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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_roberta_6.train.log +426 -0
  4. models/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_xlm_6.train.log +462 -0
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+ 2024-08-12 06:36:43 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/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_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/multibooked_ca/head_final/sdp_byKNNMeani6_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani6_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | PlanTL-GOB-ES/roberta-base-ca
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 06:36:43 INFO Building the fields
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+ 2024-08-12 06:36:43 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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+ 2024-08-12 06:36:43 INFO Building the model
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+ 2024-08-12 06:36:45 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 06:36:45 INFO Loading the data
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+ 2024-08-12 06:36:45 INFO
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+ train: Dataset(n_sentences=116, n_batches=23, n_buckets=23)
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+ dev: Dataset(n_sentences=15, n_batches=11, n_buckets=11)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 06:36:45 INFO Epoch 1 / 5000:
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+ 2024-08-12 06:36:47 INFO lr: 4.9990e-05 - loss: 0.0782 - UP: 11.96% UR: 6.78% UF: 8.65% P: 2.87% R: 1.63% F: 2.08%
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+ 2024-08-12 06:36:47 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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+ 2024-08-12 06:36:47 INFO test: loss: 0.1819 - UP: 6.00% UR: 0.13% UF: 0.25% P: 6.00% R: 0.13% F: 0.25%
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+ 2024-08-12 06:36:47 INFO 0:00:02.255536s elapsed
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+
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+ 2024-08-12 06:36:47 INFO Epoch 2 / 5000:
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+ 2024-08-12 06:36:49 INFO lr: 4.9980e-05 - loss: 0.1029 - UP: 62.60% UR: 11.11% UF: 18.87% P: 57.25% R: 10.16% F: 17.26%
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+ 2024-08-12 06:36:49 INFO dev: loss: nan - UP: 100.00% UR: 12.31% UF: 21.92% P: 100.00% R: 12.31% F: 21.92%
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+ 2024-08-12 06:36:49 INFO test: loss: 0.1518 - UP: 84.66% UR: 6.24% UF: 11.63% P: 71.59% R: 5.28% F: 9.83%
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+ 2024-08-12 06:36:51 INFO 0:00:01.716516s elapsed (saved)
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+
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+ 2024-08-12 06:36:51 INFO Epoch 3 / 5000:
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+ 2024-08-12 06:36:52 INFO lr: 4.9970e-05 - loss: 0.0188 - UP: 79.08% UR: 25.61% UF: 38.69% P: 72.38% R: 23.44% F: 35.41%
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+ 2024-08-12 06:36:52 INFO dev: loss: nan - UP: 75.68% UR: 43.08% UF: 54.90% P: 62.16% R: 35.38% F: 45.10%
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+ 2024-08-12 06:36:53 INFO test: loss: 0.1419 - UP: 46.95% UR: 27.73% UF: 34.87% P: 39.72% R: 23.46% F: 29.50%
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+ 2024-08-12 06:36:56 INFO 0:00:01.651929s elapsed (saved)
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+ 2024-08-12 06:36:56 INFO Epoch 4 / 5000:
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+ 2024-08-12 06:36:57 INFO lr: 4.9960e-05 - loss: 0.0931 - UP: 68.91% UR: 47.15% UF: 55.99% P: 64.75% R: 44.31% F: 52.61%
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+ 2024-08-12 06:36:57 INFO dev: loss: nan - UP: 72.97% UR: 41.54% UF: 52.94% P: 64.86% R: 36.92% F: 47.06%
