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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/opener_en/byLength_asc40/model_vi_opener_en_infoxlm_6 +3 -0
  3. models/opener_en/byLength_asc40/model_vi_opener_en_infoxlm_6.train.log +648 -0
  4. models/opener_en/byLength_asc40/model_vi_opener_en_mbert_6 +3 -0
  5. models/opener_en/byLength_asc40/model_vi_opener_en_mbert_6.train.log +450 -0
  6. models/opener_en/byLength_asc40/model_vi_opener_en_roberta_6 +3 -0
  7. models/opener_en/byLength_asc40/model_vi_opener_en_roberta_6.train.log +504 -0
  8. models/opener_en/byLength_asc40/model_vi_opener_en_twxlmsa_6 +3 -0
  9. models/opener_en/byLength_asc40/model_vi_opener_en_twxlmsa_6.train.log +774 -0
  10. models/opener_en/byLength_asc40/model_vi_opener_en_xlm_6 +3 -0
  11. models/opener_en/byLength_asc40/model_vi_opener_en_xlm_6.train.log +492 -0
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+ 2023-04-28 12:05:43 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_infoxlm_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/40/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/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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+ 2023-04-28 12:05:44 INFO Building the fields
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+ 2023-04-28 12:05:53 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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+ 2023-04-28 12:05:53 INFO Building the model
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+ 2023-04-28 12:07:14 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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+ 2023-04-28 12:07:14 INFO Loading the data
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+ 2023-04-28 12:07:15 INFO
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+ train: Dataset(n_sentences=697, n_batches=12, n_buckets=12)
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+ dev: Dataset(n_sentences=98, n_batches=11, n_buckets=11)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2023-04-28 12:07:19 INFO Epoch 1 / 5000:
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+ 2023-04-28 12:07:28 INFO lr: 4.9990e-05 - loss: 0.3876 - UP: 7.23% UR: 28.42% UF: 11.53% P: 1.58% R: 6.22% F: 2.52%
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+ 2023-04-28 12:07:28 INFO dev: loss: 0.3390 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-28 12:07:29 INFO test: loss: 0.4790 - UP: 0.27% UR: 1.03% UF: 0.43% P: 0.24% R: 0.91% F: 0.38%
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+ 2023-04-28 12:07:29 INFO 0:00:09.741253s elapsed
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+
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+ 2023-04-28 12:07:29 INFO Epoch 2 / 5000:
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+ 2023-04-28 12:07:32 INFO lr: 4.9980e-05 - loss: 0.2911 - UP: 33.33% UR: 0.17% UF: 0.34% P: 33.33% R: 0.17% F: 0.34%
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+ 2023-04-28 12:07:32 INFO dev: loss: 0.3312 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-28 12:07:33 INFO test: loss: 0.2292 - UP: 0.47% UR: 0.12% UF: 0.19% P: 0.35% R: 0.09% F: 0.14%
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+ 2023-04-28 12:07:33 INFO 0:00:04.067331s elapsed
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+
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+ 2023-04-28 12:07:33 INFO Epoch 3 / 5000:
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+ 2023-04-28 12:07:36 INFO lr: 4.9970e-05 - loss: 0.3641 - UP: 26.32% UR: 0.22% UF: 0.43% P: 21.05% R: 0.17% F: 0.34%
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+ 2023-04-28 12:07:36 INFO dev: loss: 0.3022 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-28 12:07:37 INFO test: loss: 0.1949 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-28 12:07:37 INFO 0:00:03.995960s elapsed
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+
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+ 2023-04-28 12:07:37 INFO Epoch 4 / 5000:
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+ 2023-04-28 12:07:40 INFO lr: 4.9960e-05 - loss: 0.4273 - UP: 61.29% UR: 1.64% UF: 3.20% P: 58.06% R: 1.56% F: 3.03%
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+ 2023-04-28 12:07:40 INFO dev: loss: 0.2704 - UP: 91.30% UR: 6.62% UF: 12.35% P: 73.91% R: 5.36% F: 10.00%
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+ 2023-04-28 12:07:41 INFO test: loss: 0.2902 - UP: 3.58% UR: 3.83% UF: 3.70% P: 2.93% R: 3.14% F: 3.03%
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+ 2023-04-28 12:08:01 INFO 0:00:04.180198s elapsed (saved)
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+
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+ 2023-04-28 12:08:01 INFO Epoch 5 / 5000:
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+ 2023-04-28 12:08:03 INFO lr: 4.9950e-05 - loss: 0.3371 - UP: 65.18% UR: 6.95% UF: 12.57% P: 57.09% R: 6.09% F: 11.01%
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+ 2023-04-28 12:08:04 INFO dev: loss: 0.2490 - UP: 76.06% UR: 17.03% UF: 27.84% P: 57.75% R: 12.93% F: 21.13%
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+ 2023-04-28 12:08:05 INFO test: loss: 0.3845 - UP: 4.89% UR: 8.42% UF: 6.19% P: 3.77% R: 6.49% F: 4.77%
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+ 2023-04-28 12:08:23 INFO 0:00:04.209577s elapsed (saved)
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+
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+ 2023-04-28 12:08:23 INFO Epoch 6 / 5000:
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+ 2023-04-28 12:08:26 INFO lr: 4.9940e-05 - loss: 0.1995 - UP: 63.49% UR: 15.55% UF: 24.98% P: 57.32% R: 14.04% F: 22.55%
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+ 2023-04-28 12:08:26 INFO dev: loss: 0.2055 - UP: 73.91% UR: 42.90% UF: 54.29% P: 60.87% R: 35.33% F: 44.71%
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+ 2023-04-28 12:08:27 INFO test: loss: 0.1615 - UP: 34.44% UR: 23.21% UF: 27.73% P: 27.99% R: 18.87% F: 22.54%
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+ 2023-04-28 12:08:47 INFO 0:00:04.108519s elapsed (saved)
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+
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+ 2023-04-28 12:08:47 INFO Epoch 7 / 5000:
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+ 2023-04-28 12:08:50 INFO lr: 4.9930e-05 - loss: 0.2706 - UP: 63.40% UR: 22.89% UF: 33.64% P: 56.58% R: 20.43% F: 30.02%
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+ 2023-04-28 12:08:50 INFO dev: loss: 0.1829 - UP: 82.81% UR: 33.44% UF: 47.64% P: 67.19% R: 27.13% F: 38.65%
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+ 2023-04-28 12:08:51 INFO test: loss: 0.1435 - UP: 55.95% UR: 13.91% UF: 22.29% P: 43.20% R: 10.75% F: 17.21%
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+ 2023-04-28 12:08:51 INFO 0:00:04.212736s elapsed
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+
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+ 2023-04-28 12:08:51 INFO Epoch 8 / 5000:
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+ 2023-04-28 12:08:54 INFO lr: 4.9920e-05 - loss: 0.1702 - UP: 73.30% UR: 27.04% UF: 39.51% P: 66.39% R: 24.49% F: 35.78%
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+ 2023-04-28 12:08:54 INFO dev: loss: 0.1911 - UP: 73.08% UR: 41.96% UF: 53.31% P: 70.33% R: 40.38% F: 51.30%
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+ 2023-04-28 12:08:55 INFO test: loss: 0.1655 - UP: 19.04% UR: 22.73% UF: 20.72% P: 16.94% R: 20.22% F: 18.44%
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+ 2023-04-28 12:09:13 INFO 0:00:04.061971s elapsed (saved)
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+
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+ 2023-04-28 12:09:13 INFO Epoch 9 / 5000:
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+ 2023-04-28 12:09:16 INFO lr: 4.9910e-05 - loss: 0.2228 - UP: 67.10% UR: 30.93% UF: 42.34% P: 62.14% R: 28.64% F: 39.21%
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+ 2023-04-28 12:09:17 INFO dev: loss: 0.1574 - UP: 81.29% UR: 39.75% UF: 53.39% P: 76.77% R: 37.54% F: 50.42%
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+ 2023-04-28 12:09:18 INFO test: loss: 0.1228 - UP: 79.68% UR: 16.57% UF: 27.44% P: 70.54% R: 14.67% F: 24.29%
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+ 2023-04-28 12:09:18 INFO 0:00:04.381016s elapsed
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+
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+ 2023-04-28 12:09:18 INFO Epoch 10 / 5000:
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+ 2023-04-28 12:09:21 INFO lr: 4.9900e-05 - loss: 0.3230 - UP: 70.95% UR: 28.38% UF: 40.54% P: 67.39% R: 26.95% F: 38.51%
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+ 2023-04-28 12:09:21 INFO dev: loss: 0.1588 - UP: 67.89% UR: 52.68% UF: 59.33% P: 65.45% R: 50.79% F: 57.19%
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+ 2023-04-28 12:09:22 INFO test: loss: 0.1117 - UP: 48.74% UR: 29.13% UF: 36.46% P: 45.45% R: 27.17% F: 34.01%
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+ 2023-04-28 12:09:41 INFO 0:00:04.286666s elapsed (saved)
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+
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+ 2023-04-28 12:09:41 INFO Epoch 11 / 5000:
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+ 2023-04-28 12:09:44 INFO lr: 4.9890e-05 - loss: 0.1920 - UP: 71.50% UR: 39.01% UF: 50.48% P: 65.16% R: 35.55% F: 46.00%
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+ 2023-04-28 12:09:44 INFO dev: loss: 0.1639 - UP: 72.15% UR: 53.94% UF: 61.73% P: 70.04% R: 52.37% F: 59.93%
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+ 2023-04-28 12:09:45 INFO test: loss: 0.1503 - UP: 33.67% UR: 30.12% UF: 31.80% P: 31.14% R: 27.86% F: 29.41%
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+ 2023-04-28 12:10:05 INFO 0:00:04.175614s elapsed (saved)
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+
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+ 2023-04-28 12:10:05 INFO Epoch 12 / 5000:
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+ 2023-04-28 12:10:08 INFO lr: 4.9880e-05 - loss: 0.1319 - UP: 74.89% UR: 35.68% UF: 48.33% P: 71.53% R: 34.08% F: 46.17%
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+ 2023-04-28 12:10:08 INFO dev: loss: 0.1456 - UP: 72.05% UR: 57.73% UF: 64.10% P: 69.69% R: 55.84% F: 62.00%
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+ 2023-04-28 12:10:09 INFO test: loss: 0.1207 - UP: 39.35% UR: 31.96% UF: 35.28% P: 35.34% R: 28.71% F: 31.68%
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+ 2023-04-28 12:10:27 INFO 0:00:04.306581s elapsed (saved)
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+
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+ 2023-04-28 12:10:27 INFO Epoch 13 / 5000:
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+ 2023-04-28 12:10:30 INFO lr: 4.9870e-05 - loss: 0.1775 - UP: 70.78% UR: 44.36% UF: 54.54% P: 66.57% R: 41.73% F: 51.30%
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+ 2023-04-28 12:10:30 INFO dev: loss: 0.1758 - UP: 64.79% UR: 58.04% UF: 61.23% P: 62.68% R: 56.15% F: 59.23%
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+ 2023-04-28 12:10:31 INFO test: loss: 0.1236 - UP: 54.91% UR: 33.05% UF: 41.27% P: 51.55% R: 31.03% F: 38.74%
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+ 2023-04-28 12:10:31 INFO 0:00:04.129928s elapsed
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+
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+ 2023-04-28 12:10:31 INFO Epoch 14 / 5000:
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+ 2023-04-28 12:10:34 INFO lr: 4.9860e-05 - loss: 0.1744 - UP: 72.33% UR: 43.93% UF: 54.66% P: 68.99% R: 41.90% F: 52.14%
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+ 2023-04-28 12:10:34 INFO dev: loss: 0.1448 - UP: 77.42% UR: 60.57% UF: 67.96% P: 75.81% R: 59.31% F: 66.55%
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+ 2023-04-28 12:10:36 INFO test: loss: 0.1019 - UP: 64.77% UR: 30.24% UF: 41.23% P: 61.41% R: 28.67% F: 39.09%
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+ 2023-04-28 12:10:54 INFO 0:00:04.392211s elapsed (saved)
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+
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+ 2023-04-28 12:10:54 INFO Epoch 15 / 5000:
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+ 2023-04-28 12:10:57 INFO lr: 4.9850e-05 - loss: 0.1255 - UP: 77.07% UR: 51.53% UF: 61.77% P: 74.35% R: 49.72% F: 59.59%
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+ 2023-04-28 12:10:58 INFO dev: loss: 0.1506 - UP: 75.34% UR: 69.40% UF: 72.25% P: 73.29% R: 67.51% F: 70.28%
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+ 2023-04-28 12:10:59 INFO test: loss: 0.1068 - UP: 52.13% UR: 36.92% UF: 43.22% P: 49.19% R: 34.83% F: 40.78%
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+ 2023-04-28 12:11:17 INFO 0:00:04.226769s elapsed (saved)
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+
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+ 2023-04-28 12:11:17 INFO Epoch 16 / 5000:
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+ 2023-04-28 12:11:20 INFO lr: 4.9840e-05 - loss: 0.1440 - UP: 78.55% UR: 55.21% UF: 64.84% P: 76.71% R: 53.91% F: 63.32%
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+ 2023-04-28 12:11:20 INFO dev: loss: 0.1527 - UP: 74.72% UR: 62.46% UF: 68.04% P: 72.45% R: 60.57% F: 65.98%
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+ 2023-04-28 12:11:21 INFO test: loss: 0.1102 - UP: 60.85% UR: 32.33% UF: 42.22% P: 57.27% R: 30.43% F: 39.74%
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+ 2023-04-28 12:11:21 INFO 0:00:04.415239s elapsed
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+
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+ 2023-04-28 12:11:21 INFO Epoch 17 / 5000:
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+ 2023-04-28 12:11:25 INFO lr: 4.9830e-05 - loss: 0.1528 - UP: 78.93% UR: 56.33% UF: 65.74% P: 75.61% R: 53.95% F: 62.97%
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+ 2023-04-28 12:11:25 INFO dev: loss: 0.1596 - UP: 71.96% UR: 67.19% UF: 69.49% P: 69.59% R: 64.98% F: 67.21%
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+ 2023-04-28 12:11:26 INFO test: loss: 0.1183 - UP: 54.67% UR: 35.32% UF: 42.91% P: 51.96% R: 33.56% F: 40.78%
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+ 2023-04-28 12:11:26 INFO 0:00:04.419225s elapsed
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+
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+ 2023-04-28 12:11:26 INFO Epoch 18 / 5000:
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+ 2023-04-28 12:11:29 INFO lr: 4.9820e-05 - loss: 0.1225 - UP: 80.65% UR: 55.98% UF: 66.09% P: 78.53% R: 54.51% F: 64.35%
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+ 2023-04-28 12:11:29 INFO dev: loss: 0.1560 - UP: 75.34% UR: 69.40% UF: 72.25% P: 72.95% R: 67.19% F: 69.95%
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+ 2023-04-28 12:11:30 INFO test: loss: 0.1088 - UP: 50.35% UR: 38.82% UF: 43.84% P: 47.73% R: 36.79% F: 41.55%
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+ 2023-04-28 12:11:30 INFO 0:00:04.419596s elapsed
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+ 2023-04-28 12:11:30 INFO Epoch 19 / 5000:
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+ 2023-04-28 12:11:33 INFO lr: 4.9810e-05 - loss: 0.0993 - UP: 80.94% UR: 62.94% UF: 70.81% P: 79.28% R: 61.64% F: 69.36%
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+ 2023-04-28 12:11:34 INFO dev: loss: 0.1610 - UP: 76.09% UR: 66.25% UF: 70.83% P: 73.55% R: 64.04% F: 68.47%
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+ 2023-04-28 12:12:54 INFO test: loss: 0.1179 - UP: 59.89% UR: 36.55% UF: 45.40% P: 57.17% R: 34.89% F: 43.34%
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+ 2023-04-28 12:13:22 INFO test: loss: 0.1401 - UP: 58.21% UR: 37.97% UF: 45.96% P: 54.88% R: 35.80% F: 43.33%
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+ 2023-04-28 12:13:26 INFO test: loss: 0.1338 - UP: 60.53% UR: 35.56% UF: 44.80% P: 57.14% R: 33.56% F: 42.29%
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+ 2023-04-28 12:13:40 INFO test: loss: 0.1465 - UP: 46.88% UR: 41.90% UF: 44.25% P: 43.94% R: 39.27% F: 41.47%
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+ 2023-04-28 12:14:02 INFO dev: loss: 0.1982 - UP: 77.04% UR: 77.29% UF: 77.17% P: 75.79% R: 76.03% F: 75.91%
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+ 2023-04-28 12:14:03 INFO test: loss: 0.1831 - UP: 39.70% UR: 47.57% UF: 43.28% P: 36.93% R: 44.25% F: 40.26%
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+ 2023-04-28 12:14:22 INFO 0:00:04.590960s elapsed (saved)
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+ 2023-04-28 12:14:26 INFO test: loss: 0.1543 - UP: 47.47% UR: 41.65% UF: 44.37% P: 44.62% R: 39.15% F: 41.70%
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+ 2023-04-28 12:14:33 INFO lr: 4.9660e-05 - loss: 0.0392 - UP: 93.28% UR: 88.12% UF: 90.63% P: 92.59% R: 87.47% F: 89.96%
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+ 2023-04-28 12:14:34 INFO dev: loss: 0.2291 - UP: 80.54% UR: 75.71% UF: 78.05% P: 77.52% R: 72.87% F: 75.12%
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+ 2023-04-28 12:14:35 INFO test: loss: 0.1790 - UP: 44.15% UR: 44.04% UF: 44.09% P: 41.06% R: 40.96% F: 41.01%
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+ 2023-04-28 12:14:35 INFO 0:00:04.774781s elapsed
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+ 2023-04-28 12:14:39 INFO test: loss: 0.1798 - UP: 45.16% UR: 45.03% UF: 45.10% P: 41.98% R: 41.87% F: 41.92%
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+ 2023-04-28 12:14:42 INFO lr: 4.9640e-05 - loss: 0.0444 - UP: 94.12% UR: 87.17% UF: 90.51% P: 93.10% R: 86.22% F: 89.53%
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+ 2023-04-28 12:14:43 INFO dev: loss: 0.2031 - UP: 82.69% UR: 73.82% UF: 78.00% P: 80.21% R: 71.61% F: 75.67%
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+ 2023-04-28 12:14:44 INFO test: loss: 0.1586 - UP: 50.14% UR: 41.99% UF: 45.70% P: 47.30% R: 39.60% F: 43.11%
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+ 2023-04-28 12:14:47 INFO lr: 4.9630e-05 - loss: 0.0022 - UP: 93.09% UR: 90.19% UF: 91.62% P: 92.24% R: 89.37% F: 90.79%
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+ 2023-04-28 12:14:47 INFO dev: loss: 0.2161 - UP: 87.85% UR: 68.45% UF: 76.95% P: 83.81% R: 65.30% F: 73.40%
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+ 2023-04-28 12:14:48 INFO test: loss: 0.1456 - UP: 56.50% UR: 37.79% UF: 45.29% P: 53.07% R: 35.50% F: 42.54%
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+ 2023-04-28 12:14:48 INFO 0:00:04.648956s elapsed
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+ 2023-04-28 12:14:52 INFO dev: loss: 0.2116 - UP: 83.69% UR: 74.45% UF: 78.80% P: 82.62% R: 73.50% F: 77.80%
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+ 2023-04-28 12:14:53 INFO test: loss: 0.1606 - UP: 52.95% UR: 40.33% UF: 45.78% P: 49.58% R: 37.76% F: 42.87%
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+ 2023-04-28 12:15:12 INFO 0:00:04.764788s elapsed (saved)
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+ 2023-04-28 12:15:15 INFO lr: 4.9610e-05 - loss: 0.0054 - UP: 94.92% UR: 87.90% UF: 91.28% P: 94.31% R: 87.34% F: 90.69%
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+ 2023-04-28 12:15:16 INFO 0:00:04.152369s elapsed
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+ 2023-04-28 12:15:19 INFO dev: loss: 0.2450 - UP: 85.51% UR: 76.34% UF: 80.67% P: 84.10% R: 75.08% F: 79.33%
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+ 2023-04-28 12:15:20 INFO test: loss: 0.1708 - UP: 43.58% UR: 44.28% UF: 43.93% P: 40.91% R: 41.56% F: 41.23%
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+ 2023-04-28 12:15:39 INFO 0:00:04.479676s elapsed (saved)
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+ 2023-04-28 12:15:43 INFO dev: loss: 0.2478 - UP: 82.75% UR: 74.13% UF: 78.20% P: 80.99% R: 72.56% F: 76.54%
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+ 2023-04-28 12:15:44 INFO test: loss: 0.1717 - UP: 46.66% UR: 43.28% UF: 44.91% P: 43.64% R: 40.48% F: 42.00%
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+ 2023-04-28 12:15:47 INFO lr: 4.9580e-05 - loss: 0.0169 - UP: 94.76% UR: 91.32% UF: 93.00% P: 94.08% R: 90.67% F: 92.34%
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+ 2023-04-28 12:15:48 INFO test: loss: 0.1601 - UP: 50.55% UR: 40.08% UF: 44.71% P: 47.58% R: 37.73% F: 42.09%
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+ 2023-04-28 12:15:52 INFO test: loss: 0.1592 - UP: 50.18% UR: 42.11% UF: 45.79% P: 46.98% R: 39.42% F: 42.87%
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+ 2023-04-28 12:15:56 INFO lr: 4.9560e-05 - loss: 0.0146 - UP: 94.39% UR: 92.31% UF: 93.34% P: 94.04% R: 91.97% F: 92.99%
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+ 2023-04-28 12:15:57 INFO test: loss: 0.1724 - UP: 52.41% UR: 41.41% UF: 46.27% P: 49.58% R: 39.18% F: 43.77%
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+ 2023-04-28 12:16:02 INFO test: loss: 0.1807 - UP: 51.14% UR: 41.81% UF: 46.01% P: 48.26% R: 39.45% F: 43.41%
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+ 2023-04-28 12:16:06 INFO test: loss: 0.1678 - UP: 48.11% UR: 44.25% UF: 46.10% P: 45.52% R: 41.87% F: 43.62%
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+ 2023-04-28 12:16:16 INFO test: loss: 0.1635 - UP: 52.67% UR: 39.84% UF: 45.37% P: 49.48% R: 37.43% F: 42.62%
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+ 2023-04-28 12:16:23 INFO lr: 4.9500e-05 - loss: 0.0241 - UP: 96.18% UR: 92.40% UF: 94.25% P: 96.04% R: 92.27% F: 94.12%
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+ 2023-04-28 12:16:37 INFO dev: loss: 0.2594 - UP: 84.53% UR: 74.13% UF: 78.99% P: 83.09% R: 72.87% F: 77.65%
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+ 2023-04-28 12:16:57 INFO test: loss: 0.1796 - UP: 50.99% UR: 42.68% UF: 46.47% P: 48.00% R: 40.18% F: 43.74%
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+ 2023-04-28 12:16:57 INFO 0:00:04.784484s elapsed
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+ 2023-04-28 12:17:00 INFO dev: loss: 0.2918 - UP: 86.59% UR: 75.39% UF: 80.61% P: 83.33% R: 72.56% F: 77.57%
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+ 2023-04-28 12:17:01 INFO test: loss: 0.1935 - UP: 49.80% UR: 44.04% UF: 46.74% P: 45.97% R: 40.66% F: 43.15%
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+ 2023-04-28 12:17:05 INFO dev: loss: 0.2762 - UP: 83.51% UR: 76.66% UF: 79.93% P: 82.47% R: 75.71% F: 78.95%
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+ 2023-04-28 12:17:06 INFO test: loss: 0.2113 - UP: 44.19% UR: 45.46% UF: 44.81% P: 40.76% R: 41.93% F: 41.33%
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+ 2023-04-28 12:17:06 INFO 0:00:04.244756s elapsed
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+ 2023-04-28 12:17:09 INFO dev: loss: 0.2887 - UP: 86.86% UR: 75.08% UF: 80.54% P: 83.21% R: 71.92% F: 77.16%
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+ 2023-04-28 12:17:10 INFO test: loss: 0.2029 - UP: 46.39% UR: 45.34% UF: 45.86% P: 43.27% R: 42.29% F: 42.77%
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+ 2023-04-28 12:17:13 INFO dev: loss: 0.2790 - UP: 84.32% UR: 76.34% UF: 80.13% P: 81.53% R: 73.82% F: 77.48%
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+ 2023-04-28 12:17:14 INFO test: loss: 0.2191 - UP: 44.71% UR: 44.88% UF: 44.80% P: 41.46% R: 41.62% F: 41.54%
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+ 2023-04-28 12:17:14 INFO 0:00:04.419854s elapsed
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+ 2023-04-28 12:17:17 INFO dev: loss: 0.2942 - UP: 87.30% UR: 67.19% UF: 75.94% P: 85.25% R: 65.62% F: 74.15%
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+ 2023-04-28 12:17:19 INFO test: loss: 0.1750 - UP: 55.07% UR: 37.70% UF: 44.76% P: 52.69% R: 36.07% F: 42.82%
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+ 2023-04-28 12:17:22 INFO dev: loss: 0.2625 - UP: 83.74% UR: 76.34% UF: 79.87% P: 81.31% R: 74.13% F: 77.56%
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+ 2023-04-28 12:17:23 INFO test: loss: 0.2112 - UP: 43.91% UR: 46.06% UF: 44.96% P: 41.32% R: 43.34% F: 42.31%
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+ 2023-04-28 12:17:26 INFO dev: loss: 0.2527 - UP: 87.88% UR: 73.19% UF: 79.86% P: 85.61% R: 71.29% F: 77.80%
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+ 2023-04-28 12:17:27 INFO test: loss: 0.1915 - UP: 44.17% UR: 42.62% UF: 43.38% P: 41.57% R: 40.11% F: 40.83%
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+ 2023-04-28 12:17:27 INFO 0:00:04.220928s elapsed
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+ 2023-04-28 12:17:27 INFO Epoch 65 / 5000:
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+ 2023-04-28 12:17:30 INFO dev: loss: 0.2362 - UP: 84.19% UR: 77.29% UF: 80.59% P: 81.44% R: 74.76% F: 77.96%
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+ 2023-04-28 12:17:31 INFO test: loss: 0.1982 - UP: 39.47% UR: 48.87% UF: 43.67% P: 36.74% R: 45.49% F: 40.65%
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+ 2023-04-28 12:17:31 INFO 0:00:04.560365s elapsed
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+ 2023-04-28 12:17:31 INFO Epoch 66 / 5000:
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+ 2023-04-28 12:17:35 INFO dev: loss: 0.2305 - UP: 88.21% UR: 77.92% UF: 82.75% P: 86.43% R: 76.34% F: 81.07%
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+ 2023-04-28 12:17:36 INFO test: loss: 0.1998 - UP: 40.99% UR: 48.42% UF: 44.40% P: 38.54% R: 45.52% F: 41.74%
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+ 2023-04-28 12:17:54 INFO 0:00:04.157841s elapsed (saved)
