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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/multibooked_ca/all/model_vi_multibooked_ca_infoxlm_6 +3 -0
  3. models/multibooked_ca/all/model_vi_multibooked_ca_infoxlm_6.train.log +498 -0
  4. models/multibooked_ca/all/model_vi_multibooked_ca_mbert_6 +3 -0
  5. models/multibooked_ca/all/model_vi_multibooked_ca_mbert_6.train.log +714 -0
  6. models/multibooked_ca/all/model_vi_multibooked_ca_roberta_6 +3 -0
  7. models/multibooked_ca/all/model_vi_multibooked_ca_roberta_6.train.log +546 -0
  8. models/multibooked_ca/all/model_vi_multibooked_ca_twxlmsa_6 +3 -0
  9. models/multibooked_ca/all/model_vi_multibooked_ca_twxlmsa_6.train.log +600 -0
  10. models/multibooked_ca/all/model_vi_multibooked_ca_xlm_6 +3 -0
  11. models/multibooked_ca/all/model_vi_multibooked_ca_xlm_6.train.log +486 -0
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+ 2023-02-20 19:29:42 INFO
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+ ---------------------+-------------------------------
3
+ 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/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/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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+ 2023-02-20 19:29:43 INFO Building the fields
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+ 2023-02-20 19:29:53 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2023-02-20 19:29:53 INFO Building the model
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+ 2023-02-20 19:30:39 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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+ 2023-02-20 19:30:39 INFO Loading the data
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+ 2023-02-20 19:30:42 INFO
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+ train: Dataset(n_sentences=1174, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=167, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2023-02-20 19:30:42 INFO Epoch 1 / 5000:
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+ 2023-02-20 19:30:55 INFO lr: 4.9990e-05 - loss: 0.4501 - UP: 3.34% UR: 5.38% UF: 4.12% P: 0.70% R: 1.12% F: 0.86%
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+ 2023-02-20 19:30:56 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-20 19:30:57 INFO test: loss: 0.1750 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-02-20 19:30:57 INFO 0:00:15.158356s elapsed
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+
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+ 2023-02-20 19:30:57 INFO Epoch 2 / 5000:
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+ 2023-02-20 19:31:08 INFO lr: 4.9980e-05 - loss: 0.1233 - UP: 23.96% UR: 0.26% UF: 0.52% P: 17.71% R: 0.19% F: 0.39%
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+ 2023-02-20 19:31:09 INFO dev: loss: nan - UP: 100.00% UR: 0.28% UF: 0.55% P: 100.00% R: 0.28% F: 0.55%
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+ 2023-02-20 19:31:10 INFO test: loss: 0.1566 - UP: 66.67% UR: 0.08% UF: 0.17% P: 66.67% R: 0.08% F: 0.17%
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+ 2023-02-20 19:31:28 INFO 0:00:12.488569s elapsed (saved)
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+
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+ 2023-02-20 19:31:28 INFO Epoch 3 / 5000:
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+ 2023-02-20 19:31:40 INFO lr: 4.9970e-05 - loss: 0.1221 - UP: 37.84% UR: 2.41% UF: 4.53% P: 31.53% R: 2.01% F: 3.77%
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+ 2023-02-20 19:31:41 INFO dev: loss: nan - UP: 90.62% UR: 5.34% UF: 10.08% P: 73.44% R: 4.32% F: 8.17%
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+ 2023-02-20 19:31:43 INFO test: loss: 0.1283 - UP: 83.33% UR: 3.56% UF: 6.83% P: 70.59% R: 3.02% F: 5.79%
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+ 2023-02-20 19:32:03 INFO 0:00:14.962067s elapsed (saved)
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+
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+ 2023-02-20 19:32:03 INFO Epoch 4 / 5000:
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+ 2023-02-20 19:32:14 INFO lr: 4.9960e-05 - loss: 0.1272 - UP: 62.45% UR: 7.94% UF: 14.09% P: 55.23% R: 7.02% F: 12.46%
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+ 2023-02-20 19:32:15 INFO dev: loss: nan - UP: 76.89% UR: 15.00% UF: 25.10% P: 70.28% R: 13.71% F: 22.94%
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+ 2023-02-20 19:32:17 INFO test: loss: 0.1164 - UP: 65.53% UR: 13.70% UF: 22.66% P: 58.52% R: 12.23% F: 20.24%
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+ 2023-02-20 19:32:36 INFO 0:00:14.120899s elapsed (saved)
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+
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+ 2023-02-20 19:32:36 INFO Epoch 5 / 5000:
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+ 2023-02-20 19:32:47 INFO lr: 4.9950e-05 - loss: 0.1059 - UP: 56.99% UR: 12.30% UF: 20.23% P: 52.68% R: 11.37% F: 18.70%
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+ 2023-02-20 19:32:49 INFO dev: loss: nan - UP: 74.40% UR: 20.06% UF: 31.59% P: 68.94% R: 18.58% F: 29.28%
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+ 2023-02-20 19:32:50 INFO test: loss: 0.0996 - UP: 71.01% UR: 19.40% UF: 30.47% P: 65.80% R: 17.97% F: 28.23%
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+ 2023-02-20 19:33:09 INFO 0:00:14.238754s elapsed (saved)
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+
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+ 2023-02-20 19:33:09 INFO Epoch 6 / 5000:
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+ 2023-02-20 19:33:20 INFO lr: 4.9940e-05 - loss: 0.1629 - UP: 62.22% UR: 14.02% UF: 22.88% P: 58.50% R: 13.18% F: 21.51%
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+ 2023-02-20 19:33:21 INFO dev: loss: nan - UP: 69.08% UR: 19.32% UF: 30.19% P: 60.20% R: 16.84% F: 26.31%
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+ 2023-02-20 19:33:21 INFO test: loss: 0.1151 - UP: 70.36% UR: 19.40% UF: 30.41% P: 63.53% R: 17.51% F: 27.45%
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+ 2023-02-20 19:33:21 INFO 0:00:12.831306s elapsed
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+
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+ 2023-02-20 19:33:21 INFO Epoch 7 / 5000:
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+ 2023-02-20 19:33:33 INFO lr: 4.9930e-05 - loss: 0.1548 - UP: 65.51% UR: 17.80% UF: 28.00% P: 61.76% R: 16.78% F: 26.39%
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+ 2023-02-20 19:33:34 INFO dev: loss: nan - UP: 58.32% UR: 33.85% UF: 42.84% P: 53.88% R: 31.28% F: 39.58%
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+ 2023-02-20 19:33:35 INFO test: loss: 0.1039 - UP: 64.65% UR: 31.71% UF: 42.55% P: 60.29% R: 29.58% F: 39.69%
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+ 2023-02-20 19:33:54 INFO 0:00:13.724954s elapsed (saved)
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+
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+ 2023-02-20 19:33:54 INFO Epoch 8 / 5000:
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+ 2023-02-20 19:34:05 INFO lr: 4.9920e-05 - loss: 0.0833 - UP: 62.58% UR: 20.45% UF: 30.83% P: 60.16% R: 19.66% F: 29.64%
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+ 2023-02-20 19:34:06 INFO dev: loss: nan - UP: 58.85% UR: 36.71% UF: 45.21% P: 53.69% R: 33.49% F: 41.25%
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+ 2023-02-20 19:34:07 INFO test: loss: 0.0892 - UP: 63.25% UR: 33.39% UF: 43.71% P: 58.57% R: 30.92% F: 40.47%
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+ 2023-02-20 19:34:26 INFO 0:00:13.353762s elapsed (saved)
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+
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+ 2023-02-20 19:34:26 INFO Epoch 9 / 5000:
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+ 2023-02-20 19:34:37 INFO lr: 4.9910e-05 - loss: 0.0826 - UP: 68.89% UR: 23.70% UF: 35.26% P: 64.12% R: 22.06% F: 32.82%
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+ 2023-02-20 19:34:38 INFO dev: loss: nan - UP: 64.24% UR: 34.04% UF: 44.50% P: 58.51% R: 31.00% F: 40.53%
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+ 2023-02-20 19:34:39 INFO test: loss: 0.0871 - UP: 71.38% UR: 34.27% UF: 46.31% P: 67.89% R: 32.59% F: 44.04%
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+ 2023-02-20 19:34:39 INFO 0:00:13.568397s elapsed
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+
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+ 2023-02-20 19:34:39 INFO Epoch 10 / 5000:
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+ 2023-02-20 19:34:51 INFO lr: 4.9900e-05 - loss: 0.0699 - UP: 67.49% UR: 27.27% UF: 38.84% P: 64.59% R: 26.10% F: 37.17%
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+ 2023-02-20 19:34:52 INFO dev: loss: nan - UP: 73.44% UR: 30.27% UF: 42.87% P: 68.75% R: 28.33% F: 40.13%
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+ 2023-02-20 19:34:53 INFO test: loss: 0.0873 - UP: 77.14% UR: 31.67% UF: 44.91% P: 72.96% R: 29.95% F: 42.47%
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+ 2023-02-20 19:34:53 INFO 0:00:13.786110s elapsed
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+
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+ 2023-02-20 19:34:53 INFO Epoch 11 / 5000:
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+ 2023-02-20 19:35:04 INFO lr: 4.9890e-05 - loss: 0.0427 - UP: 70.99% UR: 28.41% UF: 40.58% P: 69.30% R: 27.74% F: 39.62%
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+ 2023-02-20 19:35:05 INFO dev: loss: nan - UP: 63.12% UR: 44.71% UF: 52.34% P: 59.74% R: 42.32% F: 49.54%
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+ 2023-02-20 19:35:06 INFO test: loss: 0.0835 - UP: 63.94% UR: 43.82% UF: 52.00% P: 60.51% R: 41.47% F: 49.22%
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+ 2023-02-20 19:35:26 INFO 0:00:12.879820s elapsed (saved)
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+
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+ 2023-02-20 19:35:26 INFO Epoch 12 / 5000:
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+ 2023-02-20 19:35:37 INFO lr: 4.9880e-05 - loss: 0.0703 - UP: 71.07% UR: 31.81% UF: 43.95% P: 69.04% R: 30.90% F: 42.69%
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+ 2023-02-20 19:35:38 INFO dev: loss: nan - UP: 67.29% UR: 46.00% UF: 54.64% P: 63.80% R: 43.61% F: 51.80%
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+ 2023-02-20 19:35:40 INFO test: loss: 0.0796 - UP: 67.11% UR: 44.78% UF: 53.72% P: 63.09% R: 42.10% F: 50.50%
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+ 2023-02-20 19:35:59 INFO 0:00:13.548852s elapsed (saved)
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+
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+ 2023-02-20 19:35:59 INFO Epoch 13 / 5000:
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+ 2023-02-20 19:36:10 INFO lr: 4.9870e-05 - loss: 0.0271 - UP: 74.31% UR: 33.29% UF: 45.98% P: 72.11% R: 32.30% F: 44.62%
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+ 2023-02-20 19:36:12 INFO dev: loss: nan - UP: 68.78% UR: 36.89% UF: 48.02% P: 63.81% R: 34.22% F: 44.55%
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+ 2023-02-20 19:36:14 INFO test: loss: 0.0843 - UP: 71.00% UR: 38.46% UF: 49.89% P: 67.75% R: 36.70% F: 47.61%
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+ 2023-02-20 19:36:14 INFO 0:00:14.913156s elapsed
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+
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+ 2023-02-20 19:36:14 INFO Epoch 14 / 5000:
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+ 2023-02-20 19:36:25 INFO lr: 4.9860e-05 - loss: 0.1118 - UP: 73.35% UR: 32.30% UF: 44.85% P: 71.48% R: 31.48% F: 43.70%
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+ 2023-02-20 19:36:27 INFO dev: loss: nan - UP: 66.91% UR: 49.86% UF: 57.14% P: 63.09% R: 47.01% F: 53.87%
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+ 2023-02-20 19:36:28 INFO test: loss: 0.0913 - UP: 66.67% UR: 49.02% UF: 56.49% P: 63.08% R: 46.38% F: 53.45%
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+ 2023-02-20 19:36:48 INFO 0:00:14.431656s elapsed (saved)
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+
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+ 2023-02-20 19:36:48 INFO Epoch 15 / 5000:
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+ 2023-02-20 19:36:59 INFO lr: 4.9850e-05 - loss: 0.0577 - UP: 72.56% UR: 38.44% UF: 50.25% P: 71.16% R: 37.69% F: 49.28%
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+ 2023-02-20 19:37:00 INFO dev: loss: nan - UP: 57.89% UR: 61.09% UF: 59.44% P: 53.27% R: 56.21% F: 54.70%
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+ 2023-02-20 19:37:02 INFO test: loss: 0.0966 - UP: 57.76% UR: 61.25% UF: 59.46% P: 54.92% R: 58.23% F: 56.53%
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+ 2023-02-20 19:37:21 INFO 0:00:13.744188s elapsed (saved)
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+ 2023-02-20 19:37:21 INFO Epoch 16 / 5000:
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+ 2023-02-20 19:37:32 INFO lr: 4.9840e-05 - loss: 0.0675 - UP: 74.91% UR: 40.88% UF: 52.89% P: 73.79% R: 40.27% F: 52.11%
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+ 2023-02-20 19:37:33 INFO dev: loss: nan - UP: 76.45% UR: 43.61% UF: 55.54% P: 70.97% R: 40.48% F: 51.55%
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+ 2023-02-20 19:37:35 INFO test: loss: 0.0846 - UP: 71.02% UR: 42.10% UF: 52.87% P: 67.99% R: 40.30% F: 50.60%
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+ 2023-02-20 19:37:35 INFO 0:00:13.926110s elapsed
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+
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+ 2023-02-20 19:37:35 INFO Epoch 17 / 5000:
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+ 2023-02-20 19:37:46 INFO lr: 4.9830e-05 - loss: 0.0922 - UP: 76.34% UR: 41.48% UF: 53.75% P: 75.22% R: 40.87% F: 52.96%
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+ 2023-02-20 19:37:47 INFO dev: loss: nan - UP: 68.37% UR: 50.51% UF: 58.10% P: 64.26% R: 47.47% F: 54.60%
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+ 2023-02-20 19:37:49 INFO test: loss: 0.0945 - UP: 69.06% UR: 52.45% UF: 59.62% P: 65.47% R: 49.73% F: 56.52%
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+ 2023-02-20 19:37:49 INFO 0:00:14.324633s elapsed
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+ 2023-02-20 19:37:49 INFO Epoch 18 / 5000:
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+ 2023-02-20 19:38:01 INFO lr: 4.9820e-05 - loss: 0.0700 - UP: 78.69% UR: 44.14% UF: 56.55% P: 77.48% R: 43.46% F: 55.69%
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+ 2023-02-20 19:38:01 INFO dev: loss: nan - UP: 65.14% UR: 55.01% UF: 59.65% P: 60.02% R: 50.69% F: 54.96%
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+ 2023-02-20 19:38:02 INFO test: loss: 0.0992 - UP: 68.06% UR: 55.34% UF: 61.04% P: 64.76% R: 52.66% F: 58.09%
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+ 2023-02-20 19:38:22 INFO 0:00:13.606254s elapsed (saved)
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+ 2023-02-20 19:38:22 INFO Epoch 19 / 5000:
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+ 2023-02-20 19:38:32 INFO lr: 4.9810e-05 - loss: 0.0836 - UP: 79.03% UR: 45.04% UF: 57.38% P: 78.02% R: 44.47% F: 56.65%
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+ 2023-02-20 19:38:33 INFO dev: loss: nan - UP: 76.86% UR: 46.46% UF: 57.91% P: 72.60% R: 43.88% F: 54.70%
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+ 2023-02-20 19:38:34 INFO test: loss: 0.0902 - UP: 74.10% UR: 46.38% UF: 57.05% P: 71.42% R: 44.70% F: 54.99%
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+ 2023-02-20 19:38:34 INFO 0:00:12.627765s elapsed
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+ 2023-02-20 19:38:34 INFO Epoch 20 / 5000:
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+ 2023-02-20 19:38:45 INFO lr: 4.9800e-05 - loss: 0.0571 - UP: 81.29% UR: 46.04% UF: 58.79% P: 80.60% R: 45.65% F: 58.29%
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+ 2023-02-20 19:40:19 INFO test: loss: 0.0964 - UP: 69.80% UR: 57.23% UF: 62.89% P: 67.09% R: 55.01% F: 60.45%
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+ 2023-02-20 19:41:04 INFO test: loss: 0.1017 - UP: 69.53% UR: 63.68% UF: 66.48% P: 66.61% R: 61.00% F: 63.68%
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+ 2023-02-20 19:42:19 INFO test: loss: 0.1131 - UP: 68.92% UR: 65.86% UF: 67.35% P: 64.71% R: 61.83% F: 63.24%
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+ 2023-02-20 19:44:05 INFO lr: 4.9650e-05 - loss: 0.1342 - UP: 91.44% UR: 64.12% UF: 75.38% P: 91.10% R: 63.88% F: 75.10%
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+ 2023-02-20 19:44:07 INFO test: loss: 0.1092 - UP: 68.19% UR: 66.90% UF: 67.54% P: 65.03% R: 63.80% F: 64.41%
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+ 2023-02-20 19:44:18 INFO lr: 4.9640e-05 - loss: 0.0670 - UP: 90.29% UR: 67.97% UF: 77.56% P: 90.13% R: 67.85% F: 77.42%
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+ 2023-02-20 19:44:30 INFO lr: 4.9630e-05 - loss: 0.0878 - UP: 91.01% UR: 66.67% UF: 76.96% P: 90.78% R: 66.49% F: 76.76%
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+ 2023-02-20 19:44:31 INFO test: loss: 0.1201 - UP: 65.49% UR: 70.59% UF: 67.94% P: 62.11% R: 66.95% F: 64.44%
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+ 2023-02-20 19:44:42 INFO lr: 4.9620e-05 - loss: 0.0224 - UP: 91.84% UR: 66.74% UF: 77.30% P: 91.55% R: 66.53% F: 77.06%
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+ 2023-02-20 19:44:44 INFO test: loss: 0.1121 - UP: 69.69% UR: 67.62% UF: 68.64% P: 66.11% R: 64.14% F: 65.11%
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+ 2023-02-20 19:45:02 INFO 0:00:12.463853s elapsed (saved)
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+ 2023-02-20 19:45:13 INFO lr: 4.9610e-05 - loss: 0.0487 - UP: 92.32% UR: 72.28% UF: 81.08% P: 91.96% R: 71.99% F: 80.76%
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+ 2023-02-20 19:45:34 INFO 0:00:13.498346s elapsed (saved)
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+ 2023-02-20 19:45:46 INFO lr: 4.9600e-05 - loss: 0.0548 - UP: 93.08% UR: 69.78% UF: 79.76% P: 92.72% R: 69.50% F: 79.45%
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+ 2023-02-20 19:45:49 INFO test: loss: 0.1195 - UP: 71.64% UR: 63.51% UF: 67.33% P: 68.90% R: 61.08% F: 64.76%
