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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/multibooked_eu/random20/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/random20/model_vi_multibooked_eu_berteus_6.train.log +342 -0
  4. models/multibooked_eu/random20/model_vi_multibooked_eu_infoxlm_6 +3 -0
  5. models/multibooked_eu/random20/model_vi_multibooked_eu_infoxlm_6.train.log +420 -0
  6. models/multibooked_eu/random20/model_vi_multibooked_eu_mbert_6 +3 -0
  7. models/multibooked_eu/random20/model_vi_multibooked_eu_mbert_6.train.log +570 -0
  8. models/multibooked_eu/random20/model_vi_multibooked_eu_twxlmsa_6 +3 -0
  9. models/multibooked_eu/random20/model_vi_multibooked_eu_twxlmsa_6.train.log +402 -0
  10. models/multibooked_eu/random20/model_vi_multibooked_eu_xlm_6 +3 -0
  11. models/multibooked_eu/random20/model_vi_multibooked_eu_xlm_6.train.log +366 -0
.gitattributes CHANGED
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  models/multibooked_ca/random20/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/random20/model_vi_multibooked_ca_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/random20/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
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  models/multibooked_ca/random20/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/random20/model_vi_multibooked_ca_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/random20/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/random20/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/random20/model_vi_multibooked_eu_infoxlm_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/random20/model_vi_multibooked_eu_mbert_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/random20/model_vi_multibooked_eu_twxlmsa_6 filter=lfs diff=lfs merge=lfs -text
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+ models/multibooked_eu/random20/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ 2023-04-08 12:53:08 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
7
+ nu | 0.999
8
+ 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_multibooked_eu_berteus_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/multibooked_eu/head_final/sdp_random/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/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 | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-04-08 12:53:09 INFO Building the fields
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+ 2023-04-08 12:53:12 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2023-04-08 12:53:12 INFO Building the model
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+ 2023-04-08 12:53:56 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-08 12:53:56 INFO Loading the data
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+ 2023-04-08 12:53:57 INFO
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+ train: Dataset(n_sentences=211, n_batches=30, n_buckets=30)
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+ dev: Dataset(n_sentences=29, n_batches=18, n_buckets=18)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2023-04-08 12:53:59 INFO Epoch 1 / 5000:
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+ 2023-04-08 12:54:07 INFO lr: 4.9990e-05 - loss: 0.1737 - UP: 2.48% UR: 8.07% UF: 3.80% P: 1.35% R: 4.39% F: 2.07%
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+ 2023-04-08 12:54:08 INFO dev: loss: nan - UP: 60.87% UR: 10.00% UF: 17.18% P: 60.87% R: 10.00% F: 17.18%
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+ 2023-04-08 12:54:08 INFO test: loss: nan - UP: 84.67% UR: 8.93% UF: 16.16% P: 80.67% R: 8.51% F: 15.39%
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+ 2023-04-08 12:54:15 INFO 0:00:09.003745s elapsed (saved)
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+
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+ 2023-04-08 12:54:15 INFO Epoch 2 / 5000:
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+ 2023-04-08 12:54:19 INFO lr: 4.9980e-05 - loss: 0.0645 - UP: 59.36% UR: 19.91% UF: 29.82% P: 57.22% R: 19.19% F: 28.74%
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+ 2023-04-08 12:54:20 INFO dev: loss: nan - UP: 85.71% UR: 12.86% UF: 22.36% P: 71.43% R: 10.71% F: 18.63%
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+ 2023-04-08 12:54:22 INFO test: loss: nan - UP: 73.25% UR: 12.52% UF: 21.38% P: 69.14% R: 11.81% F: 20.18%
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+ 2023-04-08 12:54:30 INFO 0:00:06.445096s elapsed (saved)
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+
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+ 2023-04-08 12:54:30 INFO Epoch 3 / 5000:
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+ 2023-04-08 12:54:33 INFO lr: 4.9970e-05 - loss: 0.1800 - UP: 61.05% UR: 34.44% UF: 44.04% P: 59.14% R: 33.36% F: 42.66%
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+ 2023-04-08 12:54:33 INFO dev: loss: nan - UP: 76.74% UR: 23.57% UF: 36.07% P: 76.74% R: 23.57% F: 36.07%
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+ 2023-04-08 12:54:34 INFO test: loss: nan - UP: 80.70% UR: 24.40% UF: 37.47% P: 77.21% R: 23.35% F: 35.85%
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+ 2023-04-08 12:54:42 INFO 0:00:04.283035s elapsed (saved)
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+
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+ 2023-04-08 12:54:42 INFO Epoch 4 / 5000:
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+ 2023-04-08 12:54:45 INFO lr: 4.9960e-05 - loss: 0.0723 - UP: 70.42% UR: 38.65% UF: 49.91% P: 69.77% R: 38.30% F: 49.45%
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+ 2023-04-08 12:54:45 INFO dev: loss: nan - UP: 83.64% UR: 32.86% UF: 47.18% P: 80.00% R: 31.43% F: 45.13%
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+ 2023-04-08 12:54:46 INFO test: loss: nan - UP: 75.58% UR: 30.03% UF: 42.98% P: 72.74% R: 28.90% F: 41.37%
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+ 2023-04-08 12:54:54 INFO 0:00:03.905670s elapsed (saved)
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+
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+ 2023-04-08 12:54:54 INFO Epoch 5 / 5000:
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+ 2023-04-08 12:54:57 INFO lr: 4.9950e-05 - loss: 0.0723 - UP: 76.98% UR: 44.39% UF: 56.31% P: 76.36% R: 44.04% F: 55.86%
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+ 2023-04-08 12:54:57 INFO dev: loss: nan - UP: 75.86% UR: 31.43% UF: 44.44% P: 75.86% R: 31.43% F: 44.44%
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+ 2023-04-08 12:54:58 INFO test: loss: nan - UP: 78.75% UR: 28.41% UF: 41.76% P: 75.05% R: 27.07% F: 39.79%
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+ 2023-04-08 12:54:58 INFO 0:00:03.874823s elapsed
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+
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+ 2023-04-08 12:54:58 INFO Epoch 6 / 5000:
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+ 2023-04-08 12:55:01 INFO lr: 4.9940e-05 - loss: 0.0254 - UP: 74.54% UR: 58.57% UF: 65.60% P: 74.32% R: 58.39% F: 65.39%
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+ 2023-04-08 12:55:01 INFO dev: loss: nan - UP: 81.36% UR: 34.29% UF: 48.24% P: 79.66% R: 33.57% F: 47.24%
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+ 2023-04-08 12:55:02 INFO test: loss: nan - UP: 79.90% UR: 32.42% UF: 46.12% P: 76.26% R: 30.94% F: 44.02%
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+ 2023-04-08 12:55:09 INFO 0:00:03.801551s elapsed (saved)
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+
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+ 2023-04-08 12:55:09 INFO Epoch 7 / 5000:
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+ 2023-04-08 12:55:12 INFO lr: 4.9930e-05 - loss: 0.0165 - UP: 83.91% UR: 63.59% UF: 72.35% P: 83.43% R: 63.23% F: 71.94%
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+ 2023-04-08 12:55:13 INFO dev: loss: nan - UP: 78.26% UR: 38.57% UF: 51.67% P: 73.91% R: 36.43% F: 48.80%
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+ 2023-04-08 12:55:13 INFO test: loss: nan - UP: 75.44% UR: 39.10% UF: 51.51% P: 71.91% R: 37.27% F: 49.10%
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+ 2023-04-08 12:55:21 INFO 0:00:03.974087s elapsed (saved)
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+
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+ 2023-04-08 12:55:21 INFO Epoch 8 / 5000:
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+ 2023-04-08 12:55:25 INFO lr: 4.9920e-05 - loss: 0.0149 - UP: 85.47% UR: 65.92% UF: 74.43% P: 85.00% R: 65.56% F: 74.03%
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+ 2023-04-08 12:55:25 INFO dev: loss: nan - UP: 64.10% UR: 53.57% UF: 58.37% P: 59.83% R: 50.00% F: 54.47%
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+ 2023-04-08 12:55:26 INFO test: loss: nan - UP: 65.09% UR: 46.41% UF: 54.19% P: 61.24% R: 43.67% F: 50.99%
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+ 2023-04-08 12:55:34 INFO 0:00:04.809718s elapsed (saved)
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+
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+ 2023-04-08 12:55:34 INFO Epoch 9 / 5000:
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+ 2023-04-08 12:55:37 INFO lr: 4.9910e-05 - loss: 0.0479 - UP: 84.77% UR: 72.38% UF: 78.08% P: 84.45% R: 72.11% F: 77.79%
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+ 2023-04-08 12:55:37 INFO dev: loss: nan - UP: 68.93% UR: 50.71% UF: 58.44% P: 63.11% R: 46.43% F: 53.50%
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+ 2023-04-08 12:55:38 INFO test: loss: nan - UP: 70.98% UR: 44.02% UF: 54.34% P: 67.35% R: 41.77% F: 51.56%
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+ 2023-04-08 12:55:38 INFO 0:00:04.377149s elapsed
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+
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+ 2023-04-08 12:55:38 INFO Epoch 10 / 5000:
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+ 2023-04-08 12:55:42 INFO lr: 4.9900e-05 - loss: nan - UP: 86.24% UR: 69.69% UF: 77.08% P: 86.13% R: 69.60% F: 76.98%
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+ 2023-04-08 12:55:42 INFO dev: loss: nan - UP: 63.33% UR: 54.29% UF: 58.46% P: 60.00% R: 51.43% F: 55.38%
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+ 2023-04-08 12:55:43 INFO test: loss: nan - UP: 63.70% UR: 47.75% UF: 54.58% P: 59.76% R: 44.80% F: 51.21%
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+ 2023-04-08 12:55:50 INFO 0:00:04.377980s elapsed (saved)
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+
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+ 2023-04-08 12:55:50 INFO Epoch 11 / 5000:
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+ 2023-04-08 12:55:53 INFO lr: 4.9890e-05 - loss: nan - UP: 89.31% UR: 74.17% UF: 81.04% P: 89.20% R: 74.08% F: 80.94%
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+ 2023-04-08 12:55:54 INFO dev: loss: nan - UP: 67.33% UR: 48.57% UF: 56.43% P: 64.36% R: 46.43% F: 53.94%
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+ 2023-04-08 12:55:55 INFO test: loss: nan - UP: 69.94% UR: 41.56% UF: 52.14% P: 66.15% R: 39.31% F: 49.32%
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+ 2023-04-08 12:55:55 INFO 0:00:04.496744s elapsed
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+
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+ 2023-04-08 12:55:55 INFO Epoch 12 / 5000:
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+ 2023-04-08 12:55:58 INFO lr: 4.9880e-05 - loss: nan - UP: 78.08% UR: 75.70% UF: 76.87% P: 77.80% R: 75.43% F: 76.59%
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+ 2023-04-08 12:55:58 INFO dev: loss: nan - UP: 77.22% UR: 43.57% UF: 55.71% P: 74.68% R: 42.14% F: 53.88%
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+ 2023-04-08 12:55:59 INFO test: loss: nan - UP: 77.62% UR: 38.05% UF: 51.06% P: 71.45% R: 35.02% F: 47.00%
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+ 2023-04-08 12:55:59 INFO 0:00:04.288096s elapsed
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+
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+ 2023-04-08 12:55:59 INFO Epoch 13 / 5000:
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+ 2023-04-08 12:56:03 INFO lr: 4.9870e-05 - loss: 0.0854 - UP: 83.77% UR: 77.31% UF: 80.41% P: 83.38% R: 76.95% F: 80.04%
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+ 2023-04-08 12:56:03 INFO dev: loss: nan - UP: 65.22% UR: 53.57% UF: 58.82% P: 60.00% R: 49.29% F: 54.12%
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+ 2023-04-08 12:56:04 INFO test: loss: nan - UP: 68.99% UR: 50.07% UF: 58.03% P: 63.86% R: 46.34% F: 53.71%
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+ 2023-04-08 12:56:04 INFO 0:00:05.520650s elapsed
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+
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+ 2023-04-08 12:56:04 INFO Epoch 14 / 5000:
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+ 2023-04-08 12:56:09 INFO lr: 4.9860e-05 - loss: 0.0113 - UP: 92.40% UR: 80.72% UF: 86.17% P: 91.99% R: 80.36% F: 85.78%
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+ 2023-04-08 12:56:10 INFO dev: loss: nan - UP: 68.29% UR: 60.00% UF: 63.88% P: 63.41% R: 55.71% F: 59.32%
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+ 2023-04-08 12:56:12 INFO test: loss: nan - UP: 63.10% UR: 52.32% UF: 57.21% P: 57.76% R: 47.89% F: 52.36%
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+ 2023-04-08 12:56:20 INFO 0:00:07.164305s elapsed (saved)
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+
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+ 2023-04-08 12:56:20 INFO Epoch 15 / 5000:
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+ 2023-04-08 12:56:23 INFO lr: 4.9850e-05 - loss: 0.0023 - UP: 92.54% UR: 83.41% UF: 87.74% P: 91.84% R: 82.78% F: 87.08%
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+ 2023-04-08 12:56:23 INFO dev: loss: nan - UP: 69.42% UR: 60.00% UF: 64.37% P: 66.94% R: 57.86% F: 62.07%
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+ 2023-04-08 12:56:24 INFO test: loss: nan - UP: 69.51% UR: 50.35% UF: 58.40% P: 65.24% R: 47.26% F: 54.81%
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+ 2023-04-08 12:56:33 INFO 0:00:04.127518s elapsed (saved)
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+ 2023-04-08 12:56:33 INFO Epoch 16 / 5000:
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+ 2023-04-08 12:56:36 INFO lr: 4.9840e-05 - loss: 0.0139 - UP: 93.42% UR: 86.55% UF: 89.85% P: 93.13% R: 86.28% F: 89.57%
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+ 2023-04-08 12:56:36 INFO dev: loss: nan - UP: 72.73% UR: 51.43% UF: 60.25% P: 68.69% R: 48.57% F: 56.90%
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+ 2023-04-08 12:56:37 INFO test: loss: nan - UP: 75.21% UR: 44.37% UF: 55.82% P: 69.49% R: 41.00% F: 51.57%
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+ 2023-04-08 12:56:37 INFO 0:00:03.963852s elapsed
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+
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+ 2023-04-08 12:56:37 INFO Epoch 17 / 5000:
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+ 2023-04-08 12:56:40 INFO lr: 4.9830e-05 - loss: 0.0115 - UP: 95.47% UR: 85.11% UF: 90.00% P: 95.27% R: 84.93% F: 89.81%
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+ 2023-04-08 12:56:40 INFO dev: loss: nan - UP: 68.75% UR: 55.00% UF: 61.11% P: 64.29% R: 51.43% F: 57.14%
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+ 2023-04-08 12:56:42 INFO test: loss: nan - UP: 72.57% UR: 48.73% UF: 58.31% P: 68.17% R: 45.78% F: 54.77%
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+ 2023-04-08 12:56:42 INFO 0:00:04.967865s elapsed
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+
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+ 2023-04-08 12:56:42 INFO Epoch 18 / 5000:
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+ 2023-04-08 12:56:46 INFO lr: 4.9820e-05 - loss: 0.0093 - UP: 94.52% UR: 83.50% UF: 88.67% P: 94.21% R: 83.23% F: 88.38%
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+ 2023-04-08 12:56:47 INFO dev: loss: nan - UP: 73.58% UR: 55.71% UF: 63.41% P: 69.81% R: 52.86% F: 60.16%
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+ 2023-04-08 12:56:47 INFO test: loss: nan - UP: 69.12% UR: 49.44% UF: 57.65% P: 64.21% R: 45.92% F: 53.55%
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+ 2023-04-08 12:56:47 INFO 0:00:05.850885s elapsed
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+
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+ 2023-04-08 12:56:47 INFO Epoch 19 / 5000:
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+ 2023-04-08 12:56:51 INFO lr: 4.9810e-05 - loss: 0.0003 - UP: 94.13% UR: 87.80% UF: 90.86% P: 94.04% R: 87.71% F: 90.77%
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+ 2023-04-08 12:56:51 INFO dev: loss: nan - UP: 78.02% UR: 50.71% UF: 61.47% P: 73.63% R: 47.86% F: 58.01%
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+ 2023-04-08 12:56:52 INFO test: loss: nan - UP: 78.24% UR: 42.48% UF: 55.06% P: 73.70% R: 40.01% F: 51.87%
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+ 2023-04-08 12:56:52 INFO 0:00:04.505340s elapsed
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+
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+ 2023-04-08 12:56:52 INFO Epoch 20 / 5000:
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+ 2023-04-08 12:56:55 INFO lr: 4.9800e-05 - loss: 0.0000 - UP: 93.64% UR: 88.43% UF: 90.96% P: 93.45% R: 88.25% F: 90.77%
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+ 2023-04-08 12:56:56 INFO dev: loss: nan - UP: 76.34% UR: 50.71% UF: 60.94% P: 73.12% R: 48.57% F: 58.37%
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+ 2023-04-08 12:56:57 INFO test: loss: nan - UP: 76.40% UR: 42.12% UF: 54.31% P: 69.77% R: 38.47% F: 49.59%
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+ 2023-04-08 12:56:57 INFO 0:00:05.180394s elapsed
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+
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+ 2023-04-08 12:56:57 INFO Epoch 21 / 5000:
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+ 2023-04-08 12:57:01 INFO lr: 4.9790e-05 - loss: 0.0001 - UP: 96.01% UR: 88.43% UF: 92.06% P: 95.91% R: 88.34% F: 91.97%
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+ 2023-04-08 12:57:02 INFO dev: loss: nan - UP: 66.40% UR: 59.29% UF: 62.64% P: 63.20% R: 56.43% F: 59.62%
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+ 2023-04-08 12:57:02 INFO test: loss: nan - UP: 69.97% UR: 52.11% UF: 59.73% P: 65.06% R: 48.45% F: 55.54%
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+ 2023-04-08 12:57:05 INFO lr: 4.9780e-05 - loss: 0.0758 - UP: 92.82% UR: 91.66% UF: 92.24% P: 92.82% R: 91.66% F: 92.24%
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+ 2023-04-08 12:57:06 INFO dev: loss: nan - UP: 69.75% UR: 59.29% UF: 64.09% P: 66.39% R: 56.43% F: 61.00%
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+ 2023-04-08 12:57:06 INFO test: loss: nan - UP: 69.35% UR: 51.41% UF: 59.05% P: 64.52% R: 47.82% F: 54.93%
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+ 2023-04-08 12:57:10 INFO dev: loss: nan - UP: 70.87% UR: 52.14% UF: 60.08% P: 66.99% R: 49.29% F: 56.79%
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+ 2023-04-08 12:57:10 INFO test: loss: nan - UP: 73.00% UR: 50.77% UF: 59.89% P: 67.75% R: 47.12% F: 55.58%
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+ 2023-04-08 12:57:10 INFO 0:00:03.825396s elapsed
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+ 2023-04-08 12:57:13 INFO lr: 4.9760e-05 - loss: 0.0019 - UP: 95.31% UR: 91.21% UF: 93.22% P: 95.03% R: 90.94% F: 92.94%
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+ 2023-04-08 12:57:14 INFO dev: loss: nan - UP: 70.64% UR: 55.00% UF: 61.85% P: 69.72% R: 54.29% F: 61.04%
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+ 2023-04-08 12:57:15 INFO test: loss: nan - UP: 73.95% UR: 49.30% UF: 59.16% P: 67.09% R: 44.73% F: 53.67%
