFO dev: loss: 0.2233 - UP: 72.77% UR: 61.08% UF: 66.41% P: 67.67% R: 56.81% F: 61.76%
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+ 2023-04-21 14:16:19 INFO test: loss: 0.1601 - UP: 65.58% UR: 61.42% UF: 63.44% P: 62.20% R: 58.26% F: 60.16%
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+ 2023-04-21 14:16:19 INFO 0:00:09.788218s elapsed
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+ 2023-04-21 14:16:19 INFO Epoch 109 / 5000:
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+ 2023-04-21 14:16:27 INFO lr: 4.8910e-05 - loss: 0.0002 - UP: 99.62% UR: 98.67% UF: 99.14% P: 99.57% R: 98.62% F: 99.10%
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+ 2023-04-21 14:16:28 INFO dev: loss: 0.2203 - UP: 72.44% UR: 59.86% UF: 65.55% P: 67.16% R: 55.50% F: 60.77%
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+ 2023-04-21 14:16:29 INFO 0:00:09.885918s elapsed
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+ 2023-04-21 14:16:29 INFO Epoch 110 / 5000:
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+ 2023-04-21 14:16:37 INFO lr: 4.8900e-05 - loss: 0.0016 - UP: 98.78% UR: 97.82% UF: 98.30% P: 97.96% R: 97.02% F: 97.49%
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+ 2023-04-21 14:16:38 INFO dev: loss: 0.2328 - UP: 70.11% UR: 54.45% UF: 61.30% P: 66.85% R: 51.92% F: 58.45%
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+ 2023-04-21 14:16:39 INFO test: loss: 0.1555 - UP: 66.25% UR: 59.55% UF: 62.72% P: 63.50% R: 57.08% F: 60.12%
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+ 2023-04-21 14:16:39 INFO 0:00:10.320628s elapsed
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+ 2023-04-21 14:16:47 INFO lr: 4.8890e-05 - loss: 0.0097 - UP: 96.14% UR: 92.41% UF: 94.24% P: 95.45% R: 91.75% F: 93.56%
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+ 2023-04-21 14:16:48 INFO dev: loss: 0.1655 - UP: 71.83% UR: 60.30% UF: 65.56% P: 65.38% R: 54.89% F: 59.68%
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+ 2023-04-21 14:16:49 INFO 0:00:09.750124s elapsed
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+ 2023-04-21 14:16:49 INFO Epoch 112 / 5000:
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+ 2023-04-21 14:16:57 INFO lr: 4.8880e-05 - loss: 0.0018 - UP: 96.46% UR: 95.30% UF: 95.88% P: 96.20% R: 95.03% F: 95.61%
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+ 2023-04-21 14:16:59 INFO test: loss: 0.1421 - UP: 61.79% UR: 65.50% UF: 63.59% P: 58.49% R: 62.00% F: 60.19%
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+ 2023-04-21 14:17:07 INFO lr: 4.8870e-05 - loss: 0.0022 - UP: 97.62% UR: 96.62% UF: 97.12% P: 97.56% R: 96.56% F: 97.05%
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+ 2023-04-21 14:17:08 INFO dev: loss: 0.2490 - UP: 73.62% UR: 61.87% UF: 67.24% P: 68.22% R: 57.33% F: 62.30%
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+ 2023-04-21 14:17:09 INFO test: loss: 0.1601 - UP: 63.90% UR: 62.93% UF: 63.41% P: 59.98% R: 59.07% F: 59.52%
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+ 2023-04-21 14:17:09 INFO 0:00:10.172398s elapsed
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+ 2023-04-21 14:17:17 INFO lr: 4.8860e-05 - loss: 0.0024 - UP: 97.66% UR: 96.12% UF: 96.88% P: 97.56% R: 96.02% F: 96.78%
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+ 2023-04-21 14:17:18 INFO dev: loss: 0.2251 - UP: 72.80% UR: 59.08% UF: 65.22% P: 67.63% R: 54.89% F: 60.60%
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+ 2023-04-21 14:17:19 INFO 0:00:09.784329s elapsed
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+ 2023-04-21 14:17:27 INFO lr: 4.8850e-05 - loss: 0.0043 - UP: 98.91% UR: 97.56% UF: 98.23% P: 98.87% R: 97.52% F: 98.19%
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+ 2023-04-21 14:17:29 INFO 0:00:09.867326s elapsed
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+ 2023-04-21 14:17:37 INFO lr: 4.8840e-05 - loss: 0.0014 - UP: 98.96% UR: 98.19% UF: 98.57% P: 98.89% R: 98.11% F: 98.50%
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+ 2023-04-21 14:17:39 INFO 0:00:10.120476s elapsed