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+ 2023-02-20 19:46:08 INFO 0:00:14.728232s elapsed (saved)
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+ 2023-02-20 19:46:19 INFO lr: 4.9590e-05 - loss: 0.0037 - UP: 93.21% UR: 71.76% UF: 81.09% P: 92.85% R: 71.48% F: 80.78%
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+ 2023-02-20 19:46:20 INFO dev: loss: nan - UP: 75.17% UR: 69.92% UF: 72.45% P: 71.22% R: 66.24% F: 68.64%
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+ 2023-02-20 19:46:22 INFO test: loss: 0.1218 - UP: 71.20% UR: 66.69% UF: 68.87% P: 68.43% R: 64.10% F: 66.19%
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+ 2023-02-20 19:46:51 INFO lr: 4.9580e-05 - loss: 0.0987 - UP: 94.04% UR: 72.73% UF: 82.03% P: 93.85% R: 72.59% F: 81.86%
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+ 2023-02-20 19:46:53 INFO test: loss: 0.1243 - UP: 72.90% UR: 63.89% UF: 68.10% P: 70.46% R: 61.75% F: 65.82%
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+ 2023-02-20 19:47:05 INFO lr: 4.9570e-05 - loss: 0.0038 - UP: 92.94% UR: 71.84% UF: 81.04% P: 92.08% R: 71.17% F: 80.29%
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+ 2023-02-20 19:47:07 INFO test: loss: 0.1245 - UP: 66.39% UR: 70.00% UF: 68.15% P: 63.61% R: 67.07% F: 65.29%
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+ 2023-02-20 19:47:18 INFO lr: 4.9560e-05 - loss: 0.0257 - UP: 92.36% UR: 70.39% UF: 79.89% P: 91.96% R: 70.10% F: 79.55%
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+ 2023-02-20 19:47:19 INFO dev: loss: nan - UP: 78.79% UR: 66.97% UF: 72.40% P: 73.16% R: 62.19% F: 67.23%
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+ 2023-02-20 19:47:21 INFO test: loss: 0.1146 - UP: 71.08% UR: 64.14% UF: 67.43% P: 67.41% R: 60.83% F: 63.95%
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+ 2023-02-20 19:47:34 INFO test: loss: 0.1242 - UP: 70.10% UR: 67.66% UF: 68.86% P: 66.23% R: 63.93% F: 65.06%
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+ 2023-02-20 19:47:46 INFO test: loss: 0.1124 - UP: 73.81% UR: 62.92% UF: 67.93% P: 71.11% R: 60.62% F: 65.45%
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+ 2023-02-20 19:48:48 INFO test: loss: 0.1364 - UP: 71.34% UR: 61.63% UF: 66.13% P: 68.91% R: 59.53% F: 63.88%
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+ 2023-02-20 19:48:59 INFO lr: 4.9480e-05 - loss: 0.0540 - UP: 94.03% UR: 69.69% UF: 80.05% P: 93.79% R: 69.52% F: 79.86%
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+ 2023-02-20 19:48:59 INFO dev: loss: nan - UP: 75.35% UR: 68.91% UF: 71.98% P: 69.92% R: 63.94% F: 66.79%
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+ 2023-02-20 19:49:00 INFO test: loss: 0.1284 - UP: 68.78% UR: 64.22% UF: 66.42% P: 66.40% R: 62.00% F: 64.12%
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+ 2023-02-20 19:49:12 INFO dev: loss: nan - UP: 75.63% UR: 69.09% UF: 72.21% P: 69.59% R: 63.57% F: 66.44%
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+ 2023-02-20 19:49:12 INFO test: loss: 0.1289 - UP: 69.91% UR: 65.90% UF: 67.85% P: 67.24% R: 63.39% F: 65.26%
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+ 2023-02-20 19:49:12 INFO 0:00:12.145450s elapsed
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+ 2023-02-20 19:49:24 INFO dev: loss: nan - UP: 75.28% UR: 68.63% UF: 71.80% P: 69.73% R: 63.57% F: 66.51%
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+ 2023-02-20 19:49:25 INFO test: loss: 0.1361 - UP: 69.50% UR: 65.77% UF: 67.59% P: 67.02% R: 63.43% F: 65.17%
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+ 2023-02-20 19:49:25 INFO 0:00:12.205276s elapsed
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+ 2023-02-20 19:49:35 INFO lr: 4.9450e-05 - loss: 0.0739 - UP: 94.04% UR: 73.00% UF: 82.20% P: 93.78% R: 72.79% F: 81.96%
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+ 2023-02-20 19:49:36 INFO dev: loss: nan - UP: 74.48% UR: 69.00% UF: 71.63% P: 68.72% R: 63.66% F: 66.09%
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+ 2023-02-20 19:49:37 INFO test: loss: 0.1396 - UP: 70.39% UR: 66.53% UF: 68.40% P: 68.04% R: 64.31% F: 66.12%
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+ 2023-02-20 19:49:37 INFO 0:00:12.528978s elapsed
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+ 2023-02-20 19:49:48 INFO lr: 4.9440e-05 - loss: 0.0405 - UP: 93.93% UR: 71.83% UF: 81.40% P: 93.57% R: 71.55% F: 81.09%
401
+ 2023-02-20 19:49:49 INFO dev: loss: nan - UP: 69.95% UR: 71.94% UF: 70.93% P: 64.49% R: 66.33% F: 65.40%
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+ 2023-02-20 19:49:50 INFO test: loss: 0.1293 - UP: 67.12% UR: 68.91% UF: 68.00% P: 64.06% R: 65.77% F: 64.90%
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+ 2023-02-20 19:49:50 INFO 0:00:12.517311s elapsed
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+ 2023-02-20 19:50:01 INFO lr: 4.9430e-05 - loss: 0.0596 - UP: 93.69% UR: 71.15% UF: 80.88% P: 93.23% R: 70.81% F: 80.49%
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+ 2023-02-20 19:50:01 INFO dev: loss: nan - UP: 73.57% UR: 67.62% UF: 70.47% P: 68.07% R: 62.56% F: 65.20%
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+ 2023-02-20 19:50:02 INFO test: loss: 0.1188 - UP: 70.85% UR: 63.55% UF: 67.01% P: 68.52% R: 61.46% F: 64.80%
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+ 2023-02-20 19:50:02 INFO 0:00:12.295193s elapsed
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+ 2023-02-20 19:50:13 INFO lr: 4.9420e-05 - loss: 0.0701 - UP: 93.83% UR: 72.91% UF: 82.06% P: 93.64% R: 72.76% F: 81.89%
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+ 2023-02-20 19:50:13 INFO dev: loss: nan - UP: 74.20% UR: 66.15% UF: 69.94% P: 69.14% R: 61.64% F: 65.18%
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+ 2023-02-20 19:50:14 INFO test: loss: 0.1326 - UP: 71.26% UR: 65.14% UF: 68.07% P: 68.15% R: 62.30% F: 65.09%
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+ 2023-02-20 19:50:14 INFO 0:00:12.196579s elapsed
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+ 2023-02-20 19:50:25 INFO lr: 4.9410e-05 - loss: 0.0198 - UP: 95.14% UR: 75.95% UF: 84.47% P: 94.81% R: 75.68% F: 84.17%
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+ 2023-02-20 19:50:26 INFO dev: loss: nan - UP: 75.10% UR: 68.26% UF: 71.52% P: 70.04% R: 63.66% F: 66.70%
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+ 2023-02-20 19:50:26 INFO test: loss: 0.1353 - UP: 71.82% UR: 65.56% UF: 68.55% P: 68.66% R: 62.67% F: 65.53%
421
+ 2023-02-20 19:50:26 INFO 0:00:12.254785s elapsed
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+ 2023-02-20 19:50:37 INFO lr: 4.9400e-05 - loss: 0.1063 - UP: 94.70% UR: 72.38% UF: 82.05% P: 94.27% R: 72.05% F: 81.67%
425
+ 2023-02-20 19:50:38 INFO dev: loss: nan - UP: 72.70% UR: 69.09% UF: 70.85% P: 67.09% R: 63.75% F: 65.38%
426
+ 2023-02-20 19:50:39 INFO test: loss: 0.1301 - UP: 68.78% UR: 68.04% UF: 68.41% P: 65.52% R: 64.81% F: 65.16%
427
+ 2023-02-20 19:50:39 INFO 0:00:12.269318s elapsed
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+ 2023-02-20 19:50:49 INFO lr: 4.9390e-05 - loss: 0.0193 - UP: 92.00% UR: 71.40% UF: 80.41% P: 91.47% R: 70.99% F: 79.94%
431
+ 2023-02-20 19:50:50 INFO dev: loss: nan - UP: 73.68% UR: 66.97% UF: 70.17% P: 68.02% R: 61.82% F: 64.77%
432
+ 2023-02-20 19:50:51 INFO test: loss: 0.1082 - UP: 71.68% UR: 64.06% UF: 67.65% P: 68.59% R: 61.29% F: 64.73%
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+ 2023-02-20 19:50:51 INFO 0:00:12.489741s elapsed
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+ 2023-02-20 19:51:02 INFO lr: 4.9380e-05 - loss: 0.0579 - UP: 94.58% UR: 74.00% UF: 83.03% P: 94.24% R: 73.73% F: 82.73%
437
+ 2023-02-20 19:51:03 INFO dev: loss: nan - UP: 77.38% UR: 65.13% UF: 70.73% P: 71.15% R: 59.89% F: 65.03%
438
+ 2023-02-20 19:51:04 INFO test: loss: 0.1241 - UP: 72.05% UR: 63.18% UF: 67.32% P: 69.14% R: 60.62% F: 64.60%
439
+ 2023-02-20 19:51:04 INFO 0:00:12.483505s elapsed
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+ 2023-02-20 19:51:14 INFO lr: 4.9370e-05 - loss: 0.0628 - UP: 95.50% UR: 76.71% UF: 85.08% P: 95.29% R: 76.54% F: 84.89%
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+ 2023-02-20 19:51:15 INFO dev: loss: nan - UP: 74.33% UR: 71.39% UF: 72.83% P: 68.97% R: 66.24% F: 67.57%
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+ 2023-02-20 19:51:16 INFO test: loss: 0.1483 - UP: 70.12% UR: 68.24% UF: 69.17% P: 66.68% R: 64.89% F: 65.77%
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+ 2023-02-20 19:51:16 INFO 0:00:12.253650s elapsed
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+ 2023-02-20 19:51:27 INFO lr: 4.9360e-05 - loss: 0.0441 - UP: 96.17% UR: 73.69% UF: 83.44% P: 95.69% R: 73.32% F: 83.02%
449
+ 2023-02-20 19:51:27 INFO dev: loss: nan - UP: 73.73% UR: 71.02% UF: 72.35% P: 69.25% R: 66.70% F: 67.95%
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+ 2023-02-20 19:51:28 INFO test: loss: 0.1426 - UP: 70.44% UR: 69.08% UF: 69.75% P: 67.24% R: 65.94% F: 66.58%
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+ 2023-02-20 19:51:28 INFO 0:00:12.169635s elapsed
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+ 2023-02-20 19:51:39 INFO lr: 4.9350e-05 - loss: 0.0987 - UP: 96.73% UR: 77.02% UF: 85.76% P: 96.49% R: 76.83% F: 85.54%
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+ 2023-02-20 19:51:39 INFO dev: loss: nan - UP: 74.71% UR: 70.10% UF: 72.33% P: 70.29% R: 65.96% F: 68.06%
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+ 2023-02-20 19:51:40 INFO test: loss: 0.1360 - UP: 71.04% UR: 67.11% UF: 69.02% P: 67.63% R: 63.89% F: 65.70%
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+ 2023-02-20 19:51:40 INFO 0:00:12.214576s elapsed
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+ 2023-02-20 19:51:51 INFO lr: 4.9340e-05 - loss: 0.0321 - UP: 95.79% UR: 77.24% UF: 85.52% P: 95.53% R: 77.04% F: 85.29%
461
+ 2023-02-20 19:51:52 INFO dev: loss: nan - UP: 70.21% UR: 72.22% UF: 71.20% P: 65.56% R: 67.43% F: 66.49%
462
+ 2023-02-20 19:51:53 INFO test: loss: 0.1314 - UP: 68.27% UR: 70.76% UF: 69.49% P: 65.08% R: 67.45% F: 66.24%
463
+ 2023-02-20 19:51:53 INFO 0:00:12.283321s elapsed
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+ 2023-02-20 19:52:03 INFO lr: 4.9330e-05 - loss: 0.0720 - UP: 94.85% UR: 74.39% UF: 83.38% P: 94.63% R: 74.21% F: 83.19%
467
+ 2023-02-20 19:52:04 INFO dev: loss: nan - UP: 73.27% UR: 71.11% UF: 72.18% P: 68.06% R: 66.05% F: 67.04%
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+ 2023-02-20 19:52:05 INFO test: loss: 0.1345 - UP: 70.45% UR: 69.92% UF: 70.19% P: 66.91% R: 66.40% F: 66.65%
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+ 2023-02-20 19:52:05 INFO 0:00:12.614539s elapsed
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+ 2023-02-20 19:52:16 INFO lr: 4.9320e-05 - loss: 0.0760 - UP: 97.21% UR: 74.03% UF: 84.05% P: 97.03% R: 73.89% F: 83.90%
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+ 2023-02-20 19:52:17 INFO dev: loss: nan - UP: 76.94% UR: 69.37% UF: 72.96% P: 71.84% R: 64.77% F: 68.12%
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+ 2023-02-20 19:52:18 INFO test: loss: 0.1389 - UP: 71.52% UR: 67.53% UF: 69.47% P: 69.08% R: 65.23% F: 67.10%
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+ 2023-02-20 19:52:18 INFO 0:00:12.423307s elapsed
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+ 2023-02-20 19:52:28 INFO lr: 4.9310e-05 - loss: 0.0347 - UP: 96.41% UR: 77.01% UF: 85.63% P: 96.22% R: 76.86% F: 85.46%
479
+ 2023-02-20 19:52:29 INFO dev: loss: nan - UP: 76.46% UR: 67.25% UF: 71.56% P: 72.07% R: 63.39% F: 67.45%
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+ 2023-02-20 19:52:30 INFO test: loss: 0.1385 - UP: 72.73% UR: 65.69% UF: 69.03% P: 70.13% R: 63.34% F: 66.56%
481
+ 2023-02-20 19:52:30 INFO 0:00:12.239097s elapsed
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+ 2023-02-20 19:52:41 INFO lr: 4.9300e-05 - loss: 0.0278 - UP: 96.83% UR: 76.12% UF: 85.24% P: 96.59% R: 75.92% F: 85.02%
485
+ 2023-02-20 19:52:41 INFO dev: loss: nan - UP: 75.42% UR: 69.73% UF: 72.47% P: 70.65% R: 65.32% F: 67.88%
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+ 2023-02-20 19:52:42 INFO test: loss: 0.1392 - UP: 71.69% UR: 66.82% UF: 69.17% P: 68.85% R: 64.18% F: 66.44%
487
+ 2023-02-20 19:52:42 INFO 0:00:12.224654s elapsed
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+ 2023-02-20 19:52:53 INFO lr: 4.9290e-05 - loss: 0.0324 - UP: 97.01% UR: 75.93% UF: 85.19% P: 96.78% R: 75.75% F: 84.98%
491
+ 2023-02-20 19:52:53 INFO dev: loss: nan - UP: 75.27% UR: 70.29% UF: 72.69% P: 70.74% R: 66.05% F: 68.32%
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+ 2023-02-20 19:52:54 INFO test: loss: 0.1406 - UP: 70.45% UR: 68.41% UF: 69.42% P: 67.34% R: 65.40% F: 66.35%
493
+ 2023-02-20 19:52:54 INFO 0:00:12.194192s elapsed
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+
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+ 2023-02-20 19:53:49 INFO Epoch 41 saved
496
+ 2023-02-20 19:53:49 INFO dev: UP: 75.17% UR: 69.92% UF: 72.45% P: 71.22% R: 66.24% F: 68.64%
497
+ 2023-02-20 19:53:49 INFO test: UP: 71.20% UR: 66.69% UF: 68.87% P: 68.43% R: 64.10% F: 66.19%
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+ 2023-02-20 19:53:49 INFO 0:15:34.886909s elapsed, 0:00:13.167421s/epoch
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1
+ 2023-02-20 20:17:05 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/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/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
+ 2023-02-20 20:17:05 INFO Building the fields
39
+ 2023-02-20 20:17:14 INFO CoNLL(
40
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
41
+ (labels): ChartField()
42
+ )
43
+ 2023-02-20 20:17:14 INFO Building the model
44
+ 2023-02-20 20:17:51 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
+ 2023-02-20 20:17:51 INFO Loading the data
64
+ 2023-02-20 20:17:53 INFO
65
+ train: Dataset(n_sentences=1174, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=167, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-02-20 20:17:53 INFO Epoch 1 / 5000:
70
+ 2023-02-20 20:18:05 INFO lr: 4.9990e-05 - loss: 0.1714 - UP: 1.52% UR: 3.50% UF: 2.12% P: 0.68% R: 1.56% F: 0.95%
71
+ 2023-02-20 20:18:06 INFO dev: loss: nan - UP: 64.29% UR: 0.83% UF: 1.63% P: 64.29% R: 0.83% F: 1.63%
72
+ 2023-02-20 20:18:07 INFO test: loss: 0.1676 - UP: 77.42% UR: 1.01% UF: 1.99% P: 70.97% R: 0.92% F: 1.82%
73
+ 2023-02-20 20:18:17 INFO 0:00:13.959006s elapsed (saved)
74
+
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+ 2023-02-20 20:18:17 INFO Epoch 2 / 5000:
76
+ 2023-02-20 20:18:27 INFO lr: 4.9980e-05 - loss: 0.1508 - UP: 35.02% UR: 3.97% UF: 7.13% P: 29.15% R: 3.30% F: 5.93%
77
+ 2023-02-20 20:18:28 INFO dev: loss: nan - UP: 68.90% UR: 13.25% UF: 22.22% P: 58.37% R: 11.22% F: 18.83%
78
+ 2023-02-20 20:18:29 INFO test: loss: 0.1349 - UP: 67.39% UR: 13.07% UF: 21.89% P: 56.59% R: 10.98% F: 18.39%
79
+ 2023-02-20 20:18:42 INFO 0:00:11.917405s elapsed (saved)
80
+
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+ 2023-02-20 20:20:23 INFO dev: loss: nan - UP: 78.47% UR: 24.47% UF: 37.31% P: 72.27% R: 22.54% F: 34.36%
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+ 2023-02-20 20:20:24 INFO test: loss: 0.1151 - UP: 78.98% UR: 23.46% UF: 36.18% P: 70.94% R: 21.07% F: 32.49%
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+ 2023-02-20 20:20:35 INFO dev: loss: nan - UP: 70.99% UR: 32.20% UF: 44.30% P: 63.49% R: 28.79% F: 39.62%
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+ 2023-02-20 20:20:36 INFO test: loss: 0.1071 - UP: 72.89% UR: 31.88% UF: 44.36% P: 67.53% R: 29.53% F: 41.10%
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+ 2023-02-20 20:20:59 INFO test: loss: 0.1167 - UP: 82.06% UR: 16.67% UF: 27.72% P: 75.26% R: 15.29% F: 25.42%
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+ 2023-02-20 20:21:34 INFO test: loss: 0.1020 - UP: 69.90% UR: 48.85% UF: 57.51% P: 64.33% R: 44.95% F: 52.92%
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+ 2023-02-20 20:21:59 INFO test: loss: 0.1028 - UP: 66.41% UR: 53.25% UF: 59.10% P: 61.91% R: 49.64% F: 55.10%
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+ 2023-02-20 20:22:48 INFO test: loss: 0.1165 - UP: 78.49% UR: 41.89% UF: 54.63% P: 73.55% R: 39.25% F: 51.19%
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+ 2023-02-20 20:23:13 INFO test: loss: 0.1260 - UP: 73.45% UR: 39.76% UF: 51.59% P: 68.50% R: 37.08% F: 48.11%
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+ 2023-02-20 20:23:25 INFO test: loss: 0.1010 - UP: 78.02% UR: 45.96% UF: 57.84% P: 73.83% R: 43.49% F: 54.73%
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+ 2023-02-20 20:23:35 INFO lr: 4.9810e-05 - loss: 0.0132 - UP: 85.39% UR: 61.46% UF: 71.47% P: 84.73% R: 60.99% F: 70.93%
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+ 2023-02-20 20:23:35 INFO dev: loss: nan - UP: 72.04% UR: 52.62% UF: 60.82% P: 64.61% R: 47.19% F: 54.55%
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+ 2023-02-20 20:23:36 INFO test: loss: 0.1001 - UP: 74.84% UR: 52.83% UF: 61.94% P: 70.33% R: 49.64% F: 58.20%
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+ 2023-02-20 20:23:47 INFO 0:00:11.286065s elapsed (saved)
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+ 2023-02-20 20:23:57 INFO lr: 4.9800e-05 - loss: 0.0165 - UP: 86.10% UR: 67.13% UF: 75.44% P: 85.51% R: 66.67% F: 74.92%
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+ 2023-02-20 20:23:58 INFO dev: loss: nan - UP: 73.70% UR: 52.35% UF: 61.22% P: 67.36% R: 47.84% F: 55.94%
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+ 2023-02-20 20:23:59 INFO test: loss: 0.1023 - UP: 75.76% UR: 52.49% UF: 62.01% P: 71.34% R: 49.43% F: 58.40%
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+ 2023-02-20 20:24:10 INFO 0:00:12.435784s elapsed (saved)
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+ 2023-02-20 20:24:21 INFO lr: 4.9790e-05 - loss: 0.0205 - UP: 87.32% UR: 72.90% UF: 79.46% P: 87.07% R: 72.69% F: 79.23%
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+ 2023-02-20 20:24:23 INFO test: loss: 0.1126 - UP: 73.92% UR: 53.54% UF: 62.10% P: 69.64% R: 50.44% F: 58.50%
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+ 2023-02-20 20:24:35 INFO 0:00:13.017522s elapsed (saved)
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+ 2023-02-20 20:24:45 INFO lr: 4.9780e-05 - loss: 0.0226 - UP: 88.46% UR: 75.69% UF: 81.58% P: 88.16% R: 75.44% F: 81.31%
