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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/mpqa/all/model_vi_mpqa_infoxlm_10 +3 -0
  3. models/mpqa/all/model_vi_mpqa_infoxlm_10.train.log +721 -0
  4. models/mpqa/all/model_vi_mpqa_twxlmsa_9 +3 -0
  5. models/mpqa/all/model_vi_mpqa_twxlmsa_9.train.log +667 -0
.gitattributes CHANGED
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  models/mpqa/all/model_vi_mpqa_mbert_8 filter=lfs diff=lfs merge=lfs -text
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  models/mpqa/all/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
 
 
 
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  models/mpqa/all/model_vi_mpqa_roberta_6 filter=lfs diff=lfs merge=lfs -text
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  models/mpqa/all/model_vi_mpqa_mbert_8 filter=lfs diff=lfs merge=lfs -text
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  models/mpqa/all/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
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+ models/mpqa/all/model_vi_mpqa_twxlmsa_9 filter=lfs diff=lfs merge=lfs -text
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+ models/mpqa/all/model_vi_mpqa_infoxlm_10 filter=lfs diff=lfs merge=lfs -text
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+ 2023-02-19 09:33:42 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ 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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+ batch_size | 1500
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_mpqa_infoxlm_10
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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/mpqa/head_final/sdp/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/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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+ 2023-02-19 09:33:42 INFO Building the fields
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+ 2023-02-19 09:33:53 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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+ 2023-02-19 09:33:53 INFO Building the model
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+ 2023-02-19 09:34:30 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(microsoft/infoxlm-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=5, 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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+ 2023-02-19 09:34:30 INFO Loading the data
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+ 2023-02-19 09:34:48 INFO
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+ train: Dataset(n_sentences=5873, n_batches=102, n_buckets=32)
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+ dev: Dataset(n_sentences=2063, n_batches=45, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
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+
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+ 2023-02-19 09:34:48 INFO Epoch 1 / 5000:
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+ 2023-02-19 09:35:50 INFO lr: 4.9990e-05 - loss: 0.0546 - UP: 0.39% UR: 1.50% UF: 0.62% P: 0.07% R: 0.26% F: 0.11%
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+ 2023-02-19 09:35:57 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-19 09:36:03 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-19 09:36:03 INFO 0:01:15.370520s elapsed
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+
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+ 2023-02-19 09:36:03 INFO Epoch 2 / 5000:
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+ 2023-02-19 09:37:05 INFO lr: 4.9980e-05 - loss: 0.0581 - UP: 36.99% UR: 0.60% UF: 1.17% P: 34.96% R: 0.56% F: 1.11%
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+ 2023-02-19 09:37:11 INFO dev: loss: nan - UP: 53.16% UR: 3.16% UF: 5.96% P: 44.98% R: 2.67% F: 5.04%
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+ 2023-02-19 09:37:18 INFO test: loss: nan - UP: 52.08% UR: 3.17% UF: 5.97% P: 42.71% R: 2.60% F: 4.90%
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+ 2023-02-19 09:37:36 INFO 0:01:14.372857s elapsed (saved)
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+
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+ 2023-02-19 09:37:36 INFO Epoch 3 / 5000:
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+ 2023-02-19 09:38:39 INFO lr: 4.9970e-05 - loss: 0.0621 - UP: 37.76% UR: 2.16% UF: 4.08% P: 33.75% R: 1.93% F: 3.65%
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+ 2023-02-19 09:38:45 INFO dev: loss: nan - UP: 43.63% UR: 8.85% UF: 14.72% P: 40.81% R: 8.28% F: 13.76%
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+ 2023-02-19 09:38:51 INFO test: loss: nan - UP: 43.20% UR: 8.79% UF: 14.61% P: 39.56% R: 8.05% F: 13.38%
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+ 2023-02-19 09:39:09 INFO 0:01:15.327127s elapsed (saved)
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+
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+ 2023-02-19 09:39:09 INFO Epoch 4 / 5000:
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+ 2023-02-19 09:40:13 INFO lr: 4.9960e-05 - loss: 0.0524 - UP: 40.74% UR: 3.08% UF: 5.73% P: 38.58% R: 2.92% F: 5.42%
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+ 2023-02-19 09:40:19 INFO dev: loss: nan - UP: 60.20% UR: 6.64% UF: 11.97% P: 54.20% R: 5.98% F: 10.77%
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+ 2023-02-19 09:40:25 INFO test: loss: nan - UP: 58.17% UR: 6.32% UF: 11.40% P: 49.42% R: 5.37% F: 9.68%
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+ 2023-02-19 09:40:25 INFO 0:01:15.503668s elapsed
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+
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+ 2023-02-19 09:40:25 INFO Epoch 5 / 5000:
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+ 2023-02-19 09:41:27 INFO lr: 4.9950e-05 - loss: 0.0379 - UP: 47.16% UR: 5.75% UF: 10.25% P: 44.53% R: 5.43% F: 9.68%
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+ 2023-02-19 09:41:33 INFO dev: loss: nan - UP: 49.40% UR: 11.79% UF: 19.03% P: 46.16% R: 11.01% F: 17.78%
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+ 2023-02-19 09:41:39 INFO test: loss: nan - UP: 47.23% UR: 13.16% UF: 20.59% P: 43.67% R: 12.17% F: 19.04%
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+ 2023-02-19 09:42:00 INFO 0:01:14.503579s elapsed (saved)
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+
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+ 2023-02-19 09:42:00 INFO Epoch 6 / 5000:
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+ 2023-02-19 09:43:03 INFO lr: 4.9940e-05 - loss: 0.0273 - UP: 53.32% UR: 9.36% UF: 15.93% P: 51.97% R: 9.13% F: 15.53%
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+ 2023-02-19 09:43:09 INFO dev: loss: nan - UP: 51.87% UR: 18.63% UF: 27.41% P: 50.83% R: 18.25% F: 26.86%
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+ 2023-02-19 09:43:15 INFO test: loss: nan - UP: 52.61% UR: 20.41% UF: 29.41% P: 51.63% R: 20.03% F: 28.86%
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+ 2023-02-19 09:43:35 INFO 0:01:15.270382s elapsed (saved)
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+
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+ 2023-02-19 09:43:35 INFO Epoch 7 / 5000:
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+ 2023-02-19 09:44:38 INFO lr: 4.9930e-05 - loss: 0.1119 - UP: 51.39% UR: 9.10% UF: 15.46% P: 50.46% R: 8.94% F: 15.18%
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+ 2023-02-19 09:44:44 INFO dev: loss: nan - UP: 45.45% UR: 26.79% UF: 33.71% P: 43.77% R: 25.80% F: 32.46%
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+ 2023-02-19 09:44:50 INFO test: loss: nan - UP: 44.67% UR: 27.89% UF: 34.34% P: 42.98% R: 26.83% F: 33.04%
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+ 2023-02-19 09:45:10 INFO 0:01:15.204381s elapsed (saved)
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+
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+ 2023-02-19 09:45:10 INFO Epoch 8 / 5000:
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+ 2023-02-19 09:46:13 INFO lr: 4.9920e-05 - loss: 0.0165 - UP: 53.37% UR: 13.42% UF: 21.44% P: 52.22% R: 13.13% F: 20.98%
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+ 2023-02-19 09:46:19 INFO dev: loss: nan - UP: 53.64% UR: 23.39% UF: 32.58% P: 52.07% R: 22.71% F: 31.63%
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+ 2023-02-19 09:46:25 INFO test: loss: nan - UP: 49.84% UR: 23.09% UF: 31.56% P: 47.79% R: 22.14% F: 30.26%
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+ 2023-02-19 09:46:25 INFO 0:01:15.444256s elapsed
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+
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+ 2023-02-19 09:46:25 INFO Epoch 9 / 5000:
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+ 2023-02-19 09:47:27 INFO lr: 4.9910e-05 - loss: 0.0150 - UP: 58.35% UR: 17.72% UF: 27.19% P: 57.64% R: 17.51% F: 26.85%
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+ 2023-02-19 09:47:33 INFO dev: loss: nan - UP: 51.91% UR: 26.95% UF: 35.48% P: 50.85% R: 26.40% F: 34.75%
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+ 2023-02-19 09:47:39 INFO test: loss: nan - UP: 47.27% UR: 25.63% UF: 33.24% P: 45.64% R: 24.74% F: 32.09%
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+ 2023-02-19 09:47:58 INFO 0:01:14.390611s elapsed (saved)
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+
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+ 2023-02-19 09:47:58 INFO Epoch 10 / 5000:
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+ 2023-02-19 09:49:01 INFO lr: 4.9900e-05 - loss: 0.0191 - UP: 59.76% UR: 21.06% UF: 31.15% P: 59.19% R: 20.86% F: 30.85%
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+ 2023-02-19 09:49:07 INFO dev: loss: nan - UP: 50.33% UR: 28.65% UF: 36.51% P: 48.66% R: 27.70% F: 35.30%
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+ 2023-02-19 09:49:13 INFO test: loss: nan - UP: 43.75% UR: 27.80% UF: 34.00% P: 41.62% R: 26.45% F: 32.35%
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+ 2023-02-19 09:49:32 INFO 0:01:15.212538s elapsed (saved)
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+
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+ 2023-02-19 09:49:32 INFO Epoch 11 / 5000:
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+ 2023-02-19 09:50:35 INFO lr: 4.9890e-05 - loss: 0.0192 - UP: 63.01% UR: 24.94% UF: 35.73% P: 62.38% R: 24.69% F: 35.38%
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+ 2023-02-19 09:50:41 INFO dev: loss: nan - UP: 53.90% UR: 32.95% UF: 40.90% P: 52.56% R: 32.13% F: 39.88%
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+ 2023-02-19 09:50:48 INFO test: loss: nan - UP: 46.39% UR: 29.60% UF: 36.14% P: 44.60% R: 28.46% F: 34.75%
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+ 2023-02-19 09:51:07 INFO 0:01:15.462670s elapsed (saved)
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+
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+ 2023-02-19 09:51:07 INFO Epoch 12 / 5000:
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+ 2023-02-19 09:52:10 INFO lr: 4.9880e-05 - loss: 0.0041 - UP: 62.51% UR: 26.00% UF: 36.73% P: 61.85% R: 25.73% F: 36.34%
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+ 2023-02-19 09:52:16 INFO dev: loss: nan - UP: 47.54% UR: 38.84% UF: 42.75% P: 46.57% R: 38.05% F: 41.88%
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+ 2023-02-19 09:52:22 INFO test: loss: nan - UP: 41.23% UR: 35.39% UF: 38.09% P: 39.33% R: 33.76% F: 36.33%
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+ 2023-02-19 09:52:40 INFO 0:01:15.246286s elapsed (saved)
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+
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+ 2023-02-19 09:52:40 INFO Epoch 13 / 5000:
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+ 2023-02-19 09:53:43 INFO lr: 4.9870e-05 - loss: 0.0108 - UP: 65.00% UR: 29.73% UF: 40.80% P: 64.56% R: 29.53% F: 40.52%
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+ 2023-02-19 09:53:50 INFO dev: loss: nan - UP: 56.57% UR: 36.20% UF: 44.15% P: 55.50% R: 35.51% F: 43.31%
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+ 2023-02-19 09:53:56 INFO test: loss: nan - UP: 50.73% UR: 32.20% UF: 39.40% P: 48.67% R: 30.89% F: 37.79%
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+ 2023-02-19 09:54:14 INFO 0:01:15.280909s elapsed (saved)
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+
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+ 2023-02-19 09:54:14 INFO Epoch 14 / 5000:
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+ 2023-02-19 09:55:17 INFO lr: 4.9860e-05 - loss: 0.0189 - UP: 63.52% UR: 26.04% UF: 36.93% P: 63.10% R: 25.87% F: 36.69%
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+ 2023-02-19 09:55:23 INFO dev: loss: nan - UP: 51.53% UR: 31.96% UF: 39.45% P: 50.11% R: 31.07% F: 38.36%
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+ 2023-02-19 09:55:29 INFO test: loss: nan - UP: 47.50% UR: 30.87% UF: 37.42% P: 45.32% R: 29.45% F: 35.70%
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+ 2023-02-19 09:55:29 INFO 0:01:15.287126s elapsed
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+
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+ 2023-02-19 09:55:29 INFO Epoch 15 / 5000:
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+ 2023-02-19 09:56:32 INFO lr: 4.9850e-05 - loss: 0.0045 - UP: 66.55% UR: 31.80% UF: 43.04% P: 66.25% R: 31.66% F: 42.85%
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+ 2023-02-19 09:56:38 INFO dev: loss: nan - UP: 49.12% UR: 41.85% UF: 45.19% P: 48.01% R: 40.90% F: 44.17%
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+ 2023-02-19 09:56:44 INFO test: loss: nan - UP: 41.35% UR: 36.83% UF: 38.96% P: 39.79% R: 35.43% F: 37.48%
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+ 2023-02-19 09:57:03 INFO 0:01:14.723992s elapsed (saved)
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+
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+ 2023-02-19 09:57:03 INFO Epoch 16 / 5000:
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+ 2023-02-19 09:58:05 INFO lr: 4.9840e-05 - loss: 0.0107 - UP: 68.58% UR: 36.08% UF: 47.28% P: 68.18% R: 35.87% F: 47.01%
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+ 2023-02-19 09:58:12 INFO dev: loss: nan - UP: 54.35% UR: 37.78% UF: 44.58% P: 53.33% R: 37.08% F: 43.74%
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+ 2023-02-19 09:58:18 INFO test: loss: nan - UP: 49.01% UR: 33.57% UF: 39.85% P: 47.16% R: 32.31% F: 38.34%
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+ 2023-02-19 09:58:18 INFO 0:01:14.952929s elapsed
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+ 2023-02-19 09:58:18 INFO Epoch 17 / 5000:
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+ 2023-02-19 09:59:20 INFO lr: 4.9830e-05 - loss: 0.0052 - UP: 71.84% UR: 40.64% UF: 51.92% P: 71.59% R: 40.50% F: 51.73%
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+ 2023-02-19 09:59:26 INFO dev: loss: nan - UP: 53.81% UR: 42.24% UF: 47.33% P: 52.94% R: 41.56% F: 46.56%
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+ 2023-02-19 09:59:32 INFO test: loss: nan - UP: 47.89% UR: 38.90% UF: 42.93% P: 46.25% R: 37.57% F: 41.46%
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+ 2023-02-19 09:59:51 INFO 0:01:14.365832s elapsed (saved)
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+ 2023-02-19 09:59:51 INFO Epoch 18 / 5000:
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+ 2023-02-19 10:00:54 INFO lr: 4.9820e-05 - loss: 0.0025 - UP: 72.46% UR: 43.34% UF: 54.24% P: 72.30% R: 43.25% F: 54.12%
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+ 2023-02-19 10:01:00 INFO dev: loss: nan - UP: 51.85% UR: 45.77% UF: 48.62% P: 50.72% R: 44.78% F: 47.57%
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+ 2023-02-19 10:01:06 INFO test: loss: nan - UP: 45.43% UR: 41.31% UF: 43.27% P: 43.64% R: 39.68% F: 41.57%
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+ 2023-02-19 10:01:26 INFO 0:01:15.052124s elapsed (saved)
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+ 2023-02-19 10:01:26 INFO Epoch 19 / 5000:
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+ 2023-02-19 10:02:29 INFO lr: 4.9810e-05 - loss: 0.0062 - UP: 74.15% UR: 47.64% UF: 58.01% P: 74.07% R: 47.58% F: 57.94%
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+ 2023-02-19 10:02:35 INFO dev: loss: nan - UP: 56.32% UR: 42.00% UF: 48.12% P: 54.93% R: 40.96% F: 46.93%
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+ 2023-02-19 10:02:42 INFO test: loss: nan - UP: 48.26% UR: 36.11% UF: 41.31% P: 45.95% R: 34.38% F: 39.33%
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+ 2023-02-19 10:02:42 INFO 0:01:15.217724s elapsed
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+ 2023-02-19 10:02:42 INFO Epoch 20 / 5000:
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+ 2023-02-19 10:03:44 INFO lr: 4.9800e-05 - loss: 0.0073 - UP: 75.21% UR: 50.23% UF: 60.23% P: 75.09% R: 50.15% F: 60.14%
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+ 2023-02-19 10:03:50 INFO dev: loss: nan - UP: 54.67% UR: 45.97% UF: 49.95% P: 53.31% R: 44.82% F: 48.70%
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+ 2023-02-19 10:03:56 INFO test: loss: nan - UP: 48.06% UR: 40.67% UF: 44.06% P: 46.24% R: 39.13% F: 42.39%
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+ 2023-02-19 10:04:16 INFO 0:01:14.731923s elapsed (saved)
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+ 2023-02-19 10:04:16 INFO Epoch 21 / 5000:
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+ 2023-02-19 10:05:19 INFO lr: 4.9790e-05 - loss: 0.0071 - UP: 75.05% UR: 47.78% UF: 58.39% P: 74.91% R: 47.69% F: 58.28%
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+ 2023-02-19 10:05:25 INFO dev: loss: nan - UP: 48.05% UR: 42.97% UF: 45.37% P: 46.62% R: 41.69% F: 44.02%
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+ 2023-02-19 10:23:40 INFO lr: 4.9650e-05 - loss: 0.0061 - UP: 83.54% UR: 67.84% UF: 74.88% P: 83.46% R: 67.78% F: 74.81%
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+ 2023-02-19 10:24:11 INFO 0:01:14.763524s elapsed (saved)
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+ 2023-02-19 10:25:14 INFO lr: 4.9640e-05 - loss: 0.0006 - UP: 84.01% UR: 67.73% UF: 75.00% P: 83.93% R: 67.67% F: 74.92%
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+ 2023-02-19 10:25:46 INFO 0:01:15.111691s elapsed (saved)
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+ 2023-02-19 10:26:49 INFO lr: 4.9630e-05 - loss: 0.0011 - UP: 84.97% UR: 69.14% UF: 76.24% P: 84.87% R: 69.07% F: 76.16%
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+ 2023-02-19 10:28:25 INFO lr: 4.9620e-05 - loss: 0.0065 - UP: 83.37% UR: 67.80% UF: 74.79% P: 83.23% R: 67.68% F: 74.66%
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+ 2023-02-19 10:28:37 INFO test: loss: nan - UP: 49.40% UR: 34.88% UF: 40.89% P: 47.61% R: 33.62% F: 39.41%
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+ 2023-02-19 10:29:39 INFO lr: 4.9610e-05 - loss: 0.0027 - UP: 82.60% UR: 67.85% UF: 74.50% P: 82.38% R: 67.67% F: 74.31%
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+ 2023-02-19 10:30:54 INFO lr: 4.9600e-05 - loss: 0.0028 - UP: 86.53% UR: 73.99% UF: 79.77% P: 86.41% R: 73.89% F: 79.66%
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+ 2023-02-19 10:32:08 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 86.71% UR: 74.61% UF: 80.20% P: 86.62% R: 74.53% F: 80.12%
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+ 2023-02-19 10:32:15 INFO dev: loss: nan - UP: 57.43% UR: 46.06% UF: 51.12% P: 55.50% R: 44.52% F: 49.41%
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+ 2023-02-19 10:32:21 INFO test: loss: nan - UP: 46.86% UR: 38.14% UF: 42.05% P: 44.86% R: 36.51% F: 40.26%
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+ 2023-02-19 10:33:23 INFO lr: 4.9580e-05 - loss: 0.0063 - UP: 86.50% UR: 74.29% UF: 79.93% P: 86.28% R: 74.10% F: 79.73%
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+ 2023-02-19 10:33:29 INFO dev: loss: nan - UP: 53.15% UR: 47.69% UF: 50.27% P: 51.52% R: 46.24% F: 48.74%
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+ 2023-02-19 10:33:35 INFO test: loss: nan - UP: 45.34% UR: 40.48% UF: 42.77% P: 43.49% R: 38.83% F: 41.03%
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+ 2023-02-19 10:34:37 INFO lr: 4.9570e-05 - loss: 0.0043 - UP: 86.55% UR: 72.98% UF: 79.19% P: 86.43% R: 72.88% F: 79.08%
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+ 2023-02-19 10:34:43 INFO dev: loss: nan - UP: 52.35% UR: 53.52% UF: 52.93% P: 50.71% R: 51.84% F: 51.27%