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+ 2023-04-21 14:17:39 INFO Epoch 117 / 5000:
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+ 2023-04-21 14:17:47 INFO lr: 4.8830e-05 - loss: 0.0040 - UP: 99.20% UR: 98.88% UF: 99.04% P: 99.15% R: 98.83% F: 98.99%
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+ 2023-04-21 14:17:49 INFO 0:00:09.825750s elapsed
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+ 2023-04-21 14:17:57 INFO lr: 4.8820e-05 - loss: 0.0013 - UP: 99.18% UR: 99.01% UF: 99.09% P: 99.15% R: 98.98% F: 99.07%
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+ 2023-04-21 14:18:07 INFO lr: 4.8810e-05 - loss: 0.0004 - UP: 99.29% UR: 99.02% UF: 99.15% P: 99.25% R: 98.98% F: 99.12%
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+ 2023-04-21 14:18:09 INFO test: loss: 0.1672 - UP: 63.75% UR: 64.50% UF: 64.13% P: 59.96% R: 60.67% F: 60.32%
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+ 2023-04-21 14:18:09 INFO 0:00:10.091661s elapsed
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+ 2023-04-21 14:18:09 INFO Epoch 120 / 5000:
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+ 2023-04-21 14:18:17 INFO lr: 4.8800e-05 - loss: 0.0006 - UP: 99.36% UR: 99.09% UF: 99.23% P: 99.32% R: 99.06% F: 99.19%
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+ 2023-04-21 14:18:18 INFO test: loss: 0.1717 - UP: 63.80% UR: 64.59% UF: 64.20% P: 59.90% R: 60.64% F: 60.27%
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+ 2023-04-21 14:18:18 INFO 0:00:09.811903s elapsed
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+ 2023-04-21 14:18:18 INFO Epoch 121 / 5000:
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+ 2023-04-21 14:18:27 INFO lr: 4.8790e-05 - loss: 0.0008 - UP: 99.44% UR: 99.21% UF: 99.33% P: 99.38% R: 99.15% F: 99.27%
791
+ 2023-04-21 14:18:27 INFO dev: loss: 0.2747 - UP: 74.29% UR: 63.79% UF: 68.64% P: 68.90% R: 59.16% F: 63.66%
792
+ 2023-04-21 14:18:29 INFO test: loss: 0.1779 - UP: 63.94% UR: 64.23% UF: 64.09% P: 60.16% R: 60.43% F: 60.29%
793
+ 2023-04-21 14:18:29 INFO 0:00:10.113413s elapsed
794
+
795
+ 2023-04-21 14:19:30 INFO Epoch 91 saved
796
+ 2023-04-21 14:19:30 INFO dev: UP: 73.17% UR: 65.45% UF: 69.09% P: 68.49% R: 61.26% F: 64.67%
797
+ 2023-04-21 14:19:30 INFO test: UP: 62.44% UR: 65.83% UF: 64.09% P: 59.09% R: 62.30% F: 60.65%
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+ 2023-04-21 14:19:30 INFO 0:20:49.713736s elapsed, 0:00:10.328213s/epoch
models/opener_en/bySentiment_desc40/model_vi_opener_en_xlm_6 ADDED
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+ size 1177851301
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1
+ 2023-04-21 14:19:43 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_bySentiment_desc/40/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
+ 2023-04-21 14:19:44 INFO Building the fields
39
+ 2023-04-21 14:19:52 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-21 14:19:52 INFO Building the model
44
+ 2023-04-21 14:20:26 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
+ 2023-04-21 14:20:26 INFO Loading the data
64
+ 2023-04-21 14:20:28 INFO
65
+ train: Dataset(n_sentences=696, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=98, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-21 14:20:35 INFO Epoch 1 / 5000:
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+ 2023-04-21 14:20:48 INFO lr: 4.9990e-05 - loss: 0.1480 - UP: 3.22% UR: 8.65% UF: 4.69% P: 0.85% R: 2.27% F: 1.23%
71
+ 2023-04-21 14:20:49 INFO dev: loss: 0.1814 - UP: 93.33% UR: 1.22% UF: 2.41% P: 93.33% R: 1.22% F: 2.41%
72
+ 2023-04-21 14:20:50 INFO test: loss: 0.1717 - UP: 95.24% UR: 1.21% UF: 2.38% P: 69.05% R: 0.88% F: 1.73%
73
+ 2023-04-21 14:21:08 INFO 0:00:15.608403s elapsed (saved)
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+
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+ 2023-04-21 14:21:08 INFO Epoch 2 / 5000:
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+ 2023-04-21 14:21:16 INFO lr: 4.9980e-05 - loss: 0.0761 - UP: 52.60% UR: 4.89% UF: 8.96% P: 47.53% R: 4.42% F: 8.09%