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+ 2023-02-20 20:24:48 INFO test: loss: 0.1120 - UP: 70.06% UR: 59.41% UF: 64.29% P: 65.81% R: 55.80% F: 60.39%
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+ 2023-02-20 20:25:09 INFO lr: 4.9770e-05 - loss: 0.0169 - UP: 89.48% UR: 78.62% UF: 83.70% P: 89.31% R: 78.47% F: 83.54%
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+ 2023-02-20 20:25:11 INFO test: loss: 0.1185 - UP: 73.79% UR: 55.43% UF: 63.30% P: 70.05% R: 52.62% F: 60.10%
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+ 2023-02-20 20:25:23 INFO 0:00:12.293340s elapsed (saved)
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+ 2023-02-20 20:25:33 INFO lr: 4.9760e-05 - loss: 0.0140 - UP: 89.79% UR: 79.88% UF: 84.55% P: 89.50% R: 79.63% F: 84.28%
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+ 2023-02-20 20:25:35 INFO dev: loss: nan - UP: 72.19% UR: 58.51% UF: 64.63% P: 65.38% R: 52.99% F: 58.54%
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+ 2023-02-20 20:25:36 INFO test: loss: 0.1163 - UP: 72.83% UR: 57.39% UF: 64.20% P: 68.21% R: 53.75% F: 60.12%
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+ 2023-02-20 20:25:47 INFO lr: 4.9750e-05 - loss: 0.0151 - UP: 91.44% UR: 81.41% UF: 86.13% P: 91.20% R: 81.19% F: 85.90%
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+ 2023-02-20 20:25:48 INFO dev: loss: nan - UP: 71.79% UR: 60.63% UF: 65.74% P: 64.92% R: 54.83% F: 59.45%
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+ 2023-02-20 20:25:50 INFO test: loss: 0.1199 - UP: 72.21% UR: 59.32% UF: 65.13% P: 68.03% R: 55.89% F: 61.36%
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+ 2023-02-20 20:26:00 INFO lr: 4.9740e-05 - loss: 0.0115 - UP: 91.15% UR: 85.01% UF: 87.97% P: 90.99% R: 84.86% F: 87.82%
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+ 2023-02-20 20:26:01 INFO dev: loss: nan - UP: 70.79% UR: 64.21% UF: 67.34% P: 65.01% R: 58.97% F: 61.84%
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+ 2023-02-20 20:26:02 INFO test: loss: 0.1254 - UP: 71.33% UR: 61.71% UF: 66.17% P: 66.68% R: 57.69% F: 61.86%
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+ 2023-02-20 20:26:24 INFO lr: 4.9730e-05 - loss: 0.0048 - UP: 93.48% UR: 84.32% UF: 88.66% P: 93.17% R: 84.04% F: 88.37%
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+ 2023-02-20 20:26:26 INFO test: loss: 0.1258 - UP: 73.75% UR: 56.26% UF: 63.83% P: 69.80% R: 53.25% F: 60.41%
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+ 2023-02-20 20:26:36 INFO lr: 4.9720e-05 - loss: 0.0098 - UP: 92.13% UR: 86.82% UF: 89.39% P: 91.93% R: 86.64% F: 89.21%
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+ 2023-02-20 20:26:37 INFO dev: loss: nan - UP: 75.69% UR: 58.14% UF: 65.76% P: 69.34% R: 53.27% F: 60.25%
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+ 2023-02-20 20:26:38 INFO test: loss: 0.1315 - UP: 73.55% UR: 56.98% UF: 64.21% P: 69.12% R: 53.54% F: 60.34%
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+ 2023-02-20 20:26:49 INFO lr: 4.9710e-05 - loss: 0.0035 - UP: 93.23% UR: 87.67% UF: 90.36% P: 93.07% R: 87.52% F: 90.21%
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+ 2023-02-20 20:26:51 INFO test: loss: 0.1340 - UP: 72.10% UR: 58.78% UF: 64.76% P: 67.78% R: 55.26% F: 60.88%
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+ 2023-02-20 20:27:12 INFO lr: 4.9700e-05 - loss: 0.0029 - UP: 93.95% UR: 88.60% UF: 91.20% P: 93.77% R: 88.43% F: 91.02%
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+ 2023-02-20 20:27:14 INFO test: loss: 0.1412 - UP: 74.66% UR: 57.14% UF: 64.74% P: 70.50% R: 53.96% F: 61.13%
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+ 2023-02-20 20:27:27 INFO test: loss: 0.1377 - UP: 72.53% UR: 60.62% UF: 66.04% P: 68.52% R: 57.27% F: 62.39%
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+ 2023-02-20 20:27:37 INFO lr: 4.9680e-05 - loss: 0.0038 - UP: 94.62% UR: 89.62% UF: 92.05% P: 94.49% R: 89.49% F: 91.92%
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+ 2023-02-20 20:27:38 INFO test: loss: 0.1445 - UP: 75.63% UR: 57.73% UF: 65.48% P: 71.30% R: 54.42% F: 61.72%
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+ 2023-02-20 20:27:50 INFO test: loss: 0.1347 - UP: 72.16% UR: 61.12% UF: 66.18% P: 67.75% R: 57.39% F: 62.15%
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+ 2023-02-20 20:28:00 INFO lr: 4.9660e-05 - loss: 0.0100 - UP: 94.99% UR: 91.17% UF: 93.04% P: 94.81% R: 91.00% F: 92.87%
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+ 2023-02-20 20:29:49 INFO test: loss: 0.1603 - UP: 77.12% UR: 52.66% UF: 62.58% P: 73.37% R: 50.10% F: 59.55%
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+ 2023-02-20 20:30:24 INFO test: loss: 0.1503 - UP: 66.65% UR: 66.49% UF: 66.57% P: 61.86% R: 61.71% F: 61.79%
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+ 2023-02-20 20:30:36 INFO test: loss: 0.1652 - UP: 67.54% UR: 64.94% UF: 66.21% P: 62.48% R: 60.08% F: 61.26%
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+ 2023-02-20 20:30:46 INFO dev: loss: nan - UP: 71.53% UR: 67.25% UF: 69.32% P: 65.95% R: 62.01% F: 63.92%
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+ 2023-02-20 20:30:47 INFO test: loss: 0.1623 - UP: 69.42% UR: 62.38% UF: 65.71% P: 64.94% R: 58.36% F: 61.47%
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+ 2023-02-20 20:30:59 INFO 0:00:11.478981s elapsed (saved)
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+ 2023-02-20 20:31:48 INFO test: loss: 0.1695 - UP: 70.91% UR: 62.59% UF: 66.49% P: 66.92% R: 59.07% F: 62.75%
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+ 2023-02-20 20:31:59 INFO 0:00:12.993445s elapsed (saved)
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+ 2023-02-20 20:32:13 INFO test: loss: 0.1907 - UP: 73.13% UR: 58.02% UF: 64.70% P: 67.21% R: 53.33% F: 59.47%
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+ 2023-02-20 20:32:24 INFO lr: 4.9490e-05 - loss: 0.0415 - UP: 93.30% UR: 86.12% UF: 89.57% P: 90.63% R: 83.65% F: 87.00%
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+ 2023-02-20 20:32:27 INFO test: loss: 0.1446 - UP: 68.82% UR: 54.92% UF: 61.09% P: 60.89% R: 48.60% F: 54.05%
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+ 2023-02-20 20:32:37 INFO lr: 4.9480e-05 - loss: 0.0192 - UP: 82.68% UR: 69.66% UF: 75.61% P: 78.72% R: 66.32% F: 71.99%
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+ 2023-02-20 20:32:39 INFO test: loss: 0.1517 - UP: 69.71% UR: 53.71% UF: 60.67% P: 61.72% R: 47.55% F: 53.72%
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+ 2023-02-20 20:32:49 INFO lr: 4.9470e-05 - loss: 0.0130 - UP: 81.70% UR: 71.83% UF: 76.45% P: 78.88% R: 69.35% F: 73.81%
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+ 2023-02-20 20:32:49 INFO dev: loss: nan - UP: 64.62% UR: 63.85% UF: 64.23% P: 57.82% R: 57.13% F: 57.47%
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+ 2023-02-20 20:32:50 INFO test: loss: 0.1381 - UP: 64.11% UR: 63.30% UF: 63.70% P: 59.36% R: 58.61% F: 58.98%
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+ 2023-02-20 20:33:00 INFO lr: 4.9460e-05 - loss: 0.0161 - UP: 89.71% UR: 78.53% UF: 83.75% P: 87.79% R: 76.84% F: 81.95%
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+ 2023-02-20 20:33:02 INFO test: loss: 0.1220 - UP: 69.10% UR: 62.76% UF: 65.77% P: 63.24% R: 57.44% F: 60.20%
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+ 2023-02-20 20:33:12 INFO lr: 4.9450e-05 - loss: 0.0069 - UP: 91.17% UR: 82.66% UF: 86.70% P: 89.89% R: 81.50% F: 85.49%
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+ 2023-02-20 20:33:13 INFO test: loss: 0.1289 - UP: 70.94% UR: 62.59% UF: 66.50% P: 66.43% R: 58.61% F: 62.27%
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+ 2023-02-20 20:33:23 INFO lr: 4.9440e-05 - loss: 0.0035 - UP: 92.75% UR: 86.63% UF: 89.58% P: 92.47% R: 86.36% F: 89.31%
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+ 2023-02-20 20:33:25 INFO test: loss: 0.1323 - UP: 76.32% UR: 57.94% UF: 65.87% P: 71.74% R: 54.46% F: 61.92%
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+ 2023-02-20 20:33:35 INFO lr: 4.9430e-05 - loss: 0.0069 - UP: 94.72% UR: 90.47% UF: 92.54% P: 94.33% R: 90.10% F: 92.17%
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+ 2023-02-20 20:33:35 INFO dev: loss: nan - UP: 71.57% UR: 64.40% UF: 67.80% P: 65.44% R: 58.88% F: 61.99%
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+ 2023-02-20 20:33:36 INFO test: loss: 0.1375 - UP: 71.38% UR: 61.54% UF: 66.10% P: 66.33% R: 57.18% F: 61.42%
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+ 2023-02-20 20:33:46 INFO lr: 4.9420e-05 - loss: 0.0033 - UP: 93.78% UR: 89.31% UF: 91.49% P: 93.31% R: 88.86% F: 91.03%
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+ 2023-02-20 20:33:47 INFO dev: loss: nan - UP: 74.14% UR: 61.45% UF: 67.20% P: 67.37% R: 55.84% F: 61.07%
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+ 2023-02-20 20:33:47 INFO test: loss: 0.1343 - UP: 74.02% UR: 58.36% UF: 65.26% P: 69.98% R: 55.17% F: 61.70%
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+ 2023-02-20 20:33:57 INFO lr: 4.9410e-05 - loss: 0.0165 - UP: 94.23% UR: 88.48% UF: 91.27% P: 93.67% R: 87.96% F: 90.72%
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+ 2023-02-20 20:33:58 INFO dev: loss: nan - UP: 75.87% UR: 62.19% UF: 68.35% P: 67.90% R: 55.66% F: 61.17%
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+ 2023-02-20 20:33:59 INFO test: loss: 0.1402 - UP: 74.16% UR: 59.03% UF: 65.73% P: 69.26% R: 55.13% F: 61.39%
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+ 2023-02-20 20:33:59 INFO 0:00:11.420041s elapsed
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+ 2023-02-20 20:34:09 INFO lr: 4.9400e-05 - loss: 0.0070 - UP: 95.69% UR: 92.10% UF: 93.86% P: 95.30% R: 91.73% F: 93.48%
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+ 2023-02-20 20:34:10 INFO test: loss: 0.1378 - UP: 70.71% UR: 64.52% UF: 67.47% P: 66.48% R: 60.66% F: 63.44%
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+ 2023-02-20 20:34:21 INFO lr: 4.9390e-05 - loss: 0.0010 - UP: 95.87% UR: 92.75% UF: 94.29% P: 95.65% R: 92.53% F: 94.06%
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+ 2023-02-20 20:34:22 INFO test: loss: 0.1395 - UP: 73.38% UR: 61.79% UF: 67.09% P: 69.10% R: 58.19% F: 63.18%
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+ 2023-02-20 20:34:33 INFO test: loss: 0.1490 - UP: 70.63% UR: 64.18% UF: 67.25% P: 66.76% R: 60.66% F: 63.56%
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+ 2023-02-20 20:34:45 INFO test: loss: 0.1535 - UP: 73.61% UR: 61.46% UF: 66.99% P: 69.49% R: 58.02% F: 63.24%
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+ 2023-02-20 20:34:56 INFO test: loss: 0.1522 - UP: 72.27% UR: 63.43% UF: 67.56% P: 67.97% R: 59.66% F: 63.54%
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+ 2023-02-20 20:35:08 INFO test: loss: 0.1577 - UP: 71.75% UR: 66.19% UF: 68.86% P: 67.39% R: 62.17% F: 64.68%
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+ 2023-02-20 20:35:19 INFO 0:00:11.324580s elapsed (saved)
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+ 2023-02-20 20:37:22 INFO test: loss: 0.1746 - UP: 72.77% UR: 64.73% UF: 68.51% P: 68.54% R: 60.96% F: 64.52%
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+ 2023-02-20 20:37:33 INFO dev: loss: nan - UP: 78.29% UR: 61.36% UF: 68.80% P: 72.30% R: 56.67% F: 63.54%
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+ 2023-02-20 20:37:45 INFO dev: loss: nan - UP: 70.76% UR: 65.23% UF: 67.88% P: 65.47% R: 60.35% F: 62.81%
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+ 2023-02-20 20:37:46 INFO test: loss: 0.1832 - UP: 70.76% UR: 63.47% UF: 66.92% P: 66.74% R: 59.87% F: 63.12%
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+ 2023-02-20 20:37:57 INFO test: loss: 0.1774 - UP: 71.75% UR: 64.89% UF: 68.15% P: 67.62% R: 61.16% F: 64.23%
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+ 2023-02-20 20:38:08 INFO dev: loss: nan - UP: 75.82% UR: 65.78% UF: 70.44% P: 69.67% R: 60.44% F: 64.73%
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+ 2023-02-20 20:38:19 INFO dev: loss: nan - UP: 76.74% UR: 65.87% UF: 70.89% P: 71.28% R: 61.18% F: 65.84%
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+ 2023-02-20 20:38:20 INFO test: loss: 0.1789 - UP: 73.46% UR: 64.60% UF: 68.75% P: 69.32% R: 60.96% F: 64.87%
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+ 2023-02-20 20:38:31 INFO 0:00:11.245342s elapsed (saved)
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+ 2023-02-20 20:38:43 INFO test: loss: 0.1831 - UP: 71.75% UR: 65.44% UF: 68.45% P: 67.57% R: 61.63% F: 64.46%
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+ 2023-02-20 20:38:43 INFO 0:00:12.318669s elapsed
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+ 2023-02-20 20:38:43 INFO Epoch 79 / 5000:
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+ 2023-02-20 20:38:54 INFO lr: 4.9210e-05 - loss: 0.0023 - UP: 98.28% UR: 97.45% UF: 97.86% P: 98.13% R: 97.30% F: 97.71%
539
+ 2023-02-20 20:38:54 INFO dev: loss: nan - UP: 74.42% UR: 65.32% UF: 69.57% P: 68.66% R: 60.26% F: 64.18%
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+ 2023-02-20 20:38:55 INFO test: loss: 0.1842 - UP: 72.40% UR: 64.52% UF: 68.23% P: 68.27% R: 60.83% F: 64.33%
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+ 2023-02-20 20:38:55 INFO 0:00:12.449729s elapsed
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+ 2023-02-20 20:38:55 INFO Epoch 80 / 5000:
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+ 2023-02-20 20:39:06 INFO lr: 4.9200e-05 - loss: 0.0021 - UP: 98.42% UR: 97.65% UF: 98.03% P: 98.31% R: 97.55% F: 97.93%
545
+ 2023-02-20 20:39:07 INFO dev: loss: nan - UP: 76.52% UR: 64.77% UF: 70.15% P: 70.33% R: 59.52% F: 64.47%
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+ 2023-02-20 20:39:08 INFO test: loss: 0.1858 - UP: 73.06% UR: 63.51% UF: 67.95% P: 69.06% R: 60.03% F: 64.23%
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+ 2023-02-20 20:39:08 INFO 0:00:12.488137s elapsed
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+ 2023-02-20 20:39:08 INFO Epoch 81 / 5000:
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+ 2023-02-20 20:39:18 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 98.12% UR: 96.75% UF: 97.43% P: 97.98% R: 96.62% F: 97.29%
551
+ 2023-02-20 20:39:19 INFO dev: loss: nan - UP: 73.25% UR: 64.49% UF: 68.59% P: 67.50% R: 59.43% F: 63.21%
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+ 2023-02-20 20:39:19 INFO test: loss: 0.1816 - UP: 71.11% UR: 63.93% UF: 67.33% P: 67.01% R: 60.24% F: 63.45%
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+ 2023-02-20 20:39:19 INFO 0:00:11.493236s elapsed
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+ 2023-02-20 20:39:19 INFO Epoch 82 / 5000:
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+ 2023-02-20 20:39:29 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 97.92% UR: 96.55% UF: 97.23% P: 97.81% R: 96.44% F: 97.12%
557
+ 2023-02-20 20:39:30 INFO dev: loss: nan - UP: 76.38% UR: 64.86% UF: 70.15% P: 69.88% R: 59.34% F: 64.18%
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+ 2023-02-20 20:39:31 INFO test: loss: 0.1920 - UP: 72.45% UR: 63.55% UF: 67.71% P: 68.00% R: 59.66% F: 63.56%
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+ 2023-02-20 20:39:31 INFO 0:00:11.592959s elapsed
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+ 2023-02-20 20:39:31 INFO Epoch 83 / 5000:
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+ 2023-02-20 20:39:41 INFO lr: 4.9170e-05 - loss: 0.0070 - UP: 97.91% UR: 97.11% UF: 97.51% P: 97.76% R: 96.96% F: 97.36%
563
+ 2023-02-20 20:39:41 INFO dev: loss: nan - UP: 76.42% UR: 64.40% UF: 69.90% P: 70.31% R: 59.25% F: 64.30%
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+ 2023-02-20 20:39:42 INFO test: loss: 0.1788 - UP: 73.89% UR: 62.84% UF: 67.92% P: 69.56% R: 59.15% F: 63.93%
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+ 2023-02-20 20:39:42 INFO 0:00:11.205797s elapsed
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+ 2023-02-20 20:39:42 INFO Epoch 84 / 5000:
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+ 2023-02-20 20:39:52 INFO lr: 4.9160e-05 - loss: 0.0012 - UP: 98.10% UR: 96.74% UF: 97.42% P: 98.01% R: 96.65% F: 97.33%
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+ 2023-02-20 20:39:52 INFO dev: loss: nan - UP: 74.09% UR: 67.07% UF: 70.40% P: 67.58% R: 61.18% F: 64.22%
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+ 2023-02-20 20:39:53 INFO test: loss: 0.1806 - UP: 71.02% UR: 65.40% UF: 68.09% P: 66.74% R: 61.46% F: 63.99%
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+ 2023-02-20 20:39:53 INFO 0:00:11.162605s elapsed
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+ 2023-02-20 20:39:53 INFO Epoch 85 / 5000:
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+ 2023-02-20 20:40:03 INFO lr: 4.9150e-05 - loss: 0.0025 - UP: 98.31% UR: 97.01% UF: 97.66% P: 98.23% R: 96.93% F: 97.58%
575
+ 2023-02-20 20:40:04 INFO dev: loss: nan - UP: 74.68% UR: 64.86% UF: 69.42% P: 69.07% R: 59.98% F: 64.20%
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+ 2023-02-20 20:40:05 INFO test: loss: 0.1964 - UP: 72.37% UR: 62.76% UF: 67.22% P: 68.41% R: 59.32% F: 63.54%
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+ 2023-02-20 20:40:05 INFO 0:00:11.414647s elapsed
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+ 2023-02-20 20:40:05 INFO Epoch 86 / 5000:
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+ 2023-02-20 20:40:15 INFO lr: 4.9140e-05 - loss: 0.0027 - UP: 97.97% UR: 96.90% UF: 97.43% P: 97.78% R: 96.72% F: 97.25%
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+ 2023-02-20 20:40:15 INFO dev: loss: nan - UP: 71.43% UR: 67.16% UF: 69.23% P: 65.17% R: 61.27% F: 63.16%
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+ 2023-02-20 20:40:16 INFO test: loss: 0.1666 - UP: 69.50% UR: 66.15% UF: 67.78% P: 65.40% R: 62.25% F: 63.79%
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+ 2023-02-20 20:40:16 INFO 0:00:11.754711s elapsed
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+ 2023-02-20 20:40:16 INFO Epoch 87 / 5000:
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+ 2023-02-20 20:40:26 INFO lr: 4.9130e-05 - loss: 0.0031 - UP: 98.27% UR: 97.08% UF: 97.67% P: 98.11% R: 96.91% F: 97.51%
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+ 2023-02-20 20:40:27 INFO dev: loss: nan - UP: 72.57% UR: 65.96% UF: 69.11% P: 65.89% R: 59.89% F: 62.75%