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+ 2023-04-28 12:17:54 INFO Epoch 67 / 5000:
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+ 2023-04-28 12:17:57 INFO lr: 4.9330e-05 - loss: 0.0315 - UP: 95.89% UR: 94.73% UF: 95.31% P: 95.23% R: 94.08% F: 94.65%
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+ 2023-04-28 12:17:57 INFO dev: loss: 0.2323 - UP: 83.78% UR: 78.23% UF: 80.91% P: 81.76% R: 76.34% F: 78.96%
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+ 2023-04-28 12:17:58 INFO test: loss: 0.2257 - UP: 40.03% UR: 45.40% UF: 42.55% P: 37.24% R: 42.23% F: 39.58%
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+ 2023-04-28 12:17:58 INFO 0:00:04.331113s elapsed
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+ 2023-04-28 12:17:58 INFO Epoch 68 / 5000:
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+ 2023-04-28 12:18:01 INFO lr: 4.9320e-05 - loss: 0.0239 - UP: 97.57% UR: 93.69% UF: 95.59% P: 97.17% R: 93.30% F: 95.20%
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+ 2023-04-28 12:18:01 INFO dev: loss: 0.2482 - UP: 83.33% UR: 74.13% UF: 78.46% P: 80.85% R: 71.92% F: 76.13%
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+ 2023-04-28 12:18:03 INFO test: loss: 0.2153 - UP: 43.37% UR: 43.83% UF: 43.60% P: 40.62% R: 41.05% F: 40.83%
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+ 2023-04-28 12:18:03 INFO 0:00:04.931145s elapsed
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+ 2023-04-28 12:18:03 INFO Epoch 69 / 5000:
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+ 2023-04-28 12:18:07 INFO test: loss: 0.2455 - UP: 38.78% UR: 46.69% UF: 42.37% P: 36.70% R: 44.19% F: 40.10%
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+ 2023-04-28 12:18:07 INFO 0:00:04.396073s elapsed
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+ 2023-04-28 12:18:07 INFO Epoch 70 / 5000:
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+ 2023-04-28 12:18:11 INFO dev: loss: 0.2360 - UP: 87.36% UR: 74.13% UF: 80.20% P: 85.87% R: 72.87% F: 78.84%
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+ 2023-04-28 12:18:12 INFO test: loss: 0.2268 - UP: 41.74% UR: 44.61% UF: 43.13% P: 39.54% R: 42.26% F: 40.85%
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+ 2023-04-28 12:18:12 INFO 0:00:04.437828s elapsed
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+ 2023-04-28 12:18:15 INFO lr: 4.9290e-05 - loss: 0.0074 - UP: 97.79% UR: 97.62% UF: 97.71% P: 97.49% R: 97.32% F: 97.41%
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+ 2023-04-28 12:18:15 INFO dev: loss: 0.2399 - UP: 84.40% UR: 75.08% UF: 79.47% P: 82.27% R: 73.19% F: 77.46%
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+ 2023-04-28 12:18:17 INFO test: loss: 0.2196 - UP: 45.27% UR: 44.67% UF: 44.97% P: 42.55% R: 41.99% F: 42.27%
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+ 2023-04-28 12:18:17 INFO 0:00:04.909576s elapsed
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+ 2023-04-28 12:18:20 INFO dev: loss: 0.2562 - UP: 83.11% UR: 77.60% UF: 80.26% P: 80.74% R: 75.39% F: 77.98%
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+ 2023-04-28 12:18:21 INFO test: loss: 0.2828 - UP: 38.76% UR: 46.60% UF: 42.32% P: 35.90% R: 43.16% F: 39.20%
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+ 2023-04-28 12:18:21 INFO 0:00:04.617661s elapsed
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+ 2023-04-28 12:18:21 INFO Epoch 73 / 5000:
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+ 2023-04-28 12:18:24 INFO lr: 4.9270e-05 - loss: 0.0215 - UP: 98.04% UR: 97.02% UF: 97.52% P: 97.77% R: 96.76% F: 97.26%
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+ 2023-04-28 12:18:25 INFO dev: loss: 0.2753 - UP: 85.14% UR: 74.13% UF: 79.26% P: 82.97% R: 72.24% F: 77.23%
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+ 2023-04-28 12:18:26 INFO test: loss: 0.2296 - UP: 46.50% UR: 43.68% UF: 45.04% P: 43.89% R: 41.23% F: 42.52%
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+ 2023-04-28 12:18:26 INFO 0:00:04.471435s elapsed
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+ 2023-04-28 12:18:26 INFO Epoch 74 / 5000:
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+ 2023-04-28 12:18:29 INFO lr: 4.9260e-05 - loss: 0.0142 - UP: 98.47% UR: 97.45% UF: 97.96% P: 98.34% R: 97.32% F: 97.83%
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+ 2023-04-28 12:18:29 INFO dev: loss: 0.2702 - UP: 84.62% UR: 76.34% UF: 80.27% P: 82.52% R: 74.45% F: 78.28%
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+ 2023-04-28 12:18:30 INFO test: loss: 0.2541 - UP: 42.82% UR: 45.16% UF: 43.95% P: 40.41% R: 42.62% F: 41.49%
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+ 2023-04-28 12:18:30 INFO 0:00:04.560884s elapsed
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+ 2023-04-28 12:18:34 INFO lr: 4.9250e-05 - loss: 0.0011 - UP: 98.55% UR: 97.06% UF: 97.80% P: 98.33% R: 96.85% F: 97.58%
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+ 2023-04-28 12:18:34 INFO dev: loss: 0.2534 - UP: 84.88% UR: 77.92% UF: 81.25% P: 82.47% R: 75.71% F: 78.95%
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+ 2023-04-28 12:18:36 INFO test: loss: 0.2500 - UP: 42.55% UR: 46.09% UF: 44.25% P: 40.15% R: 43.50% F: 41.76%
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+ 2023-04-28 12:18:36 INFO 0:00:05.210668s elapsed
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+ 2023-04-28 12:18:39 INFO lr: 4.9240e-05 - loss: 0.0026 - UP: 98.56% UR: 97.49% UF: 98.02% P: 98.47% R: 97.41% F: 97.94%
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+ 2023-04-28 12:18:39 INFO dev: loss: 0.2713 - UP: 86.28% UR: 75.39% UF: 80.47% P: 84.12% R: 73.50% F: 78.45%
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+ 2023-04-28 12:18:40 INFO test: loss: 0.2530 - UP: 43.27% UR: 45.25% UF: 44.24% P: 41.05% R: 42.92% F: 41.97%
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+ 2023-04-28 12:18:40 INFO 0:00:04.499897s elapsed
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+ 2023-04-28 12:18:43 INFO lr: 4.9230e-05 - loss: 0.0102 - UP: 99.12% UR: 96.98% UF: 98.03% P: 99.03% R: 96.89% F: 97.95%
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+ 2023-04-28 12:18:43 INFO dev: loss: 0.2869 - UP: 85.97% UR: 75.39% UF: 80.34% P: 83.81% R: 73.50% F: 78.32%
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+ 2023-04-28 12:18:44 INFO test: loss: 0.2471 - UP: 43.63% UR: 44.82% UF: 44.22% P: 41.60% R: 42.74% F: 42.16%
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+ 2023-04-28 12:18:44 INFO 0:00:04.340005s elapsed
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+ 2023-04-28 12:18:47 INFO lr: 4.9220e-05 - loss: 0.0058 - UP: 98.82% UR: 97.88% UF: 98.35% P: 98.56% R: 97.62% F: 98.09%
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+ 2023-04-28 12:18:48 INFO dev: loss: 0.2895 - UP: 85.71% UR: 77.60% UF: 81.46% P: 82.93% R: 75.08% F: 78.81%
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+ 2023-04-28 12:18:49 INFO test: loss: 0.2500 - UP: 41.15% UR: 47.57% UF: 44.13% P: 38.72% R: 44.76% F: 41.52%
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+ 2023-04-28 12:18:49 INFO 0:00:04.861158s elapsed
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+ 2023-04-28 12:18:53 INFO lr: 4.9210e-05 - loss: 0.0212 - UP: 98.31% UR: 97.88% UF: 98.10% P: 98.18% R: 97.75% F: 97.97%
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+ 2023-04-28 12:18:53 INFO dev: loss: 0.2815 - UP: 87.41% UR: 76.66% UF: 81.68% P: 85.25% R: 74.76% F: 79.66%
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+ 2023-04-28 12:18:54 INFO test: loss: 0.2519 - UP: 42.11% UR: 45.61% UF: 43.79% P: 39.88% R: 43.19% F: 41.47%
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+ 2023-04-28 12:18:57 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 98.36% UR: 98.23% UF: 98.29% P: 98.27% R: 98.14% F: 98.21%
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+ 2023-04-28 12:18:57 INFO dev: loss: 0.2848 - UP: 83.17% UR: 79.50% UF: 81.29% P: 80.53% R: 76.97% F: 78.71%
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+ 2023-04-28 12:18:58 INFO test: loss: 0.2516 - UP: 44.89% UR: 45.46% UF: 45.17% P: 42.12% R: 42.65% F: 42.38%
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+ 2023-04-28 12:18:58 INFO Epoch 81 / 5000:
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+ 2023-04-28 12:19:01 INFO lr: 4.9190e-05 - loss: 0.0086 - UP: 98.77% UR: 97.37% UF: 98.06% P: 98.60% R: 97.19% F: 97.89%
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+ 2023-04-28 12:19:03 INFO test: loss: 0.2102 - UP: 54.99% UR: 38.39% UF: 45.22% P: 52.14% R: 36.40% F: 42.87%
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+ 2023-04-28 12:19:03 INFO 0:00:04.491691s elapsed
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+ 2023-04-28 12:19:03 INFO Epoch 82 / 5000:
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+ 2023-04-28 12:19:06 INFO lr: 4.9180e-05 - loss: 0.0095 - UP: 97.16% UR: 95.90% UF: 96.52% P: 97.11% R: 95.85% F: 96.48%
557
+ 2023-04-28 12:19:07 INFO dev: loss: 0.2917 - UP: 77.71% UR: 81.39% UF: 79.51% P: 75.30% R: 78.86% F: 77.04%
558
+ 2023-04-28 12:19:08 INFO test: loss: 0.3265 - UP: 33.08% UR: 51.86% UF: 40.40% P: 30.77% R: 48.23% F: 37.57%
559
+ 2023-04-28 12:19:08 INFO 0:00:05.075383s elapsed
560
+
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+ 2023-04-28 12:19:08 INFO Epoch 83 / 5000:
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+ 2023-04-28 12:19:11 INFO lr: 4.9170e-05 - loss: 0.0193 - UP: 96.81% UR: 95.68% UF: 96.24% P: 96.50% R: 95.38% F: 95.94%
563
+ 2023-04-28 12:19:11 INFO dev: loss: 0.2854 - UP: 82.83% UR: 77.60% UF: 80.13% P: 81.14% R: 76.03% F: 78.50%
564
+ 2023-04-28 12:19:12 INFO test: loss: 0.2465 - UP: 42.63% UR: 46.69% UF: 44.57% P: 40.12% R: 43.95% F: 41.95%
565
+ 2023-04-28 12:19:12 INFO 0:00:04.370334s elapsed
566
+
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+ 2023-04-28 12:19:12 INFO Epoch 84 / 5000:
568
+ 2023-04-28 12:19:15 INFO lr: 4.9160e-05 - loss: 0.0204 - UP: 97.48% UR: 95.29% UF: 96.37% P: 97.39% R: 95.21% F: 96.29%
569
+ 2023-04-28 12:19:16 INFO dev: loss: 0.2536 - UP: 84.89% UR: 74.45% UF: 79.33% P: 82.37% R: 72.24% F: 76.97%
570
+ 2023-04-28 12:19:17 INFO test: loss: 0.2057 - UP: 49.20% UR: 42.65% UF: 45.69% P: 46.69% R: 40.48% F: 43.36%
571
+ 2023-04-28 12:19:17 INFO 0:00:04.171600s elapsed
572
+
573
+ 2023-04-28 12:19:17 INFO Epoch 85 / 5000:
574
+ 2023-04-28 12:19:19 INFO lr: 4.9150e-05 - loss: 0.0082 - UP: 97.80% UR: 96.16% UF: 96.97% P: 97.50% R: 95.85% F: 96.67%
575
+ 2023-04-28 12:19:20 INFO dev: loss: 0.2475 - UP: 84.25% UR: 77.60% UF: 80.79% P: 80.48% R: 74.13% F: 77.18%
576
+ 2023-04-28 12:19:21 INFO test: loss: 0.2188 - UP: 48.48% UR: 45.34% UF: 46.86% P: 45.51% R: 42.56% F: 43.99%
577
+ 2023-04-28 12:19:21 INFO 0:00:04.306196s elapsed
578
+
579
+ 2023-04-28 12:19:21 INFO Epoch 86 / 5000:
580
+ 2023-04-28 12:19:24 INFO lr: 4.9140e-05 - loss: 0.0027 - UP: 98.78% UR: 97.54% UF: 98.15% P: 98.64% R: 97.41% F: 98.02%
581
+ 2023-04-28 12:19:24 INFO dev: loss: 0.2665 - UP: 85.21% UR: 76.34% UF: 80.53% P: 82.75% R: 74.13% F: 78.20%
582
+ 2023-04-28 12:19:25 INFO test: loss: 0.2265 - UP: 46.69% UR: 44.73% UF: 45.69% P: 44.14% R: 42.29% F: 43.19%
583
+ 2023-04-28 12:19:25 INFO 0:00:04.381396s elapsed
584
+
585
+ 2023-04-28 12:19:25 INFO Epoch 87 / 5000:
586
+ 2023-04-28 12:19:28 INFO lr: 4.9130e-05 - loss: 0.0157 - UP: 98.32% UR: 96.29% UF: 97.29% P: 98.32% R: 96.29% F: 97.29%
587
+ 2023-04-28 12:19:28 INFO dev: loss: 0.2925 - UP: 85.30% UR: 75.08% UF: 79.87% P: 83.51% R: 73.50% F: 78.19%
588
+ 2023-04-28 12:19:29 INFO test: loss: 0.2366 - UP: 45.44% UR: 45.73% UF: 45.58% P: 43.43% R: 43.71% F: 43.57%
589
+ 2023-04-28 12:19:29 INFO 0:00:04.089923s elapsed
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+
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+ 2023-04-28 12:19:29 INFO Epoch 88 / 5000:
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+ 2023-04-28 12:19:32 INFO lr: 4.9120e-05 - loss: 0.0001 - UP: 98.13% UR: 97.37% UF: 97.75% P: 98.08% R: 97.32% F: 97.70%
593
+ 2023-04-28 12:19:32 INFO dev: loss: 0.2909 - UP: 80.00% UR: 78.23% UF: 79.11% P: 77.42% R: 75.71% F: 76.56%
594
+ 2023-04-28 12:19:33 INFO test: loss: 0.2760 - UP: 42.13% UR: 48.02% UF: 44.89% P: 39.14% R: 44.61% F: 41.70%
595
+ 2023-04-28 12:19:33 INFO 0:00:04.099689s elapsed
596
+
597
+ 2023-04-28 12:19:33 INFO Epoch 89 / 5000:
598
+ 2023-04-28 12:19:36 INFO lr: 4.9110e-05 - loss: 0.0024 - UP: 98.18% UR: 97.88% UF: 98.03% P: 98.01% R: 97.71% F: 97.86%
599
+ 2023-04-28 12:19:37 INFO dev: loss: 0.2909 - UP: 85.97% UR: 75.39% UF: 80.34% P: 83.45% R: 73.19% F: 77.98%
600
+ 2023-04-28 12:19:38 INFO test: loss: 0.2395 - UP: 45.08% UR: 44.67% UF: 44.88% P: 42.52% R: 42.14% F: 42.33%
601
+ 2023-04-28 12:19:38 INFO 0:00:04.382439s elapsed
602
+
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+ 2023-04-28 12:19:38 INFO Epoch 90 / 5000:
604
+ 2023-04-28 12:19:41 INFO lr: 4.9100e-05 - loss: 0.0037 - UP: 98.81% UR: 97.06% UF: 97.93% P: 98.72% R: 96.98% F: 97.84%
605
+ 2023-04-28 12:19:41 INFO dev: loss: 0.2939 - UP: 81.31% UR: 78.23% UF: 79.74% P: 78.36% R: 75.39% F: 76.85%
606
+ 2023-04-28 12:19:42 INFO test: loss: 0.2769 - UP: 39.49% UR: 49.53% UF: 43.94% P: 36.84% R: 46.21% F: 41.00%
607
+ 2023-04-28 12:19:42 INFO 0:00:04.195026s elapsed
608
+
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+ 2023-04-28 12:19:42 INFO Epoch 91 / 5000:
610
+ 2023-04-28 12:19:45 INFO lr: 4.9090e-05 - loss: 0.0077 - UP: 97.96% UR: 97.41% UF: 97.68% P: 97.91% R: 97.37% F: 97.64%
611
+ 2023-04-28 12:19:45 INFO dev: loss: 0.2798 - UP: 84.32% UR: 76.34% UF: 80.13% P: 81.53% R: 73.82% F: 77.48%
612
+ 2023-04-28 12:19:46 INFO test: loss: 0.2502 - UP: 43.56% UR: 44.70% UF: 44.12% P: 40.85% R: 41.93% F: 41.38%
613
+ 2023-04-28 12:19:46 INFO 0:00:04.137055s elapsed
614
+
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+ 2023-04-28 12:19:46 INFO Epoch 92 / 5000:
616
+ 2023-04-28 12:19:49 INFO lr: 4.9080e-05 - loss: 0.0466 - UP: 91.36% UR: 89.98% UF: 90.66% P: 90.66% R: 89.29% F: 89.97%
617
+ 2023-04-28 12:19:49 INFO dev: loss: 0.2173 - UP: 81.70% UR: 60.57% UF: 69.57% P: 80.00% R: 59.31% F: 68.12%
618
+ 2023-04-28 12:19:50 INFO test: loss: 0.1684 - UP: 47.06% UR: 33.35% UF: 39.04% P: 44.85% R: 31.78% F: 37.20%
619
+ 2023-04-28 12:19:50 INFO 0:00:04.189130s elapsed
620
+
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+ 2023-04-28 12:19:50 INFO Epoch 93 / 5000:
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+ 2023-04-28 12:19:53 INFO lr: 4.9070e-05 - loss: 0.0249 - UP: 95.35% UR: 89.37% UF: 92.26% P: 94.93% R: 88.98% F: 91.86%
623
+ 2023-04-28 12:19:54 INFO dev: loss: 0.2498 - UP: 80.00% UR: 75.71% UF: 77.80% P: 77.33% R: 73.19% F: 75.20%
624
+ 2023-04-28 12:19:55 INFO test: loss: 0.2337 - UP: 43.55% UR: 44.52% UF: 44.03% P: 41.39% R: 42.32% F: 41.85%
625
+ 2023-04-28 12:19:55 INFO 0:00:04.526176s elapsed
626
+
627
+ 2023-04-28 12:19:55 INFO Epoch 94 / 5000:
628
+ 2023-04-28 12:19:58 INFO lr: 4.9060e-05 - loss: 0.1012 - UP: 94.59% UR: 92.10% UF: 93.32% P: 94.06% R: 91.58% F: 92.80%
629
+ 2023-04-28 12:19:58 INFO dev: loss: 0.2491 - UP: 80.42% UR: 60.88% UF: 69.30% P: 77.92% R: 58.99% F: 67.15%
630
+ 2023-04-28 12:19:59 INFO test: loss: 0.2133 - UP: 37.77% UR: 38.00% UF: 37.89% P: 35.43% R: 35.65% F: 35.54%
631
+ 2023-04-28 12:19:59 INFO 0:00:04.170378s elapsed
632
+
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+ 2023-04-28 12:19:59 INFO Epoch 95 / 5000:
634
+ 2023-04-28 12:20:02 INFO lr: 4.9050e-05 - loss: 0.0051 - UP: 87.45% UR: 68.64% UF: 76.91% P: 86.24% R: 67.69% F: 75.85%
635
+ 2023-04-28 12:20:02 INFO dev: loss: 0.2323 - UP: 81.86% UR: 58.36% UF: 68.14% P: 77.43% R: 55.21% F: 64.46%
636
+ 2023-04-28 12:20:03 INFO test: loss: 0.2150 - UP: 33.43% UR: 31.09% UF: 32.22% P: 30.90% R: 28.74% F: 29.78%
637
+ 2023-04-28 12:20:03 INFO 0:00:04.122030s elapsed
638
+
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+ 2023-04-28 12:20:03 INFO Epoch 96 / 5000:
640
+ 2023-04-28 12:20:06 INFO lr: 4.9040e-05 - loss: 0.0080 - UP: 93.67% UR: 83.80% UF: 88.46% P: 92.85% R: 83.07% F: 87.69%
641
+ 2023-04-28 12:20:06 INFO dev: loss: 0.2318 - UP: 85.82% UR: 74.45% UF: 79.73% P: 82.18% R: 71.29% F: 76.35%
642
+ 2023-04-28 12:20:08 INFO test: loss: 0.2024 - UP: 44.11% UR: 42.74% UF: 43.42% P: 41.84% R: 40.54% F: 41.18%
643
+ 2023-04-28 12:20:08 INFO 0:00:04.340769s elapsed
644
+
645
+ 2023-04-28 12:21:00 INFO Epoch 66 saved
646
+ 2023-04-28 12:21:00 INFO dev: UP: 88.21% UR: 77.92% UF: 82.75% P: 86.43% R: 76.34% F: 81.07%
647
+ 2023-04-28 12:21:00 INFO test: UP: 40.99% UR: 48.42% UF: 44.40% P: 38.54% R: 45.52% F: 41.74%
648
+ 2023-04-28 12:21:00 INFO 0:07:09.581738s elapsed, 0:00:04.474810s/epoch
models/opener_en/byLength_asc40/model_vi_opener_en_mbert_6 ADDED
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1
+ 2023-04-28 12:52:31 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_mbert_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/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
+ 2023-04-28 12:52:32 INFO Building the fields
39
+ 2023-04-28 12:52:39 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-28 12:52:39 INFO Building the model
44
+ 2023-04-28 12:53:14 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
+ 2023-04-28 12:53:14 INFO Loading the data
64
+ 2023-04-28 12:53:15 INFO
65
+ train: Dataset(n_sentences=697, n_batches=12, n_buckets=12)
66
+ dev: Dataset(n_sentences=98, n_batches=11, n_buckets=11)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-28 12:53:22 INFO Epoch 1 / 5000:
70
+ 2023-04-28 12:53:30 INFO lr: 4.9990e-05 - loss: 0.2218 - UP: 9.04% UR: 19.74% UF: 12.40% P: 1.78% R: 3.89% F: 2.44%
71
+ 2023-04-28 12:53:30 INFO dev: loss: 0.2654 - UP: 100.00% UR: 0.63% UF: 1.25% P: 100.00% R: 0.63% F: 1.25%
72
+ 2023-04-28 12:53:31 INFO test: loss: nan - UP: 20.06% UR: 2.05% UF: 3.72% P: 15.63% R: 1.60% F: 2.90%
73
+ 2023-04-28 12:53:43 INFO 0:00:09.109546s elapsed (saved)
74
+
75
+ 2023-04-28 12:53:43 INFO Epoch 2 / 5000:
76
+ 2023-04-28 12:53:45 INFO lr: 4.9980e-05 - loss: 0.2516 - UP: 66.19% UR: 9.98% UF: 17.34% P: 57.59% R: 8.68% F: 15.09%
77
+ 2023-04-28 12:53:46 INFO dev: loss: 0.2196 - UP: 72.05% UR: 36.59% UF: 48.54% P: 58.39% R: 29.65% F: 39.33%
78
+ 2023-04-28 12:53:47 INFO test: loss: nan - UP: 45.77% UR: 21.25% UF: 29.02% P: 37.19% R: 17.27% F: 23.58%
79
+ 2023-04-28 12:53:58 INFO 0:00:03.903060s elapsed (saved)
80
+
81
+ 2023-04-28 12:53:58 INFO Epoch 3 / 5000:
82
+ 2023-04-28 12:54:01 INFO lr: 4.9970e-05 - loss: 0.2223 - UP: 70.64% UR: 28.16% UF: 40.27% P: 63.71% R: 25.40% F: 36.32%
83
+ 2023-04-28 12:54:01 INFO dev: loss: 0.1933 - UP: 74.50% UR: 47.00% UF: 57.64% P: 61.50% R: 38.80% F: 47.58%
84
+ 2023-04-28 12:54:02 INFO test: loss: nan - UP: 53.04% UR: 24.51% UF: 33.53% P: 43.17% R: 19.95% F: 27.29%
85
+ 2023-04-28 12:54:13 INFO 0:00:03.851366s elapsed (saved)
86
+
87
+ 2023-04-28 12:54:13 INFO Epoch 4 / 5000:
88
+ 2023-04-28 12:54:16 INFO lr: 4.9960e-05 - loss: 0.1517 - UP: 71.35% UR: 39.48% UF: 50.83% P: 63.70% R: 35.25% F: 45.38%
89
+ 2023-04-28 12:54:16 INFO dev: loss: 0.1732 - UP: 77.27% UR: 53.63% UF: 63.31% P: 68.64% R: 47.63% F: 56.24%
90
+ 2023-04-28 12:54:17 INFO test: loss: nan - UP: 43.14% UR: 28.86% UF: 34.58% P: 37.73% R: 25.23% F: 30.24%
91
+ 2023-04-28 12:54:29 INFO 0:00:03.911794s elapsed (saved)
92
+
93
+ 2023-04-28 12:54:29 INFO Epoch 5 / 5000:
94
+ 2023-04-28 12:54:31 INFO lr: 4.9950e-05 - loss: 0.0688 - UP: 76.96% UR: 52.22% UF: 62.22% P: 71.74% R: 48.68% F: 58.00%
95
+ 2023-04-28 12:54:31 INFO dev: loss: 0.1832 - UP: 79.74% UR: 57.10% UF: 66.54% P: 73.13% R: 52.37% F: 61.03%
96
+ 2023-04-28 12:54:32 INFO test: loss: nan - UP: 36.39% UR: 32.36% UF: 34.25% P: 32.42% R: 28.83% F: 30.52%
97
+ 2023-04-28 12:54:44 INFO 0:00:03.878542s elapsed (saved)
98
+
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+ 2023-04-28 12:54:44 INFO Epoch 6 / 5000:
100
+ 2023-04-28 12:54:47 INFO lr: 4.9940e-05 - loss: 0.0758 - UP: 77.68% UR: 58.79% UF: 66.93% P: 74.03% R: 56.03% F: 63.78%
101
+ 2023-04-28 12:54:47 INFO dev: loss: 0.1907 - UP: 79.11% UR: 56.15% UF: 65.68% P: 74.22% R: 52.68% F: 61.62%
102
+ 2023-04-28 12:54:48 INFO test: loss: nan - UP: 53.77% UR: 30.12% UF: 38.61% P: 48.28% R: 27.04% F: 34.67%
103
+ 2023-04-28 12:54:59 INFO 0:00:03.968771s elapsed (saved)
104
+
105
+ 2023-04-28 12:54:59 INFO Epoch 7 / 5000:
106
+ 2023-04-28 12:55:02 INFO lr: 4.9930e-05 - loss: 0.0363 - UP: 84.64% UR: 64.49% UF: 73.20% P: 80.95% R: 61.68% F: 70.02%
107
+ 2023-04-28 12:55:02 INFO dev: loss: 0.2142 - UP: 79.37% UR: 63.09% UF: 70.30% P: 68.65% R: 54.57% F: 60.81%
108
+ 2023-04-28 12:55:03 INFO test: loss: nan - UP: 38.78% UR: 37.61% UF: 38.19% P: 32.06% R: 31.09% F: 31.57%
109
+ 2023-04-28 12:55:03 INFO 0:00:03.971295s elapsed
110
+
111
+ 2023-04-28 12:55:03 INFO Epoch 8 / 5000:
112
+ 2023-04-28 12:55:06 INFO lr: 4.9920e-05 - loss: 0.0830 - UP: 87.44% UR: 73.35% UF: 79.77% P: 83.63% R: 70.15% F: 76.30%
113
+ 2023-04-28 12:55:06 INFO dev: loss: 0.2150 - UP: 82.73% UR: 57.41% UF: 67.78% P: 79.09% R: 54.89% F: 64.80%
114
+ 2023-04-28 12:55:07 INFO test: loss: nan - UP: 51.43% UR: 31.57% UF: 39.12% P: 47.00% R: 28.86% F: 35.76%
115
+ 2023-04-28 12:55:18 INFO 0:00:03.883625s elapsed (saved)
116
+
117
+ 2023-04-28 12:55:18 INFO Epoch 9 / 5000:
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+ 2023-04-28 12:55:21 INFO dev: loss: 0.2256 - UP: 76.00% UR: 65.93% UF: 70.61% P: 67.27% R: 58.36% F: 62.50%
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+ 2023-04-28 12:55:22 INFO test: loss: nan - UP: 38.86% UR: 39.84% UF: 39.34% P: 29.97% R: 30.73% F: 30.34%
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+ 2023-04-28 12:55:25 INFO dev: loss: 0.2213 - UP: 72.56% UR: 72.56% UF: 72.56% P: 66.56% R: 66.56% F: 66.56%
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+ 2023-04-28 12:55:26 INFO test: loss: nan - UP: 27.17% UR: 45.19% UF: 33.94% P: 24.54% R: 40.81% F: 30.65%
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+ 2023-04-28 12:55:49 INFO dev: loss: 0.2084 - UP: 87.62% UR: 58.04% UF: 69.83% P: 82.38% R: 54.57% F: 65.65%
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+ 2023-04-28 12:55:51 INFO test: loss: nan - UP: 43.46% UR: 33.72% UF: 37.97% P: 37.86% R: 29.37% F: 33.08%
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+ 2023-04-28 12:55:54 INFO dev: loss: 0.2407 - UP: 74.82% UR: 66.56% UF: 70.45% P: 69.15% R: 61.51% F: 65.11%
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+ 2023-04-28 12:55:55 INFO test: loss: nan - UP: 36.06% UR: 43.04% UF: 39.25% P: 32.12% R: 38.33% F: 34.95%
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+ 2023-04-28 12:55:58 INFO dev: loss: 0.2368 - UP: 78.41% UR: 65.30% UF: 71.26% P: 73.48% R: 61.20% F: 66.78%
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+ 2023-04-28 12:55:59 INFO test: loss: nan - UP: 37.95% UR: 40.39% UF: 39.13% P: 34.26% R: 36.46% F: 35.33%
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+ 2023-04-28 12:56:10 INFO 0:00:04.400363s elapsed (saved)
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+ 2023-04-28 12:56:13 INFO dev: loss: 0.2492 - UP: 77.94% UR: 66.88% UF: 71.99% P: 68.75% R: 58.99% F: 63.50%
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+ 2023-04-28 12:56:17 INFO lr: 4.9830e-05 - loss: 0.0015 - UP: 95.22% UR: 92.92% UF: 94.05% P: 91.59% R: 89.37% F: 90.47%
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+ 2023-04-28 12:56:17 INFO dev: loss: 0.2564 - UP: 86.88% UR: 60.57% UF: 71.38% P: 82.81% R: 57.73% F: 68.03%
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+ 2023-04-28 12:56:18 INFO test: loss: nan - UP: 42.91% UR: 36.10% UF: 39.21% P: 38.61% R: 32.48% F: 35.28%
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+ 2023-04-28 12:56:33 INFO dev: loss: 0.2682 - UP: 80.43% UR: 71.29% UF: 75.59% P: 73.31% R: 64.98% F: 68.90%
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+ 2023-04-28 12:56:35 INFO test: loss: nan - UP: 30.77% UR: 45.03% UF: 36.56% P: 25.68% R: 37.58% F: 30.51%
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+ 2023-04-28 12:56:46 INFO 0:00:04.123064s elapsed (saved)
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+ 2023-04-28 12:56:49 INFO lr: 4.9810e-05 - loss: 0.0387 - UP: 96.57% UR: 91.23% UF: 93.82% P: 94.28% R: 89.07% F: 91.60%
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+ 2023-04-28 12:56:49 INFO dev: loss: 0.3189 - UP: 80.81% UR: 69.09% UF: 74.49% P: 70.48% R: 60.25% F: 64.97%
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+ 2023-04-28 12:56:51 INFO test: loss: nan - UP: 50.77% UR: 38.70% UF: 43.92% P: 43.13% R: 32.87% F: 37.31%
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+ 2023-04-28 12:56:53 INFO lr: 4.9800e-05 - loss: 0.0102 - UP: 94.53% UR: 94.77% UF: 94.65% P: 93.80% R: 94.04% F: 93.92%
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+ 2023-04-28 12:56:54 INFO dev: loss: 0.2387 - UP: 87.20% UR: 68.77% UF: 76.90% P: 80.80% R: 63.72% F: 71.25%
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+ 2023-04-28 12:56:55 INFO test: loss: nan - UP: 52.15% UR: 35.13% UF: 41.98% P: 47.18% R: 31.78% F: 37.98%
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+ 2023-04-28 12:57:06 INFO 0:00:04.324946s elapsed (saved)
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+ 2023-04-28 12:57:09 INFO dev: loss: 0.2599 - UP: 84.41% UR: 70.03% UF: 76.55% P: 79.09% R: 65.62% F: 71.72%
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+ 2023-04-28 12:57:10 INFO test: loss: nan - UP: 44.94% UR: 39.03% UF: 41.78% P: 40.49% R: 35.16% F: 37.64%
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+ 2023-04-28 12:57:21 INFO 0:00:04.359276s elapsed (saved)
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+ 2023-04-28 12:57:24 INFO dev: loss: 0.2909 - UP: 82.77% UR: 69.72% UF: 75.68% P: 77.15% R: 64.98% F: 70.55%
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+ 2023-04-28 12:57:26 INFO test: loss: nan - UP: 46.76% UR: 40.27% UF: 43.27% P: 42.17% R: 36.31% F: 39.02%