77
+ 2023-04-21 14:21:17 INFO dev: loss: 0.1319 - UP: 85.85% UR: 7.94% UF: 14.54% P: 82.08% R: 7.59% F: 13.90%
78
+ 2023-04-21 14:21:18 INFO test: loss: 0.1170 - UP: 83.81% UR: 10.62% UF: 18.86% P: 80.71% R: 10.23% F: 18.16%
79
+ 2023-04-21 14:21:38 INFO 0:00:09.898264s elapsed (saved)
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+
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+ 2023-04-21 14:21:38 INFO Epoch 3 / 5000:
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+ 2023-04-21 14:21:46 INFO lr: 4.9970e-05 - loss: 0.0477 - UP: 64.24% UR: 13.31% UF: 22.04% P: 61.09% R: 12.65% F: 20.96%
83
+ 2023-04-21 14:21:47 INFO dev: loss: 0.1304 - UP: 87.50% UR: 12.83% UF: 22.37% P: 84.52% R: 12.39% F: 21.61%
84
+ 2023-04-21 14:21:48 INFO test: loss: 0.1057 - UP: 81.01% UR: 16.87% UF: 27.93% P: 78.55% R: 16.36% F: 27.08%
85
+ 2023-04-21 14:22:07 INFO 0:00:09.966490s elapsed (saved)
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+
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+ 2023-04-21 14:22:07 INFO Epoch 4 / 5000:
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+ 2023-04-21 14:22:15 INFO lr: 4.9960e-05 - loss: 0.0333 - UP: 68.10% UR: 17.39% UF: 27.71% P: 65.31% R: 16.68% F: 26.57%
89
+ 2023-04-21 14:22:16 INFO dev: loss: 0.1128 - UP: 72.78% UR: 20.07% UF: 31.46% P: 68.04% R: 18.76% F: 29.41%
90
+ 2023-04-21 14:22:17 INFO test: loss: 0.0942 - UP: 65.96% UR: 25.26% UF: 36.53% P: 61.39% R: 23.51% F: 34.00%
91
+ 2023-04-21 14:22:36 INFO 0:00:10.005005s elapsed (saved)
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+
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+ 2023-04-21 14:22:36 INFO Epoch 5 / 5000:
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+ 2023-04-21 14:22:44 INFO lr: 4.9950e-05 - loss: 0.0579 - UP: 67.17% UR: 27.00% UF: 38.51% P: 64.91% R: 26.09% F: 37.22%
95
+ 2023-04-21 14:22:45 INFO dev: loss: 0.1028 - UP: 75.26% UR: 25.48% UF: 38.07% P: 72.42% R: 24.52% F: 36.64%
96
+ 2023-04-21 14:22:46 INFO test: loss: 0.0877 - UP: 69.99% UR: 30.70% UF: 42.68% P: 66.62% R: 29.22% F: 40.62%
97
+ 2023-04-21 14:23:04 INFO 0:00:10.071237s elapsed (saved)
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+
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+ 2023-04-21 14:23:04 INFO Epoch 6 / 5000:
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+ 2023-04-21 14:23:12 INFO lr: 4.9940e-05 - loss: 0.0344 - UP: 72.11% UR: 31.96% UF: 44.29% P: 70.34% R: 31.18% F: 43.21%
101
+ 2023-04-21 14:23:13 INFO dev: loss: 0.1054 - UP: 73.08% UR: 36.47% UF: 48.66% P: 66.43% R: 33.16% F: 44.24%
102
+ 2023-04-21 14:23:15 INFO test: loss: 0.0860 - UP: 58.99% UR: 42.80% UF: 49.61% P: 54.66% R: 39.66% F: 45.97%
103
+ 2023-04-21 14:23:34 INFO 0:00:10.723983s elapsed (saved)
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+
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+ 2023-04-21 14:23:34 INFO Epoch 7 / 5000:
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+ 2023-04-21 14:23:42 INFO lr: 4.9930e-05 - loss: 0.0691 - UP: 74.64% UR: 40.65% UF: 52.64% P: 73.02% R: 39.77% F: 51.49%
107
+ 2023-04-21 14:23:43 INFO dev: loss: 0.1140 - UP: 62.29% UR: 45.11% UF: 52.33% P: 57.59% R: 41.71% F: 48.38%
108
+ 2023-04-21 14:23:44 INFO test: loss: 0.0846 - UP: 57.42% UR: 49.77% UF: 53.32% P: 54.60% R: 47.33% F: 50.70%
109
+ 2023-04-21 14:24:03 INFO 0:00:10.480170s elapsed (saved)
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+
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+ 2023-04-21 14:24:03 INFO Epoch 8 / 5000:
112
+ 2023-04-21 14:24:11 INFO lr: 4.9920e-05 - loss: 0.0328 - UP: 76.22% UR: 45.97% UF: 57.35% P: 74.73% R: 45.08% F: 56.23%
113
+ 2023-04-21 14:24:12 INFO dev: loss: 0.1190 - UP: 72.87% UR: 40.31% UF: 51.91% P: 68.30% R: 37.78% F: 48.65%
114
+ 2023-04-21 14:24:13 INFO test: loss: 0.0890 - UP: 63.52% UR: 47.78% UF: 54.54% P: 60.23% R: 45.31% F: 51.71%
115
+ 2023-04-21 14:24:33 INFO 0:00:10.158479s elapsed (saved)
116
+
117
+ 2023-04-21 14:24:33 INFO Epoch 9 / 5000:
118
