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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/multibooked_ca/random20/model_vi_multibooked_ca_infoxlm_6 +3 -0
  3. models/multibooked_ca/random20/model_vi_multibooked_ca_infoxlm_6.train.log +432 -0
  4. models/multibooked_ca/random20/model_vi_multibooked_ca_mbert_6 +3 -0
  5. models/multibooked_ca/random20/model_vi_multibooked_ca_mbert_6.train.log +774 -0
  6. models/multibooked_ca/random20/model_vi_multibooked_ca_roberta_6 +3 -0
  7. models/multibooked_ca/random20/model_vi_multibooked_ca_roberta_6.train.log +666 -0
  8. models/multibooked_ca/random20/model_vi_multibooked_ca_twxlmsa_6 +3 -0
  9. models/multibooked_ca/random20/model_vi_multibooked_ca_twxlmsa_6.train.log +660 -0
  10. models/multibooked_ca/random20/model_vi_multibooked_ca_xlm_6 +3 -0
  11. models/multibooked_ca/random20/model_vi_multibooked_ca_xlm_6.train.log +414 -0
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+ 2023-04-06 21:30:19 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
4
+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models/model_vi_multibooked_ca_infoxlm_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | microsoft/infoxlm-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-04-06 21:30:19 INFO Building the fields
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+ 2023-04-06 21:30:25 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2023-04-06 21:30:25 INFO Building the model
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+ 2023-04-06 21:31:02 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(microsoft/infoxlm-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-04-06 21:31:02 INFO Loading the data
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+ 2023-04-06 21:31:03 INFO
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+ train: Dataset(n_sentences=233, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=32, n_batches=19, n_buckets=19)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2023-04-06 21:31:07 INFO Epoch 1 / 5000:
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+ 2023-04-06 21:31:17 INFO lr: 4.9990e-05 - loss: 0.4759 - UP: 0.61% UR: 3.09% UF: 1.01% P: 0.18% R: 0.93% F: 0.31%
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+ 2023-04-06 21:31:17 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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+ 2023-04-06 21:31:18 INFO test: loss: 0.2182 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-06 21:31:18 INFO 0:00:11.237190s elapsed
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+
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+ 2023-04-06 21:31:18 INFO Epoch 2 / 5000:
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+ 2023-04-06 21:31:23 INFO lr: 4.9980e-05 - loss: 0.1679 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-06 21:31:23 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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+ 2023-04-06 21:31:24 INFO test: loss: 0.2215 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-06 21:31:24 INFO 0:00:06.127114s elapsed
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+
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+ 2023-04-06 21:31:24 INFO Epoch 3 / 5000:
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+ 2023-04-06 21:31:29 INFO lr: 4.9970e-05 - loss: 0.1557 - UP: 38.46% UR: 0.29% UF: 0.58% P: 15.38% R: 0.12% F: 0.23%
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+ 2023-04-06 21:31:30 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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+ 2023-04-06 21:31:31 INFO test: loss: 0.1874 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-04-06 21:31:31 INFO 0:00:06.425507s elapsed
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+
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+ 2023-04-06 21:31:31 INFO Epoch 4 / 5000:
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+ 2023-04-06 21:31:36 INFO lr: 4.9960e-05 - loss: 0.1175 - UP: 30.56% UR: 0.64% UF: 1.26% P: 19.44% R: 0.41% F: 0.80%
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+ 2023-04-06 21:31:36 INFO dev: loss: nan - UP: 100.00% UR: 1.18% UF: 2.34% P: 50.00% R: 0.59% F: 1.17%
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+ 2023-04-06 21:31:37 INFO test: loss: 0.1796 - UP: 83.72% UR: 1.51% UF: 2.96% P: 53.49% R: 0.96% F: 1.89%
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+ 2023-04-06 21:31:55 INFO 0:00:06.102590s elapsed (saved)
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+
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+ 2023-04-06 21:31:55 INFO Epoch 5 / 5000:
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+ 2023-04-06 21:32:00 INFO lr: 4.9950e-05 - loss: 0.2283 - UP: 24.84% UR: 2.34% UF: 4.27% P: 19.88% R: 1.87% F: 3.42%
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+ 2023-04-06 21:32:01 INFO dev: loss: nan - UP: 76.92% UR: 5.92% UF: 10.99% P: 53.85% R: 4.14% F: 7.69%
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+ 2023-04-06 21:32:02 INFO test: loss: 0.1571 - UP: 72.53% UR: 8.29% UF: 14.89% P: 56.04% R: 6.41% F: 11.50%
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+ 2023-04-06 21:32:19 INFO 0:00:06.432630s elapsed (saved)
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+
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+ 2023-04-06 21:32:19 INFO Epoch 6 / 5000:
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+ 2023-04-06 21:32:24 INFO lr: 4.9940e-05 - loss: 0.0379 - UP: 32.82% UR: 4.96% UF: 8.62% P: 23.94% R: 3.62% F: 6.29%
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+ 2023-04-06 21:32:25 INFO dev: loss: nan - UP: 66.67% UR: 2.37% UF: 4.57% P: 50.00% R: 1.78% F: 3.43%
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+ 2023-04-06 21:32:26 INFO test: loss: 0.1494 - UP: 74.52% UR: 6.49% UF: 11.95% P: 62.98% R: 5.49% F: 10.10%
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+ 2023-04-06 21:32:26 INFO 0:00:06.456722s elapsed
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+
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+ 2023-04-06 21:32:26 INFO Epoch 7 / 5000:
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+ 2023-04-06 21:32:31 INFO lr: 4.9930e-05 - loss: 0.1849 - UP: 34.82% UR: 7.76% UF: 12.70% P: 30.89% R: 6.89% F: 11.26%
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+ 2023-04-06 21:32:32 INFO dev: loss: nan - UP: 84.21% UR: 9.47% UF: 17.02% P: 78.95% R: 8.88% F: 15.96%
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+ 2023-04-06 21:32:32 INFO test: loss: 0.1497 - UP: 80.07% UR: 9.76% UF: 17.40% P: 70.45% R: 8.59% F: 15.31%
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+ 2023-04-06 21:32:51 INFO 0:00:06.765772s elapsed (saved)
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+
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+ 2023-04-06 21:32:51 INFO Epoch 8 / 5000:
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+ 2023-04-06 21:32:56 INFO lr: 4.9920e-05 - loss: 0.1859 - UP: 57.63% UR: 12.78% UF: 20.93% P: 49.74% R: 11.03% F: 18.06%
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+ 2023-04-06 21:32:56 INFO dev: loss: nan - UP: 80.00% UR: 14.20% UF: 24.12% P: 73.33% R: 13.02% F: 22.11%
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+ 2023-04-06 21:32:57 INFO test: loss: 0.1294 - UP: 73.21% UR: 14.54% UF: 24.26% P: 62.87% R: 12.48% F: 20.83%
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+ 2023-04-06 21:33:16 INFO 0:00:06.320964s elapsed (saved)
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+
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+ 2023-04-06 21:33:16 INFO Epoch 9 / 5000:
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+ 2023-04-06 21:33:21 INFO lr: 4.9910e-05 - loss: 0.0355 - UP: 56.05% UR: 15.41% UF: 24.18% P: 51.80% R: 14.24% F: 22.34%
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+ 2023-04-06 21:33:22 INFO dev: loss: nan - UP: 75.44% UR: 25.44% UF: 38.05% P: 70.18% R: 23.67% F: 35.40%
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+ 2023-04-06 21:33:22 INFO test: loss: 0.1254 - UP: 70.84% UR: 20.86% UF: 32.23% P: 64.44% R: 18.98% F: 29.32%
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+ 2023-04-06 21:33:40 INFO 0:00:06.124364s elapsed (saved)
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+
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+ 2023-04-06 21:33:40 INFO Epoch 10 / 5000:
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+ 2023-04-06 21:33:46 INFO lr: 4.9900e-05 - loss: 0.0976 - UP: 66.23% UR: 23.82% UF: 35.04% P: 62.50% R: 22.48% F: 33.06%
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+ 2023-04-06 21:33:46 INFO dev: loss: nan - UP: 63.93% UR: 23.08% UF: 33.91% P: 55.74% R: 20.12% F: 29.57%
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+ 2023-04-06 21:33:47 INFO test: loss: 0.1279 - UP: 72.97% UR: 23.75% UF: 35.84% P: 66.67% R: 21.70% F: 32.74%
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+ 2023-04-06 21:33:47 INFO 0:00:06.750150s elapsed
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+
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+ 2023-04-06 21:33:47 INFO Epoch 11 / 5000:
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+ 2023-04-06 21:33:52 INFO lr: 4.9890e-05 - loss: 0.1497 - UP: 69.77% UR: 26.27% UF: 38.17% P: 67.29% R: 25.34% F: 36.81%
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+ 2023-04-06 21:33:53 INFO dev: loss: nan - UP: 59.76% UR: 28.99% UF: 39.04% P: 53.66% R: 26.04% F: 35.06%
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+ 2023-04-06 21:33:53 INFO test: loss: 0.1333 - UP: 63.75% UR: 32.05% UF: 42.65% P: 57.92% R: 29.12% F: 38.75%
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+ 2023-04-06 21:33:53 INFO 0:00:06.437641s elapsed
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+
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+ 2023-04-06 21:33:53 INFO Epoch 12 / 5000:
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+ 2023-04-06 21:33:59 INFO lr: 4.9880e-05 - loss: 0.1637 - UP: 69.87% UR: 31.00% UF: 42.94% P: 66.58% R: 29.54% F: 40.92%
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+ 2023-04-06 21:33:59 INFO dev: loss: nan - UP: 62.64% UR: 33.73% UF: 43.85% P: 58.24% R: 31.36% F: 40.77%
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+ 2023-04-06 21:34:01 INFO test: loss: 0.1414 - UP: 65.76% UR: 33.31% UF: 44.22% P: 60.96% R: 30.88% F: 40.99%
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+ 2023-04-06 21:34:19 INFO 0:00:07.061759s elapsed (saved)
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+
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+ 2023-04-06 21:34:19 INFO Epoch 13 / 5000:
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+ 2023-04-06 21:34:24 INFO lr: 4.9870e-05 - loss: 0.0561 - UP: 72.13% UR: 31.58% UF: 43.93% P: 71.20% R: 31.17% F: 43.36%
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+ 2023-04-06 21:34:24 INFO dev: loss: nan - UP: 64.00% UR: 28.40% UF: 39.34% P: 56.00% R: 24.85% F: 34.43%
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+ 2023-04-06 21:34:25 INFO test: loss: 0.1327 - UP: 74.61% UR: 30.16% UF: 42.96% P: 69.02% R: 27.90% F: 39.74%
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+ 2023-04-06 21:34:25 INFO 0:00:06.077207s elapsed
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+
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+ 2023-04-06 21:34:25 INFO Epoch 14 / 5000:
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+ 2023-04-06 21:34:30 INFO lr: 4.9860e-05 - loss: 0.0369 - UP: 71.27% UR: 33.16% UF: 45.26% P: 70.51% R: 32.81% F: 44.78%
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+ 2023-04-06 21:34:31 INFO dev: loss: nan - UP: 70.15% UR: 27.81% UF: 39.83% P: 61.19% R: 24.26% F: 34.75%
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+ 2023-04-06 21:34:32 INFO test: loss: 0.1287 - UP: 71.40% UR: 27.82% UF: 40.04% P: 65.48% R: 25.51% F: 36.72%
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+ 2023-04-06 21:34:32 INFO 0:00:07.059751s elapsed
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+
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+ 2023-04-06 21:34:32 INFO Epoch 15 / 5000:
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+ 2023-04-06 21:34:37 INFO lr: 4.9850e-05 - loss: 0.1149 - UP: 72.48% UR: 41.51% UF: 52.78% P: 71.05% R: 40.69% F: 51.74%
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+ 2023-04-06 21:34:37 INFO dev: loss: nan - UP: 62.35% UR: 31.36% UF: 41.73% P: 54.12% R: 27.22% F: 36.22%
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+ 2023-04-06 21:34:38 INFO test: loss: 0.1339 - UP: 72.99% UR: 31.25% UF: 43.77% P: 69.18% R: 29.62% F: 41.48%
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+ 2023-04-06 21:34:38 INFO 0:00:06.710792s elapsed
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+
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+ 2023-04-06 21:34:38 INFO Epoch 16 / 5000:
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+ 2023-04-06 21:34:44 INFO lr: 4.9840e-05 - loss: 0.0354 - UP: 74.97% UR: 39.52% UF: 51.76% P: 73.20% R: 38.59% F: 50.54%
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+ 2023-04-06 21:34:44 INFO dev: loss: nan - UP: 60.58% UR: 37.28% UF: 46.15% P: 52.88% R: 32.54% F: 40.29%
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+ 2023-04-06 21:34:45 INFO test: loss: 0.1269 - UP: 62.02% UR: 41.60% UF: 49.80% P: 57.46% R: 38.54% F: 46.14%
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+ 2023-04-06 21:34:45 INFO 0:00:07.044217s elapsed
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+
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+ 2023-04-06 21:34:45 INFO Epoch 17 / 5000:
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+ 2023-04-06 21:34:51 INFO lr: 4.9830e-05 - loss: 0.0602 - UP: 77.31% UR: 39.99% UF: 52.71% P: 76.07% R: 39.35% F: 51.87%
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+ 2023-04-06 21:34:52 INFO dev: loss: nan - UP: 68.42% UR: 38.46% UF: 49.24% P: 61.05% R: 34.32% F: 43.94%
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+ 2023-04-06 21:34:53 INFO test: loss: 0.1407 - UP: 68.48% UR: 36.87% UF: 47.93% P: 63.58% R: 34.23% F: 44.50%
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+ 2023-04-06 21:35:11 INFO 0:00:07.108854s elapsed (saved)
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+ 2023-04-06 21:35:11 INFO Epoch 18 / 5000:
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+ 2023-04-06 21:35:16 INFO lr: 4.9820e-05 - loss: 0.1197 - UP: 73.81% UR: 51.49% UF: 60.66% P: 72.97% R: 50.90% F: 59.97%
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+ 2023-04-06 21:35:17 INFO dev: loss: nan - UP: 62.50% UR: 44.38% UF: 51.90% P: 53.33% R: 37.87% F: 44.29%
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+ 2023-04-06 21:35:18 INFO test: loss: 0.1470 - UP: 63.18% UR: 42.48% UF: 50.80% P: 58.07% R: 39.04% F: 46.69%
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+ 2023-04-06 21:35:36 INFO 0:00:06.541294s elapsed (saved)
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+
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+ 2023-04-06 21:35:36 INFO Epoch 19 / 5000:
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+ 2023-04-06 21:35:41 INFO lr: 4.9810e-05 - loss: 0.0256 - UP: 78.30% UR: 41.91% UF: 54.60% P: 77.64% R: 41.56% F: 54.14%
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+ 2023-04-06 21:35:41 INFO dev: loss: nan - UP: 61.47% UR: 39.64% UF: 48.20% P: 53.21% R: 34.32% F: 41.73%
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+ 2023-04-06 21:35:42 INFO test: loss: 0.1463 - UP: 61.16% UR: 38.00% UF: 46.87% P: 57.65% R: 35.82% F: 44.19%
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+ 2023-04-06 21:35:42 INFO 0:00:06.167586s elapsed
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+ 2023-04-06 21:35:42 INFO Epoch 20 / 5000:
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+ 2023-04-06 21:35:47 INFO lr: 4.9800e-05 - loss: 0.2200 - UP: 75.98% UR: 45.24% UF: 56.71% P: 75.29% R: 44.83% F: 56.20%
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+ 2023-04-06 21:35:48 INFO dev: loss: nan - UP: 63.10% UR: 31.36% UF: 41.90% P: 55.95% R: 27.81% F: 37.15%
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+ 2023-04-06 21:36:10 INFO test: loss: 0.1425 - UP: 74.65% UR: 30.83% UF: 43.64% P: 71.60% R: 29.58% F: 41.86%
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+ 2023-04-06 21:36:17 INFO test: loss: 0.1561 - UP: 63.17% UR: 43.40% UF: 51.45% P: 57.62% R: 39.59% F: 46.93%
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+ 2023-04-06 21:36:24 INFO test: loss: 0.1587 - UP: 57.38% UR: 48.51% UF: 52.58% P: 52.28% R: 44.20% F: 47.90%
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+ 2023-04-06 21:36:30 INFO dev: loss: nan - UP: 50.34% UR: 43.79% UF: 46.84% P: 44.22% R: 38.46% F: 41.14%
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+ 2023-04-06 21:36:30 INFO test: loss: 0.1531 - UP: 65.61% UR: 44.20% UF: 52.82% P: 60.88% R: 41.01% F: 49.01%
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+ 2023-04-06 21:36:37 INFO dev: loss: nan - UP: 48.57% UR: 40.24% UF: 44.01% P: 40.71% R: 33.73% F: 36.89%
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+ 2023-04-06 21:36:38 INFO test: loss: 0.1518 - UP: 63.99% UR: 43.40% UF: 51.72% P: 58.68% R: 39.80% F: 47.43%
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+ 2023-04-06 21:36:44 INFO dev: loss: nan - UP: 56.62% UR: 45.56% UF: 50.49% P: 47.06% R: 37.87% F: 41.97%
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+ 2023-04-06 21:36:52 INFO test: loss: 0.1645 - UP: 64.80% UR: 44.03% UF: 52.43% P: 57.95% R: 39.38% F: 46.89%
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+ 2023-04-06 21:36:57 INFO lr: 4.9700e-05 - loss: 0.0117 - UP: 86.91% UR: 57.73% UF: 69.38% P: 86.47% R: 57.44% F: 69.03%
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+ 2023-04-06 21:36:58 INFO dev: loss: nan - UP: 64.89% UR: 50.30% UF: 56.67% P: 55.73% R: 43.20% F: 48.67%
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+ 2023-04-06 21:36:59 INFO test: loss: 0.1510 - UP: 62.66% UR: 52.58% UF: 57.18% P: 57.26% R: 48.05% F: 52.26%
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+ 2023-04-06 21:37:17 INFO 0:00:06.879738s elapsed (saved)
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+ 2023-04-06 21:37:22 INFO dev: loss: nan - UP: 53.54% UR: 40.24% UF: 45.95% P: 44.09% R: 33.14% F: 37.84%
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+ 2023-04-06 21:37:23 INFO test: loss: 0.1588 - UP: 61.52% UR: 42.73% UF: 50.43% P: 56.27% R: 39.09% F: 46.13%
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+ 2023-04-06 21:37:29 INFO dev: loss: nan - UP: 55.81% UR: 42.60% UF: 48.32% P: 45.74% R: 34.91% F: 39.60%
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+ 2023-04-06 21:37:30 INFO test: loss: 0.1519 - UP: 60.23% UR: 49.69% UF: 54.45% P: 55.00% R: 45.37% F: 49.72%
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+ 2023-04-06 21:37:36 INFO lr: 4.9670e-05 - loss: 0.0041 - UP: 85.71% UR: 56.74% UF: 68.28% P: 85.45% R: 56.57% F: 68.07%
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+ 2023-04-06 21:37:36 INFO dev: loss: nan - UP: 58.33% UR: 45.56% UF: 51.16% P: 46.21% R: 36.09% F: 40.53%
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+ 2023-04-06 21:37:37 INFO test: loss: 0.1611 - UP: 65.12% UR: 48.26% UF: 55.44% P: 60.09% R: 44.53% F: 51.15%
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+ 2023-04-06 21:37:42 INFO lr: 4.9660e-05 - loss: 0.0122 - UP: 88.32% UR: 63.11% UF: 73.61% P: 88.15% R: 62.99% F: 73.48%
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+ 2023-04-06 21:37:43 INFO dev: loss: nan - UP: 66.98% UR: 42.01% UF: 51.64% P: 54.72% R: 34.32% F: 42.18%
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+ 2023-04-06 21:37:44 INFO test: loss: 0.1686 - UP: 67.74% UR: 44.95% UF: 54.04% P: 62.82% R: 41.68% F: 50.11%
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+ 2023-04-06 21:37:50 INFO lr: 4.9650e-05 - loss: 0.0683 - UP: 86.08% UR: 64.97% UF: 74.05% P: 85.92% R: 64.86% F: 73.92%
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+ 2023-04-06 21:37:50 INFO dev: loss: nan - UP: 57.39% UR: 39.05% UF: 46.48% P: 49.57% R: 33.73% F: 40.14%
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+ 2023-04-06 21:37:51 INFO test: loss: 0.1807 - UP: 70.29% UR: 40.64% UF: 51.50% P: 65.22% R: 37.70% F: 47.78%
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+ 2023-04-06 21:37:56 INFO lr: 4.9640e-05 - loss: 0.0239 - UP: 89.40% UR: 63.98% UF: 74.58% P: 88.99% R: 63.69% F: 74.24%
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+ 2023-04-06 21:37:57 INFO dev: loss: nan - UP: 50.58% UR: 51.48% UF: 51.03% P: 43.02% R: 43.79% F: 43.40%
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+ 2023-04-06 21:37:58 INFO test: loss: 0.1690 - UP: 58.98% UR: 56.26% UF: 57.59% P: 53.18% R: 50.73% F: 51.93%
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+ 2023-04-06 21:38:04 INFO lr: 4.9630e-05 - loss: 0.0193 - UP: 90.38% UR: 63.11% UF: 74.32% P: 90.38% R: 63.11% F: 74.32%
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+ 2023-04-06 21:38:04 INFO dev: loss: nan - UP: 51.81% UR: 50.89% UF: 51.34% P: 43.37% R: 42.60% F: 42.99%
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+ 2023-04-06 21:38:05 INFO test: loss: 0.1628 - UP: 65.91% UR: 51.28% UF: 57.68% P: 61.01% R: 47.47% F: 53.39%
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+ 2023-04-06 21:38:10 INFO lr: 4.9620e-05 - loss: 0.0741 - UP: 88.26% UR: 66.26% UF: 75.69% P: 87.64% R: 65.79% F: 75.16%
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+ 2023-04-06 21:38:11 INFO dev: loss: nan - UP: 50.00% UR: 47.93% UF: 48.94% P: 43.21% R: 41.42% F: 42.30%
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+ 2023-04-06 21:38:12 INFO test: loss: 0.1554 - UP: 66.40% UR: 48.51% UF: 56.06% P: 61.24% R: 44.74% F: 51.71%
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+ 2023-04-06 21:38:18 INFO lr: 4.9610e-05 - loss: 0.0105 - UP: 89.08% UR: 70.46% UF: 78.68% P: 88.34% R: 69.88% F: 78.03%
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+ 2023-04-06 21:38:18 INFO dev: loss: nan - UP: 43.05% UR: 56.80% UF: 48.98% P: 35.87% R: 47.34% F: 40.82%
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+ 2023-04-06 21:38:24 INFO lr: 4.9600e-05 - loss: 0.0403 - UP: 87.14% UR: 68.83% UF: 76.91% P: 85.44% R: 67.48% F: 75.41%
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+ 2023-04-06 21:38:24 INFO dev: loss: nan - UP: 68.75% UR: 39.05% UF: 49.81% P: 59.37% R: 33.73% F: 43.02%
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+ 2023-04-06 21:38:25 INFO test: loss: 0.1641 - UP: 75.79% UR: 36.99% UF: 49.72% P: 71.33% R: 34.81% F: 46.79%
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+ 2023-04-06 21:38:31 INFO lr: 4.9590e-05 - loss: 0.1048 - UP: 83.60% UR: 64.57% UF: 72.86% P: 83.37% R: 64.39% F: 72.66%
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+ 2023-04-06 21:38:32 INFO dev: loss: nan - UP: 55.78% UR: 48.52% UF: 51.90% P: 41.50% R: 36.09% F: 38.61%
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+ 2023-04-06 21:38:32 INFO test: loss: 0.1672 - UP: 69.12% UR: 50.06% UF: 58.07% P: 62.81% R: 45.50% F: 52.77%
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+ 2023-04-06 21:38:38 INFO lr: 4.9580e-05 - loss: 0.0304 - UP: 89.09% UR: 69.59% UF: 78.14% P: 88.64% R: 69.24% F: 77.75%
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+ 2023-04-06 21:38:38 INFO dev: loss: nan - UP: 53.80% UR: 54.44% UF: 54.12% P: 44.44% R: 44.97% F: 44.71%
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+ 2023-04-06 21:38:39 INFO test: loss: 0.1541 - UP: 63.88% UR: 51.57% UF: 57.07% P: 58.59% R: 47.30% F: 52.34%
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+ 2023-04-06 21:38:44 INFO lr: 4.9570e-05 - loss: 0.0507 - UP: 90.46% UR: 68.65% UF: 78.06% P: 89.85% R: 68.18% F: 77.53%
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+ 2023-04-06 21:38:45 INFO dev: loss: nan - UP: 44.91% UR: 44.38% UF: 44.64% P: 39.52% R: 39.05% F: 39.29%
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+ 2023-04-06 21:38:46 INFO test: loss: 0.1693 - UP: 65.93% UR: 49.69% UF: 56.67% P: 61.03% R: 46.00% F: 52.46%
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+ 2023-04-06 21:38:51 INFO lr: 4.9560e-05 - loss: 0.0320 - UP: 88.28% UR: 68.18% UF: 76.94% P: 87.91% R: 67.89% F: 76.61%
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+ 2023-04-06 21:38:51 INFO dev: loss: nan - UP: 47.59% UR: 52.66% UF: 50.00% P: 41.71% R: 46.15% F: 43.82%
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+ 2023-04-06 21:38:52 INFO test: loss: 0.1460 - UP: 64.61% UR: 54.75% UF: 59.27% P: 58.68% R: 49.73% F: 53.83%
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+ 2023-04-06 21:38:57 INFO lr: 4.9550e-05 - loss: 0.0008 - UP: 89.67% UR: 70.46% UF: 78.91% P: 89.23% R: 70.11% F: 78.52%
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+ 2023-04-06 21:38:57 INFO dev: loss: nan - UP: 50.32% UR: 46.15% UF: 48.15% P: 41.29% R: 37.87% F: 39.51%
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+ 2023-04-06 21:38:58 INFO test: loss: 0.1602 - UP: 68.58% UR: 49.56% UF: 57.54% P: 62.78% R: 45.37% F: 52.68%
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+ 2023-04-06 21:39:04 INFO lr: 4.9540e-05 - loss: 0.0230 - UP: 92.87% UR: 77.58% UF: 84.54% P: 92.73% R: 77.47% F: 84.41%
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+ 2023-04-06 21:39:04 INFO dev: loss: nan - UP: 54.55% UR: 53.25% UF: 53.89% P: 46.67% R: 45.56% F: 46.11%
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+ 2023-04-06 21:39:05 INFO test: loss: 0.1641 - UP: 62.31% UR: 55.68% UF: 58.81% P: 56.77% R: 50.73% F: 53.58%
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+ 2023-04-06 21:39:10 INFO lr: 4.9530e-05 - loss: 0.0022 - UP: 91.62% UR: 74.72% UF: 82.32% P: 91.48% R: 74.61% F: 82.19%
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+ 2023-04-06 21:39:10 INFO dev: loss: nan - UP: 60.74% UR: 48.52% UF: 53.95% P: 51.85% R: 41.42% F: 46.05%
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+ 2023-04-06 21:39:11 INFO test: loss: 0.1786 - UP: 69.55% UR: 48.81% UF: 57.36% P: 64.18% R: 45.04% F: 52.93%
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+ 2023-04-06 21:39:16 INFO lr: 4.9520e-05 - loss: 0.0996 - UP: 93.84% UR: 74.66% UF: 83.16% P: 93.84% R: 74.66% F: 83.16%
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+ 2023-04-06 21:39:17 INFO dev: loss: nan - UP: 63.85% UR: 49.11% UF: 55.52% P: 55.38% R: 42.60% F: 48.16%
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+ 2023-04-06 21:39:17 INFO test: loss: 0.1744 - UP: 70.19% UR: 50.02% UF: 58.41% P: 64.90% R: 46.25% F: 54.01%
