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SemEval-2022-Task-10
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  1. .gitattributes +5 -0
  2. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_infoxlm_10 +3 -0
  3. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_infoxlm_10.train.log +709 -0
  4. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_mbert_8 +3 -0
  5. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_mbert_8.train.log +793 -0
  6. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_roberta_6 +3 -0
  7. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_roberta_6.train.log +552 -0
  8. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_twxlmsa_9 +3 -0
  9. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_twxlmsa_9.train.log +637 -0
  10. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_xlm_10 +3 -0
  11. models/mpqa/sdp_random/40/mpqa/sdp_random/40/model_vi_mpqa_xlm_10.train.log +871 -0
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+ 2023-05-24 20:41:53 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 1500
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/40/model_vi_mpqa_infoxlm_10
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | microsoft/infoxlm-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-05-24 20:41:53 INFO Building the fields
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+ 2023-05-24 20:41:54 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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+ 2023-05-24 20:41:54 INFO Building the model
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+ 2023-05-24 20:41:58 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(microsoft/infoxlm-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-05-24 20:41:58 INFO Loading the data
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+ 2023-05-24 20:42:03 INFO
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+ train: Dataset(n_sentences=2348, n_batches=49, n_buckets=32)
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+ dev: Dataset(n_sentences=824, n_batches=33, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=45, n_buckets=32)
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+
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+ 2023-05-24 20:42:03 INFO Epoch 1 / 5000:
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+ 2023-05-24 20:42:10 INFO lr: 4.9990e-05 - loss: 0.1135 - UP: 0.15% UR: 1.13% UF: 0.26% P: 0.02% R: 0.16% F: 0.04%
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+ 2023-05-24 20:42:11 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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+ 2023-05-24 20:42:13 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:42:13 INFO 0:00:09.081955s elapsed
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+
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+ 2023-05-24 20:42:13 INFO Epoch 2 / 5000:
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+ 2023-05-24 20:42:19 INFO lr: 4.9980e-05 - loss: 0.0899 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:42:19 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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+ 2023-05-24 20:42:21 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:42:21 INFO 0:00:08.489337s elapsed
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+
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+ 2023-05-24 20:42:21 INFO Epoch 3 / 5000:
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+ 2023-05-24 20:42:27 INFO lr: 4.9970e-05 - loss: 0.0805 - UP: 4.00% UR: 0.02% UF: 0.03% P: 4.00% R: 0.02% F: 0.03%
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+ 2023-05-24 20:42:28 INFO dev: loss: nan - UP: 50.00% UR: 0.05% UF: 0.10% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:42:29 INFO test: loss: nan - UP: 76.92% UR: 0.21% UF: 0.42% P: 69.23% R: 0.19% F: 0.38%
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+ 2023-05-24 20:42:29 INFO 0:00:08.482142s elapsed
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+
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+ 2023-05-24 20:42:29 INFO Epoch 4 / 5000:
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+ 2023-05-24 20:42:36 INFO lr: 4.9960e-05 - loss: nan - UP: 4.12% UR: 0.16% UF: 0.31% P: 4.12% R: 0.16% F: 0.31%
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+ 2023-05-24 20:42:36 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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+ 2023-05-24 20:42:38 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:42:38 INFO 0:00:08.489681s elapsed
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+
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+ 2023-05-24 20:42:38 INFO Epoch 5 / 5000:
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+ 2023-05-24 20:42:44 INFO lr: 4.9950e-05 - loss: 0.0939 - UP: 27.45% UR: 0.69% UF: 1.34% P: 25.49% R: 0.64% F: 1.24%
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+ 2023-05-24 20:42:45 INFO dev: loss: nan - UP: 45.83% UR: 5.03% UF: 9.06% P: 38.43% R: 4.21% F: 7.59%
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+ 2023-05-24 20:42:47 INFO test: loss: nan - UP: 42.58% UR: 4.67% UF: 8.42% P: 33.72% R: 3.70% F: 6.66%
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+ 2023-05-24 20:42:51 INFO 0:00:08.563142s elapsed (saved)
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+ 2023-05-24 20:42:57 INFO lr: 4.9940e-05 - loss: 0.1568 - UP: 36.36% UR: 1.44% UF: 2.76% P: 32.23% R: 1.27% F: 2.45%
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+ 2023-05-24 20:42:58 INFO dev: loss: nan - UP: 51.05% UR: 4.92% UF: 8.98% P: 43.68% R: 4.21% F: 7.69%
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+ 2023-05-24 20:43:00 INFO test: loss: nan - UP: 51.64% UR: 5.66% UF: 10.21% P: 40.66% R: 4.46% F: 8.04%
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+ 2023-05-24 20:43:07 INFO 0:00:08.488149s elapsed (saved)
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+ 2023-05-24 20:43:13 INFO lr: 4.9930e-05 - loss: 0.0584 - UP: 45.50% UR: 4.46% UF: 8.12% P: 44.17% R: 4.33% F: 7.88%
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+ 2023-05-24 20:43:14 INFO dev: loss: nan - UP: 46.35% UR: 7.41% UF: 12.78% P: 42.22% R: 6.75% F: 11.64%
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+ 2023-05-24 20:43:15 INFO test: loss: nan - UP: 43.21% UR: 8.81% UF: 14.64% P: 37.82% R: 7.71% F: 12.81%
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+ 2023-05-24 20:43:21 INFO 0:00:08.457159s elapsed (saved)
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+ 2023-05-24 20:43:21 INFO Epoch 8 / 5000:
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+ 2023-05-24 20:43:28 INFO lr: 4.9920e-05 - loss: 0.0506 - UP: 44.55% UR: 3.20% UF: 5.97% P: 42.27% R: 3.04% F: 5.66%
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+ 2023-05-24 20:43:28 INFO dev: loss: nan - UP: 51.62% UR: 7.26% UF: 12.73% P: 45.49% R: 6.40% F: 11.21%
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+ 2023-05-24 20:43:30 INFO test: loss: nan - UP: 51.35% UR: 8.45% UF: 14.51% P: 43.13% R: 7.10% F: 12.19%
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+ 2023-05-24 20:43:30 INFO 0:00:08.530980s elapsed
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+
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+ 2023-05-24 20:43:30 INFO Epoch 9 / 5000:
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+ 2023-05-24 20:43:36 INFO lr: 4.9910e-05 - loss: nan - UP: 41.17% UR: 5.63% UF: 9.91% P: 40.57% R: 5.55% F: 9.76%
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+ 2023-05-24 20:43:37 INFO dev: loss: nan - UP: 53.06% UR: 7.92% UF: 13.78% P: 45.58% R: 6.80% F: 11.84%
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+ 2023-05-24 20:43:38 INFO test: loss: nan - UP: 51.17% UR: 8.79% UF: 15.00% P: 42.68% R: 7.33% F: 12.51%
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+ 2023-05-24 20:43:45 INFO 0:00:08.506292s elapsed (saved)
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+
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+ 2023-05-24 20:43:45 INFO Epoch 10 / 5000:
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+ 2023-05-24 20:43:51 INFO lr: 4.9900e-05 - loss: 0.0262 - UP: 59.89% UR: 10.87% UF: 18.40% P: 58.72% R: 10.66% F: 18.04%
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+ 2023-05-24 20:43:52 INFO dev: loss: nan - UP: 51.20% UR: 14.06% UF: 22.06% P: 48.80% R: 13.40% F: 21.03%
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+ 2023-05-24 20:43:53 INFO test: loss: nan - UP: 45.49% UR: 13.73% UF: 21.10% P: 42.62% R: 12.87% F: 19.77%
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+ 2023-05-24 20:44:01 INFO 0:00:08.546557s elapsed (saved)
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+ 2023-05-24 20:44:01 INFO Epoch 11 / 5000:
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+ 2023-05-24 20:44:07 INFO lr: 4.9890e-05 - loss: 0.0366 - UP: 56.66% UR: 12.78% UF: 20.85% P: 56.01% R: 12.63% F: 20.62%
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+ 2023-05-24 20:44:08 INFO dev: loss: nan - UP: 44.96% UR: 14.72% UF: 22.18% P: 42.79% R: 14.01% F: 21.11%
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+ 2023-05-24 20:44:09 INFO test: loss: nan - UP: 43.06% UR: 15.66% UF: 22.96% P: 39.45% R: 14.35% F: 21.04%
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+ 2023-05-24 20:44:15 INFO 0:00:08.491197s elapsed (saved)
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+ 2023-05-24 20:44:21 INFO lr: 4.9880e-05 - loss: 0.0317 - UP: 40.81% UR: 7.75% UF: 13.03% P: 39.78% R: 7.56% F: 12.70%
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+ 2023-05-24 20:44:22 INFO dev: loss: nan - UP: 42.86% UR: 15.84% UF: 23.13% P: 39.97% R: 14.77% F: 21.57%
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+ 2023-05-24 20:44:24 INFO test: loss: nan - UP: 44.68% UR: 18.28% UF: 25.94% P: 40.96% R: 16.75% F: 23.78%
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+ 2023-05-24 20:44:30 INFO 0:00:08.472503s elapsed (saved)
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+ 2023-05-24 20:44:30 INFO Epoch 13 / 5000:
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+ 2023-05-24 20:44:37 INFO lr: 4.9870e-05 - loss: 0.0041 - UP: 58.51% UR: 13.24% UF: 21.59% P: 58.15% R: 13.15% F: 21.46%
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+ 2023-05-24 20:44:37 INFO dev: loss: nan - UP: 31.93% UR: 28.53% UF: 30.13% P: 30.80% R: 27.51% F: 29.06%
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+ 2023-05-24 20:44:39 INFO test: loss: nan - UP: 31.35% UR: 31.76% UF: 31.55% P: 29.83% R: 30.21% F: 30.02%
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+ 2023-05-24 20:44:45 INFO 0:00:08.462734s elapsed (saved)
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+ 2023-05-24 20:44:52 INFO lr: 4.9860e-05 - loss: 0.0295 - UP: 61.62% UR: 17.79% UF: 27.61% P: 60.66% R: 17.51% F: 27.18%
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+ 2023-05-24 20:44:52 INFO dev: loss: nan - UP: 31.56% UR: 30.36% UF: 30.94% P: 30.24% R: 29.09% F: 29.65%
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+ 2023-05-24 20:44:54 INFO test: loss: nan - UP: 30.83% UR: 34.23% UF: 32.44% P: 29.06% R: 32.26% F: 30.58%
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+ 2023-05-24 20:45:00 INFO 0:00:08.452616s elapsed (saved)
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+ 2023-05-24 20:45:07 INFO lr: 4.9850e-05 - loss: 0.0254 - UP: 61.93% UR: 19.78% UF: 29.99% P: 61.42% R: 19.62% F: 29.74%
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+ 2023-05-24 20:45:07 INFO dev: loss: nan - UP: 41.21% UR: 25.33% UF: 31.37% P: 39.97% R: 24.57% F: 30.43%
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+ 2023-05-24 20:45:09 INFO test: loss: nan - UP: 38.80% UR: 28.67% UF: 32.98% P: 36.97% R: 27.32% F: 31.42%
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+ 2023-05-24 20:45:15 INFO 0:00:08.565727s elapsed (saved)
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+ 2023-05-24 20:45:21 INFO lr: 4.9840e-05 - loss: 0.0253 - UP: 56.55% UR: 18.10% UF: 27.42% P: 55.99% R: 17.92% F: 27.15%
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+ 2023-05-24 20:45:22 INFO dev: loss: nan - UP: 47.22% UR: 14.21% UF: 21.85% P: 46.21% R: 13.91% F: 21.38%
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+ 2023-05-24 20:45:23 INFO test: loss: nan - UP: 44.77% UR: 19.52% UF: 27.19% P: 42.64% R: 18.59% F: 25.89%
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+ 2023-05-24 20:45:23 INFO 0:00:08.497105s elapsed
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+ 2023-05-24 20:45:23 INFO Epoch 17 / 5000:
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+ 2023-05-24 20:45:30 INFO lr: 4.9830e-05 - loss: 0.0617 - UP: 63.35% UR: 23.08% UF: 33.83% P: 62.95% R: 22.93% F: 33.62%
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+ 2023-05-24 20:45:30 INFO dev: loss: nan - UP: 41.59% UR: 26.75% UF: 32.56% P: 40.49% R: 26.04% F: 31.70%
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+ 2023-05-24 20:45:32 INFO test: loss: nan - UP: 37.93% UR: 29.88% UF: 33.42% P: 36.19% R: 28.50% F: 31.89%
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+ 2023-05-24 20:45:38 INFO 0:00:08.521376s elapsed (saved)
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+ 2023-05-24 20:45:38 INFO Epoch 18 / 5000:
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+ 2023-05-24 20:45:45 INFO lr: 4.9820e-05 - loss: 0.0306 - UP: 66.07% UR: 27.52% UF: 38.85% P: 65.71% R: 27.37% F: 38.65%
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+ 2023-05-24 20:45:45 INFO dev: loss: nan - UP: 45.88% UR: 27.11% UF: 34.08% P: 43.73% R: 25.84% F: 32.48%
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+ 2023-05-24 20:45:47 INFO test: loss: nan - UP: 40.99% UR: 29.07% UF: 34.02% P: 39.23% R: 27.83% F: 32.56%
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+ 2023-05-24 20:45:53 INFO 0:00:08.554575s elapsed (saved)
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+ 2023-05-24 20:48:45 INFO lr: 4.9640e-05 - loss: 0.0059 - UP: 83.08% UR: 59.31% UF: 69.21% P: 83.08% R: 59.31% F: 69.21%
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+ 2023-05-24 20:52:30 INFO lr: 4.9420e-05 - loss: 0.0027 - UP: 92.73% UR: 85.51% UF: 88.97% P: 92.73% R: 85.51% F: 88.97%
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+ 2023-05-24 20:52:39 INFO dev: loss: nan - UP: 53.56% UR: 38.53% UF: 44.82% P: 52.22% R: 37.56% F: 43.70%
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+ 2023-05-24 20:52:41 INFO test: loss: nan - UP: 47.70% UR: 35.79% UF: 40.90% P: 45.71% R: 34.29% F: 39.18%
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+ 2023-05-24 20:52:56 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 92.18% UR: 87.11% UF: 89.57% P: 92.14% R: 87.07% F: 89.54%
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+ 2023-05-24 20:52:58 INFO test: loss: nan - UP: 42.22% UR: 42.15% UF: 42.19% P: 40.51% R: 40.44% F: 40.47%
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+ 2023-05-24 20:53:04 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 93.37% UR: 86.67% UF: 89.89% P: 93.37% R: 86.67% F: 89.89%
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+ 2023-05-24 20:53:05 INFO dev: loss: nan - UP: 47.04% UR: 42.39% UF: 44.59% P: 45.92% R: 41.37% F: 43.52%
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+ 2023-05-24 20:53:15 INFO test: loss: nan - UP: 50.44% UR: 37.52% UF: 43.03% P: 48.51% R: 36.09% F: 41.39%
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+ 2023-05-24 20:53:24 INFO test: loss: nan - UP: 50.63% UR: 38.33% UF: 43.63% P: 48.79% R: 36.93% F: 42.04%
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+ 2023-05-24 20:53:31 INFO 0:00:08.594065s elapsed (saved)
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+ 2023-05-24 20:53:40 INFO test: loss: nan - UP: 43.44% UR: 39.26% UF: 41.24% P: 41.64% R: 37.63% F: 39.53%
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+ 2023-05-24 20:53:47 INFO dev: loss: nan - UP: 52.83% UR: 40.76% UF: 46.02% P: 51.18% R: 39.49% F: 44.58%
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+ 2023-05-24 20:53:48 INFO test: loss: nan - UP: 49.27% UR: 39.49% UF: 43.84% P: 47.27% R: 37.88% F: 42.06%
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+ 2023-05-24 20:53:55 INFO lr: 4.9330e-05 - loss: 0.0007 - UP: 93.34% UR: 88.72% UF: 90.97% P: 93.34% R: 88.72% F: 90.97%
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+ 2023-05-24 20:53:55 INFO dev: loss: nan - UP: 49.18% UR: 41.07% UF: 44.76% P: 47.42% R: 39.59% F: 43.15%
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+ 2023-05-24 20:53:57 INFO test: loss: nan - UP: 43.29% UR: 37.38% UF: 40.12% P: 40.92% R: 35.33% F: 37.92%
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+ 2023-05-24 20:53:57 INFO 0:00:08.578183s elapsed
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+ 2023-05-24 20:54:03 INFO lr: 4.9320e-05 - loss: nan - UP: 94.48% UR: 89.62% UF: 91.98% P: 94.48% R: 89.62% F: 91.98%
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+ 2023-05-24 20:54:04 INFO dev: loss: nan - UP: 51.55% UR: 39.70% UF: 44.85% P: 49.44% R: 38.07% F: 43.02%
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+ 2023-05-24 20:54:05 INFO test: loss: nan - UP: 48.46% UR: 37.12% UF: 42.04% P: 46.28% R: 35.45% F: 40.15%
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+ 2023-05-24 20:54:12 INFO dev: loss: nan - UP: 49.07% UR: 40.36% UF: 44.29% P: 47.41% R: 38.98% F: 42.79%
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+ 2023-05-24 20:54:14 INFO test: loss: nan - UP: 44.79% UR: 37.90% UF: 41.06% P: 42.57% R: 36.02% F: 39.02%
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+ 2023-05-24 20:54:20 INFO lr: 4.9300e-05 - loss: 0.0021 - UP: 89.81% UR: 83.76% UF: 86.68% P: 89.22% R: 83.21% F: 86.11%
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+ 2023-05-24 20:54:21 INFO dev: loss: nan - UP: 42.07% UR: 38.38% UF: 40.14% P: 40.73% R: 37.16% F: 38.86%
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+ 2023-05-24 20:54:22 INFO test: loss: nan - UP: 38.56% UR: 36.26% UF: 37.37% P: 36.70% R: 34.50% F: 35.57%
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+ 2023-05-24 20:54:29 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 87.34% UR: 78.70% UF: 82.80% P: 87.14% R: 78.52% F: 82.61%
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+ 2023-05-24 20:54:30 INFO dev: loss: nan - UP: 53.92% UR: 34.57% UF: 42.13% P: 52.41% R: 33.60% F: 40.95%
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+ 2023-05-24 20:54:31 INFO test: loss: nan - UP: 45.90% UR: 30.61% UF: 36.73% P: 43.62% R: 29.09% F: 34.90%
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+ 2023-05-24 20:54:31 INFO 0:00:08.607843s elapsed
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+ 2023-05-24 20:54:37 INFO lr: 4.9280e-05 - loss: 0.0010 - UP: 89.95% UR: 81.97% UF: 85.77% P: 89.52% R: 81.57% F: 85.36%
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+ 2023-05-24 20:54:38 INFO dev: loss: nan - UP: 49.27% UR: 39.59% UF: 43.91% P: 47.76% R: 38.38% F: 42.56%
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+ 2023-05-24 20:54:40 INFO test: loss: nan - UP: 43.39% UR: 34.88% UF: 38.67% P: 41.21% R: 33.13% F: 36.73%
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+ 2023-05-24 20:54:40 INFO 0:00:08.548097s elapsed
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+ 2023-05-24 20:54:46 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 91.95% UR: 83.91% UF: 87.75% P: 91.88% R: 83.84% F: 87.68%
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+ 2023-05-24 20:54:47 INFO dev: loss: nan - UP: 40.88% UR: 45.53% UF: 43.08% P: 39.88% R: 44.42% F: 42.03%
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+ 2023-05-24 20:54:48 INFO test: loss: nan - UP: 40.57% UR: 41.18% UF: 40.87% P: 38.70% R: 39.28% F: 38.99%
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+ 2023-05-24 20:54:54 INFO lr: 4.9260e-05 - loss: 0.0017 - UP: 91.87% UR: 87.01% UF: 89.37% P: 91.87% R: 87.01% F: 89.37%
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+ 2023-05-24 20:54:55 INFO dev: loss: nan - UP: 54.04% UR: 39.75% UF: 45.80% P: 52.86% R: 38.88% F: 44.81%