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+ 2023-04-28 12:57:28 INFO lr: 4.9770e-05 - loss: 0.0141 - UP: 98.47% UR: 94.21% UF: 96.29% P: 98.33% R: 94.08% F: 96.16%
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+ 2023-04-28 12:57:29 INFO dev: loss: 0.2833 - UP: 83.72% UR: 68.14% UF: 75.13% P: 77.91% R: 63.41% F: 69.91%
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+ 2023-04-28 12:57:30 INFO test: loss: nan - UP: 45.99% UR: 38.73% UF: 42.04% P: 41.54% R: 34.98% F: 37.98%
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+ 2023-04-28 12:57:30 INFO 0:00:04.195472s elapsed
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+ 2023-04-28 12:57:33 INFO lr: 4.9760e-05 - loss: 0.0131 - UP: 96.85% UR: 96.80% UF: 96.82% P: 96.76% R: 96.72% F: 96.74%
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+ 2023-04-28 12:57:33 INFO dev: loss: 0.2878 - UP: 86.64% UR: 67.51% UF: 75.89% P: 80.16% R: 62.46% F: 70.21%
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+ 2023-04-28 12:57:34 INFO test: loss: nan - UP: 45.61% UR: 39.03% UF: 42.06% P: 41.23% R: 35.29% F: 38.03%
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+ 2023-04-28 12:57:34 INFO 0:00:04.257407s elapsed
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+ 2023-04-28 12:57:34 INFO Epoch 25 / 5000:
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+ 2023-04-28 12:57:37 INFO lr: 4.9750e-05 - loss: 0.0003 - UP: 97.82% UR: 95.08% UF: 96.43% P: 97.82% R: 95.08% F: 96.43%
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+ 2023-04-28 12:57:37 INFO dev: loss: 0.2865 - UP: 84.87% UR: 72.56% UF: 78.23% P: 78.23% R: 66.88% F: 72.11%
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+ 2023-04-28 12:57:39 INFO test: loss: nan - UP: 39.48% UR: 44.73% UF: 41.94% P: 35.46% R: 40.18% F: 37.67%
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+ 2023-04-28 12:57:51 INFO 0:00:04.743135s elapsed (saved)
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+ 2023-04-28 12:57:51 INFO Epoch 26 / 5000:
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+ 2023-04-28 12:57:54 INFO lr: 4.9740e-05 - loss: 0.0016 - UP: 97.42% UR: 96.16% UF: 96.78% P: 97.29% R: 96.03% F: 96.65%
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+ 2023-04-28 12:57:54 INFO dev: loss: 0.2914 - UP: 85.10% UR: 68.45% UF: 75.87% P: 78.82% R: 63.41% F: 70.28%
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+ 2023-04-28 12:57:55 INFO test: loss: nan - UP: 47.42% UR: 38.48% UF: 42.49% P: 43.03% R: 34.92% F: 38.55%
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+ 2023-04-28 12:57:55 INFO 0:00:04.211354s elapsed
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+ 2023-04-28 12:57:58 INFO lr: 4.9730e-05 - loss: 0.0117 - UP: 97.87% UR: 97.11% UF: 97.48% P: 97.82% R: 97.06% F: 97.44%
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+ 2023-04-28 12:57:58 INFO dev: loss: 0.3180 - UP: 84.13% UR: 66.88% UF: 74.52% P: 78.57% R: 62.46% F: 69.60%
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+ 2023-04-28 12:57:59 INFO test: loss: nan - UP: 41.46% UR: 39.93% UF: 40.68% P: 36.73% R: 35.38% F: 36.04%
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+ 2023-04-28 12:57:59 INFO 0:00:04.144588s elapsed
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+ 2023-04-28 12:58:02 INFO lr: 4.9720e-05 - loss: 0.0105 - UP: 98.20% UR: 96.41% UF: 97.30% P: 98.11% R: 96.33% F: 97.21%
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+ 2023-04-28 12:58:02 INFO dev: loss: 0.3013 - UP: 84.35% UR: 69.72% UF: 76.34% P: 79.77% R: 65.93% F: 72.19%
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+ 2023-04-28 12:58:04 INFO test: loss: nan - UP: 41.08% UR: 42.26% UF: 41.66% P: 37.32% R: 38.39% F: 37.85%
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+ 2023-04-28 12:58:15 INFO 0:00:04.206665s elapsed (saved)
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+ 2023-04-28 12:58:15 INFO Epoch 29 / 5000:
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+ 2023-04-28 12:58:17 INFO lr: 4.9710e-05 - loss: 0.0012 - UP: 98.56% UR: 97.28% UF: 97.91% P: 98.56% R: 97.28% F: 97.91%
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+ 2023-04-28 12:58:18 INFO dev: loss: 0.3115 - UP: 82.89% UR: 68.77% UF: 75.17% P: 77.57% R: 64.35% F: 70.34%
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+ 2023-04-28 12:58:19 INFO test: loss: nan - UP: 44.12% UR: 41.20% UF: 42.61% P: 39.82% R: 37.19% F: 38.46%
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+ 2023-04-28 12:58:19 INFO 0:00:03.979419s elapsed
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+ 2023-04-28 12:58:19 INFO Epoch 30 / 5000:
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+ 2023-04-28 12:58:21 INFO lr: 4.9700e-05 - loss: 0.0013 - UP: 97.92% UR: 97.80% UF: 97.86% P: 97.92% R: 97.80% F: 97.86%
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+ 2023-04-28 12:58:22 INFO dev: loss: 0.3126 - UP: 87.85% UR: 68.45% UF: 76.95% P: 83.00% R: 64.67% F: 72.70%
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+ 2023-04-28 12:58:23 INFO test: loss: nan - UP: 40.12% UR: 40.69% UF: 40.40% P: 36.16% R: 36.67% F: 36.42%
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+ 2023-04-28 12:58:35 INFO 0:00:04.158723s elapsed (saved)
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+ 2023-04-28 12:58:38 INFO lr: 4.9690e-05 - loss: 0.0153 - UP: 98.59% UR: 96.41% UF: 97.49% P: 98.41% R: 96.24% F: 97.31%
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+ 2023-04-28 12:58:38 INFO dev: loss: 0.3068 - UP: 82.42% UR: 70.98% UF: 76.27% P: 74.36% R: 64.04% F: 68.81%
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+ 2023-04-28 12:58:39 INFO test: loss: nan - UP: 38.80% UR: 43.31% UF: 40.94% P: 34.72% R: 38.76% F: 36.63%
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+ 2023-04-28 12:58:39 INFO 0:00:03.960011s elapsed
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+ 2023-04-28 12:58:42 INFO lr: 4.9680e-05 - loss: 0.0044 - UP: 98.65% UR: 97.97% UF: 98.31% P: 98.52% R: 97.84% F: 98.18%
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+ 2023-04-28 12:58:42 INFO dev: loss: 0.3098 - UP: 86.53% UR: 66.88% UF: 75.44% P: 78.78% R: 60.88% F: 68.68%
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+ 2023-04-28 12:58:43 INFO test: loss: nan - UP: 49.30% UR: 40.24% UF: 44.31% P: 43.97% R: 35.89% F: 39.52%
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+ 2023-04-28 12:58:43 INFO 0:00:04.621033s elapsed
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+ 2023-04-28 12:58:46 INFO lr: 4.9670e-05 - loss: 0.0448 - UP: 99.24% UR: 96.03% UF: 97.61% P: 99.15% R: 95.94% F: 97.52%
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+ 2023-04-28 12:58:47 INFO dev: loss: 0.2912 - UP: 82.46% UR: 74.13% UF: 78.07% P: 77.89% R: 70.03% F: 73.75%
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+ 2023-04-28 12:58:48 INFO test: loss: nan - UP: 36.39% UR: 46.57% UF: 40.86% P: 32.29% R: 41.32% F: 36.25%
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+ 2023-04-28 12:58:59 INFO 0:00:04.320826s elapsed (saved)
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+ 2023-04-28 12:59:02 INFO lr: 4.9660e-05 - loss: 0.0067 - UP: 97.03% UR: 98.83% UF: 97.92% P: 96.99% R: 98.79% F: 97.88%
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+ 2023-04-28 12:59:02 INFO dev: loss: 0.3057 - UP: 87.14% UR: 66.25% UF: 75.27% P: 81.33% R: 61.83% F: 70.25%
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+ 2023-04-28 12:59:03 INFO test: loss: nan - UP: 48.73% UR: 38.67% UF: 43.12% P: 43.78% R: 34.74% F: 38.74%
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+ 2023-04-28 12:59:03 INFO 0:00:04.063829s elapsed
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+ 2023-04-28 12:59:06 INFO lr: 4.9650e-05 - loss: 0.0102 - UP: 98.81% UR: 97.15% UF: 97.97% P: 98.77% R: 97.11% F: 97.93%
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+ 2023-04-28 12:59:06 INFO dev: loss: 0.3255 - UP: 81.08% UR: 75.71% UF: 78.30% P: 74.66% R: 69.72% F: 72.10%
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+ 2023-04-28 12:59:07 INFO test: loss: nan - UP: 39.27% UR: 46.00% UF: 42.37% P: 35.38% R: 41.44% F: 38.17%
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+ 2023-04-28 12:59:10 INFO lr: 4.9640e-05 - loss: 0.0082 - UP: 98.18% UR: 98.06% UF: 98.12% P: 98.14% R: 98.01% F: 98.08%
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+ 2023-04-28 12:59:10 INFO dev: loss: 0.3113 - UP: 87.98% UR: 64.67% UF: 74.55% P: 80.26% R: 58.99% F: 68.00%
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+ 2023-04-28 12:59:11 INFO test: loss: nan - UP: 53.75% UR: 36.95% UF: 43.79% P: 48.97% R: 33.66% F: 39.89%
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+ 2023-04-28 12:59:14 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 99.00% UR: 98.40% UF: 98.70% P: 99.00% R: 98.40% F: 98.70%
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+ 2023-04-28 12:59:15 INFO dev: loss: 0.3175 - UP: 84.94% UR: 69.40% UF: 76.39% P: 78.38% R: 64.04% F: 70.49%
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+ 2023-04-28 12:59:16 INFO test: loss: nan - UP: 48.09% UR: 41.74% UF: 44.69% P: 43.39% R: 37.67% F: 40.33%
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+ 2023-04-28 12:59:19 INFO lr: 4.9620e-05 - loss: 0.0007 - UP: 99.04% UR: 98.32% UF: 98.68% P: 99.00% R: 98.27% F: 98.63%
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+ 2023-04-28 12:59:19 INFO dev: loss: 0.3234 - UP: 88.43% UR: 67.51% UF: 76.57% P: 81.40% R: 62.15% F: 70.48%
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+ 2023-04-28 12:59:20 INFO test: loss: nan - UP: 49.59% UR: 40.14% UF: 44.37% P: 44.93% R: 36.37% F: 40.20%
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+ 2023-04-28 12:59:23 INFO lr: 4.9610e-05 - loss: 0.0023 - UP: 99.00% UR: 98.01% UF: 98.50% P: 98.91% R: 97.93% F: 98.42%
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+ 2023-04-28 12:59:24 INFO dev: loss: 0.3126 - UP: 85.09% UR: 73.82% UF: 79.05% P: 77.45% R: 67.19% F: 71.96%
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+ 2023-04-28 12:59:25 INFO test: loss: nan - UP: 38.44% UR: 44.19% UF: 41.11% P: 34.37% R: 39.51% F: 36.76%
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+ 2023-04-28 12:59:27 INFO lr: 4.9600e-05 - loss: 0.0038 - UP: 98.56% UR: 97.28% UF: 97.91% P: 98.51% R: 97.24% F: 97.87%
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+ 2023-04-28 12:59:28 INFO dev: loss: 0.2852 - UP: 87.95% UR: 69.09% UF: 77.39% P: 83.13% R: 65.30% F: 73.14%
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+ 2023-04-28 12:59:29 INFO test: loss: nan - UP: 42.16% UR: 42.20% UF: 42.18% P: 38.57% R: 38.61% F: 38.59%
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311
+ 2023-04-28 12:59:33 INFO dev: loss: 0.2908 - UP: 89.17% UR: 67.51% UF: 76.84% P: 85.00% R: 64.35% F: 73.25%
312
+ 2023-04-28 12:59:34 INFO test: loss: nan - UP: 51.42% UR: 38.15% UF: 43.81% P: 46.22% R: 34.29% F: 39.37%
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+ 2023-04-28 12:59:37 INFO lr: 4.9580e-05 - loss: 0.0283 - UP: 96.38% UR: 97.62% UF: 97.00% P: 96.25% R: 97.49% F: 96.87%
317
+ 2023-04-28 12:59:37 INFO dev: loss: 0.3216 - UP: 84.87% UR: 72.56% UF: 78.23% P: 77.86% R: 66.56% F: 71.77%
318
+ 2023-04-28 12:59:38 INFO test: loss: nan - UP: 33.70% UR: 46.85% UF: 39.20% P: 29.97% R: 41.65% F: 34.86%
319
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+ 2023-04-28 12:59:41 INFO lr: 4.9570e-05 - loss: 0.0195 - UP: 98.53% UR: 95.59% UF: 97.04% P: 98.49% R: 95.55% F: 97.00%
323
+ 2023-04-28 12:59:41 INFO dev: loss: 0.2978 - UP: 82.11% UR: 73.82% UF: 77.74% P: 75.79% R: 68.14% F: 71.76%
324
+ 2023-04-28 12:59:42 INFO test: loss: nan - UP: 38.42% UR: 47.54% UF: 42.50% P: 33.84% R: 41.87% F: 37.43%
325
+ 2023-04-28 12:59:42 INFO 0:00:04.030624s elapsed
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+ 2023-04-28 12:59:45 INFO lr: 4.9560e-05 - loss: 0.0016 - UP: 98.81% UR: 97.24% UF: 98.02% P: 98.68% R: 97.11% F: 97.89%
329
+ 2023-04-28 12:59:45 INFO dev: loss: 0.3073 - UP: 85.32% UR: 67.82% UF: 75.57% P: 77.78% R: 61.83% F: 68.89%
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+ 2023-04-28 12:59:47 INFO test: loss: nan - UP: 48.73% UR: 40.57% UF: 44.28% P: 44.13% R: 36.73% F: 40.09%
331
+ 2023-04-28 12:59:47 INFO 0:00:04.482972s elapsed
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+ 2023-04-28 12:59:47 INFO Epoch 45 / 5000:
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+ 2023-04-28 12:59:50 INFO lr: 4.9550e-05 - loss: 0.0142 - UP: 97.83% UR: 97.37% UF: 97.60% P: 97.44% R: 96.98% F: 97.21%
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+ 2023-04-28 12:59:50 INFO dev: loss: 0.3368 - UP: 85.46% UR: 61.20% UF: 71.32% P: 76.65% R: 54.89% F: 63.97%
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+ 2023-04-28 12:59:51 INFO test: loss: nan - UP: 46.02% UR: 41.84% UF: 43.83% P: 41.67% R: 37.88% F: 39.68%
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+ 2023-04-28 12:59:51 INFO 0:00:04.328034s elapsed
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+ 2023-04-28 12:59:54 INFO lr: 4.9540e-05 - loss: 0.0007 - UP: 99.12% UR: 96.80% UF: 97.95% P: 98.94% R: 96.63% F: 97.77%
341
+ 2023-04-28 12:59:54 INFO dev: loss: 0.3243 - UP: 78.49% UR: 69.09% UF: 73.49% P: 73.12% R: 64.35% F: 68.46%
342
+ 2023-04-28 12:59:55 INFO test: loss: nan - UP: 33.16% UR: 43.31% UF: 37.56% P: 29.27% R: 38.24% F: 33.16%
343
+ 2023-04-28 12:59:55 INFO 0:00:04.305183s elapsed
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+ 2023-04-28 12:59:58 INFO lr: 4.9530e-05 - loss: 0.0010 - UP: 97.35% UR: 96.72% UF: 97.03% P: 97.13% R: 96.50% F: 96.81%
347
+ 2023-04-28 12:59:58 INFO dev: loss: 0.3333 - UP: 83.53% UR: 65.62% UF: 73.50% P: 76.31% R: 59.94% F: 67.14%
348
+ 2023-04-28 12:59:59 INFO test: loss: nan - UP: 45.28% UR: 39.54% UF: 42.22% P: 41.38% R: 36.13% F: 38.58%
349
+ 2023-04-28 12:59:59 INFO 0:00:04.144965s elapsed
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+ 2023-04-28 13:00:02 INFO lr: 4.9520e-05 - loss: 0.0095 - UP: 98.31% UR: 98.06% UF: 98.18% P: 98.27% R: 98.01% F: 98.14%
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+ 2023-04-28 13:00:02 INFO dev: loss: 0.3273 - UP: 82.47% UR: 65.30% UF: 72.89% P: 73.71% R: 58.36% F: 65.14%
354
+ 2023-04-28 13:00:04 INFO test: loss: nan - UP: 42.28% UR: 42.47% UF: 42.37% P: 37.89% R: 38.06% F: 37.98%
355
+ 2023-04-28 13:00:04 INFO 0:00:04.516216s elapsed
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+
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+ 2023-04-28 13:00:04 INFO Epoch 49 / 5000:
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+ 2023-04-28 13:00:07 INFO lr: 4.9510e-05 - loss: 0.0055 - UP: 99.13% UR: 98.27% UF: 98.70% P: 99.13% R: 98.27% F: 98.70%
359
+ 2023-04-28 13:00:07 INFO dev: loss: 0.3168 - UP: 88.36% UR: 64.67% UF: 74.68% P: 80.17% R: 58.68% F: 67.76%
360
+ 2023-04-28 13:00:08 INFO test: loss: nan - UP: 49.73% UR: 38.33% UF: 43.29% P: 45.81% R: 35.32% F: 39.88%
361
+ 2023-04-28 13:00:08 INFO 0:00:03.941577s elapsed
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+
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+ 2023-04-28 13:00:10 INFO lr: 4.9500e-05 - loss: 0.0099 - UP: 98.86% UR: 97.11% UF: 97.97% P: 98.64% R: 96.89% F: 97.76%
365
+ 2023-04-28 13:00:11 INFO dev: loss: 0.3598 - UP: 82.73% UR: 72.56% UF: 77.31% P: 75.54% R: 66.25% F: 70.59%
366
+ 2023-04-28 13:00:12 INFO test: loss: nan - UP: 40.11% UR: 46.06% UF: 42.88% P: 36.27% R: 41.65% F: 38.77%
367
+ 2023-04-28 13:00:12 INFO 0:00:03.867999s elapsed
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+
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+ 2023-04-28 13:00:12 INFO Epoch 51 / 5000:
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+ 2023-04-28 13:00:14 INFO lr: 4.9490e-05 - loss: 0.0182 - UP: 98.52% UR: 97.67% UF: 98.09% P: 98.30% R: 97.45% F: 97.87%
371
+ 2023-04-28 13:00:15 INFO dev: loss: 0.3712 - UP: 83.40% UR: 64.98% UF: 73.05% P: 76.11% R: 59.31% F: 66.67%
372
+ 2023-04-28 13:00:16 INFO test: loss: nan - UP: 45.60% UR: 41.14% UF: 43.26% P: 41.35% R: 37.31% F: 39.23%
373
+ 2023-04-28 13:00:16 INFO 0:00:03.982156s elapsed
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+ 2023-04-28 13:00:16 INFO Epoch 52 / 5000:
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+ 2023-04-28 13:00:18 INFO lr: 4.9480e-05 - loss: 0.0000 - UP: 98.44% UR: 98.14% UF: 98.29% P: 98.22% R: 97.93% F: 98.07%
377
+ 2023-04-28 13:00:19 INFO dev: loss: 0.3252 - UP: 83.75% UR: 73.19% UF: 78.11% P: 77.26% R: 67.51% F: 72.05%
378
+ 2023-04-28 13:00:20 INFO test: loss: nan - UP: 39.57% UR: 44.49% UF: 41.89% P: 35.41% R: 39.81% F: 37.48%
379
+ 2023-04-28 13:00:20 INFO 0:00:04.368826s elapsed
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+
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+ 2023-04-28 13:00:20 INFO Epoch 53 / 5000:
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+ 2023-04-28 13:00:23 INFO lr: 4.9470e-05 - loss: 0.0029 - UP: 98.47% UR: 97.45% UF: 97.96% P: 98.21% R: 97.19% F: 97.70%
383
+ 2023-04-28 13:00:23 INFO dev: loss: 0.3411 - UP: 85.38% UR: 70.03% UF: 76.95% P: 77.69% R: 63.72% F: 70.02%
384
+ 2023-04-28 13:00:24 INFO test: loss: nan - UP: 50.24% UR: 40.27% UF: 44.71% P: 44.56% R: 35.71% F: 39.64%
385
+ 2023-04-28 13:00:24 INFO 0:00:03.941641s elapsed
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+
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+ 2023-04-28 13:00:24 INFO Epoch 54 / 5000:
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+ 2023-04-28 13:00:27 INFO lr: 4.9460e-05 - loss: 0.0010 - UP: 99.18% UR: 98.92% UF: 99.05% P: 99.18% R: 98.92% F: 99.05%
389
+ 2023-04-28 13:00:27 INFO dev: loss: 0.3425 - UP: 81.95% UR: 71.61% UF: 76.43% P: 74.01% R: 64.67% F: 69.02%
390
+ 2023-04-28 13:00:28 INFO test: loss: nan - UP: 46.78% UR: 44.55% UF: 45.64% P: 42.12% R: 40.11% F: 41.09%
391
+ 2023-04-28 13:00:28 INFO 0:00:03.890411s elapsed
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+ 2023-04-28 13:00:28 INFO Epoch 55 / 5000:
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+ 2023-04-28 13:00:31 INFO lr: 4.9450e-05 - loss: 0.0001 - UP: 99.35% UR: 98.75% UF: 99.05% P: 99.35% R: 98.75% F: 99.05%
395
+ 2023-04-28 13:00:31 INFO dev: loss: 0.3395 - UP: 82.55% UR: 71.61% UF: 76.69% P: 75.27% R: 65.30% F: 69.93%
396
+ 2023-04-28 13:00:32 INFO test: loss: nan - UP: 46.03% UR: 43.40% UF: 44.68% P: 41.61% R: 39.24% F: 40.39%
397
+ 2023-04-28 13:00:32 INFO 0:00:04.134858s elapsed
398
+
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+ 2023-04-28 13:00:32 INFO Epoch 56 / 5000:
400
+ 2023-04-28 13:00:35 INFO lr: 4.9440e-05 - loss: 0.0000 - UP: 99.18% UR: 99.09% UF: 99.14% P: 99.18% R: 99.09% F: 99.14%
401
+ 2023-04-28 13:00:35 INFO dev: loss: 0.3615 - UP: 82.44% UR: 72.56% UF: 77.18% P: 74.91% R: 65.93% F: 70.13%
402
+ 2023-04-28 13:00:36 INFO test: loss: nan - UP: 44.63% UR: 43.92% UF: 44.27% P: 39.85% R: 39.21% F: 39.53%
403
+ 2023-04-28 13:00:36 INFO 0:00:04.362477s elapsed
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+
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+ 2023-04-28 13:00:36 INFO Epoch 57 / 5000:
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+ 2023-04-28 13:00:39 INFO lr: 4.9430e-05 - loss: 0.0024 - UP: 99.35% UR: 99.18% UF: 99.27% P: 99.26% R: 99.09% F: 99.18%
407
+ 2023-04-28 13:00:39 INFO dev: loss: 0.3599 - UP: 84.07% UR: 71.61% UF: 77.34% P: 75.93% R: 64.67% F: 69.85%
408
+ 2023-04-28 13:00:40 INFO test: loss: nan - UP: 45.59% UR: 43.37% UF: 44.45% P: 41.02% R: 39.03% F: 40.00%
409
+ 2023-04-28 13:00:40 INFO 0:00:03.888090s elapsed
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+
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+ 2023-04-28 13:00:40 INFO Epoch 58 / 5000:
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+ 2023-04-28 13:00:43 INFO lr: 4.9420e-05 - loss: 0.0010 - UP: 99.31% UR: 99.18% UF: 99.24% P: 99.22% R: 99.09% F: 99.16%
413
+ 2023-04-28 13:00:43 INFO dev: loss: 0.3732 - UP: 84.19% UR: 72.24% UF: 77.76% P: 76.10% R: 65.30% F: 70.29%
414
+ 2023-04-28 13:00:44 INFO test: loss: nan - UP: 45.08% UR: 44.10% UF: 44.58% P: 40.51% R: 39.63% F: 40.07%
415
+ 2023-04-28 13:00:44 INFO 0:00:03.902096s elapsed
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+ 2023-04-28 13:00:44 INFO Epoch 59 / 5000:
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+ 2023-04-28 13:00:47 INFO lr: 4.9410e-05 - loss: 0.0006 - UP: 99.48% UR: 98.66% UF: 99.07% P: 99.43% R: 98.62% F: 99.02%
419
+ 2023-04-28 13:00:47 INFO dev: loss: 0.3590 - UP: 85.34% UR: 71.61% UF: 77.87% P: 77.07% R: 64.67% F: 70.33%
420
+ 2023-04-28 13:00:48 INFO test: loss: nan - UP: 46.41% UR: 43.95% UF: 45.15% P: 41.73% R: 39.51% F: 40.59%
421
+ 2023-04-28 13:00:48 INFO 0:00:04.132144s elapsed
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+ 2023-04-28 13:00:48 INFO Epoch 60 / 5000:
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+ 2023-04-28 13:00:51 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 99.44% UR: 99.48% UF: 99.46% P: 99.40% R: 99.44% F: 99.42%
425
+ 2023-04-28 13:00:51 INFO dev: loss: 0.3675 - UP: 84.73% UR: 70.03% UF: 76.68% P: 77.48% R: 64.04% F: 70.12%
426
+ 2023-04-28 13:00:53 INFO test: loss: nan - UP: 46.76% UR: 43.77% UF: 45.21% P: 42.24% R: 39.54% F: 40.85%
427
+ 2023-04-28 13:00:53 INFO 0:00:04.273593s elapsed
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+
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+ 2023-04-28 13:00:53 INFO Epoch 61 / 5000:
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+ 2023-04-28 13:00:55 INFO lr: 4.9390e-05 - loss: 0.0036 - UP: 99.52% UR: 99.18% UF: 99.35% P: 99.48% R: 99.14% F: 99.31%
431
+ 2023-04-28 13:00:55 INFO dev: loss: 0.3756 - UP: 85.00% UR: 69.72% UF: 76.60% P: 77.69% R: 63.72% F: 70.02%
432
+ 2023-04-28 13:00:56 INFO test: loss: nan - UP: 46.03% UR: 43.80% UF: 44.89% P: 41.75% R: 39.72% F: 40.71%
433
+ 2023-04-28 13:00:56 INFO 0:00:03.893679s elapsed
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+
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+ 2023-04-28 13:00:56 INFO Epoch 62 / 5000:
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+ 2023-04-28 13:00:59 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 99.61% UR: 99.05% UF: 99.33% P: 99.61% R: 99.05% F: 99.33%
437
+ 2023-04-28 13:00:59 INFO dev: loss: 0.3922 - UP: 83.85% UR: 68.77% UF: 75.56% P: 76.92% R: 63.09% F: 69.32%
438
+ 2023-04-28 13:01:00 INFO test: loss: nan - UP: 46.27% UR: 43.77% UF: 44.98% P: 41.70% R: 39.45% F: 40.55%
439
+ 2023-04-28 13:01:00 INFO 0:00:03.897235s elapsed
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+
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+ 2023-04-28 13:01:00 INFO Epoch 63 / 5000:
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+ 2023-04-28 13:01:03 INFO lr: 4.9370e-05 - loss: 0.0212 - UP: 98.88% UR: 99.18% UF: 99.03% P: 98.84% R: 99.14% F: 98.99%
443
+ 2023-04-28 13:01:03 INFO dev: loss: 0.3434 - UP: 87.60% UR: 71.29% UF: 78.61% P: 79.84% R: 64.98% F: 71.65%
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+ 2023-04-28 13:01:05 INFO test: loss: nan - UP: 47.47% UR: 41.59% UF: 44.34% P: 42.96% R: 37.64% F: 40.12%
445
+ 2023-04-28 13:01:05 INFO 0:00:04.154819s elapsed
446
+
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+ 2023-04-28 13:01:42 INFO Epoch 33 saved
448
+ 2023-04-28 13:01:42 INFO dev: UP: 82.46% UR: 74.13% UF: 78.07% P: 77.89% R: 70.03% F: 73.75%
449
+ 2023-04-28 13:01:42 INFO test: UP: 36.39% UR: 46.57% UF: 40.86% P: 32.29% R: 41.32% F: 36.25%
450
+ 2023-04-28 13:01:42 INFO 0:04:27.900302s elapsed, 0:00:04.252386s/epoch
models/opener_en/byLength_asc40/model_vi_opener_en_roberta_6 ADDED
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1
+ 2023-04-28 11:57:38 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_roberta_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/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
+ 2023-04-28 11:57:38 INFO Building the fields
39
+ 2023-04-28 11:57:49 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-28 11:57:49 INFO Building the model
44
+ 2023-04-28 11:58:17 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
+ 2023-04-28 11:58:17 INFO Loading the data
64
+ 2023-04-28 11:58:20 INFO
65
+ train: Dataset(n_sentences=697, n_batches=12, n_buckets=12)
66
+ dev: Dataset(n_sentences=98, n_batches=11, n_buckets=11)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+ 2023-04-28 11:58:30 INFO lr: 4.9990e-05 - loss: 0.3042 - UP: 10.56% UR: 4.71% UF: 6.51% P: 3.78% R: 1.68% F: 2.33%
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+ 2023-04-28 11:58:31 INFO dev: loss: 0.3086 - UP: 79.41% UR: 8.52% UF: 15.38% P: 73.53% R: 7.89% F: 14.25%
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+ 2023-04-28 11:58:32 INFO test: loss: 0.2136 - UP: 85.39% UR: 4.59% UF: 8.71% P: 73.60% R: 3.95% F: 7.51%
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+ 2023-04-28 11:58:42 INFO lr: 4.9980e-05 - loss: 0.2087 - UP: 72.36% UR: 10.97% UF: 19.05% P: 62.11% R: 9.42% F: 16.35%
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+ 2023-04-28 11:58:42 INFO dev: loss: 0.2332 - UP: 86.76% UR: 18.61% UF: 30.65% P: 63.24% R: 13.56% F: 22.34%
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+ 2023-04-28 11:58:43 INFO test: loss: 0.1563 - UP: 64.05% UR: 13.07% UF: 21.71% P: 48.52% R: 9.90% F: 16.45%
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+ 2023-04-28 11:58:53 INFO dev: loss: 0.1963 - UP: 87.85% UR: 29.65% UF: 44.34% P: 76.64% R: 25.87% F: 38.68%
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+ 2023-04-28 11:58:54 INFO test: loss: 0.1407 - UP: 63.39% UR: 15.36% UF: 24.73% P: 51.56% R: 12.50% F: 20.12%
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+ 2023-04-28 11:59:05 INFO dev: loss: 0.1844 - UP: 73.02% UR: 43.53% UF: 54.55% P: 66.14% R: 39.43% F: 49.41%
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+ 2023-04-28 11:59:06 INFO test: loss: 0.1308 - UP: 54.23% UR: 23.24% UF: 32.54% P: 48.73% R: 20.89% F: 29.24%