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+ 2023-04-06 21:39:22 INFO lr: 4.9510e-05 - loss: 0.0043 - UP: 84.87% UR: 75.95% UF: 80.16% P: 84.80% R: 75.89% F: 80.10%
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+ 2023-04-06 21:39:23 INFO dev: loss: nan - UP: 56.05% UR: 52.07% UF: 53.99% P: 47.13% R: 43.79% F: 45.40%
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+ 2023-04-06 21:39:23 INFO test: loss: 0.1733 - UP: 67.71% UR: 51.82% UF: 58.71% P: 61.90% R: 47.38% F: 53.68%
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+ 2023-04-06 21:39:28 INFO lr: 4.9500e-05 - loss: 0.0014 - UP: 92.77% UR: 74.96% UF: 82.92% P: 92.56% R: 74.78% F: 82.73%
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+ 2023-04-06 21:39:29 INFO dev: loss: nan - UP: 59.85% UR: 48.52% UF: 53.59% P: 52.55% R: 42.60% F: 47.06%
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+ 2023-04-06 21:39:30 INFO test: loss: 0.2083 - UP: 70.23% UR: 49.81% UF: 58.28% P: 64.56% R: 45.79% F: 53.58%
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+ 2023-04-06 21:39:36 INFO test: loss: 0.2021 - UP: 69.15% UR: 47.51% UF: 56.32% P: 63.54% R: 43.65% F: 51.75%
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+ 2023-04-06 21:39:36 INFO Epoch 52 / 5000:
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+ 2023-04-06 21:39:41 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 93.68% UR: 79.57% UF: 86.05% P: 93.26% R: 79.22% F: 85.67%
377
+ 2023-04-06 21:39:41 INFO dev: loss: nan - UP: 52.80% UR: 50.30% UF: 51.52% P: 43.48% R: 41.42% F: 42.42%
378
+ 2023-04-06 21:39:42 INFO test: loss: 0.1926 - UP: 68.75% UR: 51.07% UF: 58.61% P: 62.66% R: 46.54% F: 53.41%
379
+ 2023-04-06 21:39:42 INFO 0:00:06.087874s elapsed
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+
381
+ 2023-04-06 21:39:42 INFO Epoch 53 / 5000:
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+ 2023-04-06 21:39:48 INFO lr: 4.9470e-05 - loss: 0.0450 - UP: 95.24% UR: 79.39% UF: 86.60% P: 95.03% R: 79.22% F: 86.41%
383
+ 2023-04-06 21:39:48 INFO dev: loss: nan - UP: 56.55% UR: 48.52% UF: 52.23% P: 45.52% R: 39.05% F: 42.04%
384
+ 2023-04-06 21:39:49 INFO test: loss: 0.1964 - UP: 66.90% UR: 52.16% UF: 58.62% P: 61.74% R: 48.14% F: 54.10%
385
+ 2023-04-06 21:39:49 INFO 0:00:06.626196s elapsed
386
+
387
+ 2023-04-06 21:39:49 INFO Epoch 54 / 5000:
388
+ 2023-04-06 21:39:54 INFO lr: 4.9460e-05 - loss: 0.0130 - UP: 91.95% UR: 79.33% UF: 85.18% P: 91.68% R: 79.10% F: 84.93%
389
+ 2023-04-06 21:39:54 INFO dev: loss: nan - UP: 55.03% UR: 48.52% UF: 51.57% P: 47.65% R: 42.01% F: 44.65%
390
+ 2023-04-06 21:39:55 INFO test: loss: 0.1919 - UP: 65.53% UR: 51.36% UF: 57.59% P: 59.43% R: 46.59% F: 52.23%
391
+ 2023-04-06 21:39:55 INFO 0:00:06.137302s elapsed
392
+
393
+ 2023-04-06 21:39:55 INFO Epoch 55 / 5000:
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+ 2023-04-06 21:40:00 INFO lr: 4.9450e-05 - loss: 0.0023 - UP: 92.60% UR: 81.79% UF: 86.86% P: 92.47% R: 81.67% F: 86.73%
395
+ 2023-04-06 21:40:01 INFO dev: loss: nan - UP: 67.92% UR: 42.60% UF: 52.36% P: 56.60% R: 35.50% F: 43.64%
396
+ 2023-04-06 21:40:02 INFO test: loss: 0.1790 - UP: 72.17% UR: 45.96% UF: 56.16% P: 66.38% R: 42.27% F: 51.65%
397
+ 2023-04-06 21:40:02 INFO 0:00:06.768196s elapsed
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+
399
+ 2023-04-06 21:40:02 INFO Epoch 56 / 5000:
400
+ 2023-04-06 21:40:07 INFO lr: 4.9440e-05 - loss: 0.0080 - UP: 95.42% UR: 83.95% UF: 89.32% P: 93.96% R: 82.66% F: 87.95%
401
+ 2023-04-06 21:40:07 INFO dev: loss: nan - UP: 55.63% UR: 49.70% UF: 52.50% P: 43.05% R: 38.46% F: 40.62%
402
+ 2023-04-06 21:40:08 INFO test: loss: 0.1981 - UP: 64.70% UR: 54.13% UF: 58.94% P: 57.34% R: 47.97% F: 52.24%
403
+ 2023-04-06 21:40:08 INFO 0:00:06.207305s elapsed
404
+
405
+ 2023-04-06 21:40:08 INFO Epoch 57 / 5000:
406
+ 2023-04-06 21:40:13 INFO lr: 4.9430e-05 - loss: 0.0453 - UP: 93.27% UR: 83.36% UF: 88.04% P: 93.21% R: 83.30% F: 87.98%
407
+ 2023-04-06 21:40:14 INFO dev: loss: nan - UP: 54.17% UR: 46.15% UF: 49.84% P: 45.83% R: 39.05% F: 42.17%
408
+ 2023-04-06 21:40:14 INFO test: loss: 0.1832 - UP: 67.44% UR: 49.64% UF: 57.19% P: 61.07% R: 44.95% F: 51.79%
409
+ 2023-04-06 21:40:14 INFO 0:00:06.508505s elapsed
410
+
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+ 2023-04-06 21:40:14 INFO Epoch 58 / 5000:
412
+ 2023-04-06 21:40:20 INFO lr: 4.9420e-05 - loss: 0.0526 - UP: 94.23% UR: 82.02% UF: 87.70% P: 93.96% R: 81.79% F: 87.45%
413
+ 2023-04-06 21:40:20 INFO dev: loss: nan - UP: 65.09% UR: 40.83% UF: 50.18% P: 50.94% R: 31.95% F: 39.27%
414
+ 2023-04-06 21:40:21 INFO test: loss: 0.2388 - UP: 74.22% UR: 46.80% UF: 57.40% P: 66.38% R: 41.85% F: 51.34%
415
+ 2023-04-06 21:40:21 INFO 0:00:06.355640s elapsed
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+
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+ 2023-04-06 21:40:21 INFO Epoch 59 / 5000:
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+ 2023-04-06 21:40:26 INFO lr: 4.9410e-05 - loss: 0.0096 - UP: 94.86% UR: 82.95% UF: 88.51% P: 94.39% R: 82.55% F: 88.07%
419
+ 2023-04-06 21:40:26 INFO dev: loss: nan - UP: 59.40% UR: 46.75% UF: 52.32% P: 48.12% R: 37.87% F: 42.38%
420
+ 2023-04-06 21:40:27 INFO test: loss: 0.1825 - UP: 70.25% UR: 51.74% UF: 59.59% P: 65.19% R: 48.01% F: 55.30%
421
+ 2023-04-06 21:40:27 INFO 0:00:06.095686s elapsed
422
+
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+ 2023-04-06 21:40:27 INFO Epoch 60 / 5000:
424
+ 2023-04-06 21:40:33 INFO lr: 4.9400e-05 - loss: 0.0849 - UP: 95.05% UR: 78.46% UF: 85.96% P: 93.35% R: 77.06% F: 84.43%
425
+ 2023-04-06 21:40:33 INFO dev: loss: nan - UP: 64.06% UR: 48.52% UF: 55.22% P: 53.12% R: 40.24% F: 45.79%
426
+ 2023-04-06 21:40:34 INFO test: loss: 0.2246 - UP: 67.57% UR: 49.31% UF: 57.01% P: 60.68% R: 44.28% F: 51.20%
427
+ 2023-04-06 21:40:34 INFO 0:00:06.830258s elapsed
428
+
429
+ 2023-04-06 21:41:29 INFO Epoch 30 saved
430
+ 2023-04-06 21:41:29 INFO dev: UP: 64.89% UR: 50.30% UF: 56.67% P: 55.73% R: 43.20% F: 48.67%
431
+ 2023-04-06 21:41:29 INFO test: UP: 62.66% UR: 52.58% UF: 57.18% P: 57.26% R: 48.05% F: 52.26%
432
+ 2023-04-06 21:41:29 INFO 0:06:42.160966s elapsed, 0:00:06.702683s/epoch
models/multibooked_ca/random20/model_vi_multibooked_ca_mbert_6 ADDED
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+ size 773429637
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1
+ 2023-04-06 22:11:11 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_ca_mbert_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | bert-base-multilingual-cased
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-06 22:11:11 INFO Building the fields
39
+ 2023-04-06 22:11:17 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-06 22:11:17 INFO Building the model
44
+ 2023-04-06 22:11:55 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-04-06 22:11:55 INFO Loading the data
64
+ 2023-04-06 22:11:56 INFO
65
+ train: Dataset(n_sentences=233, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=32, n_batches=19, n_buckets=19)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-06 22:12:02 INFO Epoch 1 / 5000:
70
+ 2023-04-06 22:12:11 INFO lr: 4.9990e-05 - loss: 0.1176 - UP: 2.44% UR: 7.65% UF: 3.71% P: 1.16% R: 3.62% F: 1.75%
71
+ 2023-04-06 22:12:11 INFO dev: loss: nan - UP: 69.57% UR: 9.47% UF: 16.67% P: 52.17% R: 7.10% F: 12.50%
72
+ 2023-04-06 22:12:12 INFO test: loss: nan - UP: 71.15% UR: 10.85% UF: 18.83% P: 51.37% R: 7.83% F: 13.60%
73
+ 2023-04-06 22:12:23 INFO 0:00:09.871921s elapsed (saved)
74
+
75
+ 2023-04-06 22:12:23 INFO Epoch 2 / 5000:
76
+ 2023-04-06 22:12:27 INFO lr: 4.9980e-05 - loss: nan - UP: 40.03% UR: 13.49% UF: 20.17% P: 30.50% R: 10.27% F: 15.37%
77
+ 2023-04-06 22:12:28 INFO dev: loss: nan - UP: 71.79% UR: 16.57% UF: 26.92% P: 48.72% R: 11.24% F: 18.27%
78
+ 2023-04-06 22:12:29 INFO test: loss: nan - UP: 72.26% UR: 14.08% UF: 23.56% P: 50.54% R: 9.84% F: 16.48%
79
+ 2023-04-06 22:12:40 INFO 0:00:05.337760s elapsed (saved)
80
+
81
+ 2023-04-06 22:12:40 INFO Epoch 3 / 5000:
82
+ 2023-04-06 22:12:44 INFO lr: 4.9970e-05 - loss: 0.1052 - UP: 47.88% UR: 26.97% UF: 34.50% P: 40.62% R: 22.88% F: 29.28%
83
+ 2023-04-06 22:12:45 INFO dev: loss: nan - UP: 79.55% UR: 20.71% UF: 32.86% P: 70.45% R: 18.34% F: 29.11%
84
+ 2023-04-06 22:12:46 INFO test: loss: nan - UP: 70.63% UR: 20.15% UF: 31.36% P: 59.47% R: 16.97% F: 26.40%
85
+ 2023-04-06 22:12:56 INFO 0:00:05.606409s elapsed (saved)
86
+
87
+ 2023-04-06 22:12:56 INFO Epoch 4 / 5000:
88
+ 2023-04-06 22:13:01 INFO lr: 4.9960e-05 - loss: 0.0944 - UP: 67.27% UR: 32.40% UF: 43.74% P: 62.79% R: 30.24% F: 40.82%
89
+ 2023-04-06 22:13:01 INFO dev: loss: nan - UP: 73.77% UR: 26.63% UF: 39.13% P: 59.02% R: 21.30% F: 31.30%
90
+ 2023-04-06 22:13:02 INFO test: loss: nan - UP: 67.95% UR: 25.22% UF: 36.79% P: 60.16% R: 22.33% F: 32.57%
91
+ 2023-04-06 22:13:13 INFO 0:00:05.829395s elapsed (saved)
92
+
93
+ 2023-04-06 22:13:13 INFO Epoch 5 / 5000:
94
+ 2023-04-06 22:13:17 INFO lr: 4.9950e-05 - loss: 0.0908 - UP: 70.97% UR: 41.10% UF: 52.05% P: 67.94% R: 39.35% F: 49.83%
95
+ 2023-04-06 22:13:18 INFO dev: loss: nan - UP: 58.21% UR: 23.08% UF: 33.05% P: 43.28% R: 17.16% F: 24.58%
96
+ 2023-04-06 22:13:19 INFO test: loss: nan - UP: 68.12% UR: 24.17% UF: 35.68% P: 58.44% R: 20.74% F: 30.61%
97
+ 2023-04-06 22:13:19 INFO 0:00:05.409825s elapsed
98
+
99
+ 2023-04-06 22:13:19 INFO Epoch 6 / 5000:
100
+ 2023-04-06 22:13:22 INFO lr: 4.9940e-05 - loss: 0.0137 - UP: 74.53% UR: 43.55% UF: 54.97% P: 71.43% R: 41.74% F: 52.69%
101
+ 2023-04-06 22:13:23 INFO dev: loss: nan - UP: 62.50% UR: 23.67% UF: 34.33% P: 54.69% R: 20.71% F: 30.04%
102
+ 2023-04-06 22:13:24 INFO test: loss: nan - UP: 72.73% UR: 23.46% UF: 35.48% P: 64.68% R: 20.86% F: 31.55%
103
+ 2023-04-06 22:13:24 INFO 0:00:05.217889s elapsed
104
+
105
+ 2023-04-06 22:13:24 INFO Epoch 7 / 5000:
106
+ 2023-04-06 22:13:28 INFO lr: 4.9930e-05 - loss: 0.0273 - UP: 78.23% UR: 50.55% UF: 61.42% P: 76.60% R: 49.50% F: 60.14%
107
+ 2023-04-06 22:13:29 INFO dev: loss: nan - UP: 47.11% UR: 33.73% UF: 39.31% P: 36.36% R: 26.04% F: 30.34%
108
+ 2023-04-06 22:13:30 INFO test: loss: nan - UP: 62.98% UR: 35.78% UF: 45.63% P: 55.97% R: 31.80% F: 40.56%
109
+ 2023-04-06 22:13:30 INFO 0:00:06.055236s elapsed
110
+
111
+ 2023-04-06 22:13:30 INFO Epoch 8 / 5000:
112
+ 2023-04-06 22:13:34 INFO lr: 4.9920e-05 - loss: 0.0756 - UP: 81.44% UR: 55.34% UF: 65.90% P: 80.93% R: 54.99% F: 65.48%
113
+ 2023-04-06 22:13:35 INFO dev: loss: nan - UP: 55.08% UR: 38.46% UF: 45.30% P: 39.83% R: 27.81% F: 32.75%
114
+ 2023-04-06 22:13:36 INFO test: loss: nan - UP: 58.58% UR: 37.03% UF: 45.38% P: 51.95% R: 32.84% F: 40.25%
115
+ 2023-04-06 22:13:47 INFO 0:00:05.815923s elapsed (saved)
116
+
117
+ 2023-04-06 22:13:47 INFO Epoch 9 / 5000:
118
+ 2023-04-06 22:13:51 INFO lr: 4.9910e-05 - loss: 0.0039 - UP: 80.05% UR: 58.32% UF: 67.48% P: 79.73% R: 58.09% F: 67.21%
119
+ 2023-04-06 22:13:51 INFO dev: loss: nan - UP: 60.98% UR: 29.59% UF: 39.84% P: 48.78% R: 23.67% F: 31.87%
120
+ 2023-04-06 22:13:52 INFO test: loss: nan - UP: 72.18% UR: 29.24% UF: 41.62% P: 64.63% R: 26.18% F: 37.27%
121
+ 2023-04-06 22:13:52 INFO 0:00:05.216205s elapsed
122
+
123
+ 2023-04-06 22:13:52 INFO Epoch 10 / 5000:
124
+ 2023-04-06 22:13:56 INFO lr: 4.9900e-05 - loss: 0.0395 - UP: 82.98% UR: 58.90% UF: 68.90% P: 82.32% R: 58.44% F: 68.35%
125
+ 2023-04-06 22:13:56 INFO dev: loss: nan - UP: 88.57% UR: 18.34% UF: 30.39% P: 68.57% R: 14.20% F: 23.53%
126
+ 2023-04-06 22:13:57 INFO test: loss: nan - UP: 83.11% UR: 18.35% UF: 30.06% P: 76.47% R: 16.88% F: 27.66%
127
+ 2023-04-06 22:13:57 INFO 0:00:05.465704s elapsed
128
+
129
+ 2023-04-06 22:13:57 INFO Epoch 11 / 5000:
130
+ 2023-04-06 22:14:02 INFO lr: 4.9890e-05 - loss: 0.0668 - UP: 74.80% UR: 55.63% UF: 63.81% P: 74.49% R: 55.40% F: 63.54%
131
+ 2023-04-06 22:14:03 INFO dev: loss: nan - UP: 55.24% UR: 34.32% UF: 42.34% P: 46.67% R: 28.99% F: 35.77%
132
+ 2023-04-06 22:14:04 INFO test: loss: nan - UP: 71.22% UR: 34.31% UF: 46.31% P: 65.48% R: 31.55% F: 42.58%
133
+ 2023-04-06 22:14:15 INFO 0:00:06.556156s elapsed (saved)
134
+
135
+ 2023-04-06 22:14:15 INFO Epoch 12 / 5000:
136
+ 2023-04-06 22:14:19 INFO lr: 4.9880e-05 - loss: 0.0234 - UP: 85.34% UR: 64.57% UF: 73.51% P: 84.88% R: 64.21% F: 73.11%
137
+ 2023-04-06 22:14:19 INFO dev: loss: nan - UP: 60.00% UR: 33.73% UF: 43.18% P: 45.26% R: 25.44% F: 32.58%
138
+ 2023-04-06 22:14:20 INFO test: loss: nan - UP: 74.18% UR: 33.10% UF: 45.77% P: 67.23% R: 30.00% F: 41.48%
139
+ 2023-04-06 22:14:20 INFO 0:00:05.597241s elapsed
140
+
141
+ 2023-04-06 22:14:20 INFO Epoch 13 / 5000:
142
+ 2023-04-06 22:14:24 INFO lr: 4.9870e-05 - loss: 0.0128 - UP: 90.53% UR: 70.34% UF: 79.17% P: 90.08% R: 69.99% F: 78.78%
143
+ 2023-04-06 22:14:25 INFO dev: loss: nan - UP: 57.63% UR: 40.24% UF: 47.39% P: 43.22% R: 30.18% F: 35.54%
144
+ 2023-04-06 22:14:26 INFO test: loss: nan - UP: 69.59% UR: 41.89% UF: 52.30% P: 62.91% R: 37.87% F: 47.28%
145
+ 2023-04-06 22:14:26 INFO 0:00:05.389767s elapsed
146
+
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+ 2023-04-06 22:15:39 INFO dev: loss: nan - UP: 55.65% UR: 37.87% UF: 45.07% P: 44.35% R: 30.18% F: 35.92%
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+ 2023-04-06 22:15:40 INFO test: loss: nan - UP: 68.35% UR: 43.07% UF: 52.84% P: 59.31% R: 37.37% F: 45.85%
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+ 2023-04-06 22:15:44 INFO dev: loss: nan - UP: 63.25% UR: 43.79% UF: 51.75% P: 43.59% R: 30.18% F: 35.66%
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+ 2023-04-06 22:15:45 INFO test: loss: nan - UP: 68.99% UR: 44.74% UF: 54.28% P: 61.30% R: 39.76% F: 48.23%
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+ 2023-04-06 22:15:50 INFO dev: loss: nan - UP: 63.33% UR: 33.73% UF: 44.02% P: 54.44% R: 28.99% F: 37.84%
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+ 2023-04-06 22:15:51 INFO test: loss: nan - UP: 77.58% UR: 36.53% UF: 49.67% P: 71.80% R: 33.81% F: 45.97%
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+ 2023-04-06 22:15:56 INFO test: loss: nan - UP: 68.84% UR: 43.32% UF: 53.18% P: 61.19% R: 38.50% F: 47.26%
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+ 2023-04-06 22:16:01 INFO dev: loss: nan - UP: 53.25% UR: 48.52% UF: 50.77% P: 41.56% R: 37.87% F: 39.63%
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+ 2023-04-06 22:16:01 INFO test: loss: nan - UP: 66.80% UR: 49.98% UF: 57.18% P: 59.97% R: 44.87% F: 51.33%
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+ 2023-04-06 22:16:01 INFO 0:00:04.977826s elapsed
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+ 2023-04-06 22:16:05 INFO lr: 4.9710e-05 - loss: 0.0141 - UP: 94.70% UR: 87.68% UF: 91.06% P: 94.70% R: 87.68% F: 91.06%
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+ 2023-04-06 22:16:06 INFO dev: loss: nan - UP: 59.84% UR: 43.20% UF: 50.17% P: 47.54% R: 34.32% F: 39.86%
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+ 2023-04-06 22:16:07 INFO test: loss: nan - UP: 73.04% UR: 45.29% UF: 55.91% P: 66.22% R: 41.06% F: 50.69%
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+ 2023-04-06 22:16:07 INFO 0:00:05.593831s elapsed
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+ 2023-04-06 22:16:11 INFO lr: 4.9700e-05 - loss: 0.0038 - UP: 96.19% UR: 90.02% UF: 93.00% P: 96.13% R: 89.96% F: 92.94%
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+ 2023-04-06 22:16:11 INFO dev: loss: nan - UP: 53.55% UR: 49.11% UF: 51.23% P: 41.29% R: 37.87% F: 39.51%
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+ 2023-04-06 22:16:12 INFO test: loss: nan - UP: 67.21% UR: 51.36% UF: 58.23% P: 60.69% R: 46.38% F: 52.58%
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+ 2023-04-06 22:16:16 INFO lr: 4.9690e-05 - loss: 0.0047 - UP: 95.08% UR: 89.14% UF: 92.02% P: 95.08% R: 89.14% F: 92.02%
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+ 2023-04-06 22:16:16 INFO dev: loss: nan - UP: 52.99% UR: 42.01% UF: 46.86% P: 42.54% R: 33.73% F: 37.62%
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+ 2023-04-06 22:16:17 INFO test: loss: nan - UP: 66.24% UR: 47.93% UF: 55.61% P: 58.43% R: 42.27% F: 49.05%
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+ 2023-04-06 22:16:17 INFO 0:00:04.917156s elapsed
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+ 2023-04-06 22:16:21 INFO lr: 4.9680e-05 - loss: 0.0009 - UP: 96.78% UR: 89.43% UF: 92.96% P: 96.72% R: 89.38% F: 92.90%
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+ 2023-04-06 22:16:21 INFO dev: loss: nan - UP: 53.44% UR: 41.42% UF: 46.67% P: 41.22% R: 31.95% F: 36.00%
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+ 2023-04-06 22:16:22 INFO test: loss: nan - UP: 69.07% UR: 46.21% UF: 55.37% P: 62.30% R: 41.68% F: 49.95%
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+ 2023-04-06 22:16:26 INFO lr: 4.9670e-05 - loss: 0.0135 - UP: 92.78% UR: 91.48% UF: 92.12% P: 92.66% R: 91.36% F: 92.00%
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+ 2023-04-06 22:16:27 INFO dev: loss: nan - UP: 60.19% UR: 36.69% UF: 45.59% P: 46.60% R: 28.40% F: 35.29%
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+ 2023-04-06 22:16:27 INFO test: loss: nan - UP: 73.17% UR: 40.68% UF: 52.29% P: 66.77% R: 37.12% F: 47.71%
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+ 2023-04-06 22:16:31 INFO lr: 4.9660e-05 - loss: 0.0164 - UP: 94.92% UR: 87.33% UF: 90.97% P: 94.73% R: 87.16% F: 90.79%
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+ 2023-04-06 22:16:32 INFO dev: loss: nan - UP: 51.92% UR: 47.93% UF: 49.85% P: 37.82% R: 34.91% F: 36.31%
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+ 2023-04-06 22:16:32 INFO test: loss: nan - UP: 64.57% UR: 49.85% UF: 56.26% P: 58.55% R: 45.20% F: 51.02%
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+ 2023-04-06 22:16:37 INFO lr: 4.9650e-05 - loss: 0.0049 - UP: 94.85% UR: 89.32% UF: 92.00% P: 94.67% R: 89.14% F: 91.82%
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+ 2023-04-06 22:16:37 INFO dev: loss: nan - UP: 53.21% UR: 49.11% UF: 51.08% P: 38.46% R: 35.50% F: 36.92%
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+ 2023-04-06 22:16:38 INFO test: loss: nan - UP: 64.15% UR: 51.86% UF: 57.35% P: 58.76% R: 47.51% F: 52.54%
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+ 2023-04-06 22:16:42 INFO lr: 4.9640e-05 - loss: 0.0001 - UP: 94.18% UR: 90.72% UF: 92.42% P: 94.18% R: 90.72% F: 92.42%
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+ 2023-04-06 22:16:42 INFO dev: loss: nan - UP: 54.78% UR: 37.28% UF: 44.37% P: 45.22% R: 30.77% F: 36.62%
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+ 2023-04-06 22:16:43 INFO test: loss: nan - UP: 72.44% UR: 44.83% UF: 55.38% P: 66.15% R: 40.93% F: 50.57%
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+ 2023-04-06 22:16:47 INFO lr: 4.9630e-05 - loss: 0.0021 - UP: 94.73% UR: 87.10% UF: 90.75% P: 94.73% R: 87.10% F: 90.75%
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+ 2023-04-06 22:16:47 INFO dev: loss: nan - UP: 48.55% UR: 39.64% UF: 43.65% P: 35.51% R: 28.99% F: 31.92%
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+ 2023-04-06 22:16:48 INFO test: loss: nan - UP: 67.32% UR: 47.55% UF: 55.73% P: 60.68% R: 42.86% F: 50.23%
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+ 2023-04-06 22:16:52 INFO lr: 4.9620e-05 - loss: 0.0192 - UP: 93.95% UR: 87.86% UF: 90.80% P: 93.82% R: 87.74% F: 90.68%
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+ 2023-04-06 22:16:53 INFO test: loss: nan - UP: 74.33% UR: 37.12% UF: 49.51% P: 68.20% R: 34.06% F: 45.43%
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+ 2023-04-06 22:16:58 INFO dev: loss: nan - UP: 49.58% UR: 34.91% UF: 40.97% P: 38.66% R: 27.22% F: 31.94%
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+ 2023-04-06 22:17:02 INFO lr: 4.9600e-05 - loss: 0.0052 - UP: 91.62% UR: 86.75% UF: 89.12% P: 91.49% R: 86.63% F: 89.00%
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+ 2023-04-06 22:17:02 INFO dev: loss: nan - UP: 52.89% UR: 37.87% UF: 44.14% P: 45.45% R: 32.54% F: 37.93%
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+ 2023-04-06 22:17:03 INFO test: loss: nan - UP: 70.31% UR: 43.36% UF: 53.64% P: 62.43% R: 38.50% F: 47.63%
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+ 2023-04-06 22:17:08 INFO dev: loss: nan - UP: 66.34% UR: 39.64% UF: 49.63% P: 56.44% R: 33.73% F: 42.22%
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+ 2023-04-06 22:17:09 INFO test: loss: nan - UP: 72.07% UR: 39.88% UF: 51.35% P: 66.39% R: 36.74% F: 47.30%
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+ 2023-04-06 22:17:30 INFO test: loss: nan - UP: 68.85% UR: 48.05% UF: 56.60% P: 62.18% R: 43.40% F: 51.12%
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+ 2023-04-06 22:17:35 INFO dev: loss: nan - UP: 58.73% UR: 43.79% UF: 50.17% P: 43.65% R: 32.54% F: 37.29%
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+ 2023-04-06 22:17:42 INFO test: loss: nan - UP: 71.49% UR: 39.09% UF: 50.54% P: 65.90% R: 36.03% F: 46.59%
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+ 2023-04-06 22:18:00 INFO test: loss: nan - UP: 72.03% UR: 40.34% UF: 51.72% P: 65.15% R: 36.49% F: 46.78%
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+ 2023-04-06 22:18:05 INFO test: loss: nan - UP: 73.09% UR: 43.70% UF: 54.69% P: 64.96% R: 38.84% F: 48.61%
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+ 2023-04-06 22:18:11 INFO test: loss: nan - UP: 67.75% UR: 48.14% UF: 56.28% P: 60.73% R: 43.15% F: 50.45%
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+ 2023-04-06 22:18:22 INFO test: loss: nan - UP: 64.68% UR: 49.48% UF: 56.06% P: 58.27% R: 44.57% F: 50.51%
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+ 2023-04-06 22:18:32 INFO test: loss: nan - UP: 70.29% UR: 44.99% UF: 54.87% P: 64.33% R: 41.18% F: 50.22%
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+ 2023-04-06 22:18:37 INFO test: loss: nan - UP: 63.81% UR: 51.11% UF: 56.76% P: 57.43% R: 46.00% F: 51.08%
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+ 2023-04-06 22:18:42 INFO test: loss: nan - UP: 68.95% UR: 43.82% UF: 53.59% P: 63.09% R: 40.09% F: 49.03%
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+ 2023-04-06 22:18:42 INFO 0:00:05.225664s elapsed
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+ 2023-04-06 22:18:46 INFO dev: loss: nan - UP: 51.26% UR: 36.09% UF: 42.36% P: 39.50% R: 27.81% F: 32.64%
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+ 2023-04-06 22:18:47 INFO test: loss: nan - UP: 71.01% UR: 43.19% UF: 53.71% P: 64.60% R: 39.30% F: 48.87%
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+ 2023-04-06 22:18:52 INFO dev: loss: nan - UP: 48.05% UR: 43.79% UF: 45.82% P: 38.31% R: 34.91% F: 36.53%
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+ 2023-04-06 22:18:53 INFO test: loss: nan - UP: 63.95% UR: 49.94% UF: 56.08% P: 57.56% R: 44.95% F: 50.48%
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+ 2023-04-06 22:18:57 INFO dev: loss: nan - UP: 48.63% UR: 42.01% UF: 45.08% P: 38.36% R: 33.14% F: 35.56%
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+ 2023-04-06 22:18:58 INFO test: loss: nan - UP: 65.31% UR: 49.14% UF: 56.08% P: 59.13% R: 44.49% F: 50.78%
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+ 2023-04-06 22:18:58 INFO 0:00:05.193927s elapsed
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+ 2023-04-06 22:19:02 INFO dev: loss: nan - UP: 48.61% UR: 41.42% UF: 44.73% P: 36.81% R: 31.36% F: 33.87%
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+ 2023-04-06 22:19:03 INFO test: loss: nan - UP: 68.46% UR: 48.01% UF: 56.44% P: 62.13% R: 43.57% F: 51.22%
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+ 2023-04-06 22:19:03 INFO 0:00:04.946274s elapsed
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+ 2023-04-06 22:19:07 INFO dev: loss: nan - UP: 48.89% UR: 39.05% UF: 43.42% P: 38.52% R: 30.77% F: 34.21%
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+ 2023-04-06 22:19:08 INFO test: loss: nan - UP: 70.01% UR: 44.70% UF: 54.56% P: 64.11% R: 40.93% F: 49.96%
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+ 2023-04-06 22:19:08 INFO 0:00:05.457953s elapsed
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+ 2023-04-06 22:19:12 INFO lr: 4.9380e-05 - loss: 0.0002 - UP: 96.53% UR: 92.70% UF: 94.58% P: 96.29% R: 92.47% F: 94.34%
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+ 2023-04-06 22:19:13 INFO dev: loss: nan - UP: 56.73% UR: 34.91% UF: 43.22% P: 46.15% R: 28.40% F: 35.16%
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+ 2023-04-06 22:19:14 INFO test: loss: nan - UP: 70.87% UR: 40.76% UF: 51.76% P: 64.17% R: 36.91% F: 46.86%
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+ 2023-04-06 22:19:14 INFO 0:00:05.324015s elapsed
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+ 2023-04-06 22:19:17 INFO lr: 4.9370e-05 - loss: 0.0018 - UP: 94.41% UR: 91.65% UF: 93.01% P: 94.23% R: 91.48% F: 92.83%
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+ 2023-04-06 22:19:18 INFO dev: loss: nan - UP: 57.02% UR: 38.46% UF: 45.94% P: 43.86% R: 29.59% F: 35.34%
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+ 2023-04-06 22:19:18 INFO test: loss: nan - UP: 70.43% UR: 41.01% UF: 51.84% P: 64.89% R: 37.79% F: 47.76%
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+ 2023-04-06 22:19:18 INFO 0:00:04.925842s elapsed
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+ 2023-04-06 22:19:23 INFO lr: 4.9360e-05 - loss: 0.0112 - UP: 95.56% UR: 89.26% UF: 92.30% P: 95.37% R: 89.08% F: 92.12%
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+ 2023-04-06 22:19:23 INFO dev: loss: nan - UP: 50.92% UR: 49.11% UF: 50.00% P: 38.65% R: 37.28% F: 37.95%
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+ 2023-04-06 22:19:24 INFO test: loss: nan - UP: 62.28% UR: 49.81% UF: 55.35% P: 53.90% R: 43.11% F: 47.91%
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+ 2023-04-06 22:19:24 INFO 0:00:05.568373s elapsed
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+ 2023-04-06 22:19:28 INFO dev: loss: nan - UP: 58.96% UR: 46.75% UF: 52.15% P: 44.03% R: 34.91% F: 38.94%
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+ 2023-04-06 22:19:29 INFO test: loss: nan - UP: 64.62% UR: 49.43% UF: 56.02% P: 57.12% R: 43.70% F: 49.51%
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+ 2023-04-06 22:19:29 INFO 0:00:04.934014s elapsed
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+ 2023-04-06 22:19:33 INFO lr: 4.9340e-05 - loss: 0.0079 - UP: 96.25% UR: 91.48% UF: 93.80% P: 95.82% R: 91.07% F: 93.39%
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+ 2023-04-06 22:19:33 INFO dev: loss: nan - UP: 53.44% UR: 41.42% UF: 46.67% P: 38.93% R: 30.18% F: 34.00%