+ 2023-04-21 14:24:41 INFO lr: 4.9910e-05 - loss: 0.0140 - UP: 78.56% UR: 48.62% UF: 60.06% P: 77.25% R: 47.81% F: 59.06%
119
+ 2023-04-21 14:24:42 INFO dev: loss: 0.0963 - UP: 73.30% UR: 42.41% UF: 53.73% P: 68.48% R: 39.62% F: 50.19%
120
+ 2023-04-21 14:24:43 INFO test: loss: 0.0861 - UP: 64.28% UR: 49.65% UF: 56.03% P: 60.30% R: 46.57% F: 52.55%
121
+ 2023-04-21 14:25:03 INFO 0:00:10.064252s elapsed (saved)
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+
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+ 2023-04-21 14:25:03 INFO Epoch 10 / 5000:
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+ 2023-04-21 14:25:11 INFO lr: 4.9900e-05 - loss: 0.0227 - UP: 81.16% UR: 54.66% UF: 65.32% P: 80.33% R: 54.10% F: 64.66%
125
+ 2023-04-21 14:25:12 INFO dev: loss: 0.1018 - UP: 79.37% UR: 41.97% UF: 54.91% P: 73.93% R: 39.09% F: 51.14%
126
+ 2023-04-21 14:25:13 INFO test: loss: 0.0829 - UP: 71.34% UR: 48.23% UF: 57.55% P: 67.19% R: 45.43% F: 54.20%
127
+ 2023-04-21 14:25:31 INFO 0:00:10.146629s elapsed (saved)
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+
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+ 2023-04-21 14:25:31 INFO Epoch 11 / 5000:
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+ 2023-04-21 14:25:40 INFO lr: 4.9890e-05 - loss: 0.0277 - UP: 82.64% UR: 60.22% UF: 69.67% P: 81.91% R: 59.69% F: 69.05%
131
+ 2023-04-21 14:25:40 INFO dev: loss: 0.1132 - UP: 75.49% UR: 44.07% UF: 55.65% P: 69.66% R: 40.66% F: 51.35%
132
+ 2023-04-21 14:25:41 INFO test: loss: 0.0887 - UP: 68.41% UR: 50.14% UF: 57.86% P: 64.70% R: 47.42% F: 54.73%
133
+ 2023-04-21 14:26:00 INFO 0:00:09.934162s elapsed (saved)
134
+
135
+ 2023-04-21 14:26:00 INFO Epoch 12 / 5000:
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+ 2023-04-21 14:26:08 INFO lr: 4.9880e-05 - loss: 0.0224 - UP: 83.80% UR: 64.69% UF: 73.01% P: 82.98% R: 64.06% F: 72.30%
137
+ 2023-04-21 14:26:09 INFO dev: loss: 0.1488 - UP: 71.76% UR: 54.54% UF: 61.97% P: 65.44% R: 49.74% F: 56.52%
138
+ 2023-04-21 14:26:10 INFO test: loss: 0.1181 - UP: 59.83% UR: 54.12% UF: 56.83% P: 55.82% R: 50.50% F: 53.03%
139
+ 2023-04-21 14:26:28 INFO 0:00:10.375260s elapsed (saved)
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+
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+ 2023-04-21 14:26:28 INFO Epoch 13 / 5000:
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+ 2023-04-21 14:26:36 INFO lr: 4.9870e-05 - loss: 0.0095 - UP: 86.05% UR: 67.93% UF: 75.92% P: 85.27% R: 67.31% F: 75.23%
143
+ 2023-04-21 14:26:37 INFO dev: loss: 0.1176 - UP: 70.94% UR: 52.18% UF: 60.13% P: 67.02% R: 49.30% F: 56.81%
144
+ 2023-04-21 14:26:39 INFO test: loss: 0.0962 - UP: 65.15% UR: 58.01% UF: 61.38% P: 61.29% R: 54.57% F: 57.74%
145
+ 2023-04-21 14:26:57 INFO 0:00:10.697199s elapsed (saved)
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+
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+ 2023-04-21 14:26:57 INFO Epoch 14 / 5000:
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+ 2023-04-21 14:27:06 INFO lr: 4.9860e-05 - loss: 0.0197 - UP: 86.11% UR: 72.88% UF: 78.94% P: 85.79% R: 72.62% F: 78.66%
149
+ 2023-04-21 14:27:06 INFO dev: loss: 0.1180 - UP: 73.47% UR: 52.44% UF: 61.20% P: 69.07% R: 49.30% F: 57.54%
150
+ 2023-04-21 14:27:07 INFO test: loss: 0.0979 - UP: 66.18% UR: 57.71% UF: 61.66% P: 62.34% R: 54.36% F: 58.08%
151
+ 2023-04-21 14:27:27 INFO 0:00:09.861295s elapsed (saved)
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+
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+ 2023-04-21 14:27:27 INFO Epoch 15 / 5000:
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+ 2023-04-21 14:27:35 INFO lr: 4.9850e-05 - loss: 0.0201 - UP: 87.81% UR: 72.68% UF: 79.53% P: 87.12% R: 72.11% F: 78.91%
155
+ 2023-04-21 14:27:36 INFO dev: loss: 0.1243 - UP: 71.10% UR: 57.33% UF: 63.48% P: 65.37% R: 52.71% F: 58.36%
156
+ 2023-04-21 14:27:37 INFO test: loss: 0.1121 - UP: 59.94% UR: 61.24% UF: 60.59% P: 55.95% R: 57.17% F: 56.55%
157
+ 2023-04-21 14:27:56 INFO 0:00:09.840814s elapsed (saved)
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+