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+ 2023-02-19 10:34:50 INFO test: loss: nan - UP: 43.91% UR: 45.49% UF: 44.69% P: 41.85% R: 43.36% F: 42.59%
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+ 2023-02-19 10:35:09 INFO 0:01:14.382016s elapsed (saved)
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+ 2023-02-19 10:36:12 INFO lr: 4.9560e-05 - loss: 0.0141 - UP: 84.70% UR: 69.18% UF: 76.16% P: 84.58% R: 69.09% F: 76.06%
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+ 2023-02-19 10:36:18 INFO dev: loss: nan - UP: 51.08% UR: 51.64% UF: 51.36% P: 49.68% R: 50.23% F: 49.96%
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+ 2023-02-19 10:37:26 INFO lr: 4.9550e-05 - loss: 0.0003 - UP: 85.92% UR: 72.67% UF: 78.74% P: 85.87% R: 72.62% F: 78.69%
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+ 2023-02-19 10:37:32 INFO dev: loss: nan - UP: 55.79% UR: 44.85% UF: 49.72% P: 54.28% R: 43.63% F: 48.38%
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+ 2023-02-19 10:37:39 INFO test: loss: nan - UP: 51.17% UR: 39.64% UF: 44.67% P: 49.21% R: 38.12% F: 42.96%
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+ 2023-02-19 10:38:40 INFO lr: 4.9540e-05 - loss: 0.0027 - UP: 88.12% UR: 78.88% UF: 83.25% P: 88.10% R: 78.86% F: 83.23%
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+ 2023-02-19 10:38:47 INFO dev: loss: nan - UP: 54.24% UR: 49.30% UF: 51.65% P: 52.66% R: 47.87% F: 50.15%
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+ 2023-02-19 10:38:53 INFO test: loss: nan - UP: 48.68% UR: 43.02% UF: 45.68% P: 46.87% R: 41.41% F: 43.97%
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+ 2023-02-19 10:54:48 INFO lr: 4.9410e-05 - loss: 0.0060 - UP: 80.20% UR: 62.50% UF: 70.25% P: 79.96% R: 62.31% F: 70.04%
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+ 2023-02-19 10:54:54 INFO dev: loss: nan - UP: 47.53% UR: 47.23% UF: 47.38% P: 45.42% R: 45.13% F: 45.28%
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+ 2023-02-19 10:55:00 INFO test: loss: nan - UP: 39.67% UR: 43.23% UF: 41.37% P: 37.53% R: 40.90% F: 39.15%
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+ 2023-02-19 10:56:02 INFO lr: 4.9400e-05 - loss: nan - UP: 81.65% UR: 58.19% UF: 67.96% P: 81.52% R: 58.10% F: 67.85%
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+ 2023-02-19 10:56:15 INFO test: loss: nan - UP: 34.96% UR: 42.81% UF: 38.48% P: 33.39% R: 40.88% F: 36.76%
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+ 2023-02-19 10:57:17 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 77.62% UR: 60.64% UF: 68.09% P: 77.37% R: 60.44% F: 67.87%
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+ 2023-02-19 10:57:23 INFO dev: loss: nan - UP: 67.91% UR: 16.11% UF: 26.04% P: 66.60% R: 15.80% F: 25.54%
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+ 2023-02-19 10:57:29 INFO test: loss: nan - UP: 62.46% UR: 17.26% UF: 27.05% P: 59.17% R: 16.35% F: 25.62%
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+ 2023-02-19 10:58:32 INFO lr: 4.9380e-05 - loss: 0.0067 - UP: 84.71% UR: 69.67% UF: 76.46% P: 84.64% R: 69.62% F: 76.40%
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+ 2023-02-19 10:58:38 INFO dev: loss: nan - UP: 51.24% UR: 50.10% UF: 50.66% P: 49.75% R: 48.64% F: 49.19%
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+ 2023-02-19 10:58:44 INFO test: loss: nan - UP: 46.01% UR: 46.44% UF: 46.23% P: 43.92% R: 44.33% F: 44.12%
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+ 2023-02-19 10:59:46 INFO lr: 4.9370e-05 - loss: 0.0072 - UP: 86.99% UR: 76.92% UF: 81.64% P: 86.88% R: 76.82% F: 81.54%
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+ 2023-02-19 10:59:52 INFO dev: loss: nan - UP: 56.64% UR: 44.05% UF: 49.56% P: 55.05% R: 42.82% F: 48.17%
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+ 2023-02-19 11:01:01 INFO lr: 4.9360e-05 - loss: 0.0022 - UP: 88.56% UR: 78.33% UF: 83.13% P: 88.49% R: 78.27% F: 83.07%
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+ 2023-02-19 11:01:13 INFO test: loss: nan - UP: 49.63% UR: 40.78% UF: 44.77% P: 47.21% R: 38.79% F: 42.59%
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+ 2023-02-19 11:01:13 INFO 0:01:14.447087s elapsed
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+ 2023-02-19 11:03:30 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 89.13% UR: 81.08% UF: 84.92% P: 89.07% R: 81.02% F: 84.86%
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+ 2023-02-19 11:03:36 INFO dev: loss: nan - UP: 53.59% UR: 45.95% UF: 49.48% P: 52.12% R: 44.69% F: 48.12%
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+ 2023-02-19 11:03:42 INFO test: loss: nan - UP: 47.91% UR: 41.14% UF: 44.27% P: 45.77% R: 39.30% F: 42.29%
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+ 2023-02-19 11:03:42 INFO 0:01:14.657048s elapsed
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+ 2023-02-19 11:04:45 INFO lr: 4.9330e-05 - loss: 0.0007 - UP: 91.00% UR: 82.61% UF: 86.60% P: 90.93% R: 82.55% F: 86.54%
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+ 2023-02-19 11:04:51 INFO dev: loss: nan - UP: 56.02% UR: 42.53% UF: 48.35% P: 54.30% R: 41.23% F: 46.87%
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+ 2023-02-19 11:04:57 INFO test: loss: nan - UP: 49.85% UR: 39.19% UF: 43.88% P: 47.38% R: 37.25% F: 41.71%
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+ 2023-02-19 11:04:57 INFO 0:01:14.701862s elapsed
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+ 2023-02-19 11:05:59 INFO lr: 4.9320e-05 - loss: 0.0029 - UP: 91.01% UR: 82.80% UF: 86.71% P: 90.92% R: 82.71% F: 86.62%
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+ 2023-02-19 11:06:12 INFO test: loss: nan - UP: 48.97% UR: 38.12% UF: 42.87% P: 46.63% R: 36.30% F: 40.82%
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+ 2023-02-19 11:06:12 INFO 0:01:14.588626s elapsed
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+ 2023-02-19 11:07:14 INFO lr: 4.9310e-05 - loss: 0.0022 - UP: 91.88% UR: 85.60% UF: 88.63% P: 91.85% R: 85.58% F: 88.60%
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+ 2023-02-19 11:07:20 INFO dev: loss: nan - UP: 54.44% UR: 50.21% UF: 52.24% P: 53.00% R: 48.89% F: 50.86%
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+ 2023-02-19 11:07:26 INFO test: loss: nan - UP: 48.27% UR: 45.34% UF: 46.76% P: 46.00% R: 43.21% F: 44.56%
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+ 2023-02-19 11:07:26 INFO 0:01:14.488970s elapsed
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+ 2023-02-19 11:08:28 INFO lr: 4.9300e-05 - loss: 0.0017 - UP: 92.27% UR: 87.37% UF: 89.76% P: 92.26% R: 87.36% F: 89.74%
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+ 2023-02-19 11:08:34 INFO dev: loss: nan - UP: 58.21% UR: 46.81% UF: 51.89% P: 56.64% R: 45.55% F: 50.50%
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+ 2023-02-19 11:08:41 INFO test: loss: nan - UP: 49.43% UR: 40.08% UF: 44.27% P: 46.98% R: 38.09% F: 42.07%
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+ 2023-02-19 11:08:41 INFO 0:01:14.582301s elapsed
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+ 2023-02-19 11:09:43 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 93.30% UR: 89.26% UF: 91.23% P: 93.29% R: 89.25% F: 91.22%
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+ 2023-02-19 11:09:49 INFO dev: loss: nan - UP: 57.12% UR: 47.87% UF: 52.09% P: 55.33% R: 46.37% F: 50.46%
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+ 2023-02-19 11:09:55 INFO test: loss: nan - UP: 47.66% UR: 40.82% UF: 43.97% P: 45.54% R: 39.00% F: 42.02%
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+ 2023-02-19 11:09:55 INFO 0:01:14.652697s elapsed
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+ 2023-02-19 11:10:58 INFO lr: 4.9280e-05 - loss: 0.0027 - UP: 93.50% UR: 89.33% UF: 91.37% P: 93.48% R: 89.31% F: 91.35%
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+ 2023-02-19 11:11:04 INFO dev: loss: nan - UP: 59.00% UR: 47.08% UF: 52.37% P: 57.37% R: 45.77% F: 50.92%
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+ 2023-02-19 11:11:10 INFO test: loss: nan - UP: 51.82% UR: 39.93% UF: 45.11% P: 49.08% R: 37.82% F: 42.72%
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+ 2023-02-19 11:12:13 INFO lr: 4.9270e-05 - loss: 0.0013 - UP: 92.95% UR: 88.53% UF: 90.69% P: 92.91% R: 88.49% F: 90.64%
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+ 2023-02-19 11:12:19 INFO dev: loss: nan - UP: 60.64% UR: 46.97% UF: 52.94% P: 59.39% R: 45.99% F: 51.84%
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+ 2023-02-19 11:12:25 INFO test: loss: nan - UP: 51.43% UR: 40.31% UF: 45.20% P: 49.14% R: 38.52% F: 43.18%
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+ 2023-02-19 11:12:45 INFO 0:01:14.803135s elapsed (saved)
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+ 2023-02-19 11:12:45 INFO Epoch 74 / 5000:
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+ 2023-02-19 11:13:48 INFO lr: 4.9260e-05 - loss: 0.0006 - UP: 93.73% UR: 90.53% UF: 92.10% P: 93.73% R: 90.53% F: 92.10%
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+ 2023-02-19 11:13:54 INFO dev: loss: nan - UP: 57.84% UR: 49.72% UF: 53.48% P: 56.20% R: 48.31% F: 51.96%
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+ 2023-02-19 11:14:01 INFO test: loss: nan - UP: 48.71% UR: 42.91% UF: 45.63% P: 46.40% R: 40.88% F: 43.47%
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+ 2023-02-19 11:14:20 INFO 0:01:15.224590s elapsed (saved)
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+ 2023-02-19 11:14:20 INFO Epoch 75 / 5000:
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+ 2023-02-19 11:15:23 INFO lr: 4.9250e-05 - loss: 0.0013 - UP: 94.54% UR: 90.91% UF: 92.69% P: 94.54% R: 90.91% F: 92.69%
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+ 2023-02-19 11:15:29 INFO dev: loss: nan - UP: 59.94% UR: 46.39% UF: 52.30% P: 58.23% R: 45.07% F: 50.81%
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+ 2023-02-19 11:15:35 INFO test: loss: nan - UP: 53.25% UR: 40.71% UF: 46.14% P: 50.62% R: 38.71% F: 43.87%
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+ 2023-02-19 11:15:35 INFO 0:01:15.238483s elapsed
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+ 2023-02-19 11:16:37 INFO lr: 4.9240e-05 - loss: 0.0015 - UP: 95.19% UR: 91.89% UF: 93.51% P: 95.18% R: 91.88% F: 93.50%