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+ 2023-05-24 20:54:57 INFO test: loss: nan - UP: 47.70% UR: 34.02% UF: 39.71% P: 45.30% R: 32.31% F: 37.72%
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+ 2023-05-24 20:54:57 INFO 0:00:08.600656s elapsed
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+ 2023-05-24 20:55:03 INFO lr: 4.9250e-05 - loss: 0.0008 - UP: 93.62% UR: 87.84% UF: 90.64% P: 93.62% R: 87.84% F: 90.64%
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+ 2023-05-24 20:55:04 INFO dev: loss: nan - UP: 50.74% UR: 43.25% UF: 46.70% P: 49.61% R: 42.28% F: 45.66%
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+ 2023-05-24 20:55:05 INFO test: loss: nan - UP: 42.73% UR: 38.79% UF: 40.66% P: 40.68% R: 36.93% F: 38.72%
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+ 2023-05-24 20:55:12 INFO 0:00:08.555569s elapsed (saved)
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+ 2023-05-24 20:55:18 INFO lr: 4.9240e-05 - loss: 0.0036 - UP: 94.55% UR: 90.97% UF: 92.73% P: 94.54% R: 90.96% F: 92.71%
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+ 2023-05-24 20:55:19 INFO dev: loss: nan - UP: 54.24% UR: 42.23% UF: 47.49% P: 52.93% R: 41.22% F: 46.35%
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+ 2023-05-24 20:55:20 INFO test: loss: nan - UP: 44.99% UR: 36.89% UF: 40.54% P: 42.90% R: 35.18% F: 38.66%
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+ 2023-05-24 20:55:28 INFO 0:00:08.518858s elapsed (saved)
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+ 2023-05-24 20:55:34 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 93.97% UR: 89.75% UF: 91.81% P: 93.93% R: 89.72% F: 91.78%
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+ 2023-05-24 20:55:35 INFO dev: loss: nan - UP: 41.15% UR: 45.08% UF: 43.02% P: 39.85% R: 43.65% F: 41.67%
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+ 2023-05-24 20:55:36 INFO test: loss: nan - UP: 37.36% UR: 43.23% UF: 40.08% P: 35.28% R: 40.82% F: 37.85%
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+ 2023-05-24 20:55:36 INFO 0:00:08.503704s elapsed
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+ 2023-05-24 20:55:42 INFO lr: 4.9220e-05 - loss: 0.0040 - UP: 92.40% UR: 88.27% UF: 90.28% P: 92.28% R: 88.15% F: 90.17%
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+ 2023-05-24 20:55:43 INFO dev: loss: nan - UP: 49.75% UR: 40.91% UF: 44.90% P: 48.64% R: 40.00% F: 43.90%
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+ 2023-05-24 20:55:45 INFO test: loss: nan - UP: 43.81% UR: 37.80% UF: 40.58% P: 41.70% R: 35.98% F: 38.63%
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+ 2023-05-24 20:55:51 INFO lr: 4.9210e-05 - loss: 0.0031 - UP: 93.92% UR: 89.46% UF: 91.63% P: 93.87% R: 89.41% F: 91.58%
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+ 2023-05-24 20:55:52 INFO dev: loss: nan - UP: 51.15% UR: 38.27% UF: 43.79% P: 50.07% R: 37.46% F: 42.86%
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+ 2023-05-24 20:55:59 INFO lr: 4.9200e-05 - loss: 0.0016 - UP: 95.04% UR: 90.73% UF: 92.84% P: 95.02% R: 90.71% F: 92.82%
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+ 2023-05-24 20:56:00 INFO dev: loss: nan - UP: 46.14% UR: 45.84% UF: 45.99% P: 44.81% R: 44.52% F: 44.67%
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+ 2023-05-24 20:56:02 INFO test: loss: nan - UP: 42.54% UR: 43.90% UF: 43.21% P: 40.63% R: 41.94% F: 41.28%
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+ 2023-05-24 20:56:08 INFO lr: 4.9190e-05 - loss: 0.0008 - UP: 94.50% UR: 91.45% UF: 92.95% P: 94.48% R: 91.43% F: 92.93%
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+ 2023-05-24 20:56:09 INFO dev: loss: nan - UP: 54.59% UR: 33.20% UF: 41.29% P: 53.09% R: 32.28% F: 40.15%
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+ 2023-05-24 20:56:10 INFO test: loss: nan - UP: 50.36% UR: 32.73% UF: 39.67% P: 47.98% R: 31.19% F: 37.80%
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+ 2023-05-24 20:56:17 INFO lr: 4.9180e-05 - loss: 0.0039 - UP: 92.84% UR: 88.22% UF: 90.47% P: 92.82% R: 88.20% F: 90.45%
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+ 2023-05-24 20:56:25 INFO lr: 4.9170e-05 - loss: 0.0023 - UP: 87.51% UR: 80.06% UF: 83.62% P: 87.48% R: 80.02% F: 83.58%
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+ 2023-05-24 20:56:26 INFO dev: loss: nan - UP: 52.03% UR: 35.84% UF: 42.44% P: 49.96% R: 34.42% F: 40.76%
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+ 2023-05-24 20:56:34 INFO dev: loss: nan - UP: 47.10% UR: 40.41% UF: 43.50% P: 45.56% R: 39.09% F: 42.08%
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+ 2023-05-24 20:56:51 INFO dev: loss: nan - UP: 43.75% UR: 42.79% UF: 43.26% P: 42.66% R: 41.73% F: 42.19%
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+ 2023-05-24 20:56:53 INFO test: loss: nan - UP: 39.34% UR: 42.24% UF: 40.74% P: 37.65% R: 40.42% F: 38.99%
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+ 2023-05-24 20:57:00 INFO dev: loss: nan - UP: 57.07% UR: 38.73% UF: 46.14% P: 55.80% R: 37.87% F: 45.12%
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+ 2023-05-24 20:57:02 INFO test: loss: nan - UP: 48.12% UR: 33.74% UF: 39.67% P: 46.01% R: 32.26% F: 37.93%
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+ 2023-05-24 20:57:09 INFO dev: loss: nan - UP: 53.55% UR: 41.02% UF: 46.45% P: 52.29% R: 40.05% F: 45.36%
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+ 2023-05-24 20:57:10 INFO test: loss: nan - UP: 44.33% UR: 35.85% UF: 39.64% P: 42.11% R: 34.06% F: 37.66%
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+ 2023-05-24 20:57:17 INFO dev: loss: nan - UP: 50.33% UR: 42.79% UF: 46.26% P: 49.07% R: 41.73% F: 45.10%
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+ 2023-05-24 20:57:19 INFO test: loss: nan - UP: 42.40% UR: 38.75% UF: 40.49% P: 40.35% R: 36.87% F: 38.53%
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+ 2023-05-24 20:57:26 INFO dev: loss: nan - UP: 52.42% UR: 41.17% UF: 46.12% P: 50.16% R: 39.39% F: 44.13%
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+ 2023-05-24 20:57:27 INFO test: loss: nan - UP: 44.56% UR: 37.12% UF: 40.50% P: 42.48% R: 35.39% F: 38.61%
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+ 2023-05-24 20:57:27 INFO 0:00:08.530066s elapsed
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+ 2023-05-24 20:57:34 INFO dev: loss: nan - UP: 46.81% UR: 32.39% UF: 38.28% P: 44.97% R: 31.12% F: 36.78%
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+ 2023-05-24 20:57:36 INFO test: loss: nan - UP: 39.00% UR: 33.72% UF: 36.17% P: 36.93% R: 31.92% F: 34.24%
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+ 2023-05-24 20:57:36 INFO 0:00:08.568948s elapsed
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+ 2023-05-24 20:57:43 INFO dev: loss: nan - UP: 46.88% UR: 27.87% UF: 34.96% P: 44.83% R: 26.65% F: 33.43%
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+ 2023-05-24 20:57:44 INFO test: loss: nan - UP: 44.06% UR: 29.22% UF: 35.14% P: 41.35% R: 27.42% F: 32.98%
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+ 2023-05-24 20:57:51 INFO dev: loss: nan - UP: 49.84% UR: 39.24% UF: 43.91% P: 48.48% R: 38.17% F: 42.72%
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+ 2023-05-24 20:57:53 INFO test: loss: nan - UP: 44.24% UR: 41.60% UF: 42.88% P: 42.28% R: 39.76% F: 40.98%
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+ 2023-05-24 20:57:53 INFO 0:00:08.538708s elapsed
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+ 2023-05-24 20:57:59 INFO lr: 4.9060e-05 - loss: 0.0011 - UP: 94.36% UR: 90.11% UF: 92.19% P: 94.31% R: 90.06% F: 92.14%
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+ 2023-05-24 20:58:00 INFO dev: loss: nan - UP: 39.64% UR: 45.23% UF: 42.25% P: 38.83% R: 44.31% F: 41.39%
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+ 2023-05-24 20:58:01 INFO 0:00:08.551383s elapsed
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+ 2023-05-24 20:58:08 INFO dev: loss: nan - UP: 51.71% UR: 38.43% UF: 44.09% P: 50.00% R: 37.16% F: 42.63%
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+ 2023-05-24 20:58:10 INFO test: loss: nan - UP: 44.99% UR: 37.48% UF: 40.89% P: 42.99% R: 35.81% F: 39.07%
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+ 2023-05-24 20:58:10 INFO 0:00:08.590664s elapsed
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+ 2023-05-24 20:58:16 INFO lr: 4.9040e-05 - loss: 0.0043 - UP: 92.75% UR: 88.77% UF: 90.72% P: 92.63% R: 88.66% F: 90.60%
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+ 2023-05-24 20:58:17 INFO dev: loss: nan - UP: 36.52% UR: 45.79% UF: 40.63% P: 35.06% R: 43.96% F: 39.01%
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+ 2023-05-24 20:58:18 INFO test: loss: nan - UP: 34.36% UR: 45.62% UF: 39.19% P: 32.46% R: 43.10% F: 37.03%
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+ 2023-05-24 20:58:18 INFO 0:00:08.515119s elapsed
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+ 2023-05-24 20:58:25 INFO lr: 4.9030e-05 - loss: 0.0015 - UP: 93.99% UR: 89.86% UF: 91.88% P: 93.89% R: 89.77% F: 91.78%
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+ 2023-05-24 20:58:25 INFO dev: loss: nan - UP: 46.38% UR: 38.38% UF: 42.00% P: 45.03% R: 37.26% F: 40.78%
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+ 2023-05-24 20:58:27 INFO test: loss: nan - UP: 42.35% UR: 37.33% UF: 39.69% P: 39.77% R: 35.05% F: 37.26%
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+ 2023-05-24 20:58:27 INFO 0:00:08.561395s elapsed
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+ 2023-05-24 20:58:33 INFO lr: 4.9020e-05 - loss: 0.0282 - UP: 87.77% UR: 76.22% UF: 81.59% P: 87.56% R: 76.04% F: 81.39%
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+ 2023-05-24 20:58:34 INFO dev: loss: nan - UP: 31.27% UR: 37.21% UF: 33.98% P: 28.71% R: 34.16% F: 31.20%
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+ 2023-05-24 20:58:36 INFO test: loss: nan - UP: 29.10% UR: 37.06% UF: 32.60% P: 26.49% R: 33.74% F: 29.68%
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+ 2023-05-24 20:58:43 INFO dev: loss: nan - UP: 44.61% UR: 37.01% UF: 40.46% P: 42.96% R: 35.63% F: 38.96%
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+ 2023-05-24 20:58:44 INFO test: loss: nan - UP: 40.39% UR: 35.79% UF: 37.95% P: 38.13% R: 33.78% F: 35.82%
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+ 2023-05-24 20:58:51 INFO lr: 4.9000e-05 - loss: 0.0052 - UP: 84.99% UR: 73.85% UF: 79.03% P: 84.92% R: 73.79% F: 78.96%
666
+ 2023-05-24 20:58:51 INFO dev: loss: nan - UP: 46.20% UR: 31.17% UF: 37.22% P: 44.17% R: 29.80% F: 35.59%
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+ 2023-05-24 20:58:53 INFO test: loss: nan - UP: 43.81% UR: 32.20% UF: 37.12% P: 41.39% R: 30.42% F: 35.07%
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+ 2023-05-24 20:58:53 INFO 0:00:08.592489s elapsed
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+ 2023-05-24 20:58:59 INFO lr: 4.8990e-05 - loss: 0.0042 - UP: 86.38% UR: 77.74% UF: 81.83% P: 85.91% R: 77.31% F: 81.38%
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+ 2023-05-24 20:59:00 INFO dev: loss: nan - UP: 53.46% UR: 21.17% UF: 30.33% P: 50.64% R: 20.05% F: 28.73%
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+ 2023-05-24 20:59:01 INFO test: loss: nan - UP: 52.50% UR: 22.86% UF: 31.85% P: 49.20% R: 21.42% F: 29.85%
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+ 2023-05-24 20:59:01 INFO 0:00:08.545232s elapsed
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+ 2023-05-24 20:59:08 INFO lr: 4.8980e-05 - loss: 0.0113 - UP: 76.22% UR: 51.43% UF: 61.42% P: 75.71% R: 51.09% F: 61.01%
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+ 2023-05-24 20:59:08 INFO dev: loss: nan - UP: 32.38% UR: 37.87% UF: 34.91% P: 30.86% R: 36.09% F: 33.27%
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+ 2023-05-24 20:59:10 INFO test: loss: nan - UP: 25.97% UR: 35.60% UF: 30.03% P: 24.51% R: 33.59% F: 28.34%
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+ 2023-05-24 20:59:10 INFO 0:00:08.516830s elapsed
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+ 2023-05-24 20:59:16 INFO lr: 4.8970e-05 - loss: 0.0038 - UP: 80.65% UR: 62.77% UF: 70.59% P: 80.58% R: 62.72% F: 70.54%
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+ 2023-05-24 20:59:17 INFO dev: loss: nan - UP: 46.90% UR: 35.33% UF: 40.30% P: 44.34% R: 33.40% F: 38.10%
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+ 2023-05-24 20:59:18 INFO test: loss: nan - UP: 39.04% UR: 34.65% UF: 36.71% P: 37.28% R: 33.09% F: 35.06%
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+ 2023-05-24 20:59:18 INFO 0:00:08.577455s elapsed
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+ 2023-05-24 20:59:25 INFO lr: 4.8960e-05 - loss: nan - UP: 90.68% UR: 77.05% UF: 83.31% P: 90.57% R: 76.95% F: 83.21%
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+ 2023-05-24 20:59:25 INFO dev: loss: nan - UP: 47.77% UR: 41.83% UF: 44.60% P: 45.86% R: 40.15% F: 42.81%
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+ 2023-05-24 20:59:27 INFO test: loss: nan - UP: 37.76% UR: 38.56% UF: 38.16% P: 36.13% R: 36.89% F: 36.50%
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+ 2023-05-24 20:59:27 INFO 0:00:08.553623s elapsed
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+ 2023-05-24 20:59:33 INFO lr: 4.8950e-05 - loss: 0.0037 - UP: 91.70% UR: 82.10% UF: 86.63% P: 91.70% R: 82.10% F: 86.63%
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+ 2023-05-24 20:59:34 INFO dev: loss: nan - UP: 47.26% UR: 39.39% UF: 42.97% P: 45.31% R: 37.77% F: 41.20%
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+ 2023-05-24 20:59:36 INFO test: loss: nan - UP: 38.89% UR: 37.25% UF: 38.05% P: 36.64% R: 35.09% F: 35.85%
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+ 2023-05-24 20:59:36 INFO 0:00:08.558032s elapsed
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+ 2023-05-24 20:59:42 INFO lr: 4.8940e-05 - loss: 0.0027 - UP: 92.53% UR: 85.70% UF: 88.98% P: 92.46% R: 85.64% F: 88.92%
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+ 2023-05-24 20:59:43 INFO dev: loss: nan - UP: 54.69% UR: 38.48% UF: 45.17% P: 52.89% R: 37.21% F: 43.68%
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+ 2023-05-24 20:59:44 INFO test: loss: nan - UP: 43.25% UR: 34.99% UF: 38.68% P: 41.13% R: 33.28% F: 36.79%
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+ 2023-05-24 20:59:44 INFO 0:00:08.623833s elapsed
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+ 2023-05-24 20:59:55 INFO Epoch 76 saved
707
+ 2023-05-24 20:59:55 INFO dev: UP: 54.24% UR: 42.23% UF: 47.49% P: 52.93% R: 41.22% F: 46.35%
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+ 2023-05-24 20:59:55 INFO test: UP: 44.99% UR: 36.89% UF: 40.54% P: 42.90% R: 35.18% F: 38.66%
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+ 2023-05-24 20:59:55 INFO 0:15:05.770296s elapsed, 0:00:08.545003s/epoch
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+ 2023-05-24 20:14:15 INFO
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+ lr | 5e-05
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+ mu | 0.9
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 4000
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/40/model_vi_mpqa_mbert_8
18
+ device | 0
19
+ seed | 1
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+ threads | 16
21
+ 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
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | bert-base-multilingual-cased
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+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 20:14:15 INFO Building the fields
40
+ 2023-05-24 20:14:16 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 20:14:16 INFO Building the model
45
+ 2023-05-24 20:14:19 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
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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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+ 2023-05-24 20:14:19 INFO Loading the data
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+ 2023-05-24 20:14:24 INFO
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+ train: Dataset(n_sentences=2348, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=824, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
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+
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+ 2023-05-24 20:14:30 INFO lr: 4.9990e-05 - loss: 0.0947 - UP: 0.42% UR: 3.72% UF: 0.75% P: 0.03% R: 0.24% F: 0.05%
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+ 2023-05-24 20:14:30 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:14:32 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:14:37 INFO lr: 4.9980e-05 - loss: 0.0676 - UP: 5.13% UR: 0.07% UF: 0.13% P: 3.85% R: 0.05% F: 0.10%
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+ 2023-05-24 20:14:38 INFO dev: loss: nan - UP: 42.86% UR: 0.46% UF: 0.90% P: 9.52% R: 0.10% F: 0.20%
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+ 2023-05-24 20:14:39 INFO test: loss: nan - UP: 23.66% UR: 0.65% UF: 1.27% P: 18.32% R: 0.51% F: 0.99%
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+ 2023-05-24 20:14:47 INFO lr: 4.9970e-05 - loss: nan - UP: 22.93% UR: 0.59% UF: 1.15% P: 18.47% R: 0.47% F: 0.92%
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+ 2023-05-24 20:14:49 INFO test: loss: nan - UP: 33.33% UR: 0.08% UF: 0.17% P: 25.00% R: 0.06% F: 0.13%
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+ 2023-05-24 20:14:55 INFO dev: loss: nan - UP: 71.87% UR: 1.17% UF: 2.30% P: 65.62% R: 1.07% F: 2.10%
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+ 2023-05-24 20:14:57 INFO test: loss: nan - UP: 61.32% UR: 1.37% UF: 2.69% P: 50.00% R: 1.12% F: 2.19%
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+ 2023-05-24 20:15:01 INFO 0:00:07.261633s elapsed (saved)
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+ 2023-05-24 20:15:06 INFO lr: 4.9950e-05 - loss: nan - UP: 24.85% UR: 2.01% UF: 3.71% P: 21.62% R: 1.75% F: 3.23%
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+ 2023-05-24 20:15:06 INFO dev: loss: nan - UP: 67.50% UR: 1.37% UF: 2.69% P: 57.50% R: 1.17% F: 2.29%
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+ 2023-05-24 20:15:08 INFO test: loss: nan - UP: 66.19% UR: 1.94% UF: 3.78% P: 56.12% R: 1.65% F: 3.20%
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+ 2023-05-24 20:15:11 INFO 0:00:07.148556s elapsed (saved)
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+ 2023-05-24 20:15:17 INFO lr: 4.9940e-05 - loss: 0.0051 - UP: 41.82% UR: 3.97% UF: 7.25% P: 39.93% R: 3.79% F: 6.92%
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+ 2023-05-24 20:15:17 INFO dev: loss: nan - UP: 53.12% UR: 2.59% UF: 4.94% P: 42.71% R: 2.08% F: 3.97%
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+ 2023-05-24 20:15:19 INFO test: loss: nan - UP: 61.57% UR: 3.49% UF: 6.60% P: 48.51% R: 2.75% F: 5.20%
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+ 2023-05-24 20:15:23 INFO 0:00:07.190299s elapsed (saved)
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+ 2023-05-24 20:15:28 INFO lr: 4.9930e-05 - loss: 0.0233 - UP: 33.33% UR: 4.02% UF: 7.17% P: 31.57% R: 3.80% F: 6.79%
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+ 2023-05-24 20:15:29 INFO dev: loss: nan - UP: 30.69% UR: 1.57% UF: 2.99% P: 26.73% R: 1.37% F: 2.61%
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+ 2023-05-24 20:15:30 INFO test: loss: nan - UP: 59.78% UR: 2.32% UF: 4.47% P: 52.72% R: 2.05% F: 3.95%
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+ 2023-05-24 20:15:30 INFO 0:00:07.181118s elapsed
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+ 2023-05-24 20:15:35 INFO lr: 4.9920e-05 - loss: 0.0069 - UP: 40.05% UR: 5.16% UF: 9.14% P: 39.29% R: 5.06% F: 8.96%
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+ 2023-05-24 20:15:36 INFO dev: loss: nan - UP: 60.82% UR: 2.99% UF: 5.71% P: 51.55% R: 2.54% F: 4.84%
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+ 2023-05-24 20:15:37 INFO test: loss: nan - UP: 67.54% UR: 3.25% UF: 6.21% P: 54.39% R: 2.62% F: 5.00%
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+ 2023-05-24 20:15:41 INFO 0:00:07.208382s elapsed (saved)