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+ 2023-04-21 14:27:56 INFO Epoch 16 / 5000:
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+ 2023-04-21 14:28:04 INFO lr: 4.9840e-05 - loss: 0.0167 - UP: 88.99% UR: 75.41% UF: 81.64% P: 88.49% R: 74.98% F: 81.18%
161
+ 2023-04-21 14:28:05 INFO dev: loss: 0.1290 - UP: 71.66% UR: 61.34% UF: 66.10% P: 66.06% R: 56.54% F: 60.93%
162
+ 2023-04-21 14:28:06 INFO test: loss: 0.1070 - UP: 59.56% UR: 62.78% UF: 61.13% P: 56.41% R: 59.46% F: 57.90%
163
+ 2023-04-21 14:28:25 INFO 0:00:10.113122s elapsed (saved)
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+
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+ 2023-04-21 14:28:25 INFO Epoch 17 / 5000:
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+ 2023-04-21 14:28:33 INFO lr: 4.9830e-05 - loss: 0.0192 - UP: 88.98% UR: 75.88% UF: 81.91% P: 88.47% R: 75.44% F: 81.44%
167
+ 2023-04-21 14:28:34 INFO dev: loss: 0.1505 - UP: 73.88% UR: 54.80% UF: 62.93% P: 66.82% R: 49.56% F: 56.91%
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+ 2023-04-21 14:28:35 INFO test: loss: 0.1405 - UP: 59.64% UR: 54.54% UF: 56.98% P: 55.91% R: 51.13% F: 53.41%
169
+ 2023-04-21 14:28:35 INFO 0:00:10.335068s elapsed
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+
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+ 2023-04-21 14:28:35 INFO Epoch 18 / 5000:
172
+ 2023-04-21 14:28:43 INFO lr: 4.9820e-05 - loss: 0.0172 - UP: 88.71% UR: 73.56% UF: 80.43% P: 87.74% R: 72.76% F: 79.55%
173
+ 2023-04-21 14:28:44 INFO dev: loss: 0.1386 - UP: 71.70% UR: 52.18% UF: 60.40% P: 65.95% R: 47.99% F: 55.56%
174
+ 2023-04-21 14:28:46 INFO test: loss: 0.0983 - UP: 65.22% UR: 56.38% UF: 60.48% P: 62.12% R: 53.70% F: 57.60%
175
+ 2023-04-21 14:28:46 INFO 0:00:10.712478s elapsed
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+
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+ 2023-04-21 14:28:46 INFO Epoch 19 / 5000:
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+ 2023-04-21 14:28:54 INFO lr: 4.9810e-05 - loss: 0.0091 - UP: 88.68% UR: 77.09% UF: 82.48% P: 88.00% R: 76.50% F: 81.85%
179
+ 2023-04-21 14:28:55 INFO dev: loss: 0.1467 - UP: 70.93% UR: 58.12% UF: 63.88% P: 65.71% R: 53.84% F: 59.18%
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+ 2023-04-21 14:28:56 INFO test: loss: 0.0997 - UP: 62.46% UR: 61.73% UF: 62.09% P: 58.37% R: 57.68% F: 58.02%
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+ 2023-04-21 14:28:56 INFO 0:00:10.311777s elapsed
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+
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+ 2023-04-21 14:28:56 INFO Epoch 20 / 5000:
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+ 2023-04-21 14:29:04 INFO lr: 4.9800e-05 - loss: 0.0136 - UP: 89.32% UR: 77.08% UF: 82.75% P: 88.69% R: 76.53% F: 82.16%
185
+ 2023-04-21 14:29:05 INFO dev: loss: 0.1370 - UP: 71.88% UR: 51.75% UF: 60.17% P: 66.30% R: 47.73% F: 55.50%
186
+ 2023-04-21 14:29:06 INFO test: loss: 0.1034 - UP: 65.23% UR: 57.14% UF: 60.92% P: 61.44% R: 53.82% F: 57.38%
187
+ 2023-04-21 14:29:06 INFO 0:00:10.185085s elapsed
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+
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+ 2023-04-21 14:29:06 INFO Epoch 21 / 5000:
190
+ 2023-04-21 14:29:14 INFO lr: 4.9790e-05 - loss: 0.0102 - UP: 90.57% UR: 82.61% UF: 86.41% P: 90.39% R: 82.45% F: 86.24%
191
+ 2023-04-21 14:29:16 INFO dev: loss: 0.1316 - UP: 71.18% UR: 60.56% UF: 65.44% P: 66.77% R: 56.81% F: 61.39%
192
+ 2023-04-21 14:29:17 INFO test: loss: 0.1113 - UP: 62.53% UR: 62.96% UF: 62.75% P: 58.51% R: 58.92% F: 58.72%
193
+ 2023-04-21 14:29:36 INFO 0:00:11.094212s elapsed (saved)
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+ 2023-04-21 14:29:36 INFO Epoch 22 / 5000:
196
+ 2023-04-21 14:29:44 INFO lr: 4.9780e-05 - loss: 0.0079 - UP: 92.90% UR: 84.71% UF: 88.62% P: 92.72% R: 84.56% F: 88.45%
197
+ 2023-04-21 14:29:45 INFO dev: loss: 0.1436 - UP: 69.67% UR: 63.53% UF: 66.45% P: 65.36% R: 59.60% F: 62.35%
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+ 2023-04-21 14:30:26 INFO test: loss: 0.1194 - UP: 66.36% UR: 60.01% UF: 63.02% P: 62.45% R: 56.47% F: 59.31%