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+ 2023-02-19 11:16:44 INFO dev: loss: nan - UP: 61.31% UR: 46.24% UF: 52.72% P: 59.88% R: 45.16% F: 51.48%
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+ 2023-02-19 11:16:50 INFO test: loss: nan - UP: 51.68% UR: 40.33% UF: 45.31% P: 49.32% R: 38.50% F: 43.24%
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+ 2023-02-19 11:16:50 INFO 0:01:14.631990s elapsed
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+ 2023-02-19 11:17:52 INFO lr: 4.9230e-05 - loss: 0.0029 - UP: 94.61% UR: 92.25% UF: 93.42% P: 94.61% R: 92.25% F: 93.42%
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+ 2023-02-19 11:17:58 INFO dev: loss: nan - UP: 58.61% UR: 48.29% UF: 52.95% P: 57.19% R: 47.12% F: 51.67%
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+ 2023-02-19 11:18:04 INFO test: loss: nan - UP: 50.02% UR: 42.30% UF: 45.84% P: 47.60% R: 40.25% F: 43.62%
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+ 2023-02-19 11:18:04 INFO 0:01:14.352670s elapsed
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+ 2023-02-19 11:19:07 INFO lr: 4.9220e-05 - loss: 0.0023 - UP: 94.42% UR: 91.50% UF: 92.94% P: 94.41% R: 91.50% F: 92.93%
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+ 2023-02-19 11:19:13 INFO dev: loss: nan - UP: 58.40% UR: 49.26% UF: 53.44% P: 56.80% R: 47.91% F: 51.98%
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+ 2023-02-19 11:19:19 INFO test: loss: nan - UP: 50.60% UR: 42.11% UF: 45.96% P: 48.24% R: 40.14% F: 43.82%
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+ 2023-02-19 11:19:38 INFO 0:01:14.929163s elapsed (saved)
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+ 2023-02-19 11:20:41 INFO lr: 4.9210e-05 - loss: 0.0006 - UP: 95.08% UR: 91.87% UF: 93.45% P: 95.08% R: 91.87% F: 93.45%
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+ 2023-02-19 11:20:47 INFO dev: loss: nan - UP: 56.70% UR: 50.58% UF: 53.47% P: 55.07% R: 49.13% F: 51.93%
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+ 2023-02-19 11:20:54 INFO test: loss: nan - UP: 47.99% UR: 42.97% UF: 45.35% P: 45.56% R: 40.80% F: 43.05%
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+ 2023-02-19 11:20:54 INFO 0:01:15.483058s elapsed
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+ 2023-02-19 11:21:56 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 95.76% UR: 93.26% UF: 94.49% P: 95.76% R: 93.26% F: 94.49%
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+ 2023-02-19 11:22:08 INFO test: loss: nan - UP: 50.00% UR: 42.78% UF: 46.11% P: 47.63% R: 40.76% F: 43.93%
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+ 2023-02-19 11:23:17 INFO dev: loss: nan - UP: 56.29% UR: 50.56% UF: 53.27% P: 54.74% R: 49.17% F: 51.81%
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+ 2023-02-19 11:23:23 INFO test: loss: nan - UP: 48.92% UR: 45.17% UF: 46.97% P: 46.64% R: 43.06% F: 44.78%
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+ 2023-02-19 11:24:25 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 96.27% UR: 94.02% UF: 95.13% P: 96.27% R: 94.02% F: 95.13%
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+ 2023-02-19 11:24:31 INFO dev: loss: nan - UP: 55.79% UR: 49.33% UF: 52.36% P: 54.22% R: 47.94% F: 50.88%
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+ 2023-02-19 11:24:37 INFO test: loss: nan - UP: 49.76% UR: 43.84% UF: 46.61% P: 47.48% R: 41.83% F: 44.48%
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+ 2023-02-19 11:25:40 INFO lr: 4.9170e-05 - loss: 0.0008 - UP: 95.51% UR: 93.72% UF: 94.61% P: 95.51% R: 93.72% F: 94.61%
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+ 2023-02-19 11:25:46 INFO dev: loss: nan - UP: 55.85% UR: 50.65% UF: 53.12% P: 54.34% R: 49.28% F: 51.69%
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+ 2023-02-19 11:25:52 INFO test: loss: nan - UP: 47.38% UR: 43.29% UF: 45.24% P: 44.92% R: 41.05% F: 42.90%
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+ 2023-02-19 11:26:54 INFO lr: 4.9160e-05 - loss: 0.0016 - UP: 95.62% UR: 93.18% UF: 94.38% P: 95.58% R: 93.14% F: 94.34%
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+ 2023-02-19 11:27:00 INFO dev: loss: nan - UP: 56.79% UR: 44.32% UF: 49.78% P: 55.06% R: 42.97% F: 48.27%
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+ 2023-02-19 11:27:07 INFO test: loss: nan - UP: 50.12% UR: 40.12% UF: 44.57% P: 47.56% R: 38.07% F: 42.29%
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+ 2023-02-19 11:28:09 INFO lr: 4.9150e-05 - loss: nan - UP: 94.93% UR: 91.83% UF: 93.36% P: 94.90% R: 91.80% F: 93.32%
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+ 2023-02-19 11:28:15 INFO dev: loss: nan - UP: 48.24% UR: 53.37% UF: 50.68% P: 46.81% R: 51.78% F: 49.17%
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+ 2023-02-19 11:28:21 INFO test: loss: nan - UP: 42.61% UR: 49.31% UF: 45.72% P: 40.67% R: 47.07% F: 43.64%
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+ 2023-02-19 11:29:30 INFO dev: loss: nan - UP: 52.53% UR: 50.34% UF: 51.41% P: 51.31% R: 49.17% F: 50.22%
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+ 2023-02-19 11:30:44 INFO dev: loss: nan - UP: 58.13% UR: 45.86% UF: 51.27% P: 56.64% R: 44.69% F: 49.96%
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+ 2023-02-19 11:31:58 INFO dev: loss: nan - UP: 56.30% UR: 50.28% UF: 53.12% P: 54.84% R: 48.97% F: 51.74%
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+ 2023-02-19 11:32:05 INFO test: loss: nan - UP: 50.06% UR: 45.24% UF: 47.52% P: 48.00% R: 43.38% F: 45.57%
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+ 2023-02-19 11:33:13 INFO dev: loss: nan - UP: 60.97% UR: 43.48% UF: 50.76% P: 59.42% R: 42.37% F: 49.47%
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+ 2023-02-19 11:33:19 INFO test: loss: nan - UP: 53.45% UR: 39.13% UF: 45.18% P: 51.08% R: 37.40% F: 43.18%
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+ 2023-02-19 11:33:19 INFO 0:01:14.567884s elapsed
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+ 2023-02-19 11:34:27 INFO dev: loss: nan - UP: 60.15% UR: 43.28% UF: 50.34% P: 58.65% R: 42.20% F: 49.08%
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+ 2023-02-19 11:34:33 INFO test: loss: nan - UP: 53.44% UR: 39.72% UF: 45.57% P: 51.14% R: 38.01% F: 43.61%
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+ 2023-02-19 11:34:33 INFO 0:01:14.098593s elapsed
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+ 2023-02-19 11:35:41 INFO dev: loss: nan - UP: 59.32% UR: 44.47% UF: 50.83% P: 57.61% R: 43.19% F: 49.37%
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+ 2023-02-19 11:35:48 INFO test: loss: nan - UP: 51.98% UR: 39.19% UF: 44.69% P: 49.73% R: 37.50% F: 42.76%
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+ 2023-02-19 11:35:48 INFO 0:01:14.305192s elapsed
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+ 2023-02-19 11:36:49 INFO lr: 4.9080e-05 - loss: 0.0014 - UP: 93.75% UR: 86.88% UF: 90.18% P: 93.72% R: 86.85% F: 90.15%
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+ 2023-02-19 11:36:56 INFO dev: loss: nan - UP: 57.13% UR: 44.14% UF: 49.80% P: 55.64% R: 42.99% F: 48.51%
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+ 2023-02-19 11:37:02 INFO test: loss: nan - UP: 51.88% UR: 39.95% UF: 45.14% P: 49.82% R: 38.37% F: 43.35%
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+ 2023-02-19 11:37:02 INFO 0:01:14.364825s elapsed
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+ 2023-02-19 11:38:04 INFO lr: 4.9070e-05 - loss: 0.0020 - UP: 93.53% UR: 89.44% UF: 91.44% P: 93.53% R: 89.43% F: 91.43%
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+ 2023-02-19 11:38:10 INFO dev: loss: nan - UP: 53.81% UR: 49.19% UF: 51.40% P: 52.37% R: 47.87% F: 50.02%
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+ 2023-02-19 11:38:16 INFO test: loss: nan - UP: 47.72% UR: 43.06% UF: 45.27% P: 45.70% R: 41.24% F: 43.36%
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+ 2023-02-19 11:38:16 INFO 0:01:14.254938s elapsed
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+ 2023-02-19 11:39:25 INFO dev: loss: nan - UP: 55.43% UR: 45.18% UF: 49.78% P: 53.59% R: 43.68% F: 48.13%
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+ 2023-02-19 11:39:31 INFO test: loss: nan - UP: 50.43% UR: 40.76% UF: 45.08% P: 48.08% R: 38.85% F: 42.98%
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+ 2023-02-19 11:39:31 INFO 0:01:14.595424s elapsed
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+ 2023-02-19 11:40:33 INFO lr: 4.9050e-05 - loss: 0.0023 - UP: 94.08% UR: 90.47% UF: 92.24% P: 94.04% R: 90.43% F: 92.20%
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+ 2023-02-19 11:40:39 INFO dev: loss: nan - UP: 50.98% UR: 50.92% UF: 50.95% P: 49.55% R: 49.48% F: 49.51%
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+ 2023-02-19 11:40:45 INFO test: loss: nan - UP: 45.57% UR: 45.34% UF: 45.46% P: 43.30% R: 43.08% F: 43.19%
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+ 2023-02-19 11:40:45 INFO 0:01:14.211537s elapsed
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+ 2023-02-19 11:41:53 INFO dev: loss: nan - UP: 52.22% UR: 48.29% UF: 50.18% P: 50.69% R: 46.88% F: 48.71%
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+ 2023-02-19 11:42:00 INFO test: loss: nan - UP: 50.38% UR: 44.92% UF: 47.49% P: 48.20% R: 42.97% F: 45.44%
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+ 2023-02-19 11:42:00 INFO 0:01:14.658318s elapsed
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+ 2023-02-19 11:43:02 INFO lr: 4.9030e-05 - loss: 0.0024 - UP: 90.57% UR: 84.81% UF: 87.60% P: 90.49% R: 84.73% F: 87.51%
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+ 2023-02-19 11:43:08 INFO dev: loss: nan - UP: 50.00% UR: 51.40% UF: 50.69% P: 48.52% R: 49.88% F: 49.19%
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+ 2023-02-19 11:43:14 INFO test: loss: nan - UP: 42.40% UR: 45.68% UF: 43.98% P: 40.46% R: 43.59% F: 41.97%
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+ 2023-02-19 11:43:14 INFO 0:01:14.472261s elapsed
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+ 2023-02-19 11:44:16 INFO lr: 4.9020e-05 - loss: 0.0022 - UP: 92.17% UR: 87.45% UF: 89.75% P: 92.06% R: 87.35% F: 89.64%