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+ 2023-04-08 12:57:15 INFO 0:00:04.504130s elapsed
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+ 2023-04-08 12:57:18 INFO lr: 4.9750e-05 - loss: 0.0042 - UP: 97.30% UR: 90.49% UF: 93.77% P: 97.20% R: 90.40% F: 93.68%
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+ 2023-04-08 12:57:18 INFO dev: loss: nan - UP: 65.57% UR: 57.14% UF: 61.07% P: 63.93% R: 55.71% F: 59.54%
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+ 2023-04-08 12:57:19 INFO test: loss: nan - UP: 67.52% UR: 54.08% UF: 60.05% P: 61.72% R: 49.44% F: 54.90%
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+ 2023-04-08 12:57:19 INFO 0:00:04.269557s elapsed
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+ 2023-04-08 12:57:22 INFO lr: 4.9740e-05 - loss: 0.0058 - UP: 89.75% UR: 92.65% UF: 91.17% P: 89.23% R: 92.11% F: 90.64%
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+ 2023-04-08 12:57:22 INFO dev: loss: nan - UP: 74.73% UR: 48.57% UF: 58.87% P: 71.43% R: 46.43% F: 56.28%
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+ 2023-04-08 12:57:23 INFO test: loss: nan - UP: 78.08% UR: 44.09% UF: 56.36% P: 72.10% R: 40.72% F: 52.04%
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+ 2023-04-08 12:57:23 INFO 0:00:03.832695s elapsed
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+ 2023-04-08 12:57:26 INFO lr: 4.9730e-05 - loss: 0.0016 - UP: 95.53% UR: 88.07% UF: 91.65% P: 95.53% R: 88.07% F: 91.65%
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+ 2023-04-08 12:57:26 INFO dev: loss: nan - UP: 64.62% UR: 60.00% UF: 62.22% P: 61.54% R: 57.14% F: 59.26%
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+ 2023-04-08 12:57:27 INFO test: loss: nan - UP: 67.74% UR: 53.31% UF: 59.66% P: 62.47% R: 49.16% F: 55.02%
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+ 2023-04-08 12:57:27 INFO 0:00:03.880740s elapsed
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+ 2023-04-08 12:57:30 INFO lr: 4.9720e-05 - loss: 0.0028 - UP: 92.83% UR: 91.75% UF: 92.29% P: 92.74% R: 91.66% F: 92.20%
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+ 2023-04-08 12:57:30 INFO dev: loss: nan - UP: 66.67% UR: 54.29% UF: 59.84% P: 61.40% R: 50.00% F: 55.12%
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+ 2023-04-08 12:57:31 INFO test: loss: nan - UP: 71.24% UR: 51.90% UF: 60.05% P: 64.96% R: 47.33% F: 54.76%
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+ 2023-04-08 12:57:31 INFO 0:00:04.783351s elapsed
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+ 2023-04-08 12:57:35 INFO lr: 4.9710e-05 - loss: 0.0002 - UP: 98.37% UR: 92.29% UF: 95.23% P: 98.09% R: 92.02% F: 94.96%
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+ 2023-04-08 12:57:35 INFO dev: loss: nan - UP: 65.45% UR: 51.43% UF: 57.60% P: 60.91% R: 47.86% F: 53.60%
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+ 2023-04-08 12:57:36 INFO test: loss: nan - UP: 71.98% UR: 50.77% UF: 59.55% P: 65.50% R: 46.20% F: 54.19%
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+ 2023-04-08 12:57:36 INFO 0:00:04.129136s elapsed
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+ 2023-04-08 12:57:36 INFO Epoch 30 / 5000:
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+ 2023-04-08 12:57:38 INFO lr: 4.9700e-05 - loss: nan - UP: 92.09% UR: 91.84% UF: 91.96% P: 91.46% R: 91.21% F: 91.33%
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+ 2023-04-08 12:57:39 INFO dev: loss: nan - UP: 64.75% UR: 56.43% UF: 60.31% P: 61.48% R: 53.57% F: 57.25%
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+ 2023-04-08 12:57:39 INFO test: loss: nan - UP: 72.87% UR: 49.30% UF: 58.81% P: 68.40% R: 46.27% F: 55.20%
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+ 2023-04-08 12:57:39 INFO 0:00:03.812382s elapsed
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+
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+ 2023-04-08 12:57:39 INFO Epoch 31 / 5000:
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+ 2023-04-08 12:57:42 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 96.97% UR: 88.88% UF: 92.75% P: 96.38% R: 88.34% F: 92.19%
251
+ 2023-04-08 12:57:43 INFO dev: loss: nan - UP: 70.09% UR: 53.57% UF: 60.73% P: 67.29% R: 51.43% F: 58.30%
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+ 2023-04-08 12:57:43 INFO test: loss: nan - UP: 72.18% UR: 48.17% UF: 57.78% P: 67.23% R: 44.87% F: 53.82%
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+ 2023-04-08 12:57:43 INFO 0:00:04.085872s elapsed
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+
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+ 2023-04-08 12:57:43 INFO Epoch 32 / 5000:
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+ 2023-04-08 12:57:47 INFO lr: 4.9680e-05 - loss: 0.0023 - UP: 91.39% UR: 90.49% UF: 90.94% P: 91.30% R: 90.40% F: 90.85%
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+ 2023-04-08 12:57:47 INFO dev: loss: nan - UP: 66.67% UR: 55.71% UF: 60.70% P: 64.10% R: 53.57% F: 58.37%
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+ 2023-04-08 12:57:48 INFO test: loss: nan - UP: 69.35% UR: 52.18% UF: 59.55% P: 64.30% R: 48.38% F: 55.22%
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+ 2023-04-08 12:57:48 INFO 0:00:04.726358s elapsed
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+ 2023-04-08 12:57:48 INFO Epoch 33 / 5000:
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+ 2023-04-08 12:57:51 INFO lr: 4.9670e-05 - loss: 0.0169 - UP: 95.27% UR: 88.43% UF: 91.72% P: 95.17% R: 88.34% F: 91.63%
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+ 2023-04-08 12:57:51 INFO dev: loss: nan - UP: 65.49% UR: 52.86% UF: 58.50% P: 62.83% R: 50.71% F: 56.13%
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+ 2023-04-08 12:57:52 INFO test: loss: nan - UP: 71.59% UR: 48.38% UF: 57.74% P: 66.60% R: 45.01% F: 53.71%
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+ 2023-04-08 12:57:52 INFO 0:00:03.863695s elapsed
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+
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+ 2023-04-08 12:57:52 INFO Epoch 34 / 5000:
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+ 2023-04-08 12:57:55 INFO lr: 4.9660e-05 - loss: 0.0000 - UP: 94.91% UR: 90.31% UF: 92.56% P: 94.63% R: 90.04% F: 92.28%
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+ 2023-04-08 12:57:55 INFO dev: loss: nan - UP: 65.71% UR: 49.29% UF: 56.33% P: 64.76% R: 48.57% F: 55.51%
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+ 2023-04-08 12:57:56 INFO test: loss: nan - UP: 69.16% UR: 46.84% UF: 55.85% P: 64.38% R: 43.60% F: 51.99%
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+ 2023-04-08 12:57:56 INFO 0:00:03.833910s elapsed
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+
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+ 2023-04-08 12:57:56 INFO Epoch 35 / 5000:
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+ 2023-04-08 12:57:59 INFO lr: 4.9650e-05 - loss: 0.0055 - UP: 97.24% UR: 88.52% UF: 92.68% P: 96.65% R: 87.98% F: 92.11%
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+ 2023-04-08 12:57:59 INFO dev: loss: nan - UP: 65.25% UR: 55.00% UF: 59.69% P: 60.17% R: 50.71% F: 55.04%
276
+ 2023-04-08 12:58:00 INFO test: loss: nan - UP: 66.40% UR: 51.97% UF: 58.30% P: 59.84% R: 46.84% F: 52.54%
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+ 2023-04-08 12:58:00 INFO 0:00:04.304380s elapsed
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+ 2023-04-08 12:58:00 INFO Epoch 36 / 5000:
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+ 2023-04-08 12:58:04 INFO lr: 4.9640e-05 - loss: 0.0104 - UP: 96.37% UR: 90.40% UF: 93.29% P: 96.27% R: 90.31% F: 93.20%
281
+ 2023-04-08 12:58:04 INFO dev: loss: nan - UP: 71.28% UR: 47.86% UF: 57.26% P: 64.89% R: 43.57% F: 52.14%
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+ 2023-04-08 12:58:05 INFO test: loss: nan - UP: 76.26% UR: 46.98% UF: 58.14% P: 72.03% R: 44.37% F: 54.92%
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+ 2023-04-08 12:58:05 INFO 0:00:04.457618s elapsed
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+ 2023-04-08 12:58:05 INFO Epoch 37 / 5000:
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+ 2023-04-08 12:58:08 INFO lr: 4.9630e-05 - loss: 0.0027 - UP: 96.62% UR: 92.29% UF: 94.40% P: 96.43% R: 92.11% F: 94.22%
287
+ 2023-04-08 12:58:08 INFO dev: loss: nan - UP: 74.71% UR: 46.43% UF: 57.27% P: 67.82% R: 42.14% F: 51.98%
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+ 2023-04-08 12:58:08 INFO test: loss: nan - UP: 80.05% UR: 43.46% UF: 56.34% P: 75.13% R: 40.79% F: 52.87%
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+ 2023-04-08 12:58:08 INFO 0:00:03.832233s elapsed
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+ 2023-04-08 12:58:11 INFO lr: 4.9620e-05 - loss: 0.0009 - UP: 96.99% UR: 92.47% UF: 94.67% P: 96.80% R: 92.29% F: 94.49%
293
+ 2023-04-08 12:58:12 INFO dev: loss: nan - UP: 72.22% UR: 46.43% UF: 56.52% P: 68.89% R: 44.29% F: 53.91%
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+ 2023-04-08 12:58:12 INFO test: loss: nan - UP: 77.32% UR: 43.88% UF: 55.99% P: 72.74% R: 41.28% F: 52.67%
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+ 2023-04-08 12:58:12 INFO 0:00:03.849838s elapsed
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+ 2023-04-08 12:58:16 INFO lr: 4.9610e-05 - loss: 0.0103 - UP: 96.58% UR: 93.63% UF: 95.08% P: 96.58% R: 93.63% F: 95.08%
299
+ 2023-04-08 12:58:16 INFO dev: loss: nan - UP: 77.38% UR: 46.43% UF: 58.04% P: 73.81% R: 44.29% F: 55.36%
300
+ 2023-04-08 12:58:17 INFO test: loss: nan - UP: 75.34% UR: 42.76% UF: 54.55% P: 70.51% R: 40.01% F: 51.05%
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+ 2023-04-08 12:58:17 INFO 0:00:04.497137s elapsed
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+ 2023-04-08 12:58:20 INFO lr: 4.9600e-05 - loss: 0.0014 - UP: 98.38% UR: 92.56% UF: 95.38% P: 98.28% R: 92.47% F: 95.29%
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+ 2023-04-08 12:58:20 INFO dev: loss: nan - UP: 62.50% UR: 50.00% UF: 55.56% P: 59.82% R: 47.86% F: 53.17%
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+ 2023-04-08 12:58:21 INFO test: loss: nan - UP: 67.17% UR: 53.38% UF: 59.48% P: 62.65% R: 49.79% F: 55.49%
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+ 2023-04-08 12:58:21 INFO 0:00:04.278291s elapsed
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+ 2023-04-08 12:58:24 INFO lr: 4.9590e-05 - loss: 0.0215 - UP: 95.23% UR: 93.18% UF: 94.20% P: 95.23% R: 93.18% F: 94.20%
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+ 2023-04-08 12:58:24 INFO dev: loss: nan - UP: 63.48% UR: 52.14% UF: 57.25% P: 60.00% R: 49.29% F: 54.12%
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+ 2023-04-08 12:58:25 INFO test: loss: nan - UP: 70.58% UR: 49.93% UF: 58.48% P: 65.81% R: 46.55% F: 54.53%
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+ 2023-04-08 12:58:25 INFO 0:00:03.858917s elapsed
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+ 2023-04-08 12:58:28 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 90.37% UR: 95.96% UF: 93.08% P: 90.37% R: 95.96% F: 93.08%
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+ 2023-04-08 12:58:28 INFO dev: loss: nan - UP: 72.73% UR: 45.71% UF: 56.14% P: 67.05% R: 42.14% F: 51.75%
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+ 2023-04-08 12:58:29 INFO test: loss: nan - UP: 77.16% UR: 44.66% UF: 56.57% P: 71.08% R: 41.14% F: 52.12%
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+ 2023-04-08 12:58:29 INFO 0:00:03.859998s elapsed
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+ 2023-04-08 12:58:32 INFO lr: 4.9570e-05 - loss: 0.0055 - UP: 98.94% UR: 92.47% UF: 95.60% P: 98.85% R: 92.38% F: 95.50%
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+ 2023-04-08 12:58:33 INFO dev: loss: nan - UP: 62.81% UR: 54.29% UF: 58.24% P: 58.68% R: 50.71% F: 54.41%
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+ 2023-04-08 12:58:34 INFO test: loss: nan - UP: 65.00% UR: 54.85% UF: 59.50% P: 60.00% R: 50.63% F: 54.92%
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+ 2023-04-08 12:58:34 INFO 0:00:04.932487s elapsed
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+ 2023-04-08 12:58:37 INFO lr: 4.9560e-05 - loss: 0.0384 - UP: 94.88% UR: 94.71% UF: 94.79% P: 94.88% R: 94.71% F: 94.79%
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+ 2023-04-08 12:58:37 INFO dev: loss: nan - UP: 67.33% UR: 48.57% UF: 56.43% P: 63.37% R: 45.71% F: 53.11%
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+ 2023-04-08 12:58:38 INFO test: loss: nan - UP: 72.91% UR: 49.79% UF: 59.17% P: 67.66% R: 46.20% F: 54.91%
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+ 2023-04-08 12:58:38 INFO 0:00:04.014884s elapsed
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+ 2023-04-08 12:58:41 INFO lr: 4.9550e-05 - loss: 0.0144 - UP: 98.48% UR: 93.27% UF: 95.81% P: 98.48% R: 93.27% F: 95.81%
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+ 2023-04-08 12:58:41 INFO dev: loss: nan - UP: 65.77% UR: 52.14% UF: 58.17% P: 61.26% R: 48.57% F: 54.18%
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+ 2023-04-08 12:58:42 INFO test: loss: nan - UP: 68.19% UR: 52.32% UF: 59.21% P: 63.34% R: 48.59% F: 54.99%
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+ 2023-04-08 12:58:42 INFO 0:00:03.878208s elapsed
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+
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+ 2023-04-08 12:59:13 INFO Epoch 15 saved
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+ 2023-04-08 12:59:13 INFO dev: UP: 69.42% UR: 60.00% UF: 64.37% P: 66.94% R: 57.86% F: 62.07%
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+ 2023-04-08 12:59:13 INFO test: UP: 69.51% UR: 50.35% UF: 58.40% P: 65.24% R: 47.26% F: 54.81%
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+ 2023-04-08 12:59:13 INFO 0:03:23.508477s elapsed, 0:00:04.522411s/epoch
models/multibooked_eu/random20/model_vi_multibooked_eu_infoxlm_6 ADDED
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1
+ 2023-04-08 12:59:23 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_multibooked_eu_infoxlm_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/multibooked_eu/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/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 | microsoft/infoxlm-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-08 12:59:23 INFO Building the fields
39
+ 2023-04-08 12:59:28 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 12:59:28 INFO Building the model
44
+ 2023-04-08 13:00:05 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(microsoft/infoxlm-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)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-08 13:00:05 INFO Loading the data
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+ 2023-04-08 13:00:06 INFO
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+ train: Dataset(n_sentences=211, n_batches=30, n_buckets=30)
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+ dev: Dataset(n_sentences=29, n_batches=18, n_buckets=18)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2023-04-08 13:00:09 INFO Epoch 1 / 5000:
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+ 2023-04-08 13:00:17 INFO lr: 4.9990e-05 - loss: 0.2232 - UP: 3.94% UR: 5.47% UF: 4.58% P: 1.23% R: 1.70% F: 1.43%
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+ 2023-04-08 13:00:17 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-08 13:00:18 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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+ 2023-04-08 13:00:18 INFO 0:00:08.891602s elapsed
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+ 2023-04-08 13:00:23 INFO lr: 4.9980e-05 - loss: 0.0951 - UP: 3.53% UR: 0.27% UF: 0.50% P: 2.35% R: 0.18% F: 0.33%
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+ 2023-04-08 13:00:23 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-08 13:00:24 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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+ 2023-04-08 13:00:24 INFO 0:00:05.878834s elapsed
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+ 2023-04-08 13:00:29 INFO lr: 4.9970e-05 - loss: 0.1142 - UP: 51.72% UR: 1.35% UF: 2.62% P: 48.28% R: 1.26% F: 2.45%
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+ 2023-04-08 13:00:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-08 13:00:30 INFO test: loss: nan - UP: 100.00% UR: 0.07% UF: 0.14% P: 100.00% R: 0.07% F: 0.14%
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+ 2023-04-08 13:00:30 INFO 0:00:05.644970s elapsed
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+ 2023-04-08 13:00:35 INFO lr: 4.9960e-05 - loss: nan - UP: 56.25% UR: 4.84% UF: 8.92% P: 52.08% R: 4.48% F: 8.26%
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+ 2023-04-08 13:00:35 INFO dev: loss: nan - UP: 54.55% UR: 25.71% UF: 34.95% P: 51.52% R: 24.29% F: 33.01%
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+ 2023-04-08 13:00:36 INFO test: loss: nan - UP: 60.86% UR: 22.86% UF: 33.23% P: 53.75% R: 20.18% F: 29.35%
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+ 2023-04-08 13:00:55 INFO 0:00:06.460117s elapsed (saved)
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+ 2023-04-08 13:00:59 INFO lr: 4.9950e-05 - loss: 0.1748 - UP: 61.92% UR: 14.44% UF: 23.42% P: 55.38% R: 12.91% F: 20.95%
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+ 2023-04-08 13:01:00 INFO dev: loss: nan - UP: 58.73% UR: 26.43% UF: 36.45% P: 53.97% R: 24.29% F: 33.50%
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+ 2023-04-08 13:01:00 INFO test: loss: nan - UP: 63.56% UR: 22.57% UF: 33.32% P: 56.04% R: 19.90% F: 29.37%
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+ 2023-04-08 13:01:19 INFO 0:00:05.662943s elapsed (saved)
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+
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+ 2023-04-08 13:01:24 INFO lr: 4.9940e-05 - loss: 0.0189 - UP: 64.96% UR: 20.45% UF: 31.11% P: 58.97% R: 18.57% F: 28.24%
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+ 2023-04-08 13:01:24 INFO dev: loss: nan - UP: 60.00% UR: 38.57% UF: 46.96% P: 55.56% R: 35.71% F: 43.48%
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+ 2023-04-08 13:01:25 INFO test: loss: nan - UP: 56.51% UR: 33.26% UF: 41.88% P: 48.75% R: 28.69% F: 36.12%
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+ 2023-04-08 13:01:44 INFO 0:00:06.515171s elapsed (saved)
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+ 2023-04-08 13:01:48 INFO lr: 4.9930e-05 - loss: 0.0123 - UP: 67.10% UR: 23.41% UF: 34.71% P: 60.93% R: 21.26% F: 31.52%
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+ 2023-04-08 13:01:48 INFO dev: loss: nan - UP: 70.00% UR: 25.00% UF: 36.84% P: 66.00% R: 23.57% F: 34.74%
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+ 2023-04-08 13:01:49 INFO test: loss: nan - UP: 75.87% UR: 21.45% UF: 33.44% P: 67.91% R: 19.20% F: 29.93%
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+ 2023-04-08 13:01:49 INFO 0:00:05.618062s elapsed
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+
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+ 2023-04-08 13:01:54 INFO lr: 4.9920e-05 - loss: 0.1460 - UP: 69.47% UR: 24.48% UF: 36.21% P: 64.38% R: 22.69% F: 33.55%
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+ 2023-04-08 13:01:55 INFO dev: loss: nan - UP: 56.00% UR: 40.00% UF: 46.67% P: 54.00% R: 38.57% F: 45.00%
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+ 2023-04-08 13:01:57 INFO test: loss: nan - UP: 58.97% UR: 36.08% UF: 44.76% P: 53.10% R: 32.49% F: 40.31%
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+ 2023-04-08 13:02:15 INFO 0:00:07.551693s elapsed (saved)
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+ 2023-04-08 13:02:15 INFO Epoch 9 / 5000:
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+ 2023-04-08 13:02:20 INFO lr: 4.9910e-05 - loss: 0.1203 - UP: 69.92% UR: 29.60% UF: 41.59% P: 66.74% R: 28.25% F: 39.70%