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+ 2023-04-06 22:19:34 INFO test: loss: nan - UP: 65.64% UR: 44.83% UF: 53.27% P: 59.33% R: 40.51% F: 48.15%
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+ 2023-04-06 22:19:34 INFO 0:00:04.927350s elapsed
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+ 2023-04-06 22:19:38 INFO lr: 4.9330e-05 - loss: 0.0033 - UP: 97.60% UR: 92.64% UF: 95.06% P: 97.48% R: 92.53% F: 94.94%
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+ 2023-04-06 22:19:39 INFO dev: loss: nan - UP: 49.32% UR: 43.20% UF: 46.06% P: 38.51% R: 33.73% F: 35.96%
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+ 2023-04-06 22:19:39 INFO test: loss: nan - UP: 63.88% UR: 49.35% UF: 55.68% P: 56.34% R: 43.53% F: 49.11%
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+ 2023-04-06 22:19:39 INFO 0:00:05.637730s elapsed
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+ 2023-04-06 22:19:43 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 95.05% UR: 90.78% UF: 92.86% P: 95.05% R: 90.78% F: 92.86%
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+ 2023-04-06 22:19:44 INFO dev: loss: nan - UP: 51.50% UR: 50.89% UF: 51.19% P: 42.51% R: 42.01% F: 42.26%
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+ 2023-04-06 22:19:44 INFO test: loss: nan - UP: 59.63% UR: 52.16% UF: 55.64% P: 51.92% R: 45.41% F: 48.45%
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+ 2023-04-06 22:19:55 INFO 0:00:04.917437s elapsed (saved)
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+ 2023-04-06 22:19:59 INFO lr: 4.9310e-05 - loss: 0.0003 - UP: 96.05% UR: 92.24% UF: 94.10% P: 95.81% R: 92.00% F: 93.87%
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+ 2023-04-06 22:20:00 INFO dev: loss: nan - UP: 62.71% UR: 43.79% UF: 51.57% P: 50.00% R: 34.91% F: 41.11%
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+ 2023-04-06 22:20:00 INFO test: loss: nan - UP: 65.46% UR: 46.21% UF: 54.17% P: 59.11% R: 41.73% F: 48.92%
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+ 2023-04-06 22:20:00 INFO 0:00:04.942617s elapsed
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+ 2023-04-06 22:20:04 INFO lr: 4.9300e-05 - loss: 0.0014 - UP: 97.73% UR: 93.17% UF: 95.40% P: 97.73% R: 93.17% F: 95.40%
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+ 2023-04-06 22:20:05 INFO dev: loss: nan - UP: 52.29% UR: 47.34% UF: 49.69% P: 41.18% R: 37.28% F: 39.13%
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+ 2023-04-06 22:20:06 INFO test: loss: nan - UP: 65.00% UR: 50.57% UF: 56.88% P: 57.78% R: 44.95% F: 50.57%
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+ 2023-04-06 22:20:06 INFO 0:00:05.223099s elapsed
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+ 2023-04-06 22:20:10 INFO lr: 4.9290e-05 - loss: 0.0029 - UP: 97.40% UR: 96.15% UF: 96.77% P: 97.40% R: 96.15% F: 96.77%
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+ 2023-04-06 22:20:11 INFO dev: loss: nan - UP: 55.56% UR: 44.38% UF: 49.34% P: 44.44% R: 35.50% F: 39.47%
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+ 2023-04-06 22:20:12 INFO test: loss: nan - UP: 69.34% UR: 46.71% UF: 55.82% P: 61.50% R: 41.43% F: 49.51%
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+ 2023-04-06 22:20:16 INFO lr: 4.9280e-05 - loss: 0.0005 - UP: 97.09% UR: 95.50% UF: 96.29% P: 97.03% R: 95.45% F: 96.23%
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+ 2023-04-06 22:20:16 INFO dev: loss: nan - UP: 53.52% UR: 44.97% UF: 48.87% P: 40.14% R: 33.73% F: 36.66%
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+ 2023-04-06 22:20:17 INFO test: loss: nan - UP: 66.78% UR: 48.43% UF: 56.14% P: 59.62% R: 43.23% F: 50.12%
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+ 2023-04-06 22:20:17 INFO 0:00:05.347915s elapsed
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+ 2023-04-06 22:20:22 INFO lr: 4.9270e-05 - loss: 0.0010 - UP: 97.32% UR: 95.33% UF: 96.31% P: 97.32% R: 95.33% F: 96.31%
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+ 2023-04-06 22:20:22 INFO dev: loss: nan - UP: 50.76% UR: 39.64% UF: 44.52% P: 35.61% R: 27.81% F: 31.23%
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+ 2023-04-06 22:20:23 INFO test: loss: nan - UP: 69.97% UR: 44.03% UF: 54.05% P: 62.85% R: 39.55% F: 48.55%
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+ 2023-04-06 22:20:23 INFO 0:00:06.019966s elapsed
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+ 2023-04-06 22:20:28 INFO lr: 4.9260e-05 - loss: 0.0334 - UP: 98.28% UR: 93.52% UF: 95.84% P: 98.16% R: 93.40% F: 95.72%
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+ 2023-04-06 22:20:29 INFO dev: loss: nan - UP: 53.79% UR: 46.15% UF: 49.68% P: 40.69% R: 34.91% F: 37.58%
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+ 2023-04-06 22:20:29 INFO test: loss: nan - UP: 63.06% UR: 48.35% UF: 54.73% P: 56.56% R: 43.36% F: 49.09%
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+ 2023-04-06 22:20:29 INFO 0:00:05.966388s elapsed
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+ 2023-04-06 22:20:33 INFO lr: 4.9250e-05 - loss: 0.0085 - UP: 96.96% UR: 95.10% UF: 96.02% P: 96.85% R: 94.98% F: 95.90%
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+ 2023-04-06 22:20:34 INFO dev: loss: nan - UP: 47.77% UR: 44.38% UF: 46.01% P: 34.39% R: 31.95% F: 33.13%
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+ 2023-04-06 22:20:35 INFO test: loss: nan - UP: 64.17% UR: 49.98% UF: 56.19% P: 57.93% R: 45.12% F: 50.73%
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+ 2023-04-06 22:20:39 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 98.37% UR: 95.15% UF: 96.74% P: 98.37% R: 95.15% F: 96.74%
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+ 2023-04-06 22:20:40 INFO dev: loss: nan - UP: 51.72% UR: 44.38% UF: 47.77% P: 37.24% R: 31.95% F: 34.39%
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+ 2023-04-06 22:20:41 INFO test: loss: nan - UP: 64.50% UR: 49.39% UF: 55.94% P: 57.66% R: 44.16% F: 50.01%
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+ 2023-04-06 22:20:45 INFO lr: 4.9230e-05 - loss: 0.0000 - UP: 97.93% UR: 96.44% UF: 97.18% P: 97.93% R: 96.44% F: 97.18%
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+ 2023-04-06 22:20:45 INFO dev: loss: nan - UP: 55.15% UR: 44.38% UF: 49.18% P: 38.97% R: 31.36% F: 34.75%
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+ 2023-04-06 22:20:46 INFO test: loss: nan - UP: 67.39% UR: 47.09% UF: 55.44% P: 60.61% R: 42.35% F: 49.86%
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+ 2023-04-06 22:20:46 INFO 0:00:05.343211s elapsed
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+ 2023-04-06 22:20:50 INFO lr: 4.9220e-05 - loss: 0.0076 - UP: 97.84% UR: 95.33% UF: 96.57% P: 97.78% R: 95.27% F: 96.51%
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+ 2023-04-06 22:20:52 INFO test: loss: nan - UP: 64.52% UR: 50.36% UF: 56.56% P: 57.43% R: 44.83% F: 50.35%
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+ 2023-04-06 22:20:58 INFO test: loss: nan - UP: 63.88% UR: 50.98% UF: 56.71% P: 56.01% R: 44.70% F: 49.72%
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+ 2023-04-06 22:21:01 INFO lr: 4.9200e-05 - loss: 0.0100 - UP: 95.97% UR: 94.63% UF: 95.30% P: 95.62% R: 94.28% F: 94.94%
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+ 2023-04-06 22:21:02 INFO dev: loss: nan - UP: 55.30% UR: 43.20% UF: 48.50% P: 43.94% R: 34.32% F: 38.54%
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+ 2023-04-06 22:21:03 INFO test: loss: nan - UP: 69.47% UR: 46.80% UF: 55.92% P: 62.62% R: 42.19% F: 50.41%
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+ 2023-04-06 22:21:06 INFO lr: 4.9190e-05 - loss: 0.0018 - UP: 97.84% UR: 94.98% UF: 96.39% P: 97.78% R: 94.92% F: 96.33%
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+ 2023-04-06 22:21:07 INFO dev: loss: nan - UP: 55.56% UR: 50.30% UF: 52.80% P: 41.18% R: 37.28% F: 39.13%
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+ 2023-04-06 22:21:08 INFO test: loss: nan - UP: 62.43% UR: 53.88% UF: 57.84% P: 55.34% R: 47.76% F: 51.27%
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+ 2023-04-06 22:21:12 INFO lr: 4.9180e-05 - loss: 0.0051 - UP: 98.02% UR: 95.56% UF: 96.78% P: 97.84% R: 95.39% F: 96.60%
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+ 2023-04-06 22:21:12 INFO dev: loss: nan - UP: 57.69% UR: 44.38% UF: 50.17% P: 43.85% R: 33.73% F: 38.13%
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+ 2023-04-06 22:21:13 INFO test: loss: nan - UP: 65.91% UR: 50.06% UF: 56.90% P: 58.96% R: 44.78% F: 50.90%
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+ 2023-04-06 22:21:17 INFO lr: 4.9170e-05 - loss: 0.0001 - UP: 98.05% UR: 97.08% UF: 97.57% P: 97.88% R: 96.91% F: 97.39%
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+ 2023-04-06 22:21:17 INFO dev: loss: nan - UP: 55.73% UR: 43.20% UF: 48.67% P: 42.75% R: 33.14% F: 37.33%
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+ 2023-04-06 22:21:18 INFO test: loss: nan - UP: 67.23% UR: 50.02% UF: 57.36% P: 60.14% R: 44.74% F: 51.31%
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+ 2023-04-06 22:21:18 INFO 0:00:04.910433s elapsed
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+ 2023-04-06 22:21:18 INFO Epoch 84 / 5000:
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+ 2023-04-06 22:21:22 INFO lr: 4.9160e-05 - loss: 0.0002 - UP: 98.63% UR: 96.73% UF: 97.67% P: 98.63% R: 96.73% F: 97.67%
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+ 2023-04-06 22:21:22 INFO dev: loss: nan - UP: 53.97% UR: 40.24% UF: 46.10% P: 42.06% R: 31.36% F: 35.93%
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+ 2023-04-06 22:21:23 INFO test: loss: nan - UP: 67.07% UR: 48.22% UF: 56.11% P: 60.08% R: 43.19% F: 50.26%
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+ 2023-04-06 22:21:23 INFO 0:00:05.138260s elapsed
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+ 2023-04-06 22:21:23 INFO Epoch 85 / 5000:
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+ 2023-04-06 22:21:27 INFO lr: 4.9150e-05 - loss: 0.0157 - UP: 97.59% UR: 96.85% UF: 97.22% P: 97.59% R: 96.85% F: 97.22%
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+ 2023-04-06 22:21:28 INFO dev: loss: nan - UP: 59.20% UR: 43.79% UF: 50.34% P: 48.00% R: 35.50% F: 40.82%
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+ 2023-04-06 22:21:28 INFO test: loss: nan - UP: 66.48% UR: 48.60% UF: 56.15% P: 59.83% R: 43.74% F: 50.53%
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+ 2023-04-06 22:21:28 INFO 0:00:05.277742s elapsed
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+ 2023-04-06 22:21:32 INFO lr: 4.9140e-05 - loss: 0.0011 - UP: 97.85% UR: 92.82% UF: 95.27% P: 97.72% R: 92.70% F: 95.15%
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+ 2023-04-06 22:21:32 INFO dev: loss: nan - UP: 62.89% UR: 36.09% UF: 45.86% P: 53.61% R: 30.77% F: 39.10%
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+ 2023-04-06 22:21:33 INFO test: loss: nan - UP: 72.55% UR: 37.87% UF: 49.77% P: 67.74% R: 35.36% F: 46.46%
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+ 2023-04-06 22:21:37 INFO lr: 4.9130e-05 - loss: 0.0113 - UP: 95.63% UR: 94.51% UF: 95.07% P: 95.04% R: 93.93% F: 94.48%
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+ 2023-04-06 22:21:38 INFO dev: loss: nan - UP: 54.88% UR: 53.25% UF: 54.05% P: 44.51% R: 43.20% F: 43.84%
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+ 2023-04-06 22:21:39 INFO test: loss: nan - UP: 60.10% UR: 53.33% UF: 56.51% P: 52.60% R: 46.67% F: 49.46%
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+ 2023-04-06 22:21:50 INFO 0:00:05.278660s elapsed (saved)
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+ 2023-04-06 22:21:54 INFO lr: 4.9120e-05 - loss: 0.0027 - UP: 96.04% UR: 91.94% UF: 93.95% P: 95.73% R: 91.65% F: 93.65%
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+ 2023-04-06 22:21:54 INFO dev: loss: nan - UP: 52.67% UR: 46.75% UF: 49.53% P: 44.00% R: 39.05% F: 41.38%
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+ 2023-04-06 22:21:55 INFO test: loss: nan - UP: 63.47% UR: 49.94% UF: 55.90% P: 55.17% R: 43.40% F: 48.58%
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+ 2023-04-06 22:21:55 INFO 0:00:05.438511s elapsed
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+ 2023-04-06 22:22:00 INFO lr: 4.9110e-05 - loss: 0.0372 - UP: 92.32% UR: 89.14% UF: 90.70% P: 92.14% R: 88.97% F: 90.53%
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+ 2023-04-06 22:22:00 INFO dev: loss: nan - UP: 51.54% UR: 39.64% UF: 44.82% P: 40.00% R: 30.77% F: 34.78%
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+ 2023-04-06 22:22:01 INFO test: loss: nan - UP: 62.67% UR: 47.67% UF: 54.15% P: 56.11% R: 42.69% F: 48.49%
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+ 2023-04-06 22:22:01 INFO 0:00:05.443118s elapsed
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+ 2023-04-06 22:22:05 INFO lr: 4.9100e-05 - loss: 0.0248 - UP: 94.62% UR: 88.27% UF: 91.33% P: 94.31% R: 87.97% F: 91.03%
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+ 2023-04-06 22:22:05 INFO dev: loss: nan - UP: 52.94% UR: 37.28% UF: 43.75% P: 42.02% R: 29.59% F: 34.72%
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+ 2023-04-06 22:22:06 INFO test: loss: nan - UP: 68.93% UR: 44.24% UF: 53.89% P: 61.62% R: 39.55% F: 48.18%
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+ 2023-04-06 22:22:06 INFO 0:00:05.517553s elapsed
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+ 2023-04-06 22:22:11 INFO lr: 4.9090e-05 - loss: 0.0012 - UP: 96.30% UR: 91.19% UF: 93.67% P: 96.18% R: 91.07% F: 93.55%
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+ 2023-04-06 22:22:12 INFO dev: loss: nan - UP: 57.38% UR: 41.42% UF: 48.11% P: 43.44% R: 31.36% F: 36.43%
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+ 2023-04-06 22:22:13 INFO test: loss: nan - UP: 65.81% UR: 45.25% UF: 53.62% P: 59.29% R: 40.76% F: 48.31%
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+ 2023-04-06 22:22:13 INFO 0:00:06.538494s elapsed
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+ 2023-04-06 22:22:17 INFO lr: 4.9080e-05 - loss: 0.0076 - UP: 97.03% UR: 93.58% UF: 95.27% P: 96.97% R: 93.52% F: 95.22%
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+ 2023-04-06 22:22:17 INFO dev: loss: nan - UP: 53.33% UR: 42.60% UF: 47.37% P: 42.22% R: 33.73% F: 37.50%
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+ 2023-04-06 22:22:18 INFO test: loss: nan - UP: 63.72% UR: 49.52% UF: 55.73% P: 55.69% R: 43.28% F: 48.70%
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+ 2023-04-06 22:22:18 INFO 0:00:05.351779s elapsed
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+ 2023-04-06 22:22:22 INFO lr: 4.9070e-05 - loss: 0.0058 - UP: 97.27% UR: 95.68% UF: 96.47% P: 96.80% R: 95.21% F: 96.00%
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+ 2023-04-06 22:22:23 INFO dev: loss: nan - UP: 55.28% UR: 40.24% UF: 46.58% P: 43.90% R: 31.95% F: 36.99%
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+ 2023-04-06 22:22:24 INFO test: loss: nan - UP: 66.23% UR: 48.55% UF: 56.03% P: 58.23% R: 42.69% F: 49.26%
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+ 2023-04-06 22:22:24 INFO 0:00:05.515206s elapsed
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+ 2023-04-06 22:22:24 INFO Epoch 94 / 5000:
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+ 2023-04-06 22:22:29 INFO lr: 4.9060e-05 - loss: 0.0068 - UP: 98.09% UR: 93.05% UF: 95.51% P: 98.09% R: 93.05% F: 95.51%
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+ 2023-04-06 22:22:29 INFO dev: loss: nan - UP: 56.78% UR: 39.64% UF: 46.69% P: 44.92% R: 31.36% F: 36.93%
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+ 2023-04-06 22:22:30 INFO test: loss: nan - UP: 66.10% UR: 47.13% UF: 55.03% P: 58.93% R: 42.02% F: 49.06%
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+ 2023-04-06 22:22:30 INFO 0:00:06.157253s elapsed
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+ 2023-04-06 22:22:30 INFO Epoch 95 / 5000:
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+ 2023-04-06 22:22:34 INFO lr: 4.9050e-05 - loss: 0.0004 - UP: 95.95% UR: 89.84% UF: 92.79% P: 95.89% R: 89.78% F: 92.73%
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+ 2023-04-06 22:22:34 INFO dev: loss: nan - UP: 44.94% UR: 42.01% UF: 43.43% P: 36.08% R: 33.73% F: 34.86%
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+ 2023-04-06 22:22:35 INFO test: loss: nan - UP: 60.23% UR: 47.97% UF: 53.40% P: 53.60% R: 42.69% F: 47.53%
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+ 2023-04-06 22:22:35 INFO 0:00:05.378407s elapsed
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+ 2023-04-06 22:22:35 INFO Epoch 96 / 5000:
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+ 2023-04-06 22:22:40 INFO lr: 4.9040e-05 - loss: 0.0028 - UP: 93.35% UR: 88.44% UF: 90.83% P: 93.16% R: 88.27% F: 90.65%
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+ 2023-04-06 22:22:40 INFO dev: loss: nan - UP: 52.14% UR: 43.20% UF: 47.25% P: 41.43% R: 34.32% F: 37.54%
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+ 2023-04-06 22:22:41 INFO test: loss: nan - UP: 64.54% UR: 49.10% UF: 55.77% P: 56.83% R: 43.23% F: 49.11%
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+ 2023-04-06 22:22:41 INFO 0:00:05.798476s elapsed
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+ 2023-04-06 22:22:46 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 95.49% UR: 94.05% UF: 94.76% P: 95.44% R: 93.99% F: 94.71%
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+ 2023-04-06 22:22:46 INFO dev: loss: nan - UP: 55.17% UR: 37.87% UF: 44.91% P: 45.69% R: 31.36% F: 37.19%
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+ 2023-04-06 22:22:47 INFO test: loss: nan - UP: 70.32% UR: 45.16% UF: 55.00% P: 63.21% R: 40.59% F: 49.44%
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+ 2023-04-06 22:22:47 INFO 0:00:05.741018s elapsed
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+ 2023-04-06 22:22:51 INFO lr: 4.9020e-05 - loss: 0.0082 - UP: 96.52% UR: 94.05% UF: 95.27% P: 96.05% R: 93.58% F: 94.80%
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+ 2023-04-06 22:22:51 INFO dev: loss: nan - UP: 60.40% UR: 36.09% UF: 45.19% P: 49.50% R: 29.59% F: 37.04%
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+ 2023-04-06 22:22:52 INFO test: loss: nan - UP: 73.24% UR: 41.39% UF: 52.89% P: 67.31% R: 38.04% F: 48.61%
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+ 2023-04-06 22:22:52 INFO 0:00:05.120342s elapsed
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+ 2023-04-06 22:22:52 INFO Epoch 99 / 5000:
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+ 2023-04-06 22:22:56 INFO lr: 4.9010e-05 - loss: 0.0059 - UP: 97.45% UR: 91.48% UF: 94.37% P: 97.39% R: 91.42% F: 94.31%
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+ 2023-04-06 22:22:56 INFO dev: loss: nan - UP: 50.68% UR: 43.79% UF: 46.98% P: 43.15% R: 37.28% F: 40.00%
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+ 2023-04-06 22:22:57 INFO test: loss: nan - UP: 64.06% UR: 49.81% UF: 56.05% P: 56.52% R: 43.95% F: 49.45%
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+ 2023-04-06 22:22:57 INFO 0:00:05.381232s elapsed
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+ 2023-04-06 22:22:57 INFO Epoch 100 / 5000:
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+ 2023-04-06 22:23:01 INFO lr: 4.9000e-05 - loss: 0.0000 - UP: 91.94% UR: 92.59% UF: 92.26% P: 91.77% R: 92.41% F: 92.09%
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+ 2023-04-06 22:23:02 INFO dev: loss: nan - UP: 55.00% UR: 39.05% UF: 45.67% P: 40.83% R: 28.99% F: 33.91%
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+ 2023-04-06 22:23:03 INFO test: loss: nan - UP: 68.86% UR: 44.20% UF: 53.84% P: 61.88% R: 39.72% F: 48.38%
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+ 2023-04-06 22:23:03 INFO 0:00:05.186550s elapsed
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+ 2023-04-06 22:23:06 INFO lr: 4.8990e-05 - loss: 0.0015 - UP: 95.54% UR: 91.30% UF: 93.37% P: 95.42% R: 91.19% F: 93.25%
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+ 2023-04-06 22:23:07 INFO dev: loss: nan - UP: 50.71% UR: 42.01% UF: 45.95% P: 39.29% R: 32.54% F: 35.60%
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+ 2023-04-06 22:23:07 INFO test: loss: nan - UP: 66.65% UR: 48.14% UF: 55.90% P: 59.11% R: 42.69% F: 49.57%
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+ 2023-04-06 22:23:07 INFO 0:00:04.944572s elapsed
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+ 2023-04-06 22:23:07 INFO Epoch 102 / 5000:
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+ 2023-04-06 22:23:12 INFO lr: 4.8980e-05 - loss: 0.0009 - UP: 96.86% UR: 90.08% UF: 93.35% P: 96.30% R: 89.55% F: 92.80%
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+ 2023-04-06 22:23:12 INFO dev: loss: nan - UP: 47.71% UR: 43.20% UF: 45.34% P: 38.56% R: 34.91% F: 36.65%
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+ 2023-04-06 22:23:13 INFO test: loss: nan - UP: 62.85% UR: 52.45% UF: 57.18% P: 55.87% R: 46.63% F: 50.83%
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+ 2023-04-06 22:23:13 INFO 0:00:05.529917s elapsed
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+ 2023-04-06 22:23:13 INFO Epoch 103 / 5000:
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+ 2023-04-06 22:23:17 INFO lr: 4.8970e-05 - loss: 0.0063 - UP: 95.68% UR: 90.48% UF: 93.01% P: 95.62% R: 90.43% F: 92.95%
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+ 2023-04-06 22:23:17 INFO dev: loss: nan - UP: 52.29% UR: 33.73% UF: 41.01% P: 43.12% R: 27.81% F: 33.81%
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+ 2023-04-06 22:23:18 INFO test: loss: nan - UP: 73.28% UR: 42.06% UF: 53.45% P: 67.30% R: 38.63% F: 49.08%
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+ 2023-04-06 22:23:18 INFO 0:00:05.060445s elapsed
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+ 2023-04-06 22:23:22 INFO lr: 4.8960e-05 - loss: 0.0088 - UP: 94.14% UR: 91.01% UF: 92.55% P: 93.90% R: 90.78% F: 92.31%
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+ 2023-04-06 22:23:22 INFO dev: loss: nan - UP: 50.39% UR: 38.46% UF: 43.62% P: 44.19% R: 33.73% F: 38.26%
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+ 2023-04-06 22:23:23 INFO test: loss: nan - UP: 68.02% UR: 42.86% UF: 52.58% P: 60.51% R: 38.12% F: 46.77%
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+ 2023-04-06 22:23:23 INFO 0:00:04.992131s elapsed
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+ 2023-04-06 22:23:23 INFO Epoch 105 / 5000:
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+ 2023-04-06 22:23:27 INFO lr: 4.8950e-05 - loss: 0.0019 - UP: 94.21% UR: 90.25% UF: 92.19% P: 93.72% R: 89.78% F: 91.71%
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+ 2023-04-06 22:23:28 INFO dev: loss: nan - UP: 50.68% UR: 43.79% UF: 46.98% P: 38.36% R: 33.14% F: 35.56%
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+ 2023-04-06 22:23:29 INFO test: loss: nan - UP: 64.67% UR: 47.84% UF: 55.00% P: 58.21% R: 43.07% F: 49.51%
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+ 2023-04-06 22:23:29 INFO 0:00:05.645900s elapsed
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+ 2023-04-06 22:23:29 INFO Epoch 106 / 5000:
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+ 2023-04-06 22:23:33 INFO lr: 4.8940e-05 - loss: 0.0020 - UP: 95.47% UR: 88.56% UF: 91.88% P: 95.15% R: 88.27% F: 91.58%
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+ 2023-04-06 22:23:33 INFO dev: loss: nan - UP: 66.02% UR: 40.24% UF: 50.00% P: 50.49% R: 30.77% F: 38.24%
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+ 2023-04-06 22:23:34 INFO test: loss: nan - UP: 67.12% UR: 45.33% UF: 54.11% P: 60.30% R: 40.72% F: 48.61%
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+ 2023-04-06 22:23:34 INFO 0:00:05.012711s elapsed
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+ 2023-04-06 22:23:38 INFO lr: 4.8930e-05 - loss: 0.0078 - UP: 90.35% UR: 88.56% UF: 89.45% P: 90.05% R: 88.27% F: 89.15%
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+ 2023-04-06 22:23:38 INFO dev: loss: nan - UP: 64.17% UR: 45.56% UF: 53.29% P: 50.83% R: 36.09% F: 42.21%
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+ 2023-04-06 22:23:39 INFO test: loss: nan - UP: 72.45% UR: 44.41% UF: 55.06% P: 66.71% R: 40.89% F: 50.70%
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+ 2023-04-06 22:23:39 INFO 0:00:04.941963s elapsed
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+ 2023-04-06 22:23:43 INFO lr: 4.8920e-05 - loss: 0.0767 - UP: 91.19% UR: 82.78% UF: 86.78% P: 90.93% R: 82.55% F: 86.54%
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+ 2023-04-06 22:23:44 INFO dev: loss: nan - UP: 52.17% UR: 42.60% UF: 46.91% P: 36.96% R: 30.18% F: 33.22%
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+ 2023-04-06 22:23:44 INFO test: loss: nan - UP: 59.62% UR: 43.36% UF: 50.21% P: 53.23% R: 38.71% F: 44.82%
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+ 2023-04-06 22:23:44 INFO 0:00:05.764957s elapsed
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+ 2023-04-06 22:23:44 INFO Epoch 109 / 5000:
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+ 2023-04-06 22:23:48 INFO lr: 4.8910e-05 - loss: 0.0357 - UP: 93.28% UR: 85.93% UF: 89.46% P: 93.03% R: 85.70% F: 89.21%
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+ 2023-04-06 22:23:49 INFO dev: loss: nan - UP: 54.20% UR: 42.01% UF: 47.33% P: 41.98% R: 32.54% F: 36.67%
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+ 2023-04-06 22:23:49 INFO test: loss: nan - UP: 66.38% UR: 45.50% UF: 53.99% P: 59.17% R: 40.55% F: 48.12%
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+ 2023-04-06 22:23:49 INFO 0:00:04.942370s elapsed
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+ 2023-04-06 22:23:49 INFO Epoch 110 / 5000:
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+ 2023-04-06 22:23:53 INFO lr: 4.8900e-05 - loss: 0.0200 - UP: 95.14% UR: 89.20% UF: 92.08% P: 95.02% R: 89.08% F: 91.96%
725
+ 2023-04-06 22:23:54 INFO dev: loss: nan - UP: 64.34% UR: 49.11% UF: 55.70% P: 45.74% R: 34.91% F: 39.60%
726
+ 2023-04-06 22:23:54 INFO test: loss: nan - UP: 65.94% UR: 47.13% UF: 54.97% P: 58.26% R: 41.64% F: 48.57%
727
+ 2023-04-06 22:23:54 INFO 0:00:04.976286s elapsed
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+
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+ 2023-04-06 22:23:54 INFO Epoch 111 / 5000:
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+ 2023-04-06 22:23:59 INFO lr: 4.8890e-05 - loss: nan - UP: 96.90% UR: 93.05% UF: 94.94% P: 96.66% R: 92.82% F: 94.70%
731
+ 2023-04-06 22:23:59 INFO dev: loss: nan - UP: 58.70% UR: 47.93% UF: 52.77% P: 44.20% R: 36.09% F: 39.74%
732