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+ 2023-04-28 11:59:16 INFO dev: loss: 0.1662 - UP: 77.27% UR: 53.63% UF: 63.31% P: 70.45% R: 48.90% F: 57.73%
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+ 2023-04-28 11:59:17 INFO test: loss: 0.1350 - UP: 33.24% UR: 29.76% UF: 31.41% P: 29.97% R: 26.83% F: 28.32%
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+ 2023-04-28 11:59:25 INFO 0:00:03.553977s elapsed (saved)
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+ 2023-04-28 11:59:27 INFO lr: 4.9940e-05 - loss: 0.1301 - UP: 76.07% UR: 49.85% UF: 60.23% P: 71.46% R: 46.83% F: 56.58%
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+ 2023-04-28 11:59:27 INFO dev: loss: 0.1655 - UP: 81.14% UR: 44.79% UF: 57.72% P: 76.00% R: 41.96% F: 54.07%
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+ 2023-04-28 11:59:28 INFO test: loss: 0.1073 - UP: 67.09% UR: 22.52% UF: 33.72% P: 63.22% R: 21.22% F: 31.77%
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+ 2023-04-28 11:59:28 INFO 0:00:03.832706s elapsed
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+ 2023-04-28 11:59:31 INFO lr: 4.9930e-05 - loss: 0.1651 - UP: 74.50% UR: 53.52% UF: 62.29% P: 71.14% R: 51.10% F: 59.48%
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+ 2023-04-28 11:59:31 INFO dev: loss: 0.1878 - UP: 70.34% UR: 52.37% UF: 60.04% P: 66.53% R: 49.53% F: 56.78%
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+ 2023-04-28 11:59:32 INFO test: loss: 0.1350 - UP: 34.65% UR: 34.95% UF: 34.80% P: 31.30% R: 31.57% F: 31.44%
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+ 2023-04-28 11:59:32 INFO 0:00:03.577025s elapsed
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+ 2023-04-28 11:59:34 INFO lr: 4.9920e-05 - loss: 0.0643 - UP: 82.23% UR: 57.97% UF: 68.00% P: 79.23% R: 55.85% F: 65.52%
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+ 2023-04-28 11:59:35 INFO dev: loss: 0.1682 - UP: 77.50% UR: 58.68% UF: 66.79% P: 73.75% R: 55.84% F: 63.55%
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+ 2023-04-28 11:59:36 INFO test: loss: 0.1114 - UP: 56.63% UR: 31.45% UF: 40.44% P: 53.64% R: 29.79% F: 38.31%
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+ 2023-04-28 11:59:44 INFO 0:00:03.664573s elapsed (saved)
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+ 2023-04-28 11:59:44 INFO Epoch 9 / 5000:
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+ 2023-04-28 11:59:46 INFO lr: 4.9910e-05 - loss: 0.0869 - UP: 84.73% UR: 67.34% UF: 75.04% P: 82.12% R: 65.27% F: 72.73%
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+ 2023-04-28 11:59:46 INFO dev: loss: 0.1898 - UP: 78.22% UR: 55.52% UF: 64.94% P: 74.67% R: 53.00% F: 61.99%
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+ 2023-04-28 11:59:47 INFO test: loss: 0.1270 - UP: 51.31% UR: 35.53% UF: 41.98% P: 47.78% R: 33.08% F: 39.09%
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+ 2023-04-28 11:59:47 INFO 0:00:03.757513s elapsed
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+ 2023-04-28 11:59:47 INFO Epoch 10 / 5000:
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+ 2023-04-28 11:59:50 INFO lr: 4.9900e-05 - loss: 0.0365 - UP: 85.16% UR: 71.40% UF: 77.68% P: 83.62% R: 70.11% F: 76.27%
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+ 2023-04-28 11:59:50 INFO dev: loss: 0.1839 - UP: 81.43% UR: 53.94% UF: 64.90% P: 78.57% R: 52.05% F: 62.62%
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+ 2023-04-28 11:59:51 INFO test: loss: 0.1307 - UP: 56.25% UR: 31.78% UF: 40.62% P: 53.15% R: 30.03% F: 38.38%
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+ 2023-04-28 11:59:51 INFO 0:00:03.481746s elapsed
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+ 2023-04-28 11:59:53 INFO lr: 4.9890e-05 - loss: 0.0557 - UP: 85.79% UR: 74.82% UF: 79.93% P: 83.95% R: 73.22% F: 78.22%
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+ 2023-04-28 11:59:53 INFO dev: loss: 0.1834 - UP: 81.50% UR: 51.42% UF: 63.06% P: 77.50% R: 48.90% F: 59.96%
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+ 2023-04-28 11:59:54 INFO test: loss: 0.1165 - UP: 64.09% UR: 25.48% UF: 36.46% P: 60.82% R: 24.18% F: 34.60%
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+ 2023-04-28 11:59:54 INFO 0:00:03.567212s elapsed
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+ 2023-04-28 11:59:57 INFO lr: 4.9880e-05 - loss: 0.0554 - UP: 88.82% UR: 70.02% UF: 78.31% P: 85.75% R: 67.60% F: 75.60%
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+ 2023-04-28 11:59:57 INFO dev: loss: 0.1824 - UP: 77.54% UR: 57.73% UF: 66.18% P: 74.58% R: 55.52% F: 63.65%
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+ 2023-04-28 11:59:58 INFO test: loss: 0.1377 - UP: 50.80% UR: 32.51% UF: 39.65% P: 47.26% R: 30.24% F: 36.89%
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+ 2023-04-28 12:00:06 INFO 0:00:04.080422s elapsed (saved)
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+ 2023-04-28 12:00:06 INFO Epoch 13 / 5000:
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+ 2023-04-28 12:00:09 INFO lr: 4.9870e-05 - loss: 0.0560 - UP: 87.22% UR: 78.10% UF: 82.41% P: 85.09% R: 76.20% F: 80.40%
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+ 2023-04-28 12:00:09 INFO dev: loss: 0.2030 - UP: 79.32% UR: 59.31% UF: 67.87% P: 76.37% R: 57.10% F: 65.34%
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+ 2023-04-28 12:00:10 INFO test: loss: 0.1435 - UP: 53.58% UR: 34.29% UF: 41.82% P: 51.51% R: 32.96% F: 40.20%
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+ 2023-04-28 12:00:17 INFO 0:00:03.567462s elapsed (saved)
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+ 2023-04-28 12:00:17 INFO Epoch 14 / 5000:
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+ 2023-04-28 12:00:20 INFO lr: 4.9860e-05 - loss: 0.0638 - UP: 88.36% UR: 80.35% UF: 84.16% P: 87.17% R: 79.27% F: 83.03%
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+ 2023-04-28 12:00:20 INFO dev: loss: 0.2242 - UP: 83.02% UR: 55.52% UF: 66.54% P: 78.30% R: 52.37% F: 62.76%
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+ 2023-04-28 12:00:21 INFO test: loss: 0.1363 - UP: 61.20% UR: 32.24% UF: 42.23% P: 57.59% R: 30.34% F: 39.74%
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+ 2023-04-28 12:00:21 INFO 0:00:03.598077s elapsed
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+ 2023-04-28 12:00:21 INFO Epoch 15 / 5000:
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+ 2023-04-28 12:00:23 INFO lr: 4.9850e-05 - loss: 0.0216 - UP: 90.56% UR: 82.07% UF: 86.11% P: 89.56% R: 81.17% F: 85.16%
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+ 2023-04-28 12:00:24 INFO dev: loss: 0.2235 - UP: 75.29% UR: 60.57% UF: 67.13% P: 70.98% R: 57.10% F: 63.29%
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+ 2023-04-28 12:00:25 INFO test: loss: 0.1408 - UP: 48.35% UR: 36.28% UF: 41.46% P: 45.01% R: 33.78% F: 38.59%
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+ 2023-04-28 12:00:25 INFO 0:00:03.554914s elapsed
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+ 2023-04-28 12:00:25 INFO Epoch 16 / 5000:
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+ 2023-04-28 12:00:27 INFO lr: 4.9840e-05 - loss: 0.0575 - UP: 91.94% UR: 82.33% UF: 86.87% P: 91.08% R: 81.56% F: 86.05%
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+ 2023-04-28 12:00:27 INFO dev: loss: 0.2310 - UP: 77.78% UR: 61.83% UF: 68.89% P: 72.62% R: 57.73% F: 64.32%
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+ 2023-04-28 12:00:28 INFO test: loss: 0.1506 - UP: 45.97% UR: 40.93% UF: 43.30% P: 43.08% R: 38.36% F: 40.59%
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+ 2023-04-28 12:00:28 INFO 0:00:03.700972s elapsed
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+ 2023-04-28 12:00:28 INFO Epoch 17 / 5000:
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+ 2023-04-28 12:00:31 INFO lr: 4.9830e-05 - loss: 0.0466 - UP: 91.61% UR: 86.35% UF: 88.90% P: 90.79% R: 85.57% F: 88.10%
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+ 2023-04-28 12:00:31 INFO dev: loss: 0.2395 - UP: 77.82% UR: 60.88% UF: 68.32% P: 73.79% R: 57.73% F: 64.78%
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+ 2023-04-28 12:00:32 INFO test: loss: 0.1484 - UP: 51.16% UR: 39.78% UF: 44.76% P: 47.67% R: 37.07% F: 41.70%
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+ 2023-04-28 12:00:32 INFO 0:00:04.105597s elapsed
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+ 2023-04-28 12:00:32 INFO Epoch 18 / 5000:
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+ 2023-04-28 12:00:35 INFO lr: 4.9820e-05 - loss: 0.1538 - UP: 93.31% UR: 88.51% UF: 90.84% P: 92.81% R: 88.03% F: 90.36%
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+ 2023-04-28 12:00:35 INFO dev: loss: 0.2231 - UP: 83.33% UR: 66.25% UF: 73.81% P: 78.17% R: 62.15% F: 69.24%
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+ 2023-04-28 12:00:36 INFO test: loss: 0.1388 - UP: 57.30% UR: 37.07% UF: 45.01% P: 54.18% R: 35.04% F: 42.56%
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+ 2023-04-28 12:00:44 INFO 0:00:03.984973s elapsed (saved)
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+ 2023-04-28 12:00:44 INFO Epoch 19 / 5000:
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+ 2023-04-28 12:00:46 INFO lr: 4.9810e-05 - loss: 0.0035 - UP: 93.08% UR: 87.73% UF: 90.33% P: 92.25% R: 86.95% F: 89.53%
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+ 2023-04-28 12:00:47 INFO dev: loss: 0.2336 - UP: 83.47% UR: 65.30% UF: 73.27% P: 78.23% R: 61.20% F: 68.67%
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+ 2023-04-28 12:00:48 INFO test: loss: 0.1523 - UP: 53.76% UR: 37.37% UF: 44.09% P: 50.07% R: 34.80% F: 41.06%
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+ 2023-04-28 12:00:48 INFO 0:00:03.933385s elapsed
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+ 2023-04-28 12:00:48 INFO Epoch 20 / 5000:
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+ 2023-04-28 12:00:50 INFO lr: 4.9800e-05 - loss: 0.0064 - UP: 93.19% UR: 88.73% UF: 90.91% P: 92.51% R: 88.08% F: 90.24%
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+ 2023-04-28 12:00:51 INFO dev: loss: 0.2213 - UP: 83.59% UR: 69.09% UF: 75.65% P: 79.77% R: 65.93% F: 72.19%
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+ 2023-04-28 12:00:52 INFO test: loss: 0.1465 - UP: 52.22% UR: 40.18% UF: 45.41% P: 48.96% R: 37.67% F: 42.58%
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+ 2023-04-28 12:00:59 INFO 0:00:03.669334s elapsed (saved)
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+ 2023-04-28 12:00:59 INFO Epoch 21 / 5000:
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+ 2023-04-28 12:01:01 INFO lr: 4.9790e-05 - loss: 0.0115 - UP: 92.94% UR: 92.14% UF: 92.54% P: 92.68% R: 91.88% F: 92.28%
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+ 2023-04-28 12:01:02 INFO dev: loss: 0.2576 - UP: 82.06% UR: 67.82% UF: 74.27% P: 78.63% R: 64.98% F: 71.16%
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+ 2023-04-28 12:01:03 INFO test: loss: 0.1632 - UP: 52.34% UR: 40.54% UF: 45.69% P: 48.99% R: 37.94% F: 42.76%
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+ 2023-04-28 12:01:03 INFO 0:00:03.948523s elapsed
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+ 2023-04-28 12:01:03 INFO Epoch 22 / 5000:
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+ 2023-04-28 12:01:05 INFO lr: 4.9780e-05 - loss: 0.0063 - UP: 96.23% UR: 91.45% UF: 93.78% P: 95.86% R: 91.10% F: 93.42%
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+ 2023-04-28 12:01:06 INFO dev: loss: 0.2370 - UP: 83.15% UR: 70.03% UF: 76.03% P: 79.03% R: 66.56% F: 72.26%
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+ 2023-04-28 12:01:07 INFO test: loss: 0.1559 - UP: 52.84% UR: 40.48% UF: 45.84% P: 49.53% R: 37.94% F: 42.97%
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+ 2023-04-28 12:01:14 INFO 0:00:03.765970s elapsed (saved)
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+ 2023-04-28 12:01:14 INFO Epoch 23 / 5000:
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+ 2023-04-28 12:01:16 INFO lr: 4.9770e-05 - loss: 0.0002 - UP: 96.87% UR: 92.35% UF: 94.56% P: 96.19% R: 91.71% F: 93.90%
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+ 2023-04-28 12:01:17 INFO dev: loss: 0.2455 - UP: 82.05% UR: 70.66% UF: 75.93% P: 78.39% R: 67.51% F: 72.54%
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+ 2023-04-28 12:01:18 INFO test: loss: 0.1623 - UP: 49.86% UR: 42.14% UF: 45.67% P: 47.18% R: 39.87% F: 43.22%
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+ 2023-04-28 12:01:26 INFO 0:00:03.920348s elapsed (saved)
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+ 2023-04-28 12:01:26 INFO Epoch 24 / 5000:
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+ 2023-04-28 12:01:28 INFO lr: 4.9760e-05 - loss: 0.0002 - UP: 95.67% UR: 93.43% UF: 94.54% P: 95.49% R: 93.26% F: 94.36%
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+ 2023-04-28 12:01:29 INFO dev: loss: 0.2446 - UP: 77.74% UR: 71.61% UF: 74.55% P: 74.66% R: 68.77% F: 71.59%
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+ 2023-04-28 12:01:30 INFO test: loss: 0.1802 - UP: 52.40% UR: 41.14% UF: 46.09% P: 49.52% R: 38.88% F: 43.56%
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+ 2023-04-28 12:01:30 INFO 0:00:03.602790s elapsed
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+ 2023-04-28 12:01:30 INFO Epoch 25 / 5000:
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+ 2023-04-28 12:01:32 INFO lr: 4.9750e-05 - loss: 0.0298 - UP: 95.51% UR: 92.70% UF: 94.08% P: 95.02% R: 92.22% F: 93.60%
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+ 2023-04-28 12:01:32 INFO dev: loss: 0.2756 - UP: 77.74% UR: 71.61% UF: 74.55% P: 74.32% R: 68.45% F: 71.26%
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+ 2023-04-28 12:01:33 INFO test: loss: 0.1934 - UP: 47.64% UR: 43.34% UF: 45.39% P: 44.43% R: 40.42% F: 42.33%
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+ 2023-04-28 12:01:33 INFO 0:00:03.844095s elapsed
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+ 2023-04-28 12:01:33 INFO Epoch 26 / 5000:
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+ 2023-04-28 12:01:36 INFO lr: 4.9740e-05 - loss: 0.0241 - UP: 95.69% UR: 93.13% UF: 94.40% P: 94.90% R: 92.35% F: 93.61%
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+ 2023-04-28 12:01:36 INFO dev: loss: 0.2523 - UP: 83.78% UR: 68.45% UF: 75.35% P: 77.22% R: 63.09% F: 69.44%
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+ 2023-04-28 12:01:38 INFO test: loss: 0.1753 - UP: 52.53% UR: 40.11% UF: 45.49% P: 48.97% R: 37.40% F: 42.41%
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+ 2023-04-28 12:01:38 INFO 0:00:04.187179s elapsed
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+ 2023-04-28 12:01:40 INFO lr: 4.9730e-05 - loss: 0.0002 - UP: 95.81% UR: 93.78% UF: 94.78% P: 95.59% R: 93.56% F: 94.56%
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+ 2023-04-28 12:01:40 INFO dev: loss: 0.2542 - UP: 87.88% UR: 64.04% UF: 74.09% P: 84.42% R: 61.51% F: 71.17%
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+ 2023-04-28 12:01:41 INFO test: loss: 0.1763 - UP: 56.61% UR: 36.31% UF: 44.24% P: 53.22% R: 34.14% F: 41.60%
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+ 2023-04-28 12:01:41 INFO 0:00:03.878495s elapsed
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+ 2023-04-28 12:01:44 INFO lr: 4.9720e-05 - loss: 0.0178 - UP: 97.48% UR: 95.08% UF: 96.26% P: 97.21% R: 94.82% F: 96.00%
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+ 2023-04-28 12:01:44 INFO dev: loss: 0.2860 - UP: 84.25% UR: 67.51% UF: 74.96% P: 80.31% R: 64.35% F: 71.45%
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+ 2023-04-28 12:01:45 INFO test: loss: 0.1807 - UP: 56.01% UR: 40.21% UF: 46.81% P: 52.10% R: 37.40% F: 43.54%
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+ 2023-04-28 12:01:48 INFO lr: 4.9710e-05 - loss: 0.0161 - UP: 96.85% UR: 95.64% UF: 96.24% P: 96.46% R: 95.25% F: 95.85%
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+ 2023-04-28 12:01:48 INFO dev: loss: 0.2763 - UP: 82.66% UR: 70.66% UF: 76.19% P: 78.60% R: 67.19% F: 72.45%
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+ 2023-04-28 12:01:49 INFO test: loss: 0.2213 - UP: 48.38% UR: 42.86% UF: 45.45% P: 45.04% R: 39.90% F: 42.32%
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+ 2023-04-28 12:01:49 INFO 0:00:04.068801s elapsed
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+ 2023-04-28 12:01:49 INFO Epoch 30 / 5000:
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+ 2023-04-28 12:01:52 INFO lr: 4.9700e-05 - loss: 0.0020 - UP: 98.22% UR: 95.51% UF: 96.85% P: 97.65% R: 94.95% F: 96.28%
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+ 2023-04-28 12:01:52 INFO dev: loss: 0.2807 - UP: 82.13% UR: 75.39% UF: 78.62% P: 75.95% R: 69.72% F: 72.70%
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+ 2023-04-28 12:01:54 INFO test: loss: 0.1876 - UP: 47.81% UR: 43.50% UF: 45.55% P: 44.13% R: 40.14% F: 42.04%
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+ 2023-04-28 12:02:01 INFO 0:00:04.268250s elapsed (saved)
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+ 2023-04-28 12:02:04 INFO lr: 4.9690e-05 - loss: 0.0000 - UP: 97.61% UR: 95.46% UF: 96.53% P: 97.26% R: 95.12% F: 96.18%
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+ 2023-04-28 12:02:04 INFO dev: loss: 0.2779 - UP: 84.33% UR: 71.29% UF: 77.26% P: 80.22% R: 67.82% F: 73.50%
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+ 2023-04-28 12:02:05 INFO test: loss: 0.1993 - UP: 49.26% UR: 41.96% UF: 45.31% P: 46.00% R: 39.18% F: 42.31%
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+ 2023-04-28 12:02:13 INFO 0:00:03.866578s elapsed (saved)
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+ 2023-04-28 12:02:16 INFO lr: 4.9680e-05 - loss: 0.0072 - UP: 97.71% UR: 95.72% UF: 96.71% P: 97.44% R: 95.46% F: 96.44%
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+ 2023-04-28 12:02:17 INFO test: loss: 0.1789 - UP: 53.49% UR: 40.05% UF: 45.81% P: 49.82% R: 37.31% F: 42.66%
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+ 2023-04-28 12:02:27 INFO dev: loss: 0.3005 - UP: 84.74% UR: 66.56% UF: 74.56% P: 80.32% R: 63.09% F: 70.67%
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+ 2023-04-28 12:02:28 INFO test: loss: 0.1731 - UP: 55.60% UR: 40.18% UF: 46.64% P: 52.46% R: 37.91% F: 44.02%
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+ 2023-04-28 12:02:31 INFO dev: loss: 0.2738 - UP: 80.99% UR: 72.56% UF: 76.54% P: 76.76% R: 68.77% F: 72.55%
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+ 2023-04-28 12:02:34 INFO dev: loss: 0.2872 - UP: 84.81% UR: 72.24% UF: 78.02% P: 79.63% R: 67.82% F: 73.25%
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+ 2023-04-28 12:02:36 INFO test: loss: 0.1896 - UP: 54.11% UR: 41.11% UF: 46.72% P: 50.66% R: 38.48% F: 43.74%
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+ 2023-04-28 12:02:39 INFO dev: loss: 0.2773 - UP: 87.80% UR: 68.14% UF: 76.73% P: 84.55% R: 65.62% F: 73.89%
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+ 2023-04-28 12:02:40 INFO test: loss: 0.1860 - UP: 54.28% UR: 40.75% UF: 46.55% P: 51.27% R: 38.48% F: 43.97%
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+ 2023-04-28 12:02:42 INFO lr: 4.9630e-05 - loss: 0.0134 - UP: 98.20% UR: 96.72% UF: 97.45% P: 97.94% R: 96.46% F: 97.19%
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+ 2023-04-28 12:02:43 INFO dev: loss: 0.3054 - UP: 81.75% UR: 70.66% UF: 75.80% P: 75.91% R: 65.62% F: 70.39%
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+ 2023-04-28 12:02:44 INFO test: loss: 0.2111 - UP: 49.49% UR: 44.07% UF: 46.62% P: 46.54% R: 41.44% F: 43.84%
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+ 2023-04-28 12:02:44 INFO 0:00:03.873482s elapsed
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+ 2023-04-28 12:02:46 INFO lr: 4.9620e-05 - loss: 0.0048 - UP: 98.51% UR: 97.24% UF: 97.87% P: 98.34% R: 97.06% F: 97.70%
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+ 2023-04-28 12:02:46 INFO dev: loss: 0.3121 - UP: 84.06% UR: 66.56% UF: 74.30% P: 78.88% R: 62.46% F: 69.72%
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+ 2023-04-28 12:02:48 INFO test: loss: 0.2059 - UP: 51.76% UR: 40.30% UF: 45.32% P: 48.66% R: 37.88% F: 42.60%
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+ 2023-04-28 12:02:48 INFO 0:00:03.754744s elapsed
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+ 2023-04-28 12:02:50 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 98.72% UR: 96.85% UF: 97.78% P: 98.63% R: 96.76% F: 97.69%
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+ 2023-04-28 12:02:50 INFO dev: loss: 0.3020 - UP: 83.53% UR: 67.19% UF: 74.48% P: 78.82% R: 63.41% F: 70.28%
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+ 2023-04-28 12:02:51 INFO test: loss: 0.2105 - UP: 50.21% UR: 42.89% UF: 46.26% P: 47.39% R: 40.48% F: 43.66%
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+ 2023-04-28 12:02:51 INFO 0:00:03.804354s elapsed
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+ 2023-04-28 12:02:54 INFO lr: 4.9600e-05 - loss: 0.0144 - UP: 98.08% UR: 96.98% UF: 97.52% P: 98.03% R: 96.93% F: 97.48%
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+ 2023-04-28 12:02:54 INFO dev: loss: 0.3582 - UP: 75.31% UR: 76.03% UF: 75.67% P: 71.25% R: 71.92% F: 71.59%
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+ 2023-04-28 12:02:56 INFO test: loss: 0.2989 - UP: 35.84% UR: 50.23% UF: 41.83% P: 33.00% R: 46.24% F: 38.51%
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+ 2023-04-28 12:02:56 INFO 0:00:04.230342s elapsed
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+ 2023-04-28 12:02:56 INFO Epoch 41 / 5000:
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+ 2023-04-28 12:02:58 INFO dev: loss: 0.2995 - UP: 81.21% UR: 72.24% UF: 76.46% P: 76.60% R: 68.14% F: 72.12%
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+ 2023-04-28 12:02:59 INFO test: loss: 0.2161 - UP: 46.47% UR: 45.85% UF: 46.16% P: 43.13% R: 42.56% F: 42.84%
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+ 2023-04-28 12:02:59 INFO 0:00:03.874843s elapsed
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+ 2023-04-28 12:03:02 INFO lr: 4.9580e-05 - loss: 0.0053 - UP: 96.33% UR: 94.21% UF: 95.26% P: 95.76% R: 93.65% F: 94.69%
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+ 2023-04-28 12:03:02 INFO dev: loss: 0.2765 - UP: 81.76% UR: 76.34% UF: 78.96% P: 78.04% R: 72.87% F: 75.37%
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+ 2023-04-28 12:03:03 INFO test: loss: 0.2298 - UP: 35.82% UR: 50.41% UF: 41.88% P: 32.73% R: 46.06% F: 38.27%
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+ 2023-04-28 12:03:11 INFO 0:00:03.727552s elapsed (saved)
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+ 2023-04-28 12:03:11 INFO Epoch 43 / 5000:
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+ 2023-04-28 12:03:13 INFO lr: 4.9570e-05 - loss: 0.0212 - UP: 95.49% UR: 96.07% UF: 95.78% P: 94.98% R: 95.55% F: 95.26%
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+ 2023-04-28 12:03:14 INFO dev: loss: 0.2864 - UP: 76.92% UR: 69.40% UF: 72.97% P: 72.73% R: 65.62% F: 68.99%
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+ 2023-04-28 12:03:15 INFO test: loss: 0.2119 - UP: 49.15% UR: 41.93% UF: 45.25% P: 46.67% R: 39.81% F: 42.97%
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+ 2023-04-28 12:03:15 INFO 0:00:03.650280s elapsed
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+ 2023-04-28 12:03:15 INFO Epoch 44 / 5000:
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+ 2023-04-28 12:03:17 INFO lr: 4.9560e-05 - loss: 0.0298 - UP: 96.91% UR: 93.52% UF: 95.19% P: 96.60% R: 93.22% F: 94.88%
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+ 2023-04-28 12:03:17 INFO dev: loss: 0.2437 - UP: 83.59% UR: 67.51% UF: 74.69% P: 80.86% R: 65.30% F: 72.25%
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+ 2023-04-28 12:03:18 INFO test: loss: 0.1718 - UP: 50.96% UR: 40.99% UF: 45.43% P: 48.03% R: 38.64% F: 42.82%
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+ 2023-04-28 12:03:18 INFO 0:00:03.508818s elapsed
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+ 2023-04-28 12:03:18 INFO Epoch 45 / 5000:
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+ 2023-04-28 12:03:21 INFO dev: loss: 0.3448 - UP: 86.09% UR: 62.46% UF: 72.39% P: 79.57% R: 57.73% F: 66.91%
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+ 2023-04-28 12:03:22 INFO test: loss: 0.1927 - UP: 58.65% UR: 37.04% UF: 45.40% P: 55.45% R: 35.01% F: 42.92%
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+ 2023-04-28 12:03:22 INFO 0:00:03.683487s elapsed
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+ 2023-04-28 12:03:22 INFO Epoch 46 / 5000:
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+ 2023-04-28 12:03:24 INFO lr: 4.9540e-05 - loss: 0.0063 - UP: 97.11% UR: 95.85% UF: 96.48% P: 95.80% R: 94.56% F: 95.17%
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+ 2023-04-28 12:03:24 INFO dev: loss: 0.2699 - UP: 85.06% UR: 64.67% UF: 73.48% P: 82.57% R: 62.78% F: 71.33%
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+ 2023-04-28 12:03:26 INFO test: loss: 0.1988 - UP: 47.50% UR: 40.45% UF: 43.69% P: 44.56% R: 37.94% F: 40.98%
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+ 2023-04-28 12:03:26 INFO 0:00:04.037326s elapsed
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+ 2023-04-28 12:03:26 INFO Epoch 47 / 5000:
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+ 2023-04-28 12:03:28 INFO lr: 4.9530e-05 - loss: 0.0168 - UP: 97.77% UR: 96.50% UF: 97.13% P: 97.20% R: 95.94% F: 96.57%
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+ 2023-04-28 12:03:29 INFO dev: loss: 0.2497 - UP: 85.66% UR: 69.72% UF: 76.87% P: 82.17% R: 66.88% F: 73.74%
