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SemEval-2022-Task-10
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  1. .gitattributes +4 -0
  2. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_roberta_6 +3 -0
  3. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_roberta_6.train.log +696 -0
  4. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_10 +3 -0
  5. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_10.train.log +415 -0
  6. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_6 +3 -0
  7. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_6.train.log +504 -0
  8. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_9.train.log +697 -0
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+ 2024-05-27 12:38:56 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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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_roberta_6
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+ device | 1
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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_byKNNMeani3_asc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/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
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+ ---------------------+-------------------------------
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+
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+ 2024-05-27 12:38:56 INFO Building the fields
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+ 2024-05-27 12:38:57 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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+ 2024-05-27 12:38:57 INFO Building the model
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+ 2024-05-27 12:38:59 INFO VISemanticDependencyModel(
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+ (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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+ 2024-05-27 12:38:59 INFO Loading the data
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+ 2024-05-27 12:39:07 INFO
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+ train: Dataset(n_sentences=4697, n_batches=37, n_buckets=32)
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+ dev: Dataset(n_sentences=1649, 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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+ 2024-05-27 12:39:07 INFO Epoch 1 / 5000:
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+ 2024-05-27 12:39:17 INFO lr: 4.9990e-05 - loss: 0.0561 - UP: 0.32% UR: 0.46% UF: 0.37% P: 0.23% R: 0.34% F: 0.28%
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+ 2024-05-27 12:39:18 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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+ 2024-05-27 12:39:19 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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+ 2024-05-27 12:39:19 INFO 0:00:12.746698s elapsed
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+
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+ 2024-05-27 12:39:19 INFO Epoch 2 / 5000:
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+ 2024-05-27 12:39:29 INFO lr: 4.9980e-05 - loss: 0.0438 - UP: 2.80% UR: 0.03% UF: 0.07% P: 2.80% R: 0.03% F: 0.07%
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+ 2024-05-27 12:39:30 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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+ 2024-05-27 12:39:32 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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+ 2024-05-27 12:39:32 INFO 0:00:12.202855s elapsed
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+
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+ 2024-05-27 12:39:32 INFO Epoch 3 / 5000:
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+ 2024-05-27 12:39:41 INFO lr: 4.9970e-05 - loss: 0.0343 - UP: 32.08% UR: 1.08% UF: 2.09% P: 28.82% R: 0.97% F: 1.88%
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+ 2024-05-27 12:39:42 INFO dev: loss: nan - UP: 33.33% UR: 0.03% UF: 0.05% P: 33.33% R: 0.03% F: 0.05%
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+ 2024-05-27 12:39:44 INFO test: loss: nan - UP: 50.00% UR: 0.08% UF: 0.17% P: 50.00% R: 0.08% F: 0.17%
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+ 2024-05-27 12:39:46 INFO 0:00:12.212087s elapsed (saved)
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+
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+ 2024-05-27 12:39:46 INFO Epoch 4 / 5000:
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+ 2024-05-27 12:39:56 INFO lr: 4.9960e-05 - loss: 0.0200 - UP: 20.41% UR: 0.76% UF: 1.47% P: 19.50% R: 0.73% F: 1.40%
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+ 2024-05-27 12:39:57 INFO dev: loss: nan - UP: 44.14% UR: 1.75% UF: 3.37% P: 40.00% R: 1.59% F: 3.05%
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+ 2024-05-27 12:39:58 INFO test: loss: nan - UP: 34.47% UR: 1.71% UF: 3.26% P: 25.96% R: 1.29% F: 2.46%
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+ 2024-05-27 12:40:02 INFO 0:00:12.442343s elapsed (saved)
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+
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+ 2024-05-27 12:40:02 INFO Epoch 5 / 5000:
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+ 2024-05-27 12:40:11 INFO lr: 4.9950e-05 - loss: 0.0259 - UP: 26.59% UR: 1.62% UF: 3.06% P: 22.99% R: 1.40% F: 2.64%
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+ 2024-05-27 12:40:12 INFO dev: loss: nan - UP: 66.67% UR: 0.05% UF: 0.11% P: 66.67% R: 0.05% F: 0.11%
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+ 2024-05-27 12:40:14 INFO test: loss: nan - UP: 87.50% UR: 0.15% UF: 0.30% P: 62.50% R: 0.11% F: 0.21%
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+ 2024-05-27 12:40:14 INFO 0:00:12.425885s elapsed
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+
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+ 2024-05-27 12:40:14 INFO Epoch 6 / 5000:
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+ 2024-05-27 12:40:24 INFO lr: 4.9940e-05 - loss: 0.0292 - UP: 35.26% UR: 2.68% UF: 4.98% P: 33.48% R: 2.54% F: 4.73%
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+ 2024-05-27 12:40:25 INFO dev: loss: nan - UP: 65.28% UR: 1.29% UF: 2.52% P: 62.50% R: 1.23% F: 2.41%
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+ 2024-05-27 12:40:26 INFO test: loss: nan - UP: 66.67% UR: 1.77% UF: 3.46% P: 63.49% R: 1.69% F: 3.29%
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+ 2024-05-27 12:40:26 INFO 0:00:12.493743s elapsed
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+
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+ 2024-05-27 12:40:26 INFO Epoch 7 / 5000:
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+ 2024-05-27 12:40:36 INFO lr: 4.9930e-05 - loss: 0.0048 - UP: 40.08% UR: 3.60% UF: 6.61% P: 39.89% R: 3.58% F: 6.58%
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+ 2024-05-27 12:40:38 INFO dev: loss: nan - UP: 58.02% UR: 1.29% UF: 2.52% P: 55.56% R: 1.23% F: 2.41%
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+ 2024-05-27 12:40:39 INFO test: loss: nan - UP: 58.51% UR: 1.16% UF: 2.28% P: 50.00% R: 0.99% F: 1.95%
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+ 2024-05-27 12:40:39 INFO 0:00:12.560876s elapsed
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+
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+ 2024-05-27 12:40:39 INFO Epoch 8 / 5000:
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+ 2024-05-27 12:40:49 INFO lr: 4.9920e-05 - loss: 0.0225 - UP: 49.71% UR: 6.62% UF: 11.68% P: 48.70% R: 6.48% F: 11.44%
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+ 2024-05-27 12:40:50 INFO dev: loss: nan - UP: 64.90% UR: 2.68% UF: 5.15% P: 62.91% R: 2.60% F: 4.99%
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+ 2024-05-27 12:40:52 INFO test: loss: nan - UP: 60.22% UR: 3.42% UF: 6.48% P: 57.62% R: 3.27% F: 6.20%
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+ 2024-05-27 12:40:55 INFO 0:00:12.725785s elapsed (saved)
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+
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+ 2024-05-27 12:40:55 INFO Epoch 9 / 5000:
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+ 2024-05-27 12:41:05 INFO lr: 4.9910e-05 - loss: 0.0118 - UP: 55.14% UR: 10.56% UF: 17.72% P: 54.30% R: 10.40% F: 17.45%
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+ 2024-05-27 12:41:06 INFO dev: loss: nan - UP: 68.83% UR: 2.90% UF: 5.56% P: 67.53% R: 2.84% F: 5.46%
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+ 2024-05-27 12:41:08 INFO test: loss: nan - UP: 55.99% UR: 3.36% UF: 6.34% P: 55.63% R: 3.34% F: 6.30%
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+ 2024-05-27 12:41:11 INFO 0:00:12.558124s elapsed (saved)
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+
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+ 2024-05-27 12:41:11 INFO Epoch 10 / 5000:
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+ 2024-05-27 12:41:21 INFO lr: 4.9900e-05 - loss: 0.0160 - UP: 56.55% UR: 14.70% UF: 23.33% P: 56.20% R: 14.61% F: 23.19%
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+ 2024-05-27 12:41:22 INFO dev: loss: nan - UP: 60.09% UR: 7.66% UF: 13.59% P: 58.37% R: 7.44% F: 13.20%
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+ 2024-05-27 12:41:23 INFO test: loss: nan - UP: 56.79% UR: 9.19% UF: 15.82% P: 54.18% R: 8.77% F: 15.09%
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+ 2024-05-27 12:41:26 INFO 0:00:12.613489s elapsed (saved)
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+ 2024-05-27 12:41:26 INFO Epoch 11 / 5000:
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+ 2024-05-27 12:41:36 INFO lr: 4.9890e-05 - loss: 0.0188 - UP: 64.69% UR: 17.45% UF: 27.49% P: 64.54% R: 17.41% F: 27.42%
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+ 2024-05-27 12:41:37 INFO dev: loss: nan - UP: 57.87% UR: 6.84% UF: 12.23% P: 55.79% R: 6.59% F: 11.79%
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+ 2024-05-27 12:41:39 INFO test: loss: nan - UP: 55.38% UR: 7.94% UF: 13.90% P: 51.69% R: 7.42% F: 12.97%
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+ 2024-05-27 12:41:39 INFO 0:00:12.449403s elapsed
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+
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+ 2024-05-27 12:41:39 INFO Epoch 12 / 5000:
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+ 2024-05-27 12:41:49 INFO lr: 4.9880e-05 - loss: 0.0160 - UP: 59.50% UR: 14.64% UF: 23.50% P: 58.85% R: 14.48% F: 23.24%
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+ 2024-05-27 12:41:50 INFO dev: loss: nan - UP: 69.34% UR: 8.29% UF: 14.81% P: 67.51% R: 8.07% F: 14.41%
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+ 2024-05-27 12:41:52 INFO test: loss: nan - UP: 59.57% UR: 9.47% UF: 16.34% P: 57.58% R: 9.15% F: 15.79%
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+ 2024-05-27 12:41:55 INFO 0:00:12.644247s elapsed (saved)
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+
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+ 2024-05-27 12:41:55 INFO Epoch 13 / 5000:
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+ 2024-05-27 12:42:05 INFO lr: 4.9870e-05 - loss: 0.0098 - UP: 64.03% UR: 21.55% UF: 32.24% P: 63.70% R: 21.44% F: 32.08%
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+ 2024-05-27 12:42:06 INFO dev: loss: nan - UP: 73.91% UR: 3.72% UF: 7.08% P: 73.37% R: 3.69% F: 7.03%
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+ 2024-05-27 12:42:07 INFO test: loss: nan - UP: 64.60% UR: 4.39% UF: 8.23% P: 63.66% R: 4.33% F: 8.11%
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+ 2024-05-27 12:42:07 INFO 0:00:12.520919s elapsed
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+ 2024-05-27 12:42:07 INFO Epoch 14 / 5000:
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+ 2024-05-27 12:42:17 INFO lr: 4.9860e-05 - loss: 0.0181 - UP: 58.76% UR: 17.46% UF: 26.92% P: 58.28% R: 17.32% F: 26.70%
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+ 2024-05-27 12:42:18 INFO dev: loss: nan - UP: 63.16% UR: 8.53% UF: 15.04% P: 61.74% R: 8.34% F: 14.70%
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+ 2024-05-27 12:42:20 INFO test: loss: nan - UP: 55.18% UR: 10.01% UF: 16.95% P: 52.15% R: 9.47% F: 16.02%
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+ 2024-05-27 12:42:23 INFO 0:00:12.688436s elapsed (saved)
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+ 2024-05-27 12:42:33 INFO lr: 4.9850e-05 - loss: 0.0263 - UP: 59.27% UR: 17.07% UF: 26.51% P: 57.95% R: 16.69% F: 25.92%
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+ 2024-05-27 12:42:34 INFO dev: loss: nan - UP: 51.97% UR: 11.54% UF: 18.89% P: 50.99% R: 11.32% F: 18.53%
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+ 2024-05-27 12:42:36 INFO test: loss: nan - UP: 44.44% UR: 10.56% UF: 17.07% P: 43.38% R: 10.31% F: 16.66%
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+ 2024-05-27 12:42:39 INFO 0:00:12.562164s elapsed (saved)
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+ 2024-05-27 12:42:39 INFO Epoch 16 / 5000:
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+ 2024-05-27 12:42:49 INFO lr: 4.9840e-05 - loss: 0.0194 - UP: 57.24% UR: 15.77% UF: 24.73% P: 56.66% R: 15.61% F: 24.48%
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+ 2024-05-27 12:42:50 INFO dev: loss: nan - UP: 70.83% UR: 8.83% UF: 15.71% P: 69.52% R: 8.67% F: 15.42%
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+ 2024-05-27 12:42:52 INFO test: loss: nan - UP: 62.34% UR: 8.43% UF: 14.85% P: 60.78% R: 8.22% F: 14.48%
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+ 2024-05-27 12:42:52 INFO 0:00:12.653152s elapsed
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+ 2024-05-27 12:42:52 INFO Epoch 17 / 5000:
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+ 2024-05-27 12:43:01 INFO lr: 4.9830e-05 - loss: 0.0266 - UP: 62.38% UR: 23.42% UF: 34.06% P: 62.22% R: 23.36% F: 33.97%
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+ 2024-05-27 12:43:03 INFO dev: loss: nan - UP: 67.93% UR: 10.26% UF: 17.82% P: 64.67% R: 9.76% F: 16.97%
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+ 2024-05-27 12:43:04 INFO test: loss: nan - UP: 53.26% UR: 10.69% UF: 17.81% P: 50.00% R: 10.04% F: 16.72%
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+ 2024-05-27 12:43:04 INFO 0:00:12.645565s elapsed
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+ 2024-05-27 12:43:04 INFO Epoch 18 / 5000:
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+ 2024-05-27 12:43:14 INFO lr: 4.9820e-05 - loss: 0.0127 - UP: 68.80% UR: 28.21% UF: 40.01% P: 68.58% R: 28.11% F: 39.88%
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+ 2024-05-27 12:43:15 INFO dev: loss: nan - UP: 57.56% UR: 17.29% UF: 26.59% P: 56.56% R: 16.99% F: 26.13%
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+ 2024-05-27 12:43:17 INFO test: loss: nan - UP: 52.82% UR: 19.21% UF: 28.17% P: 51.37% R: 18.68% F: 27.39%
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+ 2024-05-27 12:43:20 INFO 0:00:12.756335s elapsed (saved)
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+ 2024-05-27 12:43:20 INFO Epoch 19 / 5000:
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+ 2024-05-27 12:43:30 INFO lr: 4.9810e-05 - loss: 0.0050 - UP: 70.15% UR: 34.82% UF: 46.54% P: 70.07% R: 34.78% F: 46.49%
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+ 2024-05-27 12:43:31 INFO dev: loss: nan - UP: 52.13% UR: 30.53% UF: 38.50% P: 50.86% R: 29.79% F: 37.57%
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+ 2024-05-27 12:43:33 INFO test: loss: nan - UP: 46.32% UR: 30.02% UF: 36.43% P: 44.88% R: 29.09% F: 35.30%
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+ 2024-05-27 12:52:28 INFO 0:00:12.769298s elapsed
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+ 2024-05-27 12:53:31 INFO 0:00:12.663216s elapsed
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+ 2024-05-27 12:53:57 INFO 0:00:12.644256s elapsed
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+ 2024-05-27 12:54:07 INFO lr: 4.9330e-05 - loss: 0.0011 - UP: 94.33% UR: 87.78% UF: 90.94% P: 94.33% R: 87.78% F: 90.94%
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+ 2024-05-27 12:54:09 INFO test: loss: nan - UP: 53.62% UR: 37.10% UF: 43.86% P: 51.69% R: 35.77% F: 42.28%
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+ 2024-05-27 12:54:09 INFO 0:00:12.756168s elapsed
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+ 2024-05-27 12:54:22 INFO test: loss: nan - UP: 53.61% UR: 36.85% UF: 43.68% P: 51.46% R: 35.37% F: 41.92%
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+ 2024-05-27 12:54:22 INFO 0:00:12.793508s elapsed
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+ 2024-05-27 12:54:33 INFO dev: loss: nan - UP: 63.93% UR: 36.90% UF: 46.79% P: 62.23% R: 35.91% F: 45.54%
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+ 2024-05-27 12:54:35 INFO 0:00:12.723561s elapsed
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+ 2024-05-27 12:54:48 INFO test: loss: nan - UP: 54.04% UR: 37.00% UF: 43.92% P: 52.04% R: 35.62% F: 42.29%
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+ 2024-05-27 12:54:48 INFO 0:00:12.785619s elapsed
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+ 2024-05-27 12:54:58 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 94.60% UR: 90.03% UF: 92.26% P: 94.59% R: 90.03% F: 92.25%
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+ 2024-05-27 12:54:59 INFO dev: loss: nan - UP: 58.82% UR: 41.30% UF: 48.53% P: 56.56% R: 39.72% F: 46.67%
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+ 2024-05-27 12:55:00 INFO test: loss: nan - UP: 50.97% UR: 39.45% UF: 44.47% P: 48.87% R: 37.82% F: 42.64%
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+ 2024-05-27 12:55:11 INFO lr: 4.9280e-05 - loss: 0.0014 - UP: 94.62% UR: 90.74% UF: 92.64% P: 94.62% R: 90.74% F: 92.64%
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+ 2024-05-27 12:55:12 INFO dev: loss: nan - UP: 65.36% UR: 36.49% UF: 46.83% P: 63.16% R: 35.26% F: 45.25%
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+ 2024-05-27 12:55:13 INFO test: loss: nan - UP: 56.32% UR: 35.66% UF: 43.67% P: 54.29% R: 34.38% F: 42.10%
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+ 2024-05-27 12:55:13 INFO 0:00:12.734058s elapsed
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+ 2024-05-27 12:55:23 INFO lr: 4.9270e-05 - loss: 0.0008 - UP: 95.48% UR: 90.96% UF: 93.16% P: 95.47% R: 90.95% F: 93.15%
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+ 2024-05-27 12:55:25 INFO dev: loss: nan - UP: 59.93% UR: 42.51% UF: 49.74% P: 57.81% R: 41.00% F: 47.98%
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+ 2024-05-27 12:55:26 INFO test: loss: nan - UP: 50.78% UR: 40.35% UF: 44.97% P: 48.76% R: 38.75% F: 43.18%
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+ 2024-05-27 12:55:29 INFO 0:00:12.802919s elapsed (saved)
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+ 2024-05-27 12:55:39 INFO lr: 4.9260e-05 - loss: 0.0018 - UP: 94.86% UR: 90.56% UF: 92.66% P: 94.84% R: 90.54% F: 92.64%
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+ 2024-05-27 12:55:40 INFO dev: loss: nan - UP: 61.11% UR: 42.51% UF: 50.14% P: 59.61% R: 41.47% F: 48.91%
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+ 2024-05-27 12:55:42 INFO test: loss: nan - UP: 51.68% UR: 40.63% UF: 45.49% P: 49.88% R: 39.21% F: 43.91%
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+ 2024-05-27 12:55:45 INFO 0:00:12.553336s elapsed (saved)
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+ 2024-05-27 12:55:55 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 94.88% UR: 91.09% UF: 92.95% P: 94.88% R: 91.09% F: 92.95%
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+ 2024-05-27 12:55:56 INFO dev: loss: nan - UP: 67.43% UR: 34.66% UF: 45.78% P: 65.57% R: 33.70% F: 44.52%
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+ 2024-05-27 12:55:58 INFO test: loss: nan - UP: 57.90% UR: 33.83% UF: 42.70% P: 56.09% R: 32.77% F: 41.37%
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+ 2024-05-27 12:55:58 INFO 0:00:12.593681s elapsed
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+ 2024-05-27 12:56:08 INFO lr: 4.9240e-05 - loss: 0.0004 - UP: 95.46% UR: 91.07% UF: 93.22% P: 95.45% R: 91.07% F: 93.21%
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+ 2024-05-27 12:56:09 INFO dev: loss: nan - UP: 62.91% UR: 37.39% UF: 46.90% P: 61.11% R: 36.32% F: 45.57%
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+ 2024-05-27 12:56:10 INFO test: loss: nan - UP: 54.65% UR: 36.38% UF: 43.68% P: 52.75% R: 35.12% F: 42.16%
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+ 2024-05-27 12:56:10 INFO 0:00:12.704147s elapsed
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+ 2024-05-27 12:56:20 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 94.80% UR: 92.22% UF: 93.49% P: 94.80% R: 92.22% F: 93.49%
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+ 2024-05-27 12:56:23 INFO test: loss: nan - UP: 55.21% UR: 36.02% UF: 43.60% P: 53.40% R: 34.84% F: 42.17%
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+ 2024-05-27 12:56:23 INFO 0:00:12.778728s elapsed
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+ 2024-05-27 12:56:33 INFO lr: 4.9220e-05 - loss: 0.0021 - UP: 94.11% UR: 90.56% UF: 92.30% P: 94.08% R: 90.53% F: 92.27%
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+ 2024-05-27 12:56:34 INFO dev: loss: nan - UP: 66.29% UR: 35.61% UF: 46.33% P: 64.46% R: 34.63% F: 45.05%
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+ 2024-05-27 12:56:36 INFO test: loss: nan - UP: 59.09% UR: 34.40% UF: 43.48% P: 57.39% R: 33.40% F: 42.23%
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+ 2024-05-27 12:56:46 INFO lr: 4.9210e-05 - loss: 0.0058 - UP: 93.08% UR: 88.05% UF: 90.49% P: 92.46% R: 87.47% F: 89.89%
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+ 2024-05-27 12:56:49 INFO test: loss: nan - UP: 47.90% UR: 38.60% UF: 42.75% P: 46.41% R: 37.40% F: 41.42%
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+ 2024-05-27 12:56:59 INFO lr: 4.9200e-05 - loss: 0.0073 - UP: 92.38% UR: 85.30% UF: 88.70% P: 92.11% R: 85.06% F: 88.44%
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+ 2024-05-27 12:57:02 INFO test: loss: nan - UP: 45.69% UR: 39.76% UF: 42.52% P: 43.65% R: 37.99% F: 40.62%
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+ 2024-05-27 12:57:12 INFO lr: 4.9190e-05 - loss: 0.0018 - UP: 85.72% UR: 74.14% UF: 79.51% P: 85.56% R: 74.00% F: 79.36%
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+ 2024-05-27 12:57:14 INFO test: loss: nan - UP: 47.88% UR: 36.43% UF: 41.37% P: 46.57% R: 35.43% F: 40.24%
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+ 2024-05-27 12:57:24 INFO lr: 4.9180e-05 - loss: 0.0125 - UP: 78.63% UR: 63.55% UF: 70.29% P: 78.37% R: 63.34% F: 70.06%
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+ 2024-05-27 12:57:26 INFO dev: loss: nan - UP: 54.61% UR: 17.51% UF: 26.51% P: 52.05% R: 16.68% F: 25.27%
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+ 2024-05-27 12:57:37 INFO lr: 4.9170e-05 - loss: 0.0014 - UP: 69.37% UR: 36.38% UF: 47.73% P: 68.67% R: 36.01% F: 47.24%
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+ 2024-05-27 12:57:40 INFO test: loss: nan - UP: 33.64% UR: 23.62% UF: 27.76% P: 30.18% R: 21.19% F: 24.90%
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+ 2024-05-27 12:57:40 INFO 0:00:12.780989s elapsed
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+ 2024-05-27 12:57:50 INFO lr: 4.9160e-05 - loss: 0.0072 - UP: 41.13% UR: 8.87% UF: 14.60% P: 39.64% R: 8.55% F: 14.07%
569
+ 2024-05-27 12:57:52 INFO dev: loss: nan - UP: 51.61% UR: 5.25% UF: 9.53% P: 51.34% R: 5.22% F: 9.48%