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+ 2023-04-21 14:30:37 INFO test: loss: 0.1299 - UP: 59.89% UR: 66.71% UF: 63.12% P: 56.40% R: 62.81% F: 59.43%
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+ 2023-04-21 14:32:48 INFO 0:00:10.744176s elapsed
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+ 2023-04-21 14:32:59 INFO 0:00:10.261116s elapsed
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+ 2023-04-21 14:33:09 INFO 0:00:10.418060s elapsed
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+ 2023-04-21 14:33:17 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 96.50% UR: 93.39% UF: 94.92% P: 96.44% R: 93.33% F: 94.86%
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+ 2023-04-21 14:33:18 INFO dev: loss: 0.1754 - UP: 69.00% UR: 64.49% UF: 66.67% P: 62.84% R: 58.73% F: 60.71%
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+ 2023-04-21 14:33:19 INFO test: loss: 0.1481 - UP: 59.80% UR: 68.73% UF: 63.95% P: 56.57% R: 65.02% F: 60.50%
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+ 2023-04-21 14:33:19 INFO 0:00:10.260842s elapsed
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+ 2023-04-21 14:33:27 INFO lr: 4.9620e-05 - loss: 0.0236 - UP: 95.73% UR: 92.86% UF: 94.27% P: 95.27% R: 92.41% F: 93.82%
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+ 2023-04-21 14:33:28 INFO dev: loss: 0.1815 - UP: 72.02% UR: 63.35% UF: 67.41% P: 66.07% R: 58.12% F: 61.84%
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+ 2023-04-21 14:33:29 INFO test: loss: 0.1422 - UP: 61.45% UR: 66.44% UF: 63.84% P: 57.48% R: 62.15% F: 59.72%
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+ 2023-04-21 14:33:29 INFO 0:00:09.667940s elapsed
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+ 2023-04-21 14:33:37 INFO lr: 4.9610e-05 - loss: 0.0042 - UP: 96.71% UR: 94.03% UF: 95.35% P: 96.51% R: 93.84% F: 95.15%
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+ 2023-04-21 14:33:38 INFO dev: loss: 0.1736 - UP: 71.92% UR: 64.14% UF: 67.80% P: 66.83% R: 59.60% F: 63.01%
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+ 2023-04-21 14:33:39 INFO 0:00:10.249737s elapsed
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+ 2023-04-21 14:33:47 INFO lr: 4.9600e-05 - loss: 0.0016 - UP: 97.31% UR: 95.71% UF: 96.50% P: 97.22% R: 95.63% F: 96.42%
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+ 2023-04-21 14:33:48 INFO dev: loss: 0.1773 - UP: 72.47% UR: 63.61% UF: 67.75% P: 66.70% R: 58.55% F: 62.36%
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+ 2023-04-21 14:33:49 INFO test: loss: 0.1483 - UP: 65.00% UR: 65.26% UF: 65.13% P: 61.91% R: 62.15% F: 62.03%
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+ 2023-04-21 14:33:49 INFO 0:00:09.653009s elapsed
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+ 2023-04-21 14:33:57 INFO lr: 4.9590e-05 - loss: 0.0044 - UP: 97.10% UR: 95.07% UF: 96.07% P: 97.00% R: 94.97% F: 95.98%
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+ 2023-04-21 14:33:58 INFO dev: loss: 0.1641 - UP: 71.67% UR: 56.28% UF: 63.05% P: 66.67% R: 52.36% F: 58.65%
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+ 2023-04-21 14:33:59 INFO test: loss: 0.1370 - UP: 67.72% UR: 62.63% UF: 65.08% P: 64.62% R: 59.76% F: 62.10%
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+ 2023-04-21 14:33:59 INFO 0:00:09.755885s elapsed
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+ 2023-04-21 14:34:07 INFO lr: 4.9580e-05 - loss: 0.0146 - UP: 95.65% UR: 90.78% UF: 93.15% P: 94.60% R: 89.79% F: 92.13%
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+ 2023-04-21 14:34:08 INFO dev: loss: 0.1369 - UP: 68.60% UR: 63.87% UF: 66.15% P: 62.89% R: 58.55% F: 60.64%
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+ 2023-04-21 14:34:09 INFO test: loss: 0.1117 - UP: 58.51% UR: 64.78% UF: 61.48% P: 55.13% R: 61.03% F: 57.93%
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+ 2023-04-21 14:34:09 INFO 0:00:10.187650s elapsed