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+ 2023-04-28 12:03:30 INFO test: loss: 0.1918 - UP: 53.58% UR: 41.74% UF: 46.93% P: 50.33% R: 39.21% F: 44.08%
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+ 2023-04-28 12:03:30 INFO 0:00:04.139351s elapsed
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+ 2023-04-28 12:03:30 INFO Epoch 48 / 5000:
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+ 2023-04-28 12:03:32 INFO lr: 4.9520e-05 - loss: 0.0036 - UP: 98.01% UR: 95.77% UF: 96.88% P: 97.66% R: 95.42% F: 96.53%
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+ 2023-04-28 12:03:33 INFO dev: loss: 0.2898 - UP: 85.60% UR: 69.40% UF: 76.66% P: 79.38% R: 64.35% F: 71.08%
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+ 2023-04-28 12:03:34 INFO test: loss: 0.1786 - UP: 57.46% UR: 41.05% UF: 47.89% P: 53.23% R: 38.03% F: 44.37%
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+ 2023-04-28 12:03:34 INFO 0:00:03.733643s elapsed
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+ 2023-04-28 12:03:34 INFO Epoch 49 / 5000:
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+ 2023-04-28 12:03:36 INFO lr: 4.9510e-05 - loss: 0.0025 - UP: 98.94% UR: 96.98% UF: 97.95% P: 98.72% R: 96.76% F: 97.73%
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+ 2023-04-28 12:03:36 INFO dev: loss: 0.2759 - UP: 82.44% UR: 72.56% UF: 77.18% P: 78.14% R: 68.77% F: 73.15%
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+ 2023-04-28 12:03:37 INFO test: loss: 0.2199 - UP: 55.68% UR: 42.74% UF: 48.36% P: 51.67% R: 39.66% F: 44.88%
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+ 2023-04-28 12:03:37 INFO 0:00:03.684360s elapsed
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+ 2023-04-28 12:03:37 INFO Epoch 50 / 5000:
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+ 2023-04-28 12:03:40 INFO lr: 4.9500e-05 - loss: 0.3417 - UP: 98.12% UR: 96.72% UF: 97.41% P: 97.46% R: 96.07% F: 96.76%
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+ 2023-04-28 12:03:40 INFO dev: loss: 0.2797 - UP: 83.52% UR: 70.35% UF: 76.37% P: 78.65% R: 66.25% F: 71.92%
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+ 2023-04-28 12:03:41 INFO test: loss: 0.1834 - UP: 49.45% UR: 45.97% UF: 47.65% P: 46.14% R: 42.89% F: 44.45%
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+ 2023-04-28 12:03:41 INFO 0:00:04.095535s elapsed
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+ 2023-04-28 12:03:41 INFO Epoch 51 / 5000:
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+ 2023-04-28 12:03:44 INFO lr: 4.9490e-05 - loss: 0.0027 - UP: 97.08% UR: 97.49% UF: 97.28% P: 96.52% R: 96.93% F: 96.72%
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+ 2023-04-28 12:03:44 INFO dev: loss: 0.2753 - UP: 87.87% UR: 66.25% UF: 75.54% P: 82.43% R: 62.15% F: 70.86%
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+ 2023-04-28 12:03:46 INFO test: loss: 0.1638 - UP: 64.40% UR: 37.13% UF: 47.10% P: 61.68% R: 35.56% F: 45.11%
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+ 2023-04-28 12:03:46 INFO 0:00:04.072789s elapsed
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+ 2023-04-28 12:03:46 INFO Epoch 52 / 5000:
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+ 2023-04-28 12:03:48 INFO lr: 4.9480e-05 - loss: 0.0083 - UP: 97.96% UR: 95.51% UF: 96.72% P: 97.74% R: 95.29% F: 96.50%
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+ 2023-04-28 12:03:48 INFO dev: loss: 0.2899 - UP: 82.49% UR: 66.88% UF: 73.87% P: 78.99% R: 64.04% F: 70.73%
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+ 2023-04-28 12:03:49 INFO test: loss: 0.2168 - UP: 45.95% UR: 42.65% UF: 44.24% P: 42.76% R: 39.69% F: 41.17%
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+ 2023-04-28 12:03:49 INFO 0:00:03.691342s elapsed
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+ 2023-04-28 12:03:49 INFO Epoch 53 / 5000:
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+ 2023-04-28 12:03:52 INFO lr: 4.9470e-05 - loss: 0.0030 - UP: 98.60% UR: 97.15% UF: 97.87% P: 98.38% R: 96.93% F: 97.65%
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+ 2023-04-28 12:03:52 INFO dev: loss: 0.2812 - UP: 82.78% UR: 71.29% UF: 76.61% P: 77.66% R: 66.88% F: 71.86%
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+ 2023-04-28 12:03:53 INFO test: loss: 0.1933 - UP: 53.80% UR: 44.01% UF: 48.41% P: 50.22% R: 41.08% F: 45.19%
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+ 2023-04-28 12:03:53 INFO 0:00:03.703486s elapsed
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+ 2023-04-28 12:03:53 INFO Epoch 54 / 5000:
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+ 2023-04-28 12:03:55 INFO lr: 4.9460e-05 - loss: 0.0160 - UP: 98.70% UR: 98.10% UF: 98.40% P: 98.48% R: 97.88% F: 98.18%
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+ 2023-04-28 12:03:56 INFO dev: loss: 0.2753 - UP: 84.73% UR: 70.03% UF: 76.68% P: 81.68% R: 67.51% F: 73.92%
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+ 2023-04-28 12:03:57 INFO test: loss: 0.2110 - UP: 51.85% UR: 45.64% UF: 48.55% P: 49.25% R: 43.34% F: 46.11%
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+ 2023-04-28 12:03:57 INFO 0:00:04.063603s elapsed
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+ 2023-04-28 12:03:57 INFO Epoch 55 / 5000:
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+ 2023-04-28 12:03:59 INFO lr: 4.9450e-05 - loss: 0.0109 - UP: 98.96% UR: 98.40% UF: 98.68% P: 98.74% R: 98.19% F: 98.46%
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+ 2023-04-28 12:04:00 INFO dev: loss: 0.3038 - UP: 84.56% UR: 69.09% UF: 76.04% P: 79.92% R: 65.30% F: 71.87%
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+ 2023-04-28 12:04:01 INFO test: loss: 0.1985 - UP: 47.00% UR: 46.30% UF: 46.65% P: 43.93% R: 43.28% F: 43.61%
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+ 2023-04-28 12:04:01 INFO 0:00:04.129686s elapsed
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+ 2023-04-28 12:04:01 INFO Epoch 56 / 5000:
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+ 2023-04-28 12:04:03 INFO lr: 4.9440e-05 - loss: 0.0417 - UP: 98.30% UR: 97.32% UF: 97.81% P: 97.69% R: 96.72% F: 97.20%
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+ 2023-04-28 12:04:04 INFO dev: loss: 0.2656 - UP: 84.64% UR: 71.29% UF: 77.40% P: 80.90% R: 68.14% F: 73.97%
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+ 2023-04-28 12:04:05 INFO test: loss: 0.2108 - UP: 44.15% UR: 47.39% UF: 45.71% P: 41.54% R: 44.58% F: 43.00%
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+ 2023-04-28 12:04:05 INFO 0:00:03.613794s elapsed
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+ 2023-04-28 12:04:05 INFO Epoch 57 / 5000:
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+ 2023-04-28 12:04:07 INFO lr: 4.9430e-05 - loss: 0.0112 - UP: 97.88% UR: 97.62% UF: 97.75% P: 97.62% R: 97.37% F: 97.49%
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+ 2023-04-28 12:04:07 INFO dev: loss: 0.2728 - UP: 81.94% UR: 77.29% UF: 79.55% P: 75.92% R: 71.61% F: 73.70%
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+ 2023-04-28 12:04:08 INFO test: loss: 0.2003 - UP: 47.24% UR: 48.39% UF: 47.81% P: 43.97% R: 45.03% F: 44.50%
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+ 2023-04-28 12:04:08 INFO 0:00:03.549897s elapsed
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+ 2023-04-28 12:04:08 INFO Epoch 58 / 5000:
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+ 2023-04-28 12:04:11 INFO lr: 4.9420e-05 - loss: 0.0119 - UP: 97.96% UR: 97.41% UF: 97.68% P: 97.87% R: 97.32% F: 97.60%
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+ 2023-04-28 12:04:11 INFO dev: loss: 0.3045 - UP: 88.75% UR: 67.19% UF: 76.48% P: 85.00% R: 64.35% F: 73.25%
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+ 2023-04-28 12:04:12 INFO test: loss: 0.1915 - UP: 53.80% UR: 44.01% UF: 48.41% P: 50.22% R: 41.08% F: 45.19%
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+ 2023-04-28 12:04:12 INFO 0:00:03.692884s elapsed
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+ 2023-04-28 12:04:12 INFO Epoch 59 / 5000:
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+ 2023-04-28 12:04:14 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 98.61% UR: 98.01% UF: 98.31% P: 98.52% R: 97.93% F: 98.22%
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+ 2023-04-28 12:04:15 INFO dev: loss: 0.2961 - UP: 86.59% UR: 71.29% UF: 78.20% P: 82.38% R: 67.82% F: 74.39%
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+ 2023-04-28 12:04:16 INFO test: loss: 0.2035 - UP: 52.89% UR: 46.36% UF: 49.41% P: 49.41% R: 43.31% F: 46.16%
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+ 2023-04-28 12:04:16 INFO 0:00:03.952681s elapsed
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+ 2023-04-28 12:04:16 INFO Epoch 60 / 5000:
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+ 2023-04-28 12:04:18 INFO lr: 4.9400e-05 - loss: 0.0138 - UP: 98.52% UR: 97.54% UF: 98.02% P: 98.43% R: 97.45% F: 97.94%
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+ 2023-04-28 12:04:18 INFO dev: loss: 0.2871 - UP: 85.28% UR: 71.29% UF: 77.66% P: 81.51% R: 68.14% F: 74.23%
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+ 2023-04-28 12:04:19 INFO test: loss: 0.1880 - UP: 56.74% UR: 42.44% UF: 48.56% P: 53.27% R: 39.84% F: 45.59%
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+ 2023-04-28 12:04:19 INFO 0:00:03.563505s elapsed
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+ 2023-04-28 12:04:19 INFO Epoch 61 / 5000:
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+ 2023-04-28 12:04:22 INFO lr: 4.9390e-05 - loss: 0.0000 - UP: 99.04% UR: 97.75% UF: 98.39% P: 98.69% R: 97.41% F: 98.04%
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+ 2023-04-28 12:04:22 INFO dev: loss: 0.3324 - UP: 78.64% UR: 73.19% UF: 75.82% P: 75.25% R: 70.03% F: 72.55%
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+ 2023-04-28 12:04:23 INFO test: loss: 0.2414 - UP: 39.47% UR: 51.83% UF: 44.81% P: 36.78% R: 48.29% F: 41.76%
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+ 2023-04-28 12:04:23 INFO 0:00:03.549304s elapsed
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+ 2023-04-28 12:04:23 INFO Epoch 62 / 5000:
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+ 2023-04-28 12:04:25 INFO lr: 4.9380e-05 - loss: 0.0027 - UP: 98.74% UR: 98.49% UF: 98.62% P: 98.61% R: 98.36% F: 98.49%
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+ 2023-04-28 12:04:26 INFO dev: loss: 0.3201 - UP: 85.60% UR: 69.40% UF: 76.66% P: 82.10% R: 66.56% F: 73.52%
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+ 2023-04-28 12:04:27 INFO test: loss: 0.1952 - UP: 54.25% UR: 45.03% UF: 49.22% P: 51.53% R: 42.77% F: 46.74%
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+ 2023-04-28 12:04:27 INFO 0:00:03.616464s elapsed
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+ 2023-04-28 12:04:27 INFO Epoch 63 / 5000:
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+ 2023-04-28 12:04:29 INFO lr: 4.9370e-05 - loss: 0.0018 - UP: 98.92% UR: 98.88% UF: 98.90% P: 98.79% R: 98.75% F: 98.77%
443
+ 2023-04-28 12:04:29 INFO dev: loss: 0.3193 - UP: 85.88% UR: 70.98% UF: 77.72% P: 81.68% R: 67.51% F: 73.92%
444
+ 2023-04-28 12:04:31 INFO test: loss: 0.1992 - UP: 58.80% UR: 43.56% UF: 50.04% P: 55.91% R: 41.41% F: 47.58%
445
+ 2023-04-28 12:04:31 INFO 0:00:03.905311s elapsed
446
+
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+ 2023-04-28 12:04:31 INFO Epoch 64 / 5000:
448
+ 2023-04-28 12:04:33 INFO lr: 4.9360e-05 - loss: 0.0078 - UP: 99.43% UR: 98.40% UF: 98.91% P: 99.43% R: 98.40% F: 98.91%
449
+ 2023-04-28 12:04:33 INFO dev: loss: 0.3279 - UP: 83.09% UR: 72.87% UF: 77.65% P: 79.14% R: 69.40% F: 73.95%
450
+ 2023-04-28 12:04:34 INFO test: loss: 0.2116 - UP: 56.56% UR: 44.49% UF: 49.81% P: 53.57% R: 42.14% F: 47.17%
451
+ 2023-04-28 12:04:34 INFO 0:00:03.576713s elapsed
452
+
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+ 2023-04-28 12:04:34 INFO Epoch 65 / 5000:
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+ 2023-04-28 12:04:36 INFO lr: 4.9350e-05 - loss: 0.0007 - UP: 99.05% UR: 98.83% UF: 98.94% P: 99.05% R: 98.83% F: 98.94%
455
+ 2023-04-28 12:04:37 INFO dev: loss: 0.3425 - UP: 83.09% UR: 71.29% UF: 76.74% P: 79.41% R: 68.14% F: 73.34%
456
+ 2023-04-28 12:04:38 INFO test: loss: 0.2012 - UP: 56.65% UR: 43.74% UF: 49.36% P: 53.40% R: 41.23% F: 46.53%
457
+ 2023-04-28 12:04:38 INFO 0:00:03.516458s elapsed
458
+
459
+ 2023-04-28 12:04:38 INFO Epoch 66 / 5000:
460
+ 2023-04-28 12:04:40 INFO lr: 4.9340e-05 - loss: 0.0007 - UP: 99.39% UR: 99.14% UF: 99.26% P: 99.31% R: 99.05% F: 99.18%
461
+ 2023-04-28 12:04:40 INFO dev: loss: 0.3469 - UP: 83.82% UR: 71.92% UF: 77.42% P: 80.15% R: 68.77% F: 74.02%
462
+ 2023-04-28 12:04:41 INFO test: loss: 0.2134 - UP: 54.09% UR: 45.06% UF: 49.17% P: 51.01% R: 42.50% F: 46.37%
463
+ 2023-04-28 12:04:41 INFO 0:00:03.548273s elapsed
464
+
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+ 2023-04-28 12:04:41 INFO Epoch 67 / 5000:
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+ 2023-04-28 12:04:44 INFO lr: 4.9330e-05 - loss: 0.0000 - UP: 99.70% UR: 99.14% UF: 99.42% P: 99.70% R: 99.14% F: 99.42%
467
+ 2023-04-28 12:04:44 INFO dev: loss: 0.3434 - UP: 83.82% UR: 71.92% UF: 77.42% P: 80.15% R: 68.77% F: 74.02%
468
+ 2023-04-28 12:04:45 INFO test: loss: 0.2273 - UP: 52.01% UR: 46.06% UF: 48.86% P: 49.08% R: 43.47% F: 46.10%
469
+ 2023-04-28 12:04:45 INFO 0:00:04.021461s elapsed
470
+
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+ 2023-04-28 12:04:45 INFO Epoch 68 / 5000:
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+ 2023-04-28 12:04:48 INFO lr: 4.9320e-05 - loss: 0.0022 - UP: 99.10% UR: 99.52% UF: 99.31% P: 99.10% R: 99.52% F: 99.31%
473
+ 2023-04-28 12:04:48 INFO dev: loss: 0.3474 - UP: 84.79% UR: 70.35% UF: 76.90% P: 80.99% R: 67.19% F: 73.45%
474
+ 2023-04-28 12:04:49 INFO test: loss: 0.2214 - UP: 56.88% UR: 43.07% UF: 49.02% P: 53.57% R: 40.57% F: 46.17%
475
+ 2023-04-28 12:04:49 INFO 0:00:03.621302s elapsed
476
+
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+ 2023-04-28 12:04:49 INFO Epoch 69 / 5000:
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+ 2023-04-28 12:04:51 INFO lr: 4.9310e-05 - loss: 0.0024 - UP: 99.65% UR: 98.88% UF: 99.26% P: 99.65% R: 98.88% F: 99.26%
479
+ 2023-04-28 12:04:51 INFO dev: loss: 0.3601 - UP: 81.00% UR: 71.29% UF: 75.84% P: 77.42% R: 68.14% F: 72.48%
480
+ 2023-04-28 12:04:52 INFO test: loss: 0.2317 - UP: 54.16% UR: 45.76% UF: 49.61% P: 51.20% R: 43.25% F: 46.89%
481
+ 2023-04-28 12:04:52 INFO 0:00:03.556177s elapsed
482
+
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+ 2023-04-28 12:04:52 INFO Epoch 70 / 5000:
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+ 2023-04-28 12:04:55 INFO lr: 4.9300e-05 - loss: 0.0085 - UP: 99.18% UR: 99.35% UF: 99.27% P: 99.09% R: 99.27% F: 99.18%
485
+ 2023-04-28 12:04:55 INFO dev: loss: 0.3636 - UP: 83.64% UR: 72.56% UF: 77.70% P: 79.64% R: 69.09% F: 73.99%
486
+ 2023-04-28 12:04:56 INFO test: loss: 0.2386 - UP: 54.10% UR: 44.64% UF: 48.92% P: 51.13% R: 42.20% F: 46.24%
487
+ 2023-04-28 12:04:56 INFO 0:00:03.539159s elapsed
488
+
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+ 2023-04-28 12:04:56 INFO Epoch 71 / 5000:
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+ 2023-04-28 12:04:58 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 98.66% UR: 98.36% UF: 98.51% P: 98.44% R: 98.14% F: 98.29%
491
+ 2023-04-28 12:04:59 INFO dev: loss: 0.3671 - UP: 79.32% UR: 73.82% UF: 76.47% P: 74.92% R: 69.72% F: 72.22%
492
+ 2023-04-28 12:05:00 INFO test: loss: 0.2681 - UP: 50.76% UR: 45.61% UF: 48.04% P: 47.56% R: 42.74% F: 45.02%
493
+ 2023-04-28 12:05:00 INFO 0:00:03.814483s elapsed
494
+
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+ 2023-04-28 12:05:00 INFO Epoch 72 / 5000:
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+ 2023-04-28 12:05:02 INFO lr: 4.9280e-05 - loss: 0.0081 - UP: 99.08% UR: 98.01% UF: 98.55% P: 99.00% R: 97.93% F: 98.46%
497
+ 2023-04-28 12:05:02 INFO dev: loss: 0.3099 - UP: 85.28% UR: 71.29% UF: 77.66% P: 81.51% R: 68.14% F: 74.23%
498
+ 2023-04-28 12:05:03 INFO test: loss: 0.2237 - UP: 55.48% UR: 44.19% UF: 49.19% P: 52.25% R: 41.62% F: 46.34%
499
+ 2023-04-28 12:05:03 INFO 0:00:03.656231s elapsed
500
+
501
+ 2023-04-28 12:05:35 INFO Epoch 42 saved
502
+ 2023-04-28 12:05:35 INFO dev: UP: 81.76% UR: 76.34% UF: 78.96% P: 78.04% R: 72.87% F: 75.37%
503
+ 2023-04-28 12:05:35 INFO test: UP: 35.82% UR: 50.41% UF: 41.88% P: 32.73% R: 46.06% F: 38.27%
504
+ 2023-04-28 12:05:35 INFO 0:04:37.096510s elapsed, 0:00:03.848563s/epoch
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1
+ 2023-04-28 12:21:14 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_twxlmsa_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/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
+ 2023-04-28 12:21:14 INFO Building the fields
39
+ 2023-04-28 12:21:21 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-28 12:21:21 INFO Building the model
44
+ 2023-04-28 12:21:58 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-28 12:21:58 INFO Loading the data
64
+ 2023-04-28 12:21:59 INFO
65
+ train: Dataset(n_sentences=697, n_batches=12, n_buckets=12)
66
+ dev: Dataset(n_sentences=98, n_batches=11, n_buckets=11)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-28 12:22:05 INFO Epoch 1 / 5000:
70
+ 2023-04-28 12:22:13 INFO lr: 4.9990e-05 - loss: 0.5470 - UP: 6.36% UR: 10.50% UF: 7.92% P: 2.67% R: 4.41% F: 3.32%
71
+ 2023-04-28 12:22:14 INFO dev: loss: 0.2758 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-28 12:22:15 INFO test: loss: 0.2045 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-28 12:22:15 INFO 0:00:09.487771s elapsed
74
+
75
+ 2023-04-28 12:22:15 INFO Epoch 2 / 5000:
76
+ 2023-04-28 12:22:18 INFO lr: 4.9980e-05 - loss: 0.2253 - UP: 68.44% UR: 7.21% UF: 13.05% P: 65.98% R: 6.95% F: 12.58%
77
+ 2023-04-28 12:22:18 INFO dev: loss: 0.2121 - UP: 75.68% UR: 8.83% UF: 15.82% P: 72.97% R: 8.52% F: 15.25%
78
+ 2023-04-28 12:22:19 INFO test: loss: 0.1587 - UP: 13.95% UR: 6.46% UF: 8.83% P: 13.36% R: 6.19% F: 8.46%
79
+ 2023-04-28 12:22:37 INFO 0:00:04.577610s elapsed (saved)
80
+
81
+ 2023-04-28 12:22:37 INFO Epoch 3 / 5000:
82
+ 2023-04-28 12:22:40 INFO lr: 4.9970e-05 - loss: 0.2541 - UP: 70.30% UR: 18.40% UF: 29.17% P: 68.65% R: 17.97% F: 28.48%
83
+ 2023-04-28 12:22:41 INFO dev: loss: 0.1745 - UP: 76.92% UR: 31.55% UF: 44.74% P: 70.77% R: 29.02% F: 41.16%
84
+ 2023-04-28 12:22:42 INFO test: loss: 0.1337 - UP: 41.35% UR: 17.90% UF: 24.98% P: 39.54% R: 17.11% F: 23.89%
85
+ 2023-04-28 12:23:01 INFO 0:00:04.274772s elapsed (saved)
86
+
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+ 2023-04-28 12:23:01 INFO Epoch 4 / 5000:
88
+ 2023-04-28 12:23:04 INFO lr: 4.9960e-05 - loss: 0.1632 - UP: 72.90% UR: 34.04% UF: 46.41% P: 70.95% R: 33.13% F: 45.17%
89
+ 2023-04-28 12:23:04 INFO dev: loss: 0.1606 - UP: 78.61% UR: 46.37% UF: 58.33% P: 77.01% R: 45.43% F: 57.14%
90
+ 2023-04-28 12:23:05 INFO test: loss: 0.1158 - UP: 51.07% UR: 23.15% UF: 31.86% P: 49.00% R: 22.22% F: 30.57%
91
+ 2023-04-28 12:23:24 INFO 0:00:04.483300s elapsed (saved)
92
+
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+ 2023-04-28 12:23:24 INFO Epoch 5 / 5000:
94
+ 2023-04-28 12:23:27 INFO lr: 4.9950e-05 - loss: 0.1097 - UP: 70.87% UR: 46.35% UF: 56.05% P: 69.82% R: 45.66% F: 55.21%
95
+ 2023-04-28 12:23:28 INFO dev: loss: 0.1595 - UP: 78.54% UR: 50.79% UF: 61.69% P: 76.10% R: 49.21% F: 59.77%
96
+ 2023-04-28 12:23:29 INFO test: loss: 0.1069 - UP: 45.53% UR: 22.73% UF: 30.32% P: 44.20% R: 22.06% F: 29.43%
97
+ 2023-04-28 12:23:47 INFO 0:00:04.301357s elapsed (saved)
98
+
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+ 2023-04-28 12:23:47 INFO Epoch 6 / 5000:
100
+ 2023-04-28 12:23:50 INFO lr: 4.9940e-05 - loss: 0.1467 - UP: 74.20% UR: 47.82% UF: 58.16% P: 73.12% R: 47.13% F: 57.32%
101
+ 2023-04-28 12:23:51 INFO dev: loss: 0.1665 - UP: 74.80% UR: 58.99% UF: 65.96% P: 72.40% R: 57.10% F: 63.84%
102
+ 2023-04-28 12:23:52 INFO test: loss: 0.1178 - UP: 59.92% UR: 27.17% UF: 37.38% P: 57.59% R: 26.11% F: 35.93%
103
+ 2023-04-28 12:24:11 INFO 0:00:04.374786s elapsed (saved)
104
+
105
+ 2023-04-28 12:24:11 INFO Epoch 7 / 5000:
106
+ 2023-04-28 12:24:14 INFO lr: 4.9930e-05 - loss: 0.0811 - UP: 79.96% UR: 57.06% UF: 66.60% P: 79.00% R: 56.37% F: 65.79%
107
+ 2023-04-28 12:24:15 INFO dev: loss: 0.1761 - UP: 77.11% UR: 60.57% UF: 67.84% P: 73.49% R: 57.73% F: 64.66%
108
+ 2023-04-28 12:24:16 INFO test: loss: 0.1208 - UP: 40.77% UR: 33.53% UF: 36.80% P: 38.72% R: 31.84% F: 34.95%
109
+ 2023-04-28 12:24:34 INFO 0:00:04.313582s elapsed (saved)
110
+
111
+ 2023-04-28 12:24:34 INFO Epoch 8 / 5000:
112
+ 2023-04-28 12:24:38 INFO lr: 4.9920e-05 - loss: 0.0922 - UP: 85.62% UR: 63.02% UF: 72.61% P: 84.92% R: 62.51% F: 72.01%
113
+ 2023-04-28 12:24:38 INFO dev: loss: 0.1912 - UP: 81.06% UR: 58.04% UF: 67.65% P: 79.30% R: 56.78% F: 66.18%
114
+ 2023-04-28 12:24:39 INFO test: loss: 0.1282 - UP: 51.43% UR: 29.88% UF: 37.80% P: 49.51% R: 28.77% F: 36.39%
115
+ 2023-04-28 12:24:59 INFO 0:00:04.505632s elapsed (saved)
116
+
117
+ 2023-04-28 12:24:59 INFO Epoch 9 / 5000:
118
+ 2023-04-28 12:25:02 INFO lr: 4.9910e-05 - loss: 0.0610 - UP: 85.07% UR: 72.61% UF: 78.35% P: 83.96% R: 71.66% F: 77.32%
119
+ 2023-04-28 12:25:02 INFO dev: loss: 0.1960 - UP: 82.79% UR: 56.15% UF: 66.92% P: 80.93% R: 54.89% F: 65.41%
120
+ 2023-04-28 12:25:03 INFO test: loss: 0.1213 - UP: 67.71% UR: 28.74% UF: 40.35% P: 65.86% R: 27.95% F: 39.25%
121
+ 2023-04-28 12:25:03 INFO 0:00:04.404604s elapsed
122
+
123
+ 2023-04-28 12:25:03 INFO Epoch 10 / 5000:
124
+ 2023-04-28 12:25:06 INFO lr: 4.9900e-05 - loss: 0.0596 - UP: 87.80% UR: 73.09% UF: 79.77% P: 87.13% R: 72.53% F: 79.16%
125
+ 2023-04-28 12:25:06 INFO dev: loss: 0.1942 - UP: 78.69% UR: 60.57% UF: 68.45% P: 77.05% R: 59.31% F: 67.02%
126
+ 2023-04-28 12:25:07 INFO test: loss: 0.1196 - UP: 52.66% UR: 34.92% UF: 42.00% P: 50.71% R: 33.63% F: 40.44%
127
+ 2023-04-28 12:25:27 INFO 0:00:04.366154s elapsed (saved)
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+
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+ 2023-04-28 12:25:27 INFO Epoch 11 / 5000:
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+ 2023-04-28 12:25:30 INFO lr: 4.9890e-05 - loss: 0.0370 - UP: 87.00% UR: 80.65% UF: 83.70% P: 86.53% R: 80.22% F: 83.25%
131
+ 2023-04-28 12:25:30 INFO dev: loss: 0.1866 - UP: 75.97% UR: 61.83% UF: 68.17% P: 74.42% R: 60.57% F: 66.78%
132
+ 2023-04-28 12:25:31 INFO test: loss: 0.1227 - UP: 53.53% UR: 33.41% UF: 41.14% P: 51.74% R: 32.30% F: 39.77%
133
+ 2023-04-28 12:25:31 INFO 0:00:04.599964s elapsed
134
+
135
+ 2023-04-28 12:25:31 INFO Epoch 12 / 5000:
136
+ 2023-04-28 12:25:34 INFO lr: 4.9880e-05 - loss: 0.0670 - UP: 90.12% UR: 78.83% UF: 84.10% P: 89.38% R: 78.19% F: 83.41%
137
+ 2023-04-28 12:25:34 INFO dev: loss: 0.2112 - UP: 75.94% UR: 63.72% UF: 69.30% P: 73.31% R: 61.51% F: 66.90%
138
+ 2023-04-28 12:25:35 INFO test: loss: 0.1500 - UP: 49.47% UR: 37.85% UF: 42.89% P: 45.56% R: 34.86% F: 39.50%
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+ 2023-04-28 12:26:08 INFO test: loss: 0.1557 - UP: 51.94% UR: 37.13% UF: 43.30% P: 49.41% R: 35.32% F: 41.19%
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+ 2023-04-28 12:26:16 INFO dev: loss: 0.2178 - UP: 79.14% UR: 69.40% UF: 73.95% P: 77.70% R: 68.14% F: 72.61%
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+ 2023-04-28 12:26:44 INFO dev: loss: 0.2606 - UP: 82.57% UR: 62.78% UF: 71.33% P: 80.91% R: 61.51% F: 69.89%
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+ 2023-04-28 12:26:48 INFO dev: loss: 0.2435 - UP: 81.58% UR: 68.45% UF: 74.44% P: 80.08% R: 67.19% F: 73.07%
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+ 2023-04-28 12:26:50 INFO test: loss: 0.1648 - UP: 54.81% UR: 37.82% UF: 44.76% P: 52.93% R: 36.52% F: 43.22%
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+ 2023-04-28 12:27:13 INFO test: loss: 0.1944 - UP: 42.80% UR: 43.95% UF: 43.37% P: 41.15% R: 42.26% F: 41.70%
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+ 2023-04-28 12:27:16 INFO dev: loss: 0.2604 - UP: 81.89% UR: 65.62% UF: 72.85% P: 79.53% R: 63.72% F: 70.75%
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+ 2023-04-28 12:27:17 INFO test: loss: 0.1591 - UP: 48.46% UR: 39.42% UF: 43.48% P: 46.31% R: 37.67% F: 41.54%
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+ 2023-04-28 12:27:20 INFO dev: loss: 0.2628 - UP: 83.61% UR: 62.78% UF: 71.71% P: 81.93% R: 61.51% F: 70.27%
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+ 2023-04-28 12:27:22 INFO test: loss: 0.1583 - UP: 56.28% UR: 33.69% UF: 42.15% P: 53.81% R: 32.21% F: 40.29%
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+ 2023-04-28 12:27:25 INFO dev: loss: 0.2912 - UP: 79.09% UR: 65.62% UF: 71.72% P: 77.57% R: 64.35% F: 70.34%
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+ 2023-04-28 12:27:26 INFO test: loss: 0.1739 - UP: 50.39% UR: 39.36% UF: 44.20% P: 48.34% R: 37.76% F: 42.40%
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+ 2023-04-28 12:27:26 INFO 0:00:04.511315s elapsed
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+ 2023-04-28 12:27:30 INFO dev: loss: 0.2738 - UP: 83.94% UR: 65.93% UF: 73.85% P: 82.33% R: 64.67% F: 72.44%
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+ 2023-04-28 12:27:31 INFO test: loss: 0.1685 - UP: 55.29% UR: 38.94% UF: 45.70% P: 53.15% R: 37.43% F: 43.92%
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+ 2023-04-28 12:27:34 INFO dev: loss: 0.2676 - UP: 83.46% UR: 66.88% UF: 74.26% P: 81.89% R: 65.62% F: 72.85%
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+ 2023-04-28 12:27:35 INFO test: loss: 0.1953 - UP: 52.61% UR: 38.91% UF: 44.73% P: 50.49% R: 37.34% F: 42.93%
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+ 2023-04-28 12:27:35 INFO 0:00:04.720179s elapsed
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+ 2023-04-28 12:27:39 INFO lr: 4.9730e-05 - loss: 0.0046 - UP: 98.00% UR: 95.25% UF: 96.60% P: 97.82% R: 95.08% F: 96.43%