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+ 2023-04-08 13:02:20 INFO dev: loss: nan - UP: 61.54% UR: 40.00% UF: 48.48% P: 57.14% R: 37.14% F: 45.02%
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+ 2023-04-08 13:02:21 INFO test: loss: nan - UP: 60.26% UR: 38.82% UF: 47.22% P: 54.37% R: 35.02% F: 42.60%
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+ 2023-04-08 13:02:40 INFO 0:00:05.685475s elapsed (saved)
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+
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+ 2023-04-08 13:02:40 INFO Epoch 10 / 5000:
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+ 2023-04-08 13:02:45 INFO lr: 4.9900e-05 - loss: 0.0213 - UP: 69.06% UR: 33.63% UF: 45.24% P: 65.93% R: 32.11% F: 43.18%
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+ 2023-04-08 13:02:45 INFO dev: loss: nan - UP: 63.64% UR: 20.00% UF: 30.43% P: 63.64% R: 20.00% F: 30.43%
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+ 2023-04-08 13:02:46 INFO test: loss: nan - UP: 67.86% UR: 22.57% UF: 33.88% P: 62.79% R: 20.89% F: 31.35%
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+ 2023-04-08 13:02:46 INFO 0:00:06.366218s elapsed
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+ 2023-04-08 13:02:46 INFO Epoch 11 / 5000:
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+ 2023-04-08 13:02:51 INFO lr: 4.9890e-05 - loss: 0.0165 - UP: 74.79% UR: 31.66% UF: 44.49% P: 71.19% R: 30.13% F: 42.34%
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+ 2023-04-08 13:02:52 INFO dev: loss: nan - UP: 65.88% UR: 40.00% UF: 49.78% P: 63.53% R: 38.57% F: 48.00%
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+ 2023-04-08 13:02:53 INFO test: loss: nan - UP: 63.11% UR: 37.41% UF: 46.98% P: 56.70% R: 33.61% F: 42.21%
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+ 2023-04-08 13:03:12 INFO 0:00:06.904808s elapsed (saved)
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+
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+ 2023-04-08 13:03:12 INFO Epoch 12 / 5000:
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+ 2023-04-08 13:03:17 INFO lr: 4.9880e-05 - loss: 0.0266 - UP: 71.89% UR: 34.17% UF: 46.32% P: 70.38% R: 33.45% F: 45.35%
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+ 2023-04-08 13:03:18 INFO dev: loss: nan - UP: 61.00% UR: 43.57% UF: 50.83% P: 60.00% R: 42.86% F: 50.00%
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+ 2023-04-08 13:03:18 INFO test: loss: nan - UP: 58.61% UR: 45.01% UF: 50.91% P: 53.75% R: 41.28% F: 46.70%
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+ 2023-04-08 13:03:37 INFO 0:00:06.209009s elapsed (saved)
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+ 2023-04-08 13:03:37 INFO Epoch 13 / 5000:
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+ 2023-04-08 13:03:41 INFO lr: 4.9870e-05 - loss: 0.0647 - UP: 73.19% UR: 41.61% UF: 53.06% P: 71.29% R: 40.54% F: 51.69%
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+ 2023-04-08 13:03:42 INFO dev: loss: nan - UP: 69.01% UR: 35.00% UF: 46.45% P: 67.61% R: 34.29% F: 45.50%
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+ 2023-04-08 13:03:42 INFO test: loss: nan - UP: 68.79% UR: 33.47% UF: 45.03% P: 63.58% R: 30.94% F: 41.63%
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+ 2023-04-08 13:03:42 INFO 0:00:05.714648s elapsed
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+ 2023-04-08 13:03:42 INFO Epoch 14 / 5000:
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+ 2023-04-08 13:03:48 INFO lr: 4.9860e-05 - loss: 0.0047 - UP: 68.82% UR: 41.17% UF: 51.52% P: 67.02% R: 40.09% F: 50.17%
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+ 2023-04-08 13:03:49 INFO dev: loss: nan - UP: 71.21% UR: 33.57% UF: 45.63% P: 68.18% R: 32.14% F: 43.69%
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+ 2023-04-08 13:03:50 INFO test: loss: nan - UP: 71.86% UR: 30.17% UF: 42.50% P: 66.16% R: 27.78% F: 39.13%
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+ 2023-04-08 13:03:50 INFO 0:00:08.064803s elapsed
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+ 2023-04-08 13:03:50 INFO Epoch 15 / 5000:
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+ 2023-04-08 13:03:56 INFO lr: 4.9850e-05 - loss: 0.0196 - UP: 75.38% UR: 39.55% UF: 51.88% P: 72.99% R: 38.30% F: 50.24%
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+ 2023-04-08 13:03:57 INFO dev: loss: nan - UP: 63.27% UR: 44.29% UF: 52.10% P: 62.24% R: 43.57% F: 51.26%
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+ 2023-04-08 13:03:58 INFO test: loss: nan - UP: 59.00% UR: 44.73% UF: 50.88% P: 53.34% R: 40.44% F: 46.00%
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+ 2023-04-08 13:04:19 INFO 0:00:07.533124s elapsed (saved)
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+
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+ 2023-04-08 13:04:19 INFO Epoch 16 / 5000:
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+ 2023-04-08 13:04:24 INFO lr: 4.9840e-05 - loss: 0.2350 - UP: 81.83% UR: 44.04% UF: 57.26% P: 80.33% R: 43.23% F: 56.21%
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+ 2023-04-08 13:04:24 INFO dev: loss: nan - UP: 45.39% UR: 49.29% UF: 47.26% P: 42.76% R: 46.43% F: 44.52%
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+ 2023-04-08 13:04:25 INFO test: loss: nan - UP: 51.75% UR: 51.90% UF: 51.83% P: 46.98% R: 47.12% F: 47.05%
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+ 2023-04-08 13:04:25 INFO 0:00:06.024216s elapsed
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+ 2023-04-08 13:04:25 INFO Epoch 17 / 5000:
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+ 2023-04-08 13:04:30 INFO lr: 4.9830e-05 - loss: 0.0432 - UP: 83.06% UR: 50.58% UF: 62.88% P: 82.47% R: 50.22% F: 62.43%
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+ 2023-04-08 13:04:30 INFO dev: loss: nan - UP: 67.65% UR: 49.29% UF: 57.02% P: 62.75% R: 45.71% F: 52.89%
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+ 2023-04-08 13:04:32 INFO test: loss: nan - UP: 63.48% UR: 48.17% UF: 54.78% P: 57.00% R: 43.25% F: 49.18%
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+ 2023-04-08 13:04:52 INFO 0:00:07.384702s elapsed (saved)
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+
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+ 2023-04-08 13:04:52 INFO Epoch 18 / 5000:
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+ 2023-04-08 13:04:57 INFO lr: 4.9820e-05 - loss: 0.0414 - UP: 84.23% UR: 53.63% UF: 65.53% P: 83.52% R: 53.18% F: 64.99%
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+ 2023-04-08 13:04:57 INFO dev: loss: nan - UP: 60.42% UR: 41.43% UF: 49.15% P: 57.29% R: 39.29% F: 46.61%
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+ 2023-04-08 13:04:58 INFO test: loss: nan - UP: 63.23% UR: 43.18% UF: 51.32% P: 56.85% R: 38.82% F: 46.13%
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+ 2023-04-08 13:04:58 INFO 0:00:05.849050s elapsed
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+ 2023-04-08 13:05:04 INFO lr: 4.9810e-05 - loss: 0.0258 - UP: 78.87% UR: 54.89% UF: 64.73% P: 77.96% R: 54.26% F: 63.99%
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+ 2023-04-08 13:05:04 INFO dev: loss: nan - UP: 75.68% UR: 40.00% UF: 52.34% P: 75.68% R: 40.00% F: 52.34%
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+ 2023-04-08 13:05:07 INFO test: loss: nan - UP: 71.18% UR: 39.94% UF: 51.17% P: 66.29% R: 37.20% F: 47.66%
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+ 2023-04-08 13:05:07 INFO 0:00:08.426262s elapsed
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+ 2023-04-08 13:05:14 INFO lr: 4.9800e-05 - loss: 0.0783 - UP: 83.82% UR: 51.57% UF: 63.85% P: 82.80% R: 50.94% F: 63.08%
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+ 2023-04-08 13:05:14 INFO dev: loss: nan - UP: 56.76% UR: 45.00% UF: 50.20% P: 54.95% R: 43.57% F: 48.61%
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+ 2023-04-08 13:05:15 INFO test: loss: nan - UP: 56.85% UR: 50.77% UF: 53.64% P: 50.08% R: 44.73% F: 47.25%
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+ 2023-04-08 13:05:15 INFO 0:00:08.767533s elapsed
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+ 2023-04-08 13:05:15 INFO Epoch 21 / 5000:
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+ 2023-04-08 13:05:22 INFO lr: 4.9790e-05 - loss: 0.0402 - UP: 83.64% UR: 49.51% UF: 62.20% P: 81.97% R: 48.52% F: 60.96%
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+ 2023-04-08 13:05:23 INFO dev: loss: nan - UP: 60.71% UR: 48.57% UF: 53.97% P: 58.93% R: 47.14% F: 52.38%
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+ 2023-04-08 13:05:24 INFO test: loss: nan - UP: 60.48% UR: 51.55% UF: 55.66% P: 53.47% R: 45.57% F: 49.20%
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+ 2023-04-08 13:05:24 INFO 0:00:08.877786s elapsed
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+ 2023-04-08 13:05:24 INFO Epoch 22 / 5000:
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+ 2023-04-08 13:05:31 INFO lr: 4.9780e-05 - loss: nan - UP: 85.07% UR: 61.35% UF: 71.29% P: 84.08% R: 60.63% F: 70.45%
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+ 2023-04-08 13:05:32 INFO dev: loss: nan - UP: 67.71% UR: 46.43% UF: 55.08% P: 67.71% R: 46.43% F: 55.08%
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+ 2023-04-08 13:05:33 INFO test: loss: nan - UP: 65.13% UR: 47.54% UF: 54.96% P: 57.80% R: 42.19% F: 48.78%
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+ 2023-04-08 13:05:52 INFO 0:00:08.527786s elapsed (saved)
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+ 2023-04-08 13:05:56 INFO lr: 4.9770e-05 - loss: 0.0244 - UP: 84.44% UR: 63.77% UF: 72.66% P: 84.20% R: 63.59% F: 72.46%
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+ 2023-04-08 13:05:57 INFO dev: loss: nan - UP: 67.74% UR: 45.00% UF: 54.08% P: 65.59% R: 43.57% F: 52.36%
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+ 2023-04-08 13:05:57 INFO test: loss: nan - UP: 67.30% UR: 44.59% UF: 53.64% P: 59.98% R: 39.73% F: 47.80%
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+ 2023-04-08 13:05:57 INFO 0:00:05.678299s elapsed
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+ 2023-04-08 13:06:03 INFO lr: 4.9760e-05 - loss: 0.0436 - UP: 89.78% UR: 57.49% UF: 70.09% P: 88.94% R: 56.95% F: 69.44%
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+ 2023-04-08 13:06:04 INFO dev: loss: nan - UP: 58.04% UR: 59.29% UF: 58.66% P: 55.24% R: 56.43% F: 55.83%
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+ 2023-04-08 13:06:06 INFO test: loss: nan - UP: 53.25% UR: 57.10% UF: 55.11% P: 46.95% R: 50.35% F: 48.59%
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+ 2023-04-08 13:06:25 INFO 0:00:08.454043s elapsed (saved)
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+ 2023-04-08 13:06:30 INFO lr: 4.9750e-05 - loss: 0.0220 - UP: 84.76% UR: 55.87% UF: 67.35% P: 83.81% R: 55.25% F: 66.59%
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+ 2023-04-08 13:06:30 INFO dev: loss: nan - UP: 62.60% UR: 58.57% UF: 60.52% P: 57.25% R: 53.57% F: 55.35%
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+ 2023-04-08 13:06:31 INFO test: loss: nan - UP: 57.55% UR: 53.09% UF: 55.23% P: 50.84% R: 46.91% F: 48.79%
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+ 2023-04-08 13:06:31 INFO 0:00:06.824787s elapsed
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+ 2023-04-08 13:06:38 INFO lr: 4.9740e-05 - loss: 0.0207 - UP: 89.58% UR: 60.90% UF: 72.50% P: 89.05% R: 60.54% F: 72.08%
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+ 2023-04-08 13:06:38 INFO dev: loss: nan - UP: 68.42% UR: 55.71% UF: 61.42% P: 62.28% R: 50.71% F: 55.91%
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+ 2023-04-08 13:06:40 INFO test: loss: nan - UP: 62.40% UR: 54.15% UF: 57.98% P: 56.08% R: 48.66% F: 52.11%
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+ 2023-04-08 13:06:59 INFO 0:00:08.552626s elapsed (saved)
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+ 2023-04-08 13:07:04 INFO lr: 4.9730e-05 - loss: 0.1324 - UP: 93.17% UR: 57.49% UF: 71.10% P: 92.44% R: 57.04% F: 70.55%
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+ 2023-04-08 13:07:04 INFO dev: loss: nan - UP: 64.66% UR: 53.57% UF: 58.59% P: 61.21% R: 50.71% F: 55.47%
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+ 2023-04-08 13:07:05 INFO test: loss: nan - UP: 64.03% UR: 54.08% UF: 58.64% P: 58.20% R: 49.16% F: 53.30%
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+ 2023-04-08 13:07:10 INFO lr: 4.9720e-05 - loss: 0.0444 - UP: 89.66% UR: 66.91% UF: 76.63% P: 88.94% R: 66.37% F: 76.01%
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+ 2023-04-08 13:07:11 INFO dev: loss: nan - UP: 67.18% UR: 62.86% UF: 64.94% P: 64.12% R: 60.00% F: 61.99%
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+ 2023-04-08 13:07:12 INFO test: loss: nan - UP: 57.71% UR: 55.27% UF: 56.47% P: 51.62% R: 49.44% F: 50.50%
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+ 2023-04-08 13:07:31 INFO 0:00:07.392536s elapsed (saved)
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+ 2023-04-08 13:07:36 INFO lr: 4.9710e-05 - loss: 0.0262 - UP: 92.31% UR: 64.57% UF: 75.99% P: 89.87% R: 62.87% F: 73.98%
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+ 2023-04-08 13:07:36 INFO dev: loss: nan - UP: 72.00% UR: 51.43% UF: 60.00% P: 62.00% R: 44.29% F: 51.67%
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+ 2023-04-08 13:07:37 INFO test: loss: nan - UP: 63.03% UR: 50.84% UF: 56.29% P: 55.88% R: 45.08% F: 49.90%
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+ 2023-04-08 13:07:37 INFO 0:00:05.740924s elapsed
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+ 2023-04-08 13:07:42 INFO lr: 4.9700e-05 - loss: 0.0513 - UP: 91.29% UR: 64.84% UF: 75.83% P: 88.89% R: 63.14% F: 73.83%
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+ 2023-04-08 13:07:43 INFO dev: loss: nan - UP: 62.20% UR: 56.43% UF: 59.18% P: 58.27% R: 52.86% F: 55.43%
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+ 2023-04-08 13:07:44 INFO test: loss: nan - UP: 58.64% UR: 58.02% UF: 58.32% P: 51.60% R: 51.05% F: 51.33%
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+ 2023-04-08 13:07:44 INFO 0:00:06.711423s elapsed
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+ 2023-04-08 13:07:50 INFO lr: 4.9690e-05 - loss: 0.0365 - UP: 91.87% UR: 61.79% UF: 73.89% P: 91.20% R: 61.35% F: 73.35%
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+ 2023-04-08 13:07:50 INFO dev: loss: nan - UP: 59.23% UR: 55.00% UF: 57.04% P: 55.38% R: 51.43% F: 53.33%
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+ 2023-04-08 13:07:51 INFO test: loss: nan - UP: 61.06% UR: 57.67% UF: 59.31% P: 53.91% R: 50.91% F: 52.37%
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+ 2023-04-08 13:07:57 INFO dev: loss: nan - UP: 62.77% UR: 61.43% UF: 62.09% P: 58.39% R: 57.14% F: 57.76%
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+ 2023-04-08 13:08:05 INFO dev: loss: nan - UP: 55.41% UR: 62.14% UF: 58.59% P: 50.96% R: 57.14% F: 53.87%
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+ 2023-04-08 13:08:06 INFO test: loss: nan - UP: 57.49% UR: 60.97% UF: 59.18% P: 50.86% R: 53.94% F: 52.35%
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+ 2023-04-08 13:08:11 INFO lr: 4.9660e-05 - loss: 0.0728 - UP: 91.94% UR: 63.41% UF: 75.05% P: 91.68% R: 63.23% F: 74.84%
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+ 2023-04-08 13:08:12 INFO dev: loss: nan - UP: 62.50% UR: 53.57% UF: 57.69% P: 59.17% R: 50.71% F: 54.62%
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+ 2023-04-08 13:08:19 INFO lr: 4.9650e-05 - loss: 0.0659 - UP: 93.52% UR: 71.21% UF: 80.86% P: 93.29% R: 71.03% F: 80.65%
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+ 2023-04-08 13:08:19 INFO dev: loss: nan - UP: 65.62% UR: 60.00% UF: 62.69% P: 63.28% R: 57.86% F: 60.45%
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+ 2023-04-08 13:08:21 INFO test: loss: nan - UP: 62.05% UR: 53.23% UF: 57.31% P: 54.84% R: 47.05% F: 50.64%
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+ 2023-04-08 13:08:21 INFO 0:00:07.979076s elapsed
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+ 2023-04-08 13:08:27 INFO lr: 4.9640e-05 - loss: 0.0128 - UP: 90.64% UR: 70.31% UF: 79.19% P: 90.40% R: 70.13% F: 78.99%
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+ 2023-04-08 13:08:27 INFO dev: loss: nan - UP: 63.85% UR: 59.29% UF: 61.48% P: 61.54% R: 57.14% F: 59.26%
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+ 2023-04-08 13:08:28 INFO test: loss: nan - UP: 58.99% UR: 57.67% UF: 58.32% P: 51.65% R: 50.49% F: 51.07%
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+ 2023-04-08 13:08:28 INFO 0:00:07.190266s elapsed
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+ 2023-04-08 13:08:33 INFO lr: 4.9630e-05 - loss: 0.1156 - UP: 93.02% UR: 70.49% UF: 80.20% P: 92.90% R: 70.40% F: 80.10%
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+ 2023-04-08 13:08:33 INFO dev: loss: nan - UP: 58.40% UR: 52.14% UF: 55.09% P: 54.40% R: 48.57% F: 51.32%
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+ 2023-04-08 13:08:34 INFO test: loss: nan - UP: 63.62% UR: 53.38% UF: 58.05% P: 55.91% R: 46.91% F: 51.01%
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+ 2023-04-08 13:08:34 INFO 0:00:06.041465s elapsed
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+ 2023-04-08 13:08:39 INFO lr: 4.9620e-05 - loss: 0.0153 - UP: 93.60% UR: 68.16% UF: 78.88% P: 93.10% R: 67.80% F: 78.46%
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+ 2023-04-08 13:08:39 INFO dev: loss: nan - UP: 65.87% UR: 59.29% UF: 62.41% P: 61.11% R: 55.00% F: 57.89%
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+ 2023-04-08 13:08:40 INFO test: loss: nan - UP: 61.69% UR: 54.01% UF: 57.59% P: 53.82% R: 47.12% F: 50.24%
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+ 2023-04-08 13:08:40 INFO 0:00:06.074125s elapsed
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+ 2023-04-08 13:08:45 INFO lr: 4.9610e-05 - loss: 0.0637 - UP: 92.09% UR: 74.17% UF: 82.17% P: 91.43% R: 73.63% F: 81.57%
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+ 2023-04-08 13:08:45 INFO dev: loss: nan - UP: 64.18% UR: 61.43% UF: 62.77% P: 58.21% R: 55.71% F: 56.93%
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+ 2023-04-08 13:08:46 INFO test: loss: nan - UP: 58.60% UR: 59.63% UF: 59.11% P: 51.55% R: 52.46% F: 52.00%
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+ 2023-04-08 13:08:46 INFO 0:00:05.642990s elapsed
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+ 2023-04-08 13:08:51 INFO lr: 4.9600e-05 - loss: 0.2040 - UP: 93.24% UR: 61.88% UF: 74.39% P: 92.97% R: 61.70% F: 74.18%
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+ 2023-04-08 13:08:51 INFO dev: loss: nan - UP: 56.69% UR: 51.43% UF: 53.93% P: 52.76% R: 47.86% F: 50.19%
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+ 2023-04-08 13:08:52 INFO test: loss: nan - UP: 63.14% UR: 52.39% UF: 57.26% P: 55.68% R: 46.20% F: 50.50%
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+ 2023-04-08 13:08:52 INFO 0:00:06.246253s elapsed
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+ 2023-04-08 13:08:57 INFO lr: 4.9590e-05 - loss: 0.0285 - UP: 92.40% UR: 69.78% UF: 79.51% P: 92.04% R: 69.51% F: 79.20%
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+ 2023-04-08 13:08:57 INFO dev: loss: nan - UP: 59.71% UR: 59.29% UF: 59.50% P: 56.83% R: 56.43% F: 56.63%
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+ 2023-04-08 13:08:58 INFO test: loss: nan - UP: 60.22% UR: 56.75% UF: 58.44% P: 54.33% R: 51.20% F: 52.72%
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+ 2023-04-08 13:08:58 INFO 0:00:05.836688s elapsed
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+ 2023-04-08 13:08:58 INFO Epoch 42 / 5000:
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+ 2023-04-08 13:09:02 INFO lr: 4.9580e-05 - loss: 0.0938 - UP: 95.62% UR: 72.47% UF: 82.45% P: 94.91% R: 71.93% F: 81.84%
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+ 2023-04-08 13:09:03 INFO dev: loss: nan - UP: 58.96% UR: 56.43% UF: 57.66% P: 54.48% R: 52.14% F: 53.28%