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+ 2023-05-24 20:15:47 INFO lr: 4.9910e-05 - loss: 0.0155 - UP: 57.20% UR: 7.65% UF: 13.50% P: 55.85% R: 7.48% F: 13.19%
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+ 2023-05-24 20:15:47 INFO dev: loss: nan - UP: 54.60% UR: 4.52% UF: 8.35% P: 46.63% R: 3.86% F: 7.13%
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+ 2023-05-24 20:15:49 INFO test: loss: nan - UP: 53.19% UR: 5.81% UF: 10.48% P: 46.62% R: 5.09% F: 9.18%
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+ 2023-05-24 20:15:53 INFO 0:00:07.295598s elapsed (saved)
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+ 2023-05-24 20:15:58 INFO lr: 4.9900e-05 - loss: 0.0154 - UP: 55.04% UR: 9.27% UF: 15.87% P: 54.46% R: 9.17% F: 15.70%
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+ 2023-05-24 20:15:59 INFO dev: loss: nan - UP: 46.46% UR: 8.32% UF: 14.12% P: 42.49% R: 7.61% F: 12.91%
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+ 2023-05-24 20:16:00 INFO test: loss: nan - UP: 42.30% UR: 10.04% UF: 16.22% P: 37.49% R: 8.89% F: 14.38%
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+ 2023-05-24 20:16:04 INFO 0:00:07.162266s elapsed (saved)
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+ 2023-05-24 20:16:09 INFO lr: 4.9890e-05 - loss: nan - UP: 57.08% UR: 10.85% UF: 18.24% P: 56.65% R: 10.77% F: 18.10%
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+ 2023-05-24 20:16:10 INFO dev: loss: nan - UP: 59.62% UR: 3.15% UF: 5.98% P: 54.81% R: 2.89% F: 5.50%
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+ 2023-05-24 20:16:11 INFO test: loss: nan - UP: 68.44% UR: 3.80% UF: 7.21% P: 57.41% R: 3.19% F: 6.04%
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+ 2023-05-24 20:16:11 INFO 0:00:07.250080s elapsed
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+ 2023-05-24 20:16:17 INFO lr: 4.9880e-05 - loss: 0.0058 - UP: 50.04% UR: 9.94% UF: 16.58% P: 49.55% R: 9.84% F: 16.42%
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+ 2023-05-24 20:16:17 INFO dev: loss: nan - UP: 56.82% UR: 5.08% UF: 9.32% P: 51.70% R: 4.62% F: 8.48%
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+ 2023-05-24 20:16:19 INFO test: loss: nan - UP: 59.88% UR: 6.34% UF: 11.46% P: 50.90% R: 5.39% F: 9.74%
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+ 2023-05-24 20:16:19 INFO 0:00:07.257692s elapsed
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+ 2023-05-24 20:16:24 INFO lr: 4.9870e-05 - loss: 0.0089 - UP: 56.00% UR: 17.51% UF: 26.68% P: 55.64% R: 17.40% F: 26.51%
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+ 2023-05-24 20:16:24 INFO dev: loss: nan - UP: 46.98% UR: 12.23% UF: 19.41% P: 44.83% R: 11.68% F: 18.53%
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+ 2023-05-24 20:16:26 INFO test: loss: nan - UP: 49.60% UR: 14.28% UF: 22.18% P: 45.78% R: 13.18% F: 20.47%
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+ 2023-05-24 20:16:30 INFO 0:00:07.242241s elapsed (saved)
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+ 2023-05-24 20:16:35 INFO lr: 4.9860e-05 - loss: 0.0128 - UP: 64.13% UR: 24.51% UF: 35.47% P: 63.96% R: 24.45% F: 35.38%
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+ 2023-05-24 20:16:36 INFO dev: loss: nan - UP: 50.52% UR: 9.80% UF: 16.41% P: 46.34% R: 8.98% F: 15.05%
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+ 2023-05-24 20:16:37 INFO test: loss: nan - UP: 53.77% UR: 10.40% UF: 17.42% P: 48.96% R: 9.47% F: 15.86%
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+ 2023-05-24 20:16:37 INFO 0:00:07.198750s elapsed
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+ 2023-05-24 20:16:42 INFO lr: 4.9850e-05 - loss: 0.0026 - UP: 66.29% UR: 26.80% UF: 38.17% P: 66.21% R: 26.77% F: 38.12%
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+ 2023-05-24 20:16:43 INFO dev: loss: nan - UP: 56.05% UR: 10.81% UF: 18.13% P: 52.89% R: 10.20% F: 17.11%
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+ 2023-05-24 20:16:44 INFO test: loss: nan - UP: 54.39% UR: 10.73% UF: 17.93% P: 51.07% R: 10.08% F: 16.83%
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+ 2023-05-24 20:16:44 INFO 0:00:07.231610s elapsed
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+ 2023-05-24 20:16:50 INFO lr: 4.9840e-05 - loss: 0.0097 - UP: 69.11% UR: 32.79% UF: 44.48% P: 69.11% R: 32.79% F: 44.48%
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+ 2023-05-24 20:16:50 INFO dev: loss: nan - UP: 53.08% UR: 10.05% UF: 16.90% P: 48.53% R: 9.19% F: 15.45%
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+ 2023-05-24 20:16:52 INFO test: loss: nan - UP: 59.70% UR: 11.71% UF: 19.57% P: 54.96% R: 10.78% F: 18.02%
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+ 2023-05-24 20:16:52 INFO 0:00:07.260398s elapsed
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+ 2023-05-24 20:16:57 INFO lr: 4.9830e-05 - loss: 0.0018 - UP: 66.84% UR: 34.44% UF: 45.45% P: 66.71% R: 34.37% F: 45.37%
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+ 2023-05-24 20:16:57 INFO dev: loss: nan - UP: 44.87% UR: 20.20% UF: 27.86% P: 42.62% R: 19.19% F: 26.46%
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+ 2023-05-24 20:16:59 INFO test: loss: nan - UP: 40.09% UR: 21.57% UF: 28.05% P: 37.50% R: 20.18% F: 26.24%
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+ 2023-05-24 20:17:03 INFO 0:00:07.250247s elapsed (saved)
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+ 2023-05-24 20:17:08 INFO lr: 4.9820e-05 - loss: 0.0070 - UP: 63.44% UR: 13.91% UF: 22.81% P: 63.07% R: 13.82% F: 22.68%
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+ 2023-05-24 20:17:09 INFO dev: loss: nan - UP: 51.86% UR: 7.77% UF: 13.51% P: 46.10% R: 6.90% F: 12.01%
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+ 2023-05-24 20:17:10 INFO test: loss: nan - UP: 50.65% UR: 8.20% UF: 14.11% P: 42.56% R: 6.89% F: 11.86%
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+ 2023-05-24 20:17:10 INFO 0:00:07.203133s elapsed
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+ 2023-05-24 20:17:15 INFO lr: 4.9810e-05 - loss: 0.0153 - UP: 62.43% UR: 13.48% UF: 22.17% P: 61.45% R: 13.27% F: 21.83%
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+ 2023-05-24 20:17:16 INFO dev: loss: nan - UP: 55.75% UR: 6.40% UF: 11.48% P: 53.10% R: 6.09% F: 10.93%
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+ 2023-05-24 20:17:17 INFO test: loss: nan - UP: 58.40% UR: 8.01% UF: 14.08% P: 54.39% R: 7.46% F: 13.12%
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+ 2023-05-24 20:17:17 INFO 0:00:07.323007s elapsed
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+ 2023-05-24 20:17:23 INFO lr: 4.9800e-05 - loss: 0.0212 - UP: 61.70% UR: 19.93% UF: 30.13% P: 61.39% R: 19.83% F: 29.98%
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+ 2023-05-24 20:17:23 INFO dev: loss: nan - UP: 56.78% UR: 5.74% UF: 10.42% P: 47.74% R: 4.82% F: 8.76%
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+ 2023-05-24 20:17:25 INFO test: loss: nan - UP: 62.86% UR: 6.97% UF: 12.55% P: 54.29% R: 6.02% F: 10.84%
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+ 2023-05-24 20:17:25 INFO 0:00:07.247370s elapsed
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+ 2023-05-24 20:17:30 INFO lr: 4.9790e-05 - loss: nan - UP: 61.01% UR: 19.67% UF: 29.75% P: 60.66% R: 19.55% F: 29.57%
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+ 2023-05-24 20:17:31 INFO dev: loss: nan - UP: 47.26% UR: 12.69% UF: 20.01% P: 43.10% R: 11.57% F: 18.25%
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+ 2023-05-24 20:17:32 INFO test: loss: nan - UP: 48.27% UR: 12.66% UF: 20.05% P: 44.08% R: 11.56% F: 18.31%
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+ 2023-05-24 20:17:32 INFO 0:00:07.258082s elapsed
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+ 2023-05-24 20:17:37 INFO lr: 4.9780e-05 - loss: 0.0174 - UP: 67.81% UR: 28.61% UF: 40.24% P: 67.43% R: 28.45% F: 40.01%
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+ 2023-05-24 20:17:38 INFO dev: loss: nan - UP: 45.00% UR: 6.85% UF: 11.89% P: 40.00% R: 6.09% F: 10.57%
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+ 2023-05-24 20:17:39 INFO test: loss: nan - UP: 49.64% UR: 8.70% UF: 14.81% P: 42.89% R: 7.52% F: 12.80%
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+ 2023-05-24 20:17:39 INFO 0:00:07.249588s elapsed
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+ 2023-05-24 20:17:44 INFO lr: 4.9770e-05 - loss: 0.0061 - UP: 65.04% UR: 17.37% UF: 27.41% P: 64.55% R: 17.24% F: 27.21%
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+ 2023-05-24 20:17:45 INFO dev: loss: nan - UP: 37.84% UR: 14.62% UF: 21.09% P: 35.22% R: 13.60% F: 19.63%
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+ 2023-05-24 20:17:46 INFO test: loss: nan - UP: 42.00% UR: 18.70% UF: 25.88% P: 38.35% R: 17.07% F: 23.63%
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+ 2023-05-24 20:17:46 INFO 0:00:07.274927s elapsed
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+ 2023-05-24 20:17:52 INFO lr: 4.9760e-05 - loss: 0.0041 - UP: 60.26% UR: 15.34% UF: 24.46% P: 60.19% R: 15.33% F: 24.43%
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+ 2023-05-24 20:17:52 INFO dev: loss: nan - UP: 56.25% UR: 4.57% UF: 8.45% P: 51.87% R: 4.21% F: 7.79%
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+ 2023-05-24 20:17:54 INFO test: loss: nan - UP: 65.46% UR: 5.73% UF: 10.53% P: 57.00% R: 4.99% F: 9.17%
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+ 2023-05-24 20:17:54 INFO 0:00:07.233166s elapsed
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+ 2023-05-24 20:17:59 INFO lr: 4.9750e-05 - loss: 0.0019 - UP: 72.72% UR: 26.98% UF: 39.36% P: 72.72% R: 26.98% F: 39.36%
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+ 2023-05-24 20:18:00 INFO dev: loss: nan - UP: 43.38% UR: 14.31% UF: 21.53% P: 41.69% R: 13.76% F: 20.69%
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+ 2023-05-24 20:18:01 INFO test: loss: nan - UP: 50.44% UR: 15.59% UF: 23.82% P: 47.57% R: 14.71% F: 22.47%
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+ 2023-05-24 20:18:01 INFO 0:00:07.255368s elapsed
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+ 2023-05-24 20:18:06 INFO lr: 4.9740e-05 - loss: 0.0053 - UP: 78.36% UR: 36.58% UF: 49.87% P: 78.29% R: 36.54% F: 49.83%
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+ 2023-05-24 20:18:07 INFO dev: loss: nan - UP: 43.97% UR: 20.71% UF: 28.16% P: 41.49% R: 19.54% F: 26.57%
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+ 2023-05-24 20:18:08 INFO test: loss: nan - UP: 44.94% UR: 21.21% UF: 28.82% P: 42.35% R: 19.99% F: 27.16%
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+ 2023-05-24 20:18:12 INFO 0:00:07.296788s elapsed (saved)
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+ 2023-05-24 20:18:17 INFO lr: 4.9730e-05 - loss: 0.0070 - UP: 73.80% UR: 41.02% UF: 52.73% P: 73.72% R: 40.97% F: 52.66%
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+ 2023-05-24 20:18:24 INFO lr: 4.9720e-05 - loss: 0.0006 - UP: 80.08% UR: 49.86% UF: 61.46% P: 80.08% R: 49.86% F: 61.46%
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+ 2023-05-24 20:18:25 INFO dev: loss: nan - UP: 40.20% UR: 20.51% UF: 27.16% P: 37.41% R: 19.09% F: 25.28%
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+ 2023-05-24 20:18:26 INFO test: loss: nan - UP: 44.20% UR: 23.41% UF: 30.61% P: 41.68% R: 22.08% F: 28.87%
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+ 2023-05-24 20:18:32 INFO lr: 4.9710e-05 - loss: 0.0034 - UP: 80.54% UR: 57.70% UF: 67.23% P: 80.54% R: 57.70% F: 67.23%
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+ 2023-05-24 20:18:34 INFO test: loss: nan - UP: 56.00% UR: 17.75% UF: 26.95% P: 52.73% R: 16.71% F: 25.38%
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+ 2023-05-24 20:18:39 INFO lr: 4.9700e-05 - loss: 0.0032 - UP: 81.35% UR: 56.65% UF: 66.79% P: 81.32% R: 56.63% F: 66.77%
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+ 2023-05-24 20:18:40 INFO dev: loss: nan - UP: 43.75% UR: 18.83% UF: 26.33% P: 41.86% R: 18.02% F: 25.20%
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+ 2023-05-24 20:18:41 INFO test: loss: nan - UP: 48.76% UR: 21.26% UF: 29.61% P: 46.24% R: 20.16% F: 28.08%
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+ 2023-05-24 20:21:39 INFO test: loss: nan - UP: 32.47% UR: 21.97% UF: 26.21% P: 30.28% R: 20.49% F: 24.45%
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+ 2023-05-24 20:23:16 INFO lr: 4.9370e-05 - loss: 0.0048 - UP: 92.54% UR: 84.48% UF: 88.33% P: 92.53% R: 84.46% F: 88.31%
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+ 2023-05-24 20:24:16 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 94.17% UR: 89.39% UF: 91.72% P: 94.17% R: 89.39% F: 91.72%
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510
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+ 2023-05-24 20:24:56 INFO test: loss: nan - UP: 42.86% UR: 30.68% UF: 35.76% P: 40.58% R: 29.05% F: 33.86%
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+ 2023-05-24 20:25:00 INFO 0:00:07.233675s elapsed (saved)
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+ 2023-05-24 20:25:05 INFO lr: 4.9250e-05 - loss: 0.0007 - UP: 95.32% UR: 92.46% UF: 93.87% P: 95.32% R: 92.46% F: 93.87%
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+ 2023-05-24 20:25:12 INFO lr: 4.9240e-05 - loss: 0.0013 - UP: 96.70% UR: 92.25% UF: 94.42% P: 96.70% R: 92.25% F: 94.42%
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+ 2023-05-24 20:25:14 INFO test: loss: nan - UP: 49.75% UR: 25.02% UF: 33.29% P: 47.56% R: 23.92% F: 31.83%
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+ 2023-05-24 20:25:21 INFO 0:00:07.254279s elapsed
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+ 2023-05-24 20:25:33 INFO 0:00:07.242183s elapsed (saved)
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+ 2023-05-24 20:25:38 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 95.78% UR: 92.62% UF: 94.18% P: 95.76% R: 92.61% F: 94.16%
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+ 2023-05-24 20:25:39 INFO dev: loss: nan - UP: 50.62% UR: 28.83% UF: 36.74% P: 49.29% R: 28.07% F: 35.77%
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+ 2023-05-24 20:25:40 INFO 0:00:07.281744s elapsed
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+ 2023-05-24 20:25:45 INFO lr: 4.9200e-05 - loss: 0.0012 - UP: 96.78% UR: 92.69% UF: 94.69% P: 96.78% R: 92.69% F: 94.69%
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+ 2023-05-24 20:25:47 INFO 0:00:07.260712s elapsed
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+ 2023-05-24 20:25:52 INFO lr: 4.9190e-05 - loss: 0.0008 - UP: 96.39% UR: 94.08% UF: 95.22% P: 96.37% R: 94.06% F: 95.20%
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+ 2023-05-24 20:25:55 INFO test: loss: nan - UP: 45.11% UR: 27.95% UF: 34.52% P: 42.75% R: 26.49% F: 32.72%
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+ 2023-05-24 20:25:55 INFO 0:00:07.243169s elapsed
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+ 2023-05-24 20:26:00 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 96.21% UR: 93.26% UF: 94.71% P: 96.21% R: 93.26% F: 94.71%
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+ 2023-05-24 20:26:02 INFO test: loss: nan - UP: 45.98% UR: 28.65% UF: 35.30% P: 43.57% R: 27.15% F: 33.45%
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+ 2023-05-24 20:26:02 INFO 0:00:07.272536s elapsed
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+ 2023-05-24 20:26:07 INFO lr: 4.9170e-05 - loss: 0.0006 - UP: 96.65% UR: 93.83% UF: 95.22% P: 96.65% R: 93.83% F: 95.22%
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+ 2023-05-24 20:26:09 INFO test: loss: nan - UP: 45.77% UR: 29.11% UF: 35.59% P: 43.37% R: 27.59% F: 33.73%
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+ 2023-05-24 20:26:14 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 96.78% UR: 94.29% UF: 95.52% P: 96.78% R: 94.29% F: 95.52%
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+ 2023-05-24 20:26:15 INFO dev: loss: nan - UP: 51.29% UR: 29.24% UF: 37.25% P: 49.07% R: 27.97% F: 35.63%
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+ 2023-05-24 20:26:16 INFO test: loss: nan - UP: 47.26% UR: 28.97% UF: 35.92% P: 44.74% R: 27.42% F: 34.01%
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+ 2023-05-24 20:26:16 INFO 0:00:07.301389s elapsed
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+ 2023-05-24 20:26:22 INFO lr: 4.9150e-05 - loss: nan - UP: 97.65% UR: 94.29% UF: 95.94% P: 97.65% R: 94.29% F: 95.94%
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+ 2023-05-24 20:26:22 INFO dev: loss: nan - UP: 49.53% UR: 29.64% UF: 37.09% P: 47.58% R: 28.48% F: 35.63%
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+ 2023-05-24 20:26:24 INFO test: loss: nan - UP: 45.38% UR: 29.35% UF: 35.64% P: 42.99% R: 27.80% F: 33.77%
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+ 2023-05-24 20:26:24 INFO 0:00:07.285928s elapsed
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+ 2023-05-24 20:26:29 INFO lr: 4.9140e-05 - loss: 0.0011 - UP: 97.23% UR: 94.66% UF: 95.93% P: 97.23% R: 94.66% F: 95.93%
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+ 2023-05-24 20:26:31 INFO test: loss: nan - UP: 49.10% UR: 27.53% UF: 35.28% P: 46.42% R: 26.03% F: 33.36%
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+ 2023-05-24 20:26:36 INFO lr: 4.9130e-05 - loss: 0.0000 - UP: 96.50% UR: 94.83% UF: 95.65% P: 96.50% R: 94.83% F: 95.65%
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+ 2023-05-24 20:26:37 INFO dev: loss: nan - UP: 49.55% UR: 33.76% UF: 40.16% P: 47.54% R: 32.39% F: 38.53%
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+ 2023-05-24 20:26:38 INFO test: loss: nan - UP: 44.67% UR: 29.92% UF: 35.83% P: 42.15% R: 28.23% F: 33.81%
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+ 2023-05-24 20:26:42 INFO 0:00:07.282590s elapsed (saved)
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+ 2023-05-24 20:26:47 INFO lr: 4.9120e-05 - loss: 0.0002 - UP: 97.14% UR: 94.70% UF: 95.90% P: 97.14% R: 94.70% F: 95.90%
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+ 2023-05-24 20:26:48 INFO dev: loss: nan - UP: 47.81% UR: 34.42% UF: 40.02% P: 46.05% R: 33.15% F: 38.55%
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+ 2023-05-24 20:26:49 INFO test: loss: nan - UP: 41.64% UR: 31.31% UF: 35.75% P: 39.42% R: 29.64% F: 33.84%
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+ 2023-05-24 20:26:53 INFO 0:00:07.237695s elapsed (saved)
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+ 2023-05-24 20:26:58 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 96.79% UR: 96.33% UF: 96.56% P: 96.79% R: 96.33% F: 96.56%
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+ 2023-05-24 20:27:08 INFO test: loss: nan - UP: 41.13% UR: 32.54% UF: 36.33% P: 38.94% R: 30.80% F: 34.40%
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+ 2023-05-24 20:27:12 INFO 0:00:07.266068s elapsed (saved)
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+ 2023-05-24 20:28:23 INFO dev: loss: nan - UP: 53.27% UR: 5.38% UF: 9.77% P: 45.73% R: 4.62% F: 8.39%
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+ 2023-05-24 20:28:37 INFO dev: loss: nan - UP: 58.18% UR: 3.25% UF: 6.15% P: 52.73% R: 2.94% F: 5.58%
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+ 2023-05-24 20:28:45 INFO dev: loss: nan - UP: 62.61% UR: 3.65% UF: 6.91% P: 50.43% R: 2.94% F: 5.56%
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+ 2023-05-24 20:28:52 INFO dev: loss: nan - UP: 45.78% UR: 3.86% UF: 7.12% P: 40.36% R: 3.40% F: 6.27%
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+ 2023-05-24 20:28:53 INFO test: loss: nan - UP: 49.47% UR: 4.94% UF: 8.99% P: 41.23% R: 4.12% F: 7.49%
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+ 2023-05-24 20:28:59 INFO dev: loss: nan - UP: 67.74% UR: 3.20% UF: 6.11% P: 64.52% R: 3.05% F: 5.82%
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+ 2023-05-24 20:29:01 INFO test: loss: nan - UP: 60.52% UR: 3.47% UF: 6.55% P: 50.18% R: 2.87% F: 5.44%
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+ 2023-05-24 20:29:07 INFO dev: loss: nan - UP: 49.24% UR: 16.50% UF: 24.71% P: 47.12% R: 15.79% F: 23.65%