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+ 2024-05-27 12:57:53 INFO test: loss: nan - UP: 42.71% UR: 5.13% UF: 9.17% P: 42.18% R: 5.07% F: 9.05%
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+ 2024-05-27 12:57:53 INFO 0:00:13.285301s elapsed
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+ 2024-05-27 12:58:04 INFO dev: loss: nan - UP: 49.92% UR: 24.18% UF: 32.58% P: 48.39% R: 23.44% F: 31.58%
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+ 2024-05-27 12:58:06 INFO test: loss: nan - UP: 44.35% UR: 23.98% UF: 31.13% P: 42.44% R: 22.95% F: 29.79%
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+ 2024-05-27 12:58:06 INFO 0:00:12.661095s elapsed
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+ 2024-05-27 12:58:17 INFO dev: loss: nan - UP: 59.96% UR: 18.35% UF: 28.10% P: 57.73% R: 17.67% F: 27.06%
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+ 2024-05-27 12:58:19 INFO test: loss: nan - UP: 55.93% UR: 19.44% UF: 28.85% P: 53.31% R: 18.53% F: 27.50%
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+ 2024-05-27 12:58:19 INFO 0:00:12.723007s elapsed
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+ 2024-05-27 12:58:30 INFO dev: loss: nan - UP: 52.20% UR: 36.71% UF: 43.10% P: 49.98% R: 35.15% F: 41.27%
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+ 2024-05-27 12:58:31 INFO test: loss: nan - UP: 45.30% UR: 34.95% UF: 39.46% P: 43.71% R: 33.72% F: 38.07%
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+ 2024-05-27 12:58:31 INFO 0:00:12.724581s elapsed
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+ 2024-05-27 12:58:41 INFO lr: 4.9120e-05 - loss: 0.0042 - UP: 87.48% UR: 69.58% UF: 77.51% P: 87.47% R: 69.57% F: 77.50%
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+ 2024-05-27 12:58:43 INFO dev: loss: nan - UP: 58.05% UR: 32.17% UF: 41.39% P: 56.07% R: 31.07% F: 39.99%
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+ 2024-05-27 12:58:44 INFO test: loss: nan - UP: 51.25% UR: 31.25% UF: 38.82% P: 49.45% R: 30.15% F: 37.46%
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+ 2024-05-27 12:58:44 INFO 0:00:12.690893s elapsed
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+ 2024-05-27 12:58:54 INFO lr: 4.9110e-05 - loss: 0.0055 - UP: 89.19% UR: 73.77% UF: 80.75% P: 89.18% R: 73.76% F: 80.74%
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+ 2024-05-27 12:58:55 INFO dev: loss: nan - UP: 54.57% UR: 25.16% UF: 34.44% P: 51.78% R: 23.88% F: 32.68%
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+ 2024-05-27 12:58:57 INFO test: loss: nan - UP: 51.31% UR: 26.43% UF: 34.89% P: 49.10% R: 25.29% F: 33.38%
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+ 2024-05-27 12:58:57 INFO 0:00:12.683697s elapsed
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+
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+ 2024-05-27 12:59:07 INFO lr: 4.9100e-05 - loss: 0.0071 - UP: 80.49% UR: 54.18% UF: 64.76% P: 80.44% R: 54.15% F: 64.72%
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+ 2024-05-27 12:59:08 INFO dev: loss: nan - UP: 51.69% UR: 25.49% UF: 34.15% P: 50.31% R: 24.81% F: 33.23%
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+ 2024-05-27 12:59:09 INFO test: loss: nan - UP: 45.09% UR: 25.31% UF: 32.42% P: 44.07% R: 24.74% F: 31.69%
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+ 2024-05-27 12:59:09 INFO 0:00:12.687025s elapsed
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+ 2024-05-27 12:59:19 INFO lr: 4.9090e-05 - loss: 0.0117 - UP: 74.12% UR: 36.33% UF: 48.76% P: 74.01% R: 36.28% F: 48.69%
611
+ 2024-05-27 12:59:21 INFO dev: loss: nan - UP: 55.65% UR: 22.89% UF: 32.44% P: 53.59% R: 22.05% F: 31.24%
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+ 2024-05-27 12:59:22 INFO test: loss: nan - UP: 53.29% UR: 19.50% UF: 28.55% P: 51.21% R: 18.74% F: 27.44%
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+ 2024-05-27 12:59:22 INFO 0:00:12.758729s elapsed
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+ 2024-05-27 12:59:32 INFO lr: 4.9080e-05 - loss: 0.0157 - UP: 78.35% UR: 44.10% UF: 56.43% P: 78.25% R: 44.05% F: 56.37%
617
+ 2024-05-27 12:59:33 INFO dev: loss: nan - UP: 51.29% UR: 36.54% UF: 42.68% P: 49.64% R: 35.37% F: 41.30%
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+ 2024-05-27 12:59:35 INFO test: loss: nan - UP: 43.45% UR: 32.26% UF: 37.03% P: 41.92% R: 31.12% F: 35.72%
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+ 2024-05-27 12:59:35 INFO 0:00:12.717290s elapsed
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+ 2024-05-27 12:59:45 INFO lr: 4.9070e-05 - loss: 0.0057 - UP: 81.76% UR: 61.30% UF: 70.06% P: 81.74% R: 61.28% F: 70.04%
623
+ 2024-05-27 12:59:46 INFO dev: loss: nan - UP: 53.14% UR: 30.11% UF: 38.44% P: 50.53% R: 28.64% F: 36.56%
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+ 2024-05-27 12:59:48 INFO test: loss: nan - UP: 48.85% UR: 31.48% UF: 38.29% P: 47.18% R: 30.40% F: 36.98%
625
+ 2024-05-27 12:59:48 INFO 0:00:12.656209s elapsed
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+
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+ 2024-05-27 12:59:58 INFO lr: 4.9060e-05 - loss: 0.0035 - UP: 86.93% UR: 71.74% UF: 78.61% P: 86.89% R: 71.70% F: 78.57%
629
+ 2024-05-27 12:59:59 INFO dev: loss: nan - UP: 57.67% UR: 37.12% UF: 45.17% P: 55.97% R: 36.02% F: 43.83%
630
+ 2024-05-27 13:00:00 INFO test: loss: nan - UP: 52.86% UR: 32.85% UF: 40.52% P: 51.50% R: 32.01% F: 39.48%
631
+ 2024-05-27 13:00:00 INFO 0:00:12.741400s elapsed
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+ 2024-05-27 13:00:00 INFO Epoch 95 / 5000:
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+ 2024-05-27 13:00:10 INFO lr: 4.9050e-05 - loss: 0.0051 - UP: 82.64% UR: 66.19% UF: 73.51% P: 82.32% R: 65.94% F: 73.22%
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+ 2024-05-27 13:00:12 INFO dev: loss: nan - UP: 57.41% UR: 15.37% UF: 24.25% P: 55.46% R: 14.85% F: 23.43%
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+ 2024-05-27 13:00:13 INFO test: loss: nan - UP: 53.51% UR: 17.07% UF: 25.88% P: 51.92% R: 16.56% F: 25.12%
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+ 2024-05-27 13:00:13 INFO 0:00:12.769341s elapsed
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+ 2024-05-27 13:00:23 INFO lr: 4.9040e-05 - loss: 0.0516 - UP: 78.07% UR: 47.33% UF: 58.93% P: 77.85% R: 47.20% F: 58.77%
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+ 2024-05-27 13:00:24 INFO dev: loss: nan - UP: 55.52% UR: 34.93% UF: 42.88% P: 53.74% R: 33.81% F: 41.50%
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+ 2024-05-27 13:00:26 INFO test: loss: nan - UP: 49.02% UR: 31.08% UF: 38.04% P: 47.45% R: 30.09% F: 36.82%
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+ 2024-05-27 13:00:26 INFO 0:00:12.707464s elapsed
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+ 2024-05-27 13:00:37 INFO dev: loss: nan - UP: 60.52% UR: 31.70% UF: 41.61% P: 58.80% R: 30.80% F: 40.42%
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+ 2024-05-27 13:00:38 INFO test: loss: nan - UP: 53.75% UR: 29.20% UF: 37.84% P: 52.70% R: 28.63% F: 37.10%
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+ 2024-05-27 13:00:38 INFO 0:00:12.700172s elapsed
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+ 2024-05-27 13:00:48 INFO lr: 4.9020e-05 - loss: 0.0053 - UP: 84.78% UR: 64.75% UF: 73.43% P: 84.76% R: 64.74% F: 73.41%
653
+ 2024-05-27 13:00:50 INFO dev: loss: nan - UP: 59.95% UR: 24.89% UF: 35.18% P: 56.72% R: 23.55% F: 33.28%
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+ 2024-05-27 13:00:51 INFO test: loss: nan - UP: 56.49% UR: 23.62% UF: 33.31% P: 53.97% R: 22.56% F: 31.82%
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+ 2024-05-27 13:00:51 INFO 0:00:12.735155s elapsed
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+ 2024-05-27 13:01:01 INFO lr: 4.9010e-05 - loss: 0.0055 - UP: 79.36% UR: 59.28% UF: 67.87% P: 79.29% R: 59.23% F: 67.81%
659
+ 2024-05-27 13:01:02 INFO dev: loss: nan - UP: 54.39% UR: 39.28% UF: 45.62% P: 52.61% R: 37.99% F: 44.12%
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+ 2024-05-27 13:01:04 INFO test: loss: nan - UP: 49.79% UR: 35.14% UF: 41.20% P: 48.11% R: 33.95% F: 39.81%
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+ 2024-05-27 13:01:04 INFO 0:00:12.725016s elapsed
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+ 2024-05-27 13:01:14 INFO lr: 4.9000e-05 - loss: 0.0011 - UP: 88.58% UR: 72.71% UF: 79.86% P: 88.55% R: 72.68% F: 79.83%
665
+ 2024-05-27 13:01:15 INFO dev: loss: nan - UP: 53.25% UR: 42.15% UF: 47.05% P: 51.17% R: 40.51% F: 45.22%
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+ 2024-05-27 13:01:17 INFO test: loss: nan - UP: 46.78% UR: 37.16% UF: 41.42% P: 44.97% R: 35.73% F: 39.82%
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+ 2024-05-27 13:01:17 INFO 0:00:12.735616s elapsed
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+ 2024-05-27 13:01:27 INFO lr: 4.8990e-05 - loss: 0.0014 - UP: 89.02% UR: 78.54% UF: 83.45% P: 89.02% R: 78.54% F: 83.45%
671
+ 2024-05-27 13:01:28 INFO dev: loss: nan - UP: 55.28% UR: 43.52% UF: 48.70% P: 52.99% R: 41.71% F: 46.68%
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+ 2024-05-27 13:01:29 INFO test: loss: nan - UP: 48.42% UR: 37.86% UF: 42.49% P: 46.83% R: 36.62% F: 41.10%
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+ 2024-05-27 13:01:29 INFO 0:00:12.714400s elapsed
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+ 2024-05-27 13:01:39 INFO lr: 4.8980e-05 - loss: 0.0002 - UP: 89.79% UR: 80.12% UF: 84.68% P: 89.79% R: 80.12% F: 84.68%
677
+ 2024-05-27 13:01:41 INFO dev: loss: nan - UP: 57.40% UR: 40.10% UF: 47.21% P: 55.44% R: 38.73% F: 45.60%
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+ 2024-05-27 13:01:42 INFO test: loss: nan - UP: 51.44% UR: 35.83% UF: 42.24% P: 49.86% R: 34.73% F: 40.95%
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+ 2024-05-27 13:01:42 INFO 0:00:12.739288s elapsed
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+ 2024-05-27 13:01:52 INFO lr: 4.8970e-05 - loss: 0.0013 - UP: 91.76% UR: 82.07% UF: 86.65% P: 91.75% R: 82.06% F: 86.64%
683
+ 2024-05-27 13:01:53 INFO dev: loss: nan - UP: 56.63% UR: 43.24% UF: 49.04% P: 54.62% R: 41.71% F: 47.30%
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+ 2024-05-27 13:01:55 INFO test: loss: nan - UP: 49.13% UR: 37.08% UF: 42.26% P: 47.56% R: 35.90% F: 40.92%
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+ 2024-05-27 13:01:55 INFO 0:00:12.656841s elapsed
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+ 2024-05-27 13:02:05 INFO lr: 4.8960e-05 - loss: 0.0015 - UP: 86.73% UR: 73.82% UF: 79.76% P: 86.71% R: 73.81% F: 79.74%
689
+ 2024-05-27 13:02:06 INFO dev: loss: nan - UP: 53.75% UR: 35.07% UF: 42.44% P: 51.57% R: 33.64% F: 40.72%
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+ 2024-05-27 13:02:07 INFO test: loss: nan - UP: 51.27% UR: 34.00% UF: 40.88% P: 48.98% R: 32.47% F: 39.05%
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+ 2024-05-27 13:02:07 INFO 0:00:12.700532s elapsed
692
+
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+ 2024-05-27 13:02:12 INFO Epoch 74 saved
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+ 2024-05-27 13:02:12 INFO dev: UP: 61.11% UR: 42.51% UF: 50.14% P: 59.61% R: 41.47% F: 48.91%
695
+ 2024-05-27 13:02:12 INFO test: UP: 51.68% UR: 40.63% UF: 45.49% P: 49.88% R: 39.21% F: 43.91%
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+ 2024-05-27 13:02:12 INFO 0:22:00.559008s elapsed, 0:00:12.697683s/epoch
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1
+ 2024-05-27 13:02:14 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_10
18
+ device | 1
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/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 | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-05-27 13:02:14 INFO Building the fields
40