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+ 2024-08-12 06:36:57 INFO test: loss: 0.1378 - UP: 63.03% UR: 24.93% UF: 35.73% P: 58.69% R: 23.21% F: 33.26%
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+ 2024-08-12 06:37:01 INFO 0:00:01.665254s elapsed (saved)
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+
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+ 2024-08-12 06:37:01 INFO Epoch 5 / 5000:
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+ 2024-08-12 06:37:02 INFO lr: 4.9950e-05 - loss: 0.0887 - UP: 82.04% UR: 55.69% UF: 66.34% P: 80.24% R: 54.47% F: 64.89%
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+ 2024-08-12 06:37:02 INFO dev: loss: nan - UP: 85.71% UR: 36.92% UF: 51.61% P: 75.00% R: 32.31% F: 45.16%
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+ 2024-08-12 06:37:02 INFO test: loss: 0.1294 - UP: 75.04% UR: 21.41% UF: 33.31% P: 70.34% R: 20.07% F: 31.23%
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+ 2024-08-12 06:37:02 INFO 0:00:01.698473s elapsed
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+
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+ 2024-08-12 06:37:02 INFO Epoch 6 / 5000:
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+ 2024-08-12 06:37:03 INFO lr: 4.9940e-05 - loss: 0.0226 - UP: 85.74% UR: 63.55% UF: 73.00% P: 84.83% R: 62.87% F: 72.22%
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+ 2024-08-12 06:37:04 INFO dev: loss: nan - UP: 95.83% UR: 35.38% UF: 51.69% P: 95.83% R: 35.38% F: 51.69%
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+ 2024-08-12 06:37:04 INFO test: loss: 0.1346 - UP: 61.61% UR: 24.68% UF: 35.24% P: 58.16% R: 23.29% F: 33.26%
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+ 2024-08-12 06:37:08 INFO 0:00:01.617663s elapsed (saved)
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+
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+ 2024-08-12 06:37:08 INFO Epoch 7 / 5000:
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+ 2024-08-12 06:37:09 INFO lr: 4.9930e-05 - loss: 0.0331 - UP: 82.65% UR: 71.00% UF: 76.38% P: 82.33% R: 70.73% F: 76.09%
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+ 2024-08-12 06:37:09 INFO dev: loss: nan - UP: 80.00% UR: 43.08% UF: 56.00% P: 71.43% R: 38.46% F: 50.00%
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+ 2024-08-12 06:37:09 INFO test: loss: 0.1349 - UP: 64.76% UR: 30.33% UF: 41.31% P: 61.09% R: 28.61% F: 38.97%
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+ 2024-08-12 06:37:09 INFO 0:00:01.686910s elapsed
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+
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+ 2024-08-12 06:37:09 INFO Epoch 8 / 5000:
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+ 2024-08-12 06:37:10 INFO lr: 4.9920e-05 - loss: 0.0197 - UP: 91.84% UR: 71.68% UF: 80.52% P: 91.84% R: 71.68% F: 80.52%
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+ 2024-08-12 06:37:11 INFO dev: loss: nan - UP: 84.85% UR: 43.08% UF: 57.14% P: 75.76% R: 38.46% F: 51.02%
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+ 2024-08-12 06:37:11 INFO test: loss: 0.1421 - UP: 58.18% UR: 28.74% UF: 38.47% P: 54.88% R: 27.11% F: 36.29%
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+ 2024-08-12 06:37:11 INFO 0:00:01.645568s elapsed
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+
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+ 2024-08-12 06:37:11 INFO Epoch 9 / 5000:
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+ 2024-08-12 06:37:12 INFO lr: 4.9910e-05 - loss: 0.0318 - UP: 88.77% UR: 77.10% UF: 82.52% P: 88.77% R: 77.10% F: 82.52%
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+ 2024-08-12 06:37:12 INFO dev: loss: nan - UP: 68.09% UR: 49.23% UF: 57.14% P: 61.70% R: 44.62% F: 51.79%
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+ 2024-08-12 06:37:13 INFO test: loss: 0.1531 - UP: 50.71% UR: 33.05% UF: 40.02% P: 48.14% R: 31.38% F: 37.99%