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+ 2023-05-24 20:29:08 INFO test: loss: nan - UP: 47.00% UR: 17.37% UF: 25.36% P: 44.14% R: 16.31% F: 23.82%
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+ 2023-05-24 20:29:14 INFO dev: loss: nan - UP: 46.10% UR: 16.80% UF: 24.63% P: 43.04% R: 15.69% F: 22.99%
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+ 2023-05-24 20:29:15 INFO test: loss: nan - UP: 44.35% UR: 17.75% UF: 25.35% P: 40.23% R: 16.10% F: 23.00%
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+ 2023-05-24 20:29:21 INFO lr: 4.8920e-05 - loss: 0.0178 - UP: 81.18% UR: 42.96% UF: 56.19% P: 81.18% R: 42.96% F: 56.19%
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+ 2023-05-24 20:29:21 INFO dev: loss: nan - UP: 47.93% UR: 8.83% UF: 14.92% P: 43.25% R: 7.97% F: 13.46%
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+ 2023-05-24 20:29:23 INFO test: loss: nan - UP: 54.05% UR: 10.71% UF: 17.88% P: 48.29% R: 9.57% F: 15.98%
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+ 2023-05-24 20:29:23 INFO 0:00:07.312827s elapsed
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+ 2023-05-24 20:29:28 INFO lr: 4.8910e-05 - loss: nan - UP: 86.76% UR: 51.00% UF: 64.24% P: 86.73% R: 50.99% F: 64.22%
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+ 2023-05-24 20:29:29 INFO dev: loss: nan - UP: 45.43% UR: 21.68% UF: 29.35% P: 43.40% R: 20.71% F: 28.04%
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+ 2023-05-24 20:29:30 INFO test: loss: nan - UP: 44.92% UR: 23.71% UF: 31.03% P: 42.03% R: 22.18% F: 29.04%
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+ 2023-05-24 20:29:30 INFO 0:00:07.256894s elapsed
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+ 2023-05-24 20:29:35 INFO lr: 4.8900e-05 - loss: 0.0006 - UP: 82.27% UR: 56.36% UF: 66.89% P: 82.25% R: 56.34% F: 66.87%
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+ 2023-05-24 20:29:36 INFO dev: loss: nan - UP: 50.65% UR: 17.87% UF: 26.42% P: 48.92% R: 17.26% F: 25.52%
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+ 2023-05-24 20:29:37 INFO test: loss: nan - UP: 52.73% UR: 19.40% UF: 28.36% P: 49.63% R: 18.25% F: 26.69%
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+ 2023-05-24 20:29:37 INFO 0:00:07.306250s elapsed
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+ 2023-05-24 20:29:42 INFO lr: 4.8890e-05 - loss: 0.0050 - UP: 88.66% UR: 70.30% UF: 78.42% P: 88.66% R: 70.30% F: 78.42%
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+ 2023-05-24 20:29:43 INFO dev: loss: nan - UP: 46.99% UR: 22.18% UF: 30.14% P: 44.73% R: 21.12% F: 28.69%
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+ 2023-05-24 20:29:44 INFO 0:00:07.243973s elapsed
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+ 2023-05-24 20:29:50 INFO lr: 4.8880e-05 - loss: 0.0023 - UP: 89.46% UR: 78.24% UF: 83.48% P: 89.46% R: 78.24% F: 83.48%
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+ 2023-05-24 20:29:52 INFO 0:00:07.304472s elapsed
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+ 2023-05-24 20:29:58 INFO dev: loss: nan - UP: 47.78% UR: 22.44% UF: 30.54% P: 45.62% R: 21.42% F: 29.15%
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+ 2023-05-24 20:30:06 INFO 0:00:07.337474s elapsed
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+ 2023-05-24 20:30:33 INFO lr: 4.8820e-05 - loss: 0.0008 - UP: 93.89% UR: 88.02% UF: 90.86% P: 93.89% R: 88.02% F: 90.86%
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+ 2023-05-24 20:30:36 INFO test: loss: nan - UP: 49.50% UR: 24.89% UF: 33.12% P: 46.81% R: 23.54% F: 31.32%
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+ 2023-05-24 20:30:41 INFO lr: 4.8810e-05 - loss: 0.0011 - UP: 93.57% UR: 86.98% UF: 90.15% P: 93.57% R: 86.98% F: 90.15%
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+ 2023-05-24 20:30:48 INFO lr: 4.8800e-05 - loss: 0.0006 - UP: 95.12% UR: 88.82% UF: 91.86% P: 95.12% R: 88.82% F: 91.86%
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+ 2023-05-24 20:30:50 INFO 0:00:07.263418s elapsed
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+ 2023-05-24 20:30:57 INFO Epoch 90 saved
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+ 2023-05-24 20:30:57 INFO 0:14:32.466108s elapsed, 0:00:07.270551s/epoch
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+ 2023-05-24 20:30:59 INFO
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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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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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/40/model_vi_mpqa_roberta_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ build | True
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+ buckets | 32
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | roberta-base
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+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-05-24 20:30:59 INFO Building the fields
39
+ 2023-05-24 20:31:00 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-05-24 20:31:00 INFO Building the model
44
+ 2023-05-24 20:31:03 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-05-24 20:31:03 INFO Loading the data
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+ 2023-05-24 20:31:08 INFO
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+ train: Dataset(n_sentences=2348, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=824, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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+
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+ 2023-05-24 20:31:08 INFO Epoch 1 / 5000:
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+ 2023-05-24 20:31:14 INFO lr: 4.9990e-05 - loss: 0.0733 - UP: 0.75% UR: 0.60% UF: 0.67% P: 0.14% R: 0.11% F: 0.13%
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+ 2023-05-24 20:31:15 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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+ 2023-05-24 20:31:16 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:16 INFO 0:00:08.117462s elapsed
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+
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+ 2023-05-24 20:31:21 INFO lr: 4.9980e-05 - loss: 0.0584 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:22 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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+ 2023-05-24 20:31:23 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:23 INFO 0:00:07.475359s elapsed
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+
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+ 2023-05-24 20:31:23 INFO Epoch 3 / 5000:
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+ 2023-05-24 20:31:29 INFO lr: 4.9970e-05 - loss: 0.0867 - UP: 3.10% UR: 0.21% UF: 0.40% P: 3.10% R: 0.21% F: 0.40%
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+ 2023-05-24 20:31:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:31 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:31 INFO 0:00:07.457891s elapsed
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+ 2023-05-24 20:31:36 INFO lr: 4.9960e-05 - loss: 0.0606 - UP: 20.65% UR: 0.31% UF: 0.61% P: 20.65% R: 0.31% F: 0.61%
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+ 2023-05-24 20:31:37 INFO dev: loss: nan - UP: 2.18% UR: 1.57% UF: 1.83% P: 2.11% R: 1.52% F: 1.77%
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+ 2023-05-24 20:31:38 INFO test: loss: nan - UP: 3.85% UR: 0.02% UF: 0.04% P: 3.85% R: 0.02% F: 0.04%
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+ 2023-05-24 20:31:40 INFO 0:00:07.445325s elapsed (saved)
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+
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+ 2023-05-24 20:31:46 INFO lr: 4.9950e-05 - loss: nan - UP: 9.74% UR: 0.73% UF: 1.37% P: 8.87% R: 0.67% F: 1.24%
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+ 2023-05-24 20:31:46 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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+ 2023-05-24 20:31:48 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:48 INFO 0:00:07.473035s elapsed
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+
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+ 2023-05-24 20:31:53 INFO lr: 4.9940e-05 - loss: 0.0193 - UP: 21.98% UR: 0.65% UF: 1.27% P: 20.33% R: 0.60% F: 1.17%
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+ 2023-05-24 20:31:54 INFO dev: loss: nan - UP: 2.13% UR: 0.05% UF: 0.10% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:31:55 INFO test: loss: nan - UP: 0.91% UR: 0.06% UF: 0.12% P: 0.60% R: 0.04% F: 0.08%
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+ 2023-05-24 20:31:55 INFO 0:00:07.574809s elapsed
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+ 2023-05-24 20:32:01 INFO lr: 4.9930e-05 - loss: nan - UP: 12.38% UR: 0.42% UF: 0.82% P: 11.90% R: 0.41% F: 0.79%
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+ 2023-05-24 20:32:01 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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+ 2023-05-24 20:32:03 INFO test: loss: nan - UP: 55.56% UR: 0.11% UF: 0.21% P: 33.33% R: 0.06% F: 0.13%
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+ 2023-05-24 20:32:03 INFO 0:00:07.506346s elapsed
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+
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+ 2023-05-24 20:32:03 INFO Epoch 8 / 5000:
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+ 2023-05-24 20:32:08 INFO lr: 4.9920e-05 - loss: nan - UP: 24.32% UR: 1.16% UF: 2.21% P: 24.32% R: 1.16% F: 2.21%
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+ 2023-05-24 20:32:09 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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+ 2023-05-24 20:32:10 INFO test: loss: nan - UP: 60.00% UR: 0.13% UF: 0.25% P: 50.00% R: 0.11% F: 0.21%
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+ 2023-05-24 20:32:10 INFO 0:00:07.539012s elapsed
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+
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+ 2023-05-24 20:32:10 INFO Epoch 9 / 5000:
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+ 2023-05-24 20:32:16 INFO lr: 4.9910e-05 - loss: 0.0455 - UP: 9.45% UR: 0.85% UF: 1.56% P: 9.27% R: 0.83% F: 1.53%
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+ 2023-05-24 20:32:16 INFO dev: loss: nan - UP: 0.54% UR: 0.05% UF: 0.09% P: 0.54% R: 0.05% F: 0.09%
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+ 2023-05-24 20:32:18 INFO test: loss: nan - UP: 55.00% UR: 0.23% UF: 0.46% P: 55.00% R: 0.23% F: 0.46%
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+ 2023-05-24 20:32:18 INFO 0:00:07.484765s elapsed
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+
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+ 2023-05-24 20:32:18 INFO Epoch 10 / 5000:
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+ 2023-05-24 20:32:23 INFO lr: 4.9900e-05 - loss: 0.0085 - UP: 20.56% UR: 2.74% UF: 4.84% P: 20.07% R: 2.68% F: 4.72%
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+ 2023-05-24 20:32:24 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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+ 2023-05-24 20:32:25 INFO test: loss: nan - UP: 75.00% UR: 0.06% UF: 0.13% P: 75.00% R: 0.06% F: 0.13%
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+ 2023-05-24 20:32:25 INFO 0:00:07.507134s elapsed
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+
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+ 2023-05-24 20:32:25 INFO Epoch 11 / 5000:
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+ 2023-05-24 20:32:31 INFO lr: 4.9890e-05 - loss: nan - UP: 43.31% UR: 2.69% UF: 5.07% P: 43.31% R: 2.69% F: 5.07%
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+ 2023-05-24 20:32:31 INFO dev: loss: nan - UP: 53.33% UR: 0.41% UF: 0.81% P: 53.33% R: 0.41% F: 0.81%
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+ 2023-05-24 20:32:33 INFO test: loss: nan - UP: 53.61% UR: 1.10% UF: 2.15% P: 47.42% R: 0.97% F: 1.90%
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+ 2023-05-24 20:32:33 INFO 0:00:07.508637s elapsed
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+
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+ 2023-05-24 20:32:33 INFO Epoch 12 / 5000:
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+ 2023-05-24 20:32:38 INFO lr: 4.9880e-05 - loss: nan - UP: 43.78% UR: 4.54% UF: 8.22% P: 42.68% R: 4.42% F: 8.02%
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+ 2023-05-24 20:32:39 INFO dev: loss: nan - UP: 35.41% UR: 3.76% UF: 6.79% P: 33.01% R: 3.50% F: 6.33%
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+ 2023-05-24 20:32:40 INFO test: loss: nan - UP: 40.72% UR: 4.77% UF: 8.55% P: 36.76% R: 4.31% F: 7.72%
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+ 2023-05-24 20:32:43 INFO 0:00:07.529494s elapsed (saved)
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+
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+ 2023-05-24 20:32:43 INFO Epoch 13 / 5000:
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+ 2023-05-24 20:32:48 INFO lr: 4.9870e-05 - loss: 0.0124 - UP: 51.59% UR: 9.01% UF: 15.34% P: 51.59% R: 9.01% F: 15.34%
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+ 2023-05-24 20:32:49 INFO dev: loss: nan - UP: 55.56% UR: 1.27% UF: 2.48% P: 51.11% R: 1.17% F: 2.28%
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+ 2023-05-24 20:32:50 INFO test: loss: nan - UP: 63.45% UR: 1.94% UF: 3.77% P: 57.24% R: 1.75% F: 3.40%
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+ 2023-05-24 20:32:50 INFO 0:00:07.541279s elapsed
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+
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+ 2023-05-24 20:32:50 INFO Epoch 14 / 5000:
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+ 2023-05-24 20:32:56 INFO lr: 4.9860e-05 - loss: 0.0110 - UP: 57.88% UR: 11.21% UF: 18.79% P: 57.71% R: 11.18% F: 18.73%
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+ 2023-05-24 20:32:56 INFO dev: loss: nan - UP: 44.38% UR: 4.01% UF: 7.36% P: 42.13% R: 3.81% F: 6.98%
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+ 2023-05-24 20:32:58 INFO test: loss: nan - UP: 44.21% UR: 4.92% UF: 8.86% P: 41.94% R: 4.67% F: 8.40%
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+ 2023-05-24 20:33:00 INFO 0:00:07.487659s elapsed (saved)
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+
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+ 2023-05-24 20:33:00 INFO Epoch 15 / 5000:
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+ 2023-05-24 20:33:06 INFO lr: 4.9850e-05 - loss: nan - UP: 62.48% UR: 15.77% UF: 25.18% P: 62.10% R: 15.67% F: 25.02%
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+ 2023-05-24 20:33:06 INFO dev: loss: nan - UP: 30.67% UR: 5.08% UF: 8.71% P: 27.61% R: 4.57% F: 7.84%
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+ 2023-05-24 20:33:08 INFO test: loss: nan - UP: 46.89% UR: 7.48% UF: 12.90% P: 41.06% R: 6.55% F: 11.30%
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+ 2023-05-24 20:33:11 INFO 0:00:07.447003s elapsed (saved)
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+ 2023-05-24 20:33:16 INFO lr: 4.9840e-05 - loss: 0.0076 - UP: 63.60% UR: 18.82% UF: 29.04% P: 63.43% R: 18.77% F: 28.97%
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+ 2023-05-24 20:33:16 INFO dev: loss: nan - UP: 48.43% UR: 10.96% UF: 17.88% P: 46.86% R: 10.61% F: 17.30%
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+ 2023-05-24 20:33:18 INFO test: loss: nan - UP: 46.56% UR: 10.44% UF: 17.05% P: 43.83% R: 9.82% F: 16.05%
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+ 2023-05-24 20:33:21 INFO 0:00:07.437270s elapsed (saved)
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+ 2023-05-24 20:33:21 INFO Epoch 17 / 5000:
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+ 2023-05-24 20:33:26 INFO lr: 4.9830e-05 - loss: 0.0108 - UP: 69.46% UR: 23.24% UF: 34.83% P: 69.37% R: 23.21% F: 34.78%
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+ 2023-05-24 20:33:27 INFO dev: loss: nan - UP: 41.39% UR: 15.38% UF: 22.43% P: 40.16% R: 14.92% F: 21.76%
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+ 2023-05-24 20:33:28 INFO test: loss: nan - UP: 41.51% UR: 16.27% UF: 23.38% P: 40.59% R: 15.91% F: 22.86%
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+ 2023-05-24 20:33:31 INFO 0:00:07.524677s elapsed (saved)
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+
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+ 2023-05-24 20:33:31 INFO Epoch 18 / 5000:
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+ 2023-05-24 20:33:37 INFO lr: 4.9820e-05 - loss: nan - UP: 68.94% UR: 28.33% UF: 40.16% P: 68.90% R: 28.32% F: 40.14%
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+ 2023-05-24 20:33:37 INFO dev: loss: nan - UP: 50.60% UR: 12.74% UF: 20.36% P: 49.19% R: 12.39% F: 19.79%
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+ 2023-05-24 20:33:39 INFO test: loss: nan - UP: 46.97% UR: 13.42% UF: 20.87% P: 45.86% R: 13.10% F: 20.38%
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+ 2023-05-24 20:33:39 INFO 0:00:07.469534s elapsed
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+ 2023-05-24 20:33:44 INFO lr: 4.9810e-05 - loss: 0.0141 - UP: 72.27% UR: 30.80% UF: 43.19% P: 72.27% R: 30.80% F: 43.19%
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+ 2023-05-24 20:33:45 INFO dev: loss: nan - UP: 52.89% UR: 10.20% UF: 17.11% P: 51.32% R: 9.90% F: 16.60%
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+ 2023-05-24 20:33:46 INFO test: loss: nan - UP: 53.38% UR: 11.66% UF: 19.14% P: 50.29% R: 10.99% F: 18.03%
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+ 2023-05-24 20:33:46 INFO 0:00:07.476860s elapsed
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+ 2023-05-24 20:33:46 INFO Epoch 20 / 5000:
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+ 2023-05-24 20:33:51 INFO lr: 4.9800e-05 - loss: 0.0085 - UP: 70.79% UR: 32.79% UF: 44.82% P: 70.72% R: 32.76% F: 44.77%
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+ 2023-05-24 20:33:52 INFO dev: loss: nan - UP: 49.76% UR: 10.36% UF: 17.14% P: 47.80% R: 9.95% F: 16.47%
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+ 2023-05-24 20:33:54 INFO test: loss: nan - UP: 46.81% UR: 14.24% UF: 21.84% P: 44.24% R: 13.46% F: 20.64%
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+ 2023-05-24 20:33:54 INFO 0:00:07.485821s elapsed
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+ 2023-05-24 20:33:54 INFO Epoch 21 / 5000:
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+ 2023-05-24 20:33:59 INFO lr: 4.9790e-05 - loss: 0.0105 - UP: 65.09% UR: 23.13% UF: 34.13% P: 64.91% R: 23.06% F: 34.03%
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+ 2023-05-24 20:34:00 INFO dev: loss: nan - UP: 51.52% UR: 1.73% UF: 3.34% P: 48.48% R: 1.62% F: 3.14%
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+ 2023-05-24 20:34:01 INFO test: loss: nan - UP: 58.05% UR: 3.27% UF: 6.20% P: 55.06% R: 3.11% F: 5.88%
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+ 2023-05-24 20:34:01 INFO 0:00:07.466736s elapsed
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+ 2023-05-24 20:34:01 INFO Epoch 22 / 5000:
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+ 2023-05-24 20:34:06 INFO lr: 4.9780e-05 - loss: 0.0156 - UP: 53.48% UR: 7.39% UF: 12.99% P: 52.89% R: 7.31% F: 12.85%
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+ 2023-05-24 20:34:07 INFO dev: loss: nan - UP: 28.43% UR: 7.26% UF: 11.56% P: 24.25% R: 6.19% F: 9.87%
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+ 2023-05-24 20:34:09 INFO test: loss: nan - UP: 26.84% UR: 8.47% UF: 12.88% P: 21.95% R: 6.93% F: 10.53%
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+ 2023-05-24 20:34:09 INFO 0:00:07.518309s elapsed
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+ 2023-05-24 20:34:09 INFO Epoch 23 / 5000:
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+ 2023-05-24 20:34:14 INFO lr: 4.9770e-05 - loss: 0.0029 - UP: 61.15% UR: 16.96% UF: 26.55% P: 60.92% R: 16.89% F: 26.45%
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+ 2023-05-24 20:34:15 INFO dev: loss: nan - UP: 43.31% UR: 8.38% UF: 14.04% P: 42.78% R: 8.27% F: 13.87%