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+ 2023-02-20 20:40:28 INFO test: loss: 0.1815 - UP: 71.91% UR: 64.35% UF: 67.92% P: 67.09% R: 60.03% F: 63.37%
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+ 2023-02-20 20:40:28 INFO 0:00:11.601683s elapsed
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+ 2023-02-20 20:40:28 INFO Epoch 88 / 5000:
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+ 2023-02-20 20:40:38 INFO lr: 4.9120e-05 - loss: 0.0009 - UP: 98.31% UR: 96.57% UF: 97.43% P: 98.14% R: 96.41% F: 97.27%
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+ 2023-02-20 20:40:39 INFO dev: loss: nan - UP: 73.87% UR: 66.05% UF: 69.74% P: 67.28% R: 60.17% F: 63.53%
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+ 2023-02-20 20:40:39 INFO test: loss: 0.1641 - UP: 72.22% UR: 64.47% UF: 68.13% P: 68.56% R: 61.21% F: 64.67%
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+ 2023-02-20 20:40:39 INFO 0:00:11.399842s elapsed
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+ 2023-02-20 20:40:39 INFO Epoch 89 / 5000:
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+ 2023-02-20 20:40:49 INFO lr: 4.9110e-05 - loss: 0.0016 - UP: 97.82% UR: 97.86% UF: 97.84% P: 97.66% R: 97.69% F: 97.68%
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+ 2023-02-20 20:40:51 INFO test: loss: 0.1761 - UP: 71.91% UR: 63.80% UF: 67.61% P: 67.75% R: 60.12% F: 63.71%
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+ 2023-02-20 20:40:51 INFO 0:00:11.318328s elapsed
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+ 2023-02-20 20:40:51 INFO Epoch 90 / 5000:
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+ 2023-02-20 20:41:01 INFO lr: 4.9100e-05 - loss: 0.0005 - UP: 98.02% UR: 97.14% UF: 97.58% P: 97.91% R: 97.03% F: 97.47%
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+ 2023-02-20 20:41:01 INFO dev: loss: nan - UP: 76.19% UR: 65.04% UF: 70.17% P: 69.07% R: 58.97% F: 63.62%
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+ 2023-02-20 20:41:02 INFO test: loss: 0.1724 - UP: 73.78% UR: 63.30% UF: 68.14% P: 69.04% R: 59.24% F: 63.77%
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+ 2023-02-20 20:41:02 INFO 0:00:11.375661s elapsed
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+ 2023-02-20 20:41:12 INFO lr: 4.9090e-05 - loss: 0.0011 - UP: 98.52% UR: 97.55% UF: 98.03% P: 98.40% R: 97.43% F: 97.91%
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+ 2023-02-20 20:41:13 INFO dev: loss: nan - UP: 76.83% UR: 62.83% UF: 69.13% P: 70.42% R: 57.59% F: 63.36%
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+ 2023-02-20 20:41:14 INFO test: loss: 0.1771 - UP: 73.13% UR: 63.05% UF: 67.72% P: 69.44% R: 59.87% F: 64.30%
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+ 2023-02-20 20:41:14 INFO 0:00:11.475207s elapsed
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+ 2023-02-20 20:41:24 INFO lr: 4.9080e-05 - loss: 0.0048 - UP: 98.46% UR: 97.82% UF: 98.14% P: 98.35% R: 97.71% F: 98.03%
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+ 2023-02-20 20:41:24 INFO dev: loss: nan - UP: 75.38% UR: 63.11% UF: 68.70% P: 69.56% R: 58.23% F: 63.40%
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+ 2023-02-20 20:41:25 INFO test: loss: 0.1830 - UP: 73.99% UR: 61.25% UF: 67.02% P: 69.74% R: 57.73% F: 63.17%
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+ 2023-02-20 20:41:25 INFO 0:00:11.197136s elapsed
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+ 2023-02-20 20:41:35 INFO lr: 4.9070e-05 - loss: 0.0003 - UP: 98.66% UR: 97.68% UF: 98.17% P: 98.49% R: 97.52% F: 98.01%
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+ 2023-02-20 20:41:35 INFO dev: loss: nan - UP: 75.78% UR: 64.77% UF: 69.84% P: 69.75% R: 59.61% F: 64.29%
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+ 2023-02-20 20:41:36 INFO test: loss: 0.1788 - UP: 72.96% UR: 63.43% UF: 67.86% P: 69.25% R: 60.20% F: 64.41%
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+ 2023-02-20 20:41:36 INFO 0:00:11.287695s elapsed
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+ 2023-02-20 20:41:46 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 98.43% UR: 97.82% UF: 98.12% P: 98.37% R: 97.76% F: 98.07%
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+ 2023-02-20 20:41:47 INFO test: loss: 0.1803 - UP: 71.73% UR: 64.94% UF: 68.16% P: 67.93% R: 61.50% F: 64.56%
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+ 2023-02-20 20:41:47 INFO 0:00:11.255950s elapsed
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+ 2023-02-20 20:41:57 INFO lr: 4.9050e-05 - loss: 0.0004 - UP: 98.58% UR: 97.65% UF: 98.11% P: 98.46% R: 97.53% F: 97.99%
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+ 2023-02-20 20:41:58 INFO dev: loss: nan - UP: 73.07% UR: 66.15% UF: 69.44% P: 67.48% R: 61.09% F: 64.12%
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+ 2023-02-20 20:41:59 INFO test: loss: 0.1810 - UP: 71.63% UR: 65.48% UF: 68.42% P: 67.78% R: 61.96% F: 64.74%
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+ 2023-02-20 20:41:59 INFO 0:00:11.605189s elapsed
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+ 2023-02-20 20:42:09 INFO lr: 4.9040e-05 - loss: 0.0009 - UP: 98.83% UR: 98.18% UF: 98.50% P: 98.70% R: 98.04% F: 98.37%
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+ 2023-02-20 20:42:09 INFO dev: loss: nan - UP: 74.97% UR: 66.42% UF: 70.44% P: 68.74% R: 60.90% F: 64.59%
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+ 2023-02-20 20:42:10 INFO test: loss: 0.1809 - UP: 71.47% UR: 65.48% UF: 68.34% P: 67.40% R: 61.75% F: 64.45%
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+ 2023-02-20 20:42:10 INFO 0:00:11.314340s elapsed
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+ 2023-02-20 20:42:20 INFO lr: 4.9030e-05 - loss: 0.0021 - UP: 98.75% UR: 98.41% UF: 98.58% P: 98.68% R: 98.34% F: 98.51%
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+ 2023-02-20 20:42:22 INFO test: loss: 0.1984 - UP: 72.72% UR: 62.88% UF: 67.45% P: 69.04% R: 59.70% F: 64.03%
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+ 2023-02-20 20:42:22 INFO 0:00:11.637680s elapsed
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+
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+ 2023-02-20 20:42:22 INFO Epoch 98 / 5000:
652
+ 2023-02-20 20:42:32 INFO lr: 4.9020e-05 - loss: 0.0005 - UP: 98.78% UR: 98.23% UF: 98.50% P: 98.64% R: 98.10% F: 98.37%
653
+ 2023-02-20 20:42:33 INFO dev: loss: nan - UP: 75.43% UR: 65.23% UF: 69.96% P: 68.94% R: 59.61% F: 63.94%
654
+ 2023-02-20 20:42:33 INFO test: loss: 0.1915 - UP: 73.26% UR: 64.26% UF: 68.47% P: 69.10% R: 60.62% F: 64.58%
655
+ 2023-02-20 20:42:33 INFO 0:00:11.441681s elapsed
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+
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+ 2023-02-20 20:42:43 INFO lr: 4.9010e-05 - loss: 0.0008 - UP: 98.72% UR: 98.30% UF: 98.51% P: 98.63% R: 98.21% F: 98.42%
659
+ 2023-02-20 20:42:44 INFO dev: loss: nan - UP: 73.61% UR: 65.96% UF: 69.58% P: 67.45% R: 60.44% F: 63.76%
660
+ 2023-02-20 20:42:45 INFO test: loss: 0.2024 - UP: 71.49% UR: 63.55% UF: 67.29% P: 67.58% R: 60.08% F: 63.61%
661
+ 2023-02-20 20:42:45 INFO 0:00:11.753150s elapsed
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+
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+ 2023-02-20 20:42:45 INFO Epoch 100 / 5000:
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+ 2023-02-20 20:42:55 INFO lr: 4.9000e-05 - loss: 0.0003 - UP: 98.82% UR: 97.90% UF: 98.36% P: 98.69% R: 97.77% F: 98.23%
665
+ 2023-02-20 20:42:56 INFO dev: loss: nan - UP: 73.98% UR: 66.42% UF: 70.00% P: 68.03% R: 61.09% F: 64.37%
666
+ 2023-02-20 20:42:57 INFO test: loss: 0.1831 - UP: 71.56% UR: 64.94% UF: 68.09% P: 67.41% R: 61.16% F: 64.13%
667
+ 2023-02-20 20:42:57 INFO 0:00:11.573934s elapsed
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+
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+ 2023-02-20 20:43:07 INFO lr: 4.8990e-05 - loss: 0.0003 - UP: 98.81% UR: 97.96% UF: 98.38% P: 98.72% R: 97.87% F: 98.29%
671
+ 2023-02-20 20:43:07 INFO dev: loss: nan - UP: 73.55% UR: 65.23% UF: 69.14% P: 67.74% R: 60.07% F: 63.68%
672
+ 2023-02-20 20:43:08 INFO test: loss: 0.1970 - UP: 72.39% UR: 64.14% UF: 68.01% P: 68.23% R: 60.45% F: 64.10%
673
+ 2023-02-20 20:43:08 INFO 0:00:11.358798s elapsed
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+
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+ 2023-02-20 20:43:18 INFO lr: 4.8980e-05 - loss: 0.0023 - UP: 98.66% UR: 98.07% UF: 98.37% P: 98.55% R: 97.96% F: 98.25%
677
+ 2023-02-20 20:43:19 INFO dev: loss: nan - UP: 73.84% UR: 65.96% UF: 69.68% P: 67.87% R: 60.63% F: 64.04%
678
+ 2023-02-20 20:43:19 INFO test: loss: 0.1899 - UP: 71.07% UR: 64.85% UF: 67.82% P: 66.62% R: 60.79% F: 63.57%
679
+ 2023-02-20 20:43:19 INFO 0:00:11.364357s elapsed
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+
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+ 2023-02-20 20:43:19 INFO Epoch 103 / 5000:
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+ 2023-02-20 20:43:29 INFO lr: 4.8970e-05 - loss: 0.0001 - UP: 98.63% UR: 97.99% UF: 98.31% P: 98.49% R: 97.86% F: 98.17%
683
+ 2023-02-20 20:43:30 INFO dev: loss: nan - UP: 75.00% UR: 63.48% UF: 68.76% P: 68.80% R: 58.23% F: 63.08%
684
+ 2023-02-20 20:43:31 INFO test: loss: 0.1969 - UP: 73.35% UR: 62.84% UF: 67.69% P: 69.10% R: 59.20% F: 63.76%
685
+ 2023-02-20 20:43:31 INFO 0:00:11.696619s elapsed
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+
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+ 2023-02-20 20:43:31 INFO Epoch 104 / 5000:
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+ 2023-02-20 20:43:41 INFO lr: 4.8960e-05 - loss: 0.0007 - UP: 98.54% UR: 97.98% UF: 98.26% P: 98.43% R: 97.88% F: 98.15%
689
+ 2023-02-20 20:43:42 INFO dev: loss: nan - UP: 74.26% UR: 64.49% UF: 69.03% P: 68.54% R: 59.52% F: 63.71%
690
+ 2023-02-20 20:43:43 INFO test: loss: 0.2018 - UP: 71.26% UR: 62.84% UF: 66.79% P: 66.65% R: 58.78% F: 62.47%
691
+ 2023-02-20 20:43:43 INFO 0:00:11.722274s elapsed
692
+
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+ 2023-02-20 20:43:43 INFO Epoch 105 / 5000:
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+ 2023-02-20 20:43:53 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 98.54% UR: 98.18% UF: 98.36% P: 98.37% R: 98.00% F: 98.18%
695
+ 2023-02-20 20:43:53 INFO dev: loss: nan - UP: 75.03% UR: 64.95% UF: 69.63% P: 68.97% R: 59.71% F: 64.00%
696
+ 2023-02-20 20:43:54 INFO test: loss: 0.1948 - UP: 72.26% UR: 63.30% UF: 67.49% P: 68.05% R: 59.61% F: 63.56%
697
+ 2023-02-20 20:43:54 INFO 0:00:11.462721s elapsed
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+
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+ 2023-02-20 20:43:54 INFO Epoch 106 / 5000:
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+ 2023-02-20 20:44:04 INFO lr: 4.8940e-05 - loss: 0.0011 - UP: 98.73% UR: 98.05% UF: 98.39% P: 98.65% R: 97.97% F: 98.31%
701
+ 2023-02-20 20:44:05 INFO dev: loss: nan - UP: 75.56% UR: 65.41% UF: 70.12% P: 69.71% R: 60.35% F: 64.69%
702
+ 2023-02-20 20:44:06 INFO test: loss: 0.1923 - UP: 71.53% UR: 64.73% UF: 67.96% P: 67.13% R: 60.75% F: 63.78%
703
+ 2023-02-20 20:44:06 INFO 0:00:11.454419s elapsed
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+ 2023-02-20 20:44:06 INFO Epoch 107 / 5000:
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+ 2023-02-20 20:44:16 INFO lr: 4.8930e-05 - loss: 0.0054 - UP: 98.64% UR: 98.28% UF: 98.46% P: 98.53% R: 98.16% F: 98.35%
707
+ 2023-02-20 20:44:16 INFO dev: loss: nan - UP: 75.73% UR: 64.58% UF: 69.71% P: 69.69% R: 59.43% F: 64.15%
708
+ 2023-02-20 20:44:17 INFO test: loss: 0.1901 - UP: 72.04% UR: 64.01% UF: 67.79% P: 68.08% R: 60.49% F: 64.06%
709
+ 2023-02-20 20:44:17 INFO 0:00:11.404383s elapsed
710
+
711
+ 2023-02-20 20:44:55 INFO Epoch 77 saved
712
+ 2023-02-20 20:44:55 INFO dev: UP: 76.74% UR: 65.87% UF: 70.89% P: 71.28% R: 61.18% F: 65.84%
713
+ 2023-02-20 20:44:55 INFO test: UP: 73.46% UR: 64.60% UF: 68.75% P: 69.32% R: 60.96% F: 64.87%
714
+ 2023-02-20 20:44:55 INFO 0:21:28.796093s elapsed, 0:00:12.044823s/epoch
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1
+ 2023-02-20 20:45:05 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_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/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/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
+ 2023-02-20 20:45:05 INFO Building the fields
39
+ 2023-02-20 20:45:15 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-02-20 20:45:15 INFO Building the model
44
+ 2023-02-20 20:45:57 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
+ 2023-02-20 20:45:57 INFO Loading the data
64
+ 2023-02-20 20:45:59 INFO
65
+ train: Dataset(n_sentences=1174, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=167, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-02-20 20:45:59 INFO Epoch 1 / 5000:
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+ 2023-02-20 20:46:10 INFO lr: 4.9990e-05 - loss: 0.1466 - UP: 4.61% UR: 12.12% UF: 6.68% P: 1.08% R: 2.83% F: 1.56%
71
+ 2023-02-20 20:46:10 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-02-20 20:46:11 INFO test: loss: 0.1545 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-02-20 20:46:11 INFO 0:00:12.184940s elapsed
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+
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+ 2023-02-20 20:46:11 INFO Epoch 2 / 5000:
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+ 2023-02-20 20:46:19 INFO lr: 4.9980e-05 - loss: 0.0883 - UP: 55.97% UR: 6.99% UF: 12.42% P: 52.11% R: 6.50% F: 11.56%
77
+ 2023-02-20 20:46:20 INFO dev: loss: nan - UP: 87.80% UR: 13.25% UF: 23.02% P: 83.54% R: 12.60% F: 21.90%
78
+ 2023-02-20 20:46:20 INFO test: loss: 0.1179 - UP: 82.89% UR: 11.77% UF: 20.62% P: 79.35% R: 11.27% F: 19.74%
79
+ 2023-02-20 20:46:28 INFO 0:00:09.269204s elapsed (saved)
80
+
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+ 2023-02-20 20:46:28 INFO Epoch 3 / 5000:
82
+ 2023-02-20 20:46:37 INFO lr: 4.9970e-05 - loss: 0.0303 - UP: 69.24% UR: 16.96% UF: 27.25% P: 66.62% R: 16.32% F: 26.22%
83
+ 2023-02-20 20:46:37 INFO dev: loss: nan - UP: 70.29% UR: 21.99% UF: 33.50% P: 66.18% R: 20.70% F: 31.53%
84
+ 2023-02-20 20:46:38 INFO test: loss: 0.1109 - UP: 65.19% UR: 19.77% UF: 30.34% P: 61.19% R: 18.56% F: 28.48%
85
+ 2023-02-20 20:46:47 INFO 0:00:10.040537s elapsed (saved)
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+
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+ 2023-02-20 20:46:47 INFO Epoch 4 / 5000:
88
+ 2023-02-20 20:46:55 INFO lr: 4.9960e-05 - loss: 0.0630 - UP: 67.86% UR: 21.77% UF: 32.97% P: 65.43% R: 20.99% F: 31.78%
89
+ 2023-02-20 20:46:57 INFO dev: loss: nan - UP: 72.56% UR: 26.03% UF: 38.32% P: 69.74% R: 25.02% F: 36.83%
90
+ 2023-02-20 20:47:00 INFO test: loss: 0.1007 - UP: 69.63% UR: 25.56% UF: 37.39% P: 66.10% R: 24.26% F: 35.49%
91
+ 2023-02-20 20:47:08 INFO 0:00:12.603722s elapsed (saved)
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+
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+ 2023-02-20 20:47:08 INFO Epoch 5 / 5000:
94
+ 2023-02-20 20:47:16 INFO lr: 4.9950e-05 - loss: 0.0125 - UP: 74.02% UR: 28.86% UF: 41.53% P: 72.87% R: 28.41% F: 40.88%
95
+ 2023-02-20 20:47:18 INFO dev: loss: nan - UP: 69.35% UR: 33.30% UF: 45.00% P: 66.86% R: 32.11% F: 43.38%
96
+ 2023-02-20 20:47:19 INFO test: loss: 0.1035 - UP: 67.78% UR: 34.81% UF: 46.00% P: 65.17% R: 33.47% F: 44.23%
97
+ 2023-02-20 20:47:27 INFO 0:00:10.645515s elapsed (saved)
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+
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+ 2023-02-20 20:47:27 INFO Epoch 6 / 5000:
100
+ 2023-02-20 20:47:35 INFO lr: 4.9940e-05 - loss: 0.0634 - UP: 74.91% UR: 36.17% UF: 48.78% P: 73.60% R: 35.54% F: 47.93%
101
+ 2023-02-20 20:47:36 INFO dev: loss: nan - UP: 69.10% UR: 40.11% UF: 50.76% P: 66.88% R: 38.82% F: 49.13%
102
+ 2023-02-20 20:47:37 INFO test: loss: 0.1030 - UP: 71.04% UR: 40.80% UF: 51.84% P: 68.49% R: 39.34% F: 49.97%
103
+ 2023-02-20 20:47:45 INFO 0:00:10.119534s elapsed (saved)
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+
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+ 2023-02-20 20:47:45 INFO Epoch 7 / 5000:
106
+ 2023-02-20 20:47:54 INFO lr: 4.9930e-05 - loss: 0.0193 - UP: 75.22% UR: 44.01% UF: 55.53% P: 74.53% R: 43.61% F: 55.03%
107
+ 2023-02-20 20:47:55 INFO dev: loss: nan - UP: 75.92% UR: 34.22% UF: 47.18% P: 72.86% R: 32.84% F: 45.28%
108
+ 2023-02-20 20:47:57 INFO test: loss: 0.1019 - UP: 78.69% UR: 34.81% UF: 48.27% P: 75.76% R: 33.51% F: 46.47%
109
+ 2023-02-20 20:47:57 INFO 0:00:11.329712s elapsed
110
+
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+ 2023-02-20 20:47:57 INFO Epoch 8 / 5000:
112
+ 2023-02-20 20:48:08 INFO lr: 4.9920e-05 - loss: 0.0231 - UP: 77.82% UR: 48.00% UF: 59.38% P: 77.22% R: 47.64% F: 58.92%
113
+ 2023-02-20 20:48:08 INFO dev: loss: nan - UP: 72.11% UR: 43.05% UF: 53.92% P: 68.88% R: 41.12% F: 51.50%
114
+ 2023-02-20 20:48:09 INFO test: loss: 0.1036 - UP: 73.68% UR: 44.91% UF: 55.80% P: 71.07% R: 43.32% F: 53.83%
115
+ 2023-02-20 20:48:17 INFO 0:00:12.143417s elapsed (saved)
116
+
117
+ 2023-02-20 20:48:17 INFO Epoch 9 / 5000:
118
+ 2023-02-20 20:48:25 INFO lr: 4.9910e-05 - loss: 0.0349 - UP: 80.26% UR: 51.77% UF: 62.94% P: 79.67% R: 51.39% F: 62.48%
119
+ 2023-02-20 20:48:26 INFO dev: loss: nan - UP: 62.97% UR: 56.95% UF: 59.81% P: 59.82% R: 54.09% F: 56.81%
120
+ 2023-02-20 20:48:26 INFO test: loss: 0.1102 - UP: 61.68% UR: 54.08% UF: 57.63% P: 58.96% R: 51.70% F: 55.09%
121
+ 2023-02-20 20:48:35 INFO 0:00:09.300508s elapsed (saved)
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+
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+ 2023-02-20 20:48:35 INFO Epoch 10 / 5000:
124
+ 2023-02-20 20:48:43 INFO lr: 4.9900e-05 - loss: 0.0462 - UP: 80.29% UR: 57.15% UF: 66.77% P: 79.90% R: 56.87% F: 66.45%
125
+ 2023-02-20 20:48:44 INFO dev: loss: nan - UP: 73.04% UR: 48.85% UF: 58.54% P: 70.70% R: 47.29% F: 56.67%
126
+ 2023-02-20 20:48:45 INFO test: loss: 0.1052 - UP: 70.03% UR: 48.85% UF: 57.55% P: 67.39% R: 47.00% F: 55.38%
127
+ 2023-02-20 20:48:45 INFO 0:00:10.013979s elapsed
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+
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+ 2023-02-20 20:48:45 INFO Epoch 11 / 5000:
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+ 2023-02-20 20:48:54 INFO lr: 4.9890e-05 - loss: 0.0076 - UP: 82.35% UR: 60.44% UF: 69.71% P: 81.88% R: 60.09% F: 69.32%
131