+ 2024-05-27 13:02:16 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-05-27 13:02:16 INFO Building the model
45
+ 2024-05-27 13:02:19 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, 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
+ 2024-05-27 13:02:19 INFO Loading the data
65
+ 2024-05-27 13:02:27 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=85, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=40, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=41, n_buckets=32)
69
+
70
+ 2024-05-27 13:02:27 INFO Epoch 1 / 5000:
71
+ 2024-05-27 13:02:40 INFO lr: 4.9990e-05 - loss: 0.0255 - UP: 0.40% UR: 1.61% UF: 0.64% P: 0.05% R: 0.22% F: 0.09%
72
+ 2024-05-27 13:02:41 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-05-27 13:02:42 INFO test: loss: nan - UP: 33.33% UR: 0.02% UF: 0.04% P: 33.33% R: 0.02% F: 0.04%
74
+ 2024-05-27 13:02:42 INFO 0:00:15.408828s elapsed
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+
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+ 2024-05-27 13:02:42 INFO Epoch 2 / 5000:
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+ 2024-05-27 13:02:54 INFO lr: 4.9980e-05 - loss: 0.0472 - UP: 29.28% UR: 1.65% UF: 3.12% P: 24.62% R: 1.39% F: 2.62%
78
+ 2024-05-27 13:02:55 INFO dev: loss: nan - UP: 65.70% UR: 3.72% UF: 7.04% P: 59.90% R: 3.39% F: 6.42%
79
+ 2024-05-27 13:02:57 INFO test: loss: nan - UP: 62.31% UR: 3.53% UF: 6.68% P: 48.88% R: 2.77% F: 5.24%
80
+ 2024-05-27 13:03:02 INFO 0:00:14.733423s elapsed (saved)
81
+
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+ 2024-05-27 13:03:02 INFO Epoch 3 / 5000:
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+ 2024-05-27 13:03:14 INFO lr: 4.9970e-05 - loss: 0.0335 - UP: 38.97% UR: 5.14% UF: 9.08% P: 36.99% R: 4.88% F: 8.62%
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+ 2024-05-27 13:07:11 INFO lr: 4.9850e-05 - loss: 0.0066 - UP: 79.96% UR: 57.59% UF: 66.96% P: 79.88% R: 57.54% F: 66.89%
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+ 2024-05-27 13:07:56 INFO lr: 4.9820e-05 - loss: 0.0031 - UP: 85.35% UR: 70.67% UF: 77.32% P: 85.32% R: 70.64% F: 77.29%
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+ 2024-05-27 13:08:05 INFO 0:00:15.002007s elapsed (saved)
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+ 2024-05-27 13:08:17 INFO lr: 4.9810e-05 - loss: 0.0044 - UP: 86.35% UR: 71.57% UF: 78.27% P: 86.35% R: 71.57% F: 78.27%
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+ 2024-05-27 13:08:32 INFO lr: 4.9800e-05 - loss: 0.0031 - UP: 87.35% UR: 73.64% UF: 79.91% P: 87.34% R: 73.63% F: 79.90%
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+ 2024-05-27 13:08:35 INFO 0:00:14.861569s elapsed
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+ 2024-05-27 13:08:47 INFO lr: 4.9790e-05 - loss: 0.0040 - UP: 87.58% UR: 73.15% UF: 79.72% P: 87.55% R: 73.12% F: 79.69%
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+ 2024-05-27 13:09:02 INFO lr: 4.9780e-05 - loss: 0.0035 - UP: 88.83% UR: 77.62% UF: 82.85% P: 88.81% R: 77.60% F: 82.83%
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+ 2024-05-27 13:09:17 INFO lr: 4.9770e-05 - loss: 0.0036 - UP: 84.03% UR: 67.53% UF: 74.88% P: 83.82% R: 67.37% F: 74.70%
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+ 2024-05-27 13:09:18 INFO dev: loss: nan - UP: 50.09% UR: 46.94% UF: 48.46% P: 48.37% R: 45.32% F: 46.79%
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+ 2024-05-27 13:09:20 INFO test: loss: nan - UP: 46.01% UR: 42.17% UF: 44.01% P: 44.47% R: 40.76% F: 42.53%
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+ 2024-05-27 13:09:27 INFO 0:00:14.979544s elapsed (saved)
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+ 2024-05-27 13:09:39 INFO lr: 4.9760e-05 - loss: 0.0046 - UP: 85.75% UR: 72.22% UF: 78.40% P: 85.57% R: 72.06% F: 78.24%
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+ 2024-05-27 13:09:40 INFO dev: loss: nan - UP: 52.52% UR: 37.94% UF: 44.05% P: 50.89% R: 36.76% F: 42.69%
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+ 2024-05-27 13:09:42 INFO test: loss: nan - UP: 52.71% UR: 38.60% UF: 44.57% P: 50.89% R: 37.27% F: 43.03%
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+ 2024-05-27 13:09:42 INFO 0:00:14.716680s elapsed
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+ 2024-05-27 13:09:54 INFO lr: 4.9750e-05 - loss: 0.0014 - UP: 88.56% UR: 75.94% UF: 81.76% P: 88.49% R: 75.88% F: 81.70%
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+ 2024-05-27 13:09:55 INFO dev: loss: nan - UP: 54.31% UR: 41.85% UF: 47.27% P: 52.79% R: 40.67% F: 45.94%
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+ 2024-05-27 13:09:57 INFO test: loss: nan - UP: 50.16% UR: 39.02% UF: 43.90% P: 48.70% R: 37.88% F: 42.61%
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+ 2024-05-27 13:09:57 INFO 0:00:14.870147s elapsed
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+ 2024-05-27 13:10:09 INFO lr: 4.9740e-05 - loss: 0.0024 - UP: 89.33% UR: 79.66% UF: 84.21% P: 89.32% R: 79.65% F: 84.21%
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+ 2024-05-27 13:10:10 INFO dev: loss: nan - UP: 57.71% UR: 40.84% UF: 47.83% P: 55.59% R: 39.33% F: 46.07%
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+ 2024-05-27 13:10:12 INFO test: loss: nan - UP: 51.38% UR: 37.00% UF: 43.02% P: 49.15% R: 35.39% F: 41.15%
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+ 2024-05-27 13:10:24 INFO lr: 4.9730e-05 - loss: 0.0025 - UP: 90.57% UR: 82.11% UF: 86.13% P: 90.56% R: 82.11% F: 86.12%
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+ 2024-05-27 13:10:25 INFO dev: loss: nan - UP: 54.89% UR: 45.60% UF: 49.81% P: 52.98% R: 44.01% F: 48.08%
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+ 2024-05-27 13:10:46 INFO lr: 4.9720e-05 - loss: 0.0057 - UP: 86.93% UR: 74.14% UF: 80.03% P: 86.77% R: 74.01% F: 79.88%
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+ 2024-05-27 13:10:47 INFO dev: loss: nan - UP: 42.65% UR: 24.84% UF: 31.39% P: 42.13% R: 24.54% F: 31.01%
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+ 2024-05-27 13:10:48 INFO test: loss: nan - UP: 39.64% UR: 21.83% UF: 28.15% P: 38.87% R: 21.40% F: 27.61%
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+ 2024-05-27 13:11:01 INFO lr: 4.9710e-05 - loss: 0.0128 - UP: 69.17% UR: 42.22% UF: 52.44% P: 68.70% R: 41.93% F: 52.08%
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+ 2024-05-27 13:11:03 INFO test: loss: nan - UP: 38.99% UR: 32.71% UF: 35.57% P: 36.75% R: 30.83% F: 33.53%
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+ 2024-05-27 13:11:15 INFO lr: 4.9700e-05 - loss: 0.0364 - UP: 71.03% UR: 40.82% UF: 51.85% P: 69.84% R: 40.14% F: 50.98%
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+ 2024-05-27 13:11:17 INFO dev: loss: nan - UP: 56.78% UR: 31.48% UF: 40.51% P: 54.96% R: 30.47% F: 39.20%
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+ 2024-05-27 13:11:18 INFO test: loss: nan - UP: 49.56% UR: 28.31% UF: 36.04% P: 46.97% R: 26.83% F: 34.15%
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+ 2024-05-27 13:11:30 INFO lr: 4.9690e-05 - loss: 0.0065 - UP: 81.69% UR: 58.95% UF: 68.48% P: 81.47% R: 58.79% F: 68.29%
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+ 2024-05-27 13:11:33 INFO test: loss: nan - UP: 52.80% UR: 28.71% UF: 37.20% P: 49.81% R: 27.09% F: 35.09%
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+ 2024-05-27 13:11:45 INFO lr: 4.9680e-05 - loss: 0.0013 - UP: 84.42% UR: 65.67% UF: 73.87% P: 84.28% R: 65.56% F: 73.75%
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+ 2024-05-27 13:11:47 INFO dev: loss: nan - UP: 55.69% UR: 37.23% UF: 44.62% P: 54.26% R: 36.27% F: 43.48%
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+ 2024-05-27 13:11:48 INFO test: loss: nan - UP: 50.80% UR: 33.49% UF: 40.37% P: 48.91% R: 32.24% F: 38.86%
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+ 2024-05-27 13:12:00 INFO lr: 4.9670e-05 - loss: 0.0077 - UP: 85.86% UR: 71.51% UF: 78.03% P: 85.78% R: 71.44% F: 77.96%
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+ 2024-05-27 13:12:15 INFO lr: 4.9660e-05 - loss: 0.0361 - UP: 83.70% UR: 70.64% UF: 76.62% P: 83.64% R: 70.59% F: 76.56%
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+ 2024-05-27 13:13:01 INFO dev: loss: nan - UP: 55.52% UR: 40.32% UF: 46.71% P: 53.63% R: 38.95% F: 45.13%
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+ 2024-05-27 13:13:03 INFO test: loss: nan - UP: 53.26% UR: 36.23% UF: 43.13% P: 50.62% R: 34.44% F: 40.99%
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+ 2024-05-27 13:13:16 INFO dev: loss: nan - UP: 58.01% UR: 34.96% UF: 43.63% P: 56.42% R: 34.00% F: 42.43%
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+ 2024-05-27 13:13:46 INFO dev: loss: nan - UP: 55.50% UR: 42.10% UF: 47.88% P: 54.09% R: 41.03% F: 46.66%
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+ 2024-05-27 13:13:48 INFO test: loss: nan - UP: 47.55% UR: 35.24% UF: 40.48% P: 45.64% R: 33.83% F: 38.85%
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+ 2024-05-27 13:14:01 INFO dev: loss: nan - UP: 57.97% UR: 41.00% UF: 48.03% P: 56.03% R: 39.63% F: 46.43%
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+ 2024-05-27 13:14:03 INFO test: loss: nan - UP: 51.13% UR: 36.43% UF: 42.54% P: 49.23% R: 35.07% F: 40.96%
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+ 2024-05-27 13:14:16 INFO dev: loss: nan - UP: 57.45% UR: 32.60% UF: 41.60% P: 55.42% R: 31.46% F: 40.13%
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+ 2024-05-27 13:14:17 INFO test: loss: nan - UP: 52.70% UR: 28.82% UF: 37.26% P: 50.31% R: 27.51% F: 35.57%
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+ 2024-05-27 13:14:17 INFO 0:00:14.903910s elapsed
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+ 2024-05-27 13:14:31 INFO dev: loss: nan - UP: 55.25% UR: 44.58% UF: 49.35% P: 53.29% R: 43.00% F: 47.59%
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+ 2024-05-27 13:14:32 INFO test: loss: nan - UP: 48.91% UR: 37.86% UF: 42.68% P: 47.24% R: 36.57% F: 41.23%
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+ 2024-05-27 13:14:32 INFO 0:00:14.931680s elapsed
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+ 2024-05-27 13:14:46 INFO dev: loss: nan - UP: 54.63% UR: 40.67% UF: 46.63% P: 52.65% R: 39.20% F: 44.94%
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+ 2024-05-27 13:14:47 INFO test: loss: nan - UP: 46.67% UR: 35.52% UF: 40.34% P: 44.48% R: 33.85% F: 38.44%
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+ 2024-05-27 13:15:01 INFO dev: loss: nan - UP: 55.27% UR: 41.17% UF: 47.19% P: 53.32% R: 39.72% F: 45.52%
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+ 2024-05-27 13:15:02 INFO test: loss: nan - UP: 47.74% UR: 35.56% UF: 40.76% P: 45.67% R: 34.02% F: 38.99%
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+ 2024-05-27 13:15:14 INFO lr: 4.9540e-05 - loss: 0.0042 - UP: 88.97% UR: 80.96% UF: 84.78% P: 88.84% R: 80.84% F: 84.65%
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+ 2024-05-27 13:15:16 INFO dev: loss: nan - UP: 57.51% UR: 35.61% UF: 43.99% P: 55.83% R: 34.57% F: 42.70%
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+ 2024-05-27 13:15:17 INFO test: loss: nan - UP: 54.20% UR: 32.33% UF: 40.50% P: 51.65% R: 30.80% F: 38.59%
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+ 2024-05-27 13:15:17 INFO 0:00:14.948756s elapsed
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+ 2024-05-27 13:15:29 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 90.71% UR: 82.33% UF: 86.32% P: 90.67% R: 82.30% F: 86.28%
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+ 2024-05-27 13:15:31 INFO dev: loss: nan - UP: 46.49% UR: 46.85% UF: 46.67% P: 44.97% R: 45.32% F: 45.14%
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+ 2024-05-27 13:15:32 INFO test: loss: nan - UP: 41.21% UR: 42.40% UF: 41.80% P: 39.43% R: 40.57% F: 39.99%
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+ 2024-05-27 13:15:32 INFO 0:00:14.934963s elapsed