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+ 2023-04-21 14:34:17 INFO lr: 4.9570e-05 - loss: 0.0181 - UP: 94.18% UR: 89.76% UF: 91.92% P: 93.44% R: 89.06% F: 91.20%
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+ 2023-04-21 14:34:17 INFO dev: loss: 0.1518 - UP: 73.08% UR: 58.03% UF: 64.69% P: 67.36% R: 53.49% F: 59.63%
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+ 2023-04-21 14:34:18 INFO test: loss: 0.1490 - UP: 62.79% UR: 60.61% UF: 61.68% P: 58.19% R: 56.17% F: 57.16%
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+ 2023-04-21 14:34:18 INFO 0:00:09.622689s elapsed
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+ 2023-04-21 14:34:26 INFO lr: 4.9560e-05 - loss: 0.0082 - UP: 94.21% UR: 89.90% UF: 92.00% P: 93.33% R: 89.05% F: 91.14%
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+ 2023-04-21 14:34:27 INFO dev: loss: 0.1782 - UP: 75.50% UR: 53.23% UF: 62.44% P: 70.42% R: 49.65% F: 58.24%
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+ 2023-04-21 14:34:28 INFO test: loss: 0.1272 - UP: 68.89% UR: 58.62% UF: 63.34% P: 65.38% R: 55.63% F: 60.11%
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+ 2023-04-21 14:34:28 INFO 0:00:09.699165s elapsed
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+ 2023-04-21 14:34:36 INFO lr: 4.9550e-05 - loss: 0.0149 - UP: 92.37% UR: 85.24% UF: 88.66% P: 91.46% R: 84.41% F: 87.80%
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+ 2023-04-21 14:34:37 INFO dev: loss: 0.1727 - UP: 69.58% UR: 57.68% UF: 63.07% P: 64.11% R: 53.14% F: 58.11%
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+ 2023-04-21 14:34:38 INFO test: loss: 0.1217 - UP: 63.72% UR: 63.24% UF: 63.48% P: 60.13% R: 59.67% F: 59.90%
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+ 2023-04-21 14:34:38 INFO 0:00:10.071402s elapsed
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+ 2023-04-21 14:34:46 INFO lr: 4.9540e-05 - loss: 0.0102 - UP: 95.39% UR: 90.80% UF: 93.04% P: 94.76% R: 90.20% F: 92.42%
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+ 2023-04-21 14:34:47 INFO dev: loss: 0.1803 - UP: 71.10% UR: 56.89% UF: 63.21% P: 66.30% R: 53.05% F: 58.94%
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+ 2023-04-21 14:34:48 INFO test: loss: 0.1202 - UP: 65.73% UR: 63.45% UF: 64.57% P: 62.13% R: 59.98% F: 61.04%
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+ 2023-04-21 14:34:48 INFO 0:00:09.691636s elapsed
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+ 2023-04-21 14:34:56 INFO lr: 4.9530e-05 - loss: 0.0024 - UP: 96.53% UR: 93.89% UF: 95.19% P: 96.36% R: 93.72% F: 95.02%
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+ 2023-04-21 14:34:57 INFO dev: loss: 0.1853 - UP: 70.33% UR: 62.04% UF: 65.92% P: 65.18% R: 57.50% F: 61.10%
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+ 2023-04-21 14:34:58 INFO test: loss: 0.1375 - UP: 61.69% UR: 66.89% UF: 64.19% P: 57.52% R: 62.36% F: 59.84%
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+ 2023-04-21 14:35:06 INFO lr: 4.9520e-05 - loss: 0.0013 - UP: 97.40% UR: 95.50% UF: 96.44% P: 97.33% R: 95.43% F: 96.37%
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+ 2023-04-21 14:35:06 INFO dev: loss: 0.1810 - UP: 70.44% UR: 61.95% UF: 65.92% P: 65.18% R: 57.33% F: 61.00%
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+ 2023-04-21 14:35:08 INFO test: loss: 0.1263 - UP: 63.50% UR: 67.85% UF: 65.61% P: 60.11% R: 64.23% F: 62.10%
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+ 2023-04-21 14:35:17 INFO test: loss: 0.1321 - UP: 67.96% UR: 64.59% UF: 66.23% P: 64.40% R: 61.21% F: 62.77%
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+ 2023-04-21 14:35:25 INFO lr: 4.9500e-05 - loss: 0.0023 - UP: 98.02% UR: 96.97% UF: 97.49% P: 98.00% R: 96.94% F: 97.47%
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+ 2023-04-21 14:35:26 INFO dev: loss: 0.1859 - UP: 68.31% UR: 63.96% UF: 66.07% P: 62.72% R: 58.73% F: 60.66%
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+ 2023-04-21 14:35:28 INFO test: loss: 0.1444 - UP: 61.54% UR: 69.70% UF: 65.36% P: 58.16% R: 65.86% F: 61.77%