+ 2023-02-20 20:48:55 INFO dev: loss: nan - UP: 74.25% UR: 50.41% UF: 60.05% P: 70.73% R: 48.02% F: 57.21%
132
+ 2023-02-20 20:48:56 INFO test: loss: 0.1055 - UP: 70.05% UR: 49.18% UF: 57.79% P: 66.83% R: 46.92% F: 55.13%
133
+ 2023-02-20 20:49:05 INFO 0:00:11.558919s elapsed (saved)
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+
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+ 2023-02-20 20:49:05 INFO Epoch 12 / 5000:
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+ 2023-02-20 20:49:13 INFO lr: 4.9880e-05 - loss: 0.0189 - UP: 82.98% UR: 61.30% UF: 70.51% P: 82.41% R: 60.87% F: 70.02%
137
+ 2023-02-20 20:49:14 INFO dev: loss: nan - UP: 76.31% UR: 50.97% UF: 61.11% P: 72.87% R: 48.67% F: 58.36%
138
+ 2023-02-20 20:49:15 INFO test: loss: 0.1102 - UP: 71.44% UR: 49.35% UF: 58.37% P: 68.34% R: 47.21% F: 55.85%
139
+ 2023-02-20 20:49:23 INFO 0:00:10.306768s elapsed (saved)
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+
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+ 2023-02-20 20:49:23 INFO Epoch 13 / 5000:
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+ 2023-02-20 20:49:31 INFO lr: 4.9870e-05 - loss: 0.0032 - UP: 85.57% UR: 65.85% UF: 74.43% P: 85.20% R: 65.57% F: 74.10%
143
+ 2023-02-20 20:49:32 INFO dev: loss: nan - UP: 76.03% UR: 54.28% UF: 63.34% P: 72.42% R: 51.70% F: 60.33%
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+ 2023-02-20 20:52:18 INFO test: loss: 0.1264 - UP: 76.39% UR: 57.73% UF: 65.76% P: 73.78% R: 55.76% F: 63.52%
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+ 2023-02-20 20:52:27 INFO test: loss: 0.1341 - UP: 73.30% UR: 61.29% UF: 66.76% P: 69.64% R: 58.23% F: 63.43%
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+ 2023-02-20 20:52:37 INFO test: loss: 0.1305 - UP: 75.17% UR: 60.12% UF: 66.81% P: 71.97% R: 57.56% F: 63.97%
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+ 2023-02-20 20:53:04 INFO dev: loss: nan - UP: 76.40% UR: 66.42% UF: 71.06% P: 72.80% R: 63.29% F: 67.72%
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+ 2023-02-20 20:53:06 INFO test: loss: 0.1318 - UP: 73.63% UR: 63.97% UF: 68.46% P: 70.44% R: 61.21% F: 65.50%
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+ 2023-02-20 20:53:15 INFO test: loss: 0.1301 - UP: 75.40% UR: 61.25% UF: 67.59% P: 72.72% R: 59.07% F: 65.19%
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+ 2023-02-20 20:53:24 INFO dev: loss: nan - UP: 82.95% UR: 63.57% UF: 71.98% P: 78.99% R: 60.53% F: 68.54%
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+ 2023-02-20 20:53:25 INFO test: loss: 0.1374 - UP: 77.01% UR: 60.62% UF: 67.84% P: 74.08% R: 58.32% F: 65.26%
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+ 2023-02-20 20:53:34 INFO dev: loss: nan - UP: 80.24% UR: 67.62% UF: 73.39% P: 75.87% R: 63.94% F: 69.40%
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+ 2023-02-20 20:53:53 INFO test: loss: 0.1547 - UP: 74.16% UR: 63.85% UF: 68.62% P: 70.56% R: 60.75% F: 65.29%
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+ 2023-02-20 20:55:20 INFO test: loss: 0.1500 - UP: 75.22% UR: 60.91% UF: 67.31% P: 72.84% R: 58.99% F: 65.19%
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+ 2023-02-20 20:57:49 INFO test: loss: 0.1690 - UP: 73.33% UR: 64.73% UF: 68.76% P: 70.38% R: 62.13% F: 66.00%
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+ 2023-02-20 20:58:27 INFO test: loss: 0.1390 - UP: 71.02% UR: 62.13% UF: 66.28% P: 66.95% R: 58.57% F: 62.48%
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+ 2023-02-20 20:58:27 INFO 0:00:09.672819s elapsed
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+ 2023-02-20 20:58:37 INFO test: loss: 0.1447 - UP: 72.29% UR: 65.35% UF: 68.65% P: 69.23% R: 62.59% F: 65.74%
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+ 2023-02-20 20:58:37 INFO 0:00:09.369524s elapsed
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+ 2023-02-20 20:58:46 INFO dev: loss: nan - UP: 76.79% UR: 71.21% UF: 73.89% P: 72.22% R: 66.97% F: 69.50%
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+ 2023-02-20 20:58:47 INFO test: loss: 0.1436 - UP: 73.02% UR: 66.57% UF: 69.65% P: 69.94% R: 63.76% F: 66.71%
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+ 2023-02-20 20:58:47 INFO 0:00:09.825577s elapsed
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+ 2023-02-20 20:58:55 INFO dev: loss: nan - UP: 79.51% UR: 69.27% UF: 74.04% P: 74.76% R: 65.13% F: 69.62%
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+ 2023-02-20 20:58:56 INFO test: loss: 0.1447 - UP: 74.21% UR: 64.73% UF: 69.14% P: 71.23% R: 62.13% F: 66.37%
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+ 2023-02-20 20:58:56 INFO 0:00:09.282578s elapsed
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+ 2023-02-20 20:58:56 INFO Epoch 60 / 5000:
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+ 2023-02-20 20:59:04 INFO lr: 4.9400e-05 - loss: 0.0026 - UP: 97.98% UR: 95.48% UF: 96.71% P: 97.82% R: 95.33% F: 96.56%
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+ 2023-02-20 20:59:05 INFO dev: loss: nan - UP: 77.54% UR: 70.19% UF: 73.68% P: 72.76% R: 65.87% F: 69.15%
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+ 2023-02-20 20:59:05 INFO test: loss: 0.1483 - UP: 72.52% UR: 66.44% UF: 69.35% P: 69.55% R: 63.72% F: 66.51%
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+ 2023-02-20 20:59:05 INFO 0:00:09.508414s elapsed
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+ 2023-02-20 20:59:05 INFO Epoch 61 / 5000:
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+ 2023-02-20 20:59:13 INFO lr: 4.9390e-05 - loss: 0.0065 - UP: 97.77% UR: 95.42% UF: 96.58% P: 97.65% R: 95.31% F: 96.46%
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+ 2023-02-20 20:59:14 INFO dev: loss: nan - UP: 82.51% UR: 62.93% UF: 71.40% P: 77.80% R: 59.34% F: 67.33%
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+ 2023-02-20 20:59:15 INFO test: loss: 0.1525 - UP: 79.06% UR: 58.19% UF: 67.04% P: 76.66% R: 56.43% F: 65.01%
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+ 2023-02-20 20:59:15 INFO 0:00:09.708867s elapsed
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+ 2023-02-20 20:59:15 INFO Epoch 62 / 5000:
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+ 2023-02-20 20:59:23 INFO lr: 4.9380e-05 - loss: 0.0021 - UP: 96.61% UR: 94.52% UF: 95.55% P: 96.41% R: 94.32% F: 95.36%
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+ 2023-02-20 20:59:24 INFO dev: loss: nan - UP: 75.50% UR: 70.01% UF: 72.65% P: 71.23% R: 66.05% F: 68.54%
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+ 2023-02-20 20:59:24 INFO test: loss: 0.1559 - UP: 70.94% UR: 67.91% UF: 69.39% P: 67.44% R: 64.56% F: 65.97%
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+ 2023-02-20 20:59:24 INFO 0:00:09.361582s elapsed
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+ 2023-02-20 20:59:33 INFO dev: loss: nan - UP: 74.93% UR: 69.27% UF: 71.99% P: 70.85% R: 65.50% F: 68.07%
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+ 2023-02-20 20:59:34 INFO test: loss: 0.1539 - UP: 72.10% UR: 67.32% UF: 69.63% P: 69.18% R: 64.60% F: 66.81%
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+ 2023-02-20 20:59:34 INFO 0:00:09.558158s elapsed
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+ 2023-02-20 20:59:34 INFO Epoch 64 / 5000:
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+ 2023-02-20 20:59:42 INFO lr: 4.9360e-05 - loss: 0.0018 - UP: 98.12% UR: 96.46% UF: 97.28% P: 97.92% R: 96.26% F: 97.08%
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+ 2023-02-20 20:59:43 INFO dev: loss: nan - UP: 76.57% UR: 71.85% UF: 74.13% P: 72.55% R: 68.08% F: 70.24%
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+ 2023-02-20 20:59:44 INFO test: loss: 0.1594 - UP: 72.54% UR: 67.07% UF: 69.70% P: 69.46% R: 64.22% F: 66.74%
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+ 2023-02-20 20:59:44 INFO 0:00:09.744898s elapsed
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+ 2023-02-20 20:59:44 INFO Epoch 65 / 5000:
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+ 2023-02-20 20:59:52 INFO lr: 4.9350e-05 - loss: 0.0072 - UP: 98.35% UR: 97.32% UF: 97.83% P: 98.21% R: 97.18% F: 97.69%
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+ 2023-02-20 20:59:52 INFO dev: loss: nan - UP: 77.64% UR: 69.64% UF: 73.42% P: 73.44% R: 65.87% F: 69.45%
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+ 2023-02-20 20:59:53 INFO test: loss: 0.1694 - UP: 73.80% UR: 65.02% UF: 69.13% P: 71.09% R: 62.63% F: 66.59%
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+ 2023-02-20 20:59:53 INFO 0:00:09.382786s elapsed
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+ 2023-02-20 20:59:53 INFO Epoch 66 / 5000:
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+ 2023-02-20 21:00:01 INFO lr: 4.9340e-05 - loss: 0.0075 - UP: 98.41% UR: 97.13% UF: 97.77% P: 98.26% R: 96.98% F: 97.62%
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+ 2023-02-20 21:00:03 INFO test: loss: 0.1714 - UP: 73.08% UR: 65.52% UF: 69.10% P: 70.47% R: 63.18% F: 66.62%
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+ 2023-02-20 21:00:03 INFO 0:00:10.193029s elapsed
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+ 2023-02-20 21:00:11 INFO lr: 4.9330e-05 - loss: 0.0006 - UP: 98.48% UR: 97.28% UF: 97.88% P: 98.36% R: 97.17% F: 97.76%
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+ 2023-02-20 21:00:12 INFO dev: loss: nan - UP: 77.43% UR: 71.02% UF: 74.09% P: 73.02% R: 66.97% F: 69.87%
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+ 2023-02-20 21:00:13 INFO test: loss: 0.1675 - UP: 73.06% UR: 66.11% UF: 69.41% P: 70.37% R: 63.68% F: 66.86%
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+ 2023-02-20 21:00:13 INFO 0:00:09.402440s elapsed
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+ 2023-02-20 21:00:21 INFO lr: 4.9320e-05 - loss: 0.0021 - UP: 98.73% UR: 97.26% UF: 97.99% P: 98.61% R: 97.14% F: 97.87%
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+ 2023-02-20 21:00:22 INFO test: loss: 0.1739 - UP: 73.32% UR: 66.65% UF: 69.83% P: 70.23% R: 63.85% F: 66.89%
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+ 2023-02-20 21:00:22 INFO 0:00:09.448051s elapsed
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+ 2023-02-20 21:00:30 INFO lr: 4.9310e-05 - loss: 0.0015 - UP: 98.32% UR: 97.58% UF: 97.95% P: 98.19% R: 97.44% F: 97.81%
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+ 2023-02-20 21:00:31 INFO dev: loss: nan - UP: 78.91% UR: 68.17% UF: 73.15% P: 74.87% R: 64.67% F: 69.40%
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+ 2023-02-20 21:00:32 INFO test: loss: 0.1763 - UP: 75.25% UR: 64.18% UF: 69.27% P: 72.05% R: 61.46% F: 66.34%
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+ 2023-02-20 21:00:32 INFO 0:00:09.555370s elapsed
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+ 2023-02-20 21:00:40 INFO lr: 4.9300e-05 - loss: 0.0024 - UP: 98.43% UR: 97.37% UF: 97.90% P: 98.33% R: 97.27% F: 97.80%
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+ 2023-02-20 21:00:41 INFO test: loss: 0.1763 - UP: 73.11% UR: 67.07% UF: 69.96% P: 70.09% R: 64.31% F: 67.07%
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+ 2023-02-20 21:00:41 INFO 0:00:09.350164s elapsed
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+ 2023-02-20 21:00:51 INFO test: loss: 0.1799 - UP: 71.64% UR: 67.95% UF: 69.75% P: 68.82% R: 65.27% F: 67.00%
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+ 2023-02-20 21:01:00 INFO test: loss: 0.1841 - UP: 72.15% UR: 66.86% UF: 69.41% P: 69.48% R: 64.39% F: 66.84%
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+ 2023-02-20 21:01:00 INFO 0:00:09.386592s elapsed
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+ 2023-02-20 21:01:09 INFO test: loss: 0.1817 - UP: 73.01% UR: 65.94% UF: 69.29% P: 70.32% R: 63.51% F: 66.74%
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+ 2023-02-20 21:01:09 INFO 0:00:09.436528s elapsed
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+ 2023-02-20 21:01:17 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 98.64% UR: 97.65% UF: 98.14% P: 98.52% R: 97.52% F: 98.02%
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+ 2023-02-20 21:01:19 INFO test: loss: 0.1788 - UP: 71.30% UR: 68.50% UF: 69.87% P: 68.51% R: 65.81% F: 67.14%
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+ 2023-02-20 21:01:19 INFO 0:00:09.905372s elapsed
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+ 2023-02-20 21:01:27 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 98.95% UR: 98.15% UF: 98.55% P: 98.80% R: 98.00% F: 98.40%
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+ 2023-02-20 21:01:29 INFO test: loss: 0.1822 - UP: 72.72% UR: 66.90% UF: 69.69% P: 69.72% R: 64.14% F: 66.81%
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+ 2023-02-20 21:01:37 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 98.85% UR: 97.91% UF: 98.38% P: 98.70% R: 97.76% F: 98.23%
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+ 2023-02-20 21:01:38 INFO test: loss: 0.1875 - UP: 72.14% UR: 67.91% UF: 69.96% P: 69.25% R: 65.19% F: 67.16%
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+ 2023-02-20 21:01:38 INFO 0:00:09.468200s elapsed
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+
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+ 2023-02-20 21:01:38 INFO Epoch 77 / 5000:
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+ 2023-02-20 21:01:46 INFO lr: 4.9230e-05 - loss: 0.0095 - UP: 98.77% UR: 97.74% UF: 98.25% P: 98.64% R: 97.61% F: 98.13%
527
+ 2023-02-20 21:01:47 INFO dev: loss: nan - UP: 75.73% UR: 73.51% UF: 74.60% P: 71.75% R: 69.64% F: 70.68%
528
+ 2023-02-20 21:01:48 INFO test: loss: 0.1847 - UP: 70.68% UR: 69.59% UF: 70.13% P: 67.79% R: 66.74% F: 67.26%
529
+ 2023-02-20 21:01:48 INFO 0:00:09.773264s elapsed
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+
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+ 2023-02-20 21:01:48 INFO Epoch 78 / 5000:
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+ 2023-02-20 21:01:56 INFO lr: 4.9220e-05 - loss: 0.0010 - UP: 98.39% UR: 97.99% UF: 98.19% P: 98.25% R: 97.86% F: 98.05%
533
+ 2023-02-20 21:01:57 INFO dev: loss: nan - UP: 76.35% UR: 74.24% UF: 75.28% P: 72.19% R: 70.19% F: 71.18%
534
+ 2023-02-20 21:01:57 INFO test: loss: 0.1848 - UP: 69.33% UR: 70.17% UF: 69.75% P: 65.98% R: 66.78% F: 66.38%
535
+ 2023-02-20 21:01:57 INFO 0:00:09.386579s elapsed
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+
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+ 2023-02-20 21:01:57 INFO Epoch 79 / 5000:
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+ 2023-02-20 21:02:05 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 98.69% UR: 97.72% UF: 98.20% P: 98.56% R: 97.59% F: 98.07%
539
+ 2023-02-20 21:02:06 INFO dev: loss: nan - UP: 77.53% UR: 71.11% UF: 74.18% P: 73.52% R: 67.43% F: 70.35%
540
+ 2023-02-20 21:02:07 INFO test: loss: 0.1752 - UP: 73.67% UR: 66.82% UF: 70.08% P: 70.67% R: 64.10% F: 67.22%
541
+ 2023-02-20 21:02:07 INFO 0:00:09.395448s elapsed
542
+
543
+ 2023-02-20 21:02:41 INFO Epoch 49 saved
544
+ 2023-02-20 21:02:41 INFO dev: UP: 77.56% UR: 73.78% UF: 75.62% P: 73.69% R: 70.10% F: 71.85%
545
+ 2023-02-20 21:02:41 INFO test: UP: 72.15% UR: 66.74% UF: 69.34% P: 68.61% R: 63.47% F: 65.94%
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+ 2023-02-20 21:02:41 INFO 0:13:14.599075s elapsed, 0:00:10.058216s/epoch
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1
+ 2023-02-20 19:00:08 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
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+ 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/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/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
+ 2023-02-20 19:00:08 INFO Building the fields
39
+ 2023-02-20 19:00:15 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-02-20 19:00:15 INFO Building the model
44
+ 2023-02-20 19:01:02 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
+ 2023-02-20 19:01:02 INFO Loading the data
64
+ 2023-02-20 19:01:04 INFO
65
+ train: Dataset(n_sentences=1174, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=167, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-02-20 19:01:04 INFO Epoch 1 / 5000:
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+ 2023-02-20 19:01:18 INFO lr: 4.9990e-05 - loss: 0.1065 - UP: 1.14% UR: 3.84% UF: 1.76% P: 0.63% R: 2.13% F: 0.98%
71
+ 2023-02-20 19:01:18 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2023-02-20 19:01:19 INFO test: loss: 0.1829 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-02-20 19:01:19 INFO 0:00:14.916128s elapsed
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+
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+ 2023-02-20 19:01:19 INFO Epoch 2 / 5000:
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+ 2023-02-20 19:01:30 INFO lr: 4.9980e-05 - loss: 0.1000 - UP: 58.31% UR: 4.91% UF: 9.06% P: 53.00% R: 4.46% F: 8.23%
77
+ 2023-02-20 19:01:31 INFO dev: loss: nan - UP: 92.19% UR: 5.43% UF: 10.25% P: 81.25% R: 4.78% F: 9.04%
78
+ 2023-02-20 19:01:32 INFO test: loss: 0.1504 - UP: 89.05% UR: 5.11% UF: 9.67% P: 78.83% R: 4.52% F: 8.56%
79
+ 2023-02-20 19:01:50 INFO 0:00:12.690565s elapsed (saved)
80
+
81
+ 2023-02-20 19:01:50 INFO Epoch 3 / 5000:
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+ 2023-02-20 19:02:02 INFO lr: 4.9970e-05 - loss: 0.0470 - UP: 66.13% UR: 12.20% UF: 20.61% P: 62.46% R: 11.53% F: 19.46%
83
+ 2023-02-20 19:02:03 INFO dev: loss: nan - UP: 82.59% UR: 17.02% UF: 28.22% P: 79.46% R: 16.38% F: 27.15%
84
+ 2023-02-20 19:02:04 INFO test: loss: 0.1164 - UP: 78.06% UR: 15.21% UF: 25.46% P: 74.62% R: 14.54% F: 24.33%
85
+ 2023-02-20 19:02:22 INFO 0:00:13.864452s elapsed (saved)
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+
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+ 2023-02-20 19:02:22 INFO Epoch 4 / 5000:
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+ 2023-02-20 19:02:33 INFO lr: 4.9960e-05 - loss: 0.0318 - UP: 64.50% UR: 18.55% UF: 28.81% P: 62.78% R: 18.05% F: 28.04%
89
+ 2023-02-20 19:02:35 INFO dev: loss: nan - UP: 89.26% UR: 12.24% UF: 21.52% P: 85.91% R: 11.78% F: 20.71%
90
+ 2023-02-20 19:02:36 INFO test: loss: 0.1145 - UP: 86.38% UR: 10.89% UF: 19.35% P: 84.39% R: 10.64% F: 18.90%
91
+ 2023-02-20 19:02:36 INFO 0:00:13.756296s elapsed
92
+
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+ 2023-02-20 19:02:36 INFO Epoch 5 / 5000:
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+ 2023-02-20 19:02:48 INFO lr: 4.9950e-05 - loss: 0.0164 - UP: 70.11% UR: 21.63% UF: 33.06% P: 68.59% R: 21.16% F: 32.35%