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+ 2023-04-08 13:09:04 INFO test: loss: nan - UP: 59.33% UR: 57.24% UF: 58.27% P: 51.46% R: 49.65% F: 50.54%
319
+ 2023-04-08 13:09:04 INFO 0:00:05.735131s elapsed
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+ 2023-04-08 13:09:04 INFO Epoch 43 / 5000:
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+ 2023-04-08 13:09:09 INFO lr: 4.9570e-05 - loss: 0.0119 - UP: 95.60% UR: 75.96% UF: 84.66% P: 95.37% R: 75.78% F: 84.46%
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+ 2023-04-08 13:09:09 INFO dev: loss: nan - UP: 57.04% UR: 57.86% UF: 57.45% P: 52.82% R: 53.57% F: 53.19%
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+ 2023-04-08 13:09:10 INFO test: loss: nan - UP: 59.86% UR: 59.35% UF: 59.60% P: 52.06% R: 51.62% F: 51.84%
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+ 2023-04-08 13:09:10 INFO 0:00:06.238419s elapsed
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+ 2023-04-08 13:09:10 INFO Epoch 44 / 5000:
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+ 2023-04-08 13:09:14 INFO lr: 4.9560e-05 - loss: nan - UP: 95.17% UR: 68.97% UF: 79.98% P: 95.17% R: 68.97% F: 79.98%
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+ 2023-04-08 13:09:15 INFO dev: loss: nan - UP: 55.71% UR: 55.71% UF: 55.71% P: 52.86% R: 52.86% F: 52.86%
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+ 2023-04-08 13:09:16 INFO test: loss: nan - UP: 59.83% UR: 58.02% UF: 58.91% P: 51.85% R: 50.28% F: 51.05%
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+ 2023-04-08 13:09:16 INFO 0:00:05.659061s elapsed
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+ 2023-04-08 13:09:16 INFO Epoch 45 / 5000:
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+ 2023-04-08 13:09:20 INFO lr: 4.9550e-05 - loss: 0.0795 - UP: 93.67% UR: 73.00% UF: 82.06% P: 93.56% R: 72.91% F: 81.96%
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+ 2023-04-08 13:09:21 INFO dev: loss: nan - UP: 59.68% UR: 52.86% UF: 56.06% P: 56.45% R: 50.00% F: 53.03%
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+ 2023-04-08 13:09:22 INFO test: loss: nan - UP: 64.54% UR: 51.83% UF: 57.49% P: 57.71% R: 46.34% F: 51.40%
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+ 2023-04-08 13:09:22 INFO 0:00:06.057370s elapsed
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+ 2023-04-08 13:09:22 INFO Epoch 46 / 5000:
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+ 2023-04-08 13:09:26 INFO lr: 4.9540e-05 - loss: 0.0011 - UP: 94.40% UR: 69.51% UF: 80.06% P: 94.15% R: 69.33% F: 79.86%
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+ 2023-04-08 13:09:27 INFO dev: loss: nan - UP: 56.93% UR: 55.71% UF: 56.32% P: 51.82% R: 50.71% F: 51.26%
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+ 2023-04-08 13:09:28 INFO test: loss: nan - UP: 62.62% UR: 53.73% UF: 57.83% P: 55.33% R: 47.47% F: 51.10%
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+ 2023-04-08 13:09:28 INFO 0:00:05.947739s elapsed
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+ 2023-04-08 13:09:28 INFO Epoch 47 / 5000:
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+ 2023-04-08 13:09:32 INFO lr: 4.9530e-05 - loss: nan - UP: 90.48% UR: 69.06% UF: 78.33% P: 90.01% R: 68.70% F: 77.92%
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+ 2023-04-08 13:09:32 INFO dev: loss: nan - UP: 53.96% UR: 53.57% UF: 53.76% P: 48.92% R: 48.57% F: 48.75%
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+ 2023-04-08 13:09:33 INFO test: loss: nan - UP: 60.82% UR: 54.57% UF: 57.52% P: 53.84% R: 48.31% F: 50.93%
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+ 2023-04-08 13:09:33 INFO 0:00:05.651333s elapsed
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+ 2023-04-08 13:09:33 INFO Epoch 48 / 5000:
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+ 2023-04-08 13:09:38 INFO lr: 4.9520e-05 - loss: 0.0148 - UP: 92.33% UR: 70.22% UF: 79.78% P: 91.86% R: 69.87% F: 79.37%
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+ 2023-04-08 13:09:39 INFO dev: loss: nan - UP: 55.00% UR: 55.00% UF: 55.00% P: 50.00% R: 50.00% F: 50.00%
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+ 2023-04-08 13:09:40 INFO test: loss: nan - UP: 57.03% UR: 56.47% UF: 56.75% P: 50.21% R: 49.72% F: 49.96%
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+ 2023-04-08 13:09:40 INFO 0:00:06.456083s elapsed
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+ 2023-04-08 13:09:40 INFO Epoch 49 / 5000:
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+ 2023-04-08 13:09:45 INFO lr: 4.9510e-05 - loss: 0.0288 - UP: 88.39% UR: 65.56% UF: 75.28% P: 87.18% R: 64.66% F: 74.25%
359
+ 2023-04-08 13:09:45 INFO dev: loss: nan - UP: 84.62% UR: 31.43% UF: 45.83% P: 82.69% R: 30.71% F: 44.79%
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+ 2023-04-08 13:09:46 INFO test: loss: nan - UP: 74.14% UR: 31.65% UF: 44.36% P: 67.22% R: 28.69% F: 40.22%
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+ 2023-04-08 13:09:46 INFO 0:00:06.016255s elapsed
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+ 2023-04-08 13:09:46 INFO Epoch 50 / 5000:
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+ 2023-04-08 13:09:50 INFO lr: 4.9500e-05 - loss: 0.0707 - UP: 86.75% UR: 67.53% UF: 75.95% P: 86.18% R: 67.09% F: 75.44%
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+ 2023-04-08 13:09:51 INFO dev: loss: nan - UP: 61.86% UR: 52.14% UF: 56.59% P: 56.78% R: 47.86% F: 51.94%
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+ 2023-04-08 13:09:52 INFO test: loss: nan - UP: 60.86% UR: 54.99% UF: 57.78% P: 53.23% R: 48.10% F: 50.54%
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+ 2023-04-08 13:09:52 INFO 0:00:05.963831s elapsed
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+ 2023-04-08 13:09:57 INFO lr: 4.9490e-05 - loss: 0.0317 - UP: 95.82% UR: 65.74% UF: 77.98% P: 95.42% R: 65.47% F: 77.66%
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+ 2023-04-08 13:09:57 INFO dev: loss: nan - UP: 55.97% UR: 53.57% UF: 54.74% P: 51.49% R: 49.29% F: 50.36%
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+ 2023-04-08 13:09:58 INFO test: loss: nan - UP: 58.97% UR: 58.72% UF: 58.84% P: 52.05% R: 51.83% F: 51.94%
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+ 2023-04-08 13:09:58 INFO 0:00:06.074442s elapsed
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+ 2023-04-08 13:10:02 INFO lr: 4.9480e-05 - loss: 0.0164 - UP: 90.62% UR: 69.33% UF: 78.56% P: 89.33% R: 68.34% F: 77.44%
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+ 2023-04-08 13:10:03 INFO dev: loss: nan - UP: 72.32% UR: 57.86% UF: 64.29% P: 66.96% R: 53.57% F: 59.52%
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+ 2023-04-08 13:10:03 INFO test: loss: nan - UP: 62.78% UR: 51.83% UF: 56.78% P: 54.26% R: 44.80% F: 49.08%
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+ 2023-04-08 13:10:03 INFO 0:00:05.628017s elapsed
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+ 2023-04-08 13:10:08 INFO lr: 4.9470e-05 - loss: 0.0153 - UP: 94.68% UR: 63.86% UF: 76.27% P: 94.02% R: 63.41% F: 75.74%
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+ 2023-04-08 13:10:09 INFO dev: loss: nan - UP: 57.14% UR: 51.43% UF: 54.14% P: 52.38% R: 47.14% F: 49.62%
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+ 2023-04-08 13:10:10 INFO test: loss: nan - UP: 57.98% UR: 56.96% UF: 57.47% P: 51.11% R: 50.21% F: 50.66%
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+ 2023-04-08 13:10:10 INFO 0:00:06.243991s elapsed
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+ 2023-04-08 13:10:10 INFO Epoch 54 / 5000:
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+ 2023-04-08 13:10:14 INFO lr: 4.9460e-05 - loss: nan - UP: 94.11% UR: 73.09% UF: 82.28% P: 93.65% R: 72.74% F: 81.88%
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+ 2023-04-08 13:10:15 INFO dev: loss: nan - UP: 60.80% UR: 54.29% UF: 57.36% P: 56.00% R: 50.00% F: 52.83%
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+ 2023-04-08 13:10:15 INFO test: loss: nan - UP: 61.27% UR: 58.30% UF: 59.75% P: 54.62% R: 51.97% F: 53.26%
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+ 2023-04-08 13:10:15 INFO 0:00:05.852097s elapsed
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+ 2023-04-08 13:10:20 INFO lr: 4.9450e-05 - loss: 0.1225 - UP: 94.71% UR: 72.29% UF: 81.99% P: 94.71% R: 72.29% F: 81.99%
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+ 2023-04-08 13:10:20 INFO dev: loss: nan - UP: 70.33% UR: 45.71% UF: 55.41% P: 63.74% R: 41.43% F: 50.22%
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+ 2023-04-08 13:10:21 INFO test: loss: nan - UP: 69.27% UR: 46.13% UF: 55.38% P: 62.51% R: 41.63% F: 49.98%
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+ 2023-04-08 13:10:21 INFO 0:00:05.750478s elapsed
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+ 2023-04-08 13:10:26 INFO lr: 4.9440e-05 - loss: 0.0035 - UP: 95.57% UR: 71.57% UF: 81.85% P: 94.85% R: 71.03% F: 81.23%
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+ 2023-04-08 13:10:27 INFO dev: loss: nan - UP: 57.39% UR: 47.14% UF: 51.76% P: 56.52% R: 46.43% F: 50.98%
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+ 2023-04-08 13:10:27 INFO test: loss: nan - UP: 65.82% UR: 52.81% UF: 58.60% P: 59.51% R: 47.75% F: 52.98%
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+ 2023-04-08 13:10:27 INFO 0:00:06.216896s elapsed
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+ 2023-04-08 13:10:32 INFO lr: 4.9430e-05 - loss: 0.2432 - UP: 96.35% UR: 71.12% UF: 81.84% P: 95.87% R: 70.76% F: 81.42%
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+ 2023-04-08 13:10:32 INFO dev: loss: nan - UP: 61.48% UR: 53.57% UF: 57.25% P: 56.56% R: 49.29% F: 52.67%
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+ 2023-04-08 13:10:33 INFO test: loss: nan - UP: 62.03% UR: 54.57% UF: 58.06% P: 55.24% R: 48.59% F: 51.70%
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+ 2023-04-08 13:10:33 INFO 0:00:05.649417s elapsed
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+ 2023-04-08 13:10:33 INFO Epoch 58 / 5000:
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+ 2023-04-08 13:10:38 INFO lr: 4.9420e-05 - loss: 0.1155 - UP: 96.11% UR: 75.34% UF: 84.46% P: 95.65% R: 74.98% F: 84.06%
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+ 2023-04-08 13:10:38 INFO dev: loss: nan - UP: 54.36% UR: 57.86% UF: 56.06% P: 49.66% R: 52.86% F: 51.21%
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+ 2023-04-08 13:10:39 INFO test: loss: nan - UP: 54.58% UR: 60.76% UF: 57.50% P: 48.83% R: 54.36% F: 51.45%
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+ 2023-04-08 13:10:39 INFO 0:00:06.099069s elapsed
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+ 2023-04-08 13:11:37 INFO Epoch 28 saved
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+ 2023-04-08 13:11:37 INFO dev: UP: 67.18% UR: 62.86% UF: 64.94% P: 64.12% R: 60.00% F: 61.99%
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+ 2023-04-08 13:11:37 INFO test: UP: 57.71% UR: 55.27% UF: 56.47% P: 51.62% R: 49.44% F: 50.50%
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+ 2023-04-08 13:11:37 INFO 0:06:22.836863s elapsed, 0:00:06.600636s/epoch
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+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/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 | bert-base-multilingual-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-04-08 13:35:11 INFO Building the fields
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+ 2023-04-08 13:35:16 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2023-04-08 13:35:16 INFO Building the model
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+ 2023-04-08 13:36:10 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-08 13:36:10 INFO Loading the data
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+ 2023-04-08 13:36:11 INFO
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+ train: Dataset(n_sentences=211, n_batches=30, n_buckets=30)
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+ dev: Dataset(n_sentences=29, n_batches=18, n_buckets=18)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2023-04-08 13:36:17 INFO Epoch 1 / 5000:
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+ 2023-04-08 13:36:27 INFO lr: 4.9990e-05 - loss: 0.2028 - UP: 3.52% UR: 7.17% UF: 4.72% P: 1.41% R: 2.87% F: 1.89%
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+ 2023-04-08 13:36:27 INFO dev: loss: nan - UP: 100.00% UR: 5.71% UF: 10.81% P: 87.50% R: 5.00% F: 9.46%
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+ 2023-04-08 13:36:28 INFO test: loss: nan - UP: 91.49% UR: 3.02% UF: 5.85% P: 82.98% R: 2.74% F: 5.31%
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+ 2023-04-08 13:36:39 INFO 0:00:10.779862s elapsed (saved)
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+
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+ 2023-04-08 13:36:43 INFO lr: 4.9980e-05 - loss: nan - UP: 61.27% UR: 11.21% UF: 18.95% P: 52.94% R: 9.69% F: 16.38%
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+ 2023-04-08 13:36:44 INFO dev: loss: nan - UP: 57.45% UR: 19.29% UF: 28.88% P: 55.32% R: 18.57% F: 27.81%
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+ 2023-04-08 13:36:45 INFO test: loss: nan - UP: 72.07% UR: 16.88% UF: 27.35% P: 64.56% R: 15.12% F: 24.50%
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+ 2023-04-08 13:36:55 INFO 0:00:05.568890s elapsed (saved)
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+
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+ 2023-04-08 13:37:00 INFO lr: 4.9970e-05 - loss: 0.0307 - UP: 48.31% UR: 27.00% UF: 34.64% P: 43.34% R: 24.22% F: 31.07%
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+ 2023-04-08 13:37:00 INFO dev: loss: nan - UP: 86.21% UR: 17.86% UF: 29.59% P: 75.86% R: 15.71% F: 26.04%
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+ 2023-04-08 13:37:01 INFO test: loss: nan - UP: 85.19% UR: 17.79% UF: 29.44% P: 78.11% R: 16.32% F: 26.99%
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+ 2023-04-08 13:37:01 INFO 0:00:05.389524s elapsed
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+
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+ 2023-04-08 13:37:05 INFO lr: 4.9960e-05 - loss: 0.1011 - UP: 58.74% UR: 37.67% UF: 45.90% P: 55.10% R: 35.34% F: 43.06%
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+ 2023-04-08 13:37:06 INFO dev: loss: nan - UP: 77.78% UR: 30.00% UF: 43.30% P: 59.26% R: 22.86% F: 32.99%
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+ 2023-04-08 13:37:07 INFO test: loss: nan - UP: 75.31% UR: 25.32% UF: 37.89% P: 64.23% R: 21.59% F: 32.32%
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+ 2023-04-08 13:37:19 INFO 0:00:06.218175s elapsed (saved)
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+
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+ 2023-04-08 13:37:22 INFO lr: 4.9950e-05 - loss: 0.0502 - UP: 73.05% UR: 42.06% UF: 53.39% P: 69.00% R: 39.73% F: 50.43%
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+ 2023-04-08 13:37:23 INFO dev: loss: nan - UP: 76.79% UR: 30.71% UF: 43.88% P: 67.86% R: 27.14% F: 38.78%
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+ 2023-04-08 13:37:23 INFO test: loss: nan - UP: 73.74% UR: 30.80% UF: 43.45% P: 67.51% R: 28.20% F: 39.78%
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+ 2023-04-08 13:37:35 INFO 0:00:04.723500s elapsed (saved)
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+
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+ 2023-04-08 13:37:39 INFO lr: 4.9940e-05 - loss: nan - UP: 63.07% UR: 51.30% UF: 56.58% P: 59.21% R: 48.16% F: 53.12%
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+ 2023-04-08 13:37:39 INFO dev: loss: nan - UP: 90.91% UR: 28.57% UF: 43.48% P: 86.36% R: 27.14% F: 41.30%
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+ 2023-04-08 13:37:40 INFO test: loss: nan - UP: 77.49% UR: 25.67% UF: 38.56% P: 71.55% R: 23.70% F: 35.60%
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+ 2023-04-08 13:37:51 INFO 0:00:04.733528s elapsed (saved)
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+
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+ 2023-04-08 13:37:55 INFO lr: 4.9930e-05 - loss: nan - UP: 83.40% UR: 53.63% UF: 65.28% P: 81.87% R: 52.65% F: 64.08%
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+ 2023-04-08 13:37:56 INFO dev: loss: nan - UP: 67.82% UR: 42.14% UF: 51.98% P: 60.92% R: 37.86% F: 46.70%
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+ 2023-04-08 13:37:57 INFO test: loss: nan - UP: 66.67% UR: 37.97% UF: 48.39% P: 60.00% R: 34.18% F: 43.55%
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+ 2023-04-08 13:38:08 INFO 0:00:05.257592s elapsed (saved)
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+
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+ 2023-04-08 13:38:08 INFO Epoch 8 / 5000:
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+ 2023-04-08 13:38:12 INFO lr: 4.9920e-05 - loss: 0.0490 - UP: 79.60% UR: 60.90% UF: 69.00% P: 78.55% R: 60.09% F: 68.09%
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+ 2023-04-08 13:38:12 INFO dev: loss: nan - UP: 65.93% UR: 42.86% UF: 51.95% P: 58.24% R: 37.86% F: 45.89%
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+ 2023-04-08 13:38:13 INFO test: loss: nan - UP: 65.07% UR: 39.17% UF: 48.90% P: 57.94% R: 34.88% F: 43.55%
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+ 2023-04-08 13:38:13 INFO 0:00:04.767747s elapsed
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+
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+ 2023-04-08 13:38:13 INFO Epoch 9 / 5000:
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+ 2023-04-08 13:38:16 INFO lr: 4.9910e-05 - loss: 0.0287 - UP: 78.65% UR: 68.07% UF: 72.98% P: 77.93% R: 67.44% F: 72.31%
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+ 2023-04-08 13:38:17 INFO dev: loss: nan - UP: 73.91% UR: 36.43% UF: 48.80% P: 66.67% R: 32.86% F: 44.02%
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+ 2023-04-08 13:38:19 INFO test: loss: nan - UP: 70.86% UR: 31.29% UF: 43.41% P: 64.01% R: 28.27% F: 39.22%
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+ 2023-04-08 13:38:19 INFO 0:00:06.123062s elapsed
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+
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+ 2023-04-08 13:38:19 INFO Epoch 10 / 5000:
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+ 2023-04-08 13:38:27 INFO lr: 4.9900e-05 - loss: 0.0270 - UP: 86.25% UR: 65.83% UF: 74.67% P: 85.90% R: 65.56% F: 74.36%
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+ 2023-04-08 13:38:28 INFO dev: loss: nan - UP: 68.09% UR: 45.71% UF: 54.70% P: 60.64% R: 40.71% F: 48.72%
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+ 2023-04-08 13:38:29 INFO test: loss: nan - UP: 65.40% UR: 41.07% UF: 50.45% P: 58.01% R: 36.43% F: 44.75%
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+ 2023-04-08 13:38:40 INFO 0:00:10.033471s elapsed (saved)
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+
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+ 2023-04-08 13:38:44 INFO lr: 4.9890e-05 - loss: 0.0125 - UP: 88.07% UR: 71.48% UF: 78.91% P: 87.18% R: 70.76% F: 78.12%
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+ 2023-04-08 13:38:45 INFO dev: loss: nan - UP: 70.41% UR: 49.29% UF: 57.98% P: 66.33% R: 46.43% F: 54.62%
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+ 2023-04-08 13:38:45 INFO test: loss: nan - UP: 61.66% UR: 46.48% UF: 53.01% P: 55.32% R: 41.70% F: 47.55%
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+ 2023-04-08 13:38:57 INFO 0:00:04.906297s elapsed (saved)
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+
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+ 2023-04-08 13:39:01 INFO lr: 4.9880e-05 - loss: 0.0074 - UP: 87.68% UR: 72.11% UF: 79.13% P: 86.26% R: 70.94% F: 77.85%