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+ 2024-08-12 06:37:16 INFO 0:00:01.586939s elapsed (saved)
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+
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+ 2024-08-12 06:37:16 INFO Epoch 10 / 5000:
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+ 2024-08-12 06:37:17 INFO lr: 4.9900e-05 - loss: 0.0924 - UP: 90.02% UR: 79.40% UF: 84.38% P: 90.02% R: 79.40% F: 84.38%
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+ 2024-08-12 06:37:17 INFO dev: loss: nan - UP: 66.67% UR: 49.23% UF: 56.64% P: 60.42% R: 44.62% F: 51.33%
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+ 2024-08-12 06:37:17 INFO test: loss: 0.1416 - UP: 58.27% UR: 34.23% UF: 43.12% P: 53.85% R: 31.63% F: 39.85%
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+ 2024-08-12 06:37:17 INFO 0:00:01.689001s elapsed
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+
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+ 2024-08-12 06:37:17 INFO Epoch 11 / 5000:
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+ 2024-08-12 06:37:18 INFO lr: 4.9890e-05 - loss: 0.0270 - UP: 89.42% UR: 81.30% UF: 85.17% P: 89.42% R: 81.30% F: 85.17%
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+ 2024-08-12 06:37:19 INFO dev: loss: nan - UP: 81.08% UR: 46.15% UF: 58.82% P: 72.97% R: 41.54% F: 52.94%
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+ 2024-08-12 06:37:19 INFO test: loss: 0.1537 - UP: 67.02% UR: 32.01% UF: 43.32% P: 62.46% R: 29.83% F: 40.37%
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+ 2024-08-12 06:37:22 INFO 0:00:01.668788s elapsed (saved)
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+
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+ 2024-08-12 06:37:22 INFO Epoch 12 / 5000:
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+ 2024-08-12 06:37:23 INFO lr: 4.9880e-05 - loss: 0.0328 - UP: 90.81% UR: 81.71% UF: 86.02% P: 90.81% R: 81.71% F: 86.02%
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+ 2024-08-12 06:37:23 INFO dev: loss: nan - UP: 69.57% UR: 49.23% UF: 57.66% P: 63.04% R: 44.62% F: 52.25%
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+ 2024-08-12 06:37:24 INFO test: loss: 0.1487 - UP: 59.18% UR: 33.77% UF: 43.00% P: 55.29% R: 31.55% F: 40.17%
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+ 2024-08-12 06:37:24 INFO 0:00:01.633172s elapsed
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+
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+ 2024-08-12 06:37:24 INFO Epoch 13 / 5000:
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+ 2024-08-12 06:37:25 INFO lr: 4.9870e-05 - loss: 0.0035 - UP: 92.43% UR: 86.04% UF: 89.12% P: 92.43% R: 86.04% F: 89.12%
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+ 2024-08-12 06:37:25 INFO dev: loss: nan - UP: 63.46% UR: 50.77% UF: 56.41% P: 57.69% R: 46.15% F: 51.28%
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+ 2024-08-12 06:37:25 INFO test: loss: 0.1566 - UP: 52.84% UR: 40.93% UF: 46.13% P: 49.16% R: 38.08% F: 42.92%
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+ 2024-08-12 06:37:25 INFO 0:00:01.667060s elapsed
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+ 2024-08-12 06:37:25 INFO Epoch 14 / 5000:
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+ 2024-08-12 06:37:27 INFO lr: 4.9860e-05 - loss: 0.0012 - UP: 95.47% UR: 88.48% UF: 91.84% P: 95.47% R: 88.48% F: 91.84%
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+ 2024-08-12 06:37:27 INFO dev: loss: nan - UP: 46.67% UR: 53.85% UF: 50.00% P: 42.67% R: 49.23% F: 45.71%
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+ 2024-08-12 06:37:27 INFO test: loss: 0.1705 - UP: 52.50% UR: 40.43% UF: 45.68% P: 48.04% R: 36.99% F: 41.80%
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+ 2024-08-12 06:37:27 INFO 0:00:01.714795s elapsed
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+
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+ 2024-08-12 06:37:28 INFO lr: 4.9850e-05 - loss: 0.0301 - UP: 92.77% UR: 88.62% UF: 90.64% P: 92.62% R: 88.48% F: 90.51%