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+ 2023-05-24 20:34:16 INFO test: loss: nan - UP: 46.85% UR: 12.89% UF: 20.22% P: 44.09% R: 12.13% F: 19.02%
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+ 2023-05-24 20:34:16 INFO 0:00:07.467496s elapsed
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+ 2023-05-24 20:34:21 INFO lr: 4.9760e-05 - loss: 0.0004 - UP: 76.14% UR: 24.79% UF: 37.40% P: 75.89% R: 24.71% F: 37.28%
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+ 2023-05-24 20:34:22 INFO dev: loss: nan - UP: 42.59% UR: 19.39% UF: 26.65% P: 41.36% R: 18.83% F: 25.88%
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+ 2023-05-24 20:34:24 INFO test: loss: nan - UP: 41.83% UR: 21.95% UF: 28.79% P: 39.81% R: 20.90% F: 27.41%
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+ 2023-05-24 20:34:26 INFO 0:00:07.499790s elapsed (saved)
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+ 2023-05-24 20:34:32 INFO lr: 4.9750e-05 - loss: 0.0002 - UP: 73.40% UR: 36.97% UF: 49.17% P: 73.40% R: 36.97% F: 49.17%
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+ 2023-05-24 20:34:32 INFO dev: loss: nan - UP: 44.71% UR: 15.43% UF: 22.94% P: 41.47% R: 14.31% F: 21.28%
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+ 2023-05-24 20:34:34 INFO test: loss: nan - UP: 44.06% UR: 18.72% UF: 26.28% P: 41.32% R: 17.56% F: 24.64%
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+ 2023-05-24 20:34:34 INFO 0:00:07.574169s elapsed
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+ 2023-05-24 20:34:39 INFO lr: 4.9740e-05 - loss: 0.0138 - UP: 68.85% UR: 30.99% UF: 42.75% P: 68.27% R: 30.73% F: 42.39%
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+ 2023-05-24 20:34:40 INFO dev: loss: nan - UP: 56.77% UR: 7.66% UF: 13.51% P: 53.76% R: 7.26% F: 12.79%
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+ 2023-05-24 20:34:41 INFO test: loss: nan - UP: 52.76% UR: 10.29% UF: 17.22% P: 48.97% R: 9.55% F: 15.98%
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+ 2023-05-24 20:34:47 INFO lr: 4.9730e-05 - loss: 0.0158 - UP: 71.07% UR: 34.05% UF: 46.04% P: 70.90% R: 33.96% F: 45.93%
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+ 2023-05-24 20:34:47 INFO dev: loss: nan - UP: 76.32% UR: 2.94% UF: 5.67% P: 75.00% R: 2.89% F: 5.57%
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+ 2023-05-24 20:34:49 INFO test: loss: nan - UP: 68.49% UR: 4.23% UF: 7.96% P: 63.01% R: 3.89% F: 7.32%
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+ 2023-05-24 20:34:54 INFO lr: 4.9720e-05 - loss: 0.0097 - UP: 72.49% UR: 37.42% UF: 49.36% P: 72.49% R: 37.42% F: 49.36%
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+ 2023-05-24 20:34:55 INFO dev: loss: nan - UP: 57.85% UR: 12.54% UF: 20.61% P: 54.80% R: 11.88% F: 19.52%
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+ 2023-05-24 20:34:56 INFO test: loss: nan - UP: 54.69% UR: 15.76% UF: 24.47% P: 51.91% R: 14.96% F: 23.22%
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+ 2023-05-24 20:35:02 INFO lr: 4.9710e-05 - loss: nan - UP: 79.65% UR: 39.81% UF: 53.09% P: 79.59% R: 39.77% F: 53.04%
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+ 2023-05-24 20:35:02 INFO dev: loss: nan - UP: 64.15% UR: 8.63% UF: 15.21% P: 62.64% R: 8.43% F: 14.85%
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+ 2023-05-24 20:35:04 INFO test: loss: nan - UP: 58.42% UR: 10.92% UF: 18.41% P: 54.69% R: 10.23% F: 17.23%
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+ 2023-05-24 20:35:09 INFO lr: 4.9700e-05 - loss: 0.0105 - UP: 65.88% UR: 38.42% UF: 48.54% P: 65.88% R: 38.42% F: 48.54%
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+ 2023-05-24 20:37:38 INFO test: loss: nan - UP: 43.80% UR: 33.26% UF: 37.80% P: 42.04% R: 31.92% F: 36.29%
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+ 2023-05-24 20:37:54 INFO dev: loss: nan - UP: 42.99% UR: 42.03% UF: 42.51% P: 41.48% R: 40.56% F: 41.02%
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+ 2023-05-24 20:37:56 INFO test: loss: nan - UP: 37.35% UR: 38.39% UF: 37.86% P: 35.38% R: 36.36% F: 35.86%
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+ 2023-05-24 20:39:06 INFO test: loss: nan - UP: 56.61% UR: 21.99% UF: 31.68% P: 53.56% R: 20.81% F: 29.98%
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+ 2023-05-24 20:39:12 INFO dev: loss: nan - UP: 46.88% UR: 33.60% UF: 39.15% P: 44.05% R: 31.57% F: 36.78%
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+ 2023-05-24 20:39:21 INFO test: loss: nan - UP: 67.21% UR: 3.51% UF: 6.67% P: 66.40% R: 3.47% F: 6.59%
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+ 2023-05-24 20:39:26 INFO lr: 4.9380e-05 - loss: 0.0076 - UP: 66.54% UR: 33.85% UF: 44.87% P: 65.93% R: 33.54% F: 44.46%
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+ 2023-05-24 20:39:27 INFO dev: loss: nan - UP: 47.00% UR: 21.47% UF: 29.48% P: 45.22% R: 20.66% F: 28.36%
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+ 2023-05-24 20:39:29 INFO test: loss: nan - UP: 42.65% UR: 20.85% UF: 28.01% P: 40.02% R: 19.56% F: 26.28%
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+ 2023-05-24 20:39:35 INFO dev: loss: nan - UP: 33.57% UR: 28.38% UF: 30.76% P: 33.15% R: 28.02% F: 30.37%
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+ 2023-05-24 20:39:36 INFO test: loss: nan - UP: 33.82% UR: 27.68% UF: 30.44% P: 32.76% R: 26.81% F: 29.49%
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+ 2023-05-24 20:39:42 INFO dev: loss: nan - UP: 44.71% UR: 18.68% UF: 26.35% P: 43.13% R: 18.02% F: 25.42%
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+ 2023-05-24 20:39:44 INFO test: loss: nan - UP: 47.27% UR: 25.25% UF: 32.92% P: 44.54% R: 23.79% F: 31.02%
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+ 2023-05-24 20:39:49 INFO lr: 4.9350e-05 - loss: 0.0181 - UP: 72.27% UR: 43.38% UF: 54.22% P: 72.10% R: 43.28% F: 54.09%
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+ 2023-05-24 20:39:50 INFO dev: loss: nan - UP: 19.66% UR: 18.53% UF: 19.07% P: 18.09% R: 17.06% F: 17.56%
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+ 2023-05-24 20:39:51 INFO test: loss: nan - UP: 19.07% UR: 22.52% UF: 20.65% P: 16.91% R: 19.97% F: 18.31%
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+ 2023-05-24 20:39:51 INFO 0:00:07.548801s elapsed
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+ 2023-05-24 20:39:57 INFO lr: 4.9340e-05 - loss: 0.0067 - UP: 69.11% UR: 35.89% UF: 47.24% P: 68.79% R: 35.73% F: 47.03%
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+ 2023-05-24 20:39:57 INFO dev: loss: nan - UP: 34.71% UR: 21.37% UF: 26.45% P: 33.06% R: 20.36% F: 25.20%
462
+ 2023-05-24 20:39:59 INFO test: loss: nan - UP: 38.95% UR: 26.07% UF: 31.24% P: 36.11% R: 24.17% F: 28.96%
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+ 2023-05-24 20:39:59 INFO 0:00:07.524903s elapsed
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+ 2023-05-24 20:40:04 INFO lr: 4.9330e-05 - loss: 0.0222 - UP: 59.89% UR: 22.98% UF: 33.22% P: 59.72% R: 22.91% F: 33.12%
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+ 2023-05-24 20:40:05 INFO dev: loss: nan - UP: 44.16% UR: 10.56% UF: 17.04% P: 41.19% R: 9.85% F: 15.90%
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+ 2023-05-24 20:40:06 INFO test: loss: nan - UP: 41.58% UR: 12.21% UF: 18.88% P: 36.76% R: 10.80% F: 16.69%
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+ 2023-05-24 20:40:12 INFO dev: loss: nan - UP: 47.40% UR: 18.48% UF: 26.59% P: 44.92% R: 17.51% F: 25.20%
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+ 2023-05-24 20:40:14 INFO test: loss: nan - UP: 41.83% UR: 20.81% UF: 27.79% P: 38.68% R: 19.25% F: 25.71%
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+ 2023-05-24 20:40:14 INFO 0:00:07.454964s elapsed
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+ 2023-05-24 20:40:20 INFO dev: loss: nan - UP: 54.17% UR: 2.64% UF: 5.03% P: 47.92% R: 2.34% F: 4.45%
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+ 2023-05-24 20:40:21 INFO test: loss: nan - UP: 45.00% UR: 2.85% UF: 5.36% P: 38.33% R: 2.43% F: 4.57%
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+ 2023-05-24 20:40:21 INFO 0:00:07.547688s elapsed
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+ 2023-05-24 20:40:27 INFO lr: 4.9300e-05 - loss: 0.0133 - UP: 59.62% UR: 23.88% UF: 34.10% P: 59.49% R: 23.83% F: 34.03%
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+ 2023-05-24 20:40:27 INFO dev: loss: nan - UP: 47.69% UR: 17.82% UF: 25.94% P: 46.87% R: 17.51% F: 25.50%
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+ 2023-05-24 20:40:29 INFO test: loss: nan - UP: 33.69% UR: 14.03% UF: 19.81% P: 32.27% R: 13.44% F: 18.97%
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+ 2023-05-24 20:40:35 INFO dev: loss: nan - UP: 47.68% UR: 26.60% UF: 34.15% P: 46.41% R: 25.89% F: 33.24%
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+ 2023-05-24 20:40:36 INFO test: loss: nan - UP: 39.51% UR: 24.47% UF: 30.22% P: 37.84% R: 23.43% F: 28.94%
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+ 2023-05-24 20:40:42 INFO dev: loss: nan - UP: 53.65% UR: 22.39% UF: 31.59% P: 52.31% R: 21.83% F: 30.80%
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+ 2023-05-24 20:40:50 INFO dev: loss: nan - UP: 48.25% UR: 29.44% UF: 36.57% P: 47.34% R: 28.88% F: 35.88%
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+ 2023-05-24 20:40:51 INFO test: loss: nan - UP: 40.24% UR: 27.89% UF: 32.95% P: 38.41% R: 26.62% F: 31.45%
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+ 2023-05-24 20:40:57 INFO dev: loss: nan - UP: 44.01% UR: 28.32% UF: 34.47% P: 42.51% R: 27.36% F: 33.29%
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+ 2023-05-24 20:40:59 INFO test: loss: nan - UP: 39.88% UR: 27.97% UF: 32.88% P: 37.74% R: 26.47% F: 31.12%
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+ 2023-05-24 20:41:05 INFO dev: loss: nan - UP: 53.95% UR: 20.81% UF: 30.04% P: 52.24% R: 20.15% F: 29.08%
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+ 2023-05-24 20:41:06 INFO test: loss: nan - UP: 49.53% UR: 22.10% UF: 30.56% P: 46.92% R: 20.94% F: 28.96%
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+ 2023-05-24 20:41:12 INFO dev: loss: nan - UP: 52.34% UR: 26.70% UF: 35.36% P: 51.24% R: 26.14% F: 34.62%
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+ 2023-05-24 20:41:14 INFO test: loss: nan - UP: 46.28% UR: 25.52% UF: 32.90% P: 44.29% R: 24.42% F: 31.49%
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+ 2023-05-24 20:41:20 INFO dev: loss: nan - UP: 50.00% UR: 30.10% UF: 37.58% P: 48.99% R: 29.49% F: 36.82%
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+ 2023-05-24 20:41:22 INFO test: loss: nan - UP: 44.75% UR: 28.90% UF: 35.12% P: 42.69% R: 27.57% F: 33.50%
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+ 2023-05-24 20:41:22 INFO 0:00:07.622382s elapsed
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+ 2023-05-24 20:41:27 INFO lr: 4.9220e-05 - loss: nan - UP: 90.52% UR: 78.68% UF: 84.19% P: 90.50% R: 78.67% F: 84.17%
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+ 2023-05-24 20:41:28 INFO dev: loss: nan - UP: 47.53% UR: 31.27% UF: 37.72% P: 46.30% R: 30.46% F: 36.74%
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+ 2023-05-24 20:41:29 INFO test: loss: nan - UP: 42.90% UR: 30.30% UF: 35.51% P: 40.74% R: 28.78% F: 33.73%
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+ 2023-05-24 20:41:29 INFO 0:00:07.550177s elapsed
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+ 2023-05-24 20:41:34 INFO lr: 4.9210e-05 - loss: 0.0014 - UP: 90.94% UR: 80.81% UF: 85.58% P: 90.94% R: 80.81% F: 85.58%
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+ 2023-05-24 20:41:35 INFO dev: loss: nan - UP: 52.17% UR: 23.76% UF: 32.65% P: 50.84% R: 23.15% F: 31.81%
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+ 2023-05-24 20:41:37 INFO test: loss: nan - UP: 48.26% UR: 25.14% UF: 33.06% P: 46.03% R: 23.98% F: 31.53%
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+ 2023-05-24 20:41:42 INFO lr: 4.9200e-05 - loss: nan - UP: 90.38% UR: 77.61% UF: 83.51% P: 89.83% R: 77.13% F: 83.00%
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+ 2023-05-24 20:41:43 INFO dev: loss: nan - UP: 47.71% UR: 25.94% UF: 33.61% P: 46.31% R: 25.18% F: 32.62%
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+ 2023-05-24 20:41:44 INFO test: loss: nan - UP: 41.80% UR: 27.04% UF: 32.84% P: 39.71% R: 25.69% F: 31.20%
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+ 2023-05-24 20:41:44 INFO 0:00:07.541916s elapsed
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+ 2023-05-24 20:41:51 INFO Epoch 50 saved
550
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551
+ 2023-05-24 20:41:51 INFO test: UP: 37.35% UR: 38.39% UF: 37.86% P: 35.38% R: 36.36% F: 35.86%
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+ 2023-05-24 20:41:51 INFO 0:10:02.258477s elapsed, 0:00:07.528231s/epoch
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1
+ 2023-05-24 20:59:58 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ 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
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/40/model_vi_mpqa_twxlmsa_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 20:59:58 INFO Building the fields
40
+ 2023-05-24 21:00:00 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 21:00:00 INFO Building the model
45
+ 2023-05-24 21:00:05 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-05-24 21:00:05 INFO Loading the data
65
+ 2023-05-24 21:00:11 INFO
66
+ train: Dataset(n_sentences=2348, n_batches=37, n_buckets=32)
67
+ dev: Dataset(n_sentences=824, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
69
+
70
+ 2023-05-24 21:00:11 INFO Epoch 1 / 5000:
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+ 2023-05-24 21:00:17 INFO lr: 4.9990e-05 - loss: nan - UP: 0.37% UR: 6.72% UF: 0.71% P: 0.03% R: 0.57% F: 0.06%
72
+ 2023-05-24 21:00:18 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-05-24 21:00:19 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:00:19 INFO 0:00:08.608614s elapsed
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+
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+ 2023-05-24 21:00:25 INFO lr: 4.9980e-05 - loss: 0.0682 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:00:26 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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+ 2023-05-24 21:00:27 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:00:27 INFO 0:00:08.016249s elapsed
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+
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+ 2023-05-24 21:00:27 INFO Epoch 3 / 5000:
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+ 2023-05-24 21:00:33 INFO lr: 4.9970e-05 - loss: 0.0357 - UP: 7.81% UR: 0.16% UF: 0.32% P: 5.47% R: 0.11% F: 0.22%
84
+ 2023-05-24 21:00:34 INFO dev: loss: nan - UP: 100.00% UR: 0.15% UF: 0.30% P: 66.67% R: 0.10% F: 0.20%
85
+ 2023-05-24 21:00:35 INFO test: loss: nan - UP: 90.00% UR: 0.19% UF: 0.38% P: 60.00% R: 0.13% F: 0.25%
86
+ 2023-05-24 21:00:40 INFO 0:00:08.132008s elapsed (saved)
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+
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+ 2023-05-24 21:00:40 INFO Epoch 4 / 5000:
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+ 2023-05-24 21:00:46 INFO lr: 4.9960e-05 - loss: 0.0212 - UP: 42.98% UR: 1.65% UF: 3.18% P: 42.98% R: 1.65% F: 3.18%
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+ 2023-05-24 21:00:47 INFO dev: loss: nan - UP: 85.71% UR: 0.30% UF: 0.61% P: 85.71% R: 0.30% F: 0.61%
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+ 2023-05-24 21:00:48 INFO test: loss: nan - UP: 83.33% UR: 0.53% UF: 1.05% P: 66.67% R: 0.42% F: 0.84%
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+ 2023-05-24 21:02:15 INFO lr: 4.9890e-05 - loss: 0.0207 - UP: 62.66% UR: 12.93% UF: 21.43% P: 62.10% R: 12.81% F: 21.24%
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+ 2023-05-24 21:02:29 INFO lr: 4.9880e-05 - loss: 0.0087 - UP: 65.64% UR: 22.88% UF: 33.93% P: 65.26% R: 22.75% F: 33.74%
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+ 2023-05-24 21:03:00 INFO lr: 4.9850e-05 - loss: 0.0077 - UP: 68.62% UR: 33.62% UF: 45.13% P: 68.62% R: 33.62% F: 45.13%
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+ 2023-05-24 21:03:08 INFO lr: 4.9840e-05 - loss: 0.0036 - UP: 72.30% UR: 37.49% UF: 49.38% P: 72.27% R: 37.47% F: 49.36%
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+ 2023-05-24 21:03:22 INFO lr: 4.9830e-05 - loss: 0.0068 - UP: 73.97% UR: 44.67% UF: 55.70% P: 73.92% R: 44.64% F: 55.66%
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+ 2023-05-24 21:03:36 INFO lr: 4.9820e-05 - loss: 0.0094 - UP: 76.05% UR: 50.84% UF: 60.94% P: 75.98% R: 50.79% F: 60.88%
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+ 2023-05-24 21:03:45 INFO lr: 4.9810e-05 - loss: 0.0025 - UP: 78.38% UR: 54.02% UF: 63.96% P: 78.36% R: 54.01% F: 63.94%
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+ 2023-05-24 21:03:53 INFO lr: 4.9800e-05 - loss: 0.0060 - UP: 81.12% UR: 60.24% UF: 69.14% P: 81.12% R: 60.24% F: 69.14%
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+ 2023-05-24 21:03:53 INFO dev: loss: nan - UP: 40.86% UR: 29.04% UF: 33.95% P: 38.14% R: 27.11% F: 31.69%
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+ 2023-05-24 21:04:01 INFO 0:00:08.185029s elapsed (saved)
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+ 2023-05-24 21:04:07 INFO lr: 4.9790e-05 - loss: 0.0008 - UP: 82.04% UR: 63.31% UF: 71.47% P: 82.04% R: 63.31% F: 71.47%
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+ 2023-05-24 21:04:09 INFO 0:00:08.093625s elapsed
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+ 2023-05-24 21:04:15 INFO lr: 4.9780e-05 - loss: nan - UP: 84.70% UR: 62.44% UF: 71.89% P: 83.95% R: 61.89% F: 71.25%
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+ 2023-05-24 21:04:23 INFO lr: 4.9770e-05 - loss: 0.0124 - UP: 75.17% UR: 48.87% UF: 59.23% P: 74.22% R: 48.25% F: 58.48%
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+ 2023-05-24 21:04:24 INFO dev: loss: nan - UP: 50.85% UR: 18.12% UF: 26.72% P: 47.86% R: 17.06% F: 25.15%
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+ 2023-05-24 21:04:26 INFO test: loss: nan - UP: 45.96% UR: 20.92% UF: 28.75% P: 43.45% R: 19.78% F: 27.18%
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+ 2023-05-24 21:04:26 INFO 0:00:08.104052s elapsed
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+ 2023-05-24 21:04:31 INFO lr: 4.9760e-05 - loss: 0.0084 - UP: 80.15% UR: 50.82% UF: 62.21% P: 80.00% R: 50.73% F: 62.09%
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+ 2023-05-24 21:04:32 INFO dev: loss: nan - UP: 54.51% UR: 15.94% UF: 24.67% P: 51.74% R: 15.13% F: 23.41%
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+ 2023-05-24 21:04:34 INFO test: loss: nan - UP: 48.11% UR: 19.88% UF: 28.14% P: 45.04% R: 18.61% F: 26.34%
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+ 2023-05-24 21:04:34 INFO 0:00:08.062460s elapsed
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+ 2023-05-24 21:04:39 INFO lr: 4.9750e-05 - loss: 0.0050 - UP: 81.77% UR: 60.32% UF: 69.43% P: 81.66% R: 60.24% F: 69.33%
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+ 2023-05-24 21:04:40 INFO dev: loss: nan - UP: 39.76% UR: 29.19% UF: 33.67% P: 37.41% R: 27.46% F: 31.67%
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+ 2023-05-24 21:04:42 INFO test: loss: nan - UP: 35.76% UR: 31.29% UF: 33.37% P: 33.97% R: 29.73% F: 31.71%
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+ 2023-05-24 21:04:42 INFO 0:00:08.096214s elapsed
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+ 2023-05-24 21:04:48 INFO lr: 4.9740e-05 - loss: 0.0003 - UP: 85.08% UR: 61.97% UF: 71.71% P: 85.01% R: 61.92% F: 71.65%
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+ 2023-05-24 21:04:48 INFO dev: loss: nan - UP: 40.10% UR: 27.46% UF: 32.60% P: 37.44% R: 25.63% F: 30.43%
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+ 2023-05-24 21:04:50 INFO test: loss: nan - UP: 37.52% UR: 31.67% UF: 34.35% P: 35.57% R: 30.02% F: 32.56%