95
+ 2023-02-20 19:02:49 INFO dev: loss: nan - UP: 77.78% UR: 18.03% UF: 29.28% P: 76.19% R: 17.66% F: 28.68%
96
+ 2023-02-20 19:02:50 INFO test: loss: 0.1034 - UP: 83.68% UR: 18.68% UF: 30.55% P: 82.74% R: 18.48% F: 30.21%
97
+ 2023-02-20 19:03:10 INFO 0:00:14.296419s elapsed (saved)
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+
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+ 2023-02-20 19:03:10 INFO Epoch 6 / 5000:
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+ 2023-02-20 19:03:22 INFO lr: 4.9940e-05 - loss: 0.0229 - UP: 72.19% UR: 28.61% UF: 40.98% P: 71.26% R: 28.24% F: 40.45%
101
+ 2023-02-20 19:03:23 INFO dev: loss: nan - UP: 74.15% UR: 30.08% UF: 42.80% P: 71.88% R: 29.16% F: 41.49%
102
+ 2023-02-20 19:03:25 INFO test: loss: 0.1041 - UP: 72.35% UR: 31.46% UF: 43.85% P: 70.42% R: 30.62% F: 42.69%
103
+ 2023-02-20 19:03:46 INFO 0:00:14.612248s elapsed (saved)
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+
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+ 2023-02-20 19:03:46 INFO Epoch 7 / 5000:
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+ 2023-02-20 19:03:58 INFO lr: 4.9930e-05 - loss: 0.0530 - UP: 72.89% UR: 35.07% UF: 47.35% P: 72.03% R: 34.65% F: 46.79%
107
+ 2023-02-20 19:03:59 INFO dev: loss: nan - UP: 78.82% UR: 30.82% UF: 44.31% P: 76.71% R: 29.99% F: 43.12%
108
+ 2023-02-20 19:04:00 INFO test: loss: 0.1016 - UP: 75.78% UR: 32.38% UF: 45.38% P: 73.73% R: 31.50% F: 44.14%
109
+ 2023-02-20 19:04:19 INFO 0:00:14.577497s elapsed (saved)
110
+
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+ 2023-02-20 19:04:19 INFO Epoch 8 / 5000:
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+ 2023-02-20 19:04:31 INFO lr: 4.9920e-05 - loss: 0.0854 - UP: 72.59% UR: 36.66% UF: 48.72% P: 71.77% R: 36.25% F: 48.17%
113
+ 2023-02-20 19:04:31 INFO dev: loss: nan - UP: 79.79% UR: 27.60% UF: 41.01% P: 77.93% R: 26.95% F: 40.05%
114
+ 2023-02-20 19:04:32 INFO test: loss: 0.1034 - UP: 81.54% UR: 27.57% UF: 41.20% P: 79.80% R: 26.98% F: 40.33%
115
+ 2023-02-20 19:04:32 INFO 0:00:12.761162s elapsed
116
+
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+ 2023-02-20 19:04:32 INFO Epoch 9 / 5000:
118
+ 2023-02-20 19:04:44 INFO lr: 4.9910e-05 - loss: 0.0168 - UP: 74.93% UR: 38.67% UF: 51.01% P: 74.08% R: 38.23% F: 50.44%
119
+ 2023-02-20 19:04:45 INFO dev: loss: nan - UP: 77.90% UR: 32.75% UF: 46.11% P: 74.18% R: 31.19% F: 43.91%
120
+ 2023-02-20 19:04:46 INFO test: loss: 0.1077 - UP: 76.03% UR: 32.43% UF: 45.46% P: 74.26% R: 31.67% F: 44.41%
121
+ 2023-02-20 19:05:04 INFO 0:00:13.733637s elapsed (saved)
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+
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+ 2023-02-20 19:05:04 INFO Epoch 10 / 5000:
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+ 2023-02-20 19:05:16 INFO lr: 4.9900e-05 - loss: 0.0084 - UP: 75.63% UR: 43.75% UF: 55.43% P: 74.88% R: 43.31% F: 54.88%
125
+ 2023-02-20 19:05:17 INFO dev: loss: nan - UP: 73.43% UR: 39.93% UF: 51.73% P: 70.39% R: 38.27% F: 49.58%
126
+ 2023-02-20 19:05:18 INFO test: loss: 0.1099 - UP: 72.48% UR: 40.59% UF: 52.04% P: 70.16% R: 39.30% F: 50.38%
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+ 2023-02-20 19:05:37 INFO 0:00:14.257628s elapsed (saved)
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+
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+ 2023-02-20 19:05:37 INFO Epoch 11 / 5000:
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+ 2023-02-20 19:05:49 INFO lr: 4.9890e-05 - loss: 0.0095 - UP: 78.92% UR: 49.47% UF: 60.82% P: 78.37% R: 49.13% F: 60.40%
131
+ 2023-02-20 19:05:51 INFO dev: loss: nan - UP: 70.14% UR: 46.46% UF: 55.89% P: 67.22% R: 44.53% F: 53.57%
132
+ 2023-02-20 19:05:52 INFO test: loss: 0.1136 - UP: 69.61% UR: 47.51% UF: 56.47% P: 66.79% R: 45.58% F: 54.18%
133
+ 2023-02-20 19:06:11 INFO 0:00:14.677641s elapsed (saved)
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+
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+ 2023-02-20 19:06:11 INFO Epoch 12 / 5000:
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+ 2023-02-20 19:06:22 INFO lr: 4.9880e-05 - loss: 0.0470 - UP: 79.59% UR: 54.44% UF: 64.65% P: 79.10% R: 54.11% F: 64.26%
137
+ 2023-02-20 19:06:23 INFO dev: loss: nan - UP: 72.89% UR: 47.75% UF: 57.70% P: 68.82% R: 45.08% F: 54.47%
138
+ 2023-02-20 19:06:24 INFO test: loss: 0.1109 - UP: 70.52% UR: 47.59% UF: 56.83% P: 67.54% R: 45.58% F: 54.43%
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+ 2023-02-20 19:06:43 INFO 0:00:13.363263s elapsed (saved)
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+
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+ 2023-02-20 19:06:43 INFO Epoch 13 / 5000:
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+ 2023-02-20 19:06:54 INFO lr: 4.9870e-05 - loss: 0.0117 - UP: 82.71% UR: 57.07% UF: 67.54% P: 82.39% R: 56.85% F: 67.28%
143
+ 2023-02-20 19:06:55 INFO dev: loss: nan - UP: 74.24% UR: 49.31% UF: 59.26% P: 70.22% R: 46.64% F: 56.05%
144
+ 2023-02-20 19:06:56 INFO test: loss: 0.1130 - UP: 71.82% UR: 50.19% UF: 59.09% P: 69.18% R: 48.35% F: 56.92%
145
+ 2023-02-20 19:07:14 INFO 0:00:13.263024s elapsed (saved)
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+
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+ 2023-02-20 19:07:14 INFO Epoch 14 / 5000:
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+ 2023-02-20 19:07:26 INFO lr: 4.9860e-05 - loss: 0.0046 - UP: 82.62% UR: 61.69% UF: 70.64% P: 82.35% R: 61.48% F: 70.40%
149
+ 2023-02-20 19:07:27 INFO dev: loss: nan - UP: 72.56% UR: 49.86% UF: 59.11% P: 69.21% R: 47.56% F: 56.38%
150
+ 2023-02-20 19:07:29 INFO test: loss: 0.1171 - UP: 71.92% UR: 50.44% UF: 59.30% P: 69.24% R: 48.55% F: 57.08%
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+ 2023-02-20 19:07:47 INFO 0:00:14.384884s elapsed (saved)
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+
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+ 2023-02-20 19:07:47 INFO Epoch 15 / 5000:
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+ 2023-02-20 19:07:59 INFO lr: 4.9850e-05 - loss: 0.0359 - UP: 83.74% UR: 62.34% UF: 71.48% P: 83.44% R: 62.11% F: 71.21%
155
+ 2023-02-20 19:08:00 INFO dev: loss: nan - UP: 75.88% UR: 47.75% UF: 58.61% P: 72.22% R: 45.45% F: 55.79%
156
+ 2023-02-20 19:08:01 INFO test: loss: 0.1119 - UP: 75.19% UR: 50.40% UF: 60.35% P: 71.69% R: 48.05% F: 57.54%
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+ 2023-02-20 19:08:01 INFO 0:00:13.575982s elapsed
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+
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+ 2023-02-20 19:08:01 INFO Epoch 16 / 5000:
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+ 2023-02-20 19:08:13 INFO lr: 4.9840e-05 - loss: 0.0248 - UP: 84.81% UR: 66.21% UF: 74.36% P: 84.37% R: 65.86% F: 73.98%
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+ 2023-02-20 19:08:14 INFO dev: loss: nan - UP: 65.87% UR: 55.75% UF: 60.39% P: 62.83% R: 53.17% F: 57.60%
162
+ 2023-02-20 19:08:15 INFO test: loss: 0.1172 - UP: 67.25% UR: 57.81% UF: 62.18% P: 64.18% R: 55.17% F: 59.34%
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+ 2023-02-20 19:08:34 INFO 0:00:14.188441s elapsed (saved)
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+
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+ 2023-02-20 19:08:34 INFO Epoch 17 / 5000:
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+ 2023-02-20 19:08:46 INFO lr: 4.9830e-05 - loss: 0.0261 - UP: 85.32% UR: 66.20% UF: 74.55% P: 84.83% R: 65.82% F: 74.12%
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+ 2023-02-20 19:08:46 INFO dev: loss: nan - UP: 70.06% UR: 54.46% UF: 61.28% P: 67.34% R: 52.35% F: 58.90%
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+ 2023-02-20 19:08:47 INFO test: loss: 0.1138 - UP: 70.39% UR: 54.08% UF: 61.17% P: 67.72% R: 52.03% F: 58.85%
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+ 2023-02-20 19:09:06 INFO 0:00:13.128242s elapsed (saved)
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+
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+ 2023-02-20 19:09:06 INFO Epoch 18 / 5000:
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+ 2023-02-20 19:09:18 INFO lr: 4.9820e-05 - loss: 0.0289 - UP: 85.36% UR: 68.17% UF: 75.80% P: 84.86% R: 67.77% F: 75.36%
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+ 2023-02-20 19:09:19 INFO dev: loss: nan - UP: 74.23% UR: 53.27% UF: 62.02% P: 70.64% R: 50.69% F: 59.03%
174
+ 2023-02-20 19:09:20 INFO test: loss: 0.1186 - UP: 71.99% UR: 51.15% UF: 59.81% P: 69.10% R: 49.10% F: 57.41%
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+ 2023-02-20 19:09:38 INFO 0:00:13.627784s elapsed (saved)
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+
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+ 2023-02-20 19:09:38 INFO Epoch 19 / 5000:
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+ 2023-02-20 19:09:50 INFO lr: 4.9810e-05 - loss: 0.0079 - UP: 87.32% UR: 70.14% UF: 77.79% P: 86.91% R: 69.81% F: 77.43%
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+ 2023-02-20 19:09:51 INFO dev: loss: nan - UP: 73.75% UR: 55.57% UF: 63.38% P: 70.21% R: 52.90% F: 60.34%
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+ 2023-02-20 19:09:52 INFO test: loss: 0.1292 - UP: 72.03% UR: 55.13% UF: 62.46% P: 68.64% R: 52.53% F: 59.52%
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+ 2023-02-20 19:10:11 INFO 0:00:13.261847s elapsed (saved)
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+
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+ 2023-02-20 19:10:11 INFO Epoch 20 / 5000:
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+ 2023-02-20 19:10:23 INFO lr: 4.9800e-05 - loss: 0.0114 - UP: 87.16% UR: 72.01% UF: 78.86% P: 86.87% R: 71.77% F: 78.60%
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+ 2023-02-20 19:11:05 INFO test: loss: 0.1228 - UP: 70.11% UR: 54.63% UF: 61.41% P: 66.67% R: 51.95% F: 58.39%
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+ 2023-02-20 19:11:17 INFO test: loss: 0.1263 - UP: 72.69% UR: 52.41% UF: 60.91% P: 69.84% R: 50.36% F: 58.52%
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+ 2023-02-20 19:14:44 INFO test: loss: 0.1491 - UP: 74.56% UR: 56.35% UF: 64.19% P: 71.06% R: 53.71% F: 61.18%
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+ 2023-02-20 19:15:12 INFO test: loss: 0.1436 - UP: 72.07% UR: 63.13% UF: 67.31% P: 68.39% R: 59.91% F: 63.87%
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+ 2023-02-20 19:15:23 INFO lr: 4.9650e-05 - loss: 0.0082 - UP: 94.54% UR: 86.18% UF: 90.17% P: 94.35% R: 86.01% F: 89.98%
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+ 2023-02-20 19:15:25 INFO test: loss: 0.1591 - UP: 68.74% UR: 64.22% UF: 66.41% P: 64.57% R: 60.33% F: 62.38%
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+ 2023-02-20 19:15:36 INFO lr: 4.9640e-05 - loss: 0.0082 - UP: 88.22% UR: 81.62% UF: 84.80% P: 87.95% R: 81.37% F: 84.53%
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+ 2023-02-20 19:15:37 INFO test: loss: 0.1266 - UP: 72.95% UR: 59.32% UF: 65.43% P: 69.76% R: 56.72% F: 62.57%
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+ 2023-02-20 19:15:48 INFO lr: 4.9630e-05 - loss: 0.0172 - UP: 93.15% UR: 87.14% UF: 90.04% P: 92.95% R: 86.96% F: 89.85%
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+ 2023-02-20 19:15:49 INFO test: loss: 0.1311 - UP: 74.51% UR: 59.53% UF: 66.19% P: 71.05% R: 56.77% F: 63.11%
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+ 2023-02-20 19:16:08 INFO 0:00:12.302356s elapsed (saved)
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+ 2023-02-20 19:16:21 INFO test: loss: 0.1352 - UP: 71.14% UR: 65.48% UF: 68.19% P: 67.14% R: 61.79% F: 64.35%
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+ 2023-02-20 19:16:39 INFO 0:00:13.366293s elapsed (saved)
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+ 2023-02-20 19:17:12 INFO 0:00:14.397732s elapsed (saved)
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+ 2023-02-20 19:17:23 INFO lr: 4.9600e-05 - loss: 0.0000 - UP: 95.80% UR: 91.87% UF: 93.79% P: 95.63% R: 91.71% F: 93.63%
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+ 2023-02-20 19:17:27 INFO test: loss: 0.1442 - UP: 74.37% UR: 63.34% UF: 68.42% P: 70.44% R: 59.99% F: 64.80%
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+ 2023-02-20 19:17:45 INFO 0:00:14.582523s elapsed (saved)
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+ 2023-02-20 19:17:56 INFO lr: 4.9590e-05 - loss: 0.0052 - UP: 96.27% UR: 92.43% UF: 94.31% P: 96.07% R: 92.23% F: 94.11%
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+ 2023-02-20 19:17:58 INFO dev: loss: nan - UP: 78.96% UR: 66.97% UF: 72.47% P: 75.27% R: 63.85% F: 69.09%
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+ 2023-02-20 19:17:59 INFO test: loss: 0.1500 - UP: 74.50% UR: 64.26% UF: 69.01% P: 70.81% R: 61.08% F: 65.59%
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+ 2023-02-20 19:18:11 INFO lr: 4.9580e-05 - loss: 0.0027 - UP: 96.44% UR: 92.68% UF: 94.53% P: 96.30% R: 92.54% F: 94.38%
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+ 2023-02-20 19:18:14 INFO test: loss: 0.1485 - UP: 74.84% UR: 62.92% UF: 68.37% P: 71.40% R: 60.03% F: 65.23%
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+ 2023-02-20 19:18:34 INFO 0:00:15.035088s elapsed (saved)
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+ 2023-02-20 19:18:45 INFO lr: 4.9570e-05 - loss: 0.0003 - UP: 96.11% UR: 93.23% UF: 94.65% P: 95.94% R: 93.07% F: 94.49%
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+ 2023-02-20 19:18:47 INFO test: loss: 0.1526 - UP: 74.64% UR: 62.38% UF: 67.96% P: 71.13% R: 59.45% F: 64.76%
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+ 2023-02-20 19:19:00 INFO dev: loss: nan - UP: 78.76% UR: 66.51% UF: 72.12% P: 74.95% R: 63.29% F: 68.63%
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+ 2023-02-20 19:19:01 INFO test: loss: 0.1552 - UP: 74.55% UR: 62.71% UF: 68.12% P: 70.92% R: 59.66% F: 64.80%
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+ 2023-02-20 19:19:13 INFO dev: loss: nan - UP: 77.34% UR: 67.53% UF: 72.10% P: 73.66% R: 64.31% F: 68.66%
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+ 2023-02-20 19:19:14 INFO test: loss: 0.1577 - UP: 74.46% UR: 63.51% UF: 68.55% P: 71.17% R: 60.70% F: 65.52%
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+ 2023-02-20 19:19:27 INFO test: loss: 0.1615 - UP: 74.13% UR: 63.97% UF: 68.68% P: 70.63% R: 60.96% F: 65.44%
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+ 2023-02-20 19:19:52 INFO test: loss: 0.1662 - UP: 74.67% UR: 64.73% UF: 69.34% P: 70.95% R: 61.50% F: 65.89%
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+ 2023-02-20 19:20:17 INFO test: loss: 0.1628 - UP: 76.64% UR: 61.58% UF: 68.29% P: 73.46% R: 59.03% F: 65.46%
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+ 2023-02-20 19:20:30 INFO test: loss: 0.1657 - UP: 75.19% UR: 64.64% UF: 69.52% P: 71.20% R: 61.21% F: 65.83%
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+ 2023-02-20 19:22:28 INFO dev: loss: nan - UP: 75.86% UR: 68.81% UF: 72.17% P: 71.50% R: 64.86% F: 68.02%
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+ 2023-02-20 19:22:29 INFO 0:00:13.417537s elapsed
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+ 2023-02-20 19:22:55 INFO dev: loss: nan - UP: 79.82% UR: 66.24% UF: 72.40% P: 75.72% R: 62.83% F: 68.68%
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+ 2023-02-20 19:22:56 INFO test: loss: 0.1500 - UP: 74.78% UR: 57.27% UF: 64.86% P: 71.83% R: 55.01% F: 62.30%
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+ 2023-02-20 19:22:56 INFO 0:00:13.736073s elapsed
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+ 2023-02-20 19:23:10 INFO test: loss: 0.1445 - UP: 74.02% UR: 60.28% UF: 66.45% P: 70.63% R: 57.52% F: 63.40%
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+ 2023-02-20 19:23:34 INFO dev: loss: nan - UP: 81.34% UR: 61.36% UF: 69.95% P: 77.56% R: 58.51% F: 66.70%
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+ 2023-02-20 19:23:35 INFO 0:00:12.406590s elapsed
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+ 2023-02-20 19:23:47 INFO dev: loss: nan - UP: 77.97% UR: 63.48% UF: 69.98% P: 73.67% R: 59.98% F: 66.13%
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+ 2023-02-20 19:23:47 INFO 0:00:12.362224s elapsed
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+ 2023-02-20 19:23:59 INFO dev: loss: nan - UP: 80.49% UR: 63.02% UF: 70.69% P: 74.15% R: 58.05% F: 65.12%
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+ 2023-02-20 19:24:00 INFO test: loss: 0.1385 - UP: 72.57% UR: 59.20% UF: 65.21% P: 68.93% R: 56.22% F: 61.93%
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+ 2023-02-20 19:24:00 INFO 0:00:12.430103s elapsed
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+ 2023-02-20 19:24:12 INFO dev: loss: nan - UP: 78.03% UR: 68.63% UF: 73.03% P: 72.59% R: 63.85% F: 67.94%
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+ 2023-02-20 19:24:12 INFO test: loss: 0.1677 - UP: 70.07% UR: 62.76% UF: 66.21% P: 65.81% R: 58.94% F: 62.19%
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+ 2023-02-20 19:24:12 INFO 0:00:12.592327s elapsed
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+ 2023-02-20 19:24:24 INFO dev: loss: nan - UP: 73.81% UR: 69.73% UF: 71.71% P: 68.74% R: 64.95% F: 66.79%
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+ 2023-02-20 19:24:25 INFO test: loss: 0.1609 - UP: 70.47% UR: 66.49% UF: 68.42% P: 66.03% R: 62.30% F: 64.11%
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+ 2023-02-20 19:24:25 INFO 0:00:12.670638s elapsed
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+ 2023-02-20 19:24:25 INFO Epoch 69 / 5000:
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+ 2023-02-20 19:24:37 INFO dev: loss: nan - UP: 77.79% UR: 69.92% UF: 73.64% P: 73.18% R: 65.78% F: 69.28%
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+ 2023-02-20 19:24:38 INFO test: loss: 0.1693 - UP: 71.15% UR: 65.31% UF: 68.11% P: 66.59% R: 61.12% F: 63.74%
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+ 2023-02-20 19:24:38 INFO 0:00:12.787296s elapsed
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+ 2023-02-20 19:24:50 INFO test: loss: 0.1634 - UP: 70.74% UR: 66.02% UF: 68.30% P: 66.38% R: 61.96% F: 64.10%
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+ 2023-02-20 19:24:50 INFO 0:00:12.629518s elapsed