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+ 2023-04-08 13:39:01 INFO dev: loss: nan - UP: 67.90% UR: 39.29% UF: 49.77% P: 62.96% R: 36.43% F: 46.15%
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+ 2023-04-08 13:39:02 INFO test: loss: nan - UP: 68.47% UR: 35.58% UF: 46.83% P: 61.98% R: 32.21% F: 42.39%
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+ 2023-04-08 13:39:02 INFO 0:00:04.914027s elapsed
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+
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+ 2023-04-08 13:39:07 INFO lr: 4.9870e-05 - loss: 0.0519 - UP: 87.19% UR: 69.60% UF: 77.41% P: 84.94% R: 67.80% F: 75.41%
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+ 2023-04-08 13:39:08 INFO dev: loss: nan - UP: 70.45% UR: 44.29% UF: 54.39% P: 64.77% R: 40.71% F: 50.00%
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+ 2023-04-08 13:39:09 INFO test: loss: nan - UP: 64.39% UR: 39.80% UF: 49.20% P: 59.84% R: 36.99% F: 45.72%
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+ 2023-04-08 13:39:09 INFO 0:00:07.431452s elapsed
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+
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+ 2023-04-08 13:39:17 INFO lr: 4.9860e-05 - loss: 0.0123 - UP: 87.47% UR: 72.65% UF: 79.37% P: 86.50% R: 71.84% F: 78.49%
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+ 2023-04-08 13:39:18 INFO dev: loss: nan - UP: 60.71% UR: 48.57% UF: 53.97% P: 56.25% R: 45.00% F: 50.00%
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+ 2023-04-08 13:39:19 INFO test: loss: nan - UP: 59.31% UR: 46.84% UF: 52.34% P: 54.32% R: 42.90% F: 47.94%
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+ 2023-04-08 13:39:19 INFO 0:00:09.875675s elapsed
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+
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+ 2023-04-08 13:39:24 INFO lr: 4.9850e-05 - loss: 0.0473 - UP: 83.46% UR: 70.13% UF: 76.22% P: 83.24% R: 69.96% F: 76.02%
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+ 2023-04-08 13:39:24 INFO dev: loss: nan - UP: 71.87% UR: 32.86% UF: 45.10% P: 67.19% R: 30.71% F: 42.16%
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+ 2023-04-08 13:39:25 INFO test: loss: nan - UP: 73.39% UR: 33.76% UF: 46.24% P: 68.35% R: 31.43% F: 43.06%
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+ 2023-04-08 13:39:29 INFO lr: 4.9840e-05 - loss: 0.0218 - UP: 89.45% UR: 79.82% UF: 84.36% P: 89.35% R: 79.73% F: 84.27%
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+ 2023-04-08 13:39:29 INFO dev: loss: nan - UP: 66.98% UR: 50.71% UF: 57.72% P: 61.32% R: 46.43% F: 52.85%
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+ 2023-04-08 13:39:30 INFO test: loss: nan - UP: 60.62% UR: 45.15% UF: 51.75% P: 55.34% R: 41.21% F: 47.24%
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+ 2023-04-08 13:39:30 INFO 0:00:05.516611s elapsed
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+ 2023-04-08 13:39:34 INFO lr: 4.9830e-05 - loss: 0.0107 - UP: 94.12% UR: 83.23% UF: 88.34% P: 93.61% R: 82.78% F: 87.86%
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+ 2023-04-08 13:39:34 INFO dev: loss: nan - UP: 75.00% UR: 45.00% UF: 56.25% P: 71.43% R: 42.86% F: 53.57%
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+ 2023-04-08 13:39:35 INFO test: loss: nan - UP: 70.80% UR: 38.54% UF: 49.91% P: 63.95% R: 34.81% F: 45.08%
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+ 2023-04-08 13:39:39 INFO lr: 4.9820e-05 - loss: 0.0101 - UP: 93.69% UR: 83.95% UF: 88.55% P: 93.09% R: 83.41% F: 87.98%
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+ 2023-04-08 13:39:39 INFO dev: loss: nan - UP: 71.58% UR: 48.57% UF: 57.87% P: 66.32% R: 45.00% F: 53.62%
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+ 2023-04-08 13:39:40 INFO test: loss: nan - UP: 68.32% UR: 41.70% UF: 51.79% P: 62.44% R: 38.12% F: 47.34%
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+ 2023-04-08 13:39:44 INFO lr: 4.9810e-05 - loss: 0.0014 - UP: 95.86% UR: 87.26% UF: 91.36% P: 95.76% R: 87.17% F: 91.27%
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+ 2023-04-08 13:39:44 INFO dev: loss: nan - UP: 65.74% UR: 50.71% UF: 57.26% P: 61.11% R: 47.14% F: 53.23%
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+ 2023-04-08 13:39:45 INFO test: loss: nan - UP: 60.91% UR: 47.89% UF: 53.62% P: 54.56% R: 42.90% F: 48.03%
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+ 2023-04-08 13:39:49 INFO lr: 4.9800e-05 - loss: 0.0111 - UP: 93.71% UR: 88.16% UF: 90.85% P: 93.71% R: 88.16% F: 90.85%
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+ 2023-04-08 13:39:49 INFO dev: loss: nan - UP: 63.56% UR: 53.57% UF: 58.14% P: 57.63% R: 48.57% F: 52.71%
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+ 2023-04-08 13:39:54 INFO lr: 4.9790e-05 - loss: 0.0039 - UP: 96.22% UR: 89.06% UF: 92.50% P: 95.93% R: 88.79% F: 92.22%
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+ 2023-04-08 13:39:54 INFO dev: loss: nan - UP: 67.33% UR: 48.57% UF: 56.43% P: 62.38% R: 45.00% F: 52.28%
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+ 2023-04-08 13:39:55 INFO test: loss: nan - UP: 65.10% UR: 44.73% UF: 53.02% P: 59.37% R: 40.79% F: 48.35%
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+ 2023-04-08 13:39:59 INFO lr: 4.9780e-05 - loss: 0.0092 - UP: 93.44% UR: 90.67% UF: 92.03% P: 93.44% R: 90.67% F: 92.03%
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+ 2023-04-08 13:39:59 INFO dev: loss: nan - UP: 77.65% UR: 47.14% UF: 58.67% P: 71.76% R: 43.57% F: 54.22%
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+ 2023-04-08 13:40:00 INFO test: loss: nan - UP: 72.18% UR: 40.51% UF: 51.89% P: 66.92% R: 37.55% F: 48.11%
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+ 2023-04-08 13:40:04 INFO lr: 4.9770e-05 - loss: 0.0059 - UP: 97.60% UR: 87.53% UF: 92.29% P: 97.40% R: 87.35% F: 92.10%
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+ 2023-04-08 13:40:05 INFO test: loss: nan - UP: 59.15% UR: 49.79% UF: 54.07% P: 53.38% R: 44.94% F: 48.80%
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+ 2023-04-08 13:40:08 INFO lr: 4.9760e-05 - loss: 0.0207 - UP: 92.78% UR: 89.87% UF: 91.30% P: 92.78% R: 89.87% F: 91.30%
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+ 2023-04-08 13:40:10 INFO test: loss: nan - UP: 52.08% UR: 54.64% UF: 53.33% P: 45.78% R: 48.03% F: 46.88%
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+ 2023-04-08 13:40:13 INFO lr: 4.9750e-05 - loss: 0.0121 - UP: 94.20% UR: 87.35% UF: 90.65% P: 94.20% R: 87.35% F: 90.65%
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+ 2023-04-08 13:40:15 INFO test: loss: nan - UP: 70.67% UR: 43.04% UF: 53.50% P: 65.01% R: 39.59% F: 49.21%
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+ 2023-04-08 13:40:26 INFO 0:00:05.214708s elapsed (saved)
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+ 2023-04-08 13:40:30 INFO lr: 4.9740e-05 - loss: 0.0072 - UP: 94.58% UR: 87.71% UF: 91.02% P: 94.49% R: 87.62% F: 90.93%
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+ 2023-04-08 13:40:31 INFO dev: loss: nan - UP: 65.74% UR: 50.71% UF: 57.26% P: 59.26% R: 45.71% F: 51.61%
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+ 2023-04-08 13:40:32 INFO test: loss: nan - UP: 64.66% UR: 46.84% UF: 54.32% P: 58.16% R: 42.12% F: 48.86%
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+ 2023-04-08 13:40:37 INFO lr: 4.9730e-05 - loss: 0.0058 - UP: 89.66% UR: 90.22% UF: 89.94% P: 89.57% R: 90.13% F: 89.85%
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+ 2023-04-08 13:40:38 INFO dev: loss: nan - UP: 71.00% UR: 50.71% UF: 59.17% P: 65.00% R: 46.43% F: 54.17%
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+ 2023-04-08 13:40:39 INFO test: loss: nan - UP: 68.18% UR: 44.44% UF: 53.81% P: 60.84% R: 39.66% F: 48.02%
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+ 2023-04-08 13:40:45 INFO lr: 4.9720e-05 - loss: 0.0013 - UP: 98.15% UR: 90.58% UF: 94.22% P: 97.86% R: 90.31% F: 93.94%
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+ 2023-04-08 13:40:46 INFO dev: loss: nan - UP: 63.96% UR: 50.71% UF: 56.57% P: 58.56% R: 46.43% F: 51.79%
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+ 2023-04-08 13:40:49 INFO test: loss: nan - UP: 66.13% UR: 48.73% UF: 56.11% P: 58.30% R: 42.97% F: 49.47%
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+ 2023-04-08 13:40:59 INFO test: loss: nan - UP: 62.46% UR: 45.64% UF: 52.74% P: 56.21% R: 41.07% F: 47.46%
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+ 2023-04-08 13:41:24 INFO dev: loss: nan - UP: 69.47% UR: 47.14% UF: 56.17% P: 64.21% R: 43.57% F: 51.91%
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+ 2023-04-08 13:41:29 INFO dev: loss: nan - UP: 72.92% UR: 50.00% UF: 59.32% P: 65.62% R: 45.00% F: 53.39%
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+ 2023-04-08 13:41:30 INFO test: loss: nan - UP: 68.46% UR: 42.90% UF: 52.75% P: 60.72% R: 38.05% F: 46.78%
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+ 2023-04-08 13:41:34 INFO dev: loss: nan - UP: 67.00% UR: 47.86% UF: 55.83% P: 61.00% R: 43.57% F: 50.83%
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+ 2023-04-08 13:41:39 INFO dev: loss: nan - UP: 63.49% UR: 57.14% UF: 60.15% P: 57.94% R: 52.14% F: 54.89%
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+ 2023-04-08 13:41:44 INFO dev: loss: nan - UP: 70.10% UR: 48.57% UF: 57.38% P: 63.92% R: 44.29% F: 52.32%
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+ 2023-04-08 13:41:49 INFO dev: loss: nan - UP: 62.61% UR: 51.43% UF: 56.47% P: 57.39% R: 47.14% F: 51.76%
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+ 2023-04-08 13:41:50 INFO test: loss: nan - UP: 63.18% UR: 48.03% UF: 54.57% P: 56.15% R: 42.69% F: 48.50%
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+ 2023-04-08 13:41:54 INFO dev: loss: nan - UP: 66.38% UR: 55.00% UF: 60.16% P: 61.21% R: 50.71% F: 55.47%
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+ 2023-04-08 13:41:55 INFO test: loss: nan - UP: 64.01% UR: 47.40% UF: 54.46% P: 56.41% R: 41.77% F: 48.00%
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+ 2023-04-08 13:42:06 INFO 0:00:04.974248s elapsed (saved)
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+ 2023-04-08 13:42:10 INFO dev: loss: nan - UP: 60.87% UR: 50.00% UF: 54.90% P: 56.52% R: 46.43% F: 50.98%
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+ 2023-04-08 13:42:26 INFO dev: loss: nan - UP: 64.86% UR: 51.43% UF: 57.37% P: 58.56% R: 46.43% F: 51.79%
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+ 2023-04-08 13:42:27 INFO test: loss: nan - UP: 63.64% UR: 46.77% UF: 53.91% P: 55.69% R: 40.93% F: 47.18%
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+ 2023-04-08 13:42:32 INFO dev: loss: nan - UP: 67.92% UR: 51.43% UF: 58.54% P: 62.26% R: 47.14% F: 53.66%
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+ 2023-04-08 13:42:33 INFO test: loss: nan - UP: 65.29% UR: 46.84% UF: 54.55% P: 57.06% R: 40.93% F: 47.67%
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+ 2023-04-08 13:42:38 INFO dev: loss: nan - UP: 65.55% UR: 55.71% UF: 60.23% P: 59.66% R: 50.71% F: 54.83%
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+ 2023-04-08 13:42:39 INFO test: loss: nan - UP: 61.69% UR: 50.84% UF: 55.74% P: 53.92% R: 44.44% F: 48.73%
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+ 2023-04-08 13:42:43 INFO dev: loss: nan - UP: 80.23% UR: 49.29% UF: 61.06% P: 74.42% R: 45.71% F: 56.64%
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+ 2023-04-08 13:42:44 INFO test: loss: nan - UP: 71.58% UR: 41.98% UF: 52.93% P: 63.79% R: 37.41% F: 47.16%
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+ 2023-04-08 13:42:55 INFO 0:00:04.926903s elapsed (saved)
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+ 2023-04-08 13:42:59 INFO dev: loss: nan - UP: 69.52% UR: 52.14% UF: 59.59% P: 63.81% R: 47.86% F: 54.69%
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+ 2023-04-08 13:43:00 INFO test: loss: nan - UP: 67.03% UR: 48.03% UF: 55.96% P: 59.47% R: 42.62% F: 49.65%
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+ 2023-04-08 13:43:00 INFO 0:00:04.919200s elapsed
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+ 2023-04-08 13:43:05 INFO dev: loss: nan - UP: 70.00% UR: 50.00% UF: 58.33% P: 65.00% R: 46.43% F: 54.17%
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+ 2023-04-08 13:43:06 INFO test: loss: nan - UP: 69.79% UR: 45.01% UF: 54.72% P: 62.16% R: 40.08% F: 48.74%
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+ 2023-04-08 13:43:06 INFO 0:00:06.062012s elapsed
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+ 2023-04-08 13:43:15 INFO dev: loss: nan - UP: 71.00% UR: 50.71% UF: 59.17% P: 65.00% R: 46.43% F: 54.17%
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+ 2023-04-08 13:43:16 INFO test: loss: nan - UP: 66.90% UR: 46.62% UF: 54.95% P: 60.14% R: 41.91% F: 49.40%
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+ 2023-04-08 13:43:16 INFO 0:00:10.019499s elapsed
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+ 2023-04-08 13:43:21 INFO dev: loss: nan - UP: 66.09% UR: 54.29% UF: 59.61% P: 60.87% R: 50.00% F: 54.90%
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+ 2023-04-08 13:43:22 INFO test: loss: nan - UP: 59.95% UR: 52.11% UF: 55.76% P: 52.99% R: 46.06% F: 49.29%
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+ 2023-04-08 13:43:28 INFO dev: loss: nan - UP: 69.30% UR: 56.43% UF: 62.20% P: 64.91% R: 52.86% F: 58.27%
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+ 2023-04-08 13:43:29 INFO test: loss: nan - UP: 62.90% UR: 51.27% UF: 56.49% P: 55.22% R: 45.01% F: 49.59%
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+ 2023-04-08 13:43:40 INFO 0:00:06.637476s elapsed (saved)
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+ 2023-04-08 13:43:45 INFO dev: loss: nan - UP: 67.21% UR: 58.57% UF: 62.60% P: 63.11% R: 55.00% F: 58.78%
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+ 2023-04-08 13:43:46 INFO test: loss: nan - UP: 63.09% UR: 52.53% UF: 57.33% P: 55.74% R: 46.41% F: 50.65%
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+ 2023-04-08 13:43:57 INFO 0:00:05.553310s elapsed (saved)
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+ 2023-04-08 13:44:01 INFO lr: 4.9460e-05 - loss: 0.0009 - UP: 98.92% UR: 98.48% UF: 98.70% P: 98.92% R: 98.48% F: 98.70%
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+ 2023-04-08 13:44:02 INFO test: loss: nan - UP: 66.73% UR: 50.35% UF: 57.39% P: 59.18% R: 44.66% F: 50.90%
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+ 2023-04-08 13:44:08 INFO test: loss: nan - UP: 61.19% UR: 54.99% UF: 57.93% P: 53.68% R: 48.24% F: 50.81%
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+ 2023-04-08 13:44:15 INFO test: loss: nan - UP: 63.36% UR: 49.37% UF: 55.49% P: 55.14% R: 42.97% F: 48.30%
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+ 2023-04-08 13:44:21 INFO test: loss: nan - UP: 66.02% UR: 45.78% UF: 54.07% P: 58.72% R: 40.72% F: 48.09%
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+ 2023-04-08 13:44:26 INFO dev: loss: nan - UP: 57.38% UR: 50.00% UF: 53.44% P: 54.10% R: 47.14% F: 50.38%
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+ 2023-04-08 13:44:27 INFO test: loss: nan - UP: 57.26% UR: 50.21% UF: 53.50% P: 50.52% R: 44.30% F: 47.21%
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+ 2023-04-08 13:44:32 INFO dev: loss: nan - UP: 56.30% UR: 54.29% UF: 55.27% P: 51.11% R: 49.29% F: 50.18%
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+ 2023-04-08 13:44:33 INFO test: loss: nan - UP: 56.68% UR: 52.53% UF: 54.53% P: 49.24% R: 45.64% F: 47.37%
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+ 2023-04-08 13:44:37 INFO dev: loss: nan - UP: 67.71% UR: 46.43% UF: 55.08% P: 62.50% R: 42.86% F: 50.85%
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+ 2023-04-08 13:44:38 INFO test: loss: nan - UP: 64.21% UR: 47.82% UF: 54.82% P: 57.13% R: 42.55% F: 48.77%
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+ 2023-04-08 13:44:41 INFO lr: 4.9390e-05 - loss: 0.0050 - UP: 97.37% UR: 92.91% UF: 95.09% P: 97.09% R: 92.65% F: 94.81%
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+ 2023-04-08 13:44:42 INFO dev: loss: nan - UP: 53.46% UR: 60.71% UF: 56.86% P: 47.80% R: 54.29% F: 50.84%
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+ 2023-04-08 13:44:43 INFO test: loss: nan - UP: 51.55% UR: 56.05% UF: 53.71% P: 44.70% R: 48.59% F: 46.56%
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+ 2023-04-08 13:44:47 INFO dev: loss: nan - UP: 68.07% UR: 57.86% UF: 62.55% P: 63.03% R: 53.57% F: 57.92%
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+ 2023-04-08 13:44:48 INFO test: loss: nan - UP: 58.44% UR: 52.81% UF: 55.49% P: 52.22% R: 47.19% F: 49.58%
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+ 2023-04-08 13:44:52 INFO lr: 4.9370e-05 - loss: 0.0045 - UP: 93.74% UR: 91.30% UF: 92.50% P: 93.37% R: 90.94% F: 92.14%
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+ 2023-04-08 13:44:52 INFO dev: loss: nan - UP: 66.06% UR: 51.43% UF: 57.83% P: 59.63% R: 46.43% F: 52.21%
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+ 2023-04-08 13:44:53 INFO test: loss: nan - UP: 62.48% UR: 45.43% UF: 52.61% P: 55.32% R: 40.23% F: 46.58%
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+ 2023-04-08 13:44:57 INFO dev: loss: nan - UP: 64.52% UR: 57.14% UF: 60.61% P: 58.87% R: 52.14% F: 55.30%
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+ 2023-04-08 13:44:58 INFO test: loss: nan - UP: 64.05% UR: 49.37% UF: 55.76% P: 56.11% R: 43.25% F: 48.85%
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+ 2023-04-08 13:44:58 INFO 0:00:04.682910s elapsed
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+ 2023-04-08 13:45:02 INFO dev: loss: nan - UP: 70.33% UR: 45.71% UF: 55.41% P: 65.93% R: 42.86% F: 51.95%
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+ 2023-04-08 13:45:03 INFO test: loss: nan - UP: 68.90% UR: 41.28% UF: 51.63% P: 62.32% R: 37.34% F: 46.70%
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+ 2023-04-08 13:45:03 INFO 0:00:05.438850s elapsed
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+ 2023-04-08 13:45:07 INFO lr: 4.9340e-05 - loss: 0.0356 - UP: 97.20% UR: 93.27% UF: 95.19% P: 96.64% R: 92.74% F: 94.65%
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+ 2023-04-08 13:45:07 INFO dev: loss: nan - UP: 60.98% UR: 53.57% UF: 57.03% P: 56.91% R: 50.00% F: 53.23%
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+ 2023-04-08 13:45:08 INFO test: loss: nan - UP: 59.56% UR: 49.30% UF: 53.94% P: 52.51% R: 43.46% F: 47.56%
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+ 2023-04-08 13:45:08 INFO 0:00:04.776151s elapsed
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+ 2023-04-08 13:45:11 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 96.31% UR: 93.72% UF: 95.00% P: 96.22% R: 93.63% F: 94.91%
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+ 2023-04-08 13:45:12 INFO dev: loss: nan - UP: 67.27% UR: 52.86% UF: 59.20% P: 62.73% R: 49.29% F: 55.20%
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+ 2023-04-08 13:45:13 INFO test: loss: nan - UP: 64.92% UR: 46.98% UF: 54.51% P: 58.02% R: 41.98% F: 48.71%
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+ 2023-04-08 13:45:13 INFO 0:00:04.675241s elapsed
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+
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+ 2023-04-08 13:45:16 INFO lr: 4.9320e-05 - loss: 0.0058 - UP: 97.46% UR: 92.83% UF: 95.08% P: 96.99% R: 92.38% F: 94.63%
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+ 2023-04-08 13:45:17 INFO dev: loss: nan - UP: 58.87% UR: 52.14% UF: 55.30% P: 54.84% R: 48.57% F: 51.52%
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+ 2023-04-08 13:45:18 INFO test: loss: nan - UP: 60.36% UR: 49.37% UF: 54.31% P: 53.40% R: 43.67% F: 48.05%
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+ 2023-04-08 13:45:18 INFO 0:00:05.240416s elapsed
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+
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+ 2023-04-08 13:45:18 INFO Epoch 69 / 5000:
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+ 2023-04-08 13:45:22 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 97.47% UR: 96.86% UF: 97.17% P: 97.38% R: 96.77% F: 97.08%
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+ 2023-04-08 13:45:22 INFO dev: loss: nan - UP: 67.62% UR: 50.71% UF: 57.96% P: 62.86% R: 47.14% F: 53.88%
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+ 2023-04-08 13:45:23 INFO test: loss: nan - UP: 65.92% UR: 45.43% UF: 53.79% P: 59.39% R: 40.93% F: 48.46%
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+ 2023-04-08 13:45:23 INFO 0:00:04.976935s elapsed
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+ 2023-04-08 13:45:26 INFO lr: 4.9300e-05 - loss: 0.0079 - UP: 98.00% UR: 96.77% UF: 97.38% P: 97.91% R: 96.68% F: 97.29%
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+ 2023-04-08 13:45:27 INFO dev: loss: nan - UP: 63.93% UR: 55.71% UF: 59.54% P: 59.02% R: 51.43% F: 54.96%
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+ 2023-04-08 13:45:27 INFO test: loss: nan - UP: 57.39% UR: 50.49% UF: 53.72% P: 50.52% R: 44.44% F: 47.29%
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+ 2023-04-08 13:45:27 INFO 0:00:04.709683s elapsed
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+ 2023-04-08 13:45:31 INFO lr: 4.9290e-05 - loss: 0.0001 - UP: 98.26% UR: 96.41% UF: 97.33% P: 98.26% R: 96.41% F: 97.33%
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+ 2023-04-08 13:45:32 INFO dev: loss: nan - UP: 66.67% UR: 51.43% UF: 58.06% P: 61.11% R: 47.14% F: 53.23%
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+ 2023-04-08 13:45:33 INFO test: loss: nan - UP: 64.55% UR: 47.26% UF: 54.57% P: 57.25% R: 41.91% F: 48.40%
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+ 2023-04-08 13:45:33 INFO 0:00:05.179553s elapsed
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+
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+ 2023-04-08 13:45:33 INFO Epoch 72 / 5000:
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+ 2023-04-08 13:45:37 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 99.07% UR: 95.07% UF: 97.03% P: 99.07% R: 95.07% F: 97.03%
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+ 2023-04-08 13:45:37 INFO dev: loss: nan - UP: 64.52% UR: 57.14% UF: 60.61% P: 58.06% R: 51.43% F: 54.55%
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+ 2023-04-08 13:45:38 INFO test: loss: nan - UP: 59.62% UR: 52.95% UF: 56.09% P: 52.49% R: 46.62% F: 49.39%
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+ 2023-04-08 13:45:38 INFO 0:00:05.075842s elapsed
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+
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+ 2023-04-08 13:45:38 INFO Epoch 73 / 5000:
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+ 2023-04-08 13:45:41 INFO lr: 4.9270e-05 - loss: 0.0139 - UP: 97.90% UR: 95.96% UF: 96.92% P: 97.90% R: 95.96% F: 96.92%
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+ 2023-04-08 13:45:42 INFO dev: loss: nan - UP: 78.95% UR: 42.86% UF: 55.56% P: 73.68% R: 40.00% F: 51.85%
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+ 2023-04-08 13:45:42 INFO test: loss: nan - UP: 70.73% UR: 39.94% UF: 51.06% P: 63.64% R: 35.94% F: 45.93%
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+ 2023-04-08 13:45:42 INFO 0:00:04.704027s elapsed
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+ 2023-04-08 13:45:46 INFO lr: 4.9260e-05 - loss: 0.0006 - UP: 97.40% UR: 97.31% UF: 97.35% P: 97.40% R: 97.31% F: 97.35%
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+ 2023-04-08 13:45:47 INFO dev: loss: nan - UP: 60.48% UR: 53.57% UF: 56.82% P: 55.65% R: 49.29% F: 52.27%
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+ 2023-04-08 13:45:48 INFO test: loss: nan - UP: 59.36% UR: 53.31% UF: 56.17% P: 52.08% R: 46.77% F: 49.28%
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+ 2023-04-08 13:45:48 INFO 0:00:05.123715s elapsed
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+ 2023-04-08 13:45:52 INFO lr: 4.9250e-05 - loss: 0.0005 - UP: 99.07% UR: 95.61% UF: 97.31% P: 99.07% R: 95.61% F: 97.31%
515
+ 2023-04-08 13:45:52 INFO dev: loss: nan - UP: 65.79% UR: 53.57% UF: 59.06% P: 59.65% R: 48.57% F: 53.54%
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+ 2023-04-08 13:45:53 INFO test: loss: nan - UP: 59.21% UR: 51.76% UF: 55.23% P: 52.05% R: 45.50% F: 48.56%
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+ 2023-04-08 13:45:53 INFO 0:00:05.117174s elapsed
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+ 2023-04-08 13:45:56 INFO lr: 4.9240e-05 - loss: 0.0136 - UP: 97.13% UR: 97.04% UF: 97.08% P: 97.13% R: 97.04% F: 97.08%
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+ 2023-04-08 13:45:57 INFO dev: loss: nan - UP: 73.12% UR: 48.57% UF: 58.37% P: 66.67% R: 44.29% F: 53.22%
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+ 2023-04-08 13:45:57 INFO test: loss: nan - UP: 65.75% UR: 45.50% UF: 53.78% P: 58.54% R: 40.51% F: 47.88%
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+ 2023-04-08 13:45:57 INFO 0:00:04.733741s elapsed
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+ 2023-04-08 13:46:01 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 98.16% UR: 95.61% UF: 96.87% P: 98.07% R: 95.52% F: 96.77%
527
+ 2023-04-08 13:46:02 INFO dev: loss: nan - UP: 73.33% UR: 55.00% UF: 62.86% P: 67.62% R: 50.71% F: 57.96%
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+ 2023-04-08 13:46:02 INFO test: loss: nan - UP: 64.50% UR: 45.36% UF: 53.26% P: 56.60% R: 39.80% F: 46.74%
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+ 2023-04-08 13:46:02 INFO 0:00:05.055321s elapsed
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+ 2023-04-08 13:46:07 INFO lr: 4.9220e-05 - loss: 0.0045 - UP: 98.70% UR: 94.98% UF: 96.80% P: 98.60% R: 94.89% F: 96.71%
533
+ 2023-04-08 13:46:07 INFO dev: loss: nan - UP: 64.66% UR: 53.57% UF: 58.59% P: 56.90% R: 47.14% F: 51.56%
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+ 2023-04-08 13:46:08 INFO test: loss: nan - UP: 60.19% UR: 50.07% UF: 54.66% P: 52.66% R: 43.81% F: 47.83%
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+ 2023-04-08 13:46:08 INFO 0:00:05.202323s elapsed
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+ 2023-04-08 13:46:11 INFO lr: 4.9210e-05 - loss: 0.0176 - UP: 93.51% UR: 90.49% UF: 91.98% P: 93.42% R: 90.40% F: 91.89%
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+ 2023-04-08 13:46:12 INFO dev: loss: nan - UP: 61.22% UR: 42.86% UF: 50.42% P: 55.10% R: 38.57% F: 45.38%
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+ 2023-04-08 13:46:12 INFO test: loss: nan - UP: 66.38% UR: 43.18% UF: 52.32% P: 58.27% R: 37.90% F: 45.93%
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+ 2023-04-08 13:46:12 INFO 0:00:04.710247s elapsed
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+ 2023-04-08 13:46:16 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 94.81% UR: 90.13% UF: 92.41% P: 94.43% R: 89.78% F: 92.05%
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+ 2023-04-08 13:46:16 INFO dev: loss: nan - UP: 59.85% UR: 56.43% UF: 58.09% P: 55.30% R: 52.14% F: 53.68%
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+ 2023-04-08 13:46:17 INFO test: loss: nan - UP: 56.30% UR: 49.65% UF: 52.77% P: 49.92% R: 44.02% F: 46.79%
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+ 2023-04-08 13:46:17 INFO 0:00:04.931366s elapsed
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+ 2023-04-08 13:46:21 INFO lr: 4.9190e-05 - loss: 0.0002 - UP: 96.11% UR: 93.18% UF: 94.63% P: 95.84% R: 92.91% F: 94.35%
551
+ 2023-04-08 13:46:22 INFO dev: loss: nan - UP: 63.96% UR: 50.71% UF: 56.57% P: 58.56% R: 46.43% F: 51.79%
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+ 2023-04-08 13:46:23 INFO test: loss: nan - UP: 60.22% UR: 47.26% UF: 52.96% P: 53.58% R: 42.05% F: 47.12%
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+ 2023-04-08 13:46:23 INFO 0:00:05.331474s elapsed
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+ 2023-04-08 13:46:26 INFO lr: 4.9180e-05 - loss: 0.0036 - UP: 98.05% UR: 94.89% UF: 96.44% P: 96.94% R: 93.81% F: 95.35%
557
+ 2023-04-08 13:46:27 INFO dev: loss: nan - UP: 65.00% UR: 55.71% UF: 60.00% P: 60.00% R: 51.43% F: 55.38%
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+ 2023-04-08 13:46:27 INFO test: loss: nan - UP: 61.75% UR: 49.16% UF: 54.74% P: 54.77% R: 43.60% F: 48.55%
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+ 2023-04-08 13:46:27 INFO 0:00:04.688897s elapsed
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+ 2023-04-08 13:46:31 INFO lr: 4.9170e-05 - loss: 0.0043 - UP: 98.36% UR: 96.77% UF: 97.56% P: 97.72% R: 96.14% F: 96.93%
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+ 2023-04-08 13:46:31 INFO dev: loss: nan - UP: 68.70% UR: 56.43% UF: 61.96% P: 63.48% R: 52.14% F: 57.25%
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+ 2023-04-08 13:46:32 INFO test: loss: nan - UP: 63.03% UR: 48.31% UF: 54.70% P: 55.41% R: 42.48% F: 48.09%
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+ 2023-04-08 13:46:32 INFO 0:00:04.824545s elapsed
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+
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+ 2023-04-08 13:47:14 INFO Epoch 53 saved
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+ 2023-04-08 13:47:14 INFO dev: UP: 67.21% UR: 58.57% UF: 62.60% P: 63.11% R: 55.00% F: 58.78%
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+ 2023-04-08 13:47:14 INFO test: UP: 63.09% UR: 52.53% UF: 57.33% P: 55.74% R: 46.41% F: 50.65%
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+ 2023-04-08 13:47:14 INFO 0:07:47.325495s elapsed, 0:00:05.630428s/epoch
models/multibooked_eu/random20/model_vi_multibooked_eu_twxlmsa_6 ADDED
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+ size 1177853381
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1
+ 2023-04-08 13:11:50 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_multibooked_eu_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/multibooked_eu/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-08 13:11:51 INFO Building the fields
39
+ 2023-04-08 13:11:56 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 13:11:56 INFO Building the model
44
+ 2023-04-08 13:12:41 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-08 13:12:41 INFO Loading the data
64
+ 2023-04-08 13:12:42 INFO
65
+ train: Dataset(n_sentences=211, n_batches=30, n_buckets=30)
66
+ dev: Dataset(n_sentences=29, n_batches=18, n_buckets=18)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-08 13:12:48 INFO Epoch 1 / 5000:
70
+ 2023-04-08 13:12:58 INFO lr: 4.9990e-05 - loss: 0.3433 - UP: 2.06% UR: 2.06% UF: 2.06% P: 1.16% R: 1.17% F: 1.17%
71
+ 2023-04-08 13:12:58 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-08 13:14:33 INFO dev: loss: nan - UP: 61.63% UR: 37.86% UF: 46.90% P: 55.81% R: 34.29% F: 42.48%
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+ 2023-04-08 13:14:40 INFO dev: loss: nan - UP: 55.75% UR: 45.00% UF: 49.80% P: 53.10% R: 42.86% F: 47.43%
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+ 2023-04-08 13:15:01 INFO 0:00:07.445424s elapsed (saved)
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+ 2023-04-08 13:15:06 INFO lr: 4.9910e-05 - loss: 0.0044 - UP: 81.11% UR: 58.92% UF: 68.26% P: 80.37% R: 58.39% F: 67.64%
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+ 2023-04-08 13:15:07 INFO dev: loss: nan - UP: 51.88% UR: 49.29% UF: 50.55% P: 48.87% R: 46.43% F: 47.62%
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+ 2023-04-08 13:15:07 INFO test: loss: nan - UP: 55.57% UR: 49.79% UF: 52.52% P: 48.43% R: 43.39% F: 45.77%
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+ 2023-04-08 13:15:31 INFO dev: loss: nan - UP: 75.36% UR: 37.14% UF: 49.76% P: 72.46% R: 35.71% F: 47.85%
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+ 2023-04-08 13:15:32 INFO test: loss: nan - UP: 71.35% UR: 36.43% UF: 48.23% P: 63.64% R: 32.49% F: 43.02%
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+ 2023-04-08 13:15:57 INFO dev: loss: nan - UP: 67.82% UR: 42.14% UF: 51.98% P: 62.07% R: 38.57% F: 47.58%
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+ 2023-04-08 13:16:03 INFO lr: 4.9880e-05 - loss: 0.0231 - UP: 86.08% UR: 69.87% UF: 77.13% P: 85.08% R: 69.06% F: 76.24%
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+ 2023-04-08 13:16:04 INFO dev: loss: nan - UP: 70.11% UR: 43.57% UF: 53.74% P: 65.52% R: 40.71% F: 50.22%
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+ 2023-04-08 13:16:05 INFO test: loss: nan - UP: 68.02% UR: 41.28% UF: 51.38% P: 59.91% R: 36.36% F: 45.25%
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+ 2023-04-08 13:16:25 INFO 0:00:06.893485s elapsed (saved)
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+ 2023-04-08 13:16:30 INFO dev: loss: nan - UP: 71.23% UR: 37.14% UF: 48.83% P: 69.86% R: 36.43% F: 47.89%
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+ 2023-04-08 13:16:31 INFO test: loss: nan - UP: 72.91% UR: 35.58% UF: 47.83% P: 68.59% R: 33.47% F: 44.99%
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+ 2023-04-08 13:16:37 INFO lr: 4.9860e-05 - loss: 0.0070 - UP: 87.28% UR: 71.39% UF: 78.54% P: 86.29% R: 70.58% F: 77.65%
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+ 2023-04-08 13:16:37 INFO dev: loss: nan - UP: 69.62% UR: 39.29% UF: 50.23% P: 63.29% R: 35.71% F: 45.66%
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+ 2023-04-08 13:16:46 INFO lr: 4.9850e-05 - loss: nan - UP: 84.73% UR: 77.13% UF: 80.75% P: 84.63% R: 77.04% F: 80.66%
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+ 2023-04-08 13:17:07 INFO 0:00:08.253528s elapsed (saved)
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+ 2023-04-08 13:17:11 INFO lr: 4.9840e-05 - loss: 0.0354 - UP: 88.80% UR: 77.49% UF: 82.76% P: 88.18% R: 76.95% F: 82.18%
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+ 2023-04-08 13:17:12 INFO dev: loss: nan - UP: 67.44% UR: 41.43% UF: 51.33% P: 63.95% R: 39.29% F: 48.67%
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+ 2023-04-08 13:17:18 INFO lr: 4.9830e-05 - loss: 0.0004 - UP: 91.78% UR: 75.07% UF: 82.59% P: 91.78% R: 75.07% F: 82.59%
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+ 2023-04-08 13:17:18 INFO dev: loss: nan - UP: 73.81% UR: 44.29% UF: 55.36% P: 67.86% R: 40.71% F: 50.89%
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+ 2023-04-08 13:17:25 INFO lr: 4.9820e-05 - loss: 0.0007 - UP: 92.41% UR: 78.57% UF: 84.92% P: 92.41% R: 78.57% F: 84.92%
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+ 2023-04-08 13:17:25 INFO dev: loss: nan - UP: 70.53% UR: 47.86% UF: 57.02% P: 67.37% R: 45.71% F: 54.47%
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+ 2023-04-08 13:17:27 INFO test: loss: nan - UP: 64.32% UR: 47.54% UF: 54.67% P: 56.52% R: 41.77% F: 48.04%
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+ 2023-04-08 13:17:47 INFO 0:00:07.714363s elapsed (saved)
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+ 2023-04-08 13:17:52 INFO lr: 4.9810e-05 - loss: 0.0031 - UP: 93.35% UR: 83.14% UF: 87.95% P: 93.25% R: 83.05% F: 87.86%
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+ 2023-04-08 13:17:52 INFO dev: loss: nan - UP: 65.55% UR: 55.71% UF: 60.23% P: 61.34% R: 52.14% F: 56.37%
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+ 2023-04-08 13:17:53 INFO test: loss: nan - UP: 60.64% UR: 50.49% UF: 55.10% P: 52.70% R: 43.88% F: 47.89%
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+ 2023-04-08 13:18:11 INFO 0:00:05.907332s elapsed (saved)
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+ 2023-04-08 13:18:16 INFO lr: 4.9800e-05 - loss: 0.0077 - UP: 93.12% UR: 84.93% UF: 88.84% P: 93.02% R: 84.84% F: 88.74%
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+ 2023-04-08 13:18:17 INFO dev: loss: nan - UP: 69.70% UR: 49.29% UF: 57.74% P: 65.66% R: 46.43% F: 54.39%
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+ 2023-04-08 13:18:18 INFO test: loss: nan - UP: 67.96% UR: 46.98% UF: 55.55% P: 60.12% R: 41.56% F: 49.15%
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+ 2023-04-08 13:18:18 INFO 0:00:06.897533s elapsed
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+ 2023-04-08 13:18:25 INFO lr: 4.9790e-05 - loss: 0.0021 - UP: 93.87% UR: 86.46% UF: 90.01% P: 93.67% R: 86.28% F: 89.82%
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+ 2023-04-08 13:18:25 INFO dev: loss: nan - UP: 69.52% UR: 52.14% UF: 59.59% P: 62.86% R: 47.14% F: 53.88%
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+ 2023-04-08 13:18:27 INFO test: loss: nan - UP: 63.43% UR: 48.31% UF: 54.85% P: 56.33% R: 42.90% F: 48.70%
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+ 2023-04-08 13:18:32 INFO lr: 4.9780e-05 - loss: 0.0005 - UP: 96.88% UR: 86.37% UF: 91.32% P: 96.68% R: 86.19% F: 91.13%
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+ 2023-04-08 13:18:34 INFO dev: loss: nan - UP: 80.72% UR: 47.86% UF: 60.09% P: 78.31% R: 46.43% F: 58.30%
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+ 2023-04-08 13:18:35 INFO test: loss: nan - UP: 76.29% UR: 41.63% UF: 53.87% P: 68.81% R: 37.55% F: 48.59%
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+ 2023-04-08 13:18:55 INFO 0:00:08.445242s elapsed (saved)
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+ 2023-04-08 13:19:00 INFO lr: 4.9770e-05 - loss: 0.0101 - UP: 93.13% UR: 86.28% UF: 89.57% P: 92.74% R: 85.92% F: 89.20%
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+ 2023-04-08 13:19:00 INFO dev: loss: nan - UP: 65.18% UR: 52.14% UF: 57.94% P: 61.61% R: 49.29% F: 54.76%
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+ 2023-04-08 13:19:01 INFO test: loss: nan - UP: 61.73% UR: 50.14% UF: 55.34% P: 54.20% R: 44.02% F: 48.58%
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+ 2023-04-08 13:19:01 INFO 0:00:05.829300s elapsed
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+ 2023-04-08 13:19:06 INFO lr: 4.9760e-05 - loss: 0.0168 - UP: 94.84% UR: 87.35% UF: 90.94% P: 94.64% R: 87.17% F: 90.76%
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+ 2023-04-08 13:19:07 INFO dev: loss: nan - UP: 73.83% UR: 56.43% UF: 63.97% P: 70.09% R: 53.57% F: 60.73%
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+ 2023-04-08 13:19:08 INFO test: loss: nan - UP: 68.60% UR: 47.47% UF: 56.11% P: 61.08% R: 42.26% F: 49.96%
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+ 2023-04-08 13:19:28 INFO 0:00:07.305873s elapsed (saved)
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+ 2023-04-08 13:19:33 INFO lr: 4.9750e-05 - loss: 0.0001 - UP: 95.12% UR: 87.35% UF: 91.07% P: 95.12% R: 87.35% F: 91.07%
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+ 2023-04-08 13:19:33 INFO dev: loss: nan - UP: 71.68% UR: 57.86% UF: 64.03% P: 68.14% R: 55.00% F: 60.87%
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+ 2023-04-08 13:19:34 INFO test: loss: nan - UP: 61.50% UR: 52.46% UF: 56.62% P: 54.33% R: 46.34% F: 50.02%
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+ 2023-04-08 13:19:52 INFO 0:00:05.766591s elapsed (saved)
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+ 2023-04-08 13:19:57 INFO lr: 4.9740e-05 - loss: 0.0023 - UP: 95.73% UR: 88.52% UF: 91.99% P: 95.73% R: 88.52% F: 91.99%
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+ 2023-04-08 13:19:58 INFO dev: loss: nan - UP: 72.32% UR: 57.86% UF: 64.29% P: 66.96% R: 53.57% F: 59.52%
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+ 2023-04-08 13:19:59 INFO test: loss: nan - UP: 63.63% UR: 50.07% UF: 56.04% P: 56.30% R: 44.30% F: 49.59%
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+ 2023-04-08 13:20:04 INFO lr: 4.9730e-05 - loss: 0.0626 - UP: 93.59% UR: 90.31% UF: 91.92% P: 93.22% R: 89.96% F: 91.56%
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+ 2023-04-08 13:20:04 INFO dev: loss: nan - UP: 71.26% UR: 44.29% UF: 54.63% P: 68.97% R: 42.86% F: 52.86%
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+ 2023-04-08 13:20:05 INFO test: loss: nan - UP: 72.82% UR: 42.97% UF: 54.05% P: 64.72% R: 38.19% F: 48.03%