+ 2023-04-06 22:24:00 INFO test: loss: nan - UP: 62.37% UR: 49.64% UF: 55.28% P: 55.42% R: 44.11% F: 49.13%
733
+ 2023-04-06 22:24:00 INFO 0:00:05.534796s elapsed
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+
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+ 2023-04-06 22:24:00 INFO Epoch 112 / 5000:
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+ 2023-04-06 22:24:04 INFO lr: 4.8880e-05 - loss: 0.0002 - UP: 98.21% UR: 92.94% UF: 95.50% P: 98.09% R: 92.82% F: 95.38%
737
+ 2023-04-06 22:24:04 INFO dev: loss: nan - UP: 58.22% UR: 50.30% UF: 53.97% P: 42.47% R: 36.69% F: 39.37%
738
+ 2023-04-06 22:24:05 INFO test: loss: nan - UP: 59.32% UR: 51.45% UF: 55.10% P: 52.37% R: 45.41% F: 48.64%
739
+ 2023-04-06 22:24:05 INFO 0:00:04.939377s elapsed
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+
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+ 2023-04-06 22:24:05 INFO Epoch 113 / 5000:
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+ 2023-04-06 22:24:09 INFO lr: 4.8870e-05 - loss: 0.0160 - UP: 96.75% UR: 92.24% UF: 94.44% P: 96.69% R: 92.18% F: 94.38%
743
+ 2023-04-06 22:24:09 INFO dev: loss: nan - UP: 51.90% UR: 48.52% UF: 50.15% P: 36.08% R: 33.73% F: 34.86%
744
+ 2023-04-06 22:24:10 INFO test: loss: nan - UP: 60.91% UR: 49.60% UF: 54.68% P: 53.19% R: 43.32% F: 47.75%
745
+ 2023-04-06 22:24:10 INFO 0:00:05.024324s elapsed
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+ 2023-04-06 22:24:10 INFO Epoch 114 / 5000:
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+ 2023-04-06 22:24:14 INFO lr: 4.8860e-05 - loss: 0.0040 - UP: 96.78% UR: 91.13% UF: 93.87% P: 96.78% R: 91.13% F: 93.87%
749
+ 2023-04-06 22:24:15 INFO dev: loss: nan - UP: 53.16% UR: 49.70% UF: 51.38% P: 37.97% R: 35.50% F: 36.70%
750
+ 2023-04-06 22:24:15 INFO test: loss: nan - UP: 62.76% UR: 49.98% UF: 55.64% P: 56.29% R: 44.83% F: 49.91%
751
+ 2023-04-06 22:24:15 INFO 0:00:05.496280s elapsed
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+
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+ 2023-04-06 22:24:15 INFO Epoch 115 / 5000:
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+ 2023-04-06 22:24:19 INFO lr: 4.8850e-05 - loss: 0.0002 - UP: 97.30% UR: 92.41% UF: 94.79% P: 97.17% R: 92.29% F: 94.67%
755
+ 2023-04-06 22:24:19 INFO dev: loss: nan - UP: 56.76% UR: 49.70% UF: 53.00% P: 39.86% R: 34.91% F: 37.22%
756
+ 2023-04-06 22:24:20 INFO test: loss: nan - UP: 65.92% UR: 49.27% UF: 56.39% P: 58.24% R: 43.53% F: 49.82%
757
+ 2023-04-06 22:24:20 INFO 0:00:04.949309s elapsed
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+ 2023-04-06 22:24:20 INFO Epoch 116 / 5000:
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+ 2023-04-06 22:24:24 INFO lr: 4.8840e-05 - loss: 0.0101 - UP: 98.21% UR: 92.82% UF: 95.44% P: 98.02% R: 92.64% F: 95.26%
761
+ 2023-04-06 22:24:25 INFO dev: loss: nan - UP: 60.00% UR: 47.93% UF: 53.29% P: 42.22% R: 33.73% F: 37.50%
762
+ 2023-04-06 22:24:25 INFO test: loss: nan - UP: 65.27% UR: 47.80% UF: 55.19% P: 57.55% R: 42.14% F: 48.66%
763
+ 2023-04-06 22:24:25 INFO 0:00:05.174059s elapsed
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+ 2023-04-06 22:24:25 INFO Epoch 117 / 5000:
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+ 2023-04-06 22:24:30 INFO lr: 4.8830e-05 - loss: 0.0048 - UP: 97.30% UR: 92.64% UF: 94.92% P: 97.18% R: 92.53% F: 94.80%
767
+ 2023-04-06 22:24:30 INFO dev: loss: nan - UP: 55.19% UR: 50.30% UF: 52.63% P: 40.91% R: 37.28% F: 39.01%
768
+ 2023-04-06 22:24:31 INFO test: loss: nan - UP: 59.86% UR: 53.54% UF: 56.52% P: 53.30% R: 47.67% F: 50.33%
769
+ 2023-04-06 22:24:31 INFO 0:00:05.461279s elapsed
770
+
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+ 2023-04-06 22:25:08 INFO Epoch 87 saved
772
+ 2023-04-06 22:25:08 INFO dev: UP: 54.88% UR: 53.25% UF: 54.05% P: 44.51% R: 43.20% F: 43.84%
773
+ 2023-04-06 22:25:08 INFO test: UP: 60.10% UR: 53.33% UF: 56.51% P: 52.60% R: 46.67% F: 49.46%
774
+ 2023-04-06 22:25:08 INFO 0:10:38.564873s elapsed, 0:00:05.457819s/epoch
models/multibooked_ca/random20/model_vi_multibooked_ca_roberta_6 ADDED
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1
+ 2023-04-06 21:18:08 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_ca_roberta_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/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 | PlanTL-GOB-ES/roberta-base-ca
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-04-06 21:18:08 INFO Building the fields
39
+ 2023-04-06 21:18:17 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-06 21:18:17 INFO Building the model
44
+ 2023-04-06 21:19:15 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, 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
+ 2023-04-06 21:19:15 INFO Loading the data
64
+ 2023-04-06 21:19:18 INFO
65
+ train: Dataset(n_sentences=233, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=32, n_batches=19, n_buckets=19)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-06 21:19:20 INFO Epoch 1 / 5000:
70
+ 2023-04-06 21:19:29 INFO lr: 4.9990e-05 - loss: 0.1849 - UP: 4.11% UR: 7.94% UF: 5.42% P: 1.39% R: 2.69% F: 1.83%
71
+ 2023-04-06 21:19:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-06 21:19:30 INFO test: loss: 0.1664 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-06 21:19:30 INFO 0:00:09.782768s elapsed
74
+
75
+ 2023-04-06 21:19:30 INFO Epoch 2 / 5000:
76
+ 2023-04-06 21:19:33 INFO lr: 4.9980e-05 - loss: 0.0694 - UP: 28.72% UR: 4.85% UF: 8.29% P: 25.61% R: 4.32% F: 7.39%
77
+ 2023-04-06 21:19:34 INFO dev: loss: nan - UP: 100.00% UR: 7.69% UF: 14.29% P: 100.00% R: 7.69% F: 14.29%
78
+ 2023-04-06 21:19:34 INFO test: loss: 0.1263 - UP: 86.13% UR: 9.89% UF: 17.74% P: 82.12% R: 9.43% F: 16.91%
79
+ 2023-04-06 21:19:41 INFO 0:00:04.159533s elapsed (saved)
80
+
81
+ 2023-04-06 21:19:41 INFO Epoch 3 / 5000:
82
+ 2023-04-06 21:19:45 INFO lr: 4.9970e-05 - loss: 0.0586 - UP: 63.77% UR: 19.73% UF: 30.14% P: 61.89% R: 19.15% F: 29.25%
83
+ 2023-04-06 21:19:46 INFO dev: loss: nan - UP: 73.33% UR: 13.02% UF: 22.11% P: 63.33% R: 11.24% F: 19.10%
84
+ 2023-04-06 21:19:46 INFO test: loss: 0.1174 - UP: 76.11% UR: 16.55% UF: 27.19% P: 72.06% R: 15.67% F: 25.74%
85
+ 2023-04-06 21:19:54 INFO 0:00:04.928334s elapsed (saved)
86
+
87
+ 2023-04-06 21:19:54 INFO Epoch 4 / 5000:
88
+ 2023-04-06 21:19:57 INFO lr: 4.9960e-05 - loss: 0.0484 - UP: 67.27% UR: 26.04% UF: 37.54% P: 65.61% R: 25.39% F: 36.62%
89
+ 2023-04-06 21:19:58 INFO dev: loss: nan - UP: 50.00% UR: 21.30% UF: 29.88% P: 47.22% R: 20.12% F: 28.22%
90
+ 2023-04-06 21:19:59 INFO test: loss: 0.1129 - UP: 69.92% UR: 28.53% UF: 40.52% P: 66.12% R: 26.98% F: 38.32%
91
+ 2023-04-06 21:20:06 INFO 0:00:04.674142s elapsed (saved)
92
+
93
+ 2023-04-06 21:20:06 INFO Epoch 5 / 5000:
94
+ 2023-04-06 21:20:10 INFO lr: 4.9950e-05 - loss: 0.0507 - UP: 73.37% UR: 37.48% UF: 49.61% P: 72.91% R: 37.24% F: 49.30%
95
+ 2023-04-06 21:20:10 INFO dev: loss: nan - UP: 48.11% UR: 30.18% UF: 37.09% P: 42.45% R: 26.63% F: 32.73%
96
+ 2023-04-06 21:20:11 INFO test: loss: 0.1182 - UP: 65.42% UR: 35.11% UF: 45.69% P: 62.22% R: 33.39% F: 43.46%
97
+ 2023-04-06 21:20:18 INFO 0:00:04.110702s elapsed (saved)
98
+
99
+ 2023-04-06 21:20:18 INFO Epoch 6 / 5000:
100
+ 2023-04-06 21:20:22 INFO lr: 4.9940e-05 - loss: 0.0592 - UP: 77.37% UR: 46.29% UF: 57.93% P: 76.98% R: 46.06% F: 57.63%
101
+ 2023-04-06 21:20:22 INFO dev: loss: nan - UP: 47.73% UR: 24.85% UF: 32.68% P: 44.32% R: 23.08% F: 30.35%
102
+ 2023-04-06 21:20:23 INFO test: loss: 0.1296 - UP: 63.22% UR: 33.26% UF: 43.59% P: 60.27% R: 31.71% F: 41.56%
103
+ 2023-04-06 21:20:23 INFO 0:00:04.094631s elapsed
104
+
105
+ 2023-04-06 21:20:23 INFO Epoch 7 / 5000:
106
+ 2023-04-06 21:20:26 INFO lr: 4.9930e-05 - loss: 0.0447 - UP: 77.75% UR: 52.42% UF: 62.62% P: 77.49% R: 52.25% F: 62.41%
107
+ 2023-04-06 21:20:26 INFO dev: loss: nan - UP: 52.87% UR: 27.22% UF: 35.94% P: 49.43% R: 25.44% F: 33.59%
108
+ 2023-04-06 21:20:27 INFO test: loss: 0.1275 - UP: 72.83% UR: 32.34% UF: 44.79% P: 69.06% R: 30.67% F: 42.47%
109
+ 2023-04-06 21:20:35 INFO 0:00:04.072730s elapsed (saved)
110
+
111
+ 2023-04-06 21:20:35 INFO Epoch 8 / 5000:
112
+ 2023-04-06 21:20:38 INFO lr: 4.9920e-05 - loss: 0.0473 - UP: 81.24% UR: 55.11% UF: 65.67% P: 80.90% R: 54.87% F: 65.39%
113
+ 2023-04-06 21:20:38 INFO dev: loss: nan - UP: 53.57% UR: 35.50% UF: 42.70% P: 50.00% R: 33.14% F: 39.86%
114
+ 2023-04-06 21:20:39 INFO test: loss: 0.1282 - UP: 68.10% UR: 38.54% UF: 49.22% P: 64.10% R: 36.28% F: 46.33%
115
+ 2023-04-06 21:20:46 INFO 0:00:04.141799s elapsed (saved)
116
+
117
+ 2023-04-06 21:20:46 INFO Epoch 9 / 5000:
118
+ 2023-04-06 21:20:50 INFO lr: 4.9910e-05 - loss: 0.0452 - UP: 79.56% UR: 62.70% UF: 70.13% P: 79.56% R: 62.70% F: 70.13%
119
+ 2023-04-06 21:20:50 INFO dev: loss: nan - UP: 70.13% UR: 31.95% UF: 43.90% P: 66.23% R: 30.18% F: 41.46%
120
+ 2023-04-06 21:20:51 INFO test: loss: 0.1339 - UP: 77.62% UR: 32.26% UF: 45.58% P: 74.50% R: 30.96% F: 43.74%
121
+ 2023-04-06 21:20:58 INFO 0:00:04.443682s elapsed (saved)
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+
123
+ 2023-04-06 21:20:58 INFO Epoch 10 / 5000:
124
+ 2023-04-06 21:21:02 INFO lr: 4.9900e-05 - loss: 0.0615 - UP: 86.15% UR: 58.84% UF: 69.93% P: 86.07% R: 58.79% F: 69.86%
125
+ 2023-04-06 21:21:02 INFO dev: loss: nan - UP: 49.22% UR: 37.28% UF: 42.42% P: 46.09% R: 34.91% F: 39.73%
126
+ 2023-04-06 21:21:03 INFO test: loss: 0.1322 - UP: 66.92% UR: 41.01% UF: 50.86% P: 63.43% R: 38.88% F: 48.21%
127
+ 2023-04-06 21:21:03 INFO 0:00:05.034498s elapsed
128
+
129
+ 2023-04-06 21:21:03 INFO Epoch 11 / 5000:
130
+ 2023-04-06 21:21:06 INFO lr: 4.9890e-05 - loss: 0.0337 - UP: 85.29% UR: 69.70% UF: 76.71% P: 85.21% R: 69.64% F: 76.65%
131
+ 2023-04-06 21:21:07 INFO dev: loss: nan - UP: 51.69% UR: 36.09% UF: 42.51% P: 46.61% R: 32.54% F: 38.33%
132
+ 2023-04-06 21:21:07 INFO test: loss: 0.1534 - UP: 72.23% UR: 38.79% UF: 50.48% P: 68.80% R: 36.95% F: 48.08%
133
+ 2023-04-06 21:21:07 INFO 0:00:04.082972s elapsed
134
+
135
+ 2023-04-06 21:21:07 INFO Epoch 12 / 5000:
136
+ 2023-04-06 21:21:10 INFO lr: 4.9880e-05 - loss: 0.0324 - UP: 81.49% UR: 66.55% UF: 73.26% P: 81.34% R: 66.43% F: 73.14%
137
+ 2023-04-06 21:21:11 INFO dev: loss: nan - UP: 55.56% UR: 32.54% UF: 41.04% P: 51.52% R: 30.18% F: 38.06%
138
+ 2023-04-06 21:21:12 INFO test: loss: 0.1319 - UP: 75.41% UR: 34.44% UF: 47.28% P: 72.66% R: 33.18% F: 45.56%
139
+ 2023-04-06 21:21:12 INFO 0:00:04.341869s elapsed
140
+
141
+ 2023-04-06 21:21:12 INFO Epoch 13 / 5000:
142
+ 2023-04-06 21:21:15 INFO lr: 4.9870e-05 - loss: 0.0231 - UP: 88.21% UR: 69.47% UF: 77.73% P: 87.84% R: 69.18% F: 77.40%
143
+ 2023-04-06 21:21:16 INFO dev: loss: nan - UP: 52.50% UR: 37.28% UF: 43.60% P: 47.50% R: 33.73% F: 39.45%
144
+ 2023-04-06 21:21:17 INFO test: loss: 0.1698 - UP: 71.67% UR: 39.42% UF: 50.86% P: 68.39% R: 37.62% F: 48.54%
145
+ 2023-04-06 21:21:17 INFO 0:00:05.066001s elapsed
146
+
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+ 2023-04-06 21:21:17 INFO Epoch 14 / 5000:
148
+ 2023-04-06 21:21:21 INFO lr: 4.9860e-05 - loss: 0.0024 - UP: 85.18% UR: 68.77% UF: 76.10% P: 84.74% R: 68.42% F: 75.71%
149
+ 2023-04-06 21:21:21 INFO dev: loss: nan - UP: 46.20% UR: 43.20% UF: 44.65% P: 39.87% R: 37.28% F: 38.53%
150
+ 2023-04-06 21:21:22 INFO test: loss: 0.1570 - UP: 64.37% UR: 47.00% UF: 54.33% P: 59.55% R: 43.49% F: 50.27%
151
+ 2023-04-06 21:21:22 INFO 0:00:04.963179s elapsed
152
+
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+ 2023-04-06 21:21:22 INFO Epoch 15 / 5000:
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+ 2023-04-06 21:21:25 INFO lr: 4.9850e-05 - loss: 0.0301 - UP: 89.90% UR: 74.31% UF: 81.37% P: 89.55% R: 74.02% F: 81.05%
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+ 2023-04-06 21:21:43 INFO test: loss: 0.1463 - UP: 70.07% UR: 44.62% UF: 54.52% P: 66.25% R: 42.19% F: 51.55%
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+ 2023-04-06 21:21:55 INFO test: loss: 0.1507 - UP: 72.48% UR: 43.02% UF: 54.00% P: 68.95% R: 40.93% F: 51.37%
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+ 2023-04-06 21:21:59 INFO test: loss: 0.1534 - UP: 75.04% UR: 40.80% UF: 52.86% P: 70.88% R: 38.54% F: 49.93%
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+ 2023-04-06 21:22:03 INFO dev: loss: nan - UP: 57.69% UR: 44.38% UF: 50.17% P: 54.62% R: 42.01% F: 47.49%
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+ 2023-04-06 21:22:04 INFO test: loss: 0.1545 - UP: 72.37% UR: 45.87% UF: 56.15% P: 68.61% R: 43.49% F: 53.23%
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+ 2023-04-06 21:22:27 INFO test: loss: 0.1664 - UP: 72.88% UR: 47.51% UF: 57.52% P: 68.57% R: 44.70% F: 54.12%
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+ 2023-04-06 21:22:30 INFO dev: loss: nan - UP: 62.20% UR: 46.75% UF: 53.38% P: 55.12% R: 41.42% F: 47.30%
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+ 2023-04-06 21:22:31 INFO test: loss: 0.1595 - UP: 73.10% UR: 48.26% UF: 58.14% P: 68.85% R: 45.45% F: 54.76%
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+ 2023-04-06 21:22:36 INFO dev: loss: nan - UP: 64.55% UR: 42.01% UF: 50.90% P: 60.00% R: 39.05% F: 47.31%
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+ 2023-04-06 21:22:37 INFO test: loss: 0.1716 - UP: 74.56% UR: 47.63% UF: 58.13% P: 70.23% R: 44.87% F: 54.75%
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+ 2023-04-06 21:22:40 INFO lr: 4.9740e-05 - loss: 0.0029 - UP: 97.75% UR: 88.62% UF: 92.96% P: 97.68% R: 88.56% F: 92.90%
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+ 2023-04-06 21:22:41 INFO dev: loss: nan - UP: 63.41% UR: 46.15% UF: 53.42% P: 58.54% R: 42.60% F: 49.32%
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+ 2023-04-06 21:22:41 INFO test: loss: 0.1760 - UP: 72.24% UR: 49.60% UF: 58.82% P: 68.15% R: 46.80% F: 55.49%
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+ 2023-04-06 21:22:49 INFO 0:00:04.415867s elapsed (saved)
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+ 2023-04-06 21:22:53 INFO dev: loss: nan - UP: 55.74% UR: 40.24% UF: 46.74% P: 52.46% R: 37.87% F: 43.99%
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+ 2023-04-06 21:22:54 INFO test: loss: 0.1822 - UP: 70.57% UR: 48.22% UF: 57.29% P: 66.95% R: 45.75% F: 54.36%
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+ 2023-04-06 21:22:57 INFO dev: loss: nan - UP: 54.71% UR: 55.03% UF: 54.87% P: 47.06% R: 47.34% F: 47.20%
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+ 2023-04-06 21:22:58 INFO test: loss: 0.2055 - UP: 63.30% UR: 55.22% UF: 58.98% P: 57.54% R: 50.19% F: 53.61%
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+ 2023-04-06 21:23:01 INFO lr: 4.9710e-05 - loss: 0.0034 - UP: 92.05% UR: 81.14% UF: 86.26% P: 91.85% R: 80.97% F: 86.07%
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+ 2023-04-06 21:23:02 INFO dev: loss: nan - UP: 59.15% UR: 49.70% UF: 54.02% P: 54.93% R: 46.15% F: 50.16%
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+ 2023-04-06 21:23:03 INFO test: loss: 0.1636 - UP: 58.02% UR: 51.24% UF: 54.42% P: 53.23% R: 47.00% F: 49.92%
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+ 2023-04-06 21:23:11 INFO 0:00:04.798703s elapsed (saved)
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+ 2023-04-06 21:23:14 INFO lr: 4.9700e-05 - loss: 0.0270 - UP: 92.71% UR: 80.15% UF: 85.97% P: 92.57% R: 80.04% F: 85.85%
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+ 2023-04-06 21:23:14 INFO dev: loss: nan - UP: 51.81% UR: 25.44% UF: 34.13% P: 50.60% R: 24.85% F: 33.33%
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+ 2023-04-06 21:23:15 INFO test: loss: 0.1514 - UP: 75.27% UR: 35.44% UF: 48.19% P: 70.73% R: 33.31% F: 45.29%
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+ 2023-04-06 21:23:15 INFO 0:00:04.191932s elapsed
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+ 2023-04-06 21:23:18 INFO lr: 4.9690e-05 - loss: 0.0203 - UP: 91.65% UR: 83.89% UF: 87.60% P: 91.52% R: 83.77% F: 87.47%
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+ 2023-04-06 21:23:19 INFO dev: loss: nan - UP: 61.70% UR: 34.32% UF: 44.11% P: 56.38% R: 31.36% F: 40.30%
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+ 2023-04-06 21:23:19 INFO test: loss: 0.1484 - UP: 75.26% UR: 41.68% UF: 53.65% P: 71.86% R: 39.80% F: 51.23%
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+ 2023-04-06 21:23:23 INFO lr: 4.9680e-05 - loss: 0.0040 - UP: 95.25% UR: 85.46% UF: 90.09% P: 93.95% R: 84.30% F: 88.86%
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+ 2023-04-06 21:23:24 INFO dev: loss: nan - UP: 56.67% UR: 50.30% UF: 53.29% P: 48.00% R: 42.60% F: 45.14%
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+ 2023-04-06 21:23:25 INFO test: loss: 0.1815 - UP: 68.29% UR: 48.81% UF: 56.93% P: 62.08% R: 44.37% F: 51.75%
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+ 2023-04-06 21:23:28 INFO lr: 4.9670e-05 - loss: 0.0003 - UP: 95.56% UR: 87.97% UF: 91.61% P: 95.24% R: 87.68% F: 91.31%
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+ 2023-04-06 21:23:28 INFO dev: loss: nan - UP: 57.78% UR: 46.15% UF: 51.32% P: 53.33% R: 42.60% F: 47.37%
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+ 2023-04-06 21:23:29 INFO test: loss: 0.1686 - UP: 67.58% UR: 47.67% UF: 55.91% P: 62.95% R: 44.41% F: 52.08%
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+ 2023-04-06 21:23:33 INFO lr: 4.9660e-05 - loss: 0.0060 - UP: 93.42% UR: 92.06% UF: 92.74% P: 93.25% R: 91.89% F: 92.56%
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+ 2023-04-06 21:23:33 INFO dev: loss: nan - UP: 61.47% UR: 39.64% UF: 48.20% P: 53.21% R: 34.32% F: 41.73%
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+ 2023-04-06 21:23:34 INFO test: loss: 0.1941 - UP: 72.94% UR: 41.43% UF: 52.85% P: 67.11% R: 38.12% F: 48.62%
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+ 2023-04-06 21:23:38 INFO lr: 4.9650e-05 - loss: 0.0051 - UP: 95.04% UR: 86.11% UF: 90.35% P: 94.91% R: 85.99% F: 90.23%
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+ 2023-04-06 21:23:38 INFO dev: loss: nan - UP: 56.29% UR: 50.30% UF: 53.12% P: 52.98% R: 47.34% F: 50.00%
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+ 2023-04-06 21:23:39 INFO test: loss: 0.1615 - UP: 71.49% UR: 48.43% UF: 57.74% P: 65.80% R: 44.57% F: 53.15%
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+ 2023-04-06 21:23:42 INFO lr: 4.9640e-05 - loss: 0.0080 - UP: 94.38% UR: 86.28% UF: 90.15% P: 93.87% R: 85.81% F: 89.66%
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+ 2023-04-06 21:23:43 INFO dev: loss: nan - UP: 62.41% UR: 49.11% UF: 54.97% P: 57.14% R: 44.97% F: 50.33%
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+ 2023-04-06 21:23:44 INFO test: loss: 0.1628 - UP: 70.64% UR: 47.97% UF: 57.14% P: 66.07% R: 44.87% F: 53.44%
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+ 2023-04-06 21:23:51 INFO 0:00:04.501592s elapsed (saved)
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+ 2023-04-06 21:23:55 INFO lr: 4.9630e-05 - loss: 0.0010 - UP: 96.00% UR: 91.07% UF: 93.47% P: 95.88% R: 90.95% F: 93.35%
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+ 2023-04-06 21:23:55 INFO dev: loss: nan - UP: 56.95% UR: 50.89% UF: 53.75% P: 53.64% R: 47.93% F: 50.62%
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+ 2023-04-06 21:23:56 INFO test: loss: 0.1590 - UP: 72.40% UR: 47.59% UF: 57.43% P: 67.24% R: 44.20% F: 53.34%
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+ 2023-04-06 21:24:03 INFO 0:00:04.475622s elapsed (saved)
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+ 2023-04-06 21:24:06 INFO lr: 4.9620e-05 - loss: 0.0017 - UP: 97.16% UR: 91.89% UF: 94.45% P: 97.04% R: 91.77% F: 94.33%
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+ 2023-04-06 21:24:07 INFO dev: loss: nan - UP: 58.55% UR: 52.66% UF: 55.45% P: 52.63% R: 47.34% F: 49.84%
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+ 2023-04-06 21:24:08 INFO test: loss: 0.1687 - UP: 73.02% UR: 49.90% UF: 59.28% P: 67.87% R: 46.38% F: 55.10%
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+ 2023-04-06 21:24:11 INFO lr: 4.9610e-05 - loss: 0.0081 - UP: 98.00% UR: 91.65% UF: 94.72% P: 98.00% R: 91.65% F: 94.72%
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+ 2023-04-06 21:24:11 INFO dev: loss: nan - UP: 56.25% UR: 53.25% UF: 54.71% P: 51.87% R: 49.11% F: 50.46%
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+ 2023-04-06 21:24:12 INFO test: loss: 0.1639 - UP: 69.71% UR: 49.18% UF: 57.68% P: 65.38% R: 46.12% F: 54.09%
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+ 2023-04-06 21:24:15 INFO lr: 4.9600e-05 - loss: 0.0139 - UP: 95.56% UR: 90.43% UF: 92.92% P: 95.56% R: 90.43% F: 92.92%
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+ 2023-04-06 21:24:16 INFO dev: loss: nan - UP: 63.25% UR: 43.79% UF: 51.75% P: 58.12% R: 40.24% F: 47.55%
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+ 2023-04-06 21:24:17 INFO test: loss: 0.1809 - UP: 71.99% UR: 45.66% UF: 55.88% P: 66.25% R: 42.02% F: 51.42%
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+ 2023-04-06 21:24:20 INFO lr: 4.9590e-05 - loss: 0.0036 - UP: 96.55% UR: 89.84% UF: 93.08% P: 96.55% R: 89.84% F: 93.08%
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+ 2023-04-06 21:24:21 INFO dev: loss: nan - UP: 54.36% UR: 47.93% UF: 50.94% P: 50.34% R: 44.38% F: 47.17%
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+ 2023-04-06 21:24:22 INFO test: loss: 0.1644 - UP: 70.46% UR: 48.47% UF: 57.43% P: 65.59% R: 45.12% F: 53.46%
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+ 2023-04-06 21:24:26 INFO lr: 4.9580e-05 - loss: 0.0089 - UP: 97.62% UR: 93.52% UF: 95.53% P: 97.62% R: 93.52% F: 95.53%
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+ 2023-04-06 21:24:27 INFO test: loss: 0.1668 - UP: 69.06% UR: 51.24% UF: 58.83% P: 63.92% R: 47.42% F: 54.45%
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+ 2023-04-06 21:24:38 INFO lr: 4.9570e-05 - loss: 0.0010 - UP: 98.35% UR: 93.70% UF: 95.96% P: 98.35% R: 93.70% F: 95.96%
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+ 2023-04-06 21:24:39 INFO test: loss: 0.1618 - UP: 73.13% UR: 49.14% UF: 58.78% P: 68.77% R: 46.21% F: 55.27%
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+ 2023-04-06 21:24:42 INFO lr: 4.9560e-05 - loss: 0.0037 - UP: 98.49% UR: 95.04% UF: 96.73% P: 98.49% R: 95.04% F: 96.73%
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+ 2023-04-06 21:24:43 INFO dev: loss: nan - UP: 57.14% UR: 54.44% UF: 55.76% P: 53.42% R: 50.89% F: 52.12%
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+ 2023-04-06 21:24:43 INFO test: loss: 0.1706 - UP: 69.47% UR: 51.86% UF: 59.39% P: 65.15% R: 48.64% F: 55.70%
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+ 2023-04-06 21:24:54 INFO lr: 4.9550e-05 - loss: 0.0006 - UP: 98.78% UR: 94.75% UF: 96.72% P: 98.78% R: 94.75% F: 96.72%
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+ 2023-04-06 21:24:55 INFO dev: loss: nan - UP: 58.45% UR: 49.11% UF: 53.38% P: 54.23% R: 45.56% F: 49.52%
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+ 2023-04-06 21:24:55 INFO test: loss: 0.1779 - UP: 73.23% UR: 49.27% UF: 58.90% P: 68.62% R: 46.17% F: 55.20%
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+ 2023-04-06 21:24:58 INFO lr: 4.9540e-05 - loss: 0.0003 - UP: 98.56% UR: 95.91% UF: 97.22% P: 98.56% R: 95.91% F: 97.22%
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+ 2023-04-06 21:24:59 INFO dev: loss: nan - UP: 60.14% UR: 52.66% UF: 56.15% P: 56.08% R: 49.11% F: 52.37%
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+ 2023-04-06 21:25:00 INFO test: loss: 0.1861 - UP: 73.45% UR: 49.60% UF: 59.21% P: 69.04% R: 46.63% F: 55.66%
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+ 2023-04-06 21:25:41 INFO test: loss: 0.2017 - UP: 71.28% UR: 53.46% UF: 61.10% P: 66.59% R: 49.94% F: 57.07%
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+ 2023-04-06 21:25:45 INFO test: loss: 0.2052 - UP: 73.48% UR: 50.15% UF: 59.61% P: 69.18% R: 47.21% F: 56.13%
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+ 2023-04-06 21:25:49 INFO test: loss: 0.1983 - UP: 73.34% UR: 50.94% UF: 60.12% P: 68.94% R: 47.88% F: 56.51%
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+ 2023-04-06 21:25:54 INFO test: loss: 0.2010 - UP: 71.71% UR: 53.20% UF: 61.09% P: 66.80% R: 49.56% F: 56.90%
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+ 2023-04-06 21:25:54 INFO 0:00:04.973346s elapsed
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+ 2023-04-06 21:25:58 INFO dev: loss: nan - UP: 58.82% UR: 53.25% UF: 55.90% P: 52.94% R: 47.93% F: 50.31%
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+ 2023-04-06 21:25:59 INFO test: loss: 0.2064 - UP: 71.71% UR: 52.03% UF: 60.31% P: 66.74% R: 48.43% F: 56.13%
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+ 2023-04-06 21:25:59 INFO 0:00:04.387468s elapsed
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+ 2023-04-06 21:26:02 INFO dev: loss: nan - UP: 57.55% UR: 47.34% UF: 51.95% P: 51.08% R: 42.01% F: 46.10%
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+ 2023-04-06 21:26:03 INFO test: loss: 0.2076 - UP: 73.83% UR: 50.36% UF: 59.88% P: 69.41% R: 47.34% F: 56.29%
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+ 2023-04-06 21:26:03 INFO 0:00:04.160076s elapsed
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+ 2023-04-06 21:26:06 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 99.82% UR: 97.08% UF: 98.43% P: 99.82% R: 97.08% F: 98.43%
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+ 2023-04-06 21:26:06 INFO dev: loss: nan - UP: 61.31% UR: 49.70% UF: 54.90% P: 56.20% R: 45.56% F: 50.33%
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+ 2023-04-06 21:26:07 INFO test: loss: 0.2111 - UP: 73.52% UR: 50.36% UF: 59.77% P: 69.24% R: 47.42% F: 56.29%
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+ 2023-04-06 21:26:07 INFO 0:00:04.336781s elapsed
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+ 2023-04-06 21:26:07 INFO Epoch 60 / 5000:
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+ 2023-04-06 21:26:11 INFO lr: 4.9400e-05 - loss: 0.0007 - UP: 98.94% UR: 98.31% UF: 98.62% P: 98.94% R: 98.31% F: 98.62%
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+ 2023-04-06 21:26:11 INFO dev: loss: nan - UP: 59.63% UR: 56.80% UF: 58.18% P: 54.04% R: 51.48% F: 52.73%
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+ 2023-04-06 21:26:12 INFO test: loss: 0.2181 - UP: 69.14% UR: 54.63% UF: 61.03% P: 64.42% R: 50.90% F: 56.87%
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+ 2023-04-06 21:26:19 INFO 0:00:04.523146s elapsed (saved)
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+ 2023-04-06 21:26:19 INFO Epoch 61 / 5000:
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+ 2023-04-06 21:26:22 INFO lr: 4.9390e-05 - loss: 0.0007 - UP: 98.64% UR: 97.72% UF: 98.18% P: 98.59% R: 97.66% F: 98.12%
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+ 2023-04-06 21:26:23 INFO dev: loss: nan - UP: 59.24% UR: 55.03% UF: 57.06% P: 54.78% R: 50.89% F: 52.76%
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+ 2023-04-06 21:26:23 INFO test: loss: 0.2220 - UP: 68.34% UR: 55.89% UF: 61.49% P: 62.60% R: 51.19% F: 56.33%
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+ 2023-04-06 21:26:31 INFO 0:00:04.487976s elapsed (saved)
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+ 2023-04-06 21:26:34 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 99.47% UR: 97.84% UF: 98.65% P: 99.47% R: 97.84% F: 98.65%
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+ 2023-04-06 21:26:35 INFO dev: loss: nan - UP: 58.50% UR: 50.89% UF: 54.43% P: 54.42% R: 47.34% F: 50.63%
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+ 2023-04-06 21:26:35 INFO test: loss: 0.2105 - UP: 72.49% UR: 52.33% UF: 60.78% P: 67.32% R: 48.60% F: 56.45%
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+ 2023-04-06 21:26:35 INFO 0:00:04.119188s elapsed
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+ 2023-04-06 21:26:39 INFO lr: 4.9370e-05 - loss: 0.0005 - UP: 98.99% UR: 97.31% UF: 98.15% P: 98.93% R: 97.26% F: 98.09%
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+ 2023-04-06 21:26:39 INFO dev: loss: nan - UP: 58.50% UR: 50.89% UF: 54.43% P: 51.02% R: 44.38% F: 47.47%
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+ 2023-04-06 21:26:40 INFO test: loss: 0.2181 - UP: 73.19% UR: 51.36% UF: 60.36% P: 68.36% R: 47.97% F: 56.38%
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+ 2023-04-06 21:26:40 INFO 0:00:04.995590s elapsed
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+ 2023-04-06 21:26:44 INFO lr: 4.9360e-05 - loss: 0.0013 - UP: 99.41% UR: 98.42% UF: 98.91% P: 99.41% R: 98.42% F: 98.91%
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+ 2023-04-06 21:26:44 INFO dev: loss: nan - UP: 60.26% UR: 53.85% UF: 56.87% P: 54.97% R: 49.11% F: 51.87%
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+ 2023-04-06 21:26:45 INFO test: loss: 0.2189 - UP: 72.59% UR: 51.15% UF: 60.01% P: 68.01% R: 47.93% F: 56.23%
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+ 2023-04-06 21:26:45 INFO 0:00:04.425478s elapsed
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+ 2023-04-06 21:26:48 INFO lr: 4.9350e-05 - loss: 0.0000 - UP: 99.65% UR: 98.48% UF: 99.06% P: 99.65% R: 98.48% F: 99.06%
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+ 2023-04-06 21:26:49 INFO dev: loss: nan - UP: 60.26% UR: 55.62% UF: 57.85% P: 55.77% R: 51.48% F: 53.54%
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+ 2023-04-06 21:26:49 INFO test: loss: 0.2196 - UP: 71.12% UR: 53.12% UF: 60.82% P: 66.29% R: 49.52% F: 56.69%
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+ 2023-04-06 21:26:57 INFO 0:00:04.626213s elapsed (saved)
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+ 2023-04-06 21:26:57 INFO Epoch 66 / 5000:
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+ 2023-04-06 21:27:00 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 99.70% UR: 98.19% UF: 98.94% P: 99.70% R: 98.19% F: 98.94%
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+ 2023-04-06 21:27:01 INFO dev: loss: nan - UP: 59.60% UR: 53.25% UF: 56.25% P: 54.97% R: 49.11% F: 51.87%
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+ 2023-04-06 21:27:01 INFO test: loss: 0.2218 - UP: 71.89% UR: 52.62% UF: 60.76% P: 66.86% R: 48.93% F: 56.51%
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+ 2023-04-06 21:27:01 INFO 0:00:04.239844s elapsed
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+ 2023-04-06 21:27:04 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 99.53% UR: 98.31% UF: 98.91% P: 99.53% R: 98.31% F: 98.91%
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+ 2023-04-06 21:27:05 INFO dev: loss: nan - UP: 58.93% UR: 58.58% UF: 58.75% P: 53.57% R: 53.25% F: 53.41%
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+ 2023-04-06 21:27:05 INFO test: loss: 0.2233 - UP: 69.29% UR: 56.81% UF: 62.43% P: 63.52% R: 52.07% F: 57.23%
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+ 2023-04-06 21:27:05 INFO 0:00:04.179381s elapsed
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+ 2023-04-06 21:27:09 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 98.95% UR: 99.01% UF: 98.98% P: 98.95% R: 99.01% F: 98.98%
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+ 2023-04-06 21:27:10 INFO dev: loss: nan - UP: 59.71% UR: 49.11% UF: 53.90% P: 54.68% R: 44.97% F: 49.35%
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+ 2023-04-06 21:27:11 INFO test: loss: 0.2217 - UP: 74.31% UR: 50.65% UF: 60.24% P: 69.70% R: 47.51% F: 56.50%
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+ 2023-04-06 21:27:11 INFO 0:00:05.453448s elapsed
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+ 2023-04-06 21:27:11 INFO Epoch 69 / 5000:
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+ 2023-04-06 21:27:14 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 99.47% UR: 97.84% UF: 98.65% P: 99.47% R: 97.84% F: 98.65%
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+ 2023-04-06 21:27:15 INFO dev: loss: nan - UP: 62.11% UR: 59.17% UF: 60.61% P: 57.76% R: 55.03% F: 56.36%
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+ 2023-04-06 21:27:16 INFO test: loss: 0.2195 - UP: 70.19% UR: 55.13% UF: 61.76% P: 64.91% R: 50.98% F: 57.11%
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+ 2023-04-06 21:27:23 INFO 0:00:04.678579s elapsed (saved)
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+ 2023-04-06 21:27:27 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 99.12% UR: 98.13% UF: 98.62% P: 99.12% R: 98.13% F: 98.62%
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+ 2023-04-06 21:27:27 INFO dev: loss: nan - UP: 69.37% UR: 45.56% UF: 55.00% P: 63.96% R: 42.01% F: 50.71%
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+ 2023-04-06 21:27:28 INFO test: loss: 0.2229 - UP: 76.78% UR: 48.47% UF: 59.42% P: 72.26% R: 45.62% F: 55.93%
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+ 2023-04-06 21:27:28 INFO 0:00:04.742795s elapsed
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+ 2023-04-06 21:27:31 INFO lr: 4.9290e-05 - loss: 0.0018 - UP: 99.52% UR: 97.31% UF: 98.41% P: 99.52% R: 97.31% F: 98.41%
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+ 2023-04-06 21:27:31 INFO dev: loss: nan - UP: 57.67% UR: 55.62% UF: 56.63% P: 52.15% R: 50.30% F: 51.20%
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+ 2023-04-06 21:27:32 INFO test: loss: 0.2217 - UP: 69.34% UR: 55.05% UF: 61.37% P: 63.96% R: 50.78% F: 56.61%
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+ 2023-04-06 21:27:36 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 99.29% UR: 98.42% UF: 98.86% P: 99.29% R: 98.42% F: 98.86%
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+ 2023-04-06 21:27:36 INFO dev: loss: nan - UP: 60.25% UR: 57.40% UF: 58.79% P: 55.90% R: 53.25% F: 54.55%
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+ 2023-04-06 21:27:37 INFO test: loss: 0.2315 - UP: 67.89% UR: 54.92% UF: 60.72% P: 62.71% R: 50.73% F: 56.09%
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+ 2023-04-06 21:27:37 INFO 0:00:04.456774s elapsed
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+ 2023-04-06 21:27:41 INFO lr: 4.9270e-05 - loss: 0.0024 - UP: 99.35% UR: 98.19% UF: 98.77% P: 99.35% R: 98.19% F: 98.77%
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+ 2023-04-06 21:27:41 INFO dev: loss: nan - UP: 60.14% UR: 52.66% UF: 56.15% P: 56.08% R: 49.11% F: 52.37%
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+ 2023-04-06 21:27:42 INFO test: loss: 0.2239 - UP: 72.84% UR: 50.78% UF: 59.84% P: 68.51% R: 47.76% F: 56.28%
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+ 2023-04-06 21:27:42 INFO 0:00:05.450233s elapsed
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+ 2023-04-06 21:27:46 INFO lr: 4.9260e-05 - loss: 0.0013 - UP: 99.12% UR: 98.31% UF: 98.71% P: 99.12% R: 98.31% F: 98.71%
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+ 2023-04-06 21:27:46 INFO dev: loss: nan - UP: 60.48% UR: 59.76% UF: 60.12% P: 56.29% R: 55.62% F: 55.95%
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+ 2023-04-06 21:27:47 INFO test: loss: 0.2295 - UP: 67.61% UR: 57.27% UF: 62.01% P: 62.27% R: 52.74% F: 57.11%
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+ 2023-04-06 21:27:47 INFO 0:00:04.607731s elapsed
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+ 2023-04-06 21:27:50 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 99.53% UR: 98.77% UF: 99.15% P: 99.53% R: 98.77% F: 99.15%
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+ 2023-04-06 21:27:50 INFO dev: loss: nan - UP: 60.61% UR: 59.17% UF: 59.88% P: 55.76% R: 54.44% F: 55.09%
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+ 2023-04-06 21:27:51 INFO test: loss: 0.2188 - UP: 69.92% UR: 56.10% UF: 62.25% P: 64.65% R: 51.86% F: 57.55%
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+ 2023-04-06 21:27:51 INFO 0:00:04.486528s elapsed
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+ 2023-04-06 21:27:55 INFO lr: 4.9240e-05 - loss: 0.0004 - UP: 99.65% UR: 98.95% UF: 99.30% P: 99.65% R: 98.95% F: 99.30%
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+ 2023-04-06 21:27:55 INFO dev: loss: nan - UP: 59.46% UR: 52.07% UF: 55.52% P: 55.41% R: 48.52% F: 51.74%
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+ 2023-04-06 21:27:56 INFO test: loss: 0.2251 - UP: 72.86% UR: 51.74% UF: 60.51% P: 68.20% R: 48.43% F: 56.64%
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+ 2023-04-06 21:27:56 INFO 0:00:05.172058s elapsed
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+ 2023-04-06 21:28:00 INFO lr: 4.9230e-05 - loss: 0.0000 - UP: 99.65% UR: 98.48% UF: 99.06% P: 99.65% R: 98.48% F: 99.06%
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+ 2023-04-06 21:28:00 INFO dev: loss: nan - UP: 60.00% UR: 55.03% UF: 57.41% P: 55.48% R: 50.89% F: 53.09%
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+ 2023-04-06 21:28:01 INFO test: loss: 0.2272 - UP: 71.05% UR: 54.59% UF: 61.74% P: 66.03% R: 50.73% F: 57.38%
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+ 2023-04-06 21:28:01 INFO 0:00:04.797837s elapsed
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+ 2023-04-06 21:28:05 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 99.65% UR: 98.72% UF: 99.18% P: 99.65% R: 98.72% F: 99.18%
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+ 2023-04-06 21:28:05 INFO dev: loss: nan - UP: 60.42% UR: 51.48% UF: 55.59% P: 56.25% R: 47.93% F: 51.76%
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+ 2023-04-06 21:28:06 INFO test: loss: 0.2309 - UP: 73.02% UR: 50.23% UF: 59.52% P: 67.97% R: 46.75% F: 55.40%
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+ 2023-04-06 21:28:09 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 99.29% UR: 97.55% UF: 98.41% P: 99.29% R: 97.55% F: 98.41%
539
+ 2023-04-06 21:28:10 INFO dev: loss: nan - UP: 59.44% UR: 50.30% UF: 54.49% P: 54.55% R: 46.15% F: 50.00%
540
+ 2023-04-06 21:28:10 INFO test: loss: 0.2223 - UP: 72.32% UR: 52.33% UF: 60.72% P: 67.46% R: 48.81% F: 56.64%
541
+ 2023-04-06 21:28:10 INFO 0:00:04.895585s elapsed
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+ 2023-04-06 21:28:14 INFO lr: 4.9200e-05 - loss: 0.0050 - UP: 99.18% UR: 98.66% UF: 98.92% P: 99.18% R: 98.66% F: 98.92%
545
+ 2023-04-06 21:28:14 INFO dev: loss: nan - UP: 60.13% UR: 56.21% UF: 58.10% P: 55.06% R: 51.48% F: 53.21%
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+ 2023-04-06 21:28:15 INFO test: loss: 0.2285 - UP: 69.95% UR: 54.13% UF: 61.03% P: 64.75% R: 50.10% F: 56.50%
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+ 2023-04-06 21:28:18 INFO lr: 4.9190e-05 - loss: 0.0000 - UP: 99.53% UR: 99.18% UF: 99.36% P: 99.53% R: 99.18% F: 99.36%
551
+ 2023-04-06 21:28:18 INFO dev: loss: nan - UP: 59.09% UR: 53.85% UF: 56.35% P: 54.55% R: 49.70% F: 52.01%
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+ 2023-04-06 21:28:19 INFO test: loss: 0.2302 - UP: 69.82% UR: 53.79% UF: 60.77% P: 64.87% R: 49.98% F: 56.46%
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+ 2023-04-06 21:28:19 INFO 0:00:04.099559s elapsed
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+ 2023-04-06 21:28:22 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 99.82% UR: 98.83% UF: 99.33% P: 99.82% R: 98.83% F: 99.33%
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+ 2023-04-06 21:28:23 INFO dev: loss: nan - UP: 60.53% UR: 54.44% UF: 57.32% P: 55.92% R: 50.30% F: 52.96%
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+ 2023-04-06 21:28:24 INFO test: loss: 0.2307 - UP: 70.57% UR: 54.25% UF: 61.35% P: 65.45% R: 50.31% F: 56.89%
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+ 2023-04-06 21:28:24 INFO 0:00:04.373802s elapsed
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+ 2023-04-06 21:28:27 INFO lr: 4.9170e-05 - loss: 0.0006 - UP: 99.41% UR: 99.18% UF: 99.30% P: 99.41% R: 99.18% F: 99.30%
563
+ 2023-04-06 21:28:28 INFO dev: loss: nan - UP: 60.39% UR: 55.03% UF: 57.59% P: 55.19% R: 50.30% F: 52.63%
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+ 2023-04-06 21:28:28 INFO test: loss: 0.2355 - UP: 70.48% UR: 54.92% UF: 61.74% P: 65.48% R: 51.03% F: 57.36%
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+ 2023-04-06 21:28:28 INFO 0:00:04.796961s elapsed
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+ 2023-04-06 21:28:31 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 99.71% UR: 98.77% UF: 99.24% P: 99.71% R: 98.77% F: 99.24%
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+ 2023-04-06 21:28:32 INFO dev: loss: nan - UP: 60.13% UR: 54.44% UF: 57.14% P: 54.90% R: 49.70% F: 52.17%
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+ 2023-04-06 21:28:32 INFO test: loss: 0.2287 - UP: 70.93% UR: 53.67% UF: 61.10% P: 66.00% R: 49.94% F: 56.86%
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+ 2023-04-06 21:28:32 INFO 0:00:04.095303s elapsed
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+ 2023-04-06 21:28:36 INFO lr: 4.9150e-05 - loss: 0.0003 - UP: 99.47% UR: 98.48% UF: 98.97% P: 99.47% R: 98.48% F: 98.97%
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+ 2023-04-06 21:28:36 INFO dev: loss: nan - UP: 61.33% UR: 54.44% UF: 57.68% P: 57.33% R: 50.89% F: 53.92%
576
+ 2023-04-06 21:28:37 INFO test: loss: 0.2384 - UP: 71.67% UR: 51.40% UF: 59.87% P: 67.17% R: 48.18% F: 56.11%
577
+ 2023-04-06 21:28:37 INFO 0:00:04.152530s elapsed
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+ 2023-04-06 21:28:40 INFO lr: 4.9140e-05 - loss: 0.0003 - UP: 99.18% UR: 98.89% UF: 99.04% P: 99.18% R: 98.89% F: 99.04%
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+ 2023-04-06 21:28:40 INFO dev: loss: nan - UP: 60.87% UR: 57.99% UF: 59.39% P: 57.14% R: 54.44% F: 55.76%
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+ 2023-04-06 21:28:41 INFO test: loss: 0.2315 - UP: 70.65% UR: 54.55% UF: 61.56% P: 66.03% R: 50.98% F: 57.54%
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+ 2023-04-06 21:28:41 INFO 0:00:04.579584s elapsed
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+ 2023-04-06 21:28:45 INFO lr: 4.9130e-05 - loss: 0.0000 - UP: 99.76% UR: 98.66% UF: 99.21% P: 99.76% R: 98.66% F: 99.21%
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+ 2023-04-06 21:28:45 INFO dev: loss: nan - UP: 59.87% UR: 53.85% UF: 56.70% P: 55.92% R: 50.30% F: 52.96%
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+ 2023-04-06 21:28:46 INFO test: loss: 0.2303 - UP: 71.84% UR: 53.54% UF: 61.35% P: 67.00% R: 49.94% F: 57.23%
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+ 2023-04-06 21:28:46 INFO 0:00:04.350603s elapsed
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+ 2023-04-06 21:28:49 INFO lr: 4.9120e-05 - loss: 0.0000 - UP: 99.19% UR: 99.59% UF: 99.39% P: 99.19% R: 99.59% F: 99.39%
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+ 2023-04-06 21:28:49 INFO dev: loss: nan - UP: 60.81% UR: 53.25% UF: 56.78% P: 56.76% R: 49.70% F: 53.00%
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+ 2023-04-06 21:28:50 INFO test: loss: 0.2460 - UP: 71.79% UR: 52.66% UF: 60.75% P: 67.39% R: 49.43% F: 57.03%
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+ 2023-04-06 21:28:50 INFO 0:00:04.114142s elapsed
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+ 2023-04-06 21:28:53 INFO lr: 4.9110e-05 - loss: 0.0006 - UP: 99.47% UR: 98.37% UF: 98.91% P: 99.47% R: 98.37% F: 98.91%
599
+ 2023-04-06 21:28:53 INFO dev: loss: nan - UP: 60.40% UR: 53.25% UF: 56.60% P: 56.38% R: 49.70% F: 52.83%
600
+ 2023-04-06 21:28:54 INFO test: loss: 0.2437 - UP: 72.00% UR: 52.79% UF: 60.91% P: 67.37% R: 49.39% F: 57.00%
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+ 2023-04-06 21:28:54 INFO 0:00:04.331684s elapsed
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+ 2023-04-06 21:28:58 INFO lr: 4.9100e-05 - loss: 0.0005 - UP: 99.53% UR: 98.37% UF: 98.94% P: 99.53% R: 98.37% F: 98.94%
605
+ 2023-04-06 21:28:58 INFO dev: loss: nan - UP: 61.39% UR: 57.40% UF: 59.33% P: 56.33% R: 52.66% F: 54.43%
606
+ 2023-04-06 21:28:59 INFO test: loss: 0.2366 - UP: 69.39% UR: 55.55% UF: 61.70% P: 64.47% R: 51.61% F: 57.33%
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+ 2023-04-06 21:28:59 INFO 0:00:04.703390s elapsed
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+ 2023-04-06 21:29:02 INFO lr: 4.9090e-05 - loss: 0.0000 - UP: 98.90% UR: 99.30% UF: 99.10% P: 98.78% R: 99.18% F: 98.98%
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+ 2023-04-06 21:29:02 INFO dev: loss: nan - UP: 61.11% UR: 52.07% UF: 56.23% P: 56.94% R: 48.52% F: 52.40%
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+ 2023-04-06 21:29:03 INFO test: loss: 0.2470 - UP: 73.60% UR: 51.61% UF: 60.67% P: 68.94% R: 48.35% F: 56.83%
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+ 2023-04-06 21:29:03 INFO 0:00:04.139112s elapsed
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+ 2023-04-06 21:29:06 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 99.29% UR: 98.13% UF: 98.71% P: 99.29% R: 98.13% F: 98.71%
617
+ 2023-04-06 21:29:06 INFO dev: loss: nan - UP: 56.73% UR: 57.40% UF: 57.06% P: 50.88% R: 51.48% F: 51.18%
618
+ 2023-04-06 21:29:07 INFO test: loss: 0.2548 - UP: 65.67% UR: 57.23% UF: 61.16% P: 59.71% R: 52.03% F: 55.61%
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+ 2023-04-06 21:29:07 INFO 0:00:04.181264s elapsed
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+ 2023-04-06 21:29:11 INFO lr: 4.9070e-05 - loss: 0.0150 - UP: 97.18% UR: 92.53% UF: 94.80% P: 97.00% R: 92.35% F: 94.62%
623
+ 2023-04-06 21:29:11 INFO dev: loss: nan - UP: 60.74% UR: 48.52% UF: 53.95% P: 52.59% R: 42.01% F: 46.71%
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+ 2023-04-06 21:29:12 INFO test: loss: 0.2191 - UP: 68.84% UR: 47.38% UF: 56.13% P: 63.36% R: 43.61% F: 51.66%
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+ 2023-04-06 21:29:12 INFO 0:00:04.818086s elapsed
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+ 2023-04-06 21:29:15 INFO lr: 4.9060e-05 - loss: 0.0282 - UP: 90.11% UR: 86.16% UF: 88.09% P: 89.87% R: 85.93% F: 87.85%
629
+ 2023-04-06 21:29:15 INFO dev: loss: nan - UP: 73.13% UR: 28.99% UF: 41.53% P: 59.70% R: 23.67% F: 33.90%
630
+ 2023-04-06 21:29:16 INFO test: loss: 0.2155 - UP: 71.20% UR: 28.07% UF: 40.26% P: 65.04% R: 25.64% F: 36.78%
631
+ 2023-04-06 21:29:16 INFO 0:00:04.314918s elapsed
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+ 2023-04-06 21:29:16 INFO Epoch 95 / 5000:
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+ 2023-04-06 21:29:19 INFO lr: 4.9050e-05 - loss: 0.0126 - UP: 84.62% UR: 77.41% UF: 80.85% P: 84.05% R: 76.88% F: 80.30%
635
+ 2023-04-06 21:29:20 INFO dev: loss: nan - UP: 60.23% UR: 31.36% UF: 41.25% P: 47.73% R: 24.85% F: 32.68%
636
+ 2023-04-06 21:29:20 INFO test: loss: 0.1918 - UP: 70.51% UR: 40.76% UF: 51.66% P: 66.38% R: 38.37% F: 48.63%
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+ 2023-04-06 21:29:20 INFO 0:00:04.165282s elapsed
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+ 2023-04-06 21:29:24 INFO lr: 4.9040e-05 - loss: 0.0099 - UP: 87.88% UR: 76.59% UF: 81.85% P: 86.87% R: 75.72% F: 80.91%
641
+ 2023-04-06 21:29:24 INFO dev: loss: nan - UP: 57.23% UR: 53.85% UF: 55.49% P: 47.80% R: 44.97% F: 46.34%
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+ 2023-04-06 21:29:25 INFO test: loss: 0.1963 - UP: 58.26% UR: 56.89% UF: 57.57% P: 52.64% R: 51.40% F: 52.01%
643
+ 2023-04-06 21:29:25 INFO 0:00:04.534611s elapsed
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+ 2023-04-06 21:29:25 INFO Epoch 97 / 5000:
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+ 2023-04-06 21:29:28 INFO lr: 4.9030e-05 - loss: 0.0233 - UP: 92.52% UR: 82.37% UF: 87.15% P: 92.00% R: 81.90% F: 86.66%
647
+ 2023-04-06 21:29:29 INFO dev: loss: nan - UP: 54.46% UR: 32.54% UF: 40.74% P: 46.53% R: 27.81% F: 34.81%
648
+ 2023-04-06 21:29:29 INFO test: loss: 0.1868 - UP: 69.66% UR: 40.01% UF: 50.82% P: 64.70% R: 37.16% F: 47.21%
649
+ 2023-04-06 21:29:29 INFO 0:00:04.589487s elapsed
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+ 2023-04-06 21:29:33 INFO lr: 4.9020e-05 - loss: 0.0035 - UP: 92.47% UR: 84.65% UF: 88.39% P: 92.22% R: 84.41% F: 88.14%
653
+ 2023-04-06 21:29:33 INFO dev: loss: nan - UP: 57.36% UR: 66.86% UF: 61.75% P: 50.25% R: 58.58% F: 54.10%
654
+ 2023-04-06 21:29:34 INFO test: loss: 0.1910 - UP: 59.55% UR: 60.62% UF: 60.08% P: 53.09% R: 54.04% F: 53.56%
655
+ 2023-04-06 21:29:34 INFO 0:00:04.214058s elapsed
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+
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+ 2023-04-06 21:29:34 INFO Epoch 99 / 5000:
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+ 2023-04-06 21:29:37 INFO lr: 4.9010e-05 - loss: 0.0001 - UP: 97.26% UR: 91.13% UF: 94.09% P: 96.70% R: 90.60% F: 93.55%
659
+ 2023-04-06 21:29:37 INFO dev: loss: nan - UP: 61.87% UR: 50.89% UF: 55.84% P: 51.08% R: 42.01% F: 46.10%
660
+ 2023-04-06 21:29:38 INFO test: loss: 0.2079 - UP: 68.37% UR: 53.33% UF: 59.92% P: 63.43% R: 49.48% F: 55.59%
661
+ 2023-04-06 21:29:38 INFO 0:00:04.169879s elapsed
662
+
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+ 2023-04-06 21:30:10 INFO Epoch 69 saved
664
+ 2023-04-06 21:30:10 INFO dev: UP: 62.11% UR: 59.17% UF: 60.61% P: 57.76% R: 55.03% F: 56.36%
665
+ 2023-04-06 21:30:10 INFO test: UP: 70.19% UR: 55.13% UF: 61.76% P: 64.91% R: 50.98% F: 57.11%
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+ 2023-04-06 21:30:10 INFO 0:07:36.730331s elapsed, 0:00:04.613438s/epoch
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1
+ 2023-04-06 21:41:40 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_ca_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_ca/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/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
+ 2023-04-06 21:41:40 INFO Building the fields
39
+ 2023-04-06 21:41:50 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-06 21:41:50 INFO Building the model
44
+ 2023-04-06 21:42:35 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
+ 2023-04-06 21:42:35 INFO Loading the data
64
+ 2023-04-06 21:42:36 INFO
65
+ train: Dataset(n_sentences=233, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=32, n_batches=19, n_buckets=19)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-06 21:42:41 INFO Epoch 1 / 5000:
70
+ 2023-04-06 21:42:51 INFO lr: 4.9990e-05 - loss: 0.1735 - UP: 5.73% UR: 6.89% UF: 6.26% P: 3.06% R: 3.68% F: 3.34%
71
+ 2023-04-06 21:42:51 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-04-06 21:42:52 INFO test: loss: 0.1753 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-04-06 21:42:52 INFO 0:00:11.170231s elapsed
74
+
75
+ 2023-04-06 21:42:52 INFO Epoch 2 / 5000:
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+ 2023-04-06 21:42:57 INFO lr: 4.9980e-05 - loss: 0.1202 - UP: 53.99% UR: 9.87% UF: 16.68% P: 48.88% R: 8.93% F: 15.10%
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+ 2023-04-06 21:42:58 INFO test: loss: 0.1542 - UP: 81.12% UR: 6.66% UF: 12.31% P: 70.41% R: 5.78% F: 10.69%
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+ 2023-04-06 21:43:24 INFO test: loss: 0.1499 - UP: 72.81% UR: 19.52% UF: 30.79% P: 67.66% R: 18.14% F: 28.61%
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+ 2023-04-06 21:43:48 INFO test: loss: 0.1355 - UP: 74.36% UR: 21.74% UF: 33.65% P: 71.06% R: 20.78% F: 32.16%
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+ 2023-04-06 21:44:13 INFO test: loss: 0.1279 - UP: 75.98% UR: 25.97% UF: 38.71% P: 72.67% R: 24.84% F: 37.03%
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+ 2023-04-06 21:44:37 INFO test: loss: 0.1403 - UP: 72.12% UR: 29.37% UF: 41.74% P: 69.14% R: 28.15% F: 40.01%
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+ 2023-04-06 21:45:00 INFO lr: 4.9930e-05 - loss: 0.0226 - UP: 81.33% UR: 55.69% UF: 66.11% P: 81.16% R: 55.58% F: 65.97%
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+ 2023-04-06 21:45:01 INFO dev: loss: nan - UP: 59.65% UR: 20.12% UF: 30.09% P: 56.14% R: 18.93% F: 28.32%
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+ 2023-04-06 21:45:02 INFO test: loss: 0.1497 - UP: 80.93% UR: 25.60% UF: 38.89% P: 77.75% R: 24.59% F: 37.36%
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+ 2023-04-06 21:45:07 INFO lr: 4.9920e-05 - loss: 0.0391 - UP: 82.54% UR: 57.68% UF: 67.90% P: 82.29% R: 57.50% F: 67.70%
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+ 2023-04-06 21:45:08 INFO dev: loss: nan - UP: 60.00% UR: 31.95% UF: 41.70% P: 53.33% R: 28.40% F: 37.07%
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+ 2023-04-06 21:45:09 INFO test: loss: 0.1506 - UP: 69.77% UR: 34.90% UF: 46.52% P: 65.91% R: 32.97% F: 43.95%
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+ 2023-04-06 21:45:14 INFO lr: 4.9910e-05 - loss: 0.0437 - UP: 83.37% UR: 58.84% UF: 68.99% P: 83.13% R: 58.67% F: 68.79%
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+ 2023-04-06 21:45:15 INFO dev: loss: nan - UP: 60.00% UR: 35.50% UF: 44.61% P: 52.00% R: 30.77% F: 38.66%
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+ 2023-04-06 21:45:16 INFO test: loss: 0.1429 - UP: 72.22% UR: 34.52% UF: 46.71% P: 68.97% R: 32.97% F: 44.61%
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+ 2023-04-06 21:45:34 INFO 0:00:07.344709s elapsed (saved)
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+ 2023-04-06 21:45:40 INFO lr: 4.9900e-05 - loss: 0.0178 - UP: 85.80% UR: 61.70% UF: 71.78% P: 85.80% R: 61.70% F: 71.78%