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+ 2024-05-27 13:15:44 INFO lr: 4.9520e-05 - loss: 0.0004 - UP: 91.56% UR: 85.77% UF: 88.57% P: 91.54% R: 85.76% F: 88.55%
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+ 2024-05-27 13:15:46 INFO dev: loss: nan - UP: 63.06% UR: 29.46% UF: 40.16% P: 60.95% R: 28.47% F: 38.81%
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+ 2024-05-27 13:15:47 INFO test: loss: nan - UP: 54.34% UR: 26.58% UF: 35.70% P: 51.88% R: 25.38% F: 34.08%
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+ 2024-05-27 13:15:59 INFO lr: 4.9510e-05 - loss: 0.0014 - UP: 91.41% UR: 83.23% UF: 87.13% P: 91.40% R: 83.22% F: 87.12%
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+ 2024-05-27 13:16:00 INFO dev: loss: nan - UP: 61.09% UR: 37.75% UF: 46.66% P: 59.41% R: 36.71% F: 45.38%
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+ 2024-05-27 13:16:02 INFO test: loss: nan - UP: 57.80% UR: 36.17% UF: 44.50% P: 55.91% R: 34.99% F: 43.04%
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+ 2024-05-27 13:16:14 INFO lr: 4.9500e-05 - loss: 0.0027 - UP: 91.91% UR: 86.20% UF: 88.96% P: 91.90% R: 86.19% F: 88.95%
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+ 2024-05-27 13:16:15 INFO dev: loss: nan - UP: 60.07% UR: 35.80% UF: 44.87% P: 58.19% R: 34.68% F: 43.46%
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+ 2024-05-27 13:16:17 INFO test: loss: nan - UP: 53.86% UR: 32.60% UF: 40.62% P: 51.83% R: 31.38% F: 39.09%
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+ 2024-05-27 13:16:29 INFO lr: 4.9490e-05 - loss: 0.0040 - UP: 93.12% UR: 88.22% UF: 90.60% P: 93.10% R: 88.20% F: 90.59%
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+ 2024-05-27 13:16:30 INFO dev: loss: nan - UP: 62.52% UR: 35.78% UF: 45.51% P: 60.85% R: 34.82% F: 44.29%
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+ 2024-05-27 13:16:32 INFO test: loss: nan - UP: 57.77% UR: 33.15% UF: 42.13% P: 55.96% R: 32.11% F: 40.81%
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+ 2024-05-27 13:16:44 INFO lr: 4.9480e-05 - loss: 0.0007 - UP: 94.40% UR: 89.71% UF: 91.99% P: 94.38% R: 89.69% F: 91.97%
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+ 2024-05-27 13:16:45 INFO dev: loss: nan - UP: 58.26% UR: 40.43% UF: 47.73% P: 56.13% R: 38.95% F: 45.99%
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+ 2024-05-27 13:16:47 INFO test: loss: nan - UP: 52.87% UR: 37.74% UF: 44.04% P: 50.62% R: 36.13% F: 42.16%
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+ 2024-05-27 13:17:02 INFO test: loss: nan - UP: 56.92% UR: 38.33% UF: 45.81% P: 54.91% R: 36.97% F: 44.19%
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+ 2024-05-27 13:17:14 INFO lr: 4.9460e-05 - loss: 0.0005 - UP: 95.46% UR: 92.73% UF: 94.07% P: 95.46% R: 92.73% F: 94.07%
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+ 2024-05-27 13:17:15 INFO dev: loss: nan - UP: 58.25% UR: 41.41% UF: 48.41% P: 56.68% R: 40.29% F: 47.10%
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+ 2024-05-27 13:17:17 INFO test: loss: nan - UP: 53.94% UR: 38.92% UF: 45.21% P: 51.74% R: 37.33% F: 43.37%
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+ 2024-05-27 13:17:29 INFO lr: 4.9450e-05 - loss: 0.0000 - UP: 95.46% UR: 92.89% UF: 94.16% P: 95.45% R: 92.88% F: 94.15%
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+ 2024-05-27 13:17:30 INFO dev: loss: nan - UP: 57.30% UR: 42.83% UF: 49.02% P: 55.43% R: 41.44% F: 47.43%
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+ 2024-05-27 13:17:32 INFO test: loss: nan - UP: 52.48% UR: 39.40% UF: 45.01% P: 50.08% R: 37.61% F: 42.96%
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+ 2024-05-27 13:17:32 INFO 0:00:14.945308s elapsed
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+ 2024-05-27 13:17:44 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 95.43% UR: 92.93% UF: 94.16% P: 95.43% R: 92.93% F: 94.16%
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+ 2024-05-27 13:17:45 INFO dev: loss: nan - UP: 60.32% UR: 37.50% UF: 46.25% P: 58.34% R: 36.27% F: 44.73%
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+ 2024-05-27 13:17:46 INFO test: loss: nan - UP: 53.75% UR: 35.12% UF: 42.48% P: 51.10% R: 33.38% F: 40.38%
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+ 2024-05-27 13:17:46 INFO 0:00:14.895289s elapsed
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+ 2024-05-27 13:17:59 INFO lr: 4.9430e-05 - loss: 0.0011 - UP: 95.86% UR: 93.59% UF: 94.71% P: 95.86% R: 93.59% F: 94.71%
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+ 2024-05-27 13:18:00 INFO dev: loss: nan - UP: 57.10% UR: 42.37% UF: 48.64% P: 55.33% R: 41.06% F: 47.13%
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+ 2024-05-27 13:18:01 INFO test: loss: nan - UP: 52.12% UR: 38.39% UF: 44.21% P: 50.03% R: 36.85% F: 42.44%
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+ 2024-05-27 13:18:01 INFO 0:00:14.921351s elapsed
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+ 2024-05-27 13:18:11 INFO Epoch 27 saved
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+ 2024-05-27 13:18:11 INFO dev: UP: 54.89% UR: 45.60% UF: 49.81% P: 52.98% R: 44.01% F: 48.08%
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+ 2024-05-27 13:18:11 INFO test: UP: 48.83% UR: 40.16% UF: 44.08% P: 46.78% R: 38.47% F: 42.22%
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+ 2024-05-27 13:18:11 INFO 0:14:08.814969s elapsed, 0:00:14.891491s/epoch
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1
+ 2024-05-27 13:44:05 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani3_asc/80/model_vi_mpqa_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-05-27 13:44:05 INFO Building the fields
39
+ 2024-05-27 13:44:07 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-05-27 13:44:07 INFO Building the model
44
+ 2024-05-27 13:44:09 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-05-27 13:44:09 INFO Loading the data
64
+ 2024-05-27 13:44:17 INFO
65
+ train: Dataset(n_sentences=4697, n_batches=38, n_buckets=32)
66
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
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+ 2024-05-27 13:48:26 INFO lr: 4.9850e-05 - loss: 0.0126 - UP: 69.99% UR: 33.90% UF: 45.68% P: 69.81% R: 33.82% F: 45.56%
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+ 2024-05-27 13:48:39 INFO lr: 4.9840e-05 - loss: 0.0059 - UP: 69.18% UR: 28.59% UF: 40.45% P: 68.93% R: 28.48% F: 40.31%
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+ 2024-05-27 13:48:52 INFO lr: 4.9830e-05 - loss: 0.0102 - UP: 73.76% UR: 39.20% UF: 51.19% P: 73.62% R: 39.13% F: 51.10%
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+ 2024-05-27 13:49:12 INFO lr: 4.9820e-05 - loss: 0.0095 - UP: 76.72% UR: 40.50% UF: 53.01% P: 76.62% R: 40.44% F: 52.94%
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+ 2024-05-27 13:49:25 INFO lr: 4.9810e-05 - loss: 0.0060 - UP: 70.15% UR: 37.11% UF: 48.54% P: 70.02% R: 37.04% F: 48.45%
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+ 2024-05-27 13:49:38 INFO lr: 4.9800e-05 - loss: 0.0073 - UP: 77.49% UR: 44.23% UF: 56.32% P: 77.40% R: 44.18% F: 56.25%
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+ 2024-05-27 13:49:58 INFO lr: 4.9790e-05 - loss: 0.0041 - UP: 75.55% UR: 46.53% UF: 57.59% P: 75.37% R: 46.42% F: 57.45%
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+ 2024-05-27 13:50:00 INFO test: loss: nan - UP: 55.16% UR: 25.99% UF: 35.33% P: 53.41% R: 25.16% F: 34.21%
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+ 2024-05-27 13:50:00 INFO 0:00:12.800112s elapsed
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+ 2024-05-27 13:50:10 INFO lr: 4.9780e-05 - loss: 0.0099 - UP: 80.48% UR: 52.26% UF: 63.37% P: 80.46% R: 52.25% F: 63.36%
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+ 2024-05-27 13:50:12 INFO dev: loss: nan - UP: 56.62% UR: 34.96% UF: 43.23% P: 54.94% R: 33.92% F: 41.94%
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+ 2024-05-27 13:50:31 INFO lr: 4.9770e-05 - loss: 0.0092 - UP: 78.90% UR: 55.46% UF: 65.14% P: 78.87% R: 55.45% F: 65.12%
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+ 2024-05-27 13:50:32 INFO dev: loss: nan - UP: 57.25% UR: 37.25% UF: 45.14% P: 55.44% R: 36.08% F: 43.71%
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+ 2024-05-27 13:50:33 INFO test: loss: nan - UP: 47.78% UR: 33.36% UF: 39.29% P: 46.02% R: 32.14% F: 37.85%
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+ 2024-05-27 13:50:41 INFO 0:00:12.822583s elapsed (saved)
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+ 2024-05-27 13:50:51 INFO lr: 4.9760e-05 - loss: 0.0089 - UP: 78.81% UR: 52.41% UF: 62.96% P: 78.53% R: 52.23% F: 62.73%
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+ 2024-05-27 13:50:52 INFO dev: loss: nan - UP: 61.80% UR: 28.80% UF: 39.29% P: 59.68% R: 27.82% F: 37.95%
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+ 2024-05-27 13:50:54 INFO test: loss: nan - UP: 54.21% UR: 27.07% UF: 36.10% P: 51.67% R: 25.80% F: 34.41%
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+ 2024-05-27 13:51:04 INFO lr: 4.9750e-05 - loss: 0.0040 - UP: 79.79% UR: 55.58% UF: 65.52% P: 79.71% R: 55.53% F: 65.46%
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+ 2024-05-27 13:51:05 INFO dev: loss: nan - UP: 59.28% UR: 33.56% UF: 42.86% P: 57.05% R: 32.30% F: 41.25%
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+ 2024-05-27 13:51:07 INFO test: loss: nan - UP: 51.45% UR: 31.80% UF: 39.31% P: 49.16% R: 30.38% F: 37.56%
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+ 2024-05-27 13:51:17 INFO lr: 4.9740e-05 - loss: 0.0027 - UP: 83.03% UR: 60.89% UF: 70.26% P: 82.99% R: 60.86% F: 70.22%
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+ 2024-05-27 13:51:18 INFO dev: loss: nan - UP: 61.04% UR: 34.19% UF: 43.83% P: 59.03% R: 33.07% F: 42.39%
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+ 2024-05-27 13:51:20 INFO test: loss: nan - UP: 52.34% UR: 31.42% UF: 39.27% P: 50.62% R: 30.38% F: 37.97%
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+ 2024-05-27 13:51:30 INFO lr: 4.9730e-05 - loss: 0.0032 - UP: 83.29% UR: 61.07% UF: 70.47% P: 83.26% R: 61.05% F: 70.45%
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+ 2024-05-27 13:51:43 INFO lr: 4.9720e-05 - loss: 0.0018 - UP: 83.62% UR: 62.86% UF: 71.77% P: 83.53% R: 62.79% F: 71.69%
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+ 2024-05-27 13:51:44 INFO dev: loss: nan - UP: 56.37% UR: 39.93% UF: 46.75% P: 54.63% R: 38.70% F: 45.31%
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+ 2024-05-27 13:52:03 INFO lr: 4.9710e-05 - loss: 0.0120 - UP: 83.83% UR: 63.69% UF: 72.39% P: 83.74% R: 63.62% F: 72.31%
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+ 2024-05-27 13:52:16 INFO lr: 4.9700e-05 - loss: 0.0025 - UP: 83.21% UR: 61.44% UF: 70.69% P: 82.84% R: 61.17% F: 70.37%
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+ 2024-05-27 13:52:17 INFO dev: loss: nan - UP: 64.03% UR: 31.46% UF: 42.19% P: 62.31% R: 30.61% F: 41.05%
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+ 2024-05-27 13:52:29 INFO lr: 4.9690e-05 - loss: 0.0030 - UP: 85.06% UR: 64.51% UF: 73.37% P: 84.98% R: 64.44% F: 73.30%
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+ 2024-05-27 13:52:30 INFO dev: loss: nan - UP: 56.21% UR: 36.52% UF: 44.27% P: 54.36% R: 35.31% F: 42.81%
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+ 2024-05-27 13:52:32 INFO test: loss: nan - UP: 46.38% UR: 32.20% UF: 38.01% P: 44.43% R: 30.85% F: 36.41%
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+ 2024-05-27 13:52:42 INFO lr: 4.9680e-05 - loss: 0.0014 - UP: 84.54% UR: 66.80% UF: 74.63% P: 84.48% R: 66.75% F: 74.57%
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+ 2024-05-27 13:57:56 INFO lr: 4.9450e-05 - loss: 0.0082 - UP: 91.00% UR: 81.99% UF: 86.26% P: 90.98% R: 81.97% F: 86.24%