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+ 2023-04-08 13:20:11 INFO lr: 4.9720e-05 - loss: 0.0003 - UP: 95.11% UR: 83.68% UF: 89.03% P: 94.90% R: 83.50% F: 88.84%
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+ 2023-04-08 13:20:11 INFO dev: loss: nan - UP: 71.13% UR: 49.29% UF: 58.23% P: 68.04% R: 47.14% F: 55.70%
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+ 2023-04-08 13:20:13 INFO test: loss: nan - UP: 69.58% UR: 48.10% UF: 56.88% P: 62.56% R: 43.25% F: 51.14%
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+ 2023-04-08 13:20:19 INFO lr: 4.9710e-05 - loss: 0.0026 - UP: 95.93% UR: 88.79% UF: 92.22% P: 95.74% R: 88.61% F: 92.04%
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+ 2023-04-08 13:20:20 INFO dev: loss: nan - UP: 71.72% UR: 50.71% UF: 59.41% P: 68.69% R: 48.57% F: 56.90%
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+ 2023-04-08 13:20:26 INFO lr: 4.9700e-05 - loss: 0.0140 - UP: 94.70% UR: 88.16% UF: 91.31% P: 94.32% R: 87.80% F: 90.94%
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+ 2023-04-08 13:20:26 INFO dev: loss: nan - UP: 75.96% UR: 56.43% UF: 64.75% P: 70.19% R: 52.14% F: 59.84%
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+ 2023-04-08 13:20:28 INFO test: loss: nan - UP: 66.48% UR: 49.51% UF: 56.75% P: 60.25% R: 44.87% F: 51.43%
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+ 2023-04-08 13:20:34 INFO lr: 4.9690e-05 - loss: 0.0035 - UP: 97.17% UR: 89.15% UF: 92.98% P: 97.07% R: 89.06% F: 92.89%
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+ 2023-04-08 13:20:35 INFO dev: loss: nan - UP: 65.35% UR: 47.14% UF: 54.77% P: 62.38% R: 45.00% F: 52.28%
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+ 2023-04-08 13:20:36 INFO test: loss: nan - UP: 68.48% UR: 45.08% UF: 54.37% P: 61.97% R: 40.79% F: 49.19%
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+ 2023-04-08 13:20:41 INFO lr: 4.9680e-05 - loss: 0.0287 - UP: 96.51% UR: 91.84% UF: 94.12% P: 96.51% R: 91.84% F: 94.12%
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+ 2023-04-08 13:20:42 INFO dev: loss: nan - UP: 74.74% UR: 50.71% UF: 60.43% P: 70.53% R: 47.86% F: 57.02%
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+ 2023-04-08 13:20:43 INFO test: loss: nan - UP: 69.97% UR: 49.65% UF: 58.08% P: 62.04% R: 44.02% F: 51.50%
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+ 2023-04-08 13:20:48 INFO lr: 4.9670e-05 - loss: 0.0017 - UP: 97.43% UR: 91.84% UF: 94.55% P: 97.43% R: 91.84% F: 94.55%
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+ 2023-04-08 13:20:49 INFO dev: loss: nan - UP: 68.70% UR: 56.43% UF: 61.96% P: 62.61% R: 51.43% F: 56.47%
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+ 2023-04-08 13:20:50 INFO test: loss: nan - UP: 63.45% UR: 53.23% UF: 57.90% P: 55.57% R: 46.62% F: 50.71%
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+ 2023-04-08 13:20:56 INFO test: loss: nan - UP: 70.96% UR: 47.61% UF: 56.99% P: 62.79% R: 42.12% F: 50.42%
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+ 2023-04-08 13:21:02 INFO test: loss: nan - UP: 67.00% UR: 52.39% UF: 58.80% P: 58.63% R: 45.85% F: 51.46%
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+ 2023-04-08 13:21:08 INFO dev: loss: nan - UP: 71.05% UR: 57.86% UF: 63.78% P: 64.91% R: 52.86% F: 58.27%
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+ 2023-04-08 13:21:08 INFO test: loss: nan - UP: 68.30% UR: 50.00% UF: 57.73% P: 59.85% R: 43.81% F: 50.59%
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+ 2023-04-08 13:21:13 INFO dev: loss: nan - UP: 62.94% UR: 64.29% UF: 63.60% P: 56.64% R: 57.86% F: 57.24%
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+ 2023-04-08 13:21:14 INFO test: loss: nan - UP: 59.04% UR: 56.26% UF: 57.62% P: 51.37% R: 48.95% F: 50.13%
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+ 2023-04-08 13:21:14 INFO 0:00:05.720049s elapsed
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+ 2023-04-08 13:21:19 INFO dev: loss: nan - UP: 68.33% UR: 58.57% UF: 63.08% P: 61.67% R: 52.86% F: 56.92%
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+ 2023-04-08 13:21:20 INFO test: loss: nan - UP: 59.05% UR: 51.41% UF: 54.96% P: 51.86% R: 45.15% F: 48.27%
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+ 2023-04-08 13:21:20 INFO 0:00:06.187738s elapsed
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+ 2023-04-08 13:21:26 INFO dev: loss: nan - UP: 71.43% UR: 50.00% UF: 58.82% P: 65.31% R: 45.71% F: 53.78%
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+ 2023-04-08 13:21:26 INFO test: loss: nan - UP: 72.65% UR: 44.09% UF: 54.88% P: 64.77% R: 39.31% F: 48.93%
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+ 2023-04-08 13:21:26 INFO 0:00:06.085378s elapsed
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+ 2023-04-08 13:21:31 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 95.67% UR: 89.15% UF: 92.29% P: 95.28% R: 88.79% F: 91.92%
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+ 2023-04-08 13:21:31 INFO dev: loss: nan - UP: 68.97% UR: 57.14% UF: 62.50% P: 66.38% R: 55.00% F: 60.16%
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+ 2023-04-08 13:21:32 INFO test: loss: nan - UP: 64.20% UR: 47.54% UF: 54.63% P: 57.08% R: 42.26% F: 48.57%
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+ 2023-04-08 13:21:32 INFO 0:00:05.737610s elapsed
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+ 2023-04-08 13:21:37 INFO lr: 4.9590e-05 - loss: 0.0001 - UP: 92.47% UR: 88.07% UF: 90.22% P: 91.90% R: 87.53% F: 89.66%
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+ 2023-04-08 13:21:38 INFO dev: loss: nan - UP: 65.41% UR: 62.14% UF: 63.74% P: 62.41% R: 59.29% F: 60.81%
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+ 2023-04-08 13:21:39 INFO test: loss: nan - UP: 61.39% UR: 52.32% UF: 56.49% P: 53.05% R: 45.22% F: 48.82%
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+ 2023-04-08 13:21:39 INFO 0:00:06.558719s elapsed
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+ 2023-04-08 13:21:43 INFO lr: 4.9580e-05 - loss: 0.0051 - UP: 93.96% UR: 83.77% UF: 88.57% P: 93.66% R: 83.50% F: 88.29%
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+ 2023-04-08 13:21:44 INFO dev: loss: nan - UP: 67.29% UR: 51.43% UF: 58.30% P: 65.42% R: 50.00% F: 56.68%
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+ 2023-04-08 13:21:44 INFO test: loss: nan - UP: 63.26% UR: 50.49% UF: 56.16% P: 54.98% R: 43.88% F: 48.81%
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+ 2023-04-08 13:21:44 INFO 0:00:05.716787s elapsed
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+ 2023-04-08 13:21:49 INFO lr: 4.9570e-05 - loss: 0.0162 - UP: 93.10% UR: 84.66% UF: 88.68% P: 92.11% R: 83.77% F: 87.74%
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+ 2023-04-08 13:21:50 INFO dev: loss: nan - UP: 62.94% UR: 64.29% UF: 63.60% P: 60.14% R: 61.43% F: 60.78%
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+ 2023-04-08 13:21:50 INFO test: loss: nan - UP: 57.39% UR: 57.88% UF: 57.63% P: 49.23% R: 49.65% F: 49.44%
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+ 2023-04-08 13:21:50 INFO 0:00:06.101379s elapsed
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+ 2023-04-08 13:21:55 INFO lr: 4.9560e-05 - loss: 0.0008 - UP: 95.18% UR: 90.40% UF: 92.73% P: 93.86% R: 89.15% F: 91.44%
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+ 2023-04-08 13:21:56 INFO dev: loss: nan - UP: 67.33% UR: 48.57% UF: 56.43% P: 63.37% R: 45.71% F: 53.11%
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+ 2023-04-08 13:21:56 INFO test: loss: nan - UP: 70.43% UR: 49.58% UF: 58.19% P: 61.54% R: 43.32% F: 50.85%
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+ 2023-04-08 13:21:56 INFO 0:00:06.047406s elapsed
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+ 2023-04-08 13:22:01 INFO lr: 4.9550e-05 - loss: 0.0109 - UP: 97.24% UR: 91.57% UF: 94.32% P: 97.05% R: 91.39% F: 94.13%
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+ 2023-04-08 13:22:01 INFO dev: loss: nan - UP: 63.06% UR: 50.00% UF: 55.78% P: 58.56% R: 46.43% F: 51.79%
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+ 2023-04-08 13:22:02 INFO test: loss: nan - UP: 67.69% UR: 52.74% UF: 59.29% P: 60.11% R: 46.84% F: 52.65%
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+ 2023-04-08 13:22:07 INFO lr: 4.9540e-05 - loss: 0.0013 - UP: 96.28% UR: 92.91% UF: 94.57% P: 96.19% R: 92.83% F: 94.48%
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+ 2023-04-08 13:22:08 INFO dev: loss: nan - UP: 68.97% UR: 42.86% UF: 52.86% P: 65.52% R: 40.71% F: 50.22%
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+ 2023-04-08 13:22:09 INFO test: loss: nan - UP: 74.49% UR: 43.74% UF: 55.12% P: 67.54% R: 39.66% F: 49.98%
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+ 2023-04-08 13:22:09 INFO 0:00:06.495397s elapsed
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+ 2023-04-08 13:22:13 INFO lr: 4.9530e-05 - loss: 0.0007 - UP: 97.42% UR: 91.39% UF: 94.31% P: 97.32% R: 91.30% F: 94.22%
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+ 2023-04-08 13:22:14 INFO dev: loss: nan - UP: 67.46% UR: 60.71% UF: 63.91% P: 62.70% R: 56.43% F: 59.40%
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+ 2023-04-08 13:22:14 INFO test: loss: nan - UP: 61.17% UR: 53.16% UF: 56.88% P: 53.96% R: 46.91% F: 50.19%
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+ 2023-04-08 13:22:20 INFO dev: loss: nan - UP: 57.33% UR: 61.43% UF: 59.31% P: 52.67% R: 56.43% F: 54.48%
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+ 2023-04-08 13:22:20 INFO test: loss: nan - UP: 56.98% UR: 57.95% UF: 57.46% P: 49.59% R: 50.42% F: 50.00%
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+ 2023-04-08 13:22:20 INFO 0:00:05.984070s elapsed
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+ 2023-04-08 13:22:26 INFO lr: 4.9510e-05 - loss: 0.0117 - UP: 95.56% UR: 92.65% UF: 94.08% P: 95.47% R: 92.56% F: 93.99%
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+ 2023-04-08 13:22:26 INFO dev: loss: nan - UP: 67.96% UR: 50.00% UF: 57.61% P: 64.08% R: 47.14% F: 54.32%
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+ 2023-04-08 13:22:27 INFO test: loss: nan - UP: 70.57% UR: 47.89% UF: 57.06% P: 62.69% R: 42.55% F: 50.69%
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+ 2023-04-08 13:22:27 INFO 0:00:06.144602s elapsed
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+ 2023-04-08 13:22:31 INFO lr: 4.9500e-05 - loss: nan - UP: 98.12% UR: 93.45% UF: 95.73% P: 98.02% R: 93.36% F: 95.64%
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+ 2023-04-08 13:22:32 INFO dev: loss: nan - UP: 62.40% UR: 55.71% UF: 58.87% P: 57.60% R: 51.43% F: 54.34%
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+ 2023-04-08 13:22:32 INFO test: loss: nan - UP: 61.57% UR: 55.56% UF: 58.41% P: 52.77% R: 47.61% F: 50.06%
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+ 2023-04-08 13:22:32 INFO 0:00:05.707942s elapsed
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+ 2023-04-08 13:22:37 INFO lr: 4.9490e-05 - loss: nan - UP: 98.05% UR: 94.71% UF: 96.35% P: 97.96% R: 94.62% F: 96.26%
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+ 2023-04-08 13:22:38 INFO dev: loss: nan - UP: 61.24% UR: 56.43% UF: 58.74% P: 58.14% R: 53.57% F: 55.76%
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+ 2023-04-08 13:22:39 INFO test: loss: nan - UP: 60.42% UR: 54.85% UF: 57.50% P: 52.75% R: 47.89% F: 50.20%
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+ 2023-04-08 13:22:39 INFO 0:00:06.298181s elapsed
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+ 2023-04-08 13:22:43 INFO lr: 4.9480e-05 - loss: 0.0004 - UP: 98.34% UR: 95.78% UF: 97.05% P: 98.34% R: 95.78% F: 97.05%
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+ 2023-04-08 13:22:44 INFO dev: loss: nan - UP: 66.67% UR: 55.71% UF: 60.70% P: 64.10% R: 53.57% F: 58.37%
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+ 2023-04-08 13:22:45 INFO test: loss: nan - UP: 69.43% UR: 50.14% UF: 58.23% P: 61.54% R: 44.44% F: 51.61%
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+ 2023-04-08 13:22:45 INFO 0:00:05.944235s elapsed
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+ 2023-04-08 13:22:49 INFO lr: 4.9470e-05 - loss: 0.0000 - UP: 98.33% UR: 95.34% UF: 96.81% P: 98.33% R: 95.34% F: 96.81%
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+ 2023-04-08 13:22:50 INFO dev: loss: nan - UP: 65.83% UR: 56.43% UF: 60.77% P: 62.50% R: 53.57% F: 57.69%
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+ 2023-04-08 13:22:50 INFO test: loss: nan - UP: 64.31% UR: 55.63% UF: 59.65% P: 55.61% R: 48.10% F: 51.58%
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+ 2023-04-08 13:22:50 INFO 0:00:05.780419s elapsed
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+ 2023-04-08 13:22:55 INFO lr: 4.9460e-05 - loss: 0.0004 - UP: 98.90% UR: 96.32% UF: 97.59% P: 98.90% R: 96.32% F: 97.59%
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+ 2023-04-08 13:22:56 INFO dev: loss: nan - UP: 67.23% UR: 57.14% UF: 61.78% P: 63.87% R: 54.29% F: 58.69%
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+ 2023-04-08 13:22:57 INFO test: loss: nan - UP: 68.08% UR: 51.90% UF: 58.90% P: 60.06% R: 45.78% F: 51.96%
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+ 2023-04-08 13:22:57 INFO 0:00:06.278049s elapsed
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+ 2023-04-08 13:23:01 INFO lr: 4.9450e-05 - loss: 0.0217 - UP: 99.17% UR: 96.41% UF: 97.77% P: 98.99% R: 96.23% F: 97.59%
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+ 2023-04-08 13:23:02 INFO dev: loss: nan - UP: 69.23% UR: 57.86% UF: 63.04% P: 66.67% R: 55.71% F: 60.70%
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+ 2023-04-08 13:23:02 INFO test: loss: nan - UP: 67.15% UR: 52.18% UF: 58.73% P: 59.10% R: 45.92% F: 51.68%
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+ 2023-04-08 13:23:02 INFO 0:00:05.706474s elapsed
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+ 2023-04-08 13:24:05 INFO Epoch 25 saved
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+ 2023-04-08 13:24:05 INFO dev: UP: 71.68% UR: 57.86% UF: 64.03% P: 68.14% R: 55.00% F: 60.87%
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+ 2023-04-08 13:24:05 INFO test: UP: 61.50% UR: 52.46% UF: 56.62% P: 54.33% R: 46.34% F: 50.02%
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+ 2023-04-08 13:24:05 INFO 0:06:03.674462s elapsed, 0:00:06.612263s/epoch
models/multibooked_eu/random20/model_vi_multibooked_eu_xlm_6 ADDED
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1
+ 2023-04-08 13:24:20 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_multibooked_eu_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/multibooked_eu/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-08 13:24:20 INFO Building the fields
39
+ 2023-04-08 13:24:26 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-08 13:24:26 INFO Building the model
44
+ 2023-04-08 13:25:05 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-08 13:25:05 INFO Loading the data
64
+ 2023-04-08 13:25:05 INFO
65
+ train: Dataset(n_sentences=211, n_batches=30, n_buckets=30)
66
+ dev: Dataset(n_sentences=29, n_batches=18, n_buckets=18)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-08 13:25:11 INFO Epoch 1 / 5000:
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+ 2023-04-08 13:25:22 INFO lr: 4.9990e-05 - loss: 0.1921 - UP: 5.69% UR: 7.17% UF: 6.35% P: 3.20% R: 4.04% F: 3.57%
71
+ 2023-04-08 13:25:23 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-08 13:25:23 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-08 13:25:23 INFO 0:00:11.824039s elapsed
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+
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+ 2023-04-08 13:25:29 INFO test: loss: nan - UP: 91.49% UR: 3.02% UF: 5.85% P: 85.11% R: 2.81% F: 5.45%
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+ 2023-04-08 13:25:55 INFO dev: loss: nan - UP: 73.08% UR: 13.57% UF: 22.89% P: 73.08% R: 13.57% F: 22.89%
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+ 2023-04-08 13:26:19 INFO dev: loss: nan - UP: 79.41% UR: 19.29% UF: 31.03% P: 79.41% R: 19.29% F: 31.03%
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+ 2023-04-08 13:26:45 INFO dev: loss: nan - UP: 82.05% UR: 22.86% UF: 35.75% P: 79.49% R: 22.14% F: 34.64%
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+ 2023-04-08 13:27:35 INFO lr: 4.9930e-05 - loss: 0.0048 - UP: 70.49% UR: 36.41% UF: 48.02% P: 68.40% R: 35.34% F: 46.60%
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+ 2023-04-08 13:27:35 INFO dev: loss: nan - UP: 84.00% UR: 15.00% UF: 25.45% P: 84.00% R: 15.00% F: 25.45%
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+ 2023-04-08 13:27:36 INFO test: loss: nan - UP: 78.57% UR: 15.47% UF: 25.85% P: 73.57% R: 14.49% F: 24.21%
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+ 2023-04-08 13:27:41 INFO lr: 4.9920e-05 - loss: 0.0913 - UP: 63.93% UR: 32.11% UF: 42.75% P: 61.25% R: 30.76% F: 40.96%
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+ 2023-04-08 13:27:42 INFO dev: loss: nan - UP: 69.23% UR: 6.43% UF: 11.76% P: 69.23% R: 6.43% F: 11.76%
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+ 2023-04-08 13:27:43 INFO test: loss: nan - UP: 66.67% UR: 6.19% UF: 11.33% P: 64.39% R: 5.98% F: 10.94%
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+ 2023-04-08 13:27:50 INFO lr: 4.9910e-05 - loss: 0.1337 - UP: 59.36% UR: 26.46% UF: 36.60% P: 57.55% R: 25.65% F: 35.48%
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+ 2023-04-08 13:27:50 INFO dev: loss: nan - UP: 51.64% UR: 45.00% UF: 48.09% P: 46.72% R: 40.71% F: 43.51%
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+ 2023-04-08 13:27:52 INFO test: loss: nan - UP: 56.00% UR: 44.66% UF: 49.69% P: 49.21% R: 39.24% F: 43.66%
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+ 2023-04-08 13:28:11 INFO 0:00:09.144304s elapsed (saved)
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+ 2023-04-08 13:28:16 INFO lr: 4.9900e-05 - loss: 0.0056 - UP: 76.80% UR: 46.01% UF: 57.54% P: 75.15% R: 45.02% F: 56.31%
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+ 2023-04-08 13:28:16 INFO dev: loss: nan - UP: 73.02% UR: 32.86% UF: 45.32% P: 73.02% R: 32.86% F: 45.32%
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+ 2023-04-08 13:28:17 INFO test: loss: nan - UP: 67.08% UR: 30.80% UF: 42.22% P: 61.26% R: 28.13% F: 38.55%
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+ 2023-04-08 13:28:37 INFO 0:00:06.169969s elapsed (saved)
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+ 2023-04-08 13:28:42 INFO lr: 4.9890e-05 - loss: 0.0114 - UP: 79.53% UR: 54.35% UF: 64.57% P: 77.95% R: 53.27% F: 63.29%
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+ 2023-04-08 13:28:42 INFO dev: loss: nan - UP: 56.76% UR: 30.00% UF: 39.25% P: 55.41% R: 29.29% F: 38.32%
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+ 2023-04-08 13:28:43 INFO test: loss: nan - UP: 70.56% UR: 29.32% UF: 41.43% P: 61.93% R: 25.74% F: 36.36%
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+ 2023-04-08 13:28:49 INFO lr: 4.9880e-05 - loss: 0.0089 - UP: 81.65% UR: 57.85% UF: 67.72% P: 80.13% R: 56.77% F: 66.46%
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+ 2023-04-08 13:28:50 INFO dev: loss: nan - UP: 56.98% UR: 35.00% UF: 43.36% P: 54.65% R: 33.57% F: 41.59%
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+ 2023-04-08 13:28:51 INFO test: loss: nan - UP: 68.18% UR: 37.97% UF: 48.78% P: 60.98% R: 33.97% F: 43.63%
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+ 2023-04-08 13:28:59 INFO lr: 4.9870e-05 - loss: 0.0252 - UP: 81.93% UR: 59.37% UF: 68.85% P: 81.19% R: 58.83% F: 68.23%
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+ 2023-04-08 13:29:00 INFO dev: loss: nan - UP: 50.49% UR: 37.14% UF: 42.80% P: 48.54% R: 35.71% F: 41.15%
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+ 2023-04-08 13:29:01 INFO test: loss: nan - UP: 63.94% UR: 37.90% UF: 47.59% P: 58.84% R: 34.88% F: 43.80%
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+ 2023-04-08 13:29:01 INFO 0:00:10.119567s elapsed