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+ 2023-02-19 11:44:22 INFO dev: loss: nan - UP: 55.58% UR: 45.95% UF: 50.31% P: 54.38% R: 44.96% F: 49.22%
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+ 2023-02-19 11:44:29 INFO test: loss: nan - UP: 47.25% UR: 40.19% UF: 43.43% P: 44.92% R: 38.20% F: 41.29%
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+ 2023-02-19 11:44:29 INFO 0:01:14.585273s elapsed
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+ 2023-02-19 11:45:31 INFO lr: 4.9010e-05 - loss: 0.0135 - UP: 89.86% UR: 83.30% UF: 86.46% P: 89.70% R: 83.15% F: 86.30%
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+ 2023-02-19 11:45:37 INFO dev: loss: nan - UP: 38.33% UR: 54.71% UF: 45.08% P: 36.79% R: 52.50% F: 43.26%
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+ 2023-02-19 11:45:43 INFO test: loss: nan - UP: 35.55% UR: 51.45% UF: 42.04% P: 33.77% R: 48.87% F: 39.94%
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+ 2023-02-19 11:45:43 INFO 0:01:14.515024s elapsed
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+ 2023-02-19 11:46:45 INFO lr: 4.9000e-05 - loss: 0.0026 - UP: 93.43% UR: 89.66% UF: 91.50% P: 93.35% R: 89.58% F: 91.42%
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+ 2023-02-19 11:46:51 INFO dev: loss: nan - UP: 56.34% UR: 47.96% UF: 51.81% P: 54.16% R: 46.10% F: 49.81%
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+ 2023-02-19 11:46:58 INFO test: loss: nan - UP: 49.61% UR: 44.79% UF: 47.08% P: 47.23% R: 42.64% F: 44.81%
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+ 2023-02-19 11:46:58 INFO 0:01:14.404973s elapsed
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+ 2023-02-19 11:48:00 INFO lr: 4.8990e-05 - loss: 0.0033 - UP: 91.09% UR: 82.04% UF: 86.33% P: 90.88% R: 81.85% F: 86.13%
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+ 2023-02-19 11:48:06 INFO dev: loss: nan - UP: 42.95% UR: 44.01% UF: 43.47% P: 41.46% R: 42.49% F: 41.97%
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+ 2023-02-19 11:48:12 INFO test: loss: nan - UP: 38.90% UR: 43.19% UF: 40.93% P: 37.02% R: 41.09% F: 38.95%
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+ 2023-02-19 11:48:12 INFO 0:01:14.533535s elapsed
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+ 2023-02-19 11:49:14 INFO lr: 4.8980e-05 - loss: 0.0033 - UP: 91.72% UR: 84.78% UF: 88.11% P: 91.63% R: 84.69% F: 88.02%
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+ 2023-02-19 11:49:20 INFO dev: loss: nan - UP: 62.08% UR: 37.10% UF: 46.44% P: 60.16% R: 35.95% F: 45.01%
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+ 2023-02-19 11:49:27 INFO test: loss: nan - UP: 57.42% UR: 33.85% UF: 42.59% P: 54.95% R: 32.39% F: 40.76%
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+ 2023-02-19 11:49:27 INFO 0:01:14.585021s elapsed
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+ 2023-02-19 11:50:29 INFO lr: 4.8970e-05 - loss: 0.0009 - UP: 93.62% UR: 89.98% UF: 91.77% P: 93.60% R: 89.97% F: 91.75%
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+ 2023-02-19 11:50:35 INFO dev: loss: nan - UP: 50.76% UR: 49.44% UF: 50.09% P: 49.15% R: 47.87% F: 48.50%
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+ 2023-02-19 11:50:41 INFO test: loss: nan - UP: 45.64% UR: 44.26% UF: 44.94% P: 43.55% R: 42.24% F: 42.88%
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+ 2023-02-19 11:50:41 INFO 0:01:14.660430s elapsed
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+ 2023-02-19 11:51:43 INFO lr: 4.8960e-05 - loss: 0.0011 - UP: 95.38% UR: 92.29% UF: 93.81% P: 95.34% R: 92.25% F: 93.77%
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+ 2023-02-19 11:51:50 INFO dev: loss: nan - UP: 54.78% UR: 47.19% UF: 50.70% P: 53.04% R: 45.69% F: 49.09%
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+ 2023-02-19 11:51:56 INFO test: loss: nan - UP: 48.10% UR: 40.86% UF: 44.19% P: 46.03% R: 39.11% F: 42.29%
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+ 2023-02-19 11:51:56 INFO 0:01:14.390574s elapsed
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+ 2023-02-19 11:53:04 INFO dev: loss: nan - UP: 55.43% UR: 47.05% UF: 50.90% P: 53.77% R: 45.64% F: 49.37%
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+ 2023-02-19 11:53:10 INFO test: loss: nan - UP: 49.77% UR: 40.76% UF: 44.81% P: 47.47% R: 38.88% F: 42.75%
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+ 2023-02-19 11:53:10 INFO 0:01:14.369131s elapsed
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+ 2023-02-19 11:54:12 INFO lr: 4.8940e-05 - loss: 0.0011 - UP: 95.01% UR: 92.10% UF: 93.54% P: 95.01% R: 92.10% F: 93.53%
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+ 2023-02-19 11:54:18 INFO dev: loss: nan - UP: 50.54% UR: 49.15% UF: 49.84% P: 49.00% R: 47.65% F: 48.32%
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+ 2023-02-19 11:54:24 INFO test: loss: nan - UP: 46.55% UR: 45.21% UF: 45.87% P: 44.51% R: 43.23% F: 43.86%
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+ 2023-02-19 11:54:24 INFO 0:01:14.333022s elapsed
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+ 2023-02-19 11:55:27 INFO lr: 4.8930e-05 - loss: 0.0018 - UP: 96.06% UR: 94.54% UF: 95.29% P: 96.06% R: 94.54% F: 95.29%
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+ 2023-02-19 11:55:33 INFO dev: loss: nan - UP: 54.28% UR: 44.34% UF: 48.81% P: 52.53% R: 42.90% F: 47.23%
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+ 2023-02-19 11:55:39 INFO test: loss: nan - UP: 50.74% UR: 41.56% UF: 45.69% P: 48.67% R: 39.87% F: 43.83%
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+ 2023-02-19 11:55:39 INFO 0:01:14.773130s elapsed
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+ 2023-02-19 11:56:41 INFO lr: 4.8920e-05 - loss: 0.0004 - UP: 90.16% UR: 82.66% UF: 86.25% P: 90.05% R: 82.55% F: 86.14%
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+ 2023-02-19 11:56:48 INFO dev: loss: nan - UP: 47.84% UR: 51.56% UF: 49.63% P: 46.14% R: 49.72% F: 47.86%
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+ 2023-02-19 11:56:54 INFO test: loss: nan - UP: 43.50% UR: 47.86% UF: 45.57% P: 41.56% R: 45.72% F: 43.54%
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+ 2023-02-19 11:56:54 INFO 0:01:14.508401s elapsed
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+ 2023-02-19 11:57:49 INFO Epoch 78 saved
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+ 2023-02-19 11:57:49 INFO dev: UP: 58.40% UR: 49.26% UF: 53.44% P: 56.80% R: 47.91% F: 51.98%
720
+ 2023-02-19 11:57:49 INFO test: UP: 50.60% UR: 42.11% UF: 45.96% P: 48.24% R: 40.14% F: 43.82%
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1
+ 2023-02-18 21:55:22 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /content/gdrive/MyDrive/models/model_vi_mpqa_twxlmsa_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/train.conllu
29
+ dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu
30
+ test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-02-18 21:55:22 INFO Building the fields
40
+ 2023-02-18 21:55:36 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-02-18 21:55:36 INFO Building the model
45
+ 2023-02-18 21:56:23 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (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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+ 2023-02-18 21:56:23 INFO Loading the data
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+ 2023-02-18 21:56:42 INFO
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+ train: Dataset(n_sentences=5873, n_batches=60, n_buckets=32)
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+ dev: Dataset(n_sentences=2063, n_batches=33, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
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+
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+ 2023-02-18 21:56:42 INFO Epoch 1 / 5000:
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+ 2023-02-18 21:57:34 INFO lr: 4.9990e-05 - loss: 0.0962 - UP: 0.59% UR: 2.18% UF: 0.93% P: 0.10% R: 0.39% F: 0.16%
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+ 2023-02-18 21:57:40 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-18 21:57:45 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-18 21:58:38 INFO lr: 4.9980e-05 - loss: 0.0356 - UP: 22.91% UR: 0.70% UF: 1.36% P: 20.34% R: 0.62% F: 1.21%
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+ 2023-02-18 21:58:44 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-18 21:58:50 INFO test: loss: nan - UP: 42.86% UR: 0.06% UF: 0.13% P: 28.57% R: 0.04% F: 0.08%
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+ 2023-02-18 21:59:42 INFO lr: 4.9970e-05 - loss: 0.0346 - UP: 42.80% UR: 2.90% UF: 5.43% P: 39.61% R: 2.68% F: 5.02%
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+ 2023-02-18 21:59:48 INFO dev: loss: nan - UP: 54.87% UR: 3.73% UF: 6.98% P: 48.05% R: 3.27% F: 6.12%
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+ 2023-02-18 21:59:54 INFO test: loss: nan - UP: 64.36% UR: 5.11% UF: 9.47% P: 55.05% R: 4.37% F: 8.10%
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+ 2023-02-18 22:00:12 INFO 0:01:04.157035s elapsed (saved)
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+ 2023-02-18 22:01:06 INFO lr: 4.9960e-05 - loss: 0.0264 - UP: 51.29% UR: 6.89% UF: 12.15% P: 49.39% R: 6.63% F: 11.70%
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+ 2023-02-18 22:01:11 INFO dev: loss: nan - UP: 62.47% UR: 5.36% UF: 9.88% P: 57.07% R: 4.90% F: 9.02%
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+ 2023-02-18 22:01:17 INFO test: loss: nan - UP: 66.23% UR: 7.50% UF: 13.48% P: 60.07% R: 6.80% F: 12.22%
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+ 2023-02-18 22:01:36 INFO 0:01:05.311139s elapsed (saved)
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+ 2023-02-18 22:01:36 INFO Epoch 5 / 5000:
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+ 2023-02-18 22:02:30 INFO lr: 4.9950e-05 - loss: 0.0048 - UP: 56.35% UR: 12.47% UF: 20.43% P: 55.11% R: 12.20% F: 19.98%
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+ 2023-02-18 22:02:35 INFO dev: loss: nan - UP: 61.09% UR: 12.34% UF: 20.53% P: 59.02% R: 11.92% F: 19.83%
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+ 2023-02-18 22:02:41 INFO test: loss: nan - UP: 60.42% UR: 15.06% UF: 24.12% P: 57.97% R: 14.45% F: 23.14%
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+ 2023-02-18 22:03:00 INFO 0:01:05.560132s elapsed (saved)