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+ 2023-04-21 14:35:37 INFO test: loss: 0.1384 - UP: 67.23% UR: 65.02% UF: 66.10% P: 63.39% R: 61.30% F: 62.33%
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+ 2023-04-21 14:35:45 INFO lr: 4.9480e-05 - loss: 0.0018 - UP: 98.15% UR: 97.41% UF: 97.78% P: 98.09% R: 97.35% F: 97.72%
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+ 2023-04-21 14:35:47 INFO test: loss: 0.1466 - UP: 62.86% UR: 68.46% UF: 65.54% P: 59.12% R: 64.38% F: 61.64%
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+ 2023-04-21 14:35:55 INFO lr: 4.9470e-05 - loss: 0.0012 - UP: 98.58% UR: 97.56% UF: 98.07% P: 98.51% R: 97.49% F: 98.00%
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+ 2023-04-21 14:35:57 INFO test: loss: 0.1430 - UP: 64.36% UR: 67.58% UF: 65.93% P: 60.94% R: 63.99% F: 62.43%
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+ 2023-04-21 14:35:57 INFO 0:00:10.123931s elapsed
386
+
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+ 2023-04-21 14:35:57 INFO Epoch 54 / 5000:
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+ 2023-04-21 14:36:05 INFO lr: 4.9460e-05 - loss: 0.0004 - UP: 98.46% UR: 97.58% UF: 98.02% P: 98.43% R: 97.55% F: 97.98%
389
+ 2023-04-21 14:36:06 INFO dev: loss: 0.1908 - UP: 72.26% UR: 60.47% UF: 65.84% P: 66.63% R: 55.76% F: 60.71%
390
+ 2023-04-21 14:36:07 INFO test: loss: 0.1453 - UP: 66.22% UR: 67.16% UF: 66.69% P: 62.47% R: 63.36% F: 62.91%
391
+ 2023-04-21 14:36:07 INFO 0:00:09.616369s elapsed
392
+
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+ 2023-04-21 14:36:07 INFO Epoch 55 / 5000:
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+ 2023-04-21 14:36:15 INFO lr: 4.9450e-05 - loss: 0.0098 - UP: 98.81% UR: 97.63% UF: 98.22% P: 98.78% R: 97.60% F: 98.18%
395
+ 2023-04-21 14:36:15 INFO dev: loss: 0.2049 - UP: 71.37% UR: 60.03% UF: 65.21% P: 65.66% R: 55.24% F: 60.00%
396
+ 2023-04-21 14:36:16 INFO test: loss: 0.1515 - UP: 65.12% UR: 67.22% UF: 66.15% P: 61.14% R: 63.12% F: 62.11%
397
+ 2023-04-21 14:36:16 INFO 0:00:09.688687s elapsed
398
+
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+ 2023-04-21 14:36:16 INFO Epoch 56 / 5000:
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+ 2023-04-21 14:36:24 INFO lr: 4.9440e-05 - loss: 0.0004 - UP: 98.56% UR: 97.81% UF: 98.19% P: 98.54% R: 97.79% F: 98.16%
401
+ 2023-04-21 14:36:25 INFO dev: loss: 0.1855 - UP: 71.07% UR: 64.31% UF: 67.52% P: 65.48% R: 59.25% F: 62.21%
402
+ 2023-04-21 14:36:26 INFO test: loss: 0.1411 - UP: 63.06% UR: 69.39% UF: 66.07% P: 59.96% R: 65.98% F: 62.83%
403
+ 2023-04-21 14:36:26 INFO 0:00:10.011716s elapsed
404
+
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+ 2023-04-21 14:36:26 INFO Epoch 57 / 5000:
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+ 2023-04-21 14:36:34 INFO lr: 4.9430e-05 - loss: 0.0018 - UP: 98.63% UR: 98.43% UF: 98.53% P: 98.58% R: 98.38% F: 98.48%
407
+ 2023-04-21 14:36:35 INFO dev: loss: 0.2046 - UP: 69.52% UR: 63.09% UF: 66.15% P: 64.42% R: 58.46% F: 61.30%
408
+ 2023-04-21 14:36:36 INFO test: loss: 0.1460 - UP: 63.31% UR: 69.57% UF: 66.29% P: 60.04% R: 65.98% F: 62.87%
409
+ 2023-04-21 14:36:36 INFO 0:00:09.652047s elapsed
410
+
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+ 2023-04-21 14:36:36 INFO Epoch 58 / 5000:
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+ 2023-04-21 14:36:44 INFO lr: 4.9420e-05 - loss: 0.0016 - UP: 98.74% UR: 97.64% UF: 98.19% P: 98.35% R: 97.26% F: 97.80%
413
+ 2023-04-21 14:36:45 INFO dev: loss: 0.1968 - UP: 71.90% UR: 59.16% UF: 64.91% P: 67.34% R: 55.41% F: 60.79%
414
+ 2023-04-21 14:36:46 INFO test: loss: 0.1402 - UP: 65.78% UR: 65.98% UF: 65.88% P: 62.62% R: 62.81% F: 62.72%
415
+ 2023-04-21 14:36:46 INFO 0:00:09.766686s elapsed
416
+
417
+ 2023-04-21 14:37:41 INFO Epoch 28 saved
418
+ 2023-04-21 14:37:41 INFO dev: UP: 72.48% UR: 66.40% UF: 69.31% P: 67.71% R: 62.04% F: 64.75%
419
+ 2023-04-21 14:37:41 INFO test: UP: 62.16% UR: 66.41% UF: 64.21% P: 58.12% R: 62.09% F: 60.04%
420
+ 2023-04-21 14:37:41 INFO 0:09:52.831899s elapsed, 0:00:10.221240s/epoch