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+ 2023-04-28 12:27:39 INFO dev: loss: 0.2854 - UP: 78.80% UR: 70.35% UF: 74.33% P: 77.39% R: 69.09% F: 73.00%
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+ 2023-04-28 12:27:40 INFO test: loss: 0.2046 - UP: 47.39% UR: 42.14% UF: 44.61% P: 45.55% R: 40.51% F: 42.88%
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+ 2023-04-28 12:27:40 INFO 0:00:04.863611s elapsed
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+ 2023-04-28 12:27:44 INFO dev: loss: 0.2934 - UP: 84.62% UR: 65.93% UF: 74.11% P: 83.00% R: 64.67% F: 72.70%
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+ 2023-04-28 12:27:45 INFO test: loss: 0.1875 - UP: 58.20% UR: 36.01% UF: 44.49% P: 56.00% R: 34.65% F: 42.81%
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+ 2023-04-28 12:27:45 INFO 0:00:04.435327s elapsed
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+ 2023-04-28 12:27:48 INFO lr: 4.9710e-05 - loss: 0.0130 - UP: 97.76% UR: 96.07% UF: 96.91% P: 97.71% R: 96.03% F: 96.86%
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+ 2023-04-28 12:27:48 INFO dev: loss: 0.2878 - UP: 80.73% UR: 70.03% UF: 75.00% P: 79.27% R: 68.77% F: 73.65%
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+ 2023-04-28 12:27:49 INFO test: loss: 0.2093 - UP: 52.19% UR: 40.21% UF: 45.42% P: 50.16% R: 38.64% F: 43.65%
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+ 2023-04-28 12:28:09 INFO 0:00:04.474371s elapsed (saved)
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+ 2023-04-28 12:28:09 INFO Epoch 30 / 5000:
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+ 2023-04-28 12:28:12 INFO lr: 4.9700e-05 - loss: 0.0107 - UP: 97.72% UR: 96.20% UF: 96.95% P: 97.72% R: 96.20% F: 96.95%
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+ 2023-04-28 12:28:13 INFO dev: loss: 0.2787 - UP: 85.26% UR: 67.51% UF: 75.35% P: 83.67% R: 66.25% F: 73.94%
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+ 2023-04-28 12:28:14 INFO test: loss: 0.1670 - UP: 50.69% UR: 40.05% UF: 44.75% P: 48.70% R: 38.48% F: 42.99%
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+ 2023-04-28 12:28:32 INFO 0:00:04.282734s elapsed (saved)
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+ 2023-04-28 12:28:35 INFO lr: 4.9690e-05 - loss: 0.0064 - UP: 97.10% UR: 96.98% UF: 97.04% P: 96.89% R: 96.76% F: 96.82%
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+ 2023-04-28 12:28:35 INFO dev: loss: 0.2861 - UP: 84.80% UR: 66.88% UF: 74.78% P: 82.80% R: 65.30% F: 73.02%
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+ 2023-04-28 12:28:36 INFO test: loss: 0.1732 - UP: 52.77% UR: 40.84% UF: 46.04% P: 50.51% R: 39.09% F: 44.07%
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+ 2023-04-28 12:28:36 INFO 0:00:04.267379s elapsed
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+ 2023-04-28 12:28:39 INFO lr: 4.9680e-05 - loss: 0.0099 - UP: 98.55% UR: 96.76% UF: 97.65% P: 98.42% R: 96.63% F: 97.52%
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+ 2023-04-28 12:28:39 INFO dev: loss: 0.2850 - UP: 80.07% UR: 69.72% UF: 74.54% P: 78.62% R: 68.45% F: 73.19%
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+ 2023-04-28 12:28:41 INFO test: loss: 0.2094 - UP: 44.18% UR: 42.98% UF: 43.57% P: 42.23% R: 41.08% F: 41.65%
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+ 2023-04-28 12:28:44 INFO lr: 4.9670e-05 - loss: 0.0003 - UP: 97.91% UR: 97.24% UF: 97.57% P: 97.87% R: 97.19% F: 97.53%
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+ 2023-04-28 12:28:44 INFO dev: loss: 0.2927 - UP: 85.60% UR: 67.51% UF: 75.49% P: 84.00% R: 66.25% F: 74.07%
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+ 2023-04-28 12:28:45 INFO test: loss: 0.1888 - UP: 51.48% UR: 38.91% UF: 44.32% P: 49.44% R: 37.37% F: 42.56%
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+ 2023-04-28 12:29:03 INFO 0:00:04.460890s elapsed (saved)
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+ 2023-04-28 12:29:06 INFO lr: 4.9660e-05 - loss: 0.0000 - UP: 98.25% UR: 96.93% UF: 97.59% P: 98.25% R: 96.93% F: 97.59%
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+ 2023-04-28 12:29:07 INFO dev: loss: 0.3226 - UP: 82.31% UR: 67.51% UF: 74.18% P: 80.77% R: 66.25% F: 72.79%
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+ 2023-04-28 12:29:08 INFO test: loss: 0.2215 - UP: 44.17% UR: 44.04% UF: 44.11% P: 42.20% R: 42.08% F: 42.14%
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+ 2023-04-28 12:29:11 INFO lr: 4.9650e-05 - loss: 0.0000 - UP: 97.67% UR: 97.62% UF: 97.65% P: 97.58% R: 97.54% F: 97.56%
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+ 2023-04-28 12:29:11 INFO dev: loss: 0.2778 - UP: 84.41% UR: 70.03% UF: 76.55% P: 82.89% R: 68.77% F: 75.17%
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+ 2023-04-28 12:29:12 INFO test: loss: 0.1920 - UP: 49.25% UR: 40.69% UF: 44.56% P: 47.20% R: 39.00% F: 42.71%
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+ 2023-04-28 12:29:32 INFO 0:00:04.676901s elapsed (saved)
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+ 2023-04-28 12:29:35 INFO lr: 4.9640e-05 - loss: 0.0102 - UP: 98.24% UR: 96.72% UF: 97.47% P: 98.20% R: 96.67% F: 97.43%
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+ 2023-04-28 12:29:35 INFO dev: loss: 0.2874 - UP: 82.71% UR: 69.40% UF: 75.47% P: 81.20% R: 68.14% F: 74.10%
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+ 2023-04-28 12:29:36 INFO test: loss: 0.1976 - UP: 46.95% UR: 39.33% UF: 42.81% P: 44.65% R: 37.40% F: 40.70%
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+ 2023-04-28 12:29:39 INFO lr: 4.9630e-05 - loss: 0.0108 - UP: 98.09% UR: 97.45% UF: 97.77% P: 97.91% R: 97.28% F: 97.59%
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+ 2023-04-28 12:29:39 INFO dev: loss: 0.2830 - UP: 83.58% UR: 70.66% UF: 76.58% P: 82.09% R: 69.40% F: 75.21%
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+ 2023-04-28 12:29:40 INFO test: loss: 0.1795 - UP: 48.31% UR: 40.63% UF: 44.14% P: 46.09% R: 38.76% F: 42.11%
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+ 2023-04-28 12:30:03 INFO lr: 4.9620e-05 - loss: 0.0158 - UP: 98.77% UR: 97.15% UF: 97.95% P: 98.68% R: 97.06% F: 97.87%
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+ 2023-04-28 12:30:03 INFO dev: loss: 0.2655 - UP: 86.82% UR: 70.66% UF: 77.91% P: 85.27% R: 69.40% F: 76.52%
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+ 2023-04-28 12:30:04 INFO test: loss: 0.1913 - UP: 50.35% UR: 41.17% UF: 45.30% P: 47.91% R: 39.18% F: 43.11%
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+ 2023-04-28 12:30:22 INFO 0:00:04.566770s elapsed (saved)
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+ 2023-04-28 12:30:25 INFO lr: 4.9610e-05 - loss: 0.0164 - UP: 98.16% UR: 96.72% UF: 97.43% P: 97.98% R: 96.54% F: 97.26%
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+ 2023-04-28 12:30:30 INFO lr: 4.9600e-05 - loss: 0.0143 - UP: 95.21% UR: 96.93% UF: 96.06% P: 95.04% R: 96.76% F: 95.89%
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+ 2023-04-28 12:30:31 INFO test: loss: 0.1618 - UP: 58.04% UR: 39.99% UF: 47.36% P: 55.80% R: 38.45% F: 45.53%
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+ 2023-04-28 12:30:54 INFO lr: 4.9590e-05 - loss: 0.0035 - UP: 99.32% UR: 94.86% UF: 97.04% P: 99.00% R: 94.56% F: 96.73%
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+ 2023-04-28 12:30:54 INFO dev: loss: 0.2659 - UP: 79.72% UR: 70.66% UF: 74.92% P: 78.29% R: 69.40% F: 73.58%
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+ 2023-04-28 12:30:55 INFO test: loss: 0.1998 - UP: 50.17% UR: 40.63% UF: 44.90% P: 47.48% R: 38.45% F: 42.49%
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+ 2023-04-28 12:30:58 INFO lr: 4.9580e-05 - loss: 0.0058 - UP: 97.45% UR: 97.28% UF: 97.36% P: 97.01% R: 96.85% F: 96.93%
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+ 2023-04-28 12:31:00 INFO test: loss: 0.1514 - UP: 70.22% UR: 31.60% UF: 43.59% P: 67.40% R: 30.34% F: 41.84%
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+ 2023-04-28 12:31:04 INFO test: loss: 0.1670 - UP: 51.92% UR: 40.84% UF: 45.72% P: 49.58% R: 39.00% F: 43.66%
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+ 2023-04-28 12:31:08 INFO lr: 4.9560e-05 - loss: 0.0053 - UP: 98.33% UR: 96.93% UF: 97.63% P: 97.94% R: 96.54% F: 97.24%
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+ 2023-04-28 12:31:09 INFO test: loss: 0.1803 - UP: 50.70% UR: 41.26% UF: 45.50% P: 48.15% R: 39.18% F: 43.20%
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+ 2023-04-28 12:31:28 INFO 0:00:04.713729s elapsed (saved)
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+ 2023-04-28 12:31:31 INFO dev: loss: 0.2513 - UP: 89.02% UR: 69.09% UF: 77.80% P: 87.80% R: 68.14% F: 76.73%
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+ 2023-04-28 12:31:37 INFO test: loss: 0.1915 - UP: 52.41% UR: 42.29% UF: 46.81% P: 50.36% R: 40.63% F: 44.97%
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+ 2023-04-28 12:31:40 INFO dev: loss: 0.2965 - UP: 87.74% UR: 72.24% UF: 79.24% P: 86.59% R: 71.29% F: 78.20%
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+ 2023-04-28 12:31:41 INFO test: loss: 0.2133 - UP: 47.92% UR: 42.08% UF: 44.81% P: 46.30% R: 40.66% F: 43.30%
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+ 2023-04-28 12:32:03 INFO lr: 4.9520e-05 - loss: 0.0540 - UP: 96.81% UR: 98.27% UF: 97.53% P: 96.60% R: 98.06% F: 97.32%
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+ 2023-04-28 12:32:03 INFO dev: loss: 0.2845 - UP: 86.70% UR: 63.72% UF: 73.45% P: 84.98% R: 62.46% F: 72.00%
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+ 2023-04-28 12:32:04 INFO test: loss: 0.1606 - UP: 65.47% UR: 31.87% UF: 42.87% P: 63.05% R: 30.70% F: 41.29%
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+ 2023-04-28 12:32:07 INFO lr: 4.9510e-05 - loss: 0.0160 - UP: 98.05% UR: 91.27% UF: 94.54% P: 97.91% R: 91.14% F: 94.41%
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+ 2023-04-28 12:32:07 INFO dev: loss: 0.2115 - UP: 79.67% UR: 76.66% UF: 78.14% P: 78.36% R: 75.39% F: 76.85%
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+ 2023-04-28 12:32:09 INFO test: loss: 0.2043 - UP: 36.16% UR: 47.69% UF: 41.14% P: 34.40% R: 45.37% F: 39.13%
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+ 2023-04-28 12:32:12 INFO dev: loss: 0.2228 - UP: 86.31% UR: 71.61% UF: 78.28% P: 85.17% R: 70.66% F: 77.24%
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+ 2023-04-28 12:32:14 INFO test: loss: 0.1886 - UP: 55.55% UR: 39.72% UF: 46.32% P: 53.06% R: 37.94% F: 44.24%
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+ 2023-04-28 12:32:17 INFO dev: loss: 0.2561 - UP: 82.37% UR: 72.24% UF: 76.97% P: 81.29% R: 71.29% F: 75.97%
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+ 2023-04-28 12:32:18 INFO test: loss: 0.1922 - UP: 48.02% UR: 42.02% UF: 44.82% P: 46.02% R: 40.27% F: 42.95%
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+ 2023-04-28 12:32:22 INFO dev: loss: 0.2164 - UP: 86.74% UR: 72.24% UF: 78.83% P: 85.61% R: 71.29% F: 77.80%
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+ 2023-04-28 12:32:23 INFO test: loss: 0.1622 - UP: 58.70% UR: 41.02% UF: 48.29% P: 56.11% R: 39.21% F: 46.16%
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+ 2023-04-28 12:32:27 INFO dev: loss: 0.2659 - UP: 86.43% UR: 70.35% UF: 77.57% P: 85.66% R: 69.72% F: 76.87%
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+ 2023-04-28 12:32:28 INFO test: loss: 0.1978 - UP: 54.15% UR: 40.96% UF: 46.64% P: 51.56% R: 39.00% F: 44.41%
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+ 2023-04-28 12:32:28 INFO 0:00:05.297379s elapsed
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+ 2023-04-28 12:32:28 INFO Epoch 54 / 5000:
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+ 2023-04-28 12:32:32 INFO dev: loss: 0.2492 - UP: 84.85% UR: 70.66% UF: 77.11% P: 84.09% R: 70.03% F: 76.42%
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+ 2023-04-28 12:32:33 INFO test: loss: 0.1945 - UP: 57.43% UR: 40.02% UF: 47.17% P: 55.18% R: 38.45% F: 45.32%
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+ 2023-04-28 12:32:36 INFO dev: loss: 0.2710 - UP: 85.38% UR: 70.03% UF: 76.95% P: 84.62% R: 69.40% F: 76.26%
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+ 2023-04-28 12:32:37 INFO test: loss: 0.2023 - UP: 55.14% UR: 41.29% UF: 47.22% P: 52.80% R: 39.54% F: 45.22%
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+ 2023-04-28 12:32:37 INFO 0:00:04.528522s elapsed
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+ 2023-04-28 12:32:41 INFO dev: loss: 0.2809 - UP: 83.70% UR: 71.29% UF: 77.00% P: 82.59% R: 70.35% F: 75.98%
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+ 2023-04-28 12:32:42 INFO test: loss: 0.2169 - UP: 50.89% UR: 43.89% UF: 47.13% P: 48.65% R: 41.96% F: 45.06%
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+ 2023-04-28 12:32:42 INFO 0:00:05.101462s elapsed
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+ 2023-04-28 12:32:42 INFO Epoch 57 / 5000:
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+ 2023-04-28 12:32:46 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 99.01% UR: 98.92% UF: 98.96% P: 98.92% R: 98.83% F: 98.88%
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+ 2023-04-28 12:32:46 INFO dev: loss: 0.2595 - UP: 88.28% UR: 71.29% UF: 78.88% P: 85.94% R: 69.40% F: 76.79%
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+ 2023-04-28 12:32:47 INFO test: loss: 0.1754 - UP: 62.10% UR: 39.57% UF: 48.34% P: 59.59% R: 37.97% F: 46.39%
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+ 2023-04-28 12:32:47 INFO 0:00:04.800660s elapsed
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+ 2023-04-28 12:32:47 INFO Epoch 58 / 5000:
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+ 2023-04-28 12:32:50 INFO lr: 4.9420e-05 - loss: 0.0101 - UP: 99.08% UR: 97.80% UF: 98.43% P: 98.86% R: 97.58% F: 98.22%
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+ 2023-04-28 12:32:50 INFO dev: loss: 0.2655 - UP: 83.64% UR: 72.56% UF: 77.70% P: 82.55% R: 71.61% F: 76.69%
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+ 2023-04-28 12:32:52 INFO test: loss: 0.2374 - UP: 45.95% UR: 43.86% UF: 44.88% P: 43.17% R: 41.20% F: 42.16%
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+ 2023-04-28 12:32:52 INFO 0:00:04.495405s elapsed
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+ 2023-04-28 12:32:52 INFO Epoch 59 / 5000:
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+ 2023-04-28 12:32:55 INFO lr: 4.9410e-05 - loss: 0.0054 - UP: 98.41% UR: 98.75% UF: 98.58% P: 98.28% R: 98.62% F: 98.45%
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+ 2023-04-28 12:32:55 INFO dev: loss: 0.2908 - UP: 89.36% UR: 66.25% UF: 76.09% P: 88.09% R: 65.30% F: 75.00%
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+ 2023-04-28 12:32:57 INFO test: loss: 0.1954 - UP: 64.94% UR: 37.19% UF: 47.29% P: 62.41% R: 35.74% F: 45.45%
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+ 2023-04-28 12:32:57 INFO 0:00:04.783752s elapsed
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+ 2023-04-28 12:32:57 INFO Epoch 60 / 5000:
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+ 2023-04-28 12:33:00 INFO lr: 4.9400e-05 - loss: 0.0189 - UP: 98.07% UR: 96.76% UF: 97.41% P: 97.64% R: 96.33% F: 96.98%
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+ 2023-04-28 12:33:00 INFO dev: loss: 0.2827 - UP: 78.95% UR: 75.71% UF: 77.29% P: 77.96% R: 74.76% F: 76.33%
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+ 2023-04-28 12:33:02 INFO test: loss: 0.2531 - UP: 46.56% UR: 44.79% UF: 45.66% P: 44.68% R: 42.98% F: 43.82%
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+ 2023-04-28 12:33:02 INFO 0:00:05.502864s elapsed
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+ 2023-04-28 12:33:02 INFO Epoch 61 / 5000:
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+ 2023-04-28 12:33:05 INFO lr: 4.9390e-05 - loss: 0.0026 - UP: 98.49% UR: 98.32% UF: 98.40% P: 98.27% R: 98.10% F: 98.18%
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+ 2023-04-28 12:33:05 INFO dev: loss: 0.2568 - UP: 87.84% UR: 70.66% UF: 78.32% P: 87.06% R: 70.03% F: 77.62%
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+ 2023-04-28 12:33:07 INFO test: loss: 0.2095 - UP: 57.97% UR: 38.42% UF: 46.22% P: 55.37% R: 36.70% F: 44.15%
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+ 2023-04-28 12:33:07 INFO 0:00:04.505142s elapsed
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+ 2023-04-28 12:33:07 INFO Epoch 62 / 5000:
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+ 2023-04-28 12:33:09 INFO lr: 4.9380e-05 - loss: 0.0020 - UP: 99.52% UR: 98.36% UF: 98.94% P: 99.43% R: 98.27% F: 98.85%
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+ 2023-04-28 12:33:10 INFO dev: loss: 0.2594 - UP: 83.88% UR: 72.24% UF: 77.63% P: 83.15% R: 71.61% F: 76.95%
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+ 2023-04-28 12:33:11 INFO test: loss: 0.2297 - UP: 50.85% UR: 42.44% UF: 46.27% P: 48.57% R: 40.54% F: 44.19%
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+ 2023-04-28 12:33:11 INFO 0:00:04.480720s elapsed
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+ 2023-04-28 12:33:11 INFO Epoch 63 / 5000:
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+ 2023-04-28 12:33:14 INFO lr: 4.9370e-05 - loss: 0.0039 - UP: 99.18% UR: 99.22% UF: 99.20% P: 99.09% R: 99.14% F: 99.11%
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+ 2023-04-28 12:33:14 INFO dev: loss: 0.2759 - UP: 84.33% UR: 71.29% UF: 77.26% P: 83.21% R: 70.35% F: 76.24%
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+ 2023-04-28 12:33:16 INFO test: loss: 0.2495 - UP: 52.51% UR: 42.35% UF: 46.88% P: 50.04% R: 40.36% F: 44.68%
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+ 2023-04-28 12:33:16 INFO 0:00:05.035922s elapsed
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+ 2023-04-28 12:33:16 INFO Epoch 64 / 5000:
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+ 2023-04-28 12:33:19 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 99.56% UR: 98.79% UF: 99.18% P: 99.48% R: 98.70% F: 99.09%
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+ 2023-04-28 12:33:20 INFO dev: loss: 0.2707 - UP: 88.37% UR: 71.92% UF: 79.30% P: 87.21% R: 70.98% F: 78.26%
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+ 2023-04-28 12:33:21 INFO test: loss: 0.2340 - UP: 52.68% UR: 41.20% UF: 46.24% P: 50.52% R: 39.51% F: 44.34%
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+ 2023-04-28 12:33:39 INFO 0:00:04.733877s elapsed (saved)
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+ 2023-04-28 12:33:39 INFO Epoch 65 / 5000:
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+ 2023-04-28 12:33:43 INFO lr: 4.9350e-05 - loss: 0.0089 - UP: 99.39% UR: 98.70% UF: 99.05% P: 99.39% R: 98.70% F: 99.05%
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+ 2023-04-28 12:33:43 INFO dev: loss: 0.2901 - UP: 86.79% UR: 72.56% UF: 79.04% P: 85.66% R: 71.61% F: 78.01%
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+ 2023-04-28 12:33:44 INFO test: loss: 0.2839 - UP: 42.09% UR: 44.76% UF: 43.39% P: 40.14% R: 42.68% F: 41.37%
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+ 2023-04-28 12:33:44 INFO 0:00:04.455683s elapsed
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+ 2023-04-28 12:33:44 INFO Epoch 66 / 5000:
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+ 2023-04-28 12:33:47 INFO lr: 4.9340e-05 - loss: 0.0069 - UP: 99.18% UR: 99.09% UF: 99.14% P: 99.14% R: 99.05% F: 99.09%
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+ 2023-04-28 12:33:47 INFO dev: loss: 0.3079 - UP: 82.75% UR: 74.13% UF: 78.20% P: 81.69% R: 73.19% F: 77.20%
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+ 2023-04-28 12:33:49 INFO test: loss: 0.3354 - UP: 38.24% UR: 46.60% UF: 42.01% P: 36.16% R: 44.07% F: 39.72%
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+ 2023-04-28 12:33:49 INFO 0:00:04.681247s elapsed
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+ 2023-04-28 12:33:49 INFO Epoch 67 / 5000:
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+ 2023-04-28 12:33:52 INFO lr: 4.9330e-05 - loss: 0.0004 - UP: 99.09% UR: 99.18% UF: 99.14% P: 99.05% R: 99.14% F: 99.09%
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+ 2023-04-28 12:33:52 INFO dev: loss: 0.3009 - UP: 86.59% UR: 71.29% UF: 78.20% P: 85.82% R: 70.66% F: 77.51%
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+ 2023-04-28 12:33:54 INFO test: loss: 0.2636 - UP: 47.19% UR: 42.59% UF: 44.77% P: 45.02% R: 40.63% F: 42.71%
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+ 2023-04-28 12:33:54 INFO 0:00:05.096564s elapsed
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+ 2023-04-28 12:33:54 INFO Epoch 68 / 5000:
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+ 2023-04-28 12:33:57 INFO lr: 4.9320e-05 - loss: 0.0022 - UP: 99.78% UR: 98.66% UF: 99.22% P: 99.74% R: 98.62% F: 99.17%
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+ 2023-04-28 12:33:57 INFO dev: loss: 0.2982 - UP: 84.17% UR: 73.82% UF: 78.66% P: 83.09% R: 72.87% F: 77.65%
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+ 2023-04-28 12:33:58 INFO test: loss: 0.2912 - UP: 43.53% UR: 45.79% UF: 44.63% P: 41.38% R: 43.53% F: 42.42%
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+ 2023-04-28 12:33:58 INFO 0:00:04.473603s elapsed
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+ 2023-04-28 12:33:58 INFO Epoch 69 / 5000:
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+ 2023-04-28 12:34:01 INFO lr: 4.9310e-05 - loss: 0.0015 - UP: 99.27% UR: 99.35% UF: 99.31% P: 99.22% R: 99.31% F: 99.27%
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+ 2023-04-28 12:34:02 INFO dev: loss: 0.3080 - UP: 83.58% UR: 72.24% UF: 77.50% P: 82.48% R: 71.29% F: 76.48%
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+ 2023-04-28 12:34:03 INFO test: loss: 0.2870 - UP: 40.95% UR: 46.21% UF: 43.42% P: 38.89% R: 43.89% F: 41.24%
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+ 2023-04-28 12:34:03 INFO 0:00:04.690977s elapsed
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+ 2023-04-28 12:34:03 INFO Epoch 70 / 5000:
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+ 2023-04-28 12:34:06 INFO lr: 4.9300e-05 - loss: 0.0035 - UP: 99.31% UR: 99.14% UF: 99.22% P: 98.87% R: 98.70% F: 98.79%
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+ 2023-04-28 12:34:07 INFO dev: loss: 0.3235 - UP: 86.51% UR: 68.77% UF: 76.63% P: 82.54% R: 65.62% F: 73.11%
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+ 2023-04-28 12:34:08 INFO test: loss: 0.2299 - UP: 49.74% UR: 43.59% UF: 46.46% P: 47.30% R: 41.44% F: 44.18%
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+ 2023-04-28 12:34:08 INFO 0:00:05.368488s elapsed
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+ 2023-04-28 12:34:11 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 99.74% UR: 99.22% UF: 99.48% P: 98.65% R: 98.14% F: 98.40%
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+ 2023-04-28 12:34:12 INFO dev: loss: 0.2954 - UP: 86.26% UR: 71.29% UF: 78.07% P: 85.50% R: 70.66% F: 77.37%
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+ 2023-04-28 12:34:13 INFO test: loss: 0.2584 - UP: 45.48% UR: 46.33% UF: 45.90% P: 42.64% R: 43.43% F: 43.03%
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+ 2023-04-28 12:34:16 INFO lr: 4.9280e-05 - loss: 0.0141 - UP: 99.35% UR: 99.22% UF: 99.29% P: 98.88% R: 98.75% F: 98.81%
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+ 2023-04-28 12:34:16 INFO dev: loss: 0.2983 - UP: 84.44% UR: 71.92% UF: 77.68% P: 81.11% R: 69.09% F: 74.62%
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+ 2023-04-28 12:34:17 INFO test: loss: 0.2436 - UP: 46.07% UR: 45.88% UF: 45.98% P: 43.59% R: 43.40% F: 43.50%
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+ 2023-04-28 12:34:17 INFO 0:00:04.518659s elapsed
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+ 2023-04-28 12:34:17 INFO Epoch 73 / 5000:
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+ 2023-04-28 12:34:21 INFO lr: 4.9270e-05 - loss: 0.0456 - UP: 99.09% UR: 98.92% UF: 99.01% P: 98.57% R: 98.40% F: 98.49%
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+ 2023-04-28 12:34:21 INFO dev: loss: 0.2937 - UP: 85.71% UR: 70.03% UF: 77.08% P: 84.17% R: 68.77% F: 75.69%
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+ 2023-04-28 12:34:22 INFO test: loss: 0.2300 - UP: 55.01% UR: 40.08% UF: 46.38% P: 52.36% R: 38.15% F: 44.14%
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+ 2023-04-28 12:34:23 INFO 0:00:05.052365s elapsed
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+ 2023-04-28 12:34:23 INFO Epoch 74 / 5000:
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+ 2023-04-28 12:34:26 INFO lr: 4.9260e-05 - loss: 0.0009 - UP: 99.56% UR: 98.44% UF: 99.00% P: 99.39% R: 98.27% F: 98.83%
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+ 2023-04-28 12:34:27 INFO test: loss: 0.2439 - UP: 46.10% UR: 45.97% UF: 46.03% P: 43.49% R: 43.37% F: 43.43%
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+ 2023-04-28 12:34:27 INFO 0:00:04.757815s elapsed
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+ 2023-04-28 12:34:27 INFO Epoch 75 / 5000:
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+ 2023-04-28 12:34:30 INFO lr: 4.9250e-05 - loss: 0.0043 - UP: 98.58% UR: 99.27% UF: 98.92% P: 98.41% R: 99.09% F: 98.75%
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+ 2023-04-28 12:34:40 INFO dev: loss: 0.2995 - UP: 85.98% UR: 71.61% UF: 78.14% P: 83.33% R: 69.40% F: 75.73%
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+ 2023-04-28 12:34:45 INFO dev: loss: 0.2944 - UP: 86.13% UR: 74.45% UF: 79.86% P: 84.31% R: 72.87% F: 78.17%
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+ 2023-04-28 12:34:50 INFO dev: loss: 0.2909 - UP: 87.21% UR: 70.98% UF: 78.26% P: 84.50% R: 68.77% F: 75.83%