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+ 2024-05-27 13:58:09 INFO lr: 4.9440e-05 - loss: 0.0070 - UP: 79.49% UR: 66.47% UF: 72.40% P: 79.29% R: 66.30% F: 72.22%
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+ 2024-05-27 13:58:23 INFO lr: 4.9430e-05 - loss: 0.0148 - UP: 85.33% UR: 69.65% UF: 76.69% P: 85.02% R: 69.39% F: 76.41%
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+ 2024-05-27 13:58:24 INFO dev: loss: nan - UP: 59.76% UR: 28.56% UF: 38.65% P: 57.41% R: 27.43% F: 37.13%
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+ 2024-05-27 13:58:26 INFO test: loss: nan - UP: 52.55% UR: 27.68% UF: 36.26% P: 49.06% R: 25.84% F: 33.85%
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+ 2024-05-27 13:58:36 INFO lr: 4.9420e-05 - loss: 0.0291 - UP: 74.65% UR: 62.36% UF: 67.96% P: 73.83% R: 61.68% F: 67.21%
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+ 2024-05-27 13:58:37 INFO dev: loss: nan - UP: 60.85% UR: 13.35% UF: 21.89% P: 57.61% R: 12.64% F: 20.73%
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+ 2024-05-27 13:58:50 INFO dev: loss: nan - UP: 63.82% UR: 30.44% UF: 41.22% P: 61.87% R: 29.51% F: 39.96%
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+ 2024-05-27 13:59:05 INFO test: loss: nan - UP: 48.47% UR: 29.54% UF: 36.71% P: 46.15% R: 28.12% F: 34.95%
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+ 2024-05-27 13:59:15 INFO lr: 4.9390e-05 - loss: 0.0061 - UP: 81.66% UR: 65.51% UF: 72.70% P: 81.42% R: 65.31% F: 72.48%
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+ 2024-05-27 13:59:54 INFO lr: 4.9360e-05 - loss: 0.0060 - UP: 86.52% UR: 70.34% UF: 77.59% P: 86.45% R: 70.29% F: 77.54%
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+ 2024-05-27 14:00:07 INFO lr: 4.9350e-05 - loss: 0.0008 - UP: 88.30% UR: 75.84% UF: 81.60% P: 88.07% R: 75.65% F: 81.39%
455
+ 2024-05-27 14:00:08 INFO dev: loss: nan - UP: 55.21% UR: 40.89% UF: 46.98% P: 53.06% R: 39.31% F: 45.16%
456
+ 2024-05-27 14:00:10 INFO test: loss: nan - UP: 47.61% UR: 35.43% UF: 40.63% P: 45.85% R: 34.12% F: 39.13%
457
+ 2024-05-27 14:00:10 INFO 0:00:13.039904s elapsed
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+
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+ 2024-05-27 14:00:10 INFO Epoch 66 / 5000:
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+ 2024-05-27 14:00:20 INFO lr: 4.9340e-05 - loss: 0.0085 - UP: 87.69% UR: 77.47% UF: 82.27% P: 87.53% R: 77.34% F: 82.12%
461
+ 2024-05-27 14:00:21 INFO dev: loss: nan - UP: 60.91% UR: 39.25% UF: 47.74% P: 58.40% R: 37.64% F: 45.78%
462
+ 2024-05-27 14:00:23 INFO test: loss: nan - UP: 51.58% UR: 34.80% UF: 41.56% P: 49.36% R: 33.30% F: 39.77%
463
+ 2024-05-27 14:00:23 INFO 0:00:13.049513s elapsed
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+
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+ 2024-05-27 14:00:23 INFO Epoch 67 / 5000:
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+ 2024-05-27 14:00:33 INFO lr: 4.9330e-05 - loss: 0.2177 - UP: 87.24% UR: 76.79% UF: 81.68% P: 87.19% R: 76.75% F: 81.64%
467
+ 2024-05-27 14:00:34 INFO dev: loss: nan - UP: 58.67% UR: 42.10% UF: 49.02% P: 57.00% R: 40.89% F: 47.62%
468
+ 2024-05-27 14:00:36 INFO test: loss: nan - UP: 51.09% UR: 35.73% UF: 42.05% P: 49.18% R: 34.40% F: 40.48%
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+ 2024-05-27 14:00:36 INFO 0:00:13.012832s elapsed
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+
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+ 2024-05-27 14:00:36 INFO Epoch 68 / 5000:
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+ 2024-05-27 14:00:46 INFO lr: 4.9320e-05 - loss: 0.0023 - UP: 89.44% UR: 75.01% UF: 81.59% P: 89.39% R: 74.96% F: 81.54%
473
+ 2024-05-27 14:00:47 INFO dev: loss: nan - UP: 57.94% UR: 37.04% UF: 45.19% P: 56.27% R: 35.97% F: 43.88%
474
+ 2024-05-27 14:00:49 INFO test: loss: nan - UP: 49.34% UR: 34.19% UF: 40.39% P: 47.21% R: 32.71% F: 38.64%
475
+ 2024-05-27 14:00:49 INFO 0:00:13.019996s elapsed
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+
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+ 2024-05-27 14:00:49 INFO Epoch 69 / 5000:
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+ 2024-05-27 14:00:59 INFO lr: 4.9310e-05 - loss: 0.0026 - UP: 87.11% UR: 75.14% UF: 80.69% P: 87.09% R: 75.12% F: 80.67%
479
+ 2024-05-27 14:01:01 INFO dev: loss: nan - UP: 59.38% UR: 37.91% UF: 46.28% P: 57.20% R: 36.52% F: 44.57%
480
+ 2024-05-27 14:01:02 INFO test: loss: nan - UP: 49.76% UR: 32.92% UF: 39.62% P: 47.62% R: 31.50% F: 37.92%
481
+ 2024-05-27 14:01:02 INFO 0:00:13.059324s elapsed
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+
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+ 2024-05-27 14:01:02 INFO Epoch 70 / 5000:
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+ 2024-05-27 14:01:12 INFO lr: 4.9300e-05 - loss: 0.0083 - UP: 83.16% UR: 69.71% UF: 75.84% P: 83.02% R: 69.59% F: 75.71%
485
+ 2024-05-27 14:01:14 INFO dev: loss: nan - UP: 51.02% UR: 33.51% UF: 40.45% P: 48.94% R: 32.14% F: 38.80%
486
+ 2024-05-27 14:01:15 INFO test: loss: nan - UP: 46.00% UR: 32.54% UF: 38.11% P: 44.47% R: 31.46% F: 36.85%
487
+ 2024-05-27 14:01:15 INFO 0:00:13.053613s elapsed
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+ 2024-05-27 14:01:15 INFO Epoch 71 / 5000:
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+ 2024-05-27 14:01:25 INFO lr: 4.9290e-05 - loss: 0.0034 - UP: 84.17% UR: 66.05% UF: 74.01% P: 84.13% R: 66.02% F: 73.99%
491
+ 2024-05-27 14:01:27 INFO dev: loss: nan - UP: 55.51% UR: 40.26% UF: 46.67% P: 53.39% R: 38.73% F: 44.90%
492
+ 2024-05-27 14:01:28 INFO test: loss: nan - UP: 49.39% UR: 34.08% UF: 40.33% P: 47.46% R: 32.75% F: 38.75%
493
+ 2024-05-27 14:01:28 INFO 0:00:13.085922s elapsed
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+
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+ 2024-05-27 14:01:28 INFO Epoch 72 / 5000:
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+ 2024-05-27 14:01:38 INFO lr: 4.9280e-05 - loss: 0.0004 - UP: 88.27% UR: 76.81% UF: 82.14% P: 88.27% R: 76.80% F: 82.13%
497
+ 2024-05-27 14:01:40 INFO dev: loss: nan - UP: 56.42% UR: 38.92% UF: 46.07% P: 54.16% R: 37.36% F: 44.22%
498
+ 2024-05-27 14:01:41 INFO test: loss: nan - UP: 51.59% UR: 33.59% UF: 40.69% P: 49.58% R: 32.28% F: 39.10%
499
+ 2024-05-27 14:01:41 INFO 0:00:13.073584s elapsed
500
+
501
+ 2024-05-27 14:01:51 INFO Epoch 42 saved
502
+ 2024-05-27 14:01:51 INFO dev: UP: 55.77% UR: 45.98% UF: 50.40% P: 53.85% R: 44.39% F: 48.67%
503
+ 2024-05-27 14:01:51 INFO test: UP: 47.03% UR: 39.59% UF: 42.99% P: 45.09% R: 37.97% F: 41.23%
504
+ 2024-05-27 14:01:51 INFO 0:15:35.945329s elapsed, 0:00:12.999241s/epoch
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1
+ 2024-05-27 13:18:14 INFO
2
+ ---------------------+-------------------------------
3
+ 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
14
+ batch_size | 3000
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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_byKNNMeani3_asc/80/model_vi_mpqa_xlm_9
18
+ device | 1
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ 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_byKNNMeani3_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani3_asc/80/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 | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-05-27 13:18:14 INFO Building the fields
40
+ 2024-05-27 13:18:16 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-05-27 13:18:16 INFO Building the model
45
+ 2024-05-27 13:18:18 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, 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
+ 2024-05-27 13:18:19 INFO Loading the data
65
+ 2024-05-27 13:18:27 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=49, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-05-27 13:18:27 INFO Epoch 1 / 5000:
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+ 2024-05-27 13:18:38 INFO lr: 4.9990e-05 - loss: 0.0689 - UP: 0.36% UR: 3.32% UF: 0.65% P: 0.02% R: 0.16% F: 0.03%
72
+ 2024-05-27 13:18:39 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-05-27 13:18:41 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-05-27 13:18:41 INFO 0:00:13.944027s elapsed
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+
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+ 2024-05-27 13:18:41 INFO Epoch 2 / 5000:
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+ 2024-05-27 13:18:51 INFO lr: 4.9980e-05 - loss: 0.0525 - UP: 4.78% UR: 0.08% UF: 0.17% P: 4.31% R: 0.08% F: 0.15%
78
+ 2024-05-27 13:18:52 INFO dev: loss: nan - UP: 50.00% UR: 0.19% UF: 0.38% P: 35.71% R: 0.14% F: 0.27%
79
+ 2024-05-27 13:18:54 INFO test: loss: nan - UP: 82.35% UR: 0.30% UF: 0.59% P: 64.71% R: 0.23% F: 0.46%
80
+ 2024-05-27 13:18:59 INFO 0:00:13.277703s elapsed (saved)
81
+
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+ 2024-05-27 13:18:59 INFO Epoch 3 / 5000:
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+ 2024-05-27 13:19:09 INFO lr: 4.9970e-05 - loss: 0.0376 - UP: 40.20% UR: 2.72% UF: 5.10% P: 35.58% R: 2.41% F: 4.51%
84
+ 2024-05-27 13:19:11 INFO dev: loss: nan - UP: 58.42% UR: 3.04% UF: 5.77% P: 50.53% R: 2.63% F: 4.99%
85
+ 2024-05-27 13:19:12 INFO test: loss: nan - UP: 53.22% UR: 3.32% UF: 6.25% P: 41.69% R: 2.60% F: 4.89%
86
+ 2024-05-27 13:19:19 INFO 0:00:13.289433s elapsed (saved)
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+
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+ 2024-05-27 13:19:19 INFO Epoch 4 / 5000:
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+ 2024-05-27 13:19:30 INFO lr: 4.9960e-05 - loss: 0.0305 - UP: 45.81% UR: 4.67% UF: 8.47% P: 42.49% R: 4.33% F: 7.86%
90
+ 2024-05-27 13:19:31 INFO dev: loss: nan - UP: 68.26% UR: 3.12% UF: 5.96% P: 64.07% R: 2.93% F: 5.60%
91
+ 2024-05-27 13:19:33 INFO test: loss: nan - UP: 66.17% UR: 2.81% UF: 5.39% P: 56.72% R: 2.41% F: 4.62%
92
+ 2024-05-27 13:19:40 INFO 0:00:13.234408s elapsed (saved)
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+
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+ 2024-05-27 13:19:40 INFO Epoch 5 / 5000:
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+ 2024-05-27 13:19:51 INFO lr: 4.9950e-05 - loss: 0.0083 - UP: 48.72% UR: 8.55% UF: 14.54% P: 46.84% R: 8.22% F: 13.98%
96
+ 2024-05-27 13:19:52 INFO dev: loss: nan - UP: 72.77% UR: 3.80% UF: 7.23% P: 68.06% R: 3.56% F: 6.76%
97
+ 2024-05-27 13:19:53 INFO test: loss: nan - UP: 64.00% UR: 3.72% UF: 7.03% P: 51.64% R: 3.00% F: 5.67%
98
+ 2024-05-27 13:20:01 INFO 0:00:13.306032s elapsed (saved)
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+
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+ 2024-05-27 13:20:01 INFO Epoch 6 / 5000:
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+ 2024-05-27 13:20:11 INFO lr: 4.9940e-05 - loss: 0.0244 - UP: 57.18% UR: 8.78% UF: 15.23% P: 55.70% R: 8.55% F: 14.83%
102
+ 2024-05-27 13:20:12 INFO dev: loss: nan - UP: 54.08% UR: 7.25% UF: 12.78% P: 49.80% R: 6.67% F: 11.77%
103
+ 2024-05-27 13:20:14 INFO test: loss: nan - UP: 53.36% UR: 8.22% UF: 14.24% P: 46.64% R: 7.18% F: 12.45%
104
+ 2024-05-27 13:20:21 INFO 0:00:13.269852s elapsed (saved)
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+
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+ 2024-05-27 13:20:21 INFO Epoch 7 / 5000:
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+ 2024-05-27 13:20:32 INFO lr: 4.9930e-05 - loss: 0.0362 - UP: 55.21% UR: 11.86% UF: 19.52% P: 54.19% R: 11.64% F: 19.16%
108
+ 2024-05-27 13:20:33 INFO dev: loss: nan - UP: 81.71% UR: 1.83% UF: 3.58% P: 80.49% R: 1.81% F: 3.53%
109
+ 2024-05-27 13:20:35 INFO test: loss: nan - UP: 76.71% UR: 2.37% UF: 4.59% P: 73.29% R: 2.26% F: 4.39%
110
+ 2024-05-27 13:20:35 INFO 0:00:13.251409s elapsed
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+
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+ 2024-05-27 13:20:35 INFO Epoch 8 / 5000:
113
+ 2024-05-27 13:20:45 INFO lr: 4.9920e-05 - loss: 0.0172 - UP: 51.47% UR: 10.52% UF: 17.47% P: 50.64% R: 10.35% F: 17.19%