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+ 2023-02-20 19:25:02 INFO lr: 4.9290e-05 - loss: 0.0003 - UP: 96.68% UR: 94.44% UF: 95.54% P: 96.29% R: 94.06% F: 95.16%
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+ 2023-02-20 19:25:02 INFO dev: loss: nan - UP: 75.39% UR: 70.75% UF: 72.99% P: 70.69% R: 66.33% F: 68.44%
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+ 2023-02-20 19:25:03 INFO test: loss: 0.1760 - UP: 70.74% UR: 66.44% UF: 68.52% P: 66.10% R: 62.09% F: 64.03%
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+ 2023-02-20 19:25:03 INFO 0:00:12.421255s elapsed
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+ 2023-02-20 19:25:14 INFO dev: loss: nan - UP: 73.46% UR: 70.29% UF: 71.84% P: 69.04% R: 66.05% F: 67.51%
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+ 2023-02-20 19:25:15 INFO test: loss: 0.1821 - UP: 72.26% UR: 65.48% UF: 68.70% P: 67.78% R: 61.42% F: 64.44%
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+ 2023-02-20 19:25:15 INFO 0:00:12.398516s elapsed
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+ 2023-02-20 19:25:15 INFO Epoch 73 / 5000:
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+ 2023-02-20 19:25:26 INFO lr: 4.9270e-05 - loss: 0.0036 - UP: 97.25% UR: 95.01% UF: 96.12% P: 97.18% R: 94.94% F: 96.05%
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+ 2023-02-20 19:25:27 INFO dev: loss: nan - UP: 80.22% UR: 65.69% UF: 72.23% P: 76.07% R: 62.28% F: 68.49%
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+ 2023-02-20 19:25:28 INFO test: loss: 0.1961 - UP: 75.53% UR: 61.29% UF: 67.67% P: 71.45% R: 57.98% F: 64.01%
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+ 2023-02-20 19:25:28 INFO 0:00:12.452641s elapsed
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+ 2023-02-20 19:25:39 INFO lr: 4.9260e-05 - loss: 0.0155 - UP: 95.60% UR: 93.51% UF: 94.54% P: 95.44% R: 93.35% F: 94.38%
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+ 2023-02-20 19:25:39 INFO dev: loss: nan - UP: 73.53% UR: 69.00% UF: 71.19% P: 68.63% R: 64.40% F: 66.45%
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+ 2023-02-20 19:25:40 INFO test: loss: 0.1678 - UP: 68.71% UR: 64.22% UF: 66.39% P: 63.96% R: 59.78% F: 61.80%
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+ 2023-02-20 19:25:40 INFO 0:00:12.499429s elapsed
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+ 2023-02-20 19:25:51 INFO lr: 4.9250e-05 - loss: 0.0005 - UP: 96.42% UR: 94.05% UF: 95.22% P: 96.30% R: 93.92% F: 95.09%
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+ 2023-02-20 19:25:52 INFO dev: loss: nan - UP: 79.35% UR: 67.16% UF: 72.75% P: 74.13% R: 62.74% F: 67.96%
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+ 2023-02-20 19:25:53 INFO test: loss: 0.1733 - UP: 73.40% UR: 61.96% UF: 67.20% P: 68.93% R: 58.19% F: 63.11%
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+ 2023-02-20 19:25:53 INFO 0:00:12.872858s elapsed
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+ 2023-02-20 19:26:04 INFO lr: 4.9240e-05 - loss: 0.0010 - UP: 96.57% UR: 94.44% UF: 95.49% P: 96.43% R: 94.30% F: 95.35%
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+ 2023-02-20 19:26:05 INFO dev: loss: nan - UP: 77.70% UR: 68.26% UF: 72.67% P: 72.88% R: 64.03% F: 68.17%
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+ 2023-02-20 19:26:06 INFO test: loss: 0.1857 - UP: 71.53% UR: 62.09% UF: 66.47% P: 67.37% R: 58.48% F: 62.61%
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+ 2023-02-20 19:26:06 INFO 0:00:12.714858s elapsed
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+ 2023-02-20 19:26:17 INFO lr: 4.9230e-05 - loss: 0.0033 - UP: 97.64% UR: 96.00% UF: 96.81% P: 97.50% R: 95.86% F: 96.67%
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+ 2023-02-20 19:26:17 INFO dev: loss: nan - UP: 76.92% UR: 69.92% UF: 73.25% P: 72.47% R: 65.87% F: 69.01%
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+ 2023-02-20 19:26:18 INFO test: loss: 0.1796 - UP: 73.47% UR: 64.85% UF: 68.89% P: 69.15% R: 61.04% F: 64.84%
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+ 2023-02-20 19:26:18 INFO 0:00:12.526275s elapsed
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+ 2023-02-20 19:26:29 INFO lr: 4.9220e-05 - loss: 0.0003 - UP: 98.26% UR: 96.43% UF: 97.34% P: 98.11% R: 96.28% F: 97.19%
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+ 2023-02-20 19:26:30 INFO dev: loss: nan - UP: 76.28% UR: 71.02% UF: 73.56% P: 71.64% R: 66.70% F: 69.08%
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+ 2023-02-20 19:26:31 INFO test: loss: 0.1921 - UP: 72.59% UR: 66.11% UF: 69.20% P: 68.77% R: 62.63% F: 65.56%
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+ 2023-02-20 19:26:31 INFO 0:00:12.452335s elapsed
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+ 2023-02-20 19:26:42 INFO lr: 4.9210e-05 - loss: 0.0017 - UP: 97.68% UR: 96.91% UF: 97.29% P: 97.56% R: 96.80% F: 97.18%
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+ 2023-02-20 19:26:43 INFO test: loss: 0.1855 - UP: 74.23% UR: 62.88% UF: 68.09% P: 70.18% R: 59.45% F: 64.37%
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+ 2023-02-20 19:26:54 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 97.95% UR: 96.89% UF: 97.42% P: 97.77% R: 96.72% F: 97.24%
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+ 2023-02-20 19:26:55 INFO dev: loss: nan - UP: 75.78% UR: 69.64% UF: 72.58% P: 70.77% R: 65.04% F: 67.79%
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+ 2023-02-20 19:26:56 INFO test: loss: 0.2101 - UP: 72.84% UR: 64.94% UF: 68.66% P: 68.94% R: 61.46% F: 64.98%
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+ 2023-02-20 19:26:56 INFO 0:00:12.490637s elapsed
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+ 2023-02-20 19:27:07 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 98.01% UR: 96.16% UF: 97.08% P: 97.88% R: 96.03% F: 96.95%
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+ 2023-02-20 19:27:08 INFO test: loss: 0.1889 - UP: 70.84% UR: 66.86% UF: 68.79% P: 66.09% R: 62.38% F: 64.18%
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+ 2023-02-20 19:27:08 INFO 0:00:12.489083s elapsed
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+ 2023-02-20 19:27:19 INFO lr: 4.9180e-05 - loss: 0.0017 - UP: 97.42% UR: 96.57% UF: 96.99% P: 97.27% R: 96.42% F: 96.84%
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+ 2023-02-20 19:27:20 INFO dev: loss: nan - UP: 73.95% UR: 71.02% UF: 72.45% P: 69.54% R: 66.79% F: 68.14%
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+ 2023-02-20 19:27:21 INFO test: loss: 0.1907 - UP: 72.03% UR: 67.11% UF: 69.49% P: 67.22% R: 62.63% F: 64.84%
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+ 2023-02-20 19:27:21 INFO 0:00:12.706040s elapsed
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+ 2023-02-20 19:27:32 INFO lr: 4.9170e-05 - loss: 0.0058 - UP: 96.23% UR: 90.11% UF: 93.07% P: 96.09% R: 89.99% F: 92.94%
563
+ 2023-02-20 19:27:33 INFO dev: loss: nan - UP: 73.29% UR: 57.31% UF: 64.33% P: 69.29% R: 54.19% F: 60.82%
564
+ 2023-02-20 19:27:34 INFO test: loss: 0.2045 - UP: 71.14% UR: 57.31% UF: 63.48% P: 67.60% R: 54.46% F: 60.32%
565
+ 2023-02-20 19:27:34 INFO 0:00:12.681022s elapsed
566
+
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+ 2023-02-20 19:27:34 INFO Epoch 84 / 5000:
568
+ 2023-02-20 19:27:45 INFO lr: 4.9160e-05 - loss: 0.0069 - UP: 90.33% UR: 75.64% UF: 82.33% P: 90.19% R: 75.52% F: 82.21%
569
+ 2023-02-20 19:27:45 INFO dev: loss: nan - UP: 72.99% UR: 65.13% UF: 68.84% P: 67.11% R: 59.89% F: 63.30%
570
+ 2023-02-20 19:27:46 INFO test: loss: 0.1385 - UP: 67.62% UR: 62.71% UF: 65.07% P: 62.74% R: 58.19% F: 60.38%
571
+ 2023-02-20 19:27:46 INFO 0:00:12.360467s elapsed
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+
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+ 2023-02-20 19:27:46 INFO Epoch 85 / 5000:
574
+ 2023-02-20 19:27:57 INFO lr: 4.9150e-05 - loss: 0.0076 - UP: 93.52% UR: 89.78% UF: 91.61% P: 93.25% R: 89.52% F: 91.34%
575
+ 2023-02-20 19:27:58 INFO dev: loss: nan - UP: 77.12% UR: 64.49% UF: 70.24% P: 72.06% R: 60.26% F: 65.63%
576
+ 2023-02-20 19:27:58 INFO test: loss: 0.1510 - UP: 75.38% UR: 62.59% UF: 68.39% P: 70.89% R: 58.86% F: 64.32%
577
+ 2023-02-20 19:27:58 INFO 0:00:12.540669s elapsed
578
+
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+ 2023-02-20 19:27:58 INFO Epoch 86 / 5000:
580
+ 2023-02-20 19:28:10 INFO lr: 4.9140e-05 - loss: 0.0002 - UP: 96.45% UR: 94.21% UF: 95.32% P: 96.18% R: 93.94% F: 95.05%
581
+ 2023-02-20 19:28:10 INFO dev: loss: nan - UP: 74.92% UR: 67.07% UF: 70.78% P: 71.84% R: 64.31% F: 67.86%
582
+ 2023-02-20 19:28:11 INFO test: loss: 0.1589 - UP: 73.50% UR: 65.06% UF: 69.02% P: 69.81% R: 61.79% F: 65.56%
583
+ 2023-02-20 19:28:11 INFO 0:00:12.616660s elapsed
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+
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+ 2023-02-20 19:28:11 INFO Epoch 87 / 5000:
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+ 2023-02-20 19:28:22 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 97.38% UR: 95.16% UF: 96.26% P: 97.28% R: 95.06% F: 96.15%
587
+ 2023-02-20 19:28:23 INFO dev: loss: nan - UP: 75.10% UR: 67.71% UF: 71.21% P: 71.43% R: 64.40% F: 67.73%
588
+ 2023-02-20 19:28:24 INFO test: loss: 0.1796 - UP: 73.12% UR: 65.31% UF: 69.00% P: 69.23% R: 61.83% F: 65.32%
589
+ 2023-02-20 19:28:24 INFO 0:00:12.749529s elapsed
590
+
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+ 2023-02-20 19:28:24 INFO Epoch 88 / 5000:
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+ 2023-02-20 19:28:35 INFO lr: 4.9120e-05 - loss: 0.0051 - UP: 98.03% UR: 96.26% UF: 97.14% P: 97.89% R: 96.12% F: 97.00%
593
+ 2023-02-20 19:28:36 INFO dev: loss: nan - UP: 75.78% UR: 66.79% UF: 71.00% P: 71.71% R: 63.20% F: 67.19%
594
+ 2023-02-20 19:28:37 INFO test: loss: 0.1833 - UP: 74.19% UR: 64.43% UF: 68.97% P: 70.38% R: 61.12% F: 65.43%
595
+ 2023-02-20 19:28:37 INFO 0:00:12.752342s elapsed
596
+
597
+ 2023-02-20 19:29:31 INFO Epoch 58 saved
598
+ 2023-02-20 19:29:31 INFO dev: UP: 77.25% UR: 71.21% UF: 74.10% P: 73.35% R: 67.62% F: 70.37%
599
+ 2023-02-20 19:29:31 INFO test: UP: 75.23% UR: 67.32% UF: 71.06% P: 70.93% R: 63.47% F: 66.99%
600
+ 2023-02-20 19:29:31 INFO 0:19:23.135673s elapsed, 0:00:13.217451s/epoch
models/multibooked_ca/all/model_vi_multibooked_ca_xlm_6 ADDED
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+ version https://git-lfs.github.com/spec/v1
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1
+ 2023-02-20 19:53:59 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/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_ca/head_final/sdp/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
+ 2023-02-20 19:53:59 INFO Building the fields
39
+ 2023-02-20 19:54:10 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-02-20 19:54:10 INFO Building the model
44
+ 2023-02-20 19:54:52 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
+ 2023-02-20 19:54:52 INFO Loading the data
64
+ 2023-02-20 19:54:54 INFO
65
+ train: Dataset(n_sentences=1174, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=167, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2023-02-20 19:54:54 INFO Epoch 1 / 5000:
70
+ 2023-02-20 19:55:07 INFO lr: 4.9990e-05 - loss: 0.4563 - UP: 4.20% UR: 5.90% UF: 4.90% P: 1.40% R: 1.96% F: 1.63%
71
+ 2023-02-20 19:55:08 INFO dev: loss: nan - UP: 61.70% UR: 2.67% UF: 5.11% P: 48.94% R: 2.12% F: 4.06%
72
+ 2023-02-20 19:55:09 INFO test: loss: 0.1616 - UP: 76.81% UR: 2.22% UF: 4.32% P: 50.72% R: 1.47% F: 2.85%
73
+ 2023-02-20 19:55:27 INFO 0:00:14.711509s elapsed (saved)
74
+
75
+ 2023-02-20 19:55:27 INFO Epoch 2 / 5000:
76
+ 2023-02-20 19:55:38 INFO lr: 4.9980e-05 - loss: 0.0683 - UP: 60.85% UR: 6.88% UF: 12.37% P: 54.26% R: 6.14% F: 11.03%
77
+ 2023-02-20 19:55:40 INFO dev: loss: nan - UP: 88.70% UR: 9.38% UF: 16.97% P: 80.00% R: 8.46% F: 15.31%
78
+ 2023-02-20 19:55:41 INFO test: loss: 0.1148 - UP: 81.40% UR: 7.33% UF: 13.45% P: 73.95% R: 6.66% F: 12.22%
79
+ 2023-02-20 19:55:59 INFO 0:00:13.302918s elapsed (saved)
80
+
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+ 2023-02-20 19:55:59 INFO Epoch 3 / 5000:
82
+ 2023-02-20 19:56:10 INFO lr: 4.9970e-05 - loss: 0.0627 - UP: 62.88% UR: 15.93% UF: 25.42% P: 58.80% R: 14.90% F: 23.78%
83
+ 2023-02-20 19:56:11 INFO dev: loss: nan - UP: 79.64% UR: 20.52% UF: 32.63% P: 74.29% R: 19.14% F: 30.43%
84
+ 2023-02-20 19:56:12 INFO test: loss: 0.1001 - UP: 76.80% UR: 18.73% UF: 30.11% P: 70.27% R: 17.13% F: 27.55%
85
+ 2023-02-20 19:56:31 INFO 0:00:13.313129s elapsed (saved)
86
+
87
+ 2023-02-20 19:56:31 INFO Epoch 4 / 5000:
88
+ 2023-02-20 19:56:42 INFO lr: 4.9960e-05 - loss: 0.0499 - UP: 68.99% UR: 23.65% UF: 35.23% P: 66.38% R: 22.76% F: 33.89%
89
+ 2023-02-20 19:56:43 INFO dev: loss: nan - UP: 71.39% UR: 27.32% UF: 39.52% P: 64.42% R: 24.66% F: 35.66%
90
+ 2023-02-20 19:56:45 INFO test: loss: 0.0937 - UP: 73.47% UR: 29.24% UF: 41.83% P: 67.26% R: 26.77% F: 38.30%
91
+ 2023-02-20 19:57:03 INFO 0:00:13.467251s elapsed (saved)
92
+
93
+ 2023-02-20 19:57:03 INFO Epoch 5 / 5000:
94
+ 2023-02-20 19:57:14 INFO lr: 4.9950e-05 - loss: 0.0188 - UP: 70.05% UR: 31.15% UF: 43.13% P: 67.66% R: 30.09% F: 41.65%
95
+ 2023-02-20 19:57:16 INFO dev: loss: nan - UP: 72.35% UR: 30.08% UF: 42.50% P: 67.26% R: 27.97% F: 39.51%
96
+ 2023-02-20 19:57:17 INFO test: loss: 0.0819 - UP: 76.33% UR: 31.88% UF: 44.98% P: 73.22% R: 30.58% F: 43.14%
97
+ 2023-02-20 19:57:36 INFO 0:00:13.748321s elapsed (saved)
98
+
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+ 2023-02-20 19:57:36 INFO Epoch 6 / 5000:
100
+ 2023-02-20 19:57:47 INFO lr: 4.9940e-05 - loss: 0.0891 - UP: 73.25% UR: 36.16% UF: 48.41% P: 70.74% R: 34.92% F: 46.76%
101
+ 2023-02-20 19:57:48 INFO dev: loss: nan - UP: 70.90% UR: 34.96% UF: 46.83% P: 62.87% R: 31.00% F: 41.53%
102
+ 2023-02-20 19:57:49 INFO test: loss: 0.0930 - UP: 75.73% UR: 33.47% UF: 46.43% P: 70.90% R: 31.34% F: 43.46%
103
+ 2023-02-20 19:58:07 INFO 0:00:13.284152s elapsed (saved)
104
+
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+ 2023-02-20 19:58:07 INFO Epoch 7 / 5000:
106
+ 2023-02-20 19:58:18 INFO lr: 4.9930e-05 - loss: 0.0796 - UP: 72.68% UR: 38.33% UF: 50.20% P: 69.12% R: 36.45% F: 47.73%
107
+ 2023-02-20 19:58:20 INFO dev: loss: nan - UP: 66.90% UR: 35.88% UF: 46.71% P: 62.61% R: 33.58% F: 43.71%
108
+ 2023-02-20 19:58:21 INFO test: loss: 0.0922 - UP: 66.40% UR: 38.33% UF: 48.61% P: 62.99% R: 36.36% F: 46.11%
109
+ 2023-02-20 19:58:41 INFO 0:00:14.323912s elapsed (saved)
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+
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+ 2023-02-20 19:58:41 INFO Epoch 8 / 5000:
112
+ 2023-02-20 19:58:52 INFO lr: 4.9920e-05 - loss: 0.0237 - UP: 76.04% UR: 41.43% UF: 53.64% P: 74.95% R: 40.84% F: 52.87%
113
+ 2023-02-20 19:58:53 INFO dev: loss: nan - UP: 70.18% UR: 40.48% UF: 51.34% P: 66.35% R: 38.27% F: 48.54%
114
+ 2023-02-20 19:58:54 INFO test: loss: 0.0878 - UP: 73.23% UR: 39.88% UF: 51.64% P: 69.62% R: 37.91% F: 49.09%
115
+ 2023-02-20 19:59:12 INFO 0:00:12.795980s elapsed (saved)
116
+
117
+ 2023-02-20 19:59:12 INFO Epoch 9 / 5000:
118
+ 2023-02-20 19:59:23 INFO lr: 4.9910e-05 - loss: 0.0174 - UP: 75.19% UR: 48.53% UF: 58.99% P: 74.05% R: 47.80% F: 58.10%
119
+ 2023-02-20 19:59:24 INFO dev: loss: nan - UP: 80.24% UR: 31.37% UF: 45.11% P: 76.47% R: 29.90% F: 42.99%
120
+ 2023-02-20 19:59:25 INFO test: loss: 0.0952 - UP: 80.47% UR: 32.97% UF: 46.78% P: 78.32% R: 32.09% F: 45.53%
121
+ 2023-02-20 19:59:25 INFO 0:00:13.016591s elapsed
122
+
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+ 2023-02-20 19:59:25 INFO Epoch 10 / 5000:
124
+ 2023-02-20 19:59:36 INFO lr: 4.9900e-05 - loss: 0.0178 - UP: 82.91% UR: 50.40% UF: 62.69% P: 82.26% R: 50.01% F: 62.21%
125
+ 2023-02-20 19:59:37 INFO dev: loss: nan - UP: 66.86% UR: 52.90% UF: 59.07% P: 63.26% R: 50.05% F: 55.88%
126
+ 2023-02-20 19:59:38 INFO test: loss: 0.0924 - UP: 65.02% UR: 52.33% UF: 57.99% P: 62.52% R: 50.31% F: 55.76%
127
+ 2023-02-20 19:59:57 INFO 0:00:13.518406s elapsed (saved)
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+
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+ 2023-02-20 19:59:57 INFO Epoch 11 / 5000:
130
+ 2023-02-20 20:00:08 INFO lr: 4.9890e-05 - loss: 0.0120 - UP: 81.97% UR: 57.67% UF: 67.71% P: 80.89% R: 56.92% F: 66.82%
131
+ 2023-02-20 20:00:08 INFO dev: loss: nan - UP: 70.83% UR: 50.05% UF: 58.65% P: 67.45% R: 47.65% F: 55.85%
132
+ 2023-02-20 20:00:09 INFO test: loss: 0.0954 - UP: 69.41% UR: 50.19% UF: 58.25% P: 66.74% R: 48.26% F: 56.02%
133
+ 2023-02-20 20:00:09 INFO 0:00:12.860007s elapsed
134
+
135
+ 2023-02-20 20:00:09 INFO Epoch 12 / 5000:
136
+ 2023-02-20 20:00:21 INFO lr: 4.9880e-05 - loss: 0.0240 - UP: 82.51% UR: 59.61% UF: 69.21% P: 81.89% R: 59.16% F: 68.70%
137
+ 2023-02-20 20:00:22 INFO dev: loss: nan - UP: 71.73% UR: 52.99% UF: 60.95% P: 67.62% R: 49.95% F: 57.46%
138
+ 2023-02-20 20:00:24 INFO test: loss: 0.0978 - UP: 67.17% UR: 52.12% UF: 58.69% P: 63.82% R: 49.52% F: 55.77%
139
+ 2023-02-20 20:00:43 INFO 0:00:14.949366s elapsed (saved)
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+
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+ 2023-02-20 20:00:43 INFO Epoch 13 / 5000:
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+ 2023-02-20 20:00:55 INFO lr: 4.9870e-05 - loss: 0.0104 - UP: 83.57% UR: 61.42% UF: 70.81% P: 83.05% R: 61.05% F: 70.37%
143
+ 2023-02-20 20:00:56 INFO dev: loss: nan - UP: 82.17% UR: 36.89% UF: 50.92% P: 77.87% R: 34.96% F: 48.25%
144
+ 2023-02-20 20:00:57 INFO test: loss: 0.1086 - UP: 79.69% UR: 38.79% UF: 52.18% P: 76.51% R: 37.24% F: 50.10%
145
+ 2023-02-20 20:00:57 INFO 0:00:13.748784s elapsed
146
+
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+ 2023-02-20 20:00:57 INFO Epoch 14 / 5000:
148
+ 2023-02-20 20:01:09 INFO lr: 4.9860e-05 - loss: 0.0250 - UP: 85.00% UR: 59.16% UF: 69.77% P: 84.33% R: 58.69% F: 69.21%
149
+ 2023-02-20 20:01:11 INFO dev: loss: nan - UP: 70.99% UR: 56.95% UF: 63.20% P: 66.40% R: 53.27% F: 59.11%
150
+ 2023-02-20 20:01:12 INFO test: loss: 0.0985 - UP: 70.91% UR: 54.42% UF: 61.58% P: 67.96% R: 52.16% F: 59.02%
151
+ 2023-02-20 20:01:31 INFO 0:00:15.126099s elapsed (saved)
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+
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+ 2023-02-20 20:01:31 INFO Epoch 15 / 5000:
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+ 2023-02-20 20:01:42 INFO lr: 4.9850e-05 - loss: 0.0140 - UP: 84.18% UR: 68.40% UF: 75.47% P: 83.67% R: 67.99% F: 75.02%
155