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+ 2023-04-28 12:34:54 INFO dev: loss: 0.3123 - UP: 85.24% UR: 72.87% UF: 78.57% P: 82.29% R: 70.35% F: 75.85%
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+ 2023-04-28 12:34:59 INFO dev: loss: 0.3431 - UP: 84.64% UR: 71.29% UF: 77.40% P: 81.65% R: 68.77% F: 74.66%
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+ 2023-04-28 12:35:03 INFO lr: 4.9180e-05 - loss: 0.0015 - UP: 99.52% UR: 99.48% UF: 99.50% P: 99.14% R: 99.09% F: 99.11%
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+ 2023-04-28 12:35:03 INFO dev: loss: 0.3546 - UP: 85.45% UR: 72.24% UF: 78.29% P: 79.85% R: 67.51% F: 73.16%
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+ 2023-04-28 12:35:05 INFO test: loss: 0.2535 - UP: 48.61% UR: 44.82% UF: 46.64% P: 45.86% R: 42.29% F: 44.00%
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+ 2023-04-28 12:35:08 INFO dev: loss: 0.3275 - UP: 86.55% UR: 75.08% UF: 80.41% P: 83.27% R: 72.24% F: 77.36%
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+ 2023-04-28 12:35:09 INFO test: loss: 0.2628 - UP: 44.92% UR: 45.49% UF: 45.20% P: 42.44% R: 42.98% F: 42.71%
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+ 2023-04-28 12:35:12 INFO lr: 4.9160e-05 - loss: 0.0002 - UP: 99.44% UR: 99.40% UF: 99.42% P: 99.39% R: 99.35% F: 99.37%
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+ 2023-04-28 12:35:12 INFO dev: loss: 0.3291 - UP: 87.83% UR: 72.87% UF: 79.66% P: 85.17% R: 70.66% F: 77.24%
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+ 2023-04-28 12:35:13 INFO test: loss: 0.2562 - UP: 48.42% UR: 44.46% UF: 46.36% P: 45.56% R: 41.84% F: 43.62%
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+ 2023-04-28 12:35:17 INFO dev: loss: 0.3177 - UP: 87.07% UR: 72.24% UF: 78.97% P: 85.17% R: 70.66% F: 77.24%
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+ 2023-04-28 12:35:18 INFO test: loss: 0.2484 - UP: 46.97% UR: 45.37% UF: 46.15% P: 44.47% R: 42.95% F: 43.70%
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+ 2023-04-28 12:35:21 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 99.65% UR: 99.52% UF: 99.59% P: 99.57% R: 99.44% F: 99.50%
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+ 2023-04-28 12:35:21 INFO dev: loss: 0.3216 - UP: 87.18% UR: 75.08% UF: 80.68% P: 84.98% R: 73.19% F: 78.64%
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+ 2023-04-28 12:35:22 INFO test: loss: 0.2617 - UP: 43.26% UR: 47.54% UF: 45.30% P: 40.73% R: 44.76% F: 42.65%
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+ 2023-04-28 12:35:44 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 99.22% UR: 99.14% UF: 99.18% P: 99.18% R: 99.09% F: 99.14%
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+ 2023-04-28 12:35:44 INFO dev: loss: 0.3096 - UP: 88.60% UR: 76.03% UF: 81.83% P: 86.03% R: 73.82% F: 79.46%
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+ 2023-04-28 12:35:45 INFO test: loss: 0.2489 - UP: 44.22% UR: 47.24% UF: 45.68% P: 41.99% R: 44.85% F: 43.37%
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+ 2023-04-28 12:36:04 INFO Epoch 88 / 5000:
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+ 2023-04-28 12:36:07 INFO dev: loss: 0.2891 - UP: 89.10% UR: 74.76% UF: 81.30% P: 86.84% R: 72.87% F: 79.25%
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+ 2023-04-28 12:36:08 INFO test: loss: 0.2373 - UP: 46.58% UR: 46.03% UF: 46.30% P: 44.29% R: 43.77% F: 44.03%
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+ 2023-04-28 12:36:08 INFO Epoch 89 / 5000:
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+ 2023-04-28 12:36:11 INFO dev: loss: 0.3005 - UP: 85.61% UR: 75.08% UF: 80.00% P: 83.81% R: 73.50% F: 78.32%
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+ 2023-04-28 12:36:12 INFO test: loss: 0.2776 - UP: 42.09% UR: 48.17% UF: 44.93% P: 40.06% R: 45.85% F: 42.76%
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+ 2023-04-28 12:36:12 INFO 0:00:04.203415s elapsed
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+ 2023-04-28 12:36:12 INFO Epoch 90 / 5000:
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+ 2023-04-28 12:36:15 INFO lr: 4.9100e-05 - loss: 0.0030 - UP: 99.53% UR: 99.61% UF: 99.57% P: 99.53% R: 99.61% F: 99.57%
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+ 2023-04-28 12:36:16 INFO dev: loss: 0.3032 - UP: 84.84% UR: 74.13% UF: 79.12% P: 83.03% R: 72.56% F: 77.44%
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+ 2023-04-28 12:36:17 INFO test: loss: 0.2648 - UP: 47.40% UR: 46.15% UF: 46.77% P: 45.10% R: 43.92% F: 44.50%
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+ 2023-04-28 12:36:17 INFO 0:00:04.850401s elapsed
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+ 2023-04-28 12:36:17 INFO Epoch 91 / 5000:
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+ 2023-04-28 12:36:20 INFO lr: 4.9090e-05 - loss: 0.0008 - UP: 99.78% UR: 99.52% UF: 99.65% P: 99.74% R: 99.48% F: 99.61%
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+ 2023-04-28 12:36:21 INFO dev: loss: 0.3121 - UP: 85.93% UR: 73.19% UF: 79.05% P: 84.07% R: 71.61% F: 77.34%
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+ 2023-04-28 12:36:22 INFO test: loss: 0.2594 - UP: 50.86% UR: 44.52% UF: 47.48% P: 48.48% R: 42.44% F: 45.26%
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+ 2023-04-28 12:36:22 INFO 0:00:04.658745s elapsed
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+ 2023-04-28 12:36:22 INFO Epoch 92 / 5000:
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+ 2023-04-28 12:36:25 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 99.78% UR: 99.57% UF: 99.68% P: 99.78% R: 99.57% F: 99.68%
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+ 2023-04-28 12:36:25 INFO dev: loss: 0.3227 - UP: 86.19% UR: 72.87% UF: 78.97% P: 83.96% R: 70.98% F: 76.92%
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+ 2023-04-28 12:36:26 INFO test: loss: 0.2518 - UP: 53.22% UR: 42.89% UF: 47.50% P: 50.97% R: 41.08% F: 45.50%
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+ 2023-04-28 12:36:26 INFO 0:00:04.532640s elapsed
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+ 2023-04-28 12:36:26 INFO Epoch 93 / 5000:
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+ 2023-04-28 12:36:29 INFO lr: 4.9070e-05 - loss: 0.0062 - UP: 99.65% UR: 99.31% UF: 99.48% P: 99.65% R: 99.31% F: 99.48%
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+ 2023-04-28 12:36:30 INFO dev: loss: 0.3199 - UP: 86.45% UR: 74.45% UF: 80.00% P: 83.88% R: 72.24% F: 77.63%
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+ 2023-04-28 12:36:31 INFO test: loss: 0.4187 - UP: 31.60% UR: 48.84% UF: 38.37% P: 29.79% R: 46.03% F: 36.17%
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+ 2023-04-28 12:36:31 INFO Epoch 94 / 5000:
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+ 2023-04-28 12:36:34 INFO lr: 4.9060e-05 - loss: 0.0012 - UP: 99.57% UR: 99.65% UF: 99.61% P: 99.57% R: 99.65% F: 99.61%
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+ 2023-04-28 12:36:35 INFO dev: loss: 0.3177 - UP: 85.71% UR: 75.71% UF: 80.40% P: 83.21% R: 73.50% F: 78.06%
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+ 2023-04-28 12:36:36 INFO test: loss: 0.4228 - UP: 30.69% UR: 50.02% UF: 38.04% P: 28.97% R: 47.21% F: 35.90%
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+ 2023-04-28 12:36:36 INFO 0:00:05.067833s elapsed
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+ 2023-04-28 12:36:36 INFO Epoch 95 / 5000:
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+ 2023-04-28 12:36:39 INFO lr: 4.9050e-05 - loss: 0.0011 - UP: 99.27% UR: 99.70% UF: 99.48% P: 99.27% R: 99.70% F: 99.48%
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+ 2023-04-28 12:36:40 INFO dev: loss: 0.3213 - UP: 86.92% UR: 71.29% UF: 78.34% P: 84.23% R: 69.09% F: 75.91%
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+ 2023-04-28 12:36:41 INFO test: loss: 0.2477 - UP: 48.32% UR: 44.64% UF: 46.41% P: 46.03% R: 42.53% F: 44.21%
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+ 2023-04-28 12:36:41 INFO 0:00:04.630861s elapsed
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+ 2023-04-28 12:36:41 INFO Epoch 96 / 5000:
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+ 2023-04-28 12:36:44 INFO lr: 4.9040e-05 - loss: 0.0007 - UP: 99.18% UR: 99.31% UF: 99.24% P: 99.18% R: 99.31% F: 99.24%
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+ 2023-04-28 12:36:44 INFO dev: loss: 0.3301 - UP: 84.19% UR: 72.24% UF: 77.76% P: 82.35% R: 70.66% F: 76.06%
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+ 2023-04-28 12:36:45 INFO test: loss: 0.2894 - UP: 39.53% UR: 47.51% UF: 43.15% P: 37.34% R: 44.88% F: 40.77%
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+ 2023-04-28 12:36:45 INFO 0:00:04.506954s elapsed
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+ 2023-04-28 12:36:45 INFO Epoch 97 / 5000:
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+ 2023-04-28 12:36:48 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 99.18% UR: 98.79% UF: 98.98% P: 99.18% R: 98.79% F: 98.98%
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+ 2023-04-28 12:36:49 INFO dev: loss: 0.3106 - UP: 89.11% UR: 72.24% UF: 79.79% P: 87.16% R: 70.66% F: 78.05%
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+ 2023-04-28 12:36:50 INFO test: loss: 0.2334 - UP: 47.50% UR: 42.80% UF: 45.03% P: 44.86% R: 40.42% F: 42.52%
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+ 2023-04-28 12:36:50 INFO 0:00:05.043474s elapsed
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+ 2023-04-28 12:36:50 INFO Epoch 98 / 5000:
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+ 2023-04-28 12:36:54 INFO lr: 4.9020e-05 - loss: 0.0111 - UP: 99.43% UR: 98.01% UF: 98.72% P: 99.43% R: 98.01% F: 98.72%
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+ 2023-04-28 12:36:54 INFO dev: loss: 0.2977 - UP: 84.37% UR: 76.66% UF: 80.33% P: 82.29% R: 74.76% F: 78.35%
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+ 2023-04-28 12:36:55 INFO test: loss: 0.3184 - UP: 34.15% UR: 48.14% UF: 39.96% P: 31.80% R: 44.82% F: 37.20%
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+ 2023-04-28 12:36:55 INFO 0:00:04.666008s elapsed
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+ 2023-04-28 12:36:55 INFO Epoch 99 / 5000:
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+ 2023-04-28 12:36:58 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 98.54% UR: 98.79% UF: 98.66% P: 98.54% R: 98.79% F: 98.66%
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+ 2023-04-28 12:36:58 INFO dev: loss: 0.2886 - UP: 88.37% UR: 71.92% UF: 79.30% P: 86.43% R: 70.35% F: 77.57%
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+ 2023-04-28 12:37:00 INFO test: loss: 0.1977 - UP: 53.41% UR: 42.53% UF: 47.35% P: 51.33% R: 40.87% F: 45.50%
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+ 2023-04-28 12:37:00 INFO 0:00:04.597455s elapsed
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+ 2023-04-28 12:37:00 INFO Epoch 100 / 5000:
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+ 2023-04-28 12:37:03 INFO lr: 4.9000e-05 - loss: 0.0170 - UP: 99.31% UR: 98.88% UF: 99.09% P: 99.22% R: 98.79% F: 99.00%
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+ 2023-04-28 12:37:03 INFO dev: loss: 0.2780 - UP: 86.76% UR: 74.45% UF: 80.14% P: 84.56% R: 72.56% F: 78.10%
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+ 2023-04-28 12:37:05 INFO test: loss: 0.2265 - UP: 40.16% UR: 47.06% UF: 43.34% P: 38.38% R: 44.97% F: 41.42%
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+ 2023-04-28 12:37:05 INFO 0:00:04.932404s elapsed
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+ 2023-04-28 12:37:05 INFO Epoch 101 / 5000:
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+ 2023-04-28 12:37:08 INFO lr: 4.8990e-05 - loss: 0.0042 - UP: 99.13% UR: 98.96% UF: 99.05% P: 99.13% R: 98.96% F: 99.05%
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+ 2023-04-28 12:37:08 INFO dev: loss: 0.2661 - UP: 86.23% UR: 75.08% UF: 80.27% P: 84.06% R: 73.19% F: 78.25%
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+ 2023-04-28 12:37:10 INFO test: loss: 0.2520 - UP: 36.53% UR: 47.39% UF: 41.26% P: 34.83% R: 45.19% F: 39.34%
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+ 2023-04-28 12:37:10 INFO 0:00:04.992236s elapsed
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+ 2023-04-28 12:37:10 INFO Epoch 102 / 5000:
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+ 2023-04-28 12:37:13 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 98.32% UR: 98.36% UF: 98.34% P: 98.27% R: 98.32% F: 98.29%
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+ 2023-04-28 12:37:13 INFO dev: loss: 0.2610 - UP: 90.53% UR: 69.40% UF: 78.57% P: 88.07% R: 67.51% F: 76.43%
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+ 2023-04-28 12:37:14 INFO test: loss: 0.2225 - UP: 43.18% UR: 40.99% UF: 42.06% P: 41.08% R: 39.00% F: 40.01%
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+ 2023-04-28 12:37:17 INFO lr: 4.8970e-05 - loss: 0.0034 - UP: 98.43% UR: 97.24% UF: 97.83% P: 98.38% R: 97.19% F: 97.78%
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+ 2023-04-28 12:37:18 INFO test: loss: 0.2220 - UP: 47.17% UR: 44.58% UF: 45.84% P: 44.94% R: 42.47% F: 43.67%
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+ 2023-04-28 12:37:22 INFO lr: 4.8960e-05 - loss: 0.0049 - UP: 98.62% UR: 99.09% UF: 98.86% P: 98.58% R: 99.05% F: 98.81%
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+ 2023-04-28 12:37:22 INFO dev: loss: 0.2873 - UP: 82.94% UR: 76.66% UF: 79.67% P: 81.57% R: 75.39% F: 78.36%
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+ 2023-04-28 12:37:24 INFO test: loss: 0.2831 - UP: 35.73% UR: 52.88% UF: 42.65% P: 34.04% R: 50.38% F: 40.63%
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+ 2023-04-28 12:37:24 INFO Epoch 105 / 5000:
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+ 2023-04-28 12:37:27 INFO lr: 4.8950e-05 - loss: 0.0001 - UP: 97.97% UR: 98.19% UF: 98.08% P: 97.89% R: 98.10% F: 97.99%
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+ 2023-04-28 12:37:27 INFO dev: loss: 0.2809 - UP: 92.63% UR: 63.41% UF: 75.28% P: 90.32% R: 61.83% F: 73.41%
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+ 2023-04-28 12:37:28 INFO test: loss: 0.1823 - UP: 68.16% UR: 32.18% UF: 43.72% P: 65.66% R: 31.00% F: 42.12%
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+ 2023-04-28 12:37:28 INFO Epoch 106 / 5000:
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+ 2023-04-28 12:37:31 INFO lr: 4.8940e-05 - loss: 0.0031 - UP: 98.97% UR: 95.59% UF: 97.25% P: 98.93% R: 95.55% F: 97.21%
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+ 2023-04-28 12:37:31 INFO dev: loss: 0.2389 - UP: 85.25% UR: 74.76% UF: 79.66% P: 83.81% R: 73.50% F: 78.32%
702
+ 2023-04-28 12:37:32 INFO test: loss: 0.1919 - UP: 36.28% UR: 48.20% UF: 41.40% P: 34.35% R: 45.64% F: 39.20%
703
+ 2023-04-28 12:37:32 INFO 0:00:04.213840s elapsed
704
+
705
+ 2023-04-28 12:37:32 INFO Epoch 107 / 5000:
706
+ 2023-04-28 12:37:35 INFO lr: 4.8930e-05 - loss: 0.0044 - UP: 97.31% UR: 98.32% UF: 97.81% P: 97.14% R: 98.14% F: 97.64%
707
+ 2023-04-28 12:37:36 INFO dev: loss: 0.2345 - UP: 83.33% UR: 72.56% UF: 77.57% P: 81.88% R: 71.29% F: 76.22%
708
+ 2023-04-28 12:37:37 INFO test: loss: 0.1713 - UP: 49.47% UR: 43.92% UF: 46.53% P: 46.51% R: 41.29% F: 43.75%
709
+ 2023-04-28 12:37:37 INFO 0:00:04.452764s elapsed
710
+
711
+ 2023-04-28 12:37:37 INFO Epoch 108 / 5000:
712
+ 2023-04-28 12:37:40 INFO lr: 4.8920e-05 - loss: 0.0012 - UP: 98.95% UR: 97.62% UF: 98.28% P: 98.91% R: 97.58% F: 98.24%
713
+ 2023-04-28 12:37:40 INFO dev: loss: 0.2477 - UP: 90.00% UR: 70.98% UF: 79.37% P: 88.40% R: 69.72% F: 77.95%
714
+ 2023-04-28 12:37:41 INFO test: loss: 0.1726 - UP: 53.28% UR: 40.69% UF: 46.14% P: 50.59% R: 38.64% F: 43.81%
715
+ 2023-04-28 12:37:41 INFO 0:00:04.409485s elapsed
716
+
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+ 2023-04-28 12:37:41 INFO Epoch 109 / 5000:
718
+ 2023-04-28 12:37:44 INFO lr: 4.8910e-05 - loss: 0.0043 - UP: 99.00% UR: 98.19% UF: 98.59% P: 98.95% R: 98.14% F: 98.55%
719
+ 2023-04-28 12:37:44 INFO dev: loss: 0.2758 - UP: 87.40% UR: 72.24% UF: 79.10% P: 85.88% R: 70.98% F: 77.72%
720
+ 2023-04-28 12:37:45 INFO test: loss: 0.1961 - UP: 59.30% UR: 39.63% UF: 47.51% P: 56.37% R: 37.67% F: 45.16%
721
+ 2023-04-28 12:37:45 INFO 0:00:04.181941s elapsed
722
+
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+ 2023-04-28 12:37:45 INFO Epoch 110 / 5000:
724
+ 2023-04-28 12:37:48 INFO lr: 4.8900e-05 - loss: 0.0103 - UP: 98.19% UR: 98.57% UF: 98.38% P: 98.11% R: 98.49% F: 98.30%
725
+ 2023-04-28 12:37:48 INFO dev: loss: 0.2809 - UP: 83.21% UR: 73.50% UF: 78.06% P: 79.29% R: 70.03% F: 74.37%
726
+ 2023-04-28 12:37:50 INFO test: loss: 0.2256 - UP: 51.01% UR: 42.62% UF: 46.44% P: 47.80% R: 39.93% F: 43.51%
727
+ 2023-04-28 12:37:50 INFO 0:00:04.138297s elapsed
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+
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+ 2023-04-28 12:37:50 INFO Epoch 111 / 5000:
730
+ 2023-04-28 12:37:53 INFO lr: 4.8890e-05 - loss: 0.0006 - UP: 99.69% UR: 97.37% UF: 98.51% P: 99.60% R: 97.28% F: 98.43%
731
+ 2023-04-28 12:37:53 INFO dev: loss: 0.3251 - UP: 81.18% UR: 73.50% UF: 77.15% P: 78.40% R: 70.98% F: 74.50%
732
+ 2023-04-28 12:37:54 INFO test: loss: 0.3103 - UP: 30.76% UR: 48.51% UF: 37.64% P: 28.61% R: 45.13% F: 35.02%
733
+ 2023-04-28 12:37:54 INFO 0:00:04.443303s elapsed
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+
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+ 2023-04-28 12:37:54 INFO Epoch 112 / 5000:
736
+ 2023-04-28 12:37:57 INFO lr: 4.8880e-05 - loss: 0.0154 - UP: 97.75% UR: 97.75% UF: 97.75% P: 97.75% R: 97.75% F: 97.75%
737
+ 2023-04-28 12:37:57 INFO dev: loss: 0.2798 - UP: 88.16% UR: 68.14% UF: 76.87% P: 85.31% R: 65.93% F: 74.38%
738
+ 2023-04-28 12:37:58 INFO test: loss: 0.2217 - UP: 52.97% UR: 39.00% UF: 44.92% P: 50.55% R: 37.22% F: 42.87%
739
+ 2023-04-28 12:37:58 INFO 0:00:04.250377s elapsed
740
+
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+ 2023-04-28 12:37:58 INFO Epoch 113 / 5000:
742
+ 2023-04-28 12:38:01 INFO lr: 4.8870e-05 - loss: 0.0033 - UP: 98.50% UR: 99.09% UF: 98.79% P: 98.50% R: 99.09% F: 98.79%
743
+ 2023-04-28 12:38:01 INFO dev: loss: 0.3168 - UP: 77.29% UR: 77.29% UF: 77.29% P: 74.76% R: 74.76% F: 74.76%
744
+ 2023-04-28 12:38:02 INFO test: loss: 0.7180 - UP: 13.90% UR: 55.09% UF: 22.19% P: 12.93% R: 51.25% F: 20.65%
745
+ 2023-04-28 12:38:02 INFO 0:00:04.194435s elapsed
746
+
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+ 2023-04-28 12:38:02 INFO Epoch 114 / 5000:
748
+ 2023-04-28 12:38:05 INFO lr: 4.8860e-05 - loss: 0.0056 - UP: 98.75% UR: 99.09% UF: 98.92% P: 98.58% R: 98.92% F: 98.75%
749
+ 2023-04-28 12:38:06 INFO dev: loss: 0.3510 - UP: 86.31% UR: 71.61% UF: 78.28% P: 83.27% R: 69.09% F: 75.52%
750
+ 2023-04-28 12:38:07 INFO test: loss: 0.2547 - UP: 50.70% UR: 40.48% UF: 45.02% P: 48.70% R: 38.88% F: 43.24%
751
+ 2023-04-28 12:38:07 INFO 0:00:04.323213s elapsed
752
+
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+ 2023-04-28 12:38:07 INFO Epoch 115 / 5000:
754
+ 2023-04-28 12:38:10 INFO lr: 4.8850e-05 - loss: 0.0105 - UP: 99.30% UR: 97.75% UF: 98.52% P: 99.30% R: 97.75% F: 98.52%
755
+ 2023-04-28 12:38:10 INFO dev: loss: 0.3688 - UP: 81.72% UR: 74.76% UF: 78.09% P: 78.97% R: 72.24% F: 75.45%
756
+ 2023-04-28 12:38:11 INFO test: loss: 0.4612 - UP: 31.71% UR: 49.95% UF: 38.80% P: 29.47% R: 46.42% F: 36.05%
757
+ 2023-04-28 12:38:11 INFO 0:00:04.615073s elapsed
758
+
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+ 2023-04-28 12:38:11 INFO Epoch 116 / 5000:
760
+ 2023-04-28 12:38:14 INFO lr: 4.8840e-05 - loss: 0.0034 - UP: 99.21% UR: 97.28% UF: 98.23% P: 99.07% R: 97.15% F: 98.10%
761
+ 2023-04-28 12:38:15 INFO dev: loss: 0.3047 - UP: 85.04% UR: 73.50% UF: 78.85% P: 82.12% R: 70.98% F: 76.14%
762
+ 2023-04-28 12:38:16 INFO test: loss: 0.3939 - UP: 32.90% UR: 48.54% UF: 39.21% P: 30.75% R: 45.37% F: 36.65%
763
+ 2023-04-28 12:38:16 INFO 0:00:04.177854s elapsed
764
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+ 2023-04-28 12:38:16 INFO Epoch 117 / 5000:
766
+ 2023-04-28 12:38:18 INFO lr: 4.8830e-05 - loss: 0.0084 - UP: 97.10% UR: 98.36% UF: 97.73% P: 97.06% R: 98.32% F: 97.68%
767
+ 2023-04-28 12:38:19 INFO dev: loss: 0.2421 - UP: 89.06% UR: 74.45% UF: 81.10% P: 86.79% R: 72.56% F: 79.04%
768
+ 2023-04-28 12:38:20 INFO test: loss: 0.2770 - UP: 38.55% UR: 42.65% UF: 40.50% P: 35.20% R: 38.94% F: 36.97%
769
+ 2023-04-28 12:38:20 INFO 0:00:04.170195s elapsed
770
+
771
+ 2023-04-28 12:39:17 INFO Epoch 87 saved
772
+ 2023-04-28 12:39:17 INFO dev: UP: 88.60% UR: 76.03% UF: 81.83% P: 86.03% R: 73.82% F: 79.46%
773
+ 2023-04-28 12:39:17 INFO test: UP: 44.22% UR: 47.24% UF: 45.68% P: 41.99% R: 44.85% F: 43.37%
774
+ 2023-04-28 12:39:17 INFO 0:09:00.645217s elapsed, 0:00:04.620899s/epoch
models/opener_en/byLength_asc40/model_vi_opener_en_xlm_6 ADDED
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1
+ 2023-04-28 12:39:30 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_opener_en_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/40/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/opener_en/head_final/sdp_byLength_asc/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
+ 2023-04-28 12:39:31 INFO Building the fields
39
+ 2023-04-28 12:39:40 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-28 12:39:40 INFO Building the model
44
+ 2023-04-28 12:40:21 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
+ 2023-04-28 12:40:21 INFO Loading the data
64
+ 2023-04-28 12:40:22 INFO
65
+ train: Dataset(n_sentences=697, n_batches=12, n_buckets=12)
66
+ dev: Dataset(n_sentences=98, n_batches=11, n_buckets=11)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-28 12:40:28 INFO Epoch 1 / 5000:
70
+ 2023-04-28 12:40:36 INFO lr: 4.9990e-05 - loss: 0.9778 - UP: 7.45% UR: 27.56% UF: 11.73% P: 2.52% R: 9.33% F: 3.97%
71
+ 2023-04-28 12:40:37 INFO dev: loss: 0.5364 - UP: 18.61% UR: 38.80% UF: 25.15% P: 8.77% R: 18.30% F: 11.86%
72
+ 2023-04-28 12:40:38 INFO test: loss: 0.5260 - UP: 6.27% UR: 25.60% UF: 10.07% P: 3.39% R: 13.85% F: 5.45%
73
+ 2023-04-28 12:40:56 INFO 0:00:09.569935s elapsed (saved)
74
+
75
+ 2023-04-28 12:40:56 INFO Epoch 2 / 5000:
76
+ 2023-04-28 12:40:59 INFO lr: 4.9980e-05 - loss: 0.2421 - UP: 14.69% UR: 8.90% UF: 11.08% P: 9.13% R: 5.53% F: 6.89%
77
+ 2023-04-28 12:40:59 INFO dev: loss: 0.2996 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2023-04-28 12:41:00 INFO test: loss: 0.1912 - UP: 71.43% UR: 0.45% UF: 0.90% P: 52.38% R: 0.33% F: 0.66%
79
+ 2023-04-28 12:41:00 INFO 0:00:04.207723s elapsed
80
+
81
+ 2023-04-28 12:41:00 INFO Epoch 3 / 5000:
82
+ 2023-04-28 12:41:03 INFO lr: 4.9970e-05 - loss: 0.2833 - UP: 52.80% UR: 10.58% UF: 17.63% P: 45.04% R: 9.03% F: 15.04%
83
+ 2023-04-28 12:41:03 INFO dev: loss: 0.2446 - UP: 83.72% UR: 11.36% UF: 20.00% P: 69.77% R: 9.46% F: 16.67%
84
+ 2023-04-28 12:41:04 INFO test: loss: 0.1669 - UP: 46.68% UR: 6.16% UF: 10.88% P: 39.59% R: 5.22% F: 9.23%
85
+ 2023-04-28 12:41:24 INFO 0:00:04.239846s elapsed (saved)
86
+
87
+ 2023-04-28 12:41:24 INFO Epoch 4 / 5000:
88
+ 2023-04-28 12:41:27 INFO lr: 4.9960e-05 - loss: 0.3592 - UP: 61.36% UR: 18.32% UF: 28.21% P: 55.72% R: 16.63% F: 25.62%
89
+ 2023-04-28 12:41:27 INFO dev: loss: 0.1978 - UP: 75.86% UR: 27.76% UF: 40.65% P: 62.07% R: 22.71% F: 33.26%
90
+ 2023-04-28 12:41:28 INFO test: loss: 0.1484 - UP: 45.03% UR: 18.59% UF: 26.32% P: 37.06% R: 15.30% F: 21.66%
91
+ 2023-04-28 12:41:46 INFO 0:00:04.241850s elapsed (saved)
92
+
93
+ 2023-04-28 12:41:46 INFO Epoch 5 / 5000:
94
+ 2023-04-28 12:41:49 INFO lr: 4.9950e-05 - loss: 0.2261 - UP: 71.54% UR: 28.55% UF: 40.82% P: 66.02% R: 26.35% F: 37.67%
95
+ 2023-04-28 12:41:50 INFO dev: loss: 0.1670 - UP: 74.23% UR: 45.43% UF: 56.36% P: 69.07% R: 42.27% F: 52.45%
96
+ 2023-04-28 12:41:51 INFO test: loss: 0.1669 - UP: 28.07% UR: 24.42% UF: 26.12% P: 24.50% R: 21.31% F: 22.79%
97
+ 2023-04-28 12:42:10 INFO 0:00:04.286788s elapsed (saved)
98
+
99
+ 2023-04-28 12:42:10 INFO Epoch 6 / 5000:
100
+ 2023-04-28 12:42:13 INFO lr: 4.9940e-05 - loss: 0.0982 - UP: 70.04% UR: 38.27% UF: 49.50% P: 65.30% R: 35.68% F: 46.15%
101
+ 2023-04-28 12:42:13 INFO dev: loss: 0.1535 - UP: 65.76% UR: 61.20% UF: 63.40% P: 63.39% R: 58.99% F: 61.11%
102
+ 2023-04-28 12:42:14 INFO test: loss: 0.1256 - UP: 48.57% UR: 32.81% UF: 39.16% P: 44.77% R: 30.24% F: 36.10%
103
+ 2023-04-28 12:42:33 INFO 0:00:04.256731s elapsed (saved)
104
+
105
+ 2023-04-28 12:42:33 INFO Epoch 7 / 5000:
106
+ 2023-04-28 12:42:36 INFO lr: 4.9930e-05 - loss: 0.1900 - UP: 72.10% UR: 39.96% UF: 51.42% P: 66.87% R: 37.06% F: 47.69%
107
+ 2023-04-28 12:42:36 INFO dev: loss: 0.1494 - UP: 71.64% UR: 60.57% UF: 65.64% P: 69.03% R: 58.36% F: 63.25%
108
+ 2023-04-28 12:42:37 INFO test: loss: 0.1130 - UP: 61.78% UR: 27.71% UF: 38.26% P: 56.80% R: 25.48% F: 35.17%
109
+ 2023-04-28 12:42:57 INFO 0:00:04.244552s elapsed (saved)
110
+
111
+ 2023-04-28 12:42:57 INFO Epoch 8 / 5000:
112
+ 2023-04-28 12:43:00 INFO lr: 4.9920e-05 - loss: 0.0862 - UP: 77.16% UR: 47.86% UF: 59.08% P: 73.54% R: 45.62% F: 56.30%
113
+ 2023-04-28 12:43:00 INFO dev: loss: 0.1180 - UP: 72.01% UR: 60.88% UF: 65.98% P: 69.40% R: 58.68% F: 63.59%
114
+ 2023-04-28 12:43:01 INFO test: loss: 0.1109 - UP: 48.19% UR: 34.92% UF: 40.50% P: 45.06% R: 32.66% F: 37.87%
115
+ 2023-04-28 12:43:19 INFO 0:00:04.337945s elapsed (saved)
116
+
117
+ 2023-04-28 12:43:19 INFO Epoch 9 / 5000:
118
+ 2023-04-28 12:43:22 INFO lr: 4.9910e-05 - loss: 0.1223 - UP: 79.08% UR: 57.49% UF: 66.58% P: 75.52% R: 54.90% F: 63.58%
119
+ 2023-04-28 12:43:22 INFO dev: loss: 0.1184 - UP: 76.52% UR: 63.72% UF: 69.54% P: 75.38% R: 62.78% F: 68.50%
120
+ 2023-04-28 12:43:23 INFO test: loss: 0.1052 - UP: 59.71% UR: 32.48% UF: 42.07% P: 56.55% R: 30.76% F: 39.84%
121
+ 2023-04-28 12:43:41 INFO 0:00:04.238892s elapsed (saved)