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+ 2023-05-24 21:04:56 INFO lr: 4.9730e-05 - loss: 0.0016 - UP: 84.21% UR: 67.19% UF: 74.75% P: 84.15% R: 67.15% F: 74.69%
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+ 2023-05-24 21:04:56 INFO dev: loss: nan - UP: 43.49% UR: 23.05% UF: 30.13% P: 41.28% R: 21.88% F: 28.60%
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+ 2023-05-24 21:04:58 INFO test: loss: nan - UP: 42.51% UR: 27.11% UF: 33.11% P: 40.09% R: 25.57% F: 31.22%
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+ 2023-05-24 21:04:58 INFO 0:00:08.144097s elapsed
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+ 2023-05-24 21:05:04 INFO lr: 4.9720e-05 - loss: 0.0041 - UP: 86.25% UR: 71.47% UF: 78.17% P: 86.23% R: 71.45% F: 78.15%
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+ 2023-05-24 21:05:05 INFO dev: loss: nan - UP: 44.66% UR: 23.76% UF: 31.01% P: 42.37% R: 22.54% F: 29.42%
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+ 2023-05-24 21:05:06 INFO test: loss: nan - UP: 42.81% UR: 27.51% UF: 33.50% P: 40.84% R: 26.24% F: 31.95%
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+ 2023-05-24 21:05:12 INFO lr: 4.9710e-05 - loss: 0.0033 - UP: 85.36% UR: 74.11% UF: 79.34% P: 85.36% R: 74.11% F: 79.34%
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+ 2023-05-24 21:05:13 INFO dev: loss: nan - UP: 52.65% UR: 18.12% UF: 26.96% P: 49.71% R: 17.11% F: 25.45%
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+ 2023-05-24 21:05:14 INFO test: loss: nan - UP: 53.14% UR: 21.30% UF: 30.41% P: 49.97% R: 20.03% F: 28.60%
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+ 2023-05-24 21:05:14 INFO 0:00:08.087510s elapsed
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+ 2023-05-24 21:05:20 INFO lr: 4.9700e-05 - loss: 0.0001 - UP: 88.84% UR: 73.12% UF: 80.21% P: 88.84% R: 73.12% F: 80.21%
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+ 2023-05-24 21:05:21 INFO dev: loss: nan - UP: 45.22% UR: 27.16% UF: 33.94% P: 42.86% R: 25.74% F: 32.16%
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+ 2023-05-24 21:05:22 INFO test: loss: nan - UP: 40.26% UR: 30.00% UF: 34.38% P: 38.28% R: 28.52% F: 32.69%
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+ 2023-05-24 21:05:29 INFO 0:00:08.083150s elapsed (saved)
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+ 2023-05-24 21:05:35 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 87.76% UR: 77.26% UF: 82.18% P: 87.76% R: 77.26% F: 82.18%
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+ 2023-05-24 21:05:36 INFO dev: loss: nan - UP: 45.37% UR: 23.65% UF: 31.10% P: 43.23% R: 22.54% F: 29.63%
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+ 2023-05-24 21:05:37 INFO test: loss: nan - UP: 43.67% UR: 27.57% UF: 33.80% P: 41.50% R: 26.20% F: 32.12%
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+ 2023-05-24 21:05:43 INFO lr: 4.9680e-05 - loss: nan - UP: 89.29% UR: 77.82% UF: 83.16% P: 89.29% R: 77.82% F: 83.16%
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+ 2023-05-24 21:05:44 INFO dev: loss: nan - UP: 47.83% UR: 21.78% UF: 29.93% P: 45.04% R: 20.51% F: 28.18%
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+ 2023-05-24 21:05:51 INFO lr: 4.9670e-05 - loss: 0.0025 - UP: 89.54% UR: 80.07% UF: 84.54% P: 89.52% R: 80.06% F: 84.53%
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+ 2023-05-24 21:05:52 INFO dev: loss: nan - UP: 42.98% UR: 24.72% UF: 31.39% P: 40.86% R: 23.50% F: 29.84%
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+ 2023-05-24 21:06:07 INFO lr: 4.9650e-05 - loss: 0.0000 - UP: 89.99% UR: 81.46% UF: 85.51% P: 89.96% R: 81.43% F: 85.48%
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+ 2023-05-24 21:06:15 INFO lr: 4.9640e-05 - loss: 0.0080 - UP: 90.41% UR: 81.90% UF: 85.95% P: 90.38% R: 81.87% F: 85.91%
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+ 2023-05-24 21:08:32 INFO test: loss: nan - UP: 39.08% UR: 27.76% UF: 32.46% P: 36.41% R: 25.86% F: 30.24%
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+ 2023-05-24 21:08:38 INFO dev: loss: nan - UP: 37.17% UR: 30.30% UF: 33.39% P: 35.99% R: 29.34% F: 32.33%
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+ 2023-05-24 21:09:02 INFO lr: 4.9450e-05 - loss: 0.0004 - UP: 89.62% UR: 75.24% UF: 81.80% P: 89.62% R: 75.24% F: 81.80%
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+ 2023-05-24 21:09:04 INFO test: loss: nan - UP: 61.92% UR: 16.52% UF: 26.08% P: 57.80% R: 15.42% F: 24.35%
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+ 2023-05-24 21:09:04 INFO 0:00:08.113718s elapsed
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+ 2023-05-24 21:09:10 INFO lr: 4.9440e-05 - loss: 0.0072 - UP: 77.36% UR: 60.16% UF: 67.68% P: 77.29% R: 60.11% F: 67.63%
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+ 2023-05-24 21:09:11 INFO dev: loss: nan - UP: 44.34% UR: 16.70% UF: 24.26% P: 42.59% R: 16.04% F: 23.30%
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+ 2023-05-24 21:09:12 INFO test: loss: nan - UP: 48.11% UR: 20.45% UF: 28.70% P: 44.53% R: 18.93% F: 26.57%
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+ 2023-05-24 21:09:12 INFO 0:00:08.105501s elapsed
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+ 2023-05-24 21:09:18 INFO lr: 4.9430e-05 - loss: 0.0034 - UP: 81.07% UR: 60.75% UF: 69.45% P: 81.07% R: 60.75% F: 69.45%
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+ 2023-05-24 21:09:19 INFO dev: loss: nan - UP: 48.89% UR: 20.05% UF: 28.44% P: 47.77% R: 19.59% F: 27.79%
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+ 2023-05-24 21:09:20 INFO test: loss: nan - UP: 47.89% UR: 24.19% UF: 32.14% P: 45.75% R: 23.11% F: 30.71%
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+ 2023-05-24 21:09:20 INFO 0:00:08.102773s elapsed
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+ 2023-05-24 21:09:26 INFO lr: 4.9420e-05 - loss: 0.0071 - UP: 86.92% UR: 72.20% UF: 78.88% P: 86.86% R: 72.16% F: 78.83%
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+ 2023-05-24 21:09:27 INFO dev: loss: nan - UP: 41.05% UR: 29.34% UF: 34.22% P: 39.77% R: 28.43% F: 33.16%
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+ 2023-05-24 21:09:28 INFO test: loss: nan - UP: 42.48% UR: 33.42% UF: 37.41% P: 40.55% R: 31.90% F: 35.71%
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+ 2023-05-24 21:09:28 INFO 0:00:08.108623s elapsed
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+ 2023-05-24 21:09:34 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 90.59% UR: 79.94% UF: 84.93% P: 90.55% R: 79.91% F: 84.90%
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+ 2023-05-24 21:09:35 INFO dev: loss: nan - UP: 45.18% UR: 26.40% UF: 33.32% P: 43.87% R: 25.63% F: 32.36%
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+ 2023-05-24 21:09:37 INFO test: loss: nan - UP: 44.79% UR: 31.48% UF: 36.97% P: 42.74% R: 30.04% F: 35.29%
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+ 2023-05-24 21:09:37 INFO 0:00:08.199040s elapsed
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+ 2023-05-24 21:09:42 INFO lr: 4.9400e-05 - loss: 0.0020 - UP: 91.13% UR: 82.99% UF: 86.87% P: 91.13% R: 82.99% F: 86.87%
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+ 2023-05-24 21:09:43 INFO dev: loss: nan - UP: 47.53% UR: 25.38% UF: 33.09% P: 45.72% R: 24.42% F: 31.83%
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+ 2023-05-24 21:09:45 INFO test: loss: nan - UP: 47.20% UR: 29.73% UF: 36.48% P: 44.75% R: 28.19% F: 34.59%
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+ 2023-05-24 21:09:45 INFO 0:00:08.101759s elapsed
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+ 2023-05-24 21:09:51 INFO lr: 4.9390e-05 - loss: 0.0017 - UP: 92.58% UR: 86.11% UF: 89.23% P: 92.56% R: 86.09% F: 89.21%
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+ 2023-05-24 21:09:51 INFO dev: loss: nan - UP: 49.10% UR: 24.97% UF: 33.11% P: 47.60% R: 24.21% F: 32.10%
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+ 2023-05-24 21:09:53 INFO test: loss: nan - UP: 46.98% UR: 28.71% UF: 35.64% P: 44.56% R: 27.23% F: 33.81%
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+ 2023-05-24 21:09:53 INFO 0:00:08.173845s elapsed
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+ 2023-05-24 21:09:59 INFO lr: 4.9380e-05 - loss: 0.0028 - UP: 92.41% UR: 86.27% UF: 89.24% P: 92.38% R: 86.24% F: 89.20%
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+ 2023-05-24 21:10:00 INFO dev: loss: nan - UP: 48.09% UR: 27.41% UF: 34.92% P: 46.84% R: 26.70% F: 34.01%
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+ 2023-05-24 21:10:01 INFO test: loss: nan - UP: 46.12% UR: 30.36% UF: 36.62% P: 44.03% R: 28.99% F: 34.96%
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+ 2023-05-24 21:10:01 INFO 0:00:08.161451s elapsed
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+ 2023-05-24 21:10:07 INFO lr: 4.9370e-05 - loss: 0.0024 - UP: 93.81% UR: 86.60% UF: 90.06% P: 93.81% R: 86.60% F: 90.06%
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+ 2023-05-24 21:10:09 INFO 0:00:08.102676s elapsed
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+ 2023-05-24 21:10:15 INFO lr: 4.9360e-05 - loss: nan - UP: 93.42% UR: 88.35% UF: 90.81% P: 93.42% R: 88.35% F: 90.81%
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+ 2023-05-24 21:10:24 INFO 0:00:08.104890s elapsed (saved)
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+ 2023-05-24 21:10:30 INFO lr: 4.9350e-05 - loss: nan - UP: 94.68% UR: 88.93% UF: 91.72% P: 94.68% R: 88.93% F: 91.72%
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+ 2023-05-24 21:10:38 INFO lr: 4.9340e-05 - loss: 0.0018 - UP: 94.16% UR: 89.00% UF: 91.51% P: 94.15% R: 88.98% F: 91.49%
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+ 2023-05-24 21:10:39 INFO dev: loss: nan - UP: 45.91% UR: 24.21% UF: 31.70% P: 43.89% R: 23.15% F: 30.31%
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+ 2023-05-24 21:10:40 INFO test: loss: nan - UP: 46.85% UR: 29.56% UF: 36.25% P: 44.01% R: 27.76% F: 34.05%
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+ 2023-05-24 21:10:46 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 93.56% UR: 86.81% UF: 90.06% P: 93.51% R: 86.76% F: 90.01%
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+ 2023-05-24 21:10:47 INFO dev: loss: nan - UP: 43.47% UR: 27.87% UF: 33.96% P: 41.49% R: 26.60% F: 32.42%
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+ 2023-05-24 21:10:48 INFO test: loss: nan - UP: 42.92% UR: 32.64% UF: 37.08% P: 41.03% R: 31.21% F: 35.45%
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+ 2023-05-24 21:11:11 INFO dev: loss: nan - UP: 45.90% UR: 25.84% UF: 33.06% P: 44.54% R: 25.08% F: 32.09%
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+ 2023-05-24 21:11:19 INFO dev: loss: nan - UP: 43.62% UR: 26.90% UF: 33.28% P: 42.39% R: 26.14% F: 32.34%
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+ 2023-05-24 21:11:21 INFO test: loss: nan - UP: 45.33% UR: 32.62% UF: 37.94% P: 43.25% R: 31.12% F: 36.20%
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+ 2023-05-24 21:11:27 INFO dev: loss: nan - UP: 43.51% UR: 26.90% UF: 33.25% P: 42.20% R: 26.09% F: 32.25%
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+ 2023-05-24 21:11:29 INFO test: loss: nan - UP: 45.38% UR: 33.45% UF: 38.51% P: 43.32% R: 31.92% F: 36.76%
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+ 2023-05-24 21:11:29 INFO 0:00:08.069988s elapsed
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+ 2023-05-24 21:11:35 INFO dev: loss: nan - UP: 43.69% UR: 27.61% UF: 33.84% P: 42.25% R: 26.70% F: 32.72%
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+ 2023-05-24 21:11:37 INFO test: loss: nan - UP: 45.37% UR: 33.66% UF: 38.65% P: 43.41% R: 32.20% F: 36.97%
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+ 2023-05-24 21:11:43 INFO lr: 4.9260e-05 - loss: 0.0003 - UP: 95.85% UR: 93.16% UF: 94.49% P: 95.85% R: 93.16% F: 94.49%
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+ 2023-05-24 21:11:44 INFO dev: loss: nan - UP: 46.01% UR: 25.43% UF: 32.76% P: 44.72% R: 24.72% F: 31.84%
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+ 2023-05-24 21:11:45 INFO test: loss: nan - UP: 49.18% UR: 30.87% UF: 37.93% P: 46.99% R: 29.50% F: 36.24%
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+ 2023-05-24 21:11:45 INFO 0:00:08.137013s elapsed
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+ 2023-05-24 21:11:51 INFO lr: 4.9250e-05 - loss: nan - UP: 95.46% UR: 92.90% UF: 94.16% P: 95.46% R: 92.90% F: 94.16%
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+ 2023-05-24 21:11:52 INFO dev: loss: nan - UP: 45.07% UR: 25.99% UF: 32.97% P: 43.66% R: 25.18% F: 31.94%
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+ 2023-05-24 21:11:53 INFO test: loss: nan - UP: 47.34% UR: 32.16% UF: 38.30% P: 45.23% R: 30.72% F: 36.59%
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+ 2023-05-24 21:11:53 INFO 0:00:08.103137s elapsed
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+ 2023-05-24 21:11:59 INFO lr: 4.9240e-05 - loss: 0.0015 - UP: 96.57% UR: 93.15% UF: 94.82% P: 96.57% R: 93.15% F: 94.82%
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+ 2023-05-24 21:12:00 INFO dev: loss: nan - UP: 48.70% UR: 24.77% UF: 32.84% P: 47.60% R: 24.21% F: 32.10%
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+ 2023-05-24 21:12:01 INFO test: loss: nan - UP: 50.69% UR: 28.86% UF: 36.78% P: 48.24% R: 27.47% F: 35.00%
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+ 2023-05-24 21:12:07 INFO lr: 4.9230e-05 - loss: nan - UP: 95.96% UR: 92.74% UF: 94.32% P: 95.96% R: 92.74% F: 94.32%
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+ 2023-05-24 21:12:08 INFO dev: loss: nan - UP: 49.60% UR: 25.33% UF: 33.53% P: 48.01% R: 24.52% F: 32.46%
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+ 2023-05-24 21:12:09 INFO test: loss: nan - UP: 50.56% UR: 29.64% UF: 37.37% P: 47.86% R: 28.06% F: 35.38%
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+ 2023-05-24 21:12:09 INFO 0:00:08.113754s elapsed
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+ 2023-05-24 21:12:15 INFO lr: 4.9220e-05 - loss: 0.0004 - UP: 97.02% UR: 93.08% UF: 95.01% P: 97.02% R: 93.08% F: 95.01%
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+ 2023-05-24 21:12:16 INFO dev: loss: nan - UP: 47.60% UR: 27.16% UF: 34.58% P: 46.09% R: 26.29% F: 33.48%
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+ 2023-05-24 21:12:17 INFO test: loss: nan - UP: 49.47% UR: 32.60% UF: 39.30% P: 47.13% R: 31.06% F: 37.44%
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+ 2023-05-24 21:12:17 INFO 0:00:08.102107s elapsed
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+ 2023-05-24 21:12:23 INFO lr: 4.9210e-05 - loss: 0.0002 - UP: 96.33% UR: 94.17% UF: 95.24% P: 96.33% R: 94.17% F: 95.24%
540
+ 2023-05-24 21:12:24 INFO dev: loss: nan - UP: 45.79% UR: 27.36% UF: 34.25% P: 44.44% R: 26.55% F: 33.24%
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+ 2023-05-24 21:12:25 INFO test: loss: nan - UP: 48.19% UR: 33.53% UF: 39.55% P: 45.95% R: 31.97% F: 37.70%
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+ 2023-05-24 21:12:25 INFO 0:00:08.083938s elapsed
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+ 2023-05-24 21:12:31 INFO lr: 4.9200e-05 - loss: 0.0014 - UP: 96.52% UR: 94.24% UF: 95.37% P: 96.52% R: 94.24% F: 95.37%
546
+ 2023-05-24 21:12:32 INFO dev: loss: nan - UP: 45.98% UR: 29.04% UF: 35.59% P: 44.61% R: 28.17% F: 34.54%
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+ 2023-05-24 21:12:34 INFO test: loss: nan - UP: 46.47% UR: 33.97% UF: 39.25% P: 44.31% R: 32.39% F: 37.42%
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+ 2023-05-24 21:12:34 INFO 0:00:08.073405s elapsed
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+ 2023-05-24 21:12:39 INFO lr: 4.9190e-05 - loss: nan - UP: 97.11% UR: 94.48% UF: 95.78% P: 97.11% R: 94.48% F: 95.78%
552
+ 2023-05-24 21:12:40 INFO dev: loss: nan - UP: 47.00% UR: 26.65% UF: 34.01% P: 45.39% R: 25.74% F: 32.85%
553
+ 2023-05-24 21:12:42 INFO test: loss: nan - UP: 49.20% UR: 32.28% UF: 38.98% P: 47.01% R: 30.85% F: 37.25%
554
+ 2023-05-24 21:12:42 INFO 0:00:08.092730s elapsed
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+ 2023-05-24 21:12:42 INFO Epoch 82 / 5000:
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+ 2023-05-24 21:12:48 INFO lr: 4.9180e-05 - loss: 0.0005 - UP: 96.93% UR: 95.30% UF: 96.11% P: 96.93% R: 95.30% F: 96.11%
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+ 2023-05-24 21:12:48 INFO dev: loss: nan - UP: 49.02% UR: 26.70% UF: 34.57% P: 47.25% R: 25.74% F: 33.32%
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+ 2023-05-24 21:12:50 INFO test: loss: nan - UP: 48.71% UR: 31.48% UF: 38.24% P: 46.45% R: 30.02% F: 36.47%
560
+ 2023-05-24 21:12:50 INFO 0:00:08.168836s elapsed
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+ 2023-05-24 21:12:50 INFO Epoch 83 / 5000:
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+ 2023-05-24 21:12:56 INFO lr: 4.9170e-05 - loss: 0.0007 - UP: 97.54% UR: 95.23% UF: 96.37% P: 97.54% R: 95.23% F: 96.37%
564
+ 2023-05-24 21:12:56 INFO dev: loss: nan - UP: 48.09% UR: 26.85% UF: 34.46% P: 46.27% R: 25.84% F: 33.16%
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+ 2023-05-24 21:12:58 INFO test: loss: nan - UP: 49.16% UR: 32.07% UF: 38.82% P: 46.99% R: 30.66% F: 37.11%
566
+ 2023-05-24 21:12:58 INFO 0:00:08.111901s elapsed
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+ 2023-05-24 21:12:58 INFO Epoch 84 / 5000:
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+ 2023-05-24 21:13:04 INFO lr: 4.9160e-05 - loss: 0.0014 - UP: 96.65% UR: 95.64% UF: 96.14% P: 96.65% R: 95.64% F: 96.14%
570
+ 2023-05-24 21:13:05 INFO dev: loss: nan - UP: 43.79% UR: 31.32% UF: 36.52% P: 42.23% R: 30.20% F: 35.22%
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+ 2023-05-24 21:13:06 INFO test: loss: nan - UP: 45.18% UR: 36.17% UF: 40.18% P: 43.15% R: 34.54% F: 38.37%
572
+ 2023-05-24 21:13:06 INFO 0:00:08.071871s elapsed
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+ 2023-05-24 21:13:06 INFO Epoch 85 / 5000:
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+ 2023-05-24 21:13:12 INFO lr: 4.9150e-05 - loss: 0.0005 - UP: 97.34% UR: 94.92% UF: 96.12% P: 97.34% R: 94.92% F: 96.12%
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+ 2023-05-24 21:13:13 INFO dev: loss: nan - UP: 45.22% UR: 28.07% UF: 34.64% P: 43.42% R: 26.95% F: 33.26%
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+ 2023-05-24 21:13:14 INFO test: loss: nan - UP: 48.59% UR: 32.77% UF: 39.14% P: 46.30% R: 31.23% F: 37.30%
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+ 2023-05-24 21:13:14 INFO 0:00:08.123115s elapsed
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+ 2023-05-24 21:13:14 INFO Epoch 86 / 5000:
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+ 2023-05-24 21:13:20 INFO lr: 4.9140e-05 - loss: 0.0007 - UP: 97.35% UR: 95.23% UF: 96.28% P: 97.35% R: 95.23% F: 96.28%
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+ 2023-05-24 21:13:21 INFO dev: loss: nan - UP: 45.68% UR: 26.85% UF: 33.82% P: 44.39% R: 26.09% F: 32.86%
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+ 2023-05-24 21:13:22 INFO test: loss: nan - UP: 48.35% UR: 32.85% UF: 39.12% P: 46.27% R: 31.44% F: 37.44%
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+ 2023-05-24 21:13:22 INFO 0:00:08.065622s elapsed
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+ 2023-05-24 21:13:28 INFO lr: 4.9130e-05 - loss: 0.0003 - UP: 97.89% UR: 95.48% UF: 96.67% P: 97.89% R: 95.48% F: 96.67%
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+ 2023-05-24 21:13:29 INFO dev: loss: nan - UP: 45.41% UR: 28.63% UF: 35.12% P: 43.88% R: 27.66% F: 33.94%
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+ 2023-05-24 21:13:30 INFO test: loss: nan - UP: 47.71% UR: 34.16% UF: 39.82% P: 45.44% R: 32.54% F: 37.92%
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+ 2023-05-24 21:13:30 INFO 0:00:08.143510s elapsed
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+ 2023-05-24 21:13:36 INFO lr: 4.9120e-05 - loss: 0.0002 - UP: 97.71% UR: 96.12% UF: 96.91% P: 97.71% R: 96.12% F: 96.91%