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+ 2023-04-08 13:29:08 INFO lr: 4.9860e-05 - loss: 0.0075 - UP: 77.87% UR: 57.76% UF: 66.32% P: 76.78% R: 56.95% F: 65.40%
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+ 2023-04-08 13:29:10 INFO dev: loss: nan - UP: 69.44% UR: 35.71% UF: 47.17% P: 68.06% R: 35.00% F: 46.23%
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+ 2023-04-08 13:29:12 INFO test: loss: nan - UP: 73.34% UR: 36.57% UF: 48.80% P: 67.84% R: 33.83% F: 45.14%
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+ 2023-04-08 13:29:31 INFO 0:00:10.447431s elapsed (saved)
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+ 2023-04-08 13:29:36 INFO lr: 4.9850e-05 - loss: 0.0194 - UP: 82.46% UR: 67.89% UF: 74.47% P: 81.92% R: 67.44% F: 73.98%
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+ 2023-04-08 13:29:36 INFO dev: loss: nan - UP: 61.46% UR: 42.14% UF: 50.00% P: 59.37% R: 40.71% F: 48.31%
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+ 2023-04-08 13:29:37 INFO test: loss: nan - UP: 63.51% UR: 41.00% UF: 49.83% P: 55.66% R: 35.94% F: 43.68%
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+ 2023-04-08 13:29:56 INFO 0:00:05.844368s elapsed (saved)
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+ 2023-04-08 13:30:00 INFO lr: 4.9840e-05 - loss: 0.0353 - UP: 88.60% UR: 69.69% UF: 78.01% P: 88.37% R: 69.51% F: 77.81%
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+ 2023-04-08 13:30:01 INFO dev: loss: nan - UP: 65.38% UR: 36.43% UF: 46.79% P: 62.82% R: 35.00% F: 44.95%
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+ 2023-04-08 13:30:02 INFO test: loss: nan - UP: 70.08% UR: 39.03% UF: 50.14% P: 63.26% R: 35.23% F: 45.26%
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+ 2023-04-08 13:30:02 INFO 0:00:06.235791s elapsed
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+ 2023-04-08 13:30:07 INFO lr: 4.9830e-05 - loss: 0.0399 - UP: 85.65% UR: 66.37% UF: 74.79% P: 85.19% R: 66.01% F: 74.38%
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+ 2023-04-08 13:30:08 INFO dev: loss: nan - UP: 57.95% UR: 36.43% UF: 44.74% P: 55.68% R: 35.00% F: 42.98%
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+ 2023-04-08 13:30:09 INFO test: loss: nan - UP: 57.90% UR: 39.17% UF: 46.73% P: 50.94% R: 34.46% F: 41.11%
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+ 2023-04-08 13:30:14 INFO lr: 4.9820e-05 - loss: 0.0235 - UP: 84.33% UR: 71.93% UF: 77.64% P: 83.91% R: 71.57% F: 77.25%
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+ 2023-04-08 13:30:14 INFO dev: loss: nan - UP: 70.27% UR: 37.14% UF: 48.60% P: 68.92% R: 36.43% F: 47.66%
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+ 2023-04-08 13:30:16 INFO test: loss: nan - UP: 70.21% UR: 38.12% UF: 49.41% P: 63.08% R: 34.25% F: 44.39%
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+ 2023-04-08 13:30:16 INFO 0:00:06.793099s elapsed
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+ 2023-04-08 13:30:22 INFO lr: 4.9810e-05 - loss: 0.0059 - UP: 88.59% UR: 68.97% UF: 77.56% P: 88.36% R: 68.79% F: 77.36%
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+ 2023-04-08 13:30:23 INFO dev: loss: nan - UP: 68.18% UR: 53.57% UF: 60.00% P: 66.36% R: 52.14% F: 58.40%
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+ 2023-04-08 13:30:24 INFO test: loss: nan - UP: 63.92% UR: 45.85% UF: 53.40% P: 56.18% R: 40.30% F: 46.93%
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+ 2023-04-08 13:30:42 INFO 0:00:08.118252s elapsed (saved)
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+ 2023-04-08 13:30:47 INFO lr: 4.9800e-05 - loss: 0.0420 - UP: 90.46% UR: 76.50% UF: 82.90% P: 90.03% R: 76.14% F: 82.51%
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+ 2023-04-08 13:30:47 INFO dev: loss: nan - UP: 73.12% UR: 48.57% UF: 58.37% P: 69.89% R: 46.43% F: 55.79%
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+ 2023-04-08 13:30:48 INFO test: loss: nan - UP: 66.31% UR: 44.02% UF: 52.92% P: 59.43% R: 39.45% F: 47.42%
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+ 2023-04-08 13:30:48 INFO 0:00:05.805131s elapsed
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+ 2023-04-08 13:30:55 INFO lr: 4.9790e-05 - loss: 0.0323 - UP: 87.33% UR: 74.17% UF: 80.21% P: 87.01% R: 73.90% F: 79.92%
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+ 2023-04-08 13:30:56 INFO dev: loss: nan - UP: 67.05% UR: 42.14% UF: 51.75% P: 62.50% R: 39.29% F: 48.25%
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+ 2023-04-08 13:30:58 INFO test: loss: nan - UP: 76.08% UR: 39.80% UF: 52.26% P: 70.03% R: 36.64% F: 48.11%
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+ 2023-04-08 13:30:58 INFO 0:00:09.931826s elapsed
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+ 2023-04-08 13:31:05 INFO lr: 4.9780e-05 - loss: nan - UP: 88.43% UR: 79.55% UF: 83.76% P: 88.24% R: 79.37% F: 83.57%
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+ 2023-04-08 13:31:06 INFO dev: loss: nan - UP: 65.22% UR: 42.86% UF: 51.72% P: 61.96% R: 40.71% F: 49.14%
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+ 2023-04-08 13:31:07 INFO test: loss: nan - UP: 74.10% UR: 44.87% UF: 55.89% P: 67.36% R: 40.79% F: 50.81%
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+ 2023-04-08 13:31:07 INFO 0:00:09.010468s elapsed
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+ 2023-04-08 13:31:15 INFO lr: 4.9770e-05 - loss: 0.0216 - UP: 92.72% UR: 80.00% UF: 85.89% P: 92.31% R: 79.64% F: 85.51%
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+ 2023-04-08 13:31:16 INFO dev: loss: nan - UP: 62.16% UR: 49.29% UF: 54.98% P: 58.56% R: 46.43% F: 51.79%
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+ 2023-04-08 13:31:18 INFO test: loss: nan - UP: 67.72% UR: 51.20% UF: 58.31% P: 60.00% R: 45.36% F: 51.66%
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+ 2023-04-08 13:31:18 INFO 0:00:10.889445s elapsed
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+ 2023-04-08 13:31:24 INFO lr: 4.9760e-05 - loss: 0.0257 - UP: 93.31% UR: 85.02% UF: 88.97% P: 92.91% R: 84.66% F: 88.60%
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+ 2023-04-08 13:31:25 INFO dev: loss: nan - UP: 63.64% UR: 55.00% UF: 59.00% P: 60.33% R: 52.14% F: 55.94%
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+ 2023-04-08 13:31:25 INFO test: loss: nan - UP: 69.15% UR: 53.45% UF: 60.29% P: 62.24% R: 48.10% F: 54.26%
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+ 2023-04-08 13:31:25 INFO 0:00:07.406804s elapsed
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+ 2023-04-08 13:31:30 INFO lr: 4.9750e-05 - loss: 0.0084 - UP: 94.08% UR: 84.04% UF: 88.77% P: 94.08% R: 84.04% F: 88.77%
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+ 2023-04-08 13:31:31 INFO dev: loss: nan - UP: 63.20% UR: 56.43% UF: 59.62% P: 59.20% R: 52.86% F: 55.85%
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+ 2023-04-08 13:31:32 INFO test: loss: nan - UP: 66.81% UR: 53.23% UF: 59.26% P: 59.14% R: 47.12% F: 52.45%
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+ 2023-04-08 13:31:32 INFO 0:00:06.268792s elapsed
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+ 2023-04-08 13:31:37 INFO lr: 4.9740e-05 - loss: 0.0185 - UP: 92.67% UR: 86.19% UF: 89.31% P: 92.67% R: 86.19% F: 89.31%
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+ 2023-04-08 13:31:37 INFO dev: loss: nan - UP: 62.39% UR: 52.14% UF: 56.81% P: 58.97% R: 49.29% F: 53.70%
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+ 2023-04-08 13:31:38 INFO test: loss: nan - UP: 68.99% UR: 50.21% UF: 58.12% P: 60.58% R: 44.09% F: 51.04%
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+ 2023-04-08 13:31:38 INFO 0:00:05.886770s elapsed
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+ 2023-04-08 13:31:42 INFO lr: 4.9730e-05 - loss: 0.0080 - UP: 93.84% UR: 84.75% UF: 89.07% P: 93.64% R: 84.57% F: 88.88%
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+ 2023-04-08 13:31:43 INFO dev: loss: nan - UP: 63.72% UR: 51.43% UF: 56.92% P: 61.06% R: 49.29% F: 54.55%
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+ 2023-04-08 13:31:43 INFO test: loss: nan - UP: 68.44% UR: 49.86% UF: 57.69% P: 60.52% R: 44.09% F: 51.02%
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+ 2023-04-08 13:31:48 INFO lr: 4.9720e-05 - loss: 0.0547 - UP: 94.37% UR: 85.74% UF: 89.85% P: 93.98% R: 85.38% F: 89.47%
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+ 2023-04-08 13:31:49 INFO dev: loss: nan - UP: 62.73% UR: 49.29% UF: 55.20% P: 59.09% R: 46.43% F: 52.00%
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+ 2023-04-08 13:31:50 INFO test: loss: nan - UP: 67.48% UR: 54.43% UF: 60.26% P: 60.33% R: 48.66% F: 53.87%
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+ 2023-04-08 13:31:54 INFO lr: 4.9710e-05 - loss: 0.0050 - UP: 94.23% UR: 87.80% UF: 90.90% P: 94.03% R: 87.62% F: 90.71%
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+ 2023-04-08 13:31:55 INFO dev: loss: nan - UP: 61.54% UR: 51.43% UF: 56.03% P: 58.97% R: 49.29% F: 53.70%
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+ 2023-04-08 13:31:55 INFO test: loss: nan - UP: 65.52% UR: 56.40% UF: 60.62% P: 58.50% R: 50.35% F: 54.12%
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+ 2023-04-08 13:31:55 INFO 0:00:05.654299s elapsed
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+ 2023-04-08 13:32:00 INFO lr: 4.9700e-05 - loss: 0.0505 - UP: 91.15% UR: 85.92% UF: 88.46% P: 90.87% R: 85.65% F: 88.18%
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+ 2023-04-08 13:32:01 INFO dev: loss: nan - UP: 60.16% UR: 52.86% UF: 56.27% P: 56.10% R: 49.29% F: 52.47%
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+ 2023-04-08 13:32:01 INFO test: loss: nan - UP: 64.18% UR: 53.16% UF: 58.15% P: 57.56% R: 47.68% F: 52.15%
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+ 2023-04-08 13:32:01 INFO 0:00:06.066511s elapsed
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+ 2023-04-08 13:32:06 INFO lr: 4.9690e-05 - loss: 0.0123 - UP: 94.60% UR: 86.37% UF: 90.30% P: 94.50% R: 86.28% F: 90.20%
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+ 2023-04-08 13:32:07 INFO dev: loss: nan - UP: 65.74% UR: 50.71% UF: 57.26% P: 63.89% R: 49.29% F: 55.65%
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+ 2023-04-08 13:32:07 INFO test: loss: nan - UP: 68.35% UR: 52.39% UF: 59.32% P: 61.93% R: 47.47% F: 53.74%
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+ 2023-04-08 13:32:12 INFO lr: 4.9680e-05 - loss: 0.0070 - UP: 95.16% UR: 86.46% UF: 90.60% P: 94.77% R: 86.10% F: 90.23%
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+ 2023-04-08 13:32:12 INFO dev: loss: nan - UP: 61.54% UR: 51.43% UF: 56.03% P: 58.97% R: 49.29% F: 53.70%
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+ 2023-04-08 13:32:13 INFO test: loss: nan - UP: 66.70% UR: 53.23% UF: 59.21% P: 60.00% R: 47.89% F: 53.27%
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+ 2023-04-08 13:32:18 INFO lr: 4.9670e-05 - loss: 0.0090 - UP: 95.22% UR: 89.33% UF: 92.18% P: 95.03% R: 89.15% F: 91.99%
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+ 2023-04-08 13:32:19 INFO dev: loss: nan - UP: 56.48% UR: 43.57% UF: 49.19% P: 54.63% R: 42.14% F: 47.58%
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+ 2023-04-08 13:32:20 INFO test: loss: nan - UP: 71.18% UR: 48.45% UF: 57.66% P: 66.22% R: 45.08% F: 53.64%
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+ 2023-04-08 13:32:24 INFO lr: 4.9660e-05 - loss: 0.0152 - UP: 93.79% UR: 86.73% UF: 90.12% P: 93.50% R: 86.46% F: 89.84%
269
+ 2023-04-08 13:32:25 INFO dev: loss: nan - UP: 54.78% UR: 61.43% UF: 57.91% P: 51.59% R: 57.86% F: 54.55%
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+ 2023-04-08 13:32:25 INFO test: loss: nan - UP: 58.88% UR: 54.78% UF: 56.76% P: 51.70% R: 48.10% F: 49.84%
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+ 2023-04-08 13:32:30 INFO lr: 4.9650e-05 - loss: 0.0260 - UP: 92.63% UR: 86.82% UF: 89.63% P: 92.25% R: 86.46% F: 89.26%
275
+ 2023-04-08 13:32:31 INFO dev: loss: nan - UP: 62.77% UR: 42.14% UF: 50.43% P: 61.70% R: 41.43% F: 49.57%
276
+ 2023-04-08 13:32:32 INFO test: loss: nan - UP: 72.52% UR: 44.73% UF: 55.33% P: 65.91% R: 40.65% F: 50.28%
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+ 2023-04-08 13:32:37 INFO lr: 4.9640e-05 - loss: 0.0112 - UP: 96.08% UR: 87.98% UF: 91.85% P: 95.79% R: 87.71% F: 91.57%
281
+ 2023-04-08 13:32:37 INFO dev: loss: nan - UP: 63.21% UR: 47.86% UF: 54.47% P: 59.43% R: 45.00% F: 51.22%
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+ 2023-04-08 13:32:38 INFO test: loss: nan - UP: 72.19% UR: 46.55% UF: 56.61% P: 66.52% R: 42.90% F: 52.16%
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+ 2023-04-08 13:32:42 INFO lr: 4.9630e-05 - loss: 0.0029 - UP: 96.02% UR: 90.85% UF: 93.36% P: 95.55% R: 90.40% F: 92.90%
287
+ 2023-04-08 13:32:43 INFO dev: loss: nan - UP: 59.06% UR: 53.57% UF: 56.18% P: 55.91% R: 50.71% F: 53.18%
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+ 2023-04-08 13:32:43 INFO test: loss: nan - UP: 64.48% UR: 54.01% UF: 58.78% P: 57.18% R: 47.89% F: 52.12%
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+ 2023-04-08 13:32:43 INFO 0:00:05.687521s elapsed
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+ 2023-04-08 13:32:48 INFO lr: 4.9620e-05 - loss: 0.0069 - UP: 94.88% UR: 89.69% UF: 92.21% P: 94.59% R: 89.42% F: 91.93%
293
+ 2023-04-08 13:32:49 INFO dev: loss: nan - UP: 53.38% UR: 50.71% UF: 52.01% P: 51.88% R: 49.29% F: 50.55%
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+ 2023-04-08 13:32:50 INFO test: loss: nan - UP: 68.51% UR: 52.32% UF: 59.33% P: 61.42% R: 46.91% F: 53.19%
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+ 2023-04-08 13:32:50 INFO 0:00:06.368648s elapsed
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+ 2023-04-08 13:32:55 INFO lr: 4.9610e-05 - loss: 0.0125 - UP: 94.06% UR: 88.07% UF: 90.97% P: 93.97% R: 87.98% F: 90.88%
299
+ 2023-04-08 13:32:55 INFO dev: loss: nan - UP: 67.05% UR: 42.14% UF: 51.75% P: 65.91% R: 41.43% F: 50.88%
300
+ 2023-04-08 13:32:56 INFO test: loss: nan - UP: 74.39% UR: 40.86% UF: 52.75% P: 68.89% R: 37.83% F: 48.84%
301
+ 2023-04-08 13:32:56 INFO 0:00:05.910050s elapsed
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+ 2023-04-08 13:33:00 INFO lr: 4.9600e-05 - loss: 0.0140 - UP: 93.81% UR: 89.69% UF: 91.70% P: 93.34% R: 89.24% F: 91.24%
305
+ 2023-04-08 13:33:01 INFO dev: loss: nan - UP: 56.45% UR: 50.00% UF: 53.03% P: 53.23% R: 47.14% F: 50.00%
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+ 2023-04-08 13:33:01 INFO test: loss: nan - UP: 65.95% UR: 53.66% UF: 59.17% P: 57.99% R: 47.19% F: 52.04%
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+ 2023-04-08 13:33:01 INFO 0:00:05.848520s elapsed
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+ 2023-04-08 13:33:07 INFO lr: 4.9590e-05 - loss: 0.0426 - UP: 92.62% UR: 88.88% UF: 90.71% P: 91.59% R: 87.89% F: 89.70%
311
+ 2023-04-08 13:33:07 INFO dev: loss: nan - UP: 61.34% UR: 52.14% UF: 56.37% P: 59.66% R: 50.71% F: 54.83%
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+ 2023-04-08 13:33:08 INFO test: loss: nan - UP: 67.97% UR: 52.67% UF: 59.35% P: 61.62% R: 47.75% F: 53.80%
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+ 2023-04-08 13:33:08 INFO 0:00:06.257861s elapsed
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+ 2023-04-08 13:33:12 INFO lr: 4.9580e-05 - loss: 0.0348 - UP: 93.82% UR: 87.17% UF: 90.38% P: 92.08% R: 85.56% F: 88.70%
317
+ 2023-04-08 13:33:13 INFO dev: loss: nan - UP: 63.73% UR: 46.43% UF: 53.72% P: 62.75% R: 45.71% F: 52.89%
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+ 2023-04-08 13:33:13 INFO test: loss: nan - UP: 67.11% UR: 45.78% UF: 54.43% P: 61.03% R: 41.63% F: 49.50%
319
+ 2023-04-08 13:33:13 INFO 0:00:05.712127s elapsed
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+ 2023-04-08 13:33:18 INFO lr: 4.9570e-05 - loss: 0.0415 - UP: 93.42% UR: 87.89% UF: 90.57% P: 91.71% R: 86.28% F: 88.91%
323
+ 2023-04-08 13:33:19 INFO dev: loss: nan - UP: 62.50% UR: 50.00% UF: 55.56% P: 58.93% R: 47.14% F: 52.38%
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+ 2023-04-08 13:33:20 INFO test: loss: nan - UP: 63.90% UR: 50.42% UF: 56.37% P: 56.15% R: 44.30% F: 49.53%
325
+ 2023-04-08 13:33:20 INFO 0:00:06.218890s elapsed
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+ 2023-04-08 13:33:25 INFO lr: 4.9560e-05 - loss: nan - UP: 96.89% UR: 89.51% UF: 93.05% P: 96.41% R: 89.06% F: 92.59%
329
+ 2023-04-08 13:33:25 INFO dev: loss: nan - UP: 59.84% UR: 54.29% UF: 56.93% P: 55.12% R: 50.00% F: 52.43%
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+ 2023-04-08 13:33:26 INFO test: loss: nan - UP: 66.36% UR: 51.48% UF: 57.98% P: 59.56% R: 46.20% F: 52.04%
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+ 2023-04-08 13:33:26 INFO 0:00:06.040492s elapsed
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+ 2023-04-08 13:33:30 INFO lr: 4.9550e-05 - loss: 0.0013 - UP: 95.04% UR: 92.83% UF: 93.92% P: 93.94% R: 91.75% F: 92.83%
335
+ 2023-04-08 13:33:31 INFO dev: loss: nan - UP: 63.48% UR: 52.14% UF: 57.25% P: 60.00% R: 49.29% F: 54.12%
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+ 2023-04-08 13:33:31 INFO test: loss: nan - UP: 66.60% UR: 50.21% UF: 57.26% P: 60.82% R: 45.85% F: 52.29%
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+ 2023-04-08 13:33:31 INFO 0:00:05.767445s elapsed
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+ 2023-04-08 13:33:37 INFO lr: 4.9540e-05 - loss: 0.0002 - UP: 97.80% UR: 91.75% UF: 94.68% P: 97.04% R: 91.03% F: 93.94%
341
+ 2023-04-08 13:33:37 INFO dev: loss: nan - UP: 53.68% UR: 52.14% UF: 52.90% P: 50.74% R: 49.29% F: 50.00%
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+ 2023-04-08 13:33:38 INFO test: loss: nan - UP: 63.25% UR: 53.87% UF: 58.18% P: 56.56% R: 48.17% F: 52.03%
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+ 2023-04-08 13:33:38 INFO 0:00:06.607521s elapsed
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+ 2023-04-08 13:33:43 INFO lr: 4.9530e-05 - loss: nan - UP: 97.11% UR: 93.36% UF: 95.20% P: 96.92% R: 93.18% F: 95.02%
347
+ 2023-04-08 13:33:43 INFO dev: loss: nan - UP: 58.06% UR: 51.43% UF: 54.55% P: 54.84% R: 48.57% F: 51.52%
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+ 2023-04-08 13:33:44 INFO test: loss: nan - UP: 65.48% UR: 52.95% UF: 58.55% P: 58.09% R: 46.98% F: 51.94%
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+ 2023-04-08 13:33:44 INFO 0:00:05.713302s elapsed
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+ 2023-04-08 13:33:49 INFO lr: 4.9520e-05 - loss: 0.0002 - UP: 96.87% UR: 94.35% UF: 95.59% P: 96.87% R: 94.35% F: 95.59%
353
+ 2023-04-08 13:33:49 INFO dev: loss: nan - UP: 59.63% UR: 46.43% UF: 52.21% P: 56.88% R: 44.29% F: 49.80%
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+ 2023-04-08 13:33:50 INFO test: loss: nan - UP: 68.74% UR: 49.02% UF: 57.22% P: 62.72% R: 44.73% F: 52.22%
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+ 2023-04-08 13:33:50 INFO 0:00:06.136682s elapsed
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+ 2023-04-08 13:33:50 INFO Epoch 49 / 5000:
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+ 2023-04-08 13:33:55 INFO lr: 4.9510e-05 - loss: 0.0018 - UP: 95.00% UR: 93.63% UF: 94.31% P: 94.90% R: 93.54% F: 94.22%
359
+ 2023-04-08 13:33:55 INFO dev: loss: nan - UP: 56.84% UR: 38.57% UF: 45.96% P: 54.74% R: 37.14% F: 44.26%
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+ 2023-04-08 13:33:56 INFO test: loss: nan - UP: 70.03% UR: 43.39% UF: 53.58% P: 64.13% R: 39.73% F: 49.07%
361
+ 2023-04-08 13:33:56 INFO 0:00:06.138315s elapsed
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+ 2023-04-08 13:34:55 INFO Epoch 19 saved
364
+ 2023-04-08 13:34:55 INFO dev: UP: 68.18% UR: 53.57% UF: 60.00% P: 66.36% R: 52.14% F: 58.40%
365
+ 2023-04-08 13:34:55 INFO test: UP: 63.92% UR: 45.85% UF: 53.40% P: 56.18% R: 40.30% F: 46.93%
366
+ 2023-04-08 13:34:55 INFO 0:05:32.336530s elapsed, 0:00:06.782378s/epoch