+ 2023-02-20 20:01:43 INFO dev: loss: nan - UP: 70.43% UR: 59.61% UF: 64.57% P: 65.65% R: 55.57% F: 60.19%
156
+ 2023-02-20 20:01:45 INFO test: loss: 0.1039 - UP: 67.96% UR: 58.82% UF: 63.06% P: 64.18% R: 55.55% F: 59.56%
157
+ 2023-02-20 20:02:03 INFO 0:00:13.511635s elapsed (saved)
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+
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+ 2023-02-20 20:02:03 INFO Epoch 16 / 5000:
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+ 2023-02-20 20:02:14 INFO lr: 4.9840e-05 - loss: 0.0191 - UP: 87.44% UR: 68.93% UF: 77.09% P: 87.15% R: 68.70% F: 76.83%
161
+ 2023-02-20 20:02:16 INFO dev: loss: nan - UP: 75.61% UR: 57.31% UF: 65.20% P: 69.54% R: 52.71% F: 59.97%
162
+ 2023-02-20 20:02:17 INFO test: loss: 0.0958 - UP: 70.55% UR: 55.80% UF: 62.32% P: 67.64% R: 53.50% F: 59.74%
163
+ 2023-02-20 20:02:17 INFO 0:00:13.638342s elapsed
164
+
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+ 2023-02-20 20:02:17 INFO Epoch 17 / 5000:
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+ 2023-02-20 20:02:28 INFO lr: 4.9830e-05 - loss: 0.0245 - UP: 88.12% UR: 72.90% UF: 79.79% P: 87.74% R: 72.59% F: 79.45%
167
+ 2023-02-20 20:02:29 INFO dev: loss: nan - UP: 79.56% UR: 56.95% UF: 66.38% P: 76.09% R: 54.46% F: 63.49%
168
+ 2023-02-20 20:02:31 INFO test: loss: 0.1033 - UP: 75.34% UR: 53.50% UF: 62.57% P: 72.86% R: 51.74% F: 60.51%
169
+ 2023-02-20 20:02:50 INFO 0:00:14.236990s elapsed (saved)
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+
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+ 2023-02-20 20:05:47 INFO test: loss: 0.1161 - UP: 69.92% UR: 63.30% UF: 66.45% P: 65.16% R: 58.99% F: 61.92%
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+ 2023-02-20 20:06:02 INFO test: loss: 0.1024 - UP: 70.44% UR: 61.00% UF: 65.38% P: 66.52% R: 57.60% F: 61.74%
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+ 2023-02-20 20:06:16 INFO test: loss: 0.1105 - UP: 71.53% UR: 61.67% UF: 66.23% P: 67.10% R: 57.86% F: 62.14%
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+ 2023-02-20 20:06:29 INFO test: loss: 0.1047 - UP: 70.82% UR: 65.06% UF: 67.82% P: 67.44% R: 61.96% F: 64.59%
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+ 2023-02-20 20:06:40 INFO dev: loss: nan - UP: 74.97% UR: 64.49% UF: 69.34% P: 69.95% R: 60.17% F: 64.69%
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+ 2023-02-20 20:06:41 INFO test: loss: 0.1109 - UP: 71.46% UR: 64.18% UF: 67.62% P: 68.10% R: 61.16% F: 64.44%
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+ 2023-02-20 20:06:53 INFO test: loss: 0.1116 - UP: 70.48% UR: 66.02% UF: 68.18% P: 66.73% R: 62.51% F: 64.55%
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+ 2023-02-20 20:07:11 INFO 0:00:12.230168s elapsed (saved)
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+ 2023-02-20 20:07:23 INFO dev: loss: nan - UP: 76.08% UR: 64.95% UF: 70.07% P: 71.12% R: 60.72% F: 65.51%
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+ 2023-02-20 20:07:24 INFO test: loss: 0.1146 - UP: 72.24% UR: 62.80% UF: 67.19% P: 68.72% R: 59.74% F: 63.92%
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+ 2023-02-20 20:07:40 INFO test: loss: 0.1082 - UP: 72.15% UR: 59.49% UF: 65.21% P: 68.95% R: 56.85% F: 62.32%
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+ 2023-02-20 20:07:55 INFO test: loss: 0.1118 - UP: 70.98% UR: 63.01% UF: 66.76% P: 67.48% R: 59.91% F: 63.47%
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+ 2023-02-20 20:08:06 INFO lr: 4.9670e-05 - loss: 0.0083 - UP: 91.18% UR: 84.53% UF: 87.73% P: 89.51% R: 82.98% F: 86.12%
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+ 2023-02-20 20:08:06 INFO dev: loss: nan - UP: 76.67% UR: 61.36% UF: 68.17% P: 71.84% R: 57.50% F: 63.87%
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+ 2023-02-20 20:08:07 INFO test: loss: 0.1067 - UP: 72.87% UR: 60.66% UF: 66.21% P: 69.10% R: 57.52% F: 62.78%
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+ 2023-02-20 20:08:18 INFO lr: 4.9660e-05 - loss: 0.0156 - UP: 93.92% UR: 83.43% UF: 88.36% P: 93.49% R: 83.05% F: 87.96%
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+ 2023-02-20 20:08:19 INFO dev: loss: nan - UP: 78.12% UR: 60.44% UF: 68.15% P: 73.37% R: 56.76% F: 64.00%
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+ 2023-02-20 20:08:19 INFO test: loss: 0.1080 - UP: 73.02% UR: 59.20% UF: 65.39% P: 69.92% R: 56.68% F: 62.61%
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+ 2023-02-20 20:08:30 INFO lr: 4.9650e-05 - loss: 0.0093 - UP: 94.48% UR: 88.89% UF: 91.60% P: 94.07% R: 88.51% F: 91.21%
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+ 2023-02-20 20:08:31 INFO dev: loss: nan - UP: 79.49% UR: 63.48% UF: 70.59% P: 74.65% R: 59.61% F: 66.29%
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+ 2023-02-20 20:08:32 INFO test: loss: 0.1182 - UP: 74.82% UR: 62.25% UF: 67.96% P: 71.70% R: 59.66% F: 65.13%
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+ 2023-02-20 20:08:42 INFO lr: 4.9640e-05 - loss: 0.0013 - UP: 95.02% UR: 90.73% UF: 92.82% P: 94.80% R: 90.53% F: 92.61%
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+ 2023-02-20 20:08:43 INFO dev: loss: nan - UP: 76.89% UR: 64.58% UF: 70.20% P: 72.62% R: 60.99% F: 66.30%
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+ 2023-02-20 20:08:44 INFO test: loss: 0.1274 - UP: 73.50% UR: 64.14% UF: 68.50% P: 69.85% R: 60.96% F: 65.10%
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+ 2023-02-20 20:08:55 INFO lr: 4.9630e-05 - loss: 0.0033 - UP: 95.26% UR: 91.59% UF: 93.39% P: 95.16% R: 91.49% F: 93.29%
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+ 2023-02-20 20:08:56 INFO test: loss: 0.1295 - UP: 69.43% UR: 67.28% UF: 68.34% P: 65.93% R: 63.89% F: 64.89%
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+ 2023-02-20 20:09:07 INFO lr: 4.9620e-05 - loss: 0.0050 - UP: 95.23% UR: 92.52% UF: 93.86% P: 95.10% R: 92.40% F: 93.73%
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+ 2023-02-20 20:09:08 INFO dev: loss: nan - UP: 79.60% UR: 62.47% UF: 70.00% P: 75.03% R: 58.88% F: 65.98%
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+ 2023-02-20 20:09:09 INFO test: loss: 0.1342 - UP: 75.32% UR: 62.13% UF: 68.09% P: 71.51% R: 58.99% F: 64.65%
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+ 2023-02-20 20:09:20 INFO lr: 4.9610e-05 - loss: 0.0075 - UP: 96.38% UR: 92.54% UF: 94.42% P: 96.23% R: 92.40% F: 94.27%
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+ 2023-02-20 20:09:41 INFO 0:00:12.528822s elapsed (saved)
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+ 2023-02-20 20:09:55 INFO test: loss: 0.1278 - UP: 71.31% UR: 67.36% UF: 69.28% P: 67.94% R: 64.18% F: 66.01%
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+ 2023-02-20 20:10:07 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 97.00% UR: 93.68% UF: 95.31% P: 96.86% R: 93.55% F: 95.18%
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+ 2023-02-20 20:10:08 INFO dev: loss: nan - UP: 79.23% UR: 65.96% UF: 71.99% P: 74.48% R: 62.01% F: 67.67%
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+ 2023-02-20 20:10:10 INFO test: loss: 0.1375 - UP: 74.61% UR: 62.30% UF: 67.90% P: 71.50% R: 59.70% F: 65.07%
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+ 2023-02-20 20:10:24 INFO test: loss: 0.1452 - UP: 73.73% UR: 62.80% UF: 67.83% P: 70.59% R: 60.12% F: 64.93%
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+ 2023-02-20 20:10:36 INFO test: loss: 0.1403 - UP: 72.10% UR: 64.64% UF: 68.17% P: 68.41% R: 61.33% F: 64.68%
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+ 2023-02-20 20:10:48 INFO test: loss: 0.1429 - UP: 73.58% UR: 62.42% UF: 67.54% P: 70.57% R: 59.87% F: 64.78%
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+ 2023-02-20 20:11:01 INFO test: loss: 0.1502 - UP: 72.92% UR: 59.45% UF: 65.50% P: 69.27% R: 56.47% F: 62.22%
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+ 2023-02-20 20:11:13 INFO test: loss: 0.1377 - UP: 71.15% UR: 63.22% UF: 66.95% P: 67.00% R: 59.53% F: 63.04%
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+ 2023-02-20 20:11:26 INFO test: loss: 0.1271 - UP: 70.78% UR: 66.36% UF: 68.50% P: 66.89% R: 62.71% F: 64.74%
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+ 2023-02-20 20:11:38 INFO test: loss: 0.1345 - UP: 72.02% UR: 65.98% UF: 68.87% P: 68.68% R: 62.92% F: 65.68%
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+ 2023-02-20 20:11:50 INFO test: loss: 0.1459 - UP: 73.37% UR: 62.34% UF: 67.41% P: 70.07% R: 59.53% F: 64.37%
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+ 2023-02-20 20:12:01 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 96.80% UR: 92.76% UF: 94.74% P: 96.65% R: 92.61% F: 94.59%
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+ 2023-02-20 20:12:02 INFO dev: loss: nan - UP: 75.34% UR: 66.05% UF: 70.39% P: 70.41% R: 61.73% F: 65.78%
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+ 2023-02-20 20:12:03 INFO test: loss: 0.1227 - UP: 70.38% UR: 65.98% UF: 68.11% P: 66.76% R: 62.59% F: 64.61%
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371
+ 2023-02-20 20:12:14 INFO dev: loss: nan - UP: 79.84% UR: 63.75% UF: 70.90% P: 75.12% R: 59.98% F: 66.70%
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+ 2023-02-20 20:12:15 INFO test: loss: 0.1406 - UP: 75.66% UR: 62.13% UF: 68.23% P: 71.73% R: 58.90% F: 64.69%
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+ 2023-02-20 20:12:26 INFO lr: 4.9480e-05 - loss: 0.0045 - UP: 96.76% UR: 95.11% UF: 95.93% P: 96.41% R: 94.77% F: 95.58%
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+ 2023-02-20 20:12:27 INFO dev: loss: nan - UP: 76.45% UR: 67.80% UF: 71.87% P: 71.58% R: 63.48% F: 67.28%
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+ 2023-02-20 20:12:28 INFO test: loss: 0.1351 - UP: 70.38% UR: 66.11% UF: 68.18% P: 67.31% R: 63.22% F: 65.20%
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+ 2023-02-20 20:12:39 INFO lr: 4.9470e-05 - loss: 0.0012 - UP: 96.86% UR: 95.22% UF: 96.03% P: 96.65% R: 95.01% F: 95.82%
383
+ 2023-02-20 20:12:39 INFO dev: loss: nan - UP: 78.85% UR: 64.49% UF: 70.95% P: 74.80% R: 61.18% F: 67.31%
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+ 2023-02-20 20:12:40 INFO test: loss: 0.1369 - UP: 73.67% UR: 63.76% UF: 68.36% P: 71.25% R: 61.67% F: 66.11%
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+ 2023-02-20 20:12:51 INFO lr: 4.9460e-05 - loss: 0.0016 - UP: 96.86% UR: 94.10% UF: 95.46% P: 96.71% R: 93.96% F: 95.31%
389
+ 2023-02-20 20:12:51 INFO dev: loss: nan - UP: 74.57% UR: 67.71% UF: 70.97% P: 69.60% R: 63.20% F: 66.25%
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+ 2023-02-20 20:12:52 INFO test: loss: 0.1302 - UP: 71.20% UR: 67.74% UF: 69.43% P: 67.86% R: 64.56% F: 66.17%
391
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+ 2023-02-20 20:13:03 INFO lr: 4.9450e-05 - loss: 0.0016 - UP: 97.20% UR: 95.33% UF: 96.26% P: 96.98% R: 95.11% F: 96.04%
395
+ 2023-02-20 20:13:04 INFO dev: loss: nan - UP: 76.96% UR: 66.97% UF: 71.62% P: 71.99% R: 62.65% F: 66.99%
396
+ 2023-02-20 20:13:05 INFO test: loss: 0.1372 - UP: 72.23% UR: 65.61% UF: 68.76% P: 69.19% R: 62.84% F: 65.86%
397
+ 2023-02-20 20:13:05 INFO 0:00:12.308836s elapsed
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+ 2023-02-20 20:13:15 INFO lr: 4.9440e-05 - loss: 0.0045 - UP: 97.40% UR: 95.52% UF: 96.45% P: 97.24% R: 95.35% F: 96.29%
401
+ 2023-02-20 20:13:16 INFO dev: loss: nan - UP: 78.42% UR: 63.85% UF: 70.39% P: 73.90% R: 60.17% F: 66.33%
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+ 2023-02-20 20:13:17 INFO test: loss: 0.1520 - UP: 73.24% UR: 62.51% UF: 67.45% P: 70.59% R: 60.24% F: 65.01%
403
+ 2023-02-20 20:13:17 INFO 0:00:12.310454s elapsed
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+ 2023-02-20 20:13:28 INFO lr: 4.9430e-05 - loss: 0.0008 - UP: 97.38% UR: 96.07% UF: 96.72% P: 97.26% R: 95.94% F: 96.59%
407
+ 2023-02-20 20:13:29 INFO dev: loss: nan - UP: 78.23% UR: 65.13% UF: 71.08% P: 73.04% R: 60.81% F: 66.37%
408
+ 2023-02-20 20:13:30 INFO test: loss: 0.1502 - UP: 72.71% UR: 64.18% UF: 68.18% P: 70.24% R: 62.00% F: 65.87%
409
+ 2023-02-20 20:13:30 INFO 0:00:12.741735s elapsed
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+ 2023-02-20 20:13:40 INFO lr: 4.9420e-05 - loss: 0.0023 - UP: 97.71% UR: 96.50% UF: 97.10% P: 97.60% R: 96.39% F: 96.99%
413
+ 2023-02-20 20:13:41 INFO dev: loss: nan - UP: 78.27% UR: 66.61% UF: 71.97% P: 72.65% R: 61.82% F: 66.80%
414
+ 2023-02-20 20:13:42 INFO test: loss: 0.1497 - UP: 72.11% UR: 65.44% UF: 68.61% P: 69.58% R: 63.13% F: 66.20%
415
+ 2023-02-20 20:13:42 INFO 0:00:12.478585s elapsed
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+ 2023-02-20 20:13:53 INFO lr: 4.9410e-05 - loss: 0.0014 - UP: 97.69% UR: 96.64% UF: 97.16% P: 97.55% R: 96.50% F: 97.02%
419
+ 2023-02-20 20:13:54 INFO dev: loss: nan - UP: 78.86% UR: 67.62% UF: 72.81% P: 73.18% R: 62.74% F: 67.56%
420
+ 2023-02-20 20:13:54 INFO test: loss: 0.1616 - UP: 72.89% UR: 64.64% UF: 68.52% P: 70.15% R: 62.21% F: 65.94%
421
+ 2023-02-20 20:13:54 INFO 0:00:12.263751s elapsed
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+ 2023-02-20 20:14:05 INFO lr: 4.9400e-05 - loss: 0.0055 - UP: 98.28% UR: 96.80% UF: 97.53% P: 98.07% R: 96.59% F: 97.32%
425
+ 2023-02-20 20:14:06 INFO dev: loss: nan - UP: 77.54% UR: 68.91% UF: 72.97% P: 71.84% R: 63.85% F: 67.61%
426
+ 2023-02-20 20:14:07 INFO test: loss: 0.1517 - UP: 71.73% UR: 66.02% UF: 68.76% P: 68.73% R: 63.26% F: 65.88%
427
+ 2023-02-20 20:14:07 INFO 0:00:12.211472s elapsed
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+ 2023-02-20 20:14:17 INFO lr: 4.9390e-05 - loss: 0.0093 - UP: 97.84% UR: 97.08% UF: 97.46% P: 97.62% R: 96.86% F: 97.24%
431
+ 2023-02-20 20:14:18 INFO dev: loss: nan - UP: 78.90% UR: 67.43% UF: 72.72% P: 74.49% R: 63.66% F: 68.65%
432
+ 2023-02-20 20:14:19 INFO test: loss: 0.1559 - UP: 72.69% UR: 65.56% UF: 68.94% P: 69.39% R: 62.59% F: 65.81%
433
+ 2023-02-20 20:14:19 INFO 0:00:12.208597s elapsed
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+ 2023-02-20 20:14:30 INFO lr: 4.9380e-05 - loss: 0.0017 - UP: 98.00% UR: 97.03% UF: 97.51% P: 97.88% R: 96.91% F: 97.39%
437
+ 2023-02-20 20:14:30 INFO dev: loss: nan - UP: 75.94% UR: 67.07% UF: 71.23% P: 71.56% R: 63.20% F: 67.12%
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+ 2023-02-20 20:14:31 INFO test: loss: 0.1687 - UP: 71.59% UR: 68.08% UF: 69.79% P: 67.75% R: 64.43% F: 66.05%
439
+ 2023-02-20 20:14:31 INFO 0:00:12.260742s elapsed
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+ 2023-02-20 20:14:42 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 98.04% UR: 97.05% UF: 97.54% P: 97.86% R: 96.87% F: 97.36%
443
+ 2023-02-20 20:14:43 INFO dev: loss: nan - UP: 78.63% UR: 65.32% UF: 71.36% P: 74.31% R: 61.73% F: 67.44%
444
+ 2023-02-20 20:14:44 INFO test: loss: 0.1638 - UP: 73.07% UR: 64.35% UF: 68.43% P: 70.12% R: 61.75% F: 65.67%
445
+ 2023-02-20 20:14:44 INFO 0:00:12.627583s elapsed
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+ 2023-02-20 20:14:44 INFO Epoch 64 / 5000:
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+ 2023-02-20 20:14:54 INFO lr: 4.9360e-05 - loss: 0.0033 - UP: 98.05% UR: 96.94% UF: 97.49% P: 97.85% R: 96.74% F: 97.29%
449
+ 2023-02-20 20:14:55 INFO dev: loss: nan - UP: 78.18% UR: 65.59% UF: 71.34% P: 73.79% R: 61.91% F: 67.33%
450
+ 2023-02-20 20:14:56 INFO test: loss: 0.1827 - UP: 72.29% UR: 64.94% UF: 68.42% P: 68.66% R: 61.67% F: 64.97%
451
+ 2023-02-20 20:14:56 INFO 0:00:12.524716s elapsed
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+ 2023-02-20 20:14:56 INFO Epoch 65 / 5000:
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+ 2023-02-20 20:15:07 INFO lr: 4.9350e-05 - loss: 0.0001 - UP: 98.09% UR: 95.58% UF: 96.82% P: 97.47% R: 94.98% F: 96.21%
455
+ 2023-02-20 20:15:08 INFO dev: loss: nan - UP: 75.20% UR: 67.53% UF: 71.16% P: 70.18% R: 63.02% F: 66.41%
456
+ 2023-02-20 20:15:09 INFO test: loss: 0.1535 - UP: 70.78% UR: 66.99% UF: 68.83% P: 67.29% R: 63.68% F: 65.43%
457
+ 2023-02-20 20:15:09 INFO 0:00:12.359030s elapsed
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+ 2023-02-20 20:15:09 INFO Epoch 66 / 5000:
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+ 2023-02-20 20:15:19 INFO lr: 4.9340e-05 - loss: 0.0036 - UP: 97.82% UR: 96.26% UF: 97.03% P: 97.62% R: 96.07% F: 96.84%
461
+ 2023-02-20 20:15:20 INFO dev: loss: nan - UP: 77.44% UR: 67.89% UF: 72.35% P: 72.93% R: 63.94% F: 68.14%
462
+ 2023-02-20 20:15:21 INFO test: loss: 0.1706 - UP: 72.14% UR: 65.19% UF: 68.49% P: 68.98% R: 62.34% F: 65.49%
463
+ 2023-02-20 20:15:21 INFO 0:00:12.287838s elapsed
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+ 2023-02-20 20:15:21 INFO Epoch 67 / 5000:
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+ 2023-02-20 20:15:32 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 97.18% UR: 96.30% UF: 96.73% P: 97.00% R: 96.12% F: 96.56%
467
+ 2023-02-20 20:15:32 INFO dev: loss: nan - UP: 75.82% UR: 65.78% UF: 70.44% P: 70.94% R: 61.55% F: 65.91%
468
+ 2023-02-20 20:15:33 INFO test: loss: 0.1557 - UP: 73.12% UR: 62.67% UF: 67.49% P: 70.28% R: 60.24% F: 64.88%
469
+ 2023-02-20 20:15:33 INFO 0:00:12.225275s elapsed
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+ 2023-02-20 20:15:44 INFO lr: 4.9320e-05 - loss: 0.0038 - UP: 96.36% UR: 94.21% UF: 95.27% P: 96.14% R: 93.99% F: 95.05%
473
+ 2023-02-20 20:15:45 INFO dev: loss: nan - UP: 77.54% UR: 56.21% UF: 65.17% P: 73.10% R: 52.99% F: 61.44%
474
+ 2023-02-20 20:15:46 INFO test: loss: 0.1646 - UP: 76.44% UR: 55.59% UF: 64.37% P: 73.96% R: 53.79% F: 62.28%
475
+ 2023-02-20 20:15:46 INFO 0:00:12.576552s elapsed
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+ 2023-02-20 20:15:46 INFO Epoch 69 / 5000:
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+ 2023-02-20 20:15:57 INFO lr: 4.9310e-05 - loss: 0.0012 - UP: 95.86% UR: 93.06% UF: 94.44% P: 95.77% R: 92.97% F: 94.35%
479
+ 2023-02-20 20:15:57 INFO dev: loss: nan - UP: 74.69% UR: 65.69% UF: 69.90% P: 70.61% R: 62.10% F: 66.08%
480
+ 2023-02-20 20:15:58 INFO test: loss: 0.1710 - UP: 72.52% UR: 65.02% UF: 68.57% P: 68.79% R: 61.67% F: 65.03%
481
+ 2023-02-20 20:15:58 INFO 0:00:12.550456s elapsed
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+ 2023-02-20 20:16:55 INFO Epoch 39 saved
484
+ 2023-02-20 20:16:55 INFO dev: UP: 79.03% UR: 67.25% UF: 72.66% P: 74.70% R: 63.57% F: 68.69%
485
+ 2023-02-20 20:16:55 INFO test: UP: 72.94% UR: 65.14% UF: 68.82% P: 68.90% R: 61.54% F: 65.01%
486
+ 2023-02-20 20:16:55 INFO 0:15:06.867046s elapsed, 0:00:13.143001s/epoch