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+ 2023-02-18 22:03:54 INFO lr: 4.9940e-05 - loss: 0.0009 - UP: 60.92% UR: 18.10% UF: 27.91% P: 60.39% R: 17.94% F: 27.67%
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+ 2023-02-18 22:04:00 INFO dev: loss: nan - UP: 75.50% UR: 5.78% UF: 10.74% P: 71.18% R: 5.45% F: 10.13%
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+ 2023-02-18 22:04:06 INFO test: loss: nan - UP: 72.73% UR: 6.08% UF: 11.23% P: 65.40% R: 5.47% F: 10.10%
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+ 2023-02-18 22:04:06 INFO 0:01:05.771924s elapsed
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+ 2023-02-18 22:04:58 INFO lr: 4.9930e-05 - loss: 0.0173 - UP: 61.36% UR: 17.89% UF: 27.70% P: 60.74% R: 17.71% F: 27.42%
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+ 2023-02-18 22:05:04 INFO dev: loss: nan - UP: 50.66% UR: 22.84% UF: 31.49% P: 48.70% R: 21.96% F: 30.27%
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+ 2023-02-18 22:05:10 INFO test: loss: nan - UP: 48.47% UR: 24.04% UF: 32.14% P: 46.42% R: 23.03% F: 30.79%
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+ 2023-02-18 22:05:29 INFO 0:01:04.028613s elapsed (saved)
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+ 2023-02-18 22:06:24 INFO lr: 4.9920e-05 - loss: 0.0007 - UP: 65.89% UR: 25.07% UF: 36.32% P: 65.58% R: 24.96% F: 36.15%
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+ 2023-02-18 22:06:29 INFO dev: loss: nan - UP: 55.11% UR: 24.41% UF: 33.83% P: 52.57% R: 23.28% F: 32.27%
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+ 2023-02-18 22:06:35 INFO test: loss: nan - UP: 51.73% UR: 26.16% UF: 34.75% P: 49.14% R: 24.85% F: 33.01%
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+ 2023-02-18 22:06:54 INFO 0:01:05.727321s elapsed (saved)
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+ 2023-02-18 22:06:54 INFO Epoch 9 / 5000:
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+ 2023-02-18 22:07:48 INFO lr: 4.9910e-05 - loss: 0.0093 - UP: 70.41% UR: 31.71% UF: 43.72% P: 70.21% R: 31.62% F: 43.60%
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+ 2023-02-18 22:07:53 INFO dev: loss: nan - UP: 55.99% UR: 25.49% UF: 35.03% P: 53.81% R: 24.50% F: 33.67%
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+ 2023-02-18 22:07:59 INFO test: loss: nan - UP: 51.63% UR: 27.45% UF: 35.84% P: 49.48% R: 26.30% F: 34.35%
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+ 2023-02-18 22:08:18 INFO 0:01:05.685142s elapsed (saved)
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+ 2023-02-18 22:09:12 INFO lr: 4.9900e-05 - loss: 0.0054 - UP: 64.15% UR: 29.40% UF: 40.32% P: 64.00% R: 29.33% F: 40.22%
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+ 2023-02-18 22:09:17 INFO dev: loss: nan - UP: 51.29% UR: 28.07% UF: 36.29% P: 50.12% R: 27.43% F: 35.46%
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+ 2023-02-18 22:09:23 INFO test: loss: nan - UP: 47.57% UR: 28.97% UF: 36.01% P: 45.59% R: 27.76% F: 34.51%
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+ 2023-02-18 22:09:43 INFO 0:01:05.421061s elapsed (saved)
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+ 2023-02-18 22:10:37 INFO lr: 4.9890e-05 - loss: 0.0055 - UP: 71.90% UR: 36.00% UF: 47.98% P: 71.77% R: 35.93% F: 47.89%
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+ 2023-02-18 22:10:43 INFO dev: loss: nan - UP: 55.88% UR: 24.01% UF: 33.59% P: 54.08% R: 23.24% F: 32.51%
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+ 2023-02-18 22:10:49 INFO test: loss: nan - UP: 55.09% UR: 25.73% UF: 35.08% P: 52.51% R: 24.53% F: 33.44%
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+ 2023-02-18 22:10:49 INFO 0:01:05.415258s elapsed
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+ 2023-02-18 22:10:49 INFO Epoch 12 / 5000:
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+ 2023-02-18 22:11:41 INFO lr: 4.9880e-05 - loss: 0.0001 - UP: 69.86% UR: 34.87% UF: 46.52% P: 69.61% R: 34.75% F: 46.36%
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+ 2023-02-18 22:11:47 INFO dev: loss: nan - UP: 48.24% UR: 36.53% UF: 41.57% P: 46.90% R: 35.51% F: 40.42%
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+ 2023-02-18 22:11:53 INFO test: loss: nan - UP: 44.61% UR: 36.04% UF: 39.87% P: 42.91% R: 34.67% F: 38.35%
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+ 2023-02-18 22:12:12 INFO 0:01:04.280125s elapsed (saved)
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+ 2023-02-18 22:13:06 INFO lr: 4.9870e-05 - loss: 0.0064 - UP: 73.44% UR: 40.47% UF: 52.18% P: 72.87% R: 40.16% F: 51.78%
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+ 2023-02-18 22:13:12 INFO dev: loss: nan - UP: 52.91% UR: 22.64% UF: 31.72% P: 52.09% R: 22.29% F: 31.22%
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+ 2023-02-18 22:13:18 INFO test: loss: nan - UP: 52.29% UR: 27.49% UF: 36.03% P: 50.96% R: 26.79% F: 35.12%
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+ 2023-02-18 22:13:18 INFO 0:01:05.829640s elapsed
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+ 2023-02-18 22:14:11 INFO lr: 4.9860e-05 - loss: 0.0069 - UP: 75.86% UR: 43.72% UF: 55.47% P: 75.66% R: 43.61% F: 55.32%
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+ 2023-02-18 22:14:16 INFO dev: loss: nan - UP: 55.01% UR: 25.91% UF: 35.23% P: 53.33% R: 25.12% F: 34.15%
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+ 2023-02-18 22:14:22 INFO test: loss: nan - UP: 52.95% UR: 29.01% UF: 37.48% P: 50.98% R: 27.93% F: 36.09%
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+ 2023-02-18 22:14:22 INFO 0:01:04.378858s elapsed
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+ 2023-02-18 22:14:22 INFO Epoch 15 / 5000:
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+ 2023-02-18 22:15:15 INFO lr: 4.9850e-05 - loss: 0.0011 - UP: 77.33% UR: 49.62% UF: 60.45% P: 77.32% R: 49.61% F: 60.44%
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+ 2023-02-18 22:15:21 INFO dev: loss: nan - UP: 52.84% UR: 30.81% UF: 38.92% P: 51.32% R: 29.93% F: 37.81%
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+ 2023-02-18 22:15:26 INFO test: loss: nan - UP: 51.13% UR: 33.85% UF: 40.73% P: 49.15% R: 32.54% F: 39.16%
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+ 2023-02-18 22:15:26 INFO 0:01:04.334808s elapsed
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+ 2023-02-18 22:15:26 INFO Epoch 16 / 5000:
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+ 2023-02-18 22:16:19 INFO lr: 4.9840e-05 - loss: 0.0062 - UP: 77.92% UR: 54.28% UF: 63.99% P: 77.81% R: 54.21% F: 63.90%
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+ 2023-02-18 22:16:25 INFO dev: loss: nan - UP: 54.85% UR: 32.82% UF: 41.07% P: 53.45% R: 31.98% F: 40.02%
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+ 2023-02-18 22:16:31 INFO test: loss: nan - UP: 52.46% UR: 34.46% UF: 41.60% P: 50.34% R: 33.07% F: 39.91%
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+ 2023-02-18 22:16:31 INFO 0:01:04.254732s elapsed
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+ 2023-02-18 22:16:31 INFO Epoch 17 / 5000:
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+ 2023-02-18 22:17:24 INFO lr: 4.9830e-05 - loss: 0.0061 - UP: 80.42% UR: 57.52% UF: 67.07% P: 80.36% R: 57.48% F: 67.02%
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+ 2023-02-18 22:17:29 INFO dev: loss: nan - UP: 56.09% UR: 30.39% UF: 39.42% P: 54.91% R: 29.75% F: 38.59%
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+ 2023-02-18 22:17:35 INFO test: loss: nan - UP: 53.93% UR: 33.07% UF: 41.00% P: 52.24% R: 32.03% F: 39.71%
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+ 2023-02-18 22:17:35 INFO 0:01:04.339785s elapsed
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+
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+ 2023-02-18 22:17:35 INFO Epoch 18 / 5000:
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+ 2023-02-18 22:18:28 INFO lr: 4.9820e-05 - loss: 0.0001 - UP: 79.01% UR: 54.97% UF: 64.84% P: 78.79% R: 54.82% F: 64.66%
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+ 2023-02-18 22:18:34 INFO dev: loss: nan - UP: 58.70% UR: 19.36% UF: 29.11% P: 56.49% R: 18.63% F: 28.02%
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+ 2023-02-18 22:18:40 INFO test: loss: nan - UP: 56.27% UR: 23.52% UF: 33.17% P: 53.59% R: 22.40% F: 31.59%
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+ 2023-02-18 22:18:40 INFO 0:01:04.523501s elapsed
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+ 2023-02-18 22:18:40 INFO Epoch 19 / 5000:
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+ 2023-02-18 22:19:33 INFO lr: 4.9810e-05 - loss: 0.0097 - UP: 77.26% UR: 51.99% UF: 62.15% P: 77.07% R: 51.87% F: 62.01%
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+ 2023-02-18 22:19:38 INFO dev: loss: nan - UP: 51.07% UR: 35.86% UF: 42.14% P: 49.72% R: 34.92% F: 41.02%
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+ 2023-02-18 22:19:44 INFO test: loss: nan - UP: 46.58% UR: 36.70% UF: 41.05% P: 44.27% R: 34.88% F: 39.02%
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+ 2023-02-18 22:20:02 INFO 0:01:04.443733s elapsed (saved)
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+ 2023-02-18 22:20:56 INFO lr: 4.9800e-05 - loss: 0.0026 - UP: 81.24% UR: 54.99% UF: 65.58% P: 81.22% R: 54.97% F: 65.57%
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+ 2023-02-18 22:21:02 INFO dev: loss: nan - UP: 55.34% UR: 34.65% UF: 42.62% P: 53.82% R: 33.70% F: 41.45%
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+ 2023-02-18 22:21:08 INFO test: loss: nan - UP: 49.19% UR: 34.80% UF: 40.76% P: 47.22% R: 33.40% F: 39.13%
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+ 2023-02-18 22:21:26 INFO 0:01:05.537675s elapsed (saved)
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+ 2023-02-18 22:22:20 INFO lr: 4.9790e-05 - loss: 0.0059 - UP: 83.64% UR: 65.05% UF: 73.18% P: 83.63% R: 65.04% F: 73.17%
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+ 2023-02-18 22:22:26 INFO dev: loss: nan - UP: 57.95% UR: 32.24% UF: 41.44% P: 56.45% R: 31.41% F: 40.36%
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+ 2023-02-18 22:22:32 INFO test: loss: nan - UP: 52.43% UR: 33.28% UF: 40.71% P: 50.57% R: 32.09% F: 39.27%