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+ 2023-04-06 21:45:40 INFO dev: loss: nan - UP: 53.40% UR: 32.54% UF: 40.44% P: 45.63% R: 27.81% F: 34.56%
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+ 2023-04-06 21:45:41 INFO test: loss: 0.1467 - UP: 72.61% UR: 34.65% UF: 46.91% P: 68.22% R: 32.55% F: 44.07%
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+ 2023-04-06 21:45:46 INFO lr: 4.9890e-05 - loss: 0.0615 - UP: 87.29% UR: 65.73% UF: 74.99% P: 87.29% R: 65.73% F: 74.99%
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+ 2023-04-06 21:45:47 INFO dev: loss: nan - UP: 54.92% UR: 39.64% UF: 46.05% P: 48.36% R: 34.91% F: 40.55%
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+ 2023-04-06 21:45:48 INFO test: loss: 0.1539 - UP: 66.09% UR: 40.09% UF: 49.91% P: 62.71% R: 38.04% F: 47.35%
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+ 2023-04-06 21:46:12 INFO lr: 4.9880e-05 - loss: 0.0236 - UP: 86.66% UR: 70.52% UF: 77.76% P: 86.59% R: 70.46% F: 77.70%
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+ 2023-04-06 21:46:12 INFO dev: loss: nan - UP: 60.00% UR: 33.73% UF: 43.18% P: 54.74% R: 30.77% F: 39.39%
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+ 2023-04-06 21:46:13 INFO test: loss: 0.1606 - UP: 75.73% UR: 35.82% UF: 48.63% P: 72.54% R: 34.31% F: 46.59%
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+ 2023-04-06 21:46:19 INFO lr: 4.9870e-05 - loss: 0.0153 - UP: 87.96% UR: 68.24% UF: 76.86% P: 87.74% R: 68.07% F: 76.66%
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+ 2023-04-06 21:46:19 INFO dev: loss: nan - UP: 63.22% UR: 32.54% UF: 42.97% P: 56.32% R: 28.99% F: 38.28%
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+ 2023-04-06 21:46:20 INFO test: loss: 0.1488 - UP: 78.00% UR: 34.90% UF: 48.22% P: 74.53% R: 33.35% F: 46.08%
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+ 2023-04-06 21:46:20 INFO 0:00:06.989162s elapsed
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+ 2023-04-06 21:46:26 INFO lr: 4.9860e-05 - loss: 0.0320 - UP: 83.71% UR: 74.08% UF: 78.60% P: 83.38% R: 73.79% F: 78.29%
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+ 2023-04-06 21:46:26 INFO dev: loss: nan - UP: 57.27% UR: 37.28% UF: 45.16% P: 50.91% R: 33.14% F: 40.14%
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+ 2023-04-06 21:46:27 INFO test: loss: 0.1423 - UP: 70.59% UR: 40.22% UF: 51.24% P: 66.99% R: 38.17% F: 48.63%
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+ 2023-04-06 21:46:32 INFO lr: 4.9850e-05 - loss: 0.0345 - UP: 91.46% UR: 70.64% UF: 79.71% P: 91.38% R: 70.58% F: 79.64%
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+ 2023-04-06 21:46:33 INFO dev: loss: nan - UP: 60.19% UR: 38.46% UF: 46.93% P: 55.56% R: 35.50% F: 43.32%
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+ 2023-04-06 21:46:34 INFO test: loss: 0.1544 - UP: 73.76% UR: 37.45% UF: 49.68% P: 69.97% R: 35.53% F: 47.12%
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+ 2023-04-06 21:46:53 INFO 0:00:06.754397s elapsed (saved)
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+ 2023-04-06 21:46:58 INFO lr: 4.9840e-05 - loss: 0.0024 - UP: 91.27% UR: 72.62% UF: 80.88% P: 90.90% R: 72.33% F: 80.56%
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+ 2023-04-06 21:46:59 INFO dev: loss: nan - UP: 64.52% UR: 35.50% UF: 45.80% P: 58.06% R: 31.95% F: 41.22%
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+ 2023-04-06 21:46:59 INFO test: loss: 0.1733 - UP: 75.50% UR: 38.21% UF: 50.74% P: 71.61% R: 36.24% F: 48.12%
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+ 2023-04-06 21:47:05 INFO lr: 4.9830e-05 - loss: 0.0174 - UP: 91.53% UR: 75.72% UF: 82.88% P: 91.25% R: 75.48% F: 82.62%
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+ 2023-04-06 21:47:05 INFO dev: loss: nan - UP: 61.02% UR: 42.60% UF: 50.17% P: 54.24% R: 37.87% F: 44.60%
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+ 2023-04-06 21:47:06 INFO test: loss: 0.1647 - UP: 68.11% UR: 43.49% UF: 53.08% P: 63.98% R: 40.85% F: 49.86%
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+ 2023-04-06 21:47:25 INFO 0:00:06.890938s elapsed (saved)
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+ 2023-04-06 21:47:30 INFO lr: 4.9820e-05 - loss: 0.0238 - UP: 89.34% UR: 76.30% UF: 82.30% P: 89.06% R: 76.07% F: 82.05%
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+ 2023-04-06 21:47:30 INFO dev: loss: nan - UP: 46.21% UR: 39.64% UF: 42.68% P: 42.76% R: 36.69% F: 39.49%
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+ 2023-04-06 21:47:31 INFO test: loss: 0.1742 - UP: 72.34% UR: 40.97% UF: 52.31% P: 68.34% R: 38.71% F: 49.42%
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+ 2023-04-06 21:47:31 INFO 0:00:06.286641s elapsed
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+ 2023-04-06 21:47:37 INFO lr: 4.9810e-05 - loss: 0.0204 - UP: 87.96% UR: 76.36% UF: 81.75% P: 87.96% R: 76.36% F: 81.75%
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+ 2023-04-06 21:47:37 INFO dev: loss: nan - UP: 67.01% UR: 38.46% UF: 48.87% P: 59.79% R: 34.32% F: 43.61%
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+ 2023-04-06 21:47:38 INFO test: loss: 0.1754 - UP: 76.05% UR: 38.84% UF: 51.41% P: 71.78% R: 36.66% F: 48.53%
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+ 2023-04-06 21:47:44 INFO lr: 4.9800e-05 - loss: 0.0132 - UP: 91.14% UR: 73.91% UF: 81.62% P: 90.93% R: 73.73% F: 81.43%
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+ 2023-04-06 21:47:44 INFO dev: loss: nan - UP: 63.16% UR: 42.60% UF: 50.88% P: 53.51% R: 36.09% F: 43.11%
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+ 2023-04-06 21:47:45 INFO test: loss: 0.1777 - UP: 72.55% UR: 41.85% UF: 53.08% P: 68.92% R: 39.76% F: 50.43%
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+ 2023-04-06 21:47:45 INFO 0:00:07.114221s elapsed
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+ 2023-04-06 21:47:45 INFO Epoch 21 / 5000:
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+ 2023-04-06 21:47:51 INFO lr: 4.9790e-05 - loss: 0.0138 - UP: 90.87% UR: 81.90% UF: 86.15% P: 90.67% R: 81.73% F: 85.97%
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+ 2023-04-06 21:47:51 INFO dev: loss: nan - UP: 73.81% UR: 36.69% UF: 49.01% P: 61.90% R: 30.77% F: 41.11%
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+ 2023-04-06 21:47:52 INFO test: loss: 0.1885 - UP: 73.92% UR: 38.58% UF: 50.70% P: 69.50% R: 36.28% F: 47.67%
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+ 2023-04-06 21:47:52 INFO 0:00:07.080913s elapsed
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+ 2023-04-06 21:47:52 INFO Epoch 22 / 5000:
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+ 2023-04-06 21:47:59 INFO lr: 4.9780e-05 - loss: 0.0250 - UP: 92.96% UR: 79.45% UF: 85.68% P: 92.96% R: 79.45% F: 85.68%
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+ 2023-04-06 21:47:59 INFO dev: loss: nan - UP: 59.02% UR: 42.60% UF: 49.48% P: 51.64% R: 37.28% F: 43.30%
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+ 2023-04-06 21:48:00 INFO test: loss: 0.2072 - UP: 68.72% UR: 41.98% UF: 52.12% P: 64.47% R: 39.38% F: 48.89%
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+ 2023-04-06 21:48:00 INFO 0:00:07.343067s elapsed
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+ 2023-04-06 21:48:05 INFO lr: 4.9770e-05 - loss: 0.0080 - UP: 94.63% UR: 81.32% UF: 87.47% P: 94.23% R: 80.97% F: 87.10%
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+ 2023-04-06 21:48:06 INFO dev: loss: nan - UP: 65.45% UR: 42.60% UF: 51.61% P: 56.36% R: 36.69% F: 44.44%
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+ 2023-04-06 21:48:07 INFO test: loss: 0.1905 - UP: 72.85% UR: 43.74% UF: 54.66% P: 68.18% R: 40.93% F: 51.15%
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+ 2023-04-06 21:48:07 INFO 0:00:06.748919s elapsed
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+ 2023-04-06 21:48:13 INFO lr: 4.9760e-05 - loss: 0.0131 - UP: 91.55% UR: 82.19% UF: 86.62% P: 91.42% R: 82.08% F: 86.50%
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+ 2023-04-06 21:48:13 INFO dev: loss: nan - UP: 67.26% UR: 44.97% UF: 53.90% P: 60.18% R: 40.24% F: 48.23%
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+ 2023-04-06 21:48:14 INFO test: loss: 0.1646 - UP: 72.81% UR: 43.53% UF: 54.48% P: 69.24% R: 41.39% F: 51.81%
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+ 2023-04-06 21:48:33 INFO 0:00:07.582338s elapsed (saved)
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+ 2023-04-06 21:48:38 INFO lr: 4.9750e-05 - loss: 0.0012 - UP: 93.63% UR: 82.37% UF: 87.64% P: 91.11% R: 80.15% F: 85.28%
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+ 2023-04-06 21:48:38 INFO dev: loss: nan - UP: 67.65% UR: 40.83% UF: 50.92% P: 61.76% R: 37.28% F: 46.49%
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+ 2023-04-06 21:48:39 INFO test: loss: 0.1614 - UP: 74.64% UR: 38.71% UF: 50.98% P: 70.19% R: 36.41% F: 47.94%
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+ 2023-04-06 21:48:45 INFO lr: 4.9740e-05 - loss: 0.0272 - UP: 92.65% UR: 80.91% UF: 86.38% P: 91.78% R: 80.15% F: 85.57%
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+ 2023-04-06 21:48:45 INFO dev: loss: nan - UP: 58.33% UR: 49.70% UF: 53.67% P: 50.00% R: 42.60% F: 46.01%
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+ 2023-04-06 21:48:46 INFO test: loss: 0.1807 - UP: 66.61% UR: 49.56% UF: 56.83% P: 61.43% R: 45.71% F: 52.41%
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+ 2023-04-06 21:48:52 INFO lr: 4.9730e-05 - loss: 0.0179 - UP: 91.04% UR: 76.53% UF: 83.16% P: 89.79% R: 75.48% F: 82.02%
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+ 2023-04-06 21:48:52 INFO dev: loss: nan - UP: 60.87% UR: 41.42% UF: 49.30% P: 53.04% R: 36.09% F: 42.96%
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+ 2023-04-06 21:48:53 INFO test: loss: 0.1761 - UP: 73.26% UR: 38.46% UF: 50.44% P: 68.64% R: 36.03% F: 47.25%
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+ 2023-04-06 21:48:58 INFO lr: 4.9720e-05 - loss: 0.0125 - UP: 92.00% UR: 80.56% UF: 85.90% P: 91.87% R: 80.44% F: 85.78%
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+ 2023-04-06 21:48:59 INFO dev: loss: nan - UP: 65.14% UR: 42.01% UF: 51.08% P: 57.80% R: 37.28% F: 45.32%
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+ 2023-04-06 21:49:00 INFO test: loss: 0.1839 - UP: 74.09% UR: 42.77% UF: 54.24% P: 69.81% R: 40.30% F: 51.10%
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+ 2023-04-06 21:49:06 INFO lr: 4.9710e-05 - loss: 0.0049 - UP: 93.58% UR: 84.18% UF: 88.63% P: 93.45% R: 84.06% F: 88.51%
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+ 2023-04-06 21:49:06 INFO dev: loss: nan - UP: 57.45% UR: 47.93% UF: 52.26% P: 48.94% R: 40.83% F: 44.52%
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+ 2023-04-06 21:49:07 INFO test: loss: 0.1966 - UP: 70.65% UR: 47.09% UF: 56.51% P: 65.74% R: 43.82% F: 52.59%
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+ 2023-04-06 21:49:07 INFO 0:00:06.941746s elapsed
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+ 2023-04-06 21:49:12 INFO lr: 4.9700e-05 - loss: 0.0203 - UP: 95.08% UR: 84.65% UF: 89.56% P: 94.82% R: 84.41% F: 89.31%
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+ 2023-04-06 21:49:13 INFO dev: loss: nan - UP: 56.62% UR: 45.56% UF: 50.49% P: 47.79% R: 38.46% F: 42.62%
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+ 2023-04-06 21:49:14 INFO test: loss: 0.2037 - UP: 73.65% UR: 42.86% UF: 54.18% P: 69.83% R: 40.64% F: 51.38%
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+ 2023-04-06 21:49:20 INFO lr: 4.9690e-05 - loss: 0.0085 - UP: 93.58% UR: 85.87% UF: 89.56% P: 93.51% R: 85.81% F: 89.50%
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+ 2023-04-06 21:49:21 INFO dev: loss: nan - UP: 57.98% UR: 40.83% UF: 47.92% P: 52.10% R: 36.69% F: 43.06%
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+ 2023-04-06 21:49:21 INFO test: loss: 0.2115 - UP: 74.75% UR: 40.68% UF: 52.69% P: 70.44% R: 38.33% F: 49.65%
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+ 2023-04-06 21:49:27 INFO lr: 4.9680e-05 - loss: 0.0247 - UP: 93.69% UR: 82.37% UF: 87.67% P: 93.03% R: 81.79% F: 87.05%
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+ 2023-04-06 21:49:27 INFO dev: loss: nan - UP: 60.14% UR: 49.11% UF: 54.07% P: 52.17% R: 42.60% F: 46.91%
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+ 2023-04-06 21:49:28 INFO test: loss: 0.2074 - UP: 66.15% UR: 50.02% UF: 56.97% P: 61.61% R: 46.59% F: 53.05%
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+ 2023-04-06 21:49:34 INFO lr: 4.9670e-05 - loss: 0.0202 - UP: 93.10% UR: 83.48% UF: 88.03% P: 92.71% R: 83.13% F: 87.66%
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+ 2023-04-06 21:49:35 INFO dev: loss: nan - UP: 52.38% UR: 45.56% UF: 48.73% P: 46.94% R: 40.83% F: 43.67%
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+ 2023-04-06 21:50:04 INFO test: loss: 0.1961 - UP: 72.70% UR: 43.28% UF: 54.25% P: 67.56% R: 40.22% F: 50.42%
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+ 2023-04-06 21:50:10 INFO test: loss: 0.1949 - UP: 67.16% UR: 52.95% UF: 59.22% P: 61.53% R: 48.51% F: 54.25%
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+ 2023-04-06 21:50:22 INFO dev: loss: nan - UP: 64.41% UR: 44.97% UF: 52.96% P: 53.39% R: 37.28% F: 43.90%
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+ 2023-04-06 21:50:23 INFO test: loss: 0.2046 - UP: 71.62% UR: 45.25% UF: 55.46% P: 66.64% R: 42.10% F: 51.60%
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+ 2023-04-06 21:50:29 INFO dev: loss: nan - UP: 61.31% UR: 49.70% UF: 54.90% P: 50.36% R: 40.83% F: 45.10%
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+ 2023-04-06 21:50:29 INFO test: loss: 0.2184 - UP: 70.73% UR: 49.39% UF: 58.16% P: 65.57% R: 45.79% F: 53.92%
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+ 2023-04-06 21:50:35 INFO lr: 4.9580e-05 - loss: 0.2208 - UP: 97.53% UR: 90.02% UF: 93.62% P: 97.53% R: 90.02% F: 93.62%
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+ 2023-04-06 21:50:35 INFO dev: loss: nan - UP: 64.00% UR: 47.34% UF: 54.42% P: 53.60% R: 39.64% F: 45.58%
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+ 2023-04-06 21:50:36 INFO test: loss: 0.2232 - UP: 72.47% UR: 46.21% UF: 56.43% P: 67.48% R: 43.02% F: 52.55%
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+ 2023-04-06 21:50:42 INFO dev: loss: nan - UP: 65.41% UR: 51.48% UF: 57.62% P: 56.39% R: 44.38% F: 49.67%
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+ 2023-04-06 21:50:42 INFO test: loss: 0.2165 - UP: 69.86% UR: 49.14% UF: 57.70% P: 64.74% R: 45.54% F: 53.47%
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+ 2023-04-06 21:51:00 INFO 0:00:06.169155s elapsed (saved)
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+ 2023-04-06 21:51:06 INFO lr: 4.9560e-05 - loss: 0.0001 - UP: 96.48% UR: 86.34% UF: 91.13% P: 96.48% R: 86.34% F: 91.13%
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+ 2023-04-06 21:51:07 INFO dev: loss: nan - UP: 66.67% UR: 50.89% UF: 57.72% P: 56.59% R: 43.20% F: 48.99%
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+ 2023-04-06 21:51:07 INFO test: loss: 0.2059 - UP: 64.71% UR: 48.39% UF: 55.37% P: 60.06% R: 44.91% F: 51.39%
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+ 2023-04-06 21:51:07 INFO 0:00:06.894965s elapsed
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+ 2023-04-06 21:51:13 INFO dev: loss: nan - UP: 66.92% UR: 52.66% UF: 58.94% P: 57.89% R: 45.56% F: 50.99%
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+ 2023-04-06 21:51:14 INFO test: loss: 0.2108 - UP: 66.57% UR: 50.06% UF: 57.15% P: 61.39% R: 46.17% F: 52.70%
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+ 2023-04-06 21:51:33 INFO 0:00:06.743678s elapsed (saved)
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+ 2023-04-06 21:51:39 INFO dev: loss: nan - UP: 66.94% UR: 49.11% UF: 56.66% P: 54.84% R: 40.24% F: 46.42%
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+ 2023-04-06 21:51:40 INFO test: loss: 0.2028 - UP: 66.80% UR: 48.81% UF: 56.40% P: 61.64% R: 45.04% F: 52.05%
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+ 2023-04-06 21:51:45 INFO lr: 4.9530e-05 - loss: 0.0128 - UP: 95.63% UR: 89.43% UF: 92.43% P: 95.57% R: 89.38% F: 92.37%
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+ 2023-04-06 21:51:45 INFO dev: loss: nan - UP: 66.96% UR: 45.56% UF: 54.23% P: 58.26% R: 39.64% F: 47.18%
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+ 2023-04-06 21:51:46 INFO test: loss: 0.1894 - UP: 70.67% UR: 47.55% UF: 56.85% P: 65.26% R: 43.90% F: 52.49%
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+ 2023-04-06 21:51:46 INFO 0:00:06.769814s elapsed
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+ 2023-04-06 21:51:52 INFO lr: 4.9520e-05 - loss: 0.0064 - UP: 96.36% UR: 91.19% UF: 93.70% P: 96.36% R: 91.19% F: 93.70%
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+ 2023-04-06 21:51:53 INFO dev: loss: nan - UP: 62.10% UR: 45.56% UF: 52.56% P: 52.42% R: 38.46% F: 44.37%
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+ 2023-04-06 21:51:54 INFO test: loss: 0.1911 - UP: 70.18% UR: 47.72% UF: 56.81% P: 65.00% R: 44.20% F: 52.62%
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+ 2023-04-06 21:51:54 INFO 0:00:07.664161s elapsed
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+ 2023-04-06 21:51:59 INFO lr: 4.9510e-05 - loss: 0.0015 - UP: 96.89% UR: 91.07% UF: 93.89% P: 96.89% R: 91.07% F: 93.89%
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+ 2023-04-06 21:52:00 INFO dev: loss: nan - UP: 67.57% UR: 44.38% UF: 53.57% P: 58.56% R: 38.46% F: 46.43%
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+ 2023-04-06 21:52:01 INFO test: loss: 0.2029 - UP: 70.30% UR: 46.21% UF: 55.76% P: 65.46% R: 43.02% F: 51.92%
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+ 2023-04-06 21:52:01 INFO 0:00:06.848366s elapsed
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+ 2023-04-06 21:52:07 INFO lr: 4.9500e-05 - loss: 0.0175 - UP: 97.07% UR: 87.04% UF: 91.78% P: 97.07% R: 87.04% F: 91.78%
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+ 2023-04-06 21:52:07 INFO dev: loss: nan - UP: 72.57% UR: 48.52% UF: 58.16% P: 64.60% R: 43.20% F: 51.77%
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+ 2023-04-06 21:52:09 INFO test: loss: 0.1827 - UP: 71.36% UR: 46.25% UF: 56.13% P: 66.26% R: 42.94% F: 52.11%
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+ 2023-04-06 21:52:27 INFO 0:00:08.002303s elapsed (saved)
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+ 2023-04-06 21:52:32 INFO lr: 4.9490e-05 - loss: 0.0266 - UP: 90.44% UR: 82.84% UF: 86.47% P: 90.31% R: 82.72% F: 86.35%
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+ 2023-04-06 21:52:32 INFO dev: loss: nan - UP: 72.22% UR: 46.15% UF: 56.32% P: 63.89% R: 40.83% F: 49.82%
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+ 2023-04-06 21:52:33 INFO test: loss: 0.1712 - UP: 67.60% UR: 44.49% UF: 53.66% P: 62.13% R: 40.89% F: 49.32%
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+ 2023-04-06 21:52:33 INFO 0:00:06.132978s elapsed
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+ 2023-04-06 21:52:39 INFO lr: 4.9480e-05 - loss: 0.0273 - UP: 88.74% UR: 79.57% UF: 83.90% P: 88.74% R: 79.57% F: 83.90%
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+ 2023-04-06 21:52:40 INFO dev: loss: nan - UP: 72.34% UR: 40.24% UF: 51.71% P: 58.51% R: 32.54% F: 41.83%
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+ 2023-04-06 21:52:41 INFO test: loss: 0.1724 - UP: 73.00% UR: 39.42% UF: 51.20% P: 67.42% R: 36.41% F: 47.28%
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+ 2023-04-06 21:52:41 INFO 0:00:07.534014s elapsed
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+ 2023-04-06 21:52:46 INFO lr: 4.9470e-05 - loss: 0.0055 - UP: 94.73% UR: 87.04% UF: 90.72% P: 94.73% R: 87.04% F: 90.72%
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+ 2023-04-06 21:52:47 INFO dev: loss: nan - UP: 71.03% UR: 44.97% UF: 55.07% P: 57.94% R: 36.69% F: 44.93%
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+ 2023-04-06 21:52:48 INFO test: loss: 0.2009 - UP: 73.70% UR: 44.03% UF: 55.13% P: 67.81% R: 40.51% F: 50.72%
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+ 2023-04-06 21:52:48 INFO 0:00:07.010780s elapsed
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+ 2023-04-06 21:52:53 INFO lr: 4.9460e-05 - loss: 0.0005 - UP: 95.64% UR: 89.55% UF: 92.49% P: 95.64% R: 89.55% F: 92.49%
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+ 2023-04-06 21:52:54 INFO dev: loss: nan - UP: 61.43% UR: 50.89% UF: 55.66% P: 52.86% R: 43.79% F: 47.90%
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+ 2023-04-06 21:52:55 INFO test: loss: 0.2088 - UP: 66.06% UR: 49.81% UF: 56.79% P: 60.78% R: 45.83% F: 52.26%
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+ 2023-04-06 21:52:55 INFO 0:00:07.220236s elapsed
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+ 2023-04-06 21:53:01 INFO lr: 4.9450e-05 - loss: 0.0277 - UP: 89.61% UR: 87.57% UF: 88.57% P: 89.61% R: 87.57% F: 88.57%
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+ 2023-04-06 21:53:01 INFO dev: loss: nan - UP: 59.13% UR: 40.24% UF: 47.89% P: 52.17% R: 35.50% F: 42.25%
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+ 2023-04-06 21:53:02 INFO test: loss: 0.2368 - UP: 71.34% UR: 42.44% UF: 53.22% P: 66.69% R: 39.67% F: 49.75%
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+ 2023-04-06 21:53:02 INFO 0:00:07.215374s elapsed
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+ 2023-04-06 21:53:08 INFO lr: 4.9440e-05 - loss: 0.0119 - UP: 91.02% UR: 81.03% UF: 85.73% P: 91.02% R: 81.03% F: 85.73%
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+ 2023-04-06 21:53:08 INFO dev: loss: nan - UP: 68.89% UR: 36.69% UF: 47.88% P: 60.00% R: 31.95% F: 41.70%
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+ 2023-04-06 21:53:09 INFO test: loss: 0.2232 - UP: 74.73% UR: 37.54% UF: 49.97% P: 69.56% R: 34.94% F: 46.51%
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+ 2023-04-06 21:53:09 INFO 0:00:06.962750s elapsed
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+ 2023-04-06 21:53:15 INFO lr: 4.9430e-05 - loss: 0.0199 - UP: 86.76% UR: 85.70% UF: 86.23% P: 86.70% R: 85.64% F: 86.17%
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+ 2023-04-06 21:53:16 INFO dev: loss: nan - UP: 55.88% UR: 44.97% UF: 49.84% P: 48.53% R: 39.05% F: 43.28%
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+ 2023-04-06 21:53:17 INFO test: loss: 0.1969 - UP: 69.95% UR: 47.30% UF: 56.44% P: 65.43% R: 44.24% F: 52.79%
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+ 2023-04-06 21:53:17 INFO 0:00:07.502222s elapsed
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+ 2023-04-06 21:53:22 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 92.19% UR: 87.51% UF: 89.79% P: 92.13% R: 87.45% F: 89.73%
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+ 2023-04-06 21:53:23 INFO dev: loss: nan - UP: 68.60% UR: 49.11% UF: 57.24% P: 59.50% R: 42.60% F: 49.66%
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+ 2023-04-06 21:53:23 INFO test: loss: 0.2251 - UP: 69.76% UR: 48.14% UF: 56.97% P: 64.97% R: 44.83% F: 53.05%
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+ 2023-04-06 21:53:23 INFO 0:00:06.859092s elapsed
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+ 2023-04-06 21:53:30 INFO lr: 4.9410e-05 - loss: 0.0052 - UP: 97.07% UR: 88.97% UF: 92.84% P: 97.07% R: 88.97% F: 92.84%
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+ 2023-04-06 21:53:30 INFO dev: loss: nan - UP: 64.96% UR: 52.66% UF: 58.17% P: 56.93% R: 46.15% F: 50.98%
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+ 2023-04-06 21:53:31 INFO test: loss: 0.2143 - UP: 67.51% UR: 50.57% UF: 57.82% P: 62.81% R: 47.05% F: 53.80%
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+ 2023-04-06 21:53:31 INFO 0:00:07.592913s elapsed
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+ 2023-04-06 21:53:36 INFO lr: 4.9400e-05 - loss: 0.0194 - UP: 96.53% UR: 91.01% UF: 93.69% P: 96.53% R: 91.01% F: 93.69%
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+ 2023-04-06 21:53:37 INFO dev: loss: nan - UP: 68.07% UR: 47.93% UF: 56.25% P: 58.82% R: 41.42% F: 48.61%
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+ 2023-04-06 21:53:38 INFO test: loss: 0.2161 - UP: 70.37% UR: 48.35% UF: 57.31% P: 65.37% R: 44.91% F: 53.24%
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+ 2023-04-06 21:53:43 INFO lr: 4.9390e-05 - loss: 0.0003 - UP: 96.97% UR: 91.42% UF: 94.11% P: 96.97% R: 91.42% F: 94.11%
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+ 2023-04-06 21:53:44 INFO dev: loss: nan - UP: 71.79% UR: 49.70% UF: 58.74% P: 62.39% R: 43.20% F: 51.05%
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+ 2023-04-06 21:53:45 INFO test: loss: 0.2225 - UP: 72.39% UR: 46.46% UF: 56.60% P: 67.04% R: 43.02% F: 52.41%
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+ 2023-04-06 21:53:45 INFO 0:00:07.430413s elapsed
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+ 2023-04-06 21:53:50 INFO lr: 4.9380e-05 - loss: 0.0024 - UP: 96.41% UR: 90.89% UF: 93.57% P: 96.41% R: 90.89% F: 93.57%
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+ 2023-04-06 21:53:51 INFO dev: loss: nan - UP: 63.36% UR: 49.11% UF: 55.33% P: 53.44% R: 41.42% F: 46.67%
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+ 2023-04-06 21:53:51 INFO test: loss: 0.2244 - UP: 71.09% UR: 46.88% UF: 56.50% P: 66.14% R: 43.61% F: 52.56%
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+ 2023-04-06 21:53:51 INFO 0:00:06.239033s elapsed
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+ 2023-04-06 21:53:56 INFO lr: 4.9370e-05 - loss: 0.0011 - UP: 96.38% UR: 88.62% UF: 92.34% P: 96.32% R: 88.56% F: 92.27%
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+ 2023-04-06 21:53:57 INFO dev: loss: nan - UP: 66.41% UR: 50.30% UF: 57.24% P: 57.03% R: 43.20% F: 49.16%
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+ 2023-04-06 21:53:58 INFO test: loss: 0.2067 - UP: 68.41% UR: 48.09% UF: 56.48% P: 63.47% R: 44.62% F: 52.40%
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+ 2023-04-06 21:53:58 INFO 0:00:06.335313s elapsed
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+ 2023-04-06 21:54:03 INFO lr: 4.9360e-05 - loss: 0.0006 - UP: 96.94% UR: 90.72% UF: 93.73% P: 96.76% R: 90.54% F: 93.55%
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+ 2023-04-06 21:54:03 INFO dev: loss: nan - UP: 75.53% UR: 42.01% UF: 53.99% P: 63.83% R: 35.50% F: 45.63%
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+ 2023-04-06 21:54:04 INFO test: loss: 0.2169 - UP: 73.13% UR: 42.65% UF: 53.88% P: 67.74% R: 39.51% F: 49.91%