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+ 2023-05-24 21:13:37 INFO dev: loss: nan - UP: 46.59% UR: 27.72% UF: 34.75% P: 45.05% R: 26.80% F: 33.61%
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+ 2023-05-24 21:13:38 INFO test: loss: nan - UP: 48.95% UR: 33.02% UF: 39.44% P: 46.79% R: 31.57% F: 37.70%
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+ 2023-05-24 21:13:38 INFO 0:00:08.155388s elapsed
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+ 2023-05-24 21:13:44 INFO lr: 4.9110e-05 - loss: 0.0002 - UP: 97.66% UR: 96.10% UF: 96.87% P: 97.66% R: 96.10% F: 96.87%
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+ 2023-05-24 21:13:47 INFO test: loss: nan - UP: 49.90% UR: 32.28% UF: 39.20% P: 47.71% R: 30.87% F: 37.49%
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+ 2023-05-24 21:13:47 INFO 0:00:08.100879s elapsed
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+ 2023-05-24 21:13:53 INFO lr: 4.9100e-05 - loss: 0.0010 - UP: 98.04% UR: 96.10% UF: 97.06% P: 98.04% R: 96.10% F: 97.06%
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+ 2023-05-24 21:13:55 INFO 0:00:08.123905s elapsed
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+ 2023-05-24 21:14:01 INFO lr: 4.9090e-05 - loss: 0.0014 - UP: 96.14% UR: 92.26% UF: 94.16% P: 96.12% R: 92.25% F: 94.15%
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+ 2023-05-24 21:14:01 INFO dev: loss: nan - UP: 37.34% UR: 34.97% UF: 36.12% P: 36.04% R: 33.76% F: 34.86%
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+ 2023-05-24 21:14:03 INFO test: loss: nan - UP: 35.50% UR: 38.60% UF: 36.98% P: 33.75% R: 36.70% F: 35.16%
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+ 2023-05-24 21:14:03 INFO 0:00:08.089030s elapsed
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+ 2023-05-24 21:14:09 INFO lr: 4.9080e-05 - loss: nan - UP: 89.22% UR: 84.82% UF: 86.96% P: 88.98% R: 84.59% F: 86.73%
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+ 2023-05-24 21:14:09 INFO dev: loss: nan - UP: 61.68% UR: 10.46% UF: 17.88% P: 57.78% R: 9.80% F: 16.75%
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+ 2023-05-24 21:14:11 INFO test: loss: nan - UP: 63.78% UR: 11.98% UF: 20.17% P: 60.63% R: 11.39% F: 19.17%
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+ 2023-05-24 21:14:11 INFO 0:00:08.146209s elapsed
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+ 2023-05-24 21:14:17 INFO lr: 4.9070e-05 - loss: 0.0058 - UP: 91.31% UR: 78.88% UF: 84.64% P: 91.18% R: 78.77% F: 84.52%
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+ 2023-05-24 21:14:18 INFO dev: loss: nan - UP: 43.62% UR: 30.71% UF: 36.04% P: 42.03% R: 29.59% F: 34.73%
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+ 2023-05-24 21:14:19 INFO test: loss: nan - UP: 44.34% UR: 32.66% UF: 37.62% P: 42.16% R: 31.06% F: 35.77%
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+ 2023-05-24 21:14:19 INFO 0:00:08.111616s elapsed
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+ 2023-05-24 21:14:25 INFO lr: 4.9060e-05 - loss: 0.0038 - UP: 86.82% UR: 81.82% UF: 84.25% P: 85.73% R: 80.79% F: 83.19%
630
+ 2023-05-24 21:14:26 INFO dev: loss: nan - UP: 48.23% UR: 17.26% UF: 25.42% P: 46.67% R: 16.70% F: 24.60%
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+ 2023-05-24 21:14:27 INFO test: loss: nan - UP: 48.75% UR: 22.27% UF: 30.57% P: 47.13% R: 21.53% F: 29.56%
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+ 2023-05-24 21:14:27 INFO 0:00:08.090831s elapsed
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+ 2023-05-24 21:14:40 INFO Epoch 64 saved
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+ 2023-05-24 21:14:40 INFO test: UP: 45.61% UR: 31.97% UF: 37.59% P: 43.44% R: 30.45% F: 35.80%
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+ 2023-05-24 21:14:40 INFO 0:12:41.734958s elapsed, 0:00:08.103563s/epoch
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28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/40/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-05-24 21:14:43 INFO Building the fields
40
+ 2023-05-24 21:14:44 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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+ 2023-05-24 21:14:44 INFO Building the model
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+ 2023-05-24 21:14:49 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-05-24 21:14:49 INFO Loading the data
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+ 2023-05-24 21:14:54 INFO
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+ train: Dataset(n_sentences=2348, n_batches=49, n_buckets=32)
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+ dev: Dataset(n_sentences=824, n_batches=33, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=45, n_buckets=32)
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+
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+ 2023-05-24 21:14:54 INFO Epoch 1 / 5000:
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+ 2023-05-24 21:15:01 INFO lr: 4.9990e-05 - loss: 0.0701 - UP: 0.14% UR: 0.87% UF: 0.23% P: 0.02% R: 0.13% F: 0.04%
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+ 2023-05-24 21:15:02 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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+ 2023-05-24 21:15:03 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:15:12 INFO test: loss: nan - UP: 69.12% UR: 0.99% UF: 1.96% P: 50.00% R: 0.72% F: 1.42%
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+ 2023-05-24 21:15:17 INFO 0:00:08.439699s elapsed (saved)
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+ 2023-05-24 21:16:11 INFO dev: loss: nan - UP: 54.73% UR: 12.64% UF: 20.54% P: 51.87% R: 11.98% F: 19.46%
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+ 2023-05-24 21:16:13 INFO test: loss: nan - UP: 49.57% UR: 13.46% UF: 21.17% P: 45.91% R: 12.47% F: 19.61%
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+ 2023-05-24 21:16:19 INFO 0:00:08.494906s elapsed (saved)
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+ 2023-05-24 21:16:25 INFO lr: 4.9920e-05 - loss: 0.0223 - UP: 60.53% UR: 19.94% UF: 30.00% P: 60.43% R: 19.91% F: 29.95%
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+ 2023-05-24 21:16:26 INFO dev: loss: nan - UP: 29.21% UR: 12.94% UF: 17.94% P: 27.38% R: 12.13% F: 16.81%
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+ 2023-05-24 21:16:27 INFO test: loss: nan - UP: 35.20% UR: 13.94% UF: 19.98% P: 32.80% R: 12.99% F: 18.61%
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+ 2023-05-24 21:16:34 INFO dev: loss: nan - UP: 48.04% UR: 12.44% UF: 19.76% P: 45.88% R: 11.88% F: 18.87%
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+ 2023-05-24 21:16:36 INFO test: loss: nan - UP: 38.95% UR: 14.22% UF: 20.83% P: 37.62% R: 13.73% F: 20.12%
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+ 2023-05-24 21:16:36 INFO 0:00:08.497112s elapsed
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+ 2023-05-24 21:16:42 INFO lr: 4.9900e-05 - loss: 0.0138 - UP: 67.54% UR: 26.49% UF: 38.05% P: 67.25% R: 26.38% F: 37.89%
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+ 2023-05-24 21:16:43 INFO dev: loss: nan - UP: 62.31% UR: 14.52% UF: 23.55% P: 60.13% R: 14.01% F: 22.73%
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+ 2023-05-24 21:16:44 INFO test: loss: nan - UP: 51.95% UR: 11.54% UF: 18.88% P: 48.62% R: 10.80% F: 17.67%
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+ 2023-05-24 21:16:57 INFO lr: 4.9890e-05 - loss: 0.0124 - UP: 74.78% UR: 36.35% UF: 48.92% P: 74.75% R: 36.33% F: 48.90%
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+ 2023-05-24 21:16:59 INFO test: loss: nan - UP: 63.67% UR: 9.74% UF: 16.90% P: 56.08% R: 8.58% F: 14.88%
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+ 2023-05-24 21:17:06 INFO lr: 4.9880e-05 - loss: 0.0088 - UP: 61.00% UR: 27.80% UF: 38.19% P: 60.78% R: 27.70% F: 38.05%
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+ 2023-05-24 21:17:06 INFO dev: loss: nan - UP: 36.68% UR: 20.56% UF: 26.35% P: 34.87% R: 19.54% F: 25.05%
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+ 2023-05-24 21:17:08 INFO test: loss: nan - UP: 36.44% UR: 24.51% UF: 29.31% P: 34.72% R: 23.35% F: 27.92%
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+ 2023-05-24 21:17:14 INFO 0:00:08.630460s elapsed (saved)
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+ 2023-05-24 21:17:20 INFO lr: 4.9870e-05 - loss: 0.0034 - UP: 70.61% UR: 30.23% UF: 42.33% P: 70.53% R: 30.19% F: 42.29%
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+ 2023-05-24 21:17:21 INFO dev: loss: nan - UP: 64.21% UR: 9.75% UF: 16.92% P: 60.20% R: 9.14% F: 15.87%
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+ 2023-05-24 21:17:23 INFO test: loss: nan - UP: 60.13% UR: 11.60% UF: 19.45% P: 55.75% R: 10.75% F: 18.03%
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+ 2023-05-24 21:17:29 INFO lr: 4.9860e-05 - loss: 0.0096 - UP: 73.47% UR: 40.95% UF: 52.59% P: 73.18% R: 40.79% F: 52.38%
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+ 2023-05-24 21:17:37 INFO lr: 4.9850e-05 - loss: 0.0086 - UP: 78.77% UR: 47.41% UF: 59.20% P: 78.71% R: 47.38% F: 59.15%
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+ 2023-05-24 21:18:01 INFO lr: 4.9830e-05 - loss: 0.0028 - UP: 82.47% UR: 54.53% UF: 65.65% P: 82.40% R: 54.48% F: 65.59%
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+ 2023-05-24 21:18:16 INFO lr: 4.9820e-05 - loss: 0.0075 - UP: 82.69% UR: 59.57% UF: 69.25% P: 82.67% R: 59.56% F: 69.23%
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+ 2023-05-24 21:18:18 INFO test: loss: nan - UP: 53.46% UR: 21.06% UF: 30.22% P: 50.40% R: 19.86% F: 28.49%
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+ 2023-05-24 21:18:33 INFO lr: 4.9800e-05 - loss: 0.0045 - UP: 81.13% UR: 61.27% UF: 69.82% P: 81.09% R: 61.24% F: 69.78%
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+ 2023-05-24 21:18:50 INFO lr: 4.9780e-05 - loss: 0.0046 - UP: 84.89% UR: 61.87% UF: 71.58% P: 84.86% R: 61.86% F: 71.56%
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+ 2023-05-24 21:18:59 INFO lr: 4.9770e-05 - loss: 0.0076 - UP: 81.42% UR: 63.38% UF: 71.27% P: 81.11% R: 63.13% F: 71.00%
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+ 2023-05-24 21:21:39 INFO dev: loss: nan - UP: 48.19% UR: 31.78% UF: 38.30% P: 47.19% R: 31.12% F: 37.50%
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+ 2023-05-24 21:21:48 INFO dev: loss: nan - UP: 50.44% UR: 34.92% UF: 41.27% P: 49.19% R: 34.06% F: 40.25%
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+ 2023-05-24 21:22:13 INFO test: loss: nan - UP: 57.20% UR: 24.09% UF: 33.90% P: 54.64% R: 23.01% F: 32.38%
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+ 2023-05-24 21:22:20 INFO dev: loss: nan - UP: 52.18% UR: 27.36% UF: 35.90% P: 50.73% R: 26.60% F: 34.90%
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+ 2023-05-24 21:22:21 INFO test: loss: nan - UP: 51.80% UR: 28.95% UF: 37.14% P: 49.53% R: 27.68% F: 35.51%
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+ 2023-05-24 21:22:28 INFO lr: 4.9550e-05 - loss: 0.0009 - UP: 94.41% UR: 89.36% UF: 91.82% P: 94.41% R: 89.36% F: 91.82%
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+ 2023-05-24 21:22:28 INFO dev: loss: nan - UP: 52.45% UR: 31.52% UF: 39.38% P: 51.01% R: 30.66% F: 38.30%
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+ 2023-05-24 21:22:30 INFO test: loss: nan - UP: 48.28% UR: 30.83% UF: 37.63% P: 45.96% R: 29.35% F: 35.82%
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+ 2023-05-24 21:22:37 INFO dev: loss: nan - UP: 51.92% UR: 32.99% UF: 40.35% P: 51.04% R: 32.44% F: 39.66%
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+ 2023-05-24 21:22:38 INFO test: loss: nan - UP: 48.89% UR: 31.76% UF: 38.50% P: 46.81% R: 30.40% F: 36.86%
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+ 2023-05-24 21:22:53 INFO lr: 4.9520e-05 - loss: 0.0300 - UP: 90.36% UR: 80.82% UF: 85.33% P: 89.82% R: 80.33% F: 84.81%
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+ 2023-05-24 21:22:54 INFO dev: loss: nan - UP: 44.03% UR: 20.41% UF: 27.89% P: 40.20% R: 18.63% F: 25.46%
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+ 2023-05-24 21:22:55 INFO test: loss: nan - UP: 46.25% UR: 20.60% UF: 28.50% P: 41.70% R: 18.57% F: 25.70%
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+ 2023-05-24 21:23:02 INFO lr: 4.9510e-05 - loss: 0.0118 - UP: 85.59% UR: 69.68% UF: 76.82% P: 84.44% R: 68.74% F: 75.79%
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+ 2023-05-24 21:23:03 INFO dev: loss: nan - UP: 42.87% UR: 30.81% UF: 35.85% P: 40.96% R: 29.44% F: 34.26%
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+ 2023-05-24 21:23:04 INFO test: loss: nan - UP: 41.13% UR: 29.88% UF: 34.61% P: 39.18% R: 28.46% F: 32.97%
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+ 2023-05-24 21:23:04 INFO 0:00:08.594211s elapsed
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+ 2023-05-24 21:23:10 INFO lr: 4.9500e-05 - loss: 0.0036 - UP: 86.09% UR: 71.81% UF: 78.31% P: 85.76% R: 71.54% F: 78.00%
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+ 2023-05-24 21:23:11 INFO dev: loss: nan - UP: 49.58% UR: 24.11% UF: 32.45% P: 46.76% R: 22.74% F: 30.60%
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+ 2023-05-24 21:23:13 INFO test: loss: nan - UP: 45.28% UR: 25.86% UF: 32.92% P: 41.92% R: 23.94% F: 30.47%
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+ 2023-05-24 21:23:19 INFO lr: 4.9490e-05 - loss: 0.0026 - UP: 87.46% UR: 74.36% UF: 80.38% P: 87.35% R: 74.26% F: 80.28%
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+ 2023-05-24 21:23:21 INFO test: loss: nan - UP: 43.75% UR: 32.31% UF: 37.17% P: 41.83% R: 30.89% F: 35.54%
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+ 2023-05-24 21:23:28 INFO lr: 4.9480e-05 - loss: 0.0027 - UP: 90.92% UR: 80.24% UF: 85.24% P: 90.92% R: 80.24% F: 85.24%
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+ 2023-05-24 21:23:28 INFO dev: loss: nan - UP: 54.71% UR: 27.41% UF: 36.52% P: 53.60% R: 26.85% F: 35.78%
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+ 2023-05-24 21:23:30 INFO test: loss: nan - UP: 52.50% UR: 29.24% UF: 37.56% P: 49.85% R: 27.76% F: 35.66%
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+ 2023-05-24 21:24:28 INFO dev: loss: nan - UP: 52.87% UR: 32.74% UF: 40.44% P: 51.72% R: 32.03% F: 39.56%
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+ 2023-05-24 21:24:30 INFO test: loss: nan - UP: 48.89% UR: 34.54% UF: 40.49% P: 46.74% R: 33.02% F: 38.70%
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+ 2023-05-24 21:24:37 INFO dev: loss: nan - UP: 53.34% UR: 33.65% UF: 41.27% P: 52.13% R: 32.89% F: 40.34%
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+ 2023-05-24 21:24:38 INFO test: loss: nan - UP: 48.92% UR: 34.54% UF: 40.50% P: 46.83% R: 33.07% F: 38.76%
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+ 2023-05-24 21:24:50 INFO lr: 4.9390e-05 - loss: 0.0006 - UP: 96.94% UR: 94.01% UF: 95.45% P: 96.94% R: 94.01% F: 95.45%
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+ 2023-05-24 21:27:19 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 98.28% UR: 96.85% UF: 97.56% P: 98.28% R: 96.85% F: 97.56%
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+ 2023-05-24 21:27:22 INFO 0:00:08.481393s elapsed
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+ 2023-05-24 21:27:30 INFO test: loss: nan - UP: 52.71% UR: 32.66% UF: 40.33% P: 50.46% R: 31.27% F: 38.61%
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+ 2023-05-24 21:27:39 INFO 0:00:08.605333s elapsed
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+ 2023-05-24 21:27:46 INFO dev: loss: nan - UP: 56.85% UR: 32.23% UF: 41.14% P: 55.77% R: 31.62% F: 40.36%
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+ 2023-05-24 21:27:47 INFO test: loss: nan - UP: 54.42% UR: 31.25% UF: 39.70% P: 52.02% R: 29.88% F: 37.95%
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+ 2023-05-24 21:27:54 INFO lr: 4.9210e-05 - loss: 0.0004 - UP: 98.08% UR: 97.40% UF: 97.74% P: 98.08% R: 97.40% F: 97.74%
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+ 2023-05-24 21:27:55 INFO dev: loss: nan - UP: 58.12% UR: 33.96% UF: 42.87% P: 56.91% R: 33.25% F: 41.97%
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+ 2023-05-24 21:27:56 INFO 0:00:08.603926s elapsed
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+ 2023-05-24 21:28:02 INFO lr: 4.9200e-05 - loss: 0.0003 - UP: 98.57% UR: 97.98% UF: 98.27% P: 98.57% R: 97.98% F: 98.27%
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+ 2023-05-24 21:28:05 INFO test: loss: nan - UP: 55.67% UR: 30.40% UF: 39.33% P: 53.42% R: 29.18% F: 37.74%
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+ 2023-05-24 21:28:12 INFO dev: loss: nan - UP: 53.40% UR: 36.24% UF: 43.18% P: 52.43% R: 35.58% F: 42.39%
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+ 2023-05-24 21:28:13 INFO test: loss: nan - UP: 50.35% UR: 35.01% UF: 41.30% P: 48.28% R: 33.57% F: 39.61%
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+ 2023-05-24 21:28:13 INFO 0:00:08.556662s elapsed
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+ 2023-05-24 21:28:20 INFO lr: 4.9180e-05 - loss: 0.0008 - UP: 98.43% UR: 97.29% UF: 97.86% P: 98.43% R: 97.29% F: 97.86%
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+ 2023-05-24 21:28:20 INFO dev: loss: nan - UP: 55.48% UR: 35.48% UF: 43.28% P: 54.44% R: 34.82% F: 42.48%
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+ 2023-05-24 21:28:22 INFO test: loss: nan - UP: 51.37% UR: 33.76% UF: 40.74% P: 48.89% R: 32.14% F: 38.78%
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+ 2023-05-24 21:28:22 INFO 0:00:08.526819s elapsed
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+ 2023-05-24 21:28:28 INFO lr: 4.9170e-05 - loss: 0.0007 - UP: 98.14% UR: 97.45% UF: 97.80% P: 98.14% R: 97.45% F: 97.80%
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+ 2023-05-24 21:28:29 INFO dev: loss: nan - UP: 53.89% UR: 32.69% UF: 40.70% P: 52.38% R: 31.78% F: 39.56%
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+ 2023-05-24 21:28:30 INFO test: loss: nan - UP: 50.56% UR: 33.38% UF: 40.21% P: 48.51% R: 32.03% F: 38.58%
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+ 2023-05-24 21:28:37 INFO dev: loss: nan - UP: 57.74% UR: 28.98% UF: 38.59% P: 55.71% R: 27.97% F: 37.24%
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+ 2023-05-24 21:28:39 INFO test: loss: nan - UP: 54.86% UR: 30.07% UF: 38.84% P: 52.12% R: 28.57% F: 36.90%
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+ 2023-05-24 21:28:39 INFO 0:00:08.543370s elapsed
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+ 2023-05-24 21:28:45 INFO lr: 4.9150e-05 - loss: 0.0139 - UP: 97.17% UR: 94.12% UF: 95.62% P: 97.17% R: 94.12% F: 95.62%
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+ 2023-05-24 21:28:46 INFO dev: loss: nan - UP: 62.10% UR: 20.46% UF: 30.78% P: 60.55% R: 19.95% F: 30.01%
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+ 2023-05-24 21:28:47 INFO test: loss: nan - UP: 58.18% UR: 22.31% UF: 32.25% P: 55.26% R: 21.19% F: 30.64%
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+ 2023-05-24 21:28:47 INFO 0:00:08.530201s elapsed
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+ 2023-05-24 21:28:54 INFO lr: 4.9140e-05 - loss: 0.1396 - UP: 75.94% UR: 56.00% UF: 64.46% P: 75.81% R: 55.90% F: 64.35%
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+ 2023-05-24 21:28:54 INFO dev: loss: nan - UP: 48.88% UR: 11.12% UF: 18.11% P: 48.21% R: 10.96% F: 17.87%
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+ 2023-05-24 21:28:56 INFO test: loss: nan - UP: 43.40% UR: 10.90% UF: 17.43% P: 41.88% R: 10.52% F: 16.82%
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+ 2023-05-24 21:29:02 INFO lr: 4.9130e-05 - loss: nan - UP: 61.37% UR: 21.85% UF: 32.23% P: 60.91% R: 21.69% F: 31.99%
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+ 2023-05-24 21:29:03 INFO dev: loss: nan - UP: 56.94% UR: 10.20% UF: 17.31% P: 52.12% R: 9.34% F: 15.84%
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+ 2023-05-24 21:29:05 INFO test: loss: nan - UP: 49.62% UR: 11.11% UF: 18.16% P: 42.83% R: 9.59% F: 15.67%
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+ 2023-05-24 21:29:11 INFO lr: 4.9120e-05 - loss: 0.0066 - UP: 75.71% UR: 41.31% UF: 53.45% P: 75.35% R: 41.11% F: 53.20%