114
+ 2024-05-27 13:20:47 INFO dev: loss: nan - UP: 61.63% UR: 9.49% UF: 16.45% P: 57.02% R: 8.78% F: 15.22%
115
+ 2024-05-27 13:20:48 INFO test: loss: nan - UP: 55.59% UR: 10.18% UF: 17.21% P: 48.79% R: 8.94% F: 15.11%
116
+ 2024-05-27 13:20:56 INFO 0:00:13.388867s elapsed (saved)
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+
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+ 2024-05-27 13:20:56 INFO Epoch 9 / 5000:
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+ 2024-05-27 13:21:06 INFO lr: 4.9910e-05 - loss: 0.0115 - UP: 64.04% UR: 18.35% UF: 28.53% P: 63.39% R: 18.16% F: 28.24%
120
+ 2024-05-27 13:21:07 INFO dev: loss: nan - UP: 49.23% UR: 24.64% UF: 32.85% P: 47.60% R: 23.82% F: 31.75%
121
+ 2024-05-27 13:21:09 INFO test: loss: nan - UP: 45.09% UR: 24.72% UF: 31.93% P: 42.93% R: 23.54% F: 30.40%
122
+ 2024-05-27 13:21:17 INFO 0:00:13.309024s elapsed (saved)
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+
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+ 2024-05-27 13:21:17 INFO Epoch 10 / 5000:
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+ 2024-05-27 13:21:27 INFO lr: 4.9900e-05 - loss: 0.0150 - UP: 67.44% UR: 21.51% UF: 32.62% P: 66.72% R: 21.28% F: 32.27%
126
+ 2024-05-27 13:21:28 INFO dev: loss: nan - UP: 60.56% UR: 16.47% UF: 25.89% P: 58.75% R: 15.97% F: 25.12%
127
+ 2024-05-27 13:21:30 INFO test: loss: nan - UP: 59.81% UR: 17.58% UF: 27.17% P: 57.44% R: 16.88% F: 26.09%
128
+ 2024-05-27 13:21:30 INFO 0:00:13.298303s elapsed
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+
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+ 2024-05-27 13:21:30 INFO Epoch 11 / 5000:
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+ 2024-05-27 13:21:41 INFO lr: 4.9890e-05 - loss: 0.0046 - UP: 68.18% UR: 27.80% UF: 39.50% P: 67.89% R: 27.68% F: 39.33%
132
+ 2024-05-27 13:21:42 INFO dev: loss: nan - UP: 53.42% UR: 21.33% UF: 30.49% P: 52.12% R: 20.82% F: 29.75%
133
+ 2024-05-27 13:21:43 INFO test: loss: nan - UP: 50.34% UR: 21.89% UF: 30.51% P: 48.45% R: 21.06% F: 29.36%
134
+ 2024-05-27 13:21:43 INFO 0:00:13.393543s elapsed
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+
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+ 2024-05-27 13:21:43 INFO Epoch 12 / 5000:
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+ 2024-05-27 13:21:54 INFO lr: 4.9880e-05 - loss: 0.0085 - UP: 71.24% UR: 29.31% UF: 41.54% P: 70.99% R: 29.21% F: 41.39%
138
+ 2024-05-27 13:21:55 INFO dev: loss: nan - UP: 54.61% UR: 24.97% UF: 34.27% P: 52.99% R: 24.23% F: 33.26%
139
+ 2024-05-27 13:21:57 INFO test: loss: nan - UP: 50.61% UR: 24.59% UF: 33.10% P: 48.57% R: 23.60% F: 31.76%
140
+ 2024-05-27 13:22:04 INFO 0:00:13.501959s elapsed (saved)
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+
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+ 2024-05-27 13:22:04 INFO Epoch 13 / 5000:
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+ 2024-05-27 13:22:15 INFO lr: 4.9870e-05 - loss: 0.0158 - UP: 68.21% UR: 35.15% UF: 46.40% P: 68.07% R: 35.08% F: 46.30%
144
+ 2024-05-27 13:22:16 INFO dev: loss: nan - UP: 60.07% UR: 19.09% UF: 28.97% P: 56.88% R: 18.08% F: 27.44%
145
+ 2024-05-27 13:22:17 INFO test: loss: nan - UP: 53.29% UR: 17.81% UF: 26.70% P: 50.70% R: 16.94% F: 25.40%
146
+ 2024-05-27 13:22:17 INFO 0:00:13.439771s elapsed
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+
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+ 2024-05-27 13:22:17 INFO Epoch 14 / 5000:
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+ 2024-05-27 13:22:28 INFO lr: 4.9860e-05 - loss: 0.0079 - UP: 72.60% UR: 34.38% UF: 46.66% P: 72.46% R: 34.31% F: 46.57%
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+ 2024-05-27 13:22:29 INFO dev: loss: nan - UP: 58.50% UR: 24.18% UF: 34.22% P: 56.39% R: 23.30% F: 32.98%
151
+ 2024-05-27 13:22:31 INFO test: loss: nan - UP: 52.64% UR: 22.56% UF: 31.59% P: 50.62% R: 21.70% F: 30.38%
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+ 2024-05-27 13:22:31 INFO 0:00:13.394825s elapsed
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+
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+ 2024-05-27 13:22:31 INFO Epoch 15 / 5000:
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+ 2024-05-27 13:22:42 INFO lr: 4.9850e-05 - loss: 0.0103 - UP: 74.91% UR: 39.88% UF: 52.05% P: 74.82% R: 39.83% F: 51.98%
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+ 2024-05-27 13:33:23 INFO test: loss: nan - UP: 54.18% UR: 36.72% UF: 43.77% P: 51.65% R: 35.01% F: 41.73%
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+ 2024-05-27 13:33:50 INFO test: loss: nan - UP: 51.92% UR: 37.48% UF: 43.53% P: 49.66% R: 35.85% F: 41.64%
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+ 2024-05-27 13:33:56 INFO 0:00:13.489778s elapsed (saved)
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+ 2024-05-27 13:34:07 INFO lr: 4.9380e-05 - loss: 0.0008 - UP: 95.31% UR: 91.77% UF: 93.51% P: 95.31% R: 91.77% F: 93.51%
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+ 2024-05-27 13:34:10 INFO test: loss: nan - UP: 56.74% UR: 33.89% UF: 42.43% P: 54.23% R: 32.39% F: 40.56%
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+ 2024-05-27 13:34:10 INFO 0:00:13.273361s elapsed
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+ 2024-05-27 13:34:23 INFO 0:00:13.404551s elapsed
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+ 2024-05-27 13:34:37 INFO test: loss: nan - UP: 51.87% UR: 38.45% UF: 44.16% P: 49.67% R: 36.83% F: 42.30%
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+ 2024-05-27 13:34:37 INFO 0:00:13.536846s elapsed
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+ 2024-05-27 13:34:50 INFO test: loss: nan - UP: 52.19% UR: 36.28% UF: 42.80% P: 50.06% R: 34.80% F: 41.06%
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+ 2024-05-27 13:34:50 INFO 0:00:13.579468s elapsed
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+ 2024-05-27 13:35:01 INFO lr: 4.9340e-05 - loss: 0.0014 - UP: 95.65% UR: 92.94% UF: 94.28% P: 95.65% R: 92.94% F: 94.28%
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+ 2024-05-27 13:35:04 INFO test: loss: nan - UP: 52.87% UR: 37.16% UF: 43.65% P: 50.62% R: 35.58% F: 41.79%
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+ 2024-05-27 13:35:15 INFO lr: 4.9330e-05 - loss: 0.0008 - UP: 95.90% UR: 93.80% UF: 94.84% P: 95.90% R: 93.80% F: 94.83%
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+ 2024-05-27 13:35:16 INFO dev: loss: nan - UP: 61.03% UR: 41.99% UF: 49.75% P: 59.17% R: 40.70% F: 48.23%
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+ 2024-05-27 13:35:17 INFO test: loss: nan - UP: 50.65% UR: 36.87% UF: 42.68% P: 48.19% R: 35.07% F: 40.60%
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+ 2024-05-27 13:35:17 INFO 0:00:13.558773s elapsed
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+ 2024-05-27 13:35:31 INFO test: loss: nan - UP: 52.37% UR: 37.35% UF: 43.61% P: 50.24% R: 35.83% F: 41.83%
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+ 2024-05-27 13:35:31 INFO 0:00:13.571223s elapsed
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+ 2024-05-27 13:35:42 INFO lr: 4.9310e-05 - loss: 0.0011 - UP: 95.11% UR: 91.68% UF: 93.36% P: 95.10% R: 91.67% F: 93.36%
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+ 2024-05-27 13:35:43 INFO dev: loss: nan - UP: 57.25% UR: 43.76% UF: 49.60% P: 55.38% R: 42.34% F: 47.99%
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+ 2024-05-27 13:35:44 INFO test: loss: nan - UP: 49.27% UR: 37.74% UF: 42.74% P: 47.28% R: 36.21% F: 41.01%
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+ 2024-05-27 13:35:55 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 94.01% UR: 90.42% UF: 92.18% P: 93.99% R: 90.40% F: 92.16%
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+ 2024-05-27 13:35:56 INFO dev: loss: nan - UP: 57.88% UR: 43.68% UF: 49.79% P: 56.25% R: 42.45% F: 48.39%
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+ 2024-05-27 13:35:58 INFO test: loss: nan - UP: 47.67% UR: 36.95% UF: 41.63% P: 45.68% R: 35.41% F: 39.90%
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+ 2024-05-27 13:36:09 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 95.61% UR: 92.18% UF: 93.86% P: 95.60% R: 92.17% F: 93.85%
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+ 2024-05-27 13:36:10 INFO dev: loss: nan - UP: 57.95% UR: 43.65% UF: 49.80% P: 56.35% R: 42.45% F: 48.42%
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+ 2024-05-27 13:36:11 INFO test: loss: nan - UP: 48.44% UR: 36.97% UF: 41.94% P: 46.66% R: 35.62% F: 40.40%
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+ 2024-05-27 13:36:23 INFO dev: loss: nan - UP: 60.84% UR: 44.37% UF: 51.31% P: 59.00% R: 43.03% F: 49.76%
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+ 2024-05-27 13:36:25 INFO test: loss: nan - UP: 52.00% UR: 37.00% UF: 43.23% P: 50.01% R: 35.58% F: 41.58%
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+ 2024-05-27 13:36:43 INFO lr: 4.9270e-05 - loss: 0.0009 - UP: 94.71% UR: 91.51% UF: 93.08% P: 94.71% R: 91.51% F: 93.08%
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+ 2024-05-27 13:36:44 INFO dev: loss: nan - UP: 60.34% UR: 42.86% UF: 50.12% P: 58.26% R: 41.38% F: 48.39%
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+ 2024-05-27 13:36:45 INFO test: loss: nan - UP: 52.43% UR: 37.82% UF: 43.94% P: 50.38% R: 36.34% F: 42.22%
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+ 2024-05-27 13:36:56 INFO lr: 4.9260e-05 - loss: 0.0006 - UP: 96.36% UR: 93.43% UF: 94.87% P: 96.35% R: 93.42% F: 94.86%
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+ 2024-05-27 13:36:57 INFO dev: loss: nan - UP: 56.31% UR: 48.85% UF: 52.31% P: 54.41% R: 47.21% F: 50.56%
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+ 2024-05-27 13:36:59 INFO test: loss: nan - UP: 47.78% UR: 41.39% UF: 44.36% P: 45.85% R: 39.72% F: 42.57%
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+ 2024-05-27 13:37:06 INFO 0:00:13.347229s elapsed (saved)
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+ 2024-05-27 13:37:31 INFO dev: loss: nan - UP: 63.39% UR: 35.48% UF: 45.49% P: 61.44% R: 34.38% F: 44.09%
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+ 2024-05-27 13:37:33 INFO test: loss: nan - UP: 55.89% UR: 33.36% UF: 41.78% P: 53.38% R: 31.86% F: 39.90%
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+ 2024-05-27 13:37:44 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 95.89% UR: 93.40% UF: 94.63% P: 95.86% R: 93.37% F: 94.60%
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+ 2024-05-27 13:37:46 INFO test: loss: nan - UP: 41.79% UR: 43.06% UF: 42.41% P: 39.88% R: 41.09% F: 40.48%
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+ 2024-05-27 13:37:57 INFO lr: 4.9220e-05 - loss: 0.0018 - UP: 91.90% UR: 87.50% UF: 89.64% P: 91.83% R: 87.44% F: 89.58%
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+ 2024-05-27 13:37:59 INFO dev: loss: nan - UP: 58.80% UR: 42.12% UF: 49.08% P: 57.39% R: 41.11% F: 47.90%
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+ 2024-05-27 13:38:11 INFO lr: 4.9210e-05 - loss: 0.0056 - UP: 91.74% UR: 82.98% UF: 87.14% P: 91.71% R: 82.95% F: 87.11%
540
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+ 2024-05-27 13:38:25 INFO lr: 4.9200e-05 - loss: 0.0049 - UP: 76.11% UR: 42.75% UF: 54.75% P: 75.94% R: 42.66% F: 54.63%
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+ 2024-05-27 13:38:38 INFO lr: 4.9190e-05 - loss: 0.0018 - UP: 84.66% UR: 67.31% UF: 75.00% P: 84.56% R: 67.24% F: 74.91%
552
+ 2024-05-27 13:38:39 INFO dev: loss: nan - UP: 47.30% UR: 35.01% UF: 40.24% P: 45.38% R: 33.59% F: 38.60%
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+ 2024-05-27 13:38:41 INFO test: loss: nan - UP: 40.76% UR: 32.77% UF: 36.33% P: 38.16% R: 30.68% F: 34.01%
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+ 2024-05-27 13:38:52 INFO lr: 4.9180e-05 - loss: 0.0014 - UP: 86.13% UR: 73.89% UF: 79.54% P: 86.03% R: 73.81% F: 79.45%