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+ 2023-04-06 21:54:04 INFO 0:00:06.424713s elapsed
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+ 2023-04-06 21:54:09 INFO lr: 4.9350e-05 - loss: 0.0044 - UP: 95.77% UR: 89.78% UF: 92.68% P: 95.70% R: 89.73% F: 92.62%
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+ 2023-04-06 21:54:10 INFO test: loss: 0.2241 - UP: 70.56% UR: 48.81% UF: 57.70% P: 65.96% R: 45.62% F: 53.94%
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+ 2023-04-06 21:54:17 INFO test: loss: 0.2001 - UP: 66.07% UR: 52.79% UF: 58.69% P: 60.93% R: 48.68% F: 54.12%
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+ 2023-04-06 21:54:22 INFO lr: 4.9330e-05 - loss: 0.0032 - UP: 96.45% UR: 91.94% UF: 94.14% P: 96.45% R: 91.94% F: 94.14%
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+ 2023-04-06 21:54:22 INFO dev: loss: nan - UP: 72.12% UR: 44.38% UF: 54.95% P: 63.46% R: 39.05% F: 48.35%
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+ 2023-04-06 21:54:23 INFO test: loss: 0.2108 - UP: 73.86% UR: 44.16% UF: 55.27% P: 69.59% R: 41.60% F: 52.07%
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+ 2023-04-06 21:54:29 INFO dev: loss: nan - UP: 72.95% UR: 52.66% UF: 61.17% P: 63.93% R: 46.15% F: 53.61%
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+ 2023-04-06 21:54:29 INFO test: loss: 0.2087 - UP: 69.92% UR: 49.18% UF: 57.75% P: 65.22% R: 45.87% F: 53.86%
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+ 2023-04-06 21:54:53 INFO lr: 4.9310e-05 - loss: 0.0023 - UP: 97.00% UR: 88.67% UF: 92.65% P: 97.00% R: 88.67% F: 92.65%
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+ 2023-04-06 21:54:54 INFO test: loss: 0.2255 - UP: 70.58% UR: 47.63% UF: 56.88% P: 65.80% R: 44.41% F: 53.03%
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+ 2023-04-06 21:54:59 INFO lr: 4.9300e-05 - loss: 0.0025 - UP: 95.14% UR: 90.31% UF: 92.66% P: 95.14% R: 90.31% F: 92.66%
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+ 2023-04-06 21:55:00 INFO dev: loss: nan - UP: 69.09% UR: 44.97% UF: 54.48% P: 61.82% R: 40.24% F: 48.75%
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+ 2023-04-06 21:55:01 INFO test: loss: 0.2067 - UP: 73.25% UR: 46.00% UF: 56.51% P: 68.58% R: 43.07% F: 52.91%
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+ 2023-04-06 21:55:01 INFO 0:00:07.179947s elapsed
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+ 2023-04-06 21:55:07 INFO lr: 4.9290e-05 - loss: 0.0077 - UP: 94.05% UR: 86.69% UF: 90.22% P: 93.98% R: 86.63% F: 90.16%
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+ 2023-04-06 21:55:07 INFO dev: loss: nan - UP: 67.72% UR: 50.89% UF: 58.11% P: 56.69% R: 42.60% F: 48.65%
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+ 2023-04-06 21:55:08 INFO test: loss: 0.2210 - UP: 69.89% UR: 46.67% UF: 55.97% P: 64.62% R: 43.15% F: 51.75%
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+ 2023-04-06 21:55:14 INFO lr: 4.9280e-05 - loss: 0.0429 - UP: 95.80% UR: 91.83% UF: 93.77% P: 95.68% R: 91.71% F: 93.65%
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+ 2023-04-06 21:55:14 INFO dev: loss: nan - UP: 62.68% UR: 52.66% UF: 57.23% P: 53.52% R: 44.97% F: 48.87%
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+ 2023-04-06 21:55:15 INFO test: loss: 0.2263 - UP: 69.89% UR: 50.86% UF: 58.87% P: 64.94% R: 47.26% F: 54.70%
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+ 2023-04-06 21:55:15 INFO Epoch 73 / 5000:
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+ 2023-04-06 21:55:21 INFO lr: 4.9270e-05 - loss: 0.0088 - UP: 97.19% UR: 91.01% UF: 94.00% P: 96.63% R: 90.48% F: 93.46%
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+ 2023-04-06 21:55:22 INFO dev: loss: nan - UP: 64.84% UR: 49.11% UF: 55.89% P: 53.12% R: 40.24% F: 45.79%
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+ 2023-04-06 21:55:23 INFO test: loss: 0.2270 - UP: 70.96% UR: 49.64% UF: 58.42% P: 64.55% R: 45.16% F: 53.14%
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+ 2023-04-06 21:55:28 INFO lr: 4.9260e-05 - loss: 0.0095 - UP: 95.47% UR: 89.78% UF: 92.54% P: 94.66% R: 89.03% F: 91.76%
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+ 2023-04-06 21:55:28 INFO dev: loss: nan - UP: 63.48% UR: 43.20% UF: 51.41% P: 53.91% R: 36.69% F: 43.66%
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+ 2023-04-06 21:55:29 INFO test: loss: 0.1923 - UP: 75.55% UR: 43.49% UF: 55.20% P: 70.31% R: 40.47% F: 51.37%
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+ 2023-04-06 21:55:29 INFO 0:00:06.765011s elapsed
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+ 2023-04-06 21:55:36 INFO lr: 4.9250e-05 - loss: 0.0111 - UP: 96.28% UR: 90.54% UF: 93.32% P: 96.15% R: 90.43% F: 93.20%
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+ 2023-04-06 21:55:36 INFO dev: loss: nan - UP: 62.68% UR: 52.66% UF: 57.23% P: 50.70% R: 42.60% F: 46.30%
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+ 2023-04-06 21:55:37 INFO test: loss: 0.2210 - UP: 70.48% UR: 48.51% UF: 57.47% P: 64.58% R: 44.45% F: 52.66%
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+ 2023-04-06 21:55:37 INFO 0:00:07.681063s elapsed
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+ 2023-04-06 21:55:37 INFO Epoch 76 / 5000:
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+ 2023-04-06 21:55:42 INFO lr: 4.9240e-05 - loss: 0.0089 - UP: 96.00% UR: 89.78% UF: 92.79% P: 95.88% R: 89.67% F: 92.67%
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+ 2023-04-06 21:55:43 INFO dev: loss: nan - UP: 60.13% UR: 54.44% UF: 57.14% P: 50.33% R: 45.56% F: 47.83%
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+ 2023-04-06 21:55:44 INFO test: loss: 0.2055 - UP: 67.59% UR: 51.91% UF: 58.72% P: 62.25% R: 47.80% F: 54.08%
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+ 2023-04-06 21:55:44 INFO 0:00:06.722368s elapsed
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+ 2023-04-06 21:55:44 INFO Epoch 77 / 5000:
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+ 2023-04-06 21:55:50 INFO lr: 4.9230e-05 - loss: 0.0028 - UP: 95.57% UR: 90.72% UF: 93.08% P: 95.39% R: 90.54% F: 92.90%
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+ 2023-04-06 21:55:50 INFO dev: loss: nan - UP: 57.04% UR: 47.93% UF: 52.09% P: 46.48% R: 39.05% F: 42.44%
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+ 2023-04-06 21:55:51 INFO test: loss: 0.2221 - UP: 71.80% UR: 50.02% UF: 58.96% P: 66.39% R: 46.25% F: 54.52%
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+ 2023-04-06 21:55:51 INFO 0:00:07.776802s elapsed
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+ 2023-04-06 21:55:57 INFO lr: 4.9220e-05 - loss: 0.0009 - UP: 96.30% UR: 92.70% UF: 94.47% P: 96.24% R: 92.64% F: 94.41%
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+ 2023-04-06 21:55:57 INFO dev: loss: nan - UP: 59.72% UR: 50.89% UF: 54.95% P: 50.69% R: 43.20% F: 46.65%
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+ 2023-04-06 21:55:58 INFO test: loss: 0.2157 - UP: 71.04% UR: 50.98% UF: 59.37% P: 66.37% R: 47.63% F: 55.46%
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+ 2023-04-06 21:55:58 INFO 0:00:06.593912s elapsed
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+ 2023-04-06 21:55:58 INFO Epoch 79 / 5000:
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+ 2023-04-06 21:56:04 INFO lr: 4.9210e-05 - loss: 0.0053 - UP: 97.81% UR: 91.19% UF: 94.38% P: 97.68% R: 91.07% F: 94.26%
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+ 2023-04-06 21:56:04 INFO dev: loss: nan - UP: 60.90% UR: 56.21% UF: 58.46% P: 53.21% R: 49.11% F: 51.08%
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+ 2023-04-06 21:56:06 INFO test: loss: 0.2249 - UP: 69.94% UR: 52.74% UF: 60.14% P: 64.67% R: 48.76% F: 55.60%
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+ 2023-04-06 21:56:06 INFO 0:00:07.428007s elapsed
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+ 2023-04-06 21:56:06 INFO Epoch 80 / 5000:
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+ 2023-04-06 21:56:11 INFO lr: 4.9200e-05 - loss: 0.0011 - UP: 97.26% UR: 93.35% UF: 95.26% P: 97.02% R: 93.11% F: 95.03%
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+ 2023-04-06 21:56:11 INFO dev: loss: nan - UP: 66.38% UR: 45.56% UF: 54.04% P: 57.76% R: 39.64% F: 47.02%
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+ 2023-04-06 21:56:12 INFO test: loss: 0.2347 - UP: 74.41% UR: 44.70% UF: 55.85% P: 70.29% R: 42.23% F: 52.76%
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+ 2023-04-06 21:56:12 INFO 0:00:06.311125s elapsed
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+ 2023-04-06 21:56:12 INFO Epoch 81 / 5000:
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+ 2023-04-06 21:56:17 INFO lr: 4.9190e-05 - loss: 0.0001 - UP: 97.33% UR: 91.36% UF: 94.25% P: 97.33% R: 91.36% F: 94.25%
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+ 2023-04-06 21:56:17 INFO dev: loss: nan - UP: 64.29% UR: 47.93% UF: 54.92% P: 53.17% R: 39.64% F: 45.42%
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+ 2023-04-06 21:56:18 INFO test: loss: 0.2350 - UP: 71.91% UR: 48.05% UF: 57.61% P: 67.08% R: 44.83% F: 53.74%
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+ 2023-04-06 21:56:18 INFO 0:00:06.318068s elapsed
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+ 2023-04-06 21:56:18 INFO Epoch 82 / 5000:
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+ 2023-04-06 21:56:23 INFO lr: 4.9180e-05 - loss: 0.0066 - UP: 94.70% UR: 90.78% UF: 92.70% P: 94.46% R: 90.54% F: 92.46%
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+ 2023-04-06 21:56:24 INFO dev: loss: nan - UP: 60.00% UR: 49.70% UF: 54.37% P: 44.29% R: 36.69% F: 40.13%
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+ 2023-04-06 21:56:25 INFO test: loss: 0.3189 - UP: 65.10% UR: 48.30% UF: 55.46% P: 58.33% R: 43.28% F: 49.69%
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+ 2023-04-06 21:56:25 INFO 0:00:06.453841s elapsed
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+ 2023-04-06 21:56:25 INFO Epoch 83 / 5000:
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+ 2023-04-06 21:56:30 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 94.92% UR: 85.06% UF: 89.72% P: 94.40% R: 84.59% F: 89.22%
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+ 2023-04-06 21:56:30 INFO dev: loss: nan - UP: 72.81% UR: 49.11% UF: 58.66% P: 64.91% R: 43.79% F: 52.30%
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+ 2023-04-06 21:56:31 INFO test: loss: 0.1878 - UP: 67.60% UR: 46.42% UF: 55.04% P: 62.60% R: 42.98% F: 50.97%
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+ 2023-04-06 21:56:31 INFO 0:00:06.113958s elapsed
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+ 2023-04-06 21:56:31 INFO Epoch 84 / 5000:
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+ 2023-04-06 21:56:36 INFO lr: 4.9160e-05 - loss: 0.0157 - UP: 95.07% UR: 86.69% UF: 90.69% P: 94.75% R: 86.40% F: 90.38%
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+ 2023-04-06 21:56:37 INFO dev: loss: nan - UP: 60.00% UR: 49.70% UF: 54.37% P: 51.43% R: 42.60% F: 46.60%
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+ 2023-04-06 21:56:37 INFO test: loss: 0.2033 - UP: 64.93% UR: 49.18% UF: 55.97% P: 60.84% R: 46.08% F: 52.44%
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+ 2023-04-06 21:56:37 INFO 0:00:06.748903s elapsed
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+ 2023-04-06 21:56:37 INFO Epoch 85 / 5000:
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+ 2023-04-06 21:56:43 INFO lr: 4.9150e-05 - loss: 0.0246 - UP: 96.46% UR: 89.20% UF: 92.69% P: 96.46% R: 89.20% F: 92.69%
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+ 2023-04-06 21:56:43 INFO dev: loss: nan - UP: 71.93% UR: 48.52% UF: 57.95% P: 63.16% R: 42.60% F: 50.88%
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+ 2023-04-06 21:56:44 INFO test: loss: 0.1917 - UP: 71.01% UR: 46.17% UF: 55.95% P: 66.62% R: 43.32% F: 52.50%
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+ 2023-04-06 21:56:44 INFO 0:00:06.158759s elapsed
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+ 2023-04-06 21:56:44 INFO Epoch 86 / 5000:
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+ 2023-04-06 21:56:49 INFO lr: 4.9140e-05 - loss: 0.0008 - UP: 96.59% UR: 90.89% UF: 93.65% P: 96.59% R: 90.89% F: 93.65%
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+ 2023-04-06 21:56:49 INFO dev: loss: nan - UP: 69.17% UR: 49.11% UF: 57.44% P: 60.00% R: 42.60% F: 49.83%
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+ 2023-04-06 21:56:50 INFO test: loss: 0.1957 - UP: 71.45% UR: 48.43% UF: 57.73% P: 67.18% R: 45.54% F: 54.28%
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+ 2023-04-06 21:56:50 INFO 0:00:06.418649s elapsed
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+ 2023-04-06 21:56:50 INFO Epoch 87 / 5000:
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+ 2023-04-06 21:56:55 INFO lr: 4.9130e-05 - loss: 0.0027 - UP: 97.41% UR: 92.18% UF: 94.72% P: 97.41% R: 92.18% F: 94.72%
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+ 2023-04-06 21:56:56 INFO dev: loss: nan - UP: 69.11% UR: 50.30% UF: 58.22% P: 63.41% R: 46.15% F: 53.42%
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+ 2023-04-06 21:56:56 INFO test: loss: 0.2034 - UP: 69.66% UR: 50.02% UF: 58.23% P: 65.05% R: 46.71% F: 54.38%
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+ 2023-04-06 21:56:56 INFO 0:00:06.317232s elapsed
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+ 2023-04-06 21:56:56 INFO Epoch 88 / 5000:
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+ 2023-04-06 21:57:01 INFO lr: 4.9120e-05 - loss: 0.0141 - UP: 96.46% UR: 90.78% UF: 93.53% P: 96.34% R: 90.66% F: 93.41%
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+ 2023-04-06 21:57:02 INFO dev: loss: nan - UP: 61.39% UR: 57.40% UF: 59.33% P: 54.43% R: 50.89% F: 52.60%
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+ 2023-04-06 21:57:03 INFO test: loss: 0.2393 - UP: 65.63% UR: 53.20% UF: 58.77% P: 60.00% R: 48.64% F: 53.73%
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+ 2023-04-06 21:57:03 INFO 0:00:06.210418s elapsed
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+ 2023-04-06 21:57:03 INFO Epoch 89 / 5000:
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+ 2023-04-06 21:57:08 INFO lr: 4.9110e-05 - loss: 0.0052 - UP: 96.18% UR: 91.13% UF: 93.59% P: 96.00% R: 90.95% F: 93.41%
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+ 2023-04-06 21:57:08 INFO dev: loss: nan - UP: 70.80% UR: 47.34% UF: 56.74% P: 60.18% R: 40.24% F: 48.23%
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+ 2023-04-06 21:57:09 INFO test: loss: 0.2169 - UP: 69.34% UR: 47.47% UF: 56.35% P: 65.06% R: 44.53% F: 52.87%
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+ 2023-04-06 21:57:09 INFO 0:00:06.522966s elapsed
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+ 2023-04-06 21:57:09 INFO Epoch 90 / 5000:
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+ 2023-04-06 21:57:14 INFO lr: 4.9100e-05 - loss: 0.0002 - UP: 98.15% UR: 89.90% UF: 93.85% P: 98.09% R: 89.84% F: 93.78%
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+ 2023-04-06 21:57:14 INFO dev: loss: nan - UP: 69.11% UR: 50.30% UF: 58.22% P: 61.79% R: 44.97% F: 52.05%
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+ 2023-04-06 21:57:15 INFO test: loss: 0.2154 - UP: 69.24% UR: 51.49% UF: 59.06% P: 63.66% R: 47.34% F: 54.30%
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+ 2023-04-06 21:57:15 INFO 0:00:06.079503s elapsed
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+ 2023-04-06 21:57:15 INFO Epoch 91 / 5000:
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+ 2023-04-06 21:57:20 INFO lr: 4.9090e-05 - loss: 0.0064 - UP: 96.78% UR: 92.99% UF: 94.85% P: 96.78% R: 92.99% F: 94.85%
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+ 2023-04-06 21:57:21 INFO dev: loss: nan - UP: 69.23% UR: 47.93% UF: 56.64% P: 61.54% R: 42.60% F: 50.35%
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+ 2023-04-06 21:57:22 INFO test: loss: 0.2127 - UP: 71.63% UR: 50.36% UF: 59.14% P: 66.57% R: 46.80% F: 54.96%
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+ 2023-04-06 21:57:22 INFO 0:00:06.694706s elapsed
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+ 2023-04-06 21:57:22 INFO Epoch 92 / 5000:
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+ 2023-04-06 21:57:27 INFO lr: 4.9080e-05 - loss: 0.0123 - UP: 97.04% UR: 87.92% UF: 92.25% P: 97.04% R: 87.92% F: 92.25%
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+ 2023-04-06 21:57:27 INFO dev: loss: nan - UP: 59.09% UR: 46.15% UF: 51.83% P: 51.52% R: 40.24% F: 45.18%
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+ 2023-04-06 21:57:28 INFO test: loss: 0.2129 - UP: 65.96% UR: 49.27% UF: 56.40% P: 60.96% R: 45.54% F: 52.13%
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+ 2023-04-06 21:57:28 INFO 0:00:06.147551s elapsed
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+ 2023-04-06 21:57:28 INFO Epoch 93 / 5000:
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+ 2023-04-06 21:57:33 INFO lr: 4.9070e-05 - loss: 0.0059 - UP: 96.12% UR: 91.13% UF: 93.56% P: 96.12% R: 91.13% F: 93.56%
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+ 2023-04-06 21:57:34 INFO dev: loss: nan - UP: 61.60% UR: 45.56% UF: 52.38% P: 55.20% R: 40.83% F: 46.94%
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+ 2023-04-06 21:57:34 INFO test: loss: 0.2297 - UP: 68.71% UR: 48.30% UF: 56.73% P: 64.12% R: 45.08% F: 52.94%
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+ 2023-04-06 21:57:34 INFO 0:00:06.435280s elapsed
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+ 2023-04-06 21:57:34 INFO Epoch 94 / 5000:
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+ 2023-04-06 21:57:40 INFO lr: 4.9060e-05 - loss: 0.0053 - UP: 97.31% UR: 90.78% UF: 93.93% P: 97.31% R: 90.78% F: 93.93%
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+ 2023-04-06 21:57:40 INFO dev: loss: nan - UP: 61.72% UR: 46.75% UF: 53.20% P: 53.91% R: 40.83% F: 46.46%
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+ 2023-04-06 21:57:41 INFO test: loss: 0.2179 - UP: 67.56% UR: 46.50% UF: 55.09% P: 62.99% R: 43.36% F: 51.36%
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+ 2023-04-06 21:57:41 INFO 0:00:06.415840s elapsed
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+ 2023-04-06 21:57:41 INFO Epoch 95 / 5000:
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+ 2023-04-06 21:57:46 INFO lr: 4.9050e-05 - loss: 0.0009 - UP: 95.62% UR: 92.94% UF: 94.26% P: 95.62% R: 92.94% F: 94.26%
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+ 2023-04-06 21:57:46 INFO dev: loss: nan - UP: 62.16% UR: 54.44% UF: 58.04% P: 54.73% R: 47.93% F: 51.10%
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+ 2023-04-06 21:57:47 INFO test: loss: 0.2215 - UP: 67.67% UR: 51.57% UF: 58.54% P: 62.45% R: 47.59% F: 54.02%
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+ 2023-04-06 21:57:47 INFO 0:00:06.104138s elapsed
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+ 2023-04-06 21:57:47 INFO Epoch 96 / 5000:
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+ 2023-04-06 21:57:52 INFO lr: 4.9040e-05 - loss: 0.2615 - UP: 97.29% UR: 90.19% UF: 93.61% P: 97.29% R: 90.19% F: 93.61%
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+ 2023-04-06 21:57:53 INFO dev: loss: nan - UP: 58.50% UR: 50.89% UF: 54.43% P: 50.34% R: 43.79% F: 46.84%
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+ 2023-04-06 21:57:53 INFO test: loss: 0.2168 - UP: 66.61% UR: 51.40% UF: 58.03% P: 61.89% R: 47.76% F: 53.91%
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+ 2023-04-06 21:57:53 INFO 0:00:06.489811s elapsed
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+
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+ 2023-04-06 21:57:53 INFO Epoch 97 / 5000:
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+ 2023-04-06 21:57:58 INFO lr: 4.9030e-05 - loss: 0.0026 - UP: 98.40% UR: 93.17% UF: 95.71% P: 98.40% R: 93.17% F: 95.71%
647
+ 2023-04-06 21:57:59 INFO dev: loss: nan - UP: 59.59% UR: 51.48% UF: 55.24% P: 50.68% R: 43.79% F: 46.98%
648
+ 2023-04-06 21:58:00 INFO test: loss: 0.2244 - UP: 66.70% UR: 51.03% UF: 57.82% P: 62.21% R: 47.59% F: 53.93%
649
+ 2023-04-06 21:58:00 INFO 0:00:06.093084s elapsed
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+
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+ 2023-04-06 21:58:00 INFO Epoch 98 / 5000:
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+ 2023-04-06 21:58:05 INFO lr: 4.9020e-05 - loss: 0.0069 - UP: 97.97% UR: 93.17% UF: 95.51% P: 97.97% R: 93.17% F: 95.51%
653
+ 2023-04-06 21:58:05 INFO dev: loss: nan - UP: 61.94% UR: 56.80% UF: 59.26% P: 53.55% R: 49.11% F: 51.23%
654
+ 2023-04-06 21:58:06 INFO test: loss: 0.2199 - UP: 66.21% UR: 52.79% UF: 58.74% P: 61.11% R: 48.72% F: 54.22%
655
+ 2023-04-06 21:58:06 INFO 0:00:06.558457s elapsed
656
+
657
+ 2023-04-06 21:59:06 INFO Epoch 68 saved
658
+ 2023-04-06 21:59:06 INFO dev: UP: 72.95% UR: 52.66% UF: 61.17% P: 63.93% R: 46.15% F: 53.61%
659
+ 2023-04-06 21:59:06 INFO test: UP: 69.92% UR: 49.18% UF: 57.75% P: 65.22% R: 45.87% F: 53.86%
660
+ 2023-04-06 21:59:06 INFO 0:11:07.666900s elapsed, 0:00:06.812928s/epoch
models/multibooked_ca/random20/model_vi_multibooked_ca_xlm_6 ADDED
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+ size 1177852421
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1
+ 2023-04-06 21:59:18 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_ca_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_ca/head_final/sdp_random/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp_random/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/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
+ 2023-04-06 21:59:18 INFO Building the fields
39
+ 2023-04-06 21:59:27 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-04-06 21:59:27 INFO Building the model
44
+ 2023-04-06 22:00:09 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
+ 2023-04-06 22:00:09 INFO Loading the data
64
+ 2023-04-06 22:00:10 INFO
65
+ train: Dataset(n_sentences=233, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=32, n_batches=19, n_buckets=19)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-04-06 22:00:15 INFO Epoch 1 / 5000:
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+ 2023-04-06 22:00:25 INFO lr: 4.9990e-05 - loss: 0.3932 - UP: 0.84% UR: 3.97% UF: 1.38% P: 0.38% R: 1.81% F: 0.63%
71
+ 2023-04-06 22:00:26 INFO dev: loss: nan - UP: 88.89% UR: 4.73% UF: 8.99% P: 77.78% R: 4.14% F: 7.87%
72
+ 2023-04-06 22:00:27 INFO test: loss: 0.1716 - UP: 81.97% UR: 4.19% UF: 7.97% P: 68.03% R: 3.48% F: 6.62%
73
+ 2023-04-06 22:00:45 INFO 0:00:11.320048s elapsed (saved)
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+
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+ 2023-04-06 22:00:45 INFO Epoch 2 / 5000:
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+ 2023-04-06 22:00:50 INFO lr: 4.9980e-05 - loss: 0.0532 - UP: 55.51% UR: 7.36% UF: 12.99% P: 44.49% R: 5.90% F: 10.41%
77
+ 2023-04-06 22:00:50 INFO dev: loss: nan - UP: 94.74% UR: 10.65% UF: 19.15% P: 94.74% R: 10.65% F: 19.15%
78
+ 2023-04-06 22:00:51 INFO test: loss: 0.1325 - UP: 79.67% UR: 12.32% UF: 21.34% P: 73.44% R: 11.35% F: 19.67%
79
+ 2023-04-06 22:01:10 INFO 0:00:06.122151s elapsed (saved)
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+
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+ 2023-04-06 22:01:10 INFO Epoch 3 / 5000:
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+ 2023-04-06 22:01:15 INFO lr: 4.9970e-05 - loss: 0.0985 - UP: 44.62% UR: 16.23% UF: 23.80% P: 41.57% R: 15.12% F: 22.17%
83
+ 2023-04-06 22:01:15 INFO dev: loss: nan - UP: 78.95% UR: 8.88% UF: 15.96% P: 73.68% R: 8.28% F: 14.89%
84
+ 2023-04-06 22:01:16 INFO test: loss: 0.1300 - UP: 82.80% UR: 9.68% UF: 17.33% P: 74.91% R: 8.76% F: 15.68%
85
+ 2023-04-06 22:01:16 INFO 0:00:06.819761s elapsed
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+
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+ 2023-04-06 22:01:16 INFO Epoch 4 / 5000:
88
+ 2023-04-06 22:01:22 INFO lr: 4.9960e-05 - loss: 0.0362 - UP: 63.14% UR: 24.40% UF: 35.20% P: 59.21% R: 22.88% F: 33.01%
89
+ 2023-04-06 22:01:22 INFO dev: loss: nan - UP: 72.88% UR: 25.44% UF: 37.72% P: 61.02% R: 21.30% F: 31.58%
90
+ 2023-04-06 22:01:23 INFO test: loss: 0.1357 - UP: 64.44% UR: 24.68% UF: 35.69% P: 56.78% R: 21.74% F: 31.45%
91
+ 2023-04-06 22:01:41 INFO 0:00:06.516888s elapsed (saved)
92
+
93
+ 2023-04-06 22:01:41 INFO Epoch 5 / 5000:
94
+ 2023-04-06 22:01:46 INFO lr: 4.9950e-05 - loss: 0.0811 - UP: 62.90% UR: 34.73% UF: 44.75% P: 58.46% R: 32.28% F: 41.59%
95
+ 2023-04-06 22:01:47 INFO dev: loss: nan - UP: 68.83% UR: 31.36% UF: 43.09% P: 57.14% R: 26.04% F: 35.77%
96
+ 2023-04-06 22:01:48 INFO test: loss: 0.1412 - UP: 68.29% UR: 25.81% UF: 37.46% P: 61.20% R: 23.13% F: 33.57%
97
+ 2023-04-06 22:02:06 INFO 0:00:06.631643s elapsed (saved)
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+
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+ 2023-04-06 22:02:06 INFO Epoch 6 / 5000:
100
+ 2023-04-06 22:02:11 INFO lr: 4.9940e-05 - loss: 0.0086 - UP: 72.34% UR: 37.24% UF: 49.17% P: 70.29% R: 36.19% F: 47.78%
101
+ 2023-04-06 22:02:11 INFO dev: loss: nan - UP: 71.01% UR: 28.99% UF: 41.18% P: 59.42% R: 24.26% F: 34.45%
102
+ 2023-04-06 22:02:12 INFO test: loss: 0.1289 - UP: 70.16% UR: 28.36% UF: 40.39% P: 63.01% R: 25.47% F: 36.28%
103
+ 2023-04-06 22:02:12 INFO 0:00:06.156646s elapsed
104
+
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+ 2023-04-06 22:02:12 INFO Epoch 7 / 5000:
106
+ 2023-04-06 22:02:17 INFO lr: 4.9930e-05 - loss: 0.0746 - UP: 70.70% UR: 41.27% UF: 52.12% P: 68.60% R: 40.05% F: 50.57%
107
+ 2023-04-06 22:02:18 INFO dev: loss: nan - UP: 76.67% UR: 27.22% UF: 40.17% P: 61.67% R: 21.89% F: 32.31%
108
+ 2023-04-06 22:02:19 INFO test: loss: 0.1376 - UP: 72.45% UR: 26.77% UF: 39.09% P: 64.97% R: 24.01% F: 35.06%
109
+ 2023-04-06 22:02:19 INFO 0:00:06.933777s elapsed
110
+
111
+ 2023-04-06 22:02:19 INFO Epoch 8 / 5000:
112
+ 2023-04-06 22:02:25 INFO lr: 4.9920e-05 - loss: 0.0712 - UP: 74.66% UR: 45.42% UF: 56.48% P: 74.09% R: 45.07% F: 56.04%
113
+ 2023-04-06 22:02:25 INFO dev: loss: nan - UP: 68.63% UR: 20.71% UF: 31.82% P: 58.82% R: 17.75% F: 27.27%
114
+ 2023-04-06 22:02:26 INFO test: loss: 0.1319 - UP: 80.83% UR: 22.96% UF: 35.76% P: 74.34% R: 21.11% F: 32.89%
115
+ 2023-04-06 22:02:26 INFO 0:00:06.831960s elapsed
116
+
117
+ 2023-04-06 22:02:26 INFO Epoch 9 / 5000:
118
+ 2023-04-06 22:02:31 INFO lr: 4.9910e-05 - loss: 0.0310 - UP: 73.26% UR: 54.70% UF: 62.63% P: 73.10% R: 54.58% F: 62.50%