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+ 2023-05-24 21:29:12 INFO dev: loss: nan - UP: 49.26% UR: 22.08% UF: 30.49% P: 47.34% R: 21.22% F: 29.30%
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+ 2023-05-24 21:29:13 INFO test: loss: nan - UP: 44.44% UR: 23.73% UF: 30.94% P: 42.50% R: 22.69% F: 29.59%
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+ 2023-05-24 21:29:19 INFO lr: 4.9110e-05 - loss: 0.0071 - UP: 85.80% UR: 62.51% UF: 72.33% P: 85.48% R: 62.28% F: 72.06%
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+ 2023-05-24 21:29:22 INFO test: loss: nan - UP: 47.85% UR: 23.24% UF: 31.29% P: 45.24% R: 21.97% F: 29.58%
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+ 2023-05-24 21:29:28 INFO lr: 4.9100e-05 - loss: 0.0045 - UP: 88.92% UR: 72.55% UF: 79.90% P: 88.86% R: 72.50% F: 79.85%
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+ 2023-05-24 21:29:30 INFO test: loss: nan - UP: 40.94% UR: 29.22% UF: 34.10% P: 38.93% R: 27.78% F: 32.43%
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+ 2023-05-24 21:29:37 INFO lr: 4.9090e-05 - loss: 0.0009 - UP: 89.84% UR: 78.39% UF: 83.73% P: 89.82% R: 78.37% F: 83.71%
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+ 2023-05-24 21:29:37 INFO dev: loss: nan - UP: 48.88% UR: 25.58% UF: 33.59% P: 47.33% R: 24.77% F: 32.52%
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+ 2023-05-24 21:29:39 INFO test: loss: nan - UP: 45.47% UR: 27.59% UF: 34.35% P: 43.35% R: 26.30% F: 32.74%
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+ 2023-05-24 21:29:45 INFO lr: 4.9080e-05 - loss: 0.0010 - UP: 91.82% UR: 83.37% UF: 87.39% P: 91.80% R: 83.35% F: 87.37%
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+ 2023-05-24 21:29:54 INFO lr: 4.9070e-05 - loss: 0.0017 - UP: 93.18% UR: 86.24% UF: 89.57% P: 93.14% R: 86.21% F: 89.54%
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+ 2023-05-24 21:30:02 INFO lr: 4.9060e-05 - loss: 0.0022 - UP: 92.21% UR: 84.28% UF: 88.07% P: 92.12% R: 84.20% F: 87.98%
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+ 2023-05-24 21:30:11 INFO lr: 4.9050e-05 - loss: 0.0016 - UP: 94.01% UR: 87.37% UF: 90.57% P: 93.96% R: 87.32% F: 90.52%
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+ 2023-05-24 21:30:22 INFO test: loss: nan - UP: 51.74% UR: 27.02% UF: 35.50% P: 48.99% R: 25.59% F: 33.62%
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+ 2023-05-24 21:30:54 INFO lr: 4.9000e-05 - loss: 0.0005 - UP: 95.85% UR: 93.55% UF: 94.69% P: 95.85% R: 93.55% F: 94.69%
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+ 2023-05-24 21:30:54 INFO dev: loss: nan - UP: 56.16% UR: 27.77% UF: 37.16% P: 55.03% R: 27.21% F: 36.41%
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+ 2023-05-24 21:30:56 INFO test: loss: nan - UP: 50.02% UR: 28.21% UF: 36.07% P: 47.77% R: 26.94% F: 34.45%
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+ 2023-05-24 21:31:02 INFO lr: 4.8990e-05 - loss: 0.0007 - UP: 96.50% UR: 93.91% UF: 95.19% P: 96.46% R: 93.88% F: 95.15%
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+ 2023-05-24 21:31:05 INFO test: loss: nan - UP: 50.18% UR: 29.14% UF: 36.87% P: 48.07% R: 27.91% F: 35.32%
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+ 2023-05-24 21:31:11 INFO lr: 4.8980e-05 - loss: 0.0005 - UP: 97.03% UR: 94.76% UF: 95.88% P: 97.03% R: 94.76% F: 95.88%
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+ 2023-05-24 21:31:13 INFO test: loss: nan - UP: 47.99% UR: 30.72% UF: 37.46% P: 45.84% R: 29.35% F: 35.79%
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+ 2023-05-24 21:31:19 INFO lr: 4.8970e-05 - loss: 0.0003 - UP: 97.13% UR: 95.41% UF: 96.26% P: 97.13% R: 95.41% F: 96.26%
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+ 2023-05-24 21:31:20 INFO dev: loss: nan - UP: 57.78% UR: 35.99% UF: 44.35% P: 56.64% R: 35.28% F: 43.48%
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+ 2023-05-24 21:31:22 INFO test: loss: nan - UP: 47.12% UR: 31.44% UF: 37.71% P: 45.16% R: 30.13% F: 36.14%
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+ 2023-05-24 21:31:30 INFO 0:00:08.571147s elapsed (saved)
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+ 2023-05-24 21:31:36 INFO lr: 4.8960e-05 - loss: nan - UP: 97.48% UR: 95.40% UF: 96.43% P: 97.48% R: 95.40% F: 96.43%
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+ 2023-05-24 21:31:37 INFO dev: loss: nan - UP: 62.10% UR: 25.53% UF: 36.19% P: 60.74% R: 24.97% F: 35.40%
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+ 2023-05-24 21:31:45 INFO lr: 4.8950e-05 - loss: 0.0015 - UP: 96.65% UR: 95.48% UF: 96.06% P: 96.65% R: 95.48% F: 96.06%
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+ 2023-05-24 21:31:45 INFO dev: loss: nan - UP: 55.68% UR: 31.12% UF: 39.92% P: 54.31% R: 30.36% F: 38.94%
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+ 2023-05-24 21:31:47 INFO test: loss: nan - UP: 48.06% UR: 30.13% UF: 37.04% P: 45.80% R: 28.71% F: 35.30%
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+ 2023-05-24 21:31:47 INFO 0:00:08.586594s elapsed
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+ 2023-05-24 21:31:53 INFO lr: 4.8940e-05 - loss: 0.0004 - UP: 97.64% UR: 96.08% UF: 96.86% P: 97.64% R: 96.08% F: 96.86%
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+ 2023-05-24 21:31:54 INFO dev: loss: nan - UP: 56.77% UR: 28.32% UF: 37.79% P: 55.34% R: 27.61% F: 36.84%
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+ 2023-05-24 21:31:55 INFO test: loss: nan - UP: 51.25% UR: 28.48% UF: 36.62% P: 48.97% R: 27.21% F: 34.99%
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+ 2023-05-24 21:31:55 INFO 0:00:08.557147s elapsed
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+ 2023-05-24 21:32:02 INFO lr: 4.8930e-05 - loss: 0.0002 - UP: 98.10% UR: 96.80% UF: 97.45% P: 98.10% R: 96.80% F: 97.45%
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+ 2023-05-24 21:32:02 INFO dev: loss: nan - UP: 58.31% UR: 27.97% UF: 37.80% P: 56.83% R: 27.26% F: 36.84%
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+ 2023-05-24 21:32:04 INFO test: loss: nan - UP: 51.82% UR: 28.29% UF: 36.60% P: 49.46% R: 27.00% F: 34.93%
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+ 2023-05-24 21:32:04 INFO 0:00:08.517904s elapsed
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+ 2023-05-24 21:32:10 INFO lr: 4.8920e-05 - loss: nan - UP: 98.10% UR: 97.06% UF: 97.58% P: 98.10% R: 97.06% F: 97.58%
714
+ 2023-05-24 21:32:11 INFO dev: loss: nan - UP: 62.72% UR: 25.03% UF: 35.78% P: 60.69% R: 24.21% F: 34.62%
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+ 2023-05-24 21:32:12 INFO test: loss: nan - UP: 58.86% UR: 24.07% UF: 34.16% P: 55.71% R: 22.78% F: 32.33%
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+ 2023-05-24 21:32:12 INFO 0:00:08.569621s elapsed
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+ 2023-05-24 21:32:19 INFO lr: 4.8910e-05 - loss: 0.0005 - UP: 98.23% UR: 96.77% UF: 97.49% P: 98.23% R: 96.77% F: 97.49%
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+ 2023-05-24 21:32:20 INFO dev: loss: nan - UP: 57.26% UR: 30.61% UF: 39.89% P: 55.75% R: 29.80% F: 38.84%
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+ 2023-05-24 21:32:21 INFO test: loss: nan - UP: 50.18% UR: 29.20% UF: 36.92% P: 47.68% R: 27.74% F: 35.07%
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+ 2023-05-24 21:32:21 INFO 0:00:08.572229s elapsed
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+ 2023-05-24 21:32:27 INFO lr: 4.8900e-05 - loss: 0.0004 - UP: 98.29% UR: 97.76% UF: 98.03% P: 98.29% R: 97.76% F: 98.03%
726
+ 2023-05-24 21:32:28 INFO dev: loss: nan - UP: 56.89% UR: 29.95% UF: 39.24% P: 55.45% R: 29.19% F: 38.24%
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+ 2023-05-24 21:32:30 INFO test: loss: nan - UP: 49.98% UR: 28.97% UF: 36.68% P: 47.76% R: 27.68% F: 35.05%
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+ 2023-05-24 21:32:30 INFO 0:00:08.529605s elapsed
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+ 2023-05-24 21:32:30 INFO Epoch 111 / 5000:
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+ 2023-05-24 21:32:36 INFO lr: 4.8890e-05 - loss: 0.0007 - UP: 98.69% UR: 97.36% UF: 98.02% P: 98.69% R: 97.36% F: 98.02%
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+ 2023-05-24 21:32:37 INFO dev: loss: nan - UP: 58.53% UR: 29.44% UF: 39.18% P: 57.01% R: 28.68% F: 38.16%
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+ 2023-05-24 21:32:38 INFO test: loss: nan - UP: 52.30% UR: 28.38% UF: 36.79% P: 50.08% R: 27.17% F: 35.23%
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+ 2023-05-24 21:32:38 INFO 0:00:08.555076s elapsed
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+ 2023-05-24 21:32:45 INFO lr: 4.8880e-05 - loss: 0.0005 - UP: 97.98% UR: 97.29% UF: 97.63% P: 97.98% R: 97.29% F: 97.63%
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+ 2023-05-24 21:32:45 INFO dev: loss: nan - UP: 55.95% UR: 34.37% UF: 42.58% P: 54.63% R: 33.55% F: 41.57%
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+ 2023-05-24 21:32:47 INFO test: loss: nan - UP: 46.69% UR: 32.31% UF: 38.19% P: 44.34% R: 30.68% F: 36.26%
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+ 2023-05-24 21:32:47 INFO 0:00:08.659554s elapsed
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+ 2023-05-24 21:32:53 INFO lr: 4.8870e-05 - loss: nan - UP: 98.44% UR: 97.88% UF: 98.16% P: 98.44% R: 97.88% F: 98.16%
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+ 2023-05-24 21:32:54 INFO dev: loss: nan - UP: 59.45% UR: 32.08% UF: 41.67% P: 58.04% R: 31.32% F: 40.69%
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+ 2023-05-24 21:32:55 INFO test: loss: nan - UP: 50.24% UR: 28.99% UF: 36.76% P: 48.08% R: 27.74% F: 35.18%
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+ 2023-05-24 21:32:55 INFO 0:00:08.514056s elapsed
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+ 2023-05-24 21:33:02 INFO lr: 4.8860e-05 - loss: 0.0003 - UP: 98.57% UR: 98.16% UF: 98.36% P: 98.57% R: 98.16% F: 98.36%
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+ 2023-05-24 21:33:02 INFO dev: loss: nan - UP: 58.83% UR: 31.27% UF: 40.84% P: 57.21% R: 30.41% F: 39.71%
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+ 2023-05-24 21:33:04 INFO test: loss: nan - UP: 51.10% UR: 29.35% UF: 37.28% P: 48.75% R: 27.99% F: 35.57%
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+ 2023-05-24 21:33:04 INFO 0:00:08.566348s elapsed
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+ 2023-05-24 21:33:10 INFO lr: 4.8850e-05 - loss: 0.0003 - UP: 98.79% UR: 98.30% UF: 98.54% P: 98.79% R: 98.30% F: 98.54%
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+ 2023-05-24 21:33:11 INFO dev: loss: nan - UP: 60.84% UR: 27.36% UF: 37.75% P: 59.03% R: 26.55% F: 36.62%
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+ 2023-05-24 21:33:12 INFO test: loss: nan - UP: 55.54% UR: 26.92% UF: 36.26% P: 53.40% R: 25.88% F: 34.87%
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+ 2023-05-24 21:33:12 INFO 0:00:08.546734s elapsed
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+ 2023-05-24 21:33:19 INFO lr: 4.8840e-05 - loss: 0.0003 - UP: 98.85% UR: 97.89% UF: 98.37% P: 98.85% R: 97.89% F: 98.37%
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+ 2023-05-24 21:33:19 INFO dev: loss: nan - UP: 57.57% UR: 30.10% UF: 39.53% P: 56.21% R: 29.39% F: 38.60%
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+ 2023-05-24 21:33:21 INFO test: loss: nan - UP: 52.70% UR: 28.88% UF: 37.31% P: 50.46% R: 27.66% F: 35.73%
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+ 2023-05-24 21:33:21 INFO 0:00:08.547253s elapsed
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+ 2023-05-24 21:33:27 INFO lr: 4.8830e-05 - loss: 0.0001 - UP: 99.08% UR: 98.55% UF: 98.81% P: 99.08% R: 98.55% F: 98.81%
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+ 2023-05-24 21:33:28 INFO dev: loss: nan - UP: 60.07% UR: 27.72% UF: 37.93% P: 58.53% R: 27.01% F: 36.96%
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+ 2023-05-24 21:33:30 INFO test: loss: nan - UP: 55.57% UR: 27.07% UF: 36.40% P: 53.19% R: 25.90% F: 34.84%
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+ 2023-05-24 21:33:30 INFO 0:00:08.569678s elapsed
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+ 2023-05-24 21:33:36 INFO lr: 4.8820e-05 - loss: nan - UP: 98.98% UR: 98.14% UF: 98.56% P: 98.98% R: 98.14% F: 98.56%
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+ 2023-05-24 21:33:37 INFO dev: loss: nan - UP: 57.69% UR: 28.17% UF: 37.86% P: 55.93% R: 27.31% F: 36.70%
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+ 2023-05-24 21:33:38 INFO test: loss: nan - UP: 53.09% UR: 27.80% UF: 36.49% P: 50.91% R: 26.66% F: 35.00%
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+ 2023-05-24 21:33:38 INFO 0:00:08.537496s elapsed
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+ 2023-05-24 21:33:44 INFO lr: 4.8810e-05 - loss: 0.0002 - UP: 98.86% UR: 98.71% UF: 98.78% P: 98.86% R: 98.71% F: 98.78%
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+ 2023-05-24 21:33:45 INFO dev: loss: nan - UP: 55.75% UR: 32.74% UF: 41.25% P: 54.45% R: 31.98% F: 40.29%
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+ 2023-05-24 21:33:47 INFO test: loss: nan - UP: 49.83% UR: 30.47% UF: 37.81% P: 47.58% R: 29.09% F: 36.11%
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+ 2023-05-24 21:33:47 INFO 0:00:08.527686s elapsed
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+ 2023-05-24 21:33:53 INFO lr: 4.8800e-05 - loss: 0.0002 - UP: 99.05% UR: 98.32% UF: 98.68% P: 99.05% R: 98.32% F: 98.68%
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+ 2023-05-24 21:33:54 INFO dev: loss: nan - UP: 59.06% UR: 28.78% UF: 38.70% P: 57.50% R: 28.02% F: 37.68%
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+ 2023-05-24 21:34:01 INFO lr: 4.8790e-05 - loss: 0.0004 - UP: 99.18% UR: 98.84% UF: 99.01% P: 99.18% R: 98.84% F: 99.01%
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+ 2023-05-24 21:34:02 INFO dev: loss: nan - UP: 58.43% UR: 29.90% UF: 39.56% P: 56.75% R: 29.04% F: 38.42%
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+ 2023-05-24 21:34:04 INFO test: loss: nan - UP: 51.88% UR: 29.47% UF: 37.59% P: 49.54% R: 28.14% F: 35.89%
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+ 2023-05-24 21:34:04 INFO 0:00:08.587544s elapsed
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+ 2023-05-24 21:34:10 INFO lr: 4.8780e-05 - loss: nan - UP: 99.02% UR: 98.68% UF: 98.85% P: 99.00% R: 98.66% F: 98.83%
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+ 2023-05-24 21:34:11 INFO dev: loss: nan - UP: 59.87% UR: 28.48% UF: 38.60% P: 58.16% R: 27.66% F: 37.50%
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+ 2023-05-24 21:34:19 INFO lr: 4.8770e-05 - loss: 0.0002 - UP: 98.84% UR: 98.63% UF: 98.73% P: 98.84% R: 98.63% F: 98.73%
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+ 2023-05-24 21:34:19 INFO dev: loss: nan - UP: 61.36% UR: 27.56% UF: 38.04% P: 60.11% R: 27.01% F: 37.27%
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+ 2023-05-24 21:34:21 INFO test: loss: nan - UP: 55.32% UR: 27.57% UF: 36.80% P: 53.24% R: 26.54% F: 35.42%
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+ 2023-05-24 21:34:27 INFO lr: 4.8760e-05 - loss: 0.0002 - UP: 98.98% UR: 98.42% UF: 98.70% P: 98.98% R: 98.42% F: 98.70%
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+ 2023-05-24 21:34:28 INFO dev: loss: nan - UP: 58.23% UR: 31.98% UF: 41.28% P: 56.56% R: 31.07% F: 40.10%
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+ 2023-05-24 21:34:29 INFO test: loss: nan - UP: 49.66% UR: 30.95% UF: 38.14% P: 47.15% R: 29.39% F: 36.21%
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+ 2023-05-24 21:34:36 INFO lr: 4.8750e-05 - loss: 0.0000 - UP: 99.46% UR: 98.53% UF: 98.99% P: 99.46% R: 98.53% F: 98.99%
816
+ 2023-05-24 21:34:37 INFO dev: loss: nan - UP: 59.56% UR: 30.51% UF: 40.35% P: 58.08% R: 29.75% F: 39.34%
817
+ 2023-05-24 21:34:38 INFO test: loss: nan - UP: 52.14% UR: 29.92% UF: 38.02% P: 49.89% R: 28.63% F: 36.38%
818
+ 2023-05-24 21:34:38 INFO 0:00:08.568538s elapsed
819
+
820
+ 2023-05-24 21:34:38 INFO Epoch 126 / 5000:
821
+ 2023-05-24 21:34:44 INFO lr: 4.8740e-05 - loss: 0.0002 - UP: 99.35% UR: 99.05% UF: 99.20% P: 99.35% R: 99.05% F: 99.20%
822
+ 2023-05-24 21:34:45 INFO dev: loss: nan - UP: 55.15% UR: 34.77% UF: 42.65% P: 53.78% R: 33.91% F: 41.59%
823
+ 2023-05-24 21:34:47 INFO test: loss: nan - UP: 48.75% UR: 32.16% UF: 38.75% P: 46.67% R: 30.78% F: 37.10%
824
+ 2023-05-24 21:34:47 INFO 0:00:08.636725s elapsed
825
+
826
+ 2023-05-24 21:34:47 INFO Epoch 127 / 5000:
827
+ 2023-05-24 21:34:53 INFO lr: 4.8730e-05 - loss: 0.0001 - UP: 99.20% UR: 99.00% UF: 99.10% P: 99.20% R: 99.00% F: 99.10%
828
+ 2023-05-24 21:34:54 INFO dev: loss: nan - UP: 58.23% UR: 31.98% UF: 41.28% P: 56.65% R: 31.12% F: 40.17%
829
+ 2023-05-24 21:34:55 INFO test: loss: nan - UP: 52.06% UR: 30.95% UF: 38.82% P: 49.86% R: 29.64% F: 37.18%
830
+ 2023-05-24 21:34:55 INFO 0:00:08.569059s elapsed
831
+
832
+ 2023-05-24 21:34:55 INFO Epoch 128 / 5000:
833
+ 2023-05-24 21:35:02 INFO lr: 4.8720e-05 - loss: 0.0002 - UP: 99.26% UR: 99.13% UF: 99.20% P: 99.26% R: 99.13% F: 99.20%
834
+ 2023-05-24 21:35:02 INFO dev: loss: nan - UP: 54.74% UR: 35.79% UF: 43.28% P: 53.49% R: 34.97% F: 42.30%
835
+ 2023-05-24 21:35:04 INFO test: loss: nan - UP: 48.12% UR: 33.45% UF: 39.46% P: 46.02% R: 31.99% F: 37.74%
836
+ 2023-05-24 21:35:04 INFO 0:00:08.591891s elapsed
837
+
838
+ 2023-05-24 21:35:04 INFO Epoch 129 / 5000:
839
+ 2023-05-24 21:35:10 INFO lr: 4.8710e-05 - loss: 0.0003 - UP: 99.25% UR: 98.81% UF: 99.03% P: 99.25% R: 98.81% F: 99.03%
840
+ 2023-05-24 21:35:11 INFO dev: loss: nan - UP: 61.83% UR: 30.25% UF: 40.63% P: 60.06% R: 29.39% F: 39.47%
841
+ 2023-05-24 21:35:12 INFO test: loss: nan - UP: 54.39% UR: 29.33% UF: 38.11% P: 52.08% R: 28.08% F: 36.49%
842
+ 2023-05-24 21:35:12 INFO 0:00:08.550174s elapsed
843
+
844
+ 2023-05-24 21:35:12 INFO Epoch 130 / 5000:
845
+ 2023-05-24 21:35:19 INFO lr: 4.8700e-05 - loss: 0.0046 - UP: 94.94% UR: 87.84% UF: 91.25% P: 94.94% R: 87.84% F: 91.25%
846
+ 2023-05-24 21:35:19 INFO dev: loss: nan - UP: 56.80% UR: 15.48% UF: 24.33% P: 53.82% R: 14.67% F: 23.06%
847
+ 2023-05-24 21:35:21 INFO test: loss: nan - UP: 58.88% UR: 16.61% UF: 25.91% P: 54.68% R: 15.42% F: 24.06%
848
+ 2023-05-24 21:35:21 INFO 0:00:08.545375s elapsed
849
+
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+ 2023-05-24 21:35:21 INFO Epoch 131 / 5000:
851
+ 2023-05-24 21:35:27 INFO lr: 4.8690e-05 - loss: 0.0017 - UP: 94.40% UR: 86.99% UF: 90.55% P: 94.31% R: 86.91% F: 90.46%
852
+ 2023-05-24 21:35:28 INFO dev: loss: nan - UP: 51.05% UR: 27.16% UF: 35.45% P: 49.24% R: 26.19% F: 34.19%
853
+ 2023-05-24 21:35:29 INFO test: loss: nan - UP: 51.25% UR: 28.69% UF: 36.79% P: 48.34% R: 27.07% F: 34.70%
854
+ 2023-05-24 21:35:29 INFO 0:00:08.515609s elapsed
855
+
856
+ 2023-05-24 21:35:29 INFO Epoch 132 / 5000:
857
+ 2023-05-24 21:35:36 INFO lr: 4.8680e-05 - loss: 0.0020 - UP: 96.53% UR: 92.54% UF: 94.49% P: 96.48% R: 92.49% F: 94.44%
858
+ 2023-05-24 21:35:36 INFO dev: loss: nan - UP: 48.39% UR: 34.26% UF: 40.12% P: 47.10% R: 33.35% F: 39.05%
859
+ 2023-05-24 21:35:38 INFO test: loss: nan - UP: 47.02% UR: 33.72% UF: 39.28% P: 45.08% R: 32.33% F: 37.65%
860
+ 2023-05-24 21:35:38 INFO 0:00:08.570406s elapsed
861
+
862
+ 2023-05-24 21:35:38 INFO Epoch 133 / 5000:
863
+ 2023-05-24 21:35:44 INFO lr: 4.8670e-05 - loss: 0.0011 - UP: 96.08% UR: 93.65% UF: 94.85% P: 96.03% R: 93.60% F: 94.80%
864
+ 2023-05-24 21:35:45 INFO dev: loss: nan - UP: 55.64% UR: 27.06% UF: 36.41% P: 53.65% R: 26.09% F: 35.11%
865
+ 2023-05-24 21:35:47 INFO test: loss: nan - UP: 52.07% UR: 26.85% UF: 35.43% P: 49.41% R: 25.48% F: 33.62%
866
+ 2023-05-24 21:35:47 INFO 0:00:08.562733s elapsed
867
+
868
+ 2023-05-24 21:35:57 INFO Epoch 103 saved
869
+ 2023-05-24 21:35:57 INFO dev: UP: 57.78% UR: 35.99% UF: 44.35% P: 56.64% R: 35.28% F: 43.48%
870
+ 2023-05-24 21:35:57 INFO test: UP: 47.12% UR: 31.44% UF: 37.71% P: 45.16% R: 30.13% F: 36.14%
871
+ 2023-05-24 21:35:57 INFO 0:18:58.039981s elapsed, 0:00:08.556692s/epoch