558
+ 2024-05-27 13:38:53 INFO dev: loss: nan - UP: 64.69% UR: 30.42% UF: 41.38% P: 62.25% R: 29.27% F: 39.81%
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+ 2024-05-27 13:38:54 INFO test: loss: nan - UP: 54.53% UR: 26.85% UF: 35.99% P: 52.08% R: 25.65% F: 34.37%
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+ 2024-05-27 13:39:05 INFO lr: 4.9170e-05 - loss: 0.0003 - UP: 89.96% UR: 76.94% UF: 82.94% P: 89.67% R: 76.70% F: 82.68%
564
+ 2024-05-27 13:39:06 INFO dev: loss: nan - UP: 51.81% UR: 47.70% UF: 49.67% P: 50.12% R: 46.14% F: 48.05%
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+ 2024-05-27 13:39:08 INFO test: loss: nan - UP: 42.04% UR: 42.15% UF: 42.09% P: 39.87% R: 39.97% F: 39.92%
566
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+ 2024-05-27 13:39:19 INFO lr: 4.9160e-05 - loss: 0.0023 - UP: 91.57% UR: 83.86% UF: 87.55% P: 91.52% R: 83.81% F: 87.50%
570
+ 2024-05-27 13:39:20 INFO dev: loss: nan - UP: 57.86% UR: 40.29% UF: 47.50% P: 55.93% R: 38.95% F: 45.92%
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+ 2024-05-27 13:39:21 INFO test: loss: nan - UP: 48.37% UR: 34.19% UF: 40.06% P: 46.49% R: 32.85% F: 38.50%
572
+ 2024-05-27 13:39:21 INFO 0:00:13.545465s elapsed
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+ 2024-05-27 13:39:32 INFO lr: 4.9150e-05 - loss: 0.0042 - UP: 92.84% UR: 87.46% UF: 90.07% P: 92.78% R: 87.40% F: 90.01%
576
+ 2024-05-27 13:39:33 INFO dev: loss: nan - UP: 61.74% UR: 34.60% UF: 44.35% P: 59.74% R: 33.48% F: 42.91%
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+ 2024-05-27 13:39:35 INFO test: loss: nan - UP: 52.80% UR: 29.90% UF: 38.18% P: 50.90% R: 28.82% F: 36.80%
578
+ 2024-05-27 13:39:35 INFO 0:00:13.541238s elapsed
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+ 2024-05-27 13:39:46 INFO lr: 4.9140e-05 - loss: 0.0028 - UP: 91.20% UR: 80.90% UF: 85.74% P: 90.91% R: 80.64% F: 85.46%
582
+ 2024-05-27 13:39:47 INFO dev: loss: nan - UP: 50.13% UR: 41.93% UF: 45.67% P: 48.40% R: 40.48% F: 44.09%
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+ 2024-05-27 13:39:49 INFO test: loss: nan - UP: 41.55% UR: 35.47% UF: 38.27% P: 39.62% R: 33.83% F: 36.49%
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+ 2024-05-27 13:39:59 INFO lr: 4.9130e-05 - loss: 0.0010 - UP: 90.59% UR: 83.04% UF: 86.65% P: 90.53% R: 82.98% F: 86.59%
588
+ 2024-05-27 13:40:01 INFO dev: loss: nan - UP: 62.04% UR: 37.69% UF: 46.89% P: 60.42% R: 36.71% F: 45.67%
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+ 2024-05-27 13:40:02 INFO test: loss: nan - UP: 52.75% UR: 33.21% UF: 40.76% P: 50.81% R: 31.99% F: 39.26%
590
+ 2024-05-27 13:40:02 INFO 0:00:13.512437s elapsed
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+ 2024-05-27 13:40:13 INFO lr: 4.9120e-05 - loss: 0.0021 - UP: 94.73% UR: 89.02% UF: 91.79% P: 94.68% R: 88.98% F: 91.74%
594
+ 2024-05-27 13:40:14 INFO dev: loss: nan - UP: 57.54% UR: 38.81% UF: 46.36% P: 55.88% R: 37.69% F: 45.02%
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+ 2024-05-27 13:40:16 INFO test: loss: nan - UP: 49.74% UR: 34.38% UF: 40.65% P: 47.72% R: 32.98% F: 39.01%
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+ 2024-05-27 13:40:26 INFO lr: 4.9110e-05 - loss: 0.0015 - UP: 94.77% UR: 91.15% UF: 92.93% P: 94.77% R: 91.15% F: 92.93%
600
+ 2024-05-27 13:40:27 INFO dev: loss: nan - UP: 59.22% UR: 40.92% UF: 48.40% P: 57.44% R: 39.69% F: 46.94%
601
+ 2024-05-27 13:40:29 INFO test: loss: nan - UP: 50.67% UR: 36.51% UF: 42.44% P: 48.83% R: 35.18% F: 40.89%
602
+ 2024-05-27 13:40:29 INFO 0:00:13.499652s elapsed
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+ 2024-05-27 13:40:40 INFO lr: 4.9100e-05 - loss: 0.0011 - UP: 95.20% UR: 91.98% UF: 93.56% P: 95.19% R: 91.97% F: 93.55%
606
+ 2024-05-27 13:40:41 INFO dev: loss: nan - UP: 58.07% UR: 41.14% UF: 48.16% P: 56.45% R: 39.99% F: 46.81%
607
+ 2024-05-27 13:40:43 INFO test: loss: nan - UP: 50.39% UR: 36.43% UF: 42.29% P: 48.29% R: 34.90% F: 40.52%
608
+ 2024-05-27 13:40:43 INFO 0:00:13.506166s elapsed
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+ 2024-05-27 13:40:53 INFO lr: 4.9090e-05 - loss: 0.0033 - UP: 93.39% UR: 86.87% UF: 90.02% P: 93.37% R: 86.85% F: 89.99%
612
+ 2024-05-27 13:40:54 INFO dev: loss: nan - UP: 64.82% UR: 25.66% UF: 36.76% P: 63.10% R: 24.97% F: 35.78%
613
+ 2024-05-27 13:40:56 INFO test: loss: nan - UP: 60.28% UR: 25.21% UF: 35.55% P: 57.45% R: 24.02% F: 33.88%
614
+ 2024-05-27 13:40:56 INFO 0:00:13.479114s elapsed
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+ 2024-05-27 13:41:07 INFO lr: 4.9080e-05 - loss: 0.0069 - UP: 90.56% UR: 82.88% UF: 86.55% P: 90.21% R: 82.56% F: 86.22%
618
+ 2024-05-27 13:41:08 INFO dev: loss: nan - UP: 56.66% UR: 26.39% UF: 36.01% P: 54.26% R: 25.27% F: 34.48%
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+ 2024-05-27 13:41:10 INFO test: loss: nan - UP: 47.55% UR: 23.94% UF: 31.84% P: 44.78% R: 22.54% F: 29.99%
620
+ 2024-05-27 13:41:10 INFO 0:00:13.504026s elapsed
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+ 2024-05-27 13:41:10 INFO Epoch 93 / 5000:
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+ 2024-05-27 13:41:20 INFO lr: 4.9070e-05 - loss: 0.0016 - UP: 89.67% UR: 80.99% UF: 85.11% P: 89.53% R: 80.86% F: 84.98%
624
+ 2024-05-27 13:41:22 INFO dev: loss: nan - UP: 51.14% UR: 45.87% UF: 48.36% P: 48.76% R: 43.74% F: 46.11%
625
+ 2024-05-27 13:41:23 INFO test: loss: nan - UP: 43.19% UR: 40.06% UF: 41.57% P: 41.12% R: 38.14% F: 39.57%
626
+ 2024-05-27 13:41:23 INFO 0:00:13.583736s elapsed
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+ 2024-05-27 13:41:23 INFO Epoch 94 / 5000:
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+ 2024-05-27 13:41:34 INFO lr: 4.9060e-05 - loss: 0.0012 - UP: 93.44% UR: 88.55% UF: 90.93% P: 93.43% R: 88.53% F: 90.91%
630
+ 2024-05-27 13:41:35 INFO dev: loss: nan - UP: 54.52% UR: 42.37% UF: 47.68% P: 52.38% R: 40.70% F: 45.81%
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+ 2024-05-27 13:41:37 INFO test: loss: nan - UP: 47.97% UR: 36.19% UF: 41.26% P: 45.87% R: 34.61% F: 39.45%
632
+ 2024-05-27 13:41:37 INFO 0:00:13.537154s elapsed
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+ 2024-05-27 13:41:37 INFO Epoch 95 / 5000:
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+ 2024-05-27 13:41:47 INFO lr: 4.9050e-05 - loss: 0.0026 - UP: 94.24% UR: 90.19% UF: 92.17% P: 94.23% R: 90.18% F: 92.16%
636
+ 2024-05-27 13:41:49 INFO dev: loss: nan - UP: 55.91% UR: 37.53% UF: 44.91% P: 53.87% R: 36.16% F: 43.27%
637
+ 2024-05-27 13:41:50 INFO test: loss: nan - UP: 49.50% UR: 35.41% UF: 41.29% P: 47.22% R: 33.78% F: 39.39%
638
+ 2024-05-27 13:41:50 INFO 0:00:13.525190s elapsed
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+ 2024-05-27 13:41:50 INFO Epoch 96 / 5000:
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+ 2024-05-27 13:42:01 INFO lr: 4.9040e-05 - loss: 0.0006 - UP: 95.02% UR: 91.81% UF: 93.39% P: 95.00% R: 91.78% F: 93.36%
642
+ 2024-05-27 13:42:02 INFO dev: loss: nan - UP: 59.09% UR: 40.89% UF: 48.33% P: 56.84% R: 39.33% F: 46.49%
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+ 2024-05-27 13:42:04 INFO test: loss: nan - UP: 51.08% UR: 35.98% UF: 42.22% P: 48.80% R: 34.38% F: 40.34%
644
+ 2024-05-27 13:42:04 INFO 0:00:13.544925s elapsed
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+ 2024-05-27 13:42:14 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 96.10% UR: 92.93% UF: 94.49% P: 96.10% R: 92.93% F: 94.49%
648
+ 2024-05-27 13:42:16 INFO dev: loss: nan - UP: 57.52% UR: 41.44% UF: 48.17% P: 55.66% R: 40.10% F: 46.61%
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+ 2024-05-27 13:42:17 INFO test: loss: nan - UP: 50.91% UR: 36.07% UF: 42.22% P: 49.00% R: 34.71% F: 40.64%
650
+ 2024-05-27 13:42:17 INFO 0:00:13.528355s elapsed
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+ 2024-05-27 13:42:17 INFO Epoch 98 / 5000:
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+ 2024-05-27 13:42:28 INFO lr: 4.9020e-05 - loss: 0.0006 - UP: 95.85% UR: 93.01% UF: 94.41% P: 95.84% R: 92.99% F: 94.39%
654
+ 2024-05-27 13:42:29 INFO dev: loss: nan - UP: 57.73% UR: 40.56% UF: 47.65% P: 55.98% R: 39.33% F: 46.20%
655
+ 2024-05-27 13:42:31 INFO test: loss: nan - UP: 51.22% UR: 35.16% UF: 41.69% P: 49.22% R: 33.78% F: 40.07%
656
+ 2024-05-27 13:42:31 INFO 0:00:13.538878s elapsed
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+ 2024-05-27 13:42:31 INFO Epoch 99 / 5000:
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+ 2024-05-27 13:42:42 INFO lr: 4.9010e-05 - loss: 0.0007 - UP: 96.20% UR: 94.11% UF: 95.14% P: 96.20% R: 94.11% F: 95.14%
660
+ 2024-05-27 13:42:43 INFO dev: loss: nan - UP: 60.59% UR: 36.30% UF: 45.40% P: 58.54% R: 35.07% F: 43.86%
661
+ 2024-05-27 13:42:44 INFO test: loss: nan - UP: 53.33% UR: 32.11% UF: 40.09% P: 50.84% R: 30.61% F: 38.22%
662
+ 2024-05-27 13:42:44 INFO 0:00:13.512563s elapsed
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+ 2024-05-27 13:42:44 INFO Epoch 100 / 5000:
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+ 2024-05-27 13:42:55 INFO lr: 4.9000e-05 - loss: 0.0002 - UP: 96.49% UR: 94.34% UF: 95.40% P: 96.48% R: 94.33% F: 95.39%
666
+ 2024-05-27 13:42:56 INFO dev: loss: nan - UP: 64.52% UR: 33.18% UF: 43.82% P: 62.29% R: 32.03% F: 42.30%
667
+ 2024-05-27 13:42:58 INFO test: loss: nan - UP: 57.22% UR: 30.32% UF: 39.64% P: 54.74% R: 29.01% F: 37.92%
668
+ 2024-05-27 13:42:58 INFO 0:00:13.529424s elapsed
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+ 2024-05-27 13:43:09 INFO lr: 4.8990e-05 - loss: 0.0003 - UP: 96.78% UR: 94.97% UF: 95.87% P: 96.78% R: 94.97% F: 95.87%
672
+ 2024-05-27 13:43:10 INFO dev: loss: nan - UP: 64.03% UR: 31.26% UF: 42.01% P: 61.74% R: 30.14% F: 40.51%
673
+ 2024-05-27 13:43:11 INFO test: loss: nan - UP: 57.04% UR: 29.35% UF: 38.76% P: 54.09% R: 27.83% F: 36.75%
674
+ 2024-05-27 13:43:11 INFO 0:00:13.509361s elapsed
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+ 2024-05-27 13:43:22 INFO lr: 4.8980e-05 - loss: 0.0004 - UP: 96.05% UR: 91.81% UF: 93.88% P: 96.05% R: 91.81% F: 93.88%
678
+ 2024-05-27 13:43:23 INFO dev: loss: nan - UP: 59.12% UR: 41.49% UF: 48.76% P: 57.09% R: 40.07% F: 47.09%
679
+ 2024-05-27 13:43:25 INFO test: loss: nan - UP: 53.55% UR: 35.52% UF: 42.71% P: 51.04% R: 33.85% F: 40.70%
680
+ 2024-05-27 13:43:25 INFO 0:00:13.498377s elapsed
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+ 2024-05-27 13:43:25 INFO Epoch 103 / 5000:
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+ 2024-05-27 13:43:36 INFO lr: 4.8970e-05 - loss: 0.0012 - UP: 96.58% UR: 94.01% UF: 95.28% P: 96.58% R: 94.01% F: 95.28%
684
+ 2024-05-27 13:43:37 INFO dev: loss: nan - UP: 58.56% UR: 39.66% UF: 47.29% P: 55.98% R: 37.91% F: 45.21%
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+ 2024-05-27 13:43:38 INFO test: loss: nan - UP: 53.57% UR: 33.93% UF: 41.55% P: 50.93% R: 32.26% F: 39.50%
686
+ 2024-05-27 13:43:38 INFO 0:00:13.505265s elapsed
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+ 2024-05-27 13:43:38 INFO Epoch 104 / 5000:
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+ 2024-05-27 13:43:49 INFO lr: 4.8960e-05 - loss: 0.0005 - UP: 97.26% UR: 94.91% UF: 96.07% P: 97.26% R: 94.91% F: 96.07%
690
+ 2024-05-27 13:43:50 INFO dev: loss: nan - UP: 57.01% UR: 42.72% UF: 48.84% P: 54.96% R: 41.19% F: 47.09%
691
+ 2024-05-27 13:43:52 INFO test: loss: nan - UP: 50.38% UR: 36.07% UF: 42.04% P: 47.99% R: 34.35% F: 40.04%
692
+ 2024-05-27 13:43:52 INFO 0:00:13.528847s elapsed
693
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+ 2024-05-27 13:44:02 INFO Epoch 74 saved
695
+ 2024-05-27 13:44:02 INFO dev: UP: 56.31% UR: 48.85% UF: 52.31% P: 54.41% R: 47.21% F: 50.56%
696
+ 2024-05-27 13:44:02 INFO test: UP: 47.78% UR: 41.39% UF: 44.36% P: 45.85% R: 39.72% F: 42.57%
697
+ 2024-05-27 13:44:02 INFO 0:23:22.855554s elapsed, 0:00:13.488996s/epoch