122
+
123
+ 2023-04-28 12:43:41 INFO Epoch 10 / 5000:
124
+ 2023-04-28 12:43:44 INFO lr: 4.9900e-05 - loss: 0.1230 - UP: 79.95% UR: 61.34% UF: 69.42% P: 77.03% R: 59.09% F: 66.88%
125
+ 2023-04-28 12:43:45 INFO dev: loss: 0.1327 - UP: 86.67% UR: 53.31% UF: 66.02% P: 81.03% R: 49.84% F: 61.72%
126
+ 2023-04-28 12:43:46 INFO test: loss: 0.1073 - UP: 62.91% UR: 28.98% UF: 39.68% P: 58.65% R: 27.01% F: 36.99%
127
+ 2023-04-28 12:43:46 INFO 0:00:04.748134s elapsed
128
+
129
+ 2023-04-28 12:43:46 INFO Epoch 11 / 5000:
130
+ 2023-04-28 12:43:49 INFO lr: 4.9890e-05 - loss: 0.1186 - UP: 83.53% UR: 66.39% UF: 73.98% P: 80.71% R: 64.15% F: 71.48%
131
+ 2023-04-28 12:43:49 INFO dev: loss: 0.1157 - UP: 91.11% UR: 51.74% UF: 66.00% P: 86.11% R: 48.90% F: 62.37%
132
+ 2023-04-28 12:43:50 INFO test: loss: 0.1061 - UP: 66.75% UR: 25.02% UF: 36.40% P: 63.53% R: 23.82% F: 34.64%
133
+ 2023-04-28 12:43:50 INFO 0:00:04.483633s elapsed
134
+
135
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+ 2023-04-28 12:44:50 INFO test: loss: 0.1286 - UP: 56.24% UR: 38.88% UF: 45.98% P: 53.28% R: 36.82% F: 43.55%
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+ 2023-04-28 12:44:53 INFO dev: loss: 0.2137 - UP: 81.88% UR: 71.29% UF: 76.22% P: 79.71% R: 69.40% F: 74.20%
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+ 2023-04-28 12:44:55 INFO test: loss: 0.1241 - UP: 43.35% UR: 42.98% UF: 43.16% P: 40.49% R: 40.14% F: 40.32%
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+ 2023-04-28 12:45:44 INFO dev: loss: 0.1567 - UP: 83.45% UR: 74.76% UF: 78.87% P: 80.99% R: 72.56% F: 76.54%
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+ 2023-04-28 12:45:45 INFO test: loss: 0.1531 - UP: 45.90% UR: 45.94% UF: 45.92% P: 43.09% R: 43.13% F: 43.11%
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+ 2023-04-28 12:46:17 INFO test: loss: 0.1376 - UP: 54.31% UR: 41.11% UF: 46.80% P: 51.52% R: 39.00% F: 44.39%
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+ 2023-04-28 12:46:17 INFO 0:00:04.413384s elapsed
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+ 2023-04-28 12:46:20 INFO dev: loss: 0.1818 - UP: 80.40% UR: 76.34% UF: 78.32% P: 78.07% R: 74.13% F: 76.05%
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+ 2023-04-28 12:46:22 INFO test: loss: 0.1830 - UP: 45.39% UR: 46.85% UF: 46.11% P: 42.76% R: 44.13% F: 43.43%
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+ 2023-04-28 12:46:25 INFO dev: loss: 0.1795 - UP: 85.98% UR: 73.50% UF: 79.25% P: 83.03% R: 70.98% F: 76.53%
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+ 2023-04-28 12:46:26 INFO test: loss: 0.1410 - UP: 55.95% UR: 41.44% UF: 47.62% P: 53.79% R: 39.84% F: 45.78%
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+ 2023-04-28 12:46:30 INFO dev: loss: 0.1829 - UP: 88.85% UR: 72.87% UF: 80.07% P: 86.54% R: 70.98% F: 77.99%
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+ 2023-04-28 12:46:31 INFO test: loss: 0.1482 - UP: 56.55% UR: 40.81% UF: 47.41% P: 54.37% R: 39.24% F: 45.58%
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+ 2023-04-28 12:46:49 INFO 0:00:04.481990s elapsed (saved)
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+ 2023-04-28 12:46:52 INFO lr: 4.9730e-05 - loss: 0.0165 - UP: 95.94% UR: 93.91% UF: 94.91% P: 95.68% R: 93.65% F: 94.65%
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+ 2023-04-28 12:46:53 INFO dev: loss: 0.1946 - UP: 83.57% UR: 73.82% UF: 78.39% P: 80.36% R: 70.98% F: 75.38%
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+ 2023-04-28 12:46:54 INFO test: loss: 0.1647 - UP: 49.93% UR: 44.58% UF: 47.11% P: 47.50% R: 42.41% F: 44.81%
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+ 2023-04-28 12:46:54 INFO 0:00:04.622658s elapsed
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+ 2023-04-28 12:46:57 INFO lr: 4.9720e-05 - loss: 0.0128 - UP: 96.81% UR: 94.51% UF: 95.65% P: 96.68% R: 94.38% F: 95.52%
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+ 2023-04-28 12:46:57 INFO dev: loss: 0.2014 - UP: 84.56% UR: 76.03% UF: 80.07% P: 82.46% R: 74.13% F: 78.07%
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+ 2023-04-28 12:46:58 INFO test: loss: 0.1905 - UP: 42.47% UR: 47.00% UF: 44.62% P: 40.07% R: 44.34% F: 42.10%
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+ 2023-04-28 12:47:17 INFO 0:00:04.152308s elapsed (saved)
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+ 2023-04-28 12:47:20 INFO lr: 4.9710e-05 - loss: 0.0016 - UP: 95.74% UR: 93.22% UF: 94.46% P: 95.65% R: 93.13% F: 94.38%
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+ 2023-04-28 12:47:20 INFO dev: loss: 0.2105 - UP: 87.88% UR: 73.19% UF: 79.86% P: 83.71% R: 69.72% F: 76.08%
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+ 2023-04-28 12:47:21 INFO test: loss: 0.1599 - UP: 59.77% UR: 37.85% UF: 46.35% P: 56.58% R: 35.83% F: 43.87%
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+ 2023-04-28 12:47:21 INFO 0:00:04.430624s elapsed
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+ 2023-04-28 12:47:24 INFO lr: 4.9700e-05 - loss: 0.0003 - UP: 96.84% UR: 94.08% UF: 95.44% P: 96.58% R: 93.82% F: 95.18%
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+ 2023-04-28 12:47:24 INFO dev: loss: 0.1855 - UP: 85.77% UR: 76.03% UF: 80.60% P: 83.99% R: 74.45% F: 78.93%
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+ 2023-04-28 12:47:26 INFO test: loss: 0.1922 - UP: 42.67% UR: 45.67% UF: 44.12% P: 39.71% R: 42.50% F: 41.06%
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+ 2023-04-28 12:47:44 INFO 0:00:04.846845s elapsed (saved)
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+ 2023-04-28 12:47:47 INFO dev: loss: 0.2101 - UP: 83.39% UR: 76.03% UF: 79.54% P: 77.51% R: 70.66% F: 73.93%
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+ 2023-04-28 12:47:48 INFO test: loss: 0.1752 - UP: 43.69% UR: 45.03% UF: 44.35% P: 40.94% R: 42.20% F: 41.56%
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+ 2023-04-28 12:47:48 INFO 0:00:04.301625s elapsed
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+ 2023-04-28 12:47:51 INFO lr: 4.9680e-05 - loss: 0.0267 - UP: 95.71% UR: 94.34% UF: 95.02% P: 94.43% R: 93.09% F: 93.76%
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+ 2023-04-28 12:47:52 INFO dev: loss: 0.1903 - UP: 82.93% UR: 75.08% UF: 78.81% P: 81.53% R: 73.82% F: 77.48%
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+ 2023-04-28 12:47:53 INFO test: loss: 0.1929 - UP: 42.48% UR: 47.03% UF: 44.64% P: 40.08% R: 44.37% F: 42.11%
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+ 2023-04-28 12:47:53 INFO 0:00:04.598878s elapsed
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+ 2023-04-28 12:47:56 INFO lr: 4.9670e-05 - loss: 0.0352 - UP: 96.91% UR: 92.01% UF: 94.39% P: 96.54% R: 91.66% F: 94.04%
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+ 2023-04-28 12:47:57 INFO dev: loss: 0.1797 - UP: 85.87% UR: 72.87% UF: 78.84% P: 83.64% R: 70.98% F: 76.79%
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+ 2023-04-28 12:47:58 INFO test: loss: 0.1675 - UP: 50.35% UR: 43.77% UF: 46.83% P: 47.92% R: 41.65% F: 44.57%
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+ 2023-04-28 12:48:01 INFO lr: 4.9660e-05 - loss: 0.0208 - UP: 93.97% UR: 95.55% UF: 94.75% P: 93.76% R: 95.33% F: 94.54%
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+ 2023-04-28 12:48:01 INFO dev: loss: 0.1642 - UP: 86.89% UR: 73.19% UF: 79.45% P: 85.02% R: 71.61% F: 77.74%
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+ 2023-04-28 12:48:02 INFO test: loss: 0.1682 - UP: 50.73% UR: 42.80% UF: 46.43% P: 48.55% R: 40.96% F: 44.43%
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+ 2023-04-28 12:48:05 INFO lr: 4.9650e-05 - loss: 0.0166 - UP: 97.74% UR: 93.56% UF: 95.61% P: 97.56% R: 93.39% F: 95.43%
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+ 2023-04-28 12:48:07 INFO test: loss: 0.1699 - UP: 47.29% UR: 42.89% UF: 44.98% P: 45.42% R: 41.20% F: 43.21%
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+ 2023-04-28 12:48:10 INFO lr: 4.9640e-05 - loss: 0.0176 - UP: 95.23% UR: 95.77% UF: 95.50% P: 95.10% R: 95.64% F: 95.37%
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+ 2023-04-28 12:48:12 INFO test: loss: 0.1774 - UP: 45.09% UR: 45.03% UF: 45.06% P: 42.76% R: 42.71% F: 42.74%
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+ 2023-04-28 12:48:15 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 98.08% UR: 94.82% UF: 96.42% P: 97.90% R: 94.64% F: 96.24%
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+ 2023-04-28 12:48:17 INFO test: loss: 0.1794 - UP: 51.99% UR: 41.71% UF: 46.29% P: 49.66% R: 39.84% F: 44.21%
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+ 2023-04-28 12:48:20 INFO lr: 4.9620e-05 - loss: 0.0041 - UP: 97.67% UR: 95.77% UF: 96.71% P: 97.27% R: 95.38% F: 96.31%
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+ 2023-04-28 12:48:48 INFO lr: 4.9600e-05 - loss: 0.0005 - UP: 97.70% UR: 97.32% UF: 97.51% P: 97.14% R: 96.76% F: 96.95%
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+ 2023-04-28 12:48:50 INFO test: loss: 0.2022 - UP: 48.45% UR: 42.95% UF: 45.54% P: 46.34% R: 41.08% F: 43.55%
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+ 2023-04-28 12:49:11 INFO lr: 4.9590e-05 - loss: 0.0021 - UP: 98.38% UR: 96.76% UF: 97.56% P: 97.41% R: 95.81% F: 96.60%
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+ 2023-04-28 12:49:12 INFO dev: loss: 0.2244 - UP: 87.78% UR: 74.76% UF: 80.75% P: 85.93% R: 73.19% F: 79.05%
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+ 2023-04-28 12:49:13 INFO test: loss: 0.1693 - UP: 53.41% UR: 42.08% UF: 47.07% P: 51.11% R: 40.27% F: 45.04%
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+ 2023-04-28 12:49:18 INFO test: loss: 0.2081 - UP: 42.76% UR: 47.69% UF: 45.09% P: 40.97% R: 45.70% F: 43.21%
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+ 2023-04-28 12:49:21 INFO lr: 4.9570e-05 - loss: 0.0046 - UP: 97.06% UR: 97.02% UF: 97.04% P: 96.89% R: 96.85% F: 96.87%
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+ 2023-04-28 12:49:21 INFO dev: loss: 0.2123 - UP: 90.38% UR: 74.13% UF: 81.46% P: 88.46% R: 72.56% F: 79.72%
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+ 2023-04-28 12:49:22 INFO test: loss: 0.1774 - UP: 52.88% UR: 42.14% UF: 46.90% P: 50.95% R: 40.60% F: 45.19%
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+ 2023-04-28 12:49:25 INFO dev: loss: 0.2015 - UP: 88.04% UR: 76.66% UF: 81.96% P: 85.51% R: 74.45% F: 79.60%
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+ 2023-04-28 12:49:26 INFO test: loss: 0.1917 - UP: 47.50% UR: 45.97% UF: 46.72% P: 45.51% R: 44.04% F: 44.76%
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+ 2023-04-28 12:49:29 INFO lr: 4.9550e-05 - loss: 0.0020 - UP: 98.18% UR: 97.71% UF: 97.94% P: 98.13% R: 97.67% F: 97.90%
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+ 2023-04-28 12:49:30 INFO dev: loss: 0.1765 - UP: 88.32% UR: 76.34% UF: 81.90% P: 85.77% R: 74.13% F: 79.53%
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+ 2023-04-28 12:49:31 INFO test: loss: 0.1953 - UP: 45.96% UR: 45.64% UF: 45.80% P: 43.92% R: 43.62% F: 43.77%
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+ 2023-04-28 12:49:34 INFO lr: 4.9540e-05 - loss: 0.0000 - UP: 98.17% UR: 97.19% UF: 97.68% P: 98.08% R: 97.11% F: 97.59%
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+ 2023-04-28 12:49:35 INFO dev: loss: 0.1797 - UP: 86.83% UR: 76.97% UF: 81.61% P: 84.70% R: 75.08% F: 79.60%
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+ 2023-04-28 12:49:36 INFO test: loss: 0.2140 - UP: 44.20% UR: 45.67% UF: 44.92% P: 42.27% R: 43.68% F: 42.96%
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+ 2023-04-28 12:49:39 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 98.63% UR: 96.63% UF: 97.62% P: 98.50% R: 96.50% F: 97.49%
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+ 2023-04-28 12:49:39 INFO dev: loss: 0.1954 - UP: 87.05% UR: 76.34% UF: 81.34% P: 84.53% R: 74.13% F: 78.99%
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+ 2023-04-28 12:49:40 INFO test: loss: 0.2163 - UP: 45.48% UR: 45.37% UF: 45.42% P: 43.54% R: 43.43% F: 43.49%
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+ 2023-04-28 12:49:43 INFO lr: 4.9520e-05 - loss: 0.0038 - UP: 97.63% UR: 97.67% UF: 97.65% P: 97.58% R: 97.62% F: 97.60%
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+ 2023-04-28 12:49:43 INFO dev: loss: 0.2140 - UP: 84.72% UR: 76.97% UF: 80.66% P: 81.60% R: 74.13% F: 77.69%
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+ 2023-04-28 12:49:45 INFO test: loss: 0.2101 - UP: 43.79% UR: 46.76% UF: 45.23% P: 41.87% R: 44.70% F: 43.24%
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+ 2023-04-28 12:49:45 INFO 0:00:04.695718s elapsed
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+ 2023-04-28 12:49:48 INFO lr: 4.9510e-05 - loss: 0.0012 - UP: 97.33% UR: 97.67% UF: 97.50% P: 97.16% R: 97.49% F: 97.33%
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+ 2023-04-28 12:49:49 INFO dev: loss: 0.2040 - UP: 92.03% UR: 72.87% UF: 81.34% P: 90.04% R: 71.29% F: 79.58%
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+ 2023-04-28 12:49:50 INFO test: loss: 0.1801 - UP: 54.69% UR: 40.69% UF: 46.66% P: 52.74% R: 39.24% F: 45.00%
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+ 2023-04-28 12:49:50 INFO 0:00:05.352572s elapsed
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+ 2023-04-28 12:49:53 INFO lr: 4.9500e-05 - loss: 0.0166 - UP: 97.79% UR: 95.46% UF: 96.61% P: 97.26% R: 94.95% F: 96.09%
365
+ 2023-04-28 12:49:54 INFO dev: loss: 0.2162 - UP: 83.21% UR: 70.35% UF: 76.24% P: 78.36% R: 66.25% F: 71.79%
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+ 2023-04-28 12:49:55 INFO test: loss: 0.1984 - UP: 40.84% UR: 46.33% UF: 43.41% P: 38.84% R: 44.07% F: 41.29%
367
+ 2023-04-28 12:49:55 INFO 0:00:04.538380s elapsed
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+ 2023-04-28 12:49:58 INFO lr: 4.9490e-05 - loss: 0.0088 - UP: 97.58% UR: 97.71% UF: 97.65% P: 97.37% R: 97.49% F: 97.43%
371
+ 2023-04-28 12:49:58 INFO dev: loss: 0.1925 - UP: 85.03% UR: 78.86% UF: 81.83% P: 81.63% R: 75.71% F: 78.56%
372
+ 2023-04-28 12:49:59 INFO test: loss: 0.2350 - UP: 39.45% UR: 50.02% UF: 44.11% P: 37.45% R: 47.48% F: 41.87%
373
+ 2023-04-28 12:49:59 INFO 0:00:04.445075s elapsed
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+ 2023-04-28 12:50:02 INFO lr: 4.9480e-05 - loss: 0.0153 - UP: 97.78% UR: 97.11% UF: 97.44% P: 97.74% R: 97.06% F: 97.40%
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+ 2023-04-28 12:50:03 INFO dev: loss: 0.2038 - UP: 91.70% UR: 73.19% UF: 81.40% P: 89.72% R: 71.61% F: 79.65%
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+ 2023-04-28 12:50:04 INFO test: loss: 0.2106 - UP: 49.15% UR: 43.65% UF: 46.24% P: 46.97% R: 41.71% F: 44.19%
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+ 2023-04-28 12:50:04 INFO 0:00:04.818233s elapsed
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+ 2023-04-28 12:50:07 INFO lr: 4.9470e-05 - loss: 0.0008 - UP: 98.53% UR: 98.19% UF: 98.36% P: 98.48% R: 98.14% F: 98.31%
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+ 2023-04-28 12:50:08 INFO dev: loss: 0.2275 - UP: 86.43% UR: 76.34% UF: 81.07% P: 85.00% R: 75.08% F: 79.73%
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+ 2023-04-28 12:50:09 INFO test: loss: 0.2289 - UP: 44.20% UR: 47.06% UF: 45.58% P: 42.10% R: 44.82% F: 43.42%
385
+ 2023-04-28 12:50:09 INFO 0:00:04.658354s elapsed
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+ 2023-04-28 12:50:12 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 98.70% UR: 98.06% UF: 98.37% P: 98.65% R: 98.01% F: 98.33%
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+ 2023-04-28 12:50:12 INFO dev: loss: 0.2358 - UP: 90.20% UR: 72.56% UF: 80.42% P: 88.63% R: 71.29% F: 79.02%
390
+ 2023-04-28 12:50:13 INFO test: loss: 0.1918 - UP: 53.17% UR: 44.07% UF: 48.19% P: 51.02% R: 42.29% F: 46.25%
391
+ 2023-04-28 12:50:13 INFO 0:00:04.438154s elapsed
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+ 2023-04-28 12:50:16 INFO lr: 4.9450e-05 - loss: 0.0092 - UP: 98.61% UR: 97.88% UF: 98.24% P: 98.56% R: 97.84% F: 98.20%
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+ 2023-04-28 12:50:16 INFO dev: loss: 0.2446 - UP: 85.61% UR: 76.97% UF: 81.06% P: 84.21% R: 75.71% F: 79.73%
396
+ 2023-04-28 12:50:18 INFO test: loss: 0.2592 - UP: 41.54% UR: 48.72% UF: 44.85% P: 39.38% R: 46.18% F: 42.51%
397
+ 2023-04-28 12:50:18 INFO 0:00:04.630178s elapsed
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+ 2023-04-28 12:50:18 INFO Epoch 56 / 5000:
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+ 2023-04-28 12:50:21 INFO lr: 4.9440e-05 - loss: 0.0011 - UP: 97.18% UR: 96.67% UF: 96.93% P: 97.13% R: 96.63% F: 96.88%
401
+ 2023-04-28 12:50:21 INFO dev: loss: 0.2192 - UP: 92.06% UR: 73.19% UF: 81.55% P: 90.08% R: 71.61% F: 79.79%
402
+ 2023-04-28 12:50:23 INFO test: loss: 0.1914 - UP: 48.14% UR: 45.00% UF: 46.52% P: 46.27% R: 43.25% F: 44.71%
403
+ 2023-04-28 12:50:23 INFO 0:00:05.163000s elapsed
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+ 2023-04-28 12:50:23 INFO Epoch 57 / 5000:
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+ 2023-04-28 12:50:26 INFO lr: 4.9430e-05 - loss: 0.0751 - UP: 97.66% UR: 97.41% UF: 97.53% P: 97.57% R: 97.32% F: 97.45%
407
+ 2023-04-28 12:50:26 INFO dev: loss: 0.2112 - UP: 85.82% UR: 74.45% UF: 79.73% P: 83.27% R: 72.24% F: 77.36%
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+ 2023-04-28 12:50:27 INFO test: loss: 0.2064 - UP: 42.49% UR: 47.96% UF: 45.06% P: 40.61% R: 45.85% F: 43.07%
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+ 2023-04-28 12:50:27 INFO 0:00:04.350119s elapsed
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+ 2023-04-28 12:50:27 INFO Epoch 58 / 5000:
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+ 2023-04-28 12:50:30 INFO lr: 4.9420e-05 - loss: 0.0019 - UP: 98.82% UR: 97.37% UF: 98.09% P: 98.60% R: 97.15% F: 97.87%
413
+ 2023-04-28 12:50:31 INFO dev: loss: 0.2044 - UP: 86.97% UR: 71.61% UF: 78.55% P: 84.67% R: 69.72% F: 76.47%
414
+ 2023-04-28 12:50:32 INFO test: loss: 0.1980 - UP: 44.84% UR: 45.52% UF: 45.18% P: 42.97% R: 43.62% F: 43.29%
415
+ 2023-04-28 12:50:32 INFO 0:00:04.364614s elapsed
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+ 2023-04-28 12:50:32 INFO Epoch 59 / 5000:
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+ 2023-04-28 12:50:35 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 98.08% UR: 97.28% UF: 97.68% P: 97.74% R: 96.93% F: 97.33%
419
+ 2023-04-28 12:50:35 INFO dev: loss: 0.1910 - UP: 84.21% UR: 75.71% UF: 79.73% P: 82.81% R: 74.45% F: 78.41%
420
+ 2023-04-28 12:50:36 INFO test: loss: 0.2194 - UP: 43.80% UR: 47.36% UF: 45.51% P: 41.15% R: 44.49% F: 42.76%
421
+ 2023-04-28 12:50:36 INFO 0:00:04.422198s elapsed
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+ 2023-04-28 12:50:36 INFO Epoch 60 / 5000:
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+ 2023-04-28 12:50:39 INFO lr: 4.9400e-05 - loss: 0.0035 - UP: 98.27% UR: 98.19% UF: 98.23% P: 97.88% R: 97.80% F: 97.84%
425
+ 2023-04-28 12:50:39 INFO dev: loss: 0.1972 - UP: 89.06% UR: 71.92% UF: 79.58% P: 86.72% R: 70.03% F: 77.49%
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+ 2023-04-28 12:50:40 INFO test: loss: 0.1941 - UP: 47.58% UR: 45.10% UF: 46.30% P: 45.25% R: 42.89% F: 44.04%
427
+ 2023-04-28 12:50:40 INFO 0:00:04.220790s elapsed
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+ 2023-04-28 12:50:40 INFO Epoch 61 / 5000:
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+ 2023-04-28 12:50:43 INFO lr: 4.9390e-05 - loss: 0.0107 - UP: 98.65% UR: 98.06% UF: 98.35% P: 98.61% R: 98.01% F: 98.31%
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+ 2023-04-28 12:50:43 INFO dev: loss: 0.2008 - UP: 83.39% UR: 77.60% UF: 80.39% P: 82.37% R: 76.66% F: 79.41%
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+ 2023-04-28 12:50:44 INFO test: loss: 0.2563 - UP: 40.99% UR: 49.14% UF: 44.69% P: 38.57% R: 46.24% F: 42.06%
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+ 2023-04-28 12:50:44 INFO 0:00:04.132771s elapsed
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+ 2023-04-28 12:50:44 INFO Epoch 62 / 5000:
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+ 2023-04-28 12:50:47 INFO lr: 4.9380e-05 - loss: 0.0108 - UP: 98.70% UR: 98.10% UF: 98.40% P: 98.65% R: 98.06% F: 98.35%
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+ 2023-04-28 12:50:48 INFO dev: loss: 0.2106 - UP: 89.53% UR: 72.87% UF: 80.35% P: 87.98% R: 71.61% F: 78.96%
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+ 2023-04-28 12:50:49 INFO test: loss: 0.1916 - UP: 53.94% UR: 43.65% UF: 48.25% P: 51.73% R: 41.87% F: 46.28%
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+ 2023-04-28 12:50:49 INFO 0:00:04.165670s elapsed
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+ 2023-04-28 12:50:49 INFO Epoch 63 / 5000:
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+ 2023-04-28 12:50:52 INFO lr: 4.9370e-05 - loss: 0.0011 - UP: 98.73% UR: 97.58% UF: 98.15% P: 98.47% R: 97.32% F: 97.89%
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+ 2023-04-28 12:50:52 INFO dev: loss: 0.2165 - UP: 84.12% UR: 78.55% UF: 81.24% P: 82.43% R: 76.97% F: 79.61%
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+ 2023-04-28 12:50:53 INFO test: loss: 0.2346 - UP: 44.36% UR: 48.93% UF: 46.53% P: 42.20% R: 46.54% F: 44.27%
445
+ 2023-04-28 12:50:53 INFO 0:00:04.456121s elapsed
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+ 2023-04-28 12:50:53 INFO Epoch 64 / 5000:
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+ 2023-04-28 12:50:56 INFO lr: 4.9360e-05 - loss: 0.0139 - UP: 98.39% UR: 97.84% UF: 98.12% P: 98.31% R: 97.75% F: 98.03%
449
+ 2023-04-28 12:50:56 INFO dev: loss: 0.1926 - UP: 87.82% UR: 75.08% UF: 80.95% P: 86.72% R: 74.13% F: 79.93%
450
+ 2023-04-28 12:50:57 INFO test: loss: 0.2007 - UP: 52.71% UR: 46.03% UF: 49.15% P: 50.33% R: 43.95% F: 46.92%
451
+ 2023-04-28 12:50:57 INFO 0:00:04.173818s elapsed
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+ 2023-04-28 12:50:57 INFO Epoch 65 / 5000:
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+ 2023-04-28 12:51:00 INFO lr: 4.9350e-05 - loss: 0.0029 - UP: 98.18% UR: 98.14% UF: 98.16% P: 97.88% R: 97.84% F: 97.86%
455
+ 2023-04-28 12:51:00 INFO dev: loss: 0.1674 - UP: 90.70% UR: 73.82% UF: 81.39% P: 87.21% R: 70.98% F: 78.26%
456
+ 2023-04-28 12:51:01 INFO test: loss: 0.1786 - UP: 54.97% UR: 43.25% UF: 48.41% P: 52.55% R: 41.35% F: 46.28%
457
+ 2023-04-28 12:51:01 INFO 0:00:04.117217s elapsed
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+ 2023-04-28 12:51:01 INFO Epoch 66 / 5000:
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+ 2023-04-28 12:51:04 INFO lr: 4.9340e-05 - loss: 0.0010 - UP: 98.91% UR: 98.10% UF: 98.50% P: 98.69% R: 97.88% F: 98.29%
461
+ 2023-04-28 12:51:05 INFO dev: loss: 0.1973 - UP: 85.92% UR: 75.08% UF: 80.13% P: 83.03% R: 72.56% F: 77.44%
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+ 2023-04-28 12:51:06 INFO test: loss: 0.2199 - UP: 47.37% UR: 48.45% UF: 47.90% P: 44.78% R: 45.79% F: 45.28%
463
+ 2023-04-28 12:51:06 INFO 0:00:04.341060s elapsed
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+ 2023-04-28 12:51:06 INFO Epoch 67 / 5000:
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+ 2023-04-28 12:51:09 INFO lr: 4.9330e-05 - loss: 0.0108 - UP: 98.88% UR: 98.79% UF: 98.83% P: 98.83% R: 98.75% F: 98.79%
467
+ 2023-04-28 12:51:09 INFO dev: loss: 0.2132 - UP: 87.36% UR: 76.34% UF: 81.48% P: 85.20% R: 74.45% F: 79.46%
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+ 2023-04-28 12:51:10 INFO test: loss: 0.2233 - UP: 52.25% UR: 44.25% UF: 47.92% P: 49.64% R: 42.05% F: 45.53%
469
+ 2023-04-28 12:51:10 INFO 0:00:04.492774s elapsed
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+ 2023-04-28 12:51:10 INFO Epoch 68 / 5000:
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+ 2023-04-28 12:51:13 INFO lr: 4.9320e-05 - loss: 0.0170 - UP: 98.62% UR: 98.96% UF: 98.79% P: 98.54% R: 98.88% F: 98.71%
473
+ 2023-04-28 12:51:13 INFO dev: loss: 0.2225 - UP: 89.18% UR: 75.39% UF: 81.71% P: 86.57% R: 73.19% F: 79.32%
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+ 2023-04-28 12:51:14 INFO test: loss: 0.2261 - UP: 50.40% UR: 44.28% UF: 47.14% P: 47.92% R: 42.11% F: 44.83%
475
+ 2023-04-28 12:51:14 INFO 0:00:04.131387s elapsed
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+ 2023-04-28 12:51:14 INFO Epoch 69 / 5000:
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+ 2023-04-28 12:51:17 INFO lr: 4.9310e-05 - loss: 0.0185 - UP: 98.94% UR: 96.89% UF: 97.90% P: 98.85% R: 96.80% F: 97.82%
479
+ 2023-04-28 12:51:17 INFO dev: loss: 0.2272 - UP: 85.81% UR: 78.23% UF: 81.85% P: 80.28% R: 73.19% F: 76.57%
480
+ 2023-04-28 12:51:18 INFO test: loss: 0.2508 - UP: 43.62% UR: 50.32% UF: 46.73% P: 41.21% R: 47.54% F: 44.15%
481
+ 2023-04-28 12:51:18 INFO 0:00:04.160165s elapsed
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+ 2023-04-28 12:51:18 INFO Epoch 70 / 5000:
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+ 2023-04-28 12:51:21 INFO lr: 4.9300e-05 - loss: 0.0003 - UP: 96.34% UR: 96.63% UF: 96.48% P: 96.30% R: 96.59% F: 96.44%
485
+ 2023-04-28 12:51:22 INFO dev: loss: 0.1921 - UP: 93.33% UR: 66.25% UF: 77.49% P: 89.78% R: 63.72% F: 74.54%
486
+ 2023-04-28 12:51:23 INFO test: loss: 0.1786 - UP: 61.30% UR: 37.91% UF: 46.85% P: 58.81% R: 36.37% F: 44.95%
487
+ 2023-04-28 12:51:23 INFO 0:00:04.380616s elapsed
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+ 2023-04-28 12:52:18 INFO Epoch 40 saved
490
+ 2023-04-28 12:52:18 INFO dev: UP: 88.93% UR: 76.03% UF: 81.97% P: 87.45% R: 74.76% F: 80.61%
491
+ 2023-04-28 12:52:18 INFO test: UP: 48.45% UR: 42.95% UF: 45.54% P: 46.34% R: 41.08% F: 43.55%
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+ 2023-04-28 12:52:18 INFO 0:05:18.381249s elapsed, 0:00:04.548304s/epoch