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+ 2023-02-18 22:22:32 INFO 0:01:05.673690s elapsed
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+ 2023-02-18 22:23:25 INFO lr: 4.9780e-05 - loss: 0.0022 - UP: 84.76% UR: 65.98% UF: 74.20% P: 84.75% R: 65.97% F: 74.19%
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+ 2023-02-18 22:23:31 INFO dev: loss: nan - UP: 51.47% UR: 39.81% UF: 44.90% P: 50.01% R: 38.69% F: 43.63%
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+ 2023-02-18 22:23:36 INFO test: loss: nan - UP: 46.41% UR: 39.62% UF: 42.74% P: 44.50% R: 37.99% F: 40.99%
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+ 2023-02-18 22:23:57 INFO 0:01:04.364573s elapsed (saved)
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+ 2023-02-18 22:24:51 INFO lr: 4.9770e-05 - loss: 0.0015 - UP: 84.91% UR: 69.77% UF: 76.60% P: 84.90% R: 69.76% F: 76.59%
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+ 2023-02-18 22:24:57 INFO dev: loss: nan - UP: 61.95% UR: 32.95% UF: 43.02% P: 60.17% R: 32.00% F: 41.78%
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+ 2023-02-18 22:25:02 INFO test: loss: nan - UP: 55.81% UR: 34.02% UF: 42.27% P: 53.69% R: 32.73% F: 40.67%
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+ 2023-02-18 22:25:02 INFO 0:01:05.720226s elapsed
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+ 2023-02-18 22:25:55 INFO lr: 4.9760e-05 - loss: 0.0011 - UP: 86.37% UR: 71.64% UF: 78.32% P: 86.35% R: 71.63% F: 78.30%
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+ 2023-02-18 22:26:01 INFO dev: loss: nan - UP: 59.43% UR: 35.69% UF: 44.59% P: 57.48% R: 34.52% F: 43.13%
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+ 2023-02-18 22:26:07 INFO test: loss: nan - UP: 52.95% UR: 36.36% UF: 43.12% P: 50.68% R: 34.80% F: 41.26%
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+ 2023-02-18 22:26:07 INFO 0:01:04.402587s elapsed
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+ 2023-02-18 22:27:00 INFO lr: 4.9750e-05 - loss: 0.0019 - UP: 87.49% UR: 74.27% UF: 80.34% P: 87.49% R: 74.27% F: 80.34%
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+ 2023-02-18 22:27:06 INFO dev: loss: nan - UP: 63.68% UR: 32.11% UF: 42.69% P: 61.58% R: 31.05% F: 41.29%
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+ 2023-02-18 22:27:11 INFO test: loss: nan - UP: 57.86% UR: 32.96% UF: 42.00% P: 55.42% R: 31.57% F: 40.22%
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+ 2023-02-18 22:27:11 INFO 0:01:04.526761s elapsed
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+ 2023-02-18 22:28:04 INFO lr: 4.9740e-05 - loss: 0.0016 - UP: 88.26% UR: 74.85% UF: 81.00% P: 88.24% R: 74.83% F: 80.99%
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+ 2023-02-18 22:28:10 INFO dev: loss: nan - UP: 55.40% UR: 38.98% UF: 45.76% P: 53.80% R: 37.85% F: 44.44%
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+ 2023-02-18 22:28:16 INFO test: loss: nan - UP: 51.81% UR: 39.68% UF: 44.94% P: 49.57% R: 37.97% F: 43.00%
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+ 2023-02-18 22:28:34 INFO 0:01:04.352016s elapsed (saved)
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+ 2023-02-18 22:29:28 INFO lr: 4.9730e-05 - loss: 0.0042 - UP: 88.94% UR: 78.57% UF: 83.44% P: 88.94% R: 78.57% F: 83.44%
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+ 2023-02-18 22:29:33 INFO dev: loss: nan - UP: 60.10% UR: 37.17% UF: 45.93% P: 58.28% R: 36.04% F: 44.54%
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+ 2023-02-18 22:29:39 INFO test: loss: nan - UP: 54.88% UR: 36.95% UF: 44.17% P: 52.71% R: 35.50% F: 42.42%
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+ 2023-02-18 22:29:58 INFO 0:01:05.395336s elapsed (saved)
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+ 2023-02-18 22:30:53 INFO lr: 4.9720e-05 - loss: 0.0003 - UP: 90.27% UR: 79.88% UF: 84.76% P: 90.26% R: 79.87% F: 84.75%
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+ 2023-02-18 22:30:58 INFO dev: loss: nan - UP: 57.35% UR: 37.78% UF: 45.56% P: 55.81% R: 36.77% F: 44.33%
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+ 2023-02-18 22:31:04 INFO test: loss: nan - UP: 52.46% UR: 37.57% UF: 43.78% P: 50.31% R: 36.02% F: 41.98%
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+ 2023-02-18 22:31:57 INFO lr: 4.9710e-05 - loss: 0.0011 - UP: 90.00% UR: 81.16% UF: 85.35% P: 89.98% R: 81.15% F: 85.34%
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+ 2023-02-18 22:32:03 INFO dev: loss: nan - UP: 56.65% UR: 37.41% UF: 45.06% P: 54.85% R: 36.22% F: 43.63%
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+ 2023-02-18 22:32:08 INFO test: loss: nan - UP: 52.16% UR: 37.80% UF: 43.83% P: 49.97% R: 36.21% F: 41.99%
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+ 2023-02-18 22:33:01 INFO lr: 4.9700e-05 - loss: 0.0010 - UP: 88.51% UR: 78.77% UF: 83.36% P: 88.45% R: 78.73% F: 83.31%
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+ 2023-02-18 22:33:07 INFO dev: loss: nan - UP: 54.18% UR: 41.45% UF: 46.97% P: 52.19% R: 39.92% F: 45.24%
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+ 2023-02-18 22:33:12 INFO test: loss: nan - UP: 50.68% UR: 41.47% UF: 45.62% P: 48.54% R: 39.72% F: 43.69%
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+ 2023-02-18 22:33:31 INFO 0:01:04.137646s elapsed (saved)
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+ 2023-02-18 22:34:26 INFO lr: 4.9690e-05 - loss: 0.0043 - UP: 89.91% UR: 79.78% UF: 84.54% P: 89.74% R: 79.63% F: 84.38%
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+ 2023-02-18 22:34:31 INFO dev: loss: nan - UP: 61.38% UR: 31.96% UF: 42.03% P: 59.69% R: 31.07% F: 40.87%
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+ 2023-02-18 22:34:37 INFO test: loss: nan - UP: 56.02% UR: 33.74% UF: 42.11% P: 53.60% R: 32.28% F: 40.30%
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+ 2023-02-18 22:34:37 INFO 0:01:05.622983s elapsed
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+ 2023-02-18 22:53:04 INFO dev: loss: nan - UP: 55.33% UR: 39.51% UF: 46.10% P: 53.69% R: 38.34% F: 44.73%
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+ 2023-02-18 22:54:09 INFO dev: loss: nan - UP: 56.83% UR: 38.12% UF: 45.63% P: 55.35% R: 37.12% F: 44.44%
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+ 2023-02-18 22:56:17 INFO dev: loss: nan - UP: 55.42% UR: 41.49% UF: 47.46% P: 53.80% R: 40.28% F: 46.07%
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+ 2023-02-18 22:56:23 INFO test: loss: nan - UP: 51.06% UR: 36.55% UF: 42.61% P: 49.17% R: 35.20% F: 41.03%
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+ 2023-02-18 22:56:41 INFO 0:01:04.251709s elapsed (saved)
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+ 2023-02-18 22:57:41 INFO dev: loss: nan - UP: 57.03% UR: 35.82% UF: 44.00% P: 55.52% R: 34.87% F: 42.84%
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+ 2023-02-18 22:58:40 INFO lr: 4.9470e-05 - loss: 0.0001 - UP: 90.43% UR: 82.62% UF: 86.35% P: 90.33% R: 82.53% F: 86.25%
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+ 2023-02-18 22:58:45 INFO dev: loss: nan - UP: 55.90% UR: 38.38% UF: 45.51% P: 54.61% R: 37.50% F: 44.46%
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+ 2023-02-18 22:59:44 INFO lr: 4.9460e-05 - loss: 0.0017 - UP: 92.02% UR: 84.47% UF: 88.08% P: 91.92% R: 84.38% F: 87.99%
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+ 2023-02-18 22:59:50 INFO dev: loss: nan - UP: 58.27% UR: 35.62% UF: 44.21% P: 56.25% R: 34.39% F: 42.68%
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+ 2023-02-18 23:01:00 INFO test: loss: nan - UP: 43.95% UR: 44.14% UF: 44.04% P: 42.10% R: 42.28% F: 42.19%
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+ 2023-02-18 23:01:19 INFO 0:01:04.376630s elapsed (saved)
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+ 2023-02-18 23:04:27 INFO dev: loss: nan - UP: 52.60% UR: 43.96% UF: 47.90% P: 50.83% R: 42.49% F: 46.29%
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+ 2023-02-18 23:04:51 INFO 0:01:04.405335s elapsed (saved)
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+ 2023-02-18 23:05:51 INFO dev: loss: nan - UP: 51.81% UR: 43.28% UF: 47.16% P: 50.09% R: 41.85% F: 45.60%
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+ 2023-02-18 23:11:08 INFO lr: 4.9360e-05 - loss: nan - UP: 94.32% UR: 89.66% UF: 91.93% P: 94.30% R: 89.65% F: 91.92%
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+ 2023-02-18 23:21:48 INFO lr: 4.9270e-05 - loss: 0.0012 - UP: 96.48% UR: 94.29% UF: 95.37% P: 96.43% R: 94.24% F: 95.33%
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+ 2023-02-18 23:24:08 INFO test: loss: nan - UP: 55.27% UR: 36.53% UF: 43.99% P: 53.04% R: 35.05% F: 42.21%
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+ 2023-02-18 23:25:01 INFO lr: 4.9240e-05 - loss: 0.0222 - UP: 96.25% UR: 93.60% UF: 94.90% P: 96.16% R: 93.51% F: 94.82%
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+ 2023-02-18 23:25:12 INFO test: loss: nan - UP: 52.03% UR: 39.32% UF: 44.79% P: 49.59% R: 37.48% F: 42.70%
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+ 2023-02-18 23:26:17 INFO 0:01:04.238057s elapsed
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+ 2023-02-18 23:27:21 INFO test: loss: nan - UP: 48.83% UR: 42.15% UF: 45.24% P: 46.84% R: 40.44% F: 43.41%
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+ 2023-02-18 23:27:21 INFO 0:01:04.175730s elapsed
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+ 2023-02-18 23:28:14 INFO lr: 4.9210e-05 - loss: 0.0007 - UP: 95.97% UR: 93.48% UF: 94.71% P: 95.91% R: 93.43% F: 94.65%
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+ 2023-02-18 23:28:19 INFO dev: loss: nan - UP: 62.68% UR: 33.81% UF: 43.93% P: 60.60% R: 32.69% F: 42.47%
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+ 2023-02-18 23:28:25 INFO test: loss: nan - UP: 58.13% UR: 33.62% UF: 42.60% P: 56.01% R: 32.39% F: 41.04%
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+ 2023-02-18 23:28:25 INFO 0:01:04.465754s elapsed
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+ 2023-02-18 23:29:18 INFO lr: 4.9200e-05 - loss: 0.0014 - UP: 93.76% UR: 89.90% UF: 91.79% P: 93.42% R: 89.57% F: 91.46%
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+ 2023-02-18 23:29:24 INFO dev: loss: nan - UP: 57.06% UR: 37.98% UF: 45.61% P: 54.71% R: 36.42% F: 43.73%