119
+ 2023-04-06 22:02:32 INFO dev: loss: nan - UP: 58.12% UR: 40.24% UF: 47.55% P: 49.57% R: 34.32% F: 40.56%
120
+ 2023-04-06 22:02:33 INFO test: loss: 0.1372 - UP: 61.67% UR: 43.61% UF: 51.09% P: 56.81% R: 40.18% F: 47.07%
121
+ 2023-04-06 22:02:52 INFO 0:00:07.007032s elapsed (saved)
122
+
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+ 2023-04-06 22:02:52 INFO Epoch 10 / 5000:
124
+ 2023-04-06 22:02:57 INFO lr: 4.9900e-05 - loss: 0.0365 - UP: 82.07% UR: 59.31% UF: 68.86% P: 81.58% R: 58.96% F: 68.45%
125
+ 2023-04-06 22:02:57 INFO dev: loss: nan - UP: 64.29% UR: 42.60% UF: 51.25% P: 54.46% R: 36.09% F: 43.42%
126
+ 2023-04-06 22:02:58 INFO test: loss: 0.1382 - UP: 69.67% UR: 38.58% UF: 49.66% P: 63.69% R: 35.27% F: 45.40%
127
+ 2023-04-06 22:03:16 INFO 0:00:06.203377s elapsed (saved)
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+
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+ 2023-04-06 22:03:16 INFO Epoch 11 / 5000:
130
+ 2023-04-06 22:03:21 INFO lr: 4.9890e-05 - loss: 0.0387 - UP: 83.71% UR: 63.28% UF: 72.07% P: 83.17% R: 62.87% F: 71.61%
131
+ 2023-04-06 22:03:22 INFO dev: loss: nan - UP: 60.32% UR: 44.97% UF: 51.53% P: 53.97% R: 40.24% F: 46.10%
132
+ 2023-04-06 22:03:22 INFO test: loss: 0.1244 - UP: 68.96% UR: 39.92% UF: 50.57% P: 63.46% R: 36.74% F: 46.54%
133
+ 2023-04-06 22:03:41 INFO 0:00:06.595156s elapsed (saved)
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+
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+ 2023-04-06 22:03:41 INFO Epoch 12 / 5000:
136
+ 2023-04-06 22:03:46 INFO lr: 4.9880e-05 - loss: 0.0407 - UP: 82.21% UR: 64.21% UF: 72.11% P: 82.14% R: 64.16% F: 72.04%
137
+ 2023-04-06 22:03:46 INFO dev: loss: nan - UP: 54.93% UR: 46.15% UF: 50.16% P: 47.18% R: 39.64% F: 43.09%
138
+ 2023-04-06 22:03:47 INFO test: loss: 0.1313 - UP: 66.47% UR: 42.86% UF: 52.11% P: 61.47% R: 39.63% F: 48.19%
139
+ 2023-04-06 22:03:47 INFO 0:00:06.134032s elapsed
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+
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+ 2023-04-06 22:03:47 INFO Epoch 13 / 5000:
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+ 2023-04-06 22:03:52 INFO lr: 4.9870e-05 - loss: 0.0291 - UP: 83.94% UR: 64.39% UF: 72.88% P: 83.87% R: 64.33% F: 72.81%
143
+ 2023-04-06 22:03:53 INFO dev: loss: nan - UP: 67.57% UR: 44.38% UF: 53.57% P: 58.56% R: 38.46% F: 46.43%
144
+ 2023-04-06 22:03:54 INFO test: loss: 0.1584 - UP: 65.96% UR: 42.94% UF: 52.02% P: 60.55% R: 39.42% F: 47.75%
145
+ 2023-04-06 22:04:13 INFO 0:00:06.917979s elapsed (saved)
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+
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+ 2023-04-06 22:04:13 INFO Epoch 14 / 5000:
148
+ 2023-04-06 22:04:18 INFO lr: 4.9860e-05 - loss: 0.0094 - UP: 85.80% UR: 67.37% UF: 75.47% P: 85.72% R: 67.31% F: 75.41%
149
+ 2023-04-06 22:04:18 INFO dev: loss: nan - UP: 79.07% UR: 40.24% UF: 53.33% P: 68.60% R: 34.91% F: 46.27%
150
+ 2023-04-06 22:04:19 INFO test: loss: 0.1586 - UP: 77.33% UR: 34.44% UF: 47.65% P: 71.87% R: 32.01% F: 44.29%
151
+ 2023-04-06 22:04:19 INFO 0:00:06.132363s elapsed
152
+
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+ 2023-04-06 22:04:19 INFO Epoch 15 / 5000:
154
+ 2023-04-06 22:04:24 INFO lr: 4.9850e-05 - loss: 0.0373 - UP: 87.06% UR: 66.78% UF: 75.59% P: 86.38% R: 66.26% F: 74.99%
155
+ 2023-04-06 22:04:25 INFO dev: loss: nan - UP: 61.72% UR: 46.75% UF: 53.20% P: 51.56% R: 39.05% F: 44.44%
156
+ 2023-04-06 22:04:26 INFO test: loss: 0.1477 - UP: 64.38% UR: 44.07% UF: 52.33% P: 57.83% R: 39.59% F: 47.00%
157
+ 2023-04-06 22:04:26 INFO 0:00:07.145233s elapsed
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+
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+ 2023-04-06 22:04:26 INFO Epoch 16 / 5000:
160
+ 2023-04-06 22:04:32 INFO lr: 4.9840e-05 - loss: 0.0047 - UP: 88.72% UR: 69.35% UF: 77.85% P: 88.42% R: 69.12% F: 77.59%
161
+ 2023-04-06 22:04:32 INFO dev: loss: nan - UP: 71.13% UR: 40.83% UF: 51.88% P: 60.82% R: 34.91% F: 44.36%
162
+ 2023-04-06 22:04:33 INFO test: loss: 0.1524 - UP: 69.10% UR: 45.54% UF: 54.90% P: 63.32% R: 41.73% F: 50.30%
163
+ 2023-04-06 22:04:33 INFO 0:00:06.925940s elapsed
164
+
165
+ 2023-04-06 22:04:33 INFO Epoch 17 / 5000:
166
+ 2023-04-06 22:04:38 INFO lr: 4.9830e-05 - loss: 0.0161 - UP: 90.16% UR: 75.42% UF: 82.14% P: 90.02% R: 75.31% F: 82.01%
167
+ 2023-04-06 22:04:39 INFO dev: loss: nan - UP: 74.00% UR: 43.79% UF: 55.02% P: 61.00% R: 36.09% F: 45.35%
168
+ 2023-04-06 22:04:40 INFO test: loss: 0.1469 - UP: 70.07% UR: 43.15% UF: 53.41% P: 63.95% R: 39.38% F: 48.74%
169
+ 2023-04-06 22:04:40 INFO 0:00:06.935380s elapsed
170
+
171
+ 2023-04-06 22:04:40 INFO Epoch 18 / 5000:
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+ 2023-04-06 22:04:46 INFO lr: 4.9820e-05 - loss: 0.0269 - UP: 89.50% UR: 76.59% UF: 82.54% P: 89.43% R: 76.53% F: 82.48%
173
+ 2023-04-06 22:04:46 INFO dev: loss: nan - UP: 68.57% UR: 42.60% UF: 52.55% P: 57.14% R: 35.50% F: 43.80%
174
+ 2023-04-06 22:04:47 INFO test: loss: 0.1646 - UP: 72.10% UR: 45.04% UF: 55.44% P: 66.53% R: 41.56% F: 51.16%
175
+ 2023-04-06 22:04:47 INFO 0:00:07.193957s elapsed
176
+
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+ 2023-04-06 22:04:47 INFO Epoch 19 / 5000:
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+ 2023-04-06 22:04:52 INFO lr: 4.9810e-05 - loss: 0.0081 - UP: 90.99% UR: 79.04% UF: 84.60% P: 90.99% R: 79.04% F: 84.60%
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+ 2023-04-06 22:04:53 INFO dev: loss: nan - UP: 60.00% UR: 46.15% UF: 52.17% P: 49.23% R: 37.87% F: 42.81%
180
+ 2023-04-06 22:04:54 INFO test: loss: 0.1530 - UP: 71.72% UR: 45.37% UF: 55.58% P: 66.16% R: 41.85% F: 51.27%
181
+ 2023-04-06 22:04:54 INFO 0:00:06.785150s elapsed
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+
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+ 2023-04-06 22:04:54 INFO Epoch 20 / 5000:
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+ 2023-04-06 22:05:00 INFO lr: 4.9800e-05 - loss: 0.0001 - UP: 91.28% UR: 82.55% UF: 86.70% P: 91.28% R: 82.55% F: 86.70%
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+ 2023-04-06 22:05:00 INFO dev: loss: nan - UP: 73.26% UR: 37.28% UF: 49.41% P: 61.63% R: 31.36% F: 41.57%
186
+ 2023-04-06 22:05:01 INFO test: loss: 0.1491 - UP: 76.02% UR: 38.92% UF: 51.48% P: 71.19% R: 36.45% F: 48.21%
187
+ 2023-04-06 22:05:01 INFO 0:00:07.526682s elapsed
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+
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+ 2023-04-06 22:05:01 INFO Epoch 21 / 5000:
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+ 2023-04-06 22:05:07 INFO lr: 4.9790e-05 - loss: 0.0133 - UP: 92.58% UR: 77.99% UF: 84.66% P: 92.31% R: 77.76% F: 84.41%
191
+ 2023-04-06 22:05:07 INFO dev: loss: nan - UP: 59.31% UR: 50.89% UF: 54.78% P: 49.66% R: 42.60% F: 45.86%
192
+ 2023-04-06 22:05:08 INFO test: loss: 0.1602 - UP: 69.11% UR: 46.29% UF: 55.44% P: 62.41% R: 41.81% F: 50.08%
193
+ 2023-04-06 22:05:08 INFO 0:00:06.673610s elapsed
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+
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+ 2023-04-06 22:05:14 INFO lr: 4.9780e-05 - loss: 0.0050 - UP: 92.95% UR: 81.61% UF: 86.91% P: 92.69% R: 81.38% F: 86.66%
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+ 2023-04-06 22:05:16 INFO test: loss: 0.1494 - UP: 69.08% UR: 50.06% UF: 58.05% P: 63.47% R: 46.00% F: 53.34%
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+ 2023-04-06 22:05:23 INFO test: loss: 0.1534 - UP: 69.31% UR: 50.44% UF: 58.39% P: 64.02% R: 46.59% F: 53.93%
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+ 2023-04-06 22:05:41 INFO 0:00:06.650083s elapsed (saved)
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+ 2023-04-06 22:05:46 INFO dev: loss: nan - UP: 73.91% UR: 50.30% UF: 59.86% P: 62.61% R: 42.60% F: 50.70%
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+ 2023-04-06 22:05:47 INFO test: loss: 0.1714 - UP: 76.10% UR: 43.36% UF: 55.24% P: 70.88% R: 40.39% F: 51.45%
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+ 2023-04-06 22:06:05 INFO 0:00:06.545765s elapsed (saved)
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+ 2023-04-06 22:06:10 INFO lr: 4.9750e-05 - loss: 0.0110 - UP: 93.60% UR: 82.84% UF: 87.89% P: 92.61% R: 81.96% F: 86.96%
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+ 2023-04-06 22:06:11 INFO test: loss: 0.1698 - UP: 66.95% UR: 48.89% UF: 56.51% P: 60.93% R: 44.49% F: 51.43%
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+ 2023-04-06 22:06:17 INFO lr: 4.9740e-05 - loss: 0.0072 - UP: 92.52% UR: 83.71% UF: 87.89% P: 92.45% R: 83.65% F: 87.83%
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+ 2023-04-06 22:06:17 INFO dev: loss: nan - UP: 61.87% UR: 50.89% UF: 55.84% P: 49.64% R: 40.83% F: 44.81%
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+ 2023-04-06 22:06:18 INFO test: loss: 0.1640 - UP: 69.51% UR: 51.49% UF: 59.16% P: 63.40% R: 46.96% F: 53.96%
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+ 2023-04-06 22:06:24 INFO lr: 4.9730e-05 - loss: 0.0039 - UP: 94.93% UR: 86.34% UF: 90.43% P: 94.80% R: 86.22% F: 90.31%
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+ 2023-04-06 22:06:24 INFO dev: loss: nan - UP: 68.61% UR: 55.62% UF: 61.44% P: 61.31% R: 49.70% F: 54.90%
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+ 2023-04-06 22:06:25 INFO test: loss: 0.1567 - UP: 66.47% UR: 55.38% UF: 60.42% P: 59.98% R: 49.98% F: 54.52%
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+ 2023-04-06 22:06:44 INFO 0:00:07.101387s elapsed (saved)
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+ 2023-04-06 22:06:50 INFO dev: loss: nan - UP: 71.26% UR: 36.69% UF: 48.44% P: 60.92% R: 31.36% F: 41.41%
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+ 2023-04-06 22:06:51 INFO test: loss: 0.2032 - UP: 74.26% UR: 40.01% UF: 52.00% P: 67.34% R: 36.28% F: 47.15%
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+ 2023-04-06 22:06:56 INFO lr: 4.9710e-05 - loss: 0.0064 - UP: 87.17% UR: 79.33% UF: 83.07% P: 86.79% R: 78.98% F: 82.70%
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+ 2023-04-06 22:06:57 INFO dev: loss: nan - UP: 62.96% UR: 40.24% UF: 49.10% P: 55.56% R: 35.50% F: 43.32%
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+ 2023-04-06 22:06:58 INFO test: loss: 0.1870 - UP: 70.80% UR: 44.28% UF: 54.48% P: 64.77% R: 40.51% F: 49.85%
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+ 2023-04-06 22:06:58 INFO 0:00:06.981690s elapsed
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+ 2023-04-06 22:07:03 INFO lr: 4.9700e-05 - loss: 0.0085 - UP: 90.70% UR: 76.88% UF: 83.22% P: 90.50% R: 76.71% F: 83.03%
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+ 2023-04-06 22:07:03 INFO dev: loss: nan - UP: 56.54% UR: 63.91% UF: 60.00% P: 49.21% R: 55.62% F: 52.22%
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+ 2023-04-06 22:07:04 INFO test: loss: 0.1608 - UP: 58.23% UR: 58.99% UF: 58.61% P: 52.48% R: 53.16% F: 52.82%
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+ 2023-04-06 22:07:11 INFO dev: loss: nan - UP: 67.27% UR: 43.79% UF: 53.05% P: 57.27% R: 37.28% F: 45.16%
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+ 2023-04-06 22:07:12 INFO test: loss: 0.1681 - UP: 75.96% UR: 47.13% UF: 58.17% P: 70.09% R: 43.49% F: 53.67%
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+ 2023-04-06 22:07:17 INFO lr: 4.9680e-05 - loss: 0.0012 - UP: 96.06% UR: 88.15% UF: 91.93% P: 95.93% R: 88.03% F: 91.81%
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+ 2023-04-06 22:07:17 INFO dev: loss: nan - UP: 68.00% UR: 50.30% UF: 57.82% P: 57.60% R: 42.60% F: 48.98%
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+ 2023-04-06 22:07:18 INFO test: loss: 0.1825 - UP: 73.09% UR: 50.06% UF: 59.42% P: 67.58% R: 46.29% F: 54.95%
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+ 2023-04-06 22:07:18 INFO 0:00:06.604450s elapsed
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+ 2023-04-06 22:07:24 INFO lr: 4.9670e-05 - loss: 0.0004 - UP: 96.83% UR: 90.89% UF: 93.77% P: 96.83% R: 90.89% F: 93.77%
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+ 2023-04-06 22:07:25 INFO dev: loss: nan - UP: 75.63% UR: 53.25% UF: 62.50% P: 65.55% R: 46.15% F: 54.17%
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+ 2023-04-06 22:07:26 INFO test: loss: 0.1857 - UP: 75.54% UR: 48.14% UF: 58.80% P: 70.48% R: 44.91% F: 54.86%
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+ 2023-04-06 22:07:31 INFO lr: 4.9660e-05 - loss: 0.0048 - UP: 96.97% UR: 91.48% UF: 94.14% P: 96.97% R: 91.48% F: 94.14%
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+ 2023-04-06 22:07:32 INFO dev: loss: nan - UP: 71.09% UR: 53.85% UF: 61.28% P: 61.72% R: 46.75% F: 53.20%
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+ 2023-04-06 22:07:33 INFO test: loss: 0.1769 - UP: 72.08% UR: 52.03% UF: 60.44% P: 66.22% R: 47.80% F: 55.52%
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+ 2023-04-06 22:07:39 INFO dev: loss: nan - UP: 71.54% UR: 55.03% UF: 62.21% P: 60.00% R: 46.15% F: 52.17%
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+ 2023-04-06 22:07:40 INFO test: loss: 0.1751 - UP: 74.14% UR: 50.82% UF: 60.30% P: 68.89% R: 47.21% F: 56.03%
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+ 2023-04-06 22:07:40 INFO 0:00:07.520039s elapsed
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+ 2023-04-06 22:07:46 INFO lr: 4.9640e-05 - loss: 0.0159 - UP: 96.25% UR: 91.42% UF: 93.77% P: 96.13% R: 91.30% F: 93.65%
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+ 2023-04-06 22:07:46 INFO dev: loss: nan - UP: 49.77% UR: 64.50% UF: 56.19% P: 42.01% R: 54.44% F: 47.42%
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+ 2023-04-06 22:07:47 INFO test: loss: 0.2093 - UP: 58.86% UR: 62.88% UF: 60.81% P: 52.31% R: 55.89% F: 54.04%
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+ 2023-04-06 22:07:47 INFO 0:00:06.842979s elapsed
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+ 2023-04-06 22:07:53 INFO lr: 4.9630e-05 - loss: 0.0141 - UP: 94.62% UR: 90.31% UF: 92.41% P: 94.25% R: 89.96% F: 92.05%
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+ 2023-04-06 22:07:53 INFO dev: loss: nan - UP: 68.25% UR: 50.89% UF: 58.31% P: 56.35% R: 42.01% F: 48.14%
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+ 2023-04-06 22:07:54 INFO test: loss: 0.1737 - UP: 72.46% UR: 47.51% UF: 57.39% P: 67.16% R: 44.03% F: 53.19%
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+ 2023-04-06 22:07:54 INFO 0:00:07.155768s elapsed
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+ 2023-04-06 22:07:54 INFO Epoch 38 / 5000:
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+ 2023-04-06 22:08:00 INFO lr: 4.9620e-05 - loss: 0.0105 - UP: 95.34% UR: 90.72% UF: 92.97% P: 95.09% R: 90.48% F: 92.73%
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+ 2023-04-06 22:08:00 INFO dev: loss: nan - UP: 66.67% UR: 48.52% UF: 56.16% P: 55.28% R: 40.24% F: 46.58%
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+ 2023-04-06 22:08:01 INFO test: loss: 0.2095 - UP: 72.54% UR: 48.26% UF: 57.96% P: 67.13% R: 44.66% F: 53.64%
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+ 2023-04-06 22:08:01 INFO 0:00:07.004066s elapsed
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+ 2023-04-06 22:08:01 INFO Epoch 39 / 5000:
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+ 2023-04-06 22:08:07 INFO lr: 4.9610e-05 - loss: 0.0010 - UP: 95.73% UR: 91.65% UF: 93.65% P: 95.49% R: 91.42% F: 93.41%
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+ 2023-04-06 22:08:07 INFO dev: loss: nan - UP: 54.76% UR: 54.44% UF: 54.60% P: 46.43% R: 46.15% F: 46.29%
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+ 2023-04-06 22:08:08 INFO test: loss: 0.1805 - UP: 67.94% UR: 53.79% UF: 60.04% P: 62.28% R: 49.31% F: 55.04%
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+ 2023-04-06 22:08:08 INFO 0:00:06.887086s elapsed
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+ 2023-04-06 22:08:08 INFO Epoch 40 / 5000:
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+ 2023-04-06 22:08:14 INFO lr: 4.9600e-05 - loss: 0.0137 - UP: 96.50% UR: 91.77% UF: 94.08% P: 96.38% R: 91.65% F: 93.96%
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+ 2023-04-06 22:08:14 INFO dev: loss: nan - UP: 66.91% UR: 53.85% UF: 59.67% P: 57.35% R: 46.15% F: 51.15%
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+ 2023-04-06 22:08:15 INFO test: loss: 0.1832 - UP: 72.28% UR: 49.81% UF: 58.98% P: 67.36% R: 46.42% F: 54.96%
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+ 2023-04-06 22:08:15 INFO 0:00:07.030897s elapsed
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+ 2023-04-06 22:08:15 INFO Epoch 41 / 5000:
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+ 2023-04-06 22:08:20 INFO lr: 4.9590e-05 - loss: 0.0082 - UP: 97.43% UR: 93.11% UF: 95.22% P: 96.95% R: 92.64% F: 94.75%
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+ 2023-04-06 22:08:21 INFO dev: loss: nan - UP: 62.94% UR: 53.25% UF: 57.69% P: 52.45% R: 44.38% F: 48.08%
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+ 2023-04-06 22:08:21 INFO test: loss: 0.1850 - UP: 73.73% UR: 50.31% UF: 59.81% P: 68.20% R: 46.54% F: 55.33%
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+ 2023-04-06 22:08:21 INFO 0:00:06.150603s elapsed
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+ 2023-04-06 22:08:27 INFO lr: 4.9580e-05 - loss: 0.0045 - UP: 96.73% UR: 95.10% UF: 95.91% P: 96.14% R: 94.51% F: 95.32%
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+ 2023-04-06 22:08:27 INFO dev: loss: nan - UP: 62.42% UR: 57.99% UF: 60.12% P: 50.96% R: 47.34% F: 49.08%
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+ 2023-04-06 22:08:28 INFO test: loss: 0.1865 - UP: 70.97% UR: 50.69% UF: 59.14% P: 65.40% R: 46.71% F: 54.50%
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+ 2023-04-06 22:08:28 INFO 0:00:06.694352s elapsed
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+ 2023-04-06 22:08:28 INFO Epoch 43 / 5000:
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+ 2023-04-06 22:08:33 INFO lr: 4.9570e-05 - loss: 0.0299 - UP: 96.26% UR: 93.11% UF: 94.66% P: 95.47% R: 92.35% F: 93.89%
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+ 2023-04-06 22:08:33 INFO dev: loss: nan - UP: 66.92% UR: 52.66% UF: 58.94% P: 53.38% R: 42.01% F: 47.02%
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+ 2023-04-06 22:08:34 INFO test: loss: 0.1799 - UP: 72.77% UR: 47.59% UF: 57.55% P: 68.35% R: 44.70% F: 54.05%
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+ 2023-04-06 22:08:34 INFO 0:00:06.151170s elapsed
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+ 2023-04-06 22:08:34 INFO Epoch 44 / 5000:
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+ 2023-04-06 22:08:39 INFO lr: 4.9560e-05 - loss: 0.0101 - UP: 95.11% UR: 90.78% UF: 92.89% P: 93.64% R: 89.38% F: 91.46%
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+ 2023-04-06 22:08:40 INFO dev: loss: nan - UP: 63.64% UR: 45.56% UF: 53.10% P: 52.89% R: 37.87% F: 44.14%
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+ 2023-04-06 22:08:41 INFO test: loss: 0.1953 - UP: 70.58% UR: 50.57% UF: 58.92% P: 63.22% R: 45.29% F: 52.77%
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+ 2023-04-06 22:08:41 INFO 0:00:06.406858s elapsed
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+ 2023-04-06 22:08:46 INFO lr: 4.9550e-05 - loss: 0.0007 - UP: 93.50% UR: 85.64% UF: 89.40% P: 92.61% R: 84.82% F: 88.54%
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+ 2023-04-06 22:08:46 INFO dev: loss: nan - UP: 55.49% UR: 53.85% UF: 54.65% P: 48.17% R: 46.75% F: 47.45%
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+ 2023-04-06 22:08:47 INFO test: loss: 0.1873 - UP: 63.23% UR: 57.27% UF: 60.10% P: 57.35% R: 51.95% F: 54.52%
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+ 2023-04-06 22:08:47 INFO 0:00:06.343770s elapsed
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+ 2023-04-06 22:08:52 INFO lr: 4.9540e-05 - loss: 0.0269 - UP: 94.32% UR: 89.20% UF: 91.69% P: 94.32% R: 89.20% F: 91.69%
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+ 2023-04-06 22:08:53 INFO dev: loss: nan - UP: 70.43% UR: 47.93% UF: 57.04% P: 57.39% R: 39.05% F: 46.48%
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+ 2023-04-06 22:08:53 INFO test: loss: 0.1692 - UP: 73.96% UR: 49.27% UF: 59.14% P: 68.99% R: 45.96% F: 55.17%
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+ 2023-04-06 22:08:53 INFO 0:00:06.334321s elapsed
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+ 2023-04-06 22:08:59 INFO lr: 4.9530e-05 - loss: 0.0006 - UP: 96.37% UR: 91.42% UF: 93.83% P: 96.12% R: 91.19% F: 93.59%
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+ 2023-04-06 22:08:59 INFO dev: loss: nan - UP: 70.83% UR: 50.30% UF: 58.82% P: 59.17% R: 42.01% F: 49.13%
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+ 2023-04-06 22:09:00 INFO test: loss: 0.1725 - UP: 72.47% UR: 52.49% UF: 60.88% P: 66.74% R: 48.35% F: 56.07%
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+ 2023-04-06 22:09:00 INFO 0:00:06.554780s elapsed
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+ 2023-04-06 22:09:05 INFO lr: 4.9520e-05 - loss: 0.0016 - UP: 97.82% UR: 94.28% UF: 96.02% P: 97.70% R: 94.16% F: 95.90%
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+ 2023-04-06 22:09:05 INFO dev: loss: nan - UP: 65.41% UR: 51.48% UF: 57.62% P: 55.64% R: 43.79% F: 49.01%
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+ 2023-04-06 22:09:06 INFO test: loss: 0.1921 - UP: 70.34% UR: 55.63% UF: 62.13% P: 64.72% R: 51.19% F: 57.17%
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+ 2023-04-06 22:09:06 INFO 0:00:06.084011s elapsed
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+ 2023-04-06 22:09:11 INFO lr: 4.9510e-05 - loss: 0.0003 - UP: 96.78% UR: 94.63% UF: 95.69% P: 96.72% R: 94.57% F: 95.63%
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+ 2023-04-06 22:09:12 INFO dev: loss: nan - UP: 66.07% UR: 43.79% UF: 52.67% P: 53.57% R: 35.50% F: 42.70%
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+ 2023-04-06 22:09:12 INFO test: loss: 0.2057 - UP: 75.98% UR: 46.38% UF: 57.60% P: 70.83% R: 43.23% F: 53.69%
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+ 2023-04-06 22:09:18 INFO lr: 4.9500e-05 - loss: 0.0003 - UP: 97.41% UR: 92.06% UF: 94.66% P: 97.41% R: 92.06% F: 94.66%
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+ 2023-04-06 22:09:18 INFO dev: loss: nan - UP: 59.40% UR: 46.75% UF: 52.32% P: 51.88% R: 40.83% F: 45.70%
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+ 2023-04-06 22:09:19 INFO test: loss: 0.1777 - UP: 70.58% UR: 53.96% UF: 61.16% P: 64.71% R: 49.48% F: 56.08%
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+ 2023-04-06 22:09:24 INFO lr: 4.9490e-05 - loss: 0.0021 - UP: 95.46% UR: 92.12% UF: 93.76% P: 95.04% R: 91.71% F: 93.35%
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+ 2023-04-06 22:09:24 INFO dev: loss: nan - UP: 58.62% UR: 60.36% UF: 59.48% P: 49.43% R: 50.89% F: 50.15%
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+ 2023-04-06 22:09:25 INFO test: loss: 0.1759 - UP: 66.83% UR: 56.14% UF: 61.02% P: 61.10% R: 51.32% F: 55.78%
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+ 2023-04-06 22:09:30 INFO lr: 4.9480e-05 - loss: 0.0092 - UP: 96.35% UR: 92.59% UF: 94.43% P: 96.29% R: 92.53% F: 94.37%
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+ 2023-04-06 22:09:31 INFO dev: loss: nan - UP: 61.69% UR: 56.21% UF: 58.82% P: 55.19% R: 50.30% F: 52.63%
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+ 2023-04-06 22:09:31 INFO test: loss: 0.1874 - UP: 68.45% UR: 54.08% UF: 60.43% P: 62.57% R: 49.43% F: 55.23%
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+ 2023-04-06 22:09:36 INFO lr: 4.9470e-05 - loss: 0.0097 - UP: 95.71% UR: 91.19% UF: 93.39% P: 95.59% R: 91.07% F: 93.27%
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+ 2023-04-06 22:09:37 INFO dev: loss: nan - UP: 68.22% UR: 52.07% UF: 59.06% P: 58.14% R: 44.38% F: 50.34%
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+ 2023-04-06 22:09:37 INFO test: loss: 0.1869 - UP: 67.18% UR: 54.46% UF: 60.16% P: 60.83% R: 49.31% F: 54.47%
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+ 2023-04-06 22:09:37 INFO 0:00:06.125528s elapsed
386
+
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+ 2023-04-06 22:09:37 INFO Epoch 54 / 5000:
388
+ 2023-04-06 22:09:43 INFO lr: 4.9460e-05 - loss: 0.0154 - UP: 95.01% UR: 88.85% UF: 91.83% P: 94.94% R: 88.79% F: 91.76%
389
+ 2023-04-06 22:09:43 INFO dev: loss: nan - UP: 62.69% UR: 49.70% UF: 55.45% P: 54.48% R: 43.20% F: 48.18%
390
+ 2023-04-06 22:09:44 INFO test: loss: 0.1797 - UP: 70.88% UR: 50.48% UF: 58.97% P: 65.06% R: 46.33% F: 54.12%
391
+ 2023-04-06 22:09:44 INFO 0:00:06.644778s elapsed
392
+
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+ 2023-04-06 22:09:44 INFO Epoch 55 / 5000:
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+ 2023-04-06 22:09:49 INFO lr: 4.9450e-05 - loss: 0.0062 - UP: 95.42% UR: 91.24% UF: 93.29% P: 95.42% R: 91.24% F: 93.29%
395
+ 2023-04-06 22:09:49 INFO dev: loss: nan - UP: 67.97% UR: 51.48% UF: 58.59% P: 56.25% R: 42.60% F: 48.48%
396
+ 2023-04-06 22:09:50 INFO test: loss: 0.1837 - UP: 72.46% UR: 51.91% UF: 60.48% P: 66.67% R: 47.76% F: 55.65%
397
+ 2023-04-06 22:09:50 INFO 0:00:06.081839s elapsed
398
+
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+ 2023-04-06 22:09:50 INFO Epoch 56 / 5000:
400
+ 2023-04-06 22:09:55 INFO lr: 4.9440e-05 - loss: 0.0043 - UP: 97.40% UR: 93.93% UF: 95.63% P: 97.15% R: 93.70% F: 95.39%
401
+ 2023-04-06 22:09:56 INFO dev: loss: nan - UP: 65.73% UR: 55.62% UF: 60.26% P: 52.45% R: 44.38% F: 48.08%
402
+ 2023-04-06 22:09:57 INFO test: loss: 0.2130 - UP: 69.82% UR: 54.38% UF: 61.14% P: 63.15% R: 49.18% F: 55.30%
403
+ 2023-04-06 22:09:57 INFO 0:00:06.516353s elapsed
404
+
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+ 2023-04-06 22:09:57 INFO Epoch 57 / 5000:
406
+ 2023-04-06 22:10:02 INFO lr: 4.9430e-05 - loss: 0.0100 - UP: 96.50% UR: 93.35% UF: 94.90% P: 96.08% R: 92.94% F: 94.48%
407
+ 2023-04-06 22:10:02 INFO dev: loss: nan - UP: 60.90% UR: 47.93% UF: 53.64% P: 48.12% R: 37.87% F: 42.38%
408
+ 2023-04-06 22:10:03 INFO test: loss: 0.1780 - UP: 69.21% UR: 52.07% UF: 59.43% P: 61.36% R: 46.17% F: 52.69%
409
+ 2023-04-06 22:10:03 INFO 0:00:06.281573s elapsed
410
+
411
+ 2023-04-06 22:10:59 INFO Epoch 27 saved
412
+ 2023-04-06 22:10:59 INFO dev: UP: 68.61% UR: 55.62% UF: 61.44% P: 61.31% R: 49.70% F: 54.90%
413
+ 2023-04-06 22:10:59 INFO test: UP: 66.47% UR: 55.38% UF: 60.42% P: 59.98% R: 49.98% F: 54.52%
414
+ 2023-04-06 22:10:59 INFO 0:06:25.485152s elapsed, 0:00:06.762897s/epoch