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+ 2023-02-18 23:29:30 INFO test: loss: nan - UP: 50.19% UR: 36.34% UF: 42.16% P: 47.30% R: 34.25% F: 39.73%
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+ 2023-02-18 23:29:30 INFO 0:01:04.488384s elapsed
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+ 2023-02-18 23:30:23 INFO lr: 4.9190e-05 - loss: 0.0048 - UP: 94.29% UR: 89.23% UF: 91.69% P: 94.05% R: 89.00% F: 91.45%
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+ 2023-02-18 23:30:28 INFO dev: loss: nan - UP: 57.34% UR: 39.40% UF: 46.70% P: 55.96% R: 38.45% F: 45.58%
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+ 2023-02-18 23:30:34 INFO test: loss: nan - UP: 50.97% UR: 36.57% UF: 42.59% P: 49.18% R: 35.28% F: 41.09%
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+ 2023-02-18 23:30:34 INFO 0:01:04.333962s elapsed
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+ 2023-02-18 23:31:27 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 92.64% UR: 86.52% UF: 89.48% P: 92.34% R: 86.24% F: 89.19%
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+ 2023-02-18 23:31:32 INFO dev: loss: nan - UP: 58.29% UR: 38.25% UF: 46.19% P: 56.37% R: 36.99% F: 44.67%
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+ 2023-02-18 23:31:38 INFO test: loss: nan - UP: 52.99% UR: 36.32% UF: 43.10% P: 51.02% R: 34.97% F: 41.49%
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+ 2023-02-18 23:31:38 INFO 0:01:04.202124s elapsed
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+ 2023-02-18 23:32:31 INFO lr: 4.9170e-05 - loss: 0.0017 - UP: 95.27% UR: 90.61% UF: 92.88% P: 95.19% R: 90.53% F: 92.80%
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+ 2023-02-18 23:32:37 INFO dev: loss: nan - UP: 52.30% UR: 41.98% UF: 46.57% P: 50.34% R: 40.41% F: 44.83%
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+ 2023-02-18 23:32:42 INFO test: loss: nan - UP: 47.41% UR: 39.02% UF: 42.81% P: 45.53% R: 37.48% F: 41.12%
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+ 2023-02-18 23:33:36 INFO lr: 4.9160e-05 - loss: 0.0017 - UP: 95.29% UR: 92.05% UF: 93.64% P: 95.26% R: 92.02% F: 93.61%
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+ 2023-02-18 23:33:41 INFO dev: loss: nan - UP: 52.39% UR: 45.18% UF: 48.52% P: 50.60% R: 43.63% F: 46.86%
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+ 2023-02-18 23:33:47 INFO test: loss: nan - UP: 46.75% UR: 41.96% UF: 44.23% P: 45.22% R: 40.59% F: 42.78%
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+ 2023-02-18 23:33:47 INFO 0:01:04.784924s elapsed
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+ 2023-02-18 23:34:40 INFO lr: 4.9150e-05 - loss: 0.0009 - UP: 95.55% UR: 93.18% UF: 94.35% P: 95.52% R: 93.14% F: 94.32%
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+ 2023-02-18 23:34:46 INFO dev: loss: nan - UP: 50.59% UR: 44.78% UF: 47.51% P: 48.79% R: 43.19% F: 45.82%
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+ 2023-02-18 23:34:51 INFO test: loss: nan - UP: 44.14% UR: 41.75% UF: 42.91% P: 42.44% R: 40.14% F: 41.26%
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+ 2023-02-18 23:34:51 INFO 0:01:04.176786s elapsed
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+ 2023-02-18 23:35:44 INFO lr: 4.9140e-05 - loss: 0.0006 - UP: 95.32% UR: 92.03% UF: 93.64% P: 95.26% R: 91.97% F: 93.58%
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+ 2023-02-18 23:35:50 INFO dev: loss: nan - UP: 49.25% UR: 44.38% UF: 46.69% P: 47.59% R: 42.88% F: 45.11%
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+ 2023-02-18 23:35:56 INFO test: loss: nan - UP: 44.51% UR: 41.92% UF: 43.18% P: 43.03% R: 40.52% F: 41.74%
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+ 2023-02-18 23:36:49 INFO lr: 4.9130e-05 - loss: nan - UP: 95.03% UR: 92.58% UF: 93.79% P: 95.02% R: 92.57% F: 93.78%
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+ 2023-02-18 23:36:55 INFO dev: loss: nan - UP: 59.70% UR: 33.61% UF: 43.01% P: 57.90% R: 32.60% F: 41.71%
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+ 2023-02-18 23:37:00 INFO test: loss: nan - UP: 53.98% UR: 33.38% UF: 41.25% P: 52.17% R: 32.26% F: 39.87%
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+ 2023-02-18 23:37:00 INFO 0:01:04.378370s elapsed
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+ 2023-02-18 23:37:53 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 95.83% UR: 92.18% UF: 93.97% P: 95.83% R: 92.18% F: 93.97%
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+ 2023-02-18 23:37:59 INFO dev: loss: nan - UP: 51.19% UR: 42.24% UF: 46.29% P: 49.37% R: 40.74% F: 44.64%
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+ 2023-02-18 23:38:05 INFO test: loss: nan - UP: 48.18% UR: 41.07% UF: 44.34% P: 46.49% R: 39.64% F: 42.79%
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+ 2023-02-18 23:38:58 INFO lr: 4.9110e-05 - loss: 0.0001 - UP: 96.01% UR: 94.52% UF: 95.26% P: 95.98% R: 94.50% F: 95.23%
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+ 2023-02-18 23:39:03 INFO dev: loss: nan - UP: 57.14% UR: 39.02% UF: 46.37% P: 55.53% R: 37.92% F: 45.06%
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+ 2023-02-18 23:39:09 INFO test: loss: nan - UP: 52.95% UR: 37.74% UF: 44.07% P: 51.02% R: 36.36% F: 42.46%
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+ 2023-02-18 23:39:09 INFO 0:01:04.260799s elapsed
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+ 2023-02-18 23:40:02 INFO lr: 4.9100e-05 - loss: 0.0036 - UP: 97.03% UR: 94.98% UF: 95.99% P: 97.01% R: 94.95% F: 95.97%
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+ 2023-02-18 23:40:08 INFO dev: loss: nan - UP: 54.07% UR: 40.74% UF: 46.47% P: 52.37% R: 39.46% F: 45.01%
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+ 2023-02-18 23:40:14 INFO test: loss: nan - UP: 49.72% UR: 39.78% UF: 44.20% P: 48.11% R: 38.50% F: 42.77%
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+ 2023-02-18 23:41:06 INFO lr: 4.9090e-05 - loss: 0.0007 - UP: 96.97% UR: 95.58% UF: 96.27% P: 96.97% R: 95.58% F: 96.27%
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+ 2023-02-18 23:41:12 INFO dev: loss: nan - UP: 58.25% UR: 39.35% UF: 46.97% P: 56.65% R: 38.27% F: 45.68%
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+ 2023-02-18 23:41:18 INFO test: loss: nan - UP: 52.51% UR: 37.99% UF: 44.08% P: 50.70% R: 36.68% F: 42.56%
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+ 2023-02-18 23:42:11 INFO lr: 4.9080e-05 - loss: 0.0003 - UP: 97.29% UR: 96.03% UF: 96.66% P: 97.28% R: 96.02% F: 96.64%
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+ 2023-02-18 23:42:16 INFO dev: loss: nan - UP: 55.33% UR: 42.42% UF: 48.02% P: 53.74% R: 41.21% F: 46.65%
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+ 2023-02-18 23:43:21 INFO dev: loss: nan - UP: 55.95% UR: 40.70% UF: 47.12% P: 54.00% R: 39.28% F: 45.48%
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+ 2023-02-18 23:43:26 INFO test: loss: nan - UP: 49.54% UR: 38.39% UF: 43.26% P: 47.76% R: 37.02% F: 41.71%
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+ 2023-02-18 23:44:20 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 96.36% UR: 94.28% UF: 95.31% P: 96.33% R: 94.26% F: 95.28%
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+ 2023-02-18 23:44:25 INFO dev: loss: nan - UP: 55.26% UR: 39.51% UF: 46.07% P: 53.04% R: 37.92% F: 44.22%
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+ 2023-02-18 23:45:24 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 97.09% UR: 94.03% UF: 95.53% P: 97.04% R: 93.98% F: 95.49%
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+ 2023-02-18 23:45:29 INFO dev: loss: nan - UP: 56.84% UR: 36.22% UF: 44.24% P: 54.69% R: 34.85% F: 42.57%
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+ 2023-02-18 23:45:35 INFO test: loss: nan - UP: 52.37% UR: 36.15% UF: 42.77% P: 50.57% R: 34.90% F: 41.30%
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+ 2023-02-18 23:46:28 INFO lr: 4.9040e-05 - loss: 0.0006 - UP: 94.67% UR: 91.38% UF: 92.99% P: 94.44% R: 91.16% F: 92.77%
642
+ 2023-02-18 23:46:34 INFO dev: loss: nan - UP: 47.37% UR: 44.01% UF: 45.63% P: 45.47% R: 42.24% F: 43.80%
643
+ 2023-02-18 23:46:39 INFO test: loss: nan - UP: 44.69% UR: 45.47% UF: 45.08% P: 43.16% R: 43.90% F: 43.53%
644
+ 2023-02-18 23:46:39 INFO 0:01:04.166516s elapsed
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+
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+ 2023-02-18 23:46:39 INFO Epoch 97 / 5000:
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+ 2023-02-18 23:47:32 INFO lr: 4.9030e-05 - loss: 0.0068 - UP: 91.06% UR: 86.41% UF: 88.68% P: 91.01% R: 86.37% F: 88.63%
648
+ 2023-02-18 23:47:38 INFO dev: loss: nan - UP: 58.73% UR: 36.53% UF: 45.04% P: 56.78% R: 35.31% F: 43.54%
649
+ 2023-02-18 23:47:44 INFO test: loss: nan - UP: 52.44% UR: 35.01% UF: 41.99% P: 49.65% R: 33.15% F: 39.76%
650
+ 2023-02-18 23:47:44 INFO 0:01:04.368261s elapsed
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+
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+ 2023-02-18 23:47:44 INFO Epoch 98 / 5000:
653
+ 2023-02-18 23:48:37 INFO lr: 4.9020e-05 - loss: 0.0014 - UP: 92.68% UR: 87.20% UF: 89.86% P: 92.61% R: 87.13% F: 89.79%
654
+ 2023-02-18 23:48:42 INFO dev: loss: nan - UP: 59.31% UR: 38.47% UF: 46.67% P: 57.77% R: 37.48% F: 45.46%
655
+ 2023-02-18 23:48:48 INFO test: loss: nan - UP: 52.75% UR: 36.62% UF: 43.23% P: 50.87% R: 35.31% F: 41.68%
656
+ 2023-02-18 23:48:48 INFO 0:01:04.326702s elapsed
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+
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+ 2023-02-18 23:48:48 INFO Epoch 99 / 5000:
659
+ 2023-02-18 23:49:41 INFO lr: 4.9010e-05 - loss: 0.0065 - UP: 90.64% UR: 80.79% UF: 85.43% P: 90.59% R: 80.75% F: 85.39%
660
+ 2023-02-18 23:49:47 INFO dev: loss: nan - UP: 48.61% UR: 40.48% UF: 44.17% P: 47.02% R: 39.15% F: 42.73%
661
+ 2023-02-18 23:49:53 INFO test: loss: nan - UP: 48.18% UR: 42.87% UF: 45.37% P: 46.45% R: 41.33% F: 43.74%
662
+ 2023-02-18 23:49:53 INFO 0:01:04.515494s elapsed
663
+
664
+ 2023-02-18 23:51:03 INFO Epoch 69 saved
665
+ 2023-02-18 23:51:03 INFO dev: UP: 56.91% UR: 43.83% UF: 49.52% P: 55.33% R: 42.62% F: 48.15%
666
+ 2023-02-18 23:51:03 INFO test: UP: 49.76% UR: 41.98% UF: 45.54% P: 47.81% R: 40.33% F: 43.75%
667
+ 2023-02-18 23:51:03 INFO 1:46:36.906323s elapsed, 0:01:04.615215s/epoch