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+ 2024-08-12 06:37:29 INFO dev: loss: nan - UP: 71.74% UR: 50.77% UF: 59.46% P: 65.22% R: 46.15% F: 54.05%
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+ 2024-08-12 06:37:29 INFO test: loss: 0.1683 - UP: 57.96% UR: 34.02% UF: 42.87% P: 54.46% R: 31.96% F: 40.29%
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+ 2024-08-12 06:37:32 INFO 0:00:01.792082s elapsed (saved)
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+ 2024-08-12 06:37:32 INFO Epoch 16 / 5000:
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+ 2024-08-12 06:37:33 INFO lr: 4.9840e-05 - loss: 0.0203 - UP: 96.37% UR: 86.45% UF: 91.14% P: 96.37% R: 86.45% F: 91.14%
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+ 2024-08-12 06:37:34 INFO dev: loss: nan - UP: 65.31% UR: 49.23% UF: 56.14% P: 59.18% R: 44.62% F: 50.88%
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+ 2024-08-12 06:37:34 INFO test: loss: 0.1669 - UP: 59.97% UR: 34.52% UF: 43.82% P: 56.11% R: 32.30% F: 41.00%
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+ 2024-08-12 06:37:34 INFO 0:00:01.865168s elapsed
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+ 2024-08-12 06:37:34 INFO Epoch 17 / 5000:
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+ 2024-08-12 06:37:35 INFO lr: 4.9830e-05 - loss: 0.0010 - UP: 93.86% UR: 93.22% UF: 93.54% P: 93.86% R: 93.22% F: 93.54%
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+ 2024-08-12 06:37:35 INFO dev: loss: nan - UP: 69.39% UR: 52.31% UF: 59.65% P: 63.27% R: 47.69% F: 54.39%
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+ 2024-08-12 06:37:36 INFO test: loss: 0.1692 - UP: 64.37% UR: 33.98% UF: 44.47% P: 59.29% R: 31.29% F: 40.97%
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+ 2024-08-12 06:37:39 INFO 0:00:01.687516s elapsed (saved)
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+ 2024-08-12 06:37:39 INFO Epoch 18 / 5000:
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+ 2024-08-12 06:37:41 INFO lr: 4.9820e-05 - loss: 0.0282 - UP: 98.14% UR: 93.09% UF: 95.55% P: 98.14% R: 93.09% F: 95.55%
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+ 2024-08-12 06:37:41 INFO dev: loss: nan - UP: 62.75% UR: 49.23% UF: 55.17% P: 56.86% R: 44.62% F: 50.00%
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+ 2024-08-12 06:37:41 INFO test: loss: 0.1932 - UP: 57.83% UR: 40.68% UF: 47.76% P: 52.53% R: 36.95% F: 43.38%
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+ 2024-08-12 06:37:41 INFO 0:00:01.695230s elapsed
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+ 2024-08-12 06:37:41 INFO Epoch 19 / 5000:
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+ 2024-08-12 06:37:42 INFO lr: 4.9810e-05 - loss: 0.0011 - UP: 97.57% UR: 92.41% UF: 94.92% P: 97.57% R: 92.41% F: 94.92%
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+ 2024-08-12 06:37:42 INFO dev: loss: nan - UP: 70.21% UR: 50.77% UF: 58.93% P: 63.83% R: 46.15% F: 53.57%
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+ 2024-08-12 06:37:43 INFO test: loss: 0.1840 - UP: 67.64% UR: 30.92% UF: 42.44% P: 62.79% R: 28.70% F: 39.39%
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+ 2024-08-12 06:37:43 INFO 0:00:01.828903s elapsed
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+ 2024-08-12 06:37:43 INFO Epoch 20 / 5000:
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+ 2024-08-12 06:37:44 INFO lr: 4.9800e-05 - loss: 0.0062 - UP: 96.43% UR: 95.12% UF: 95.77% P: 96.43% R: 95.12% F: 95.77%
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+ 2024-08-12 06:37:44 INFO dev: loss: nan - UP: 71.11% UR: 49.23% UF: 58.18% P: 64.44% R: 44.62% F: 52.73%
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+ 2024-08-12 06:37:45 INFO test: loss: 0.1716 - UP: 62.12% UR: 38.12% UF: 47.25% P: 57.41% R: 35.23% F: 43.67%
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+ 2024-08-12 06:37:45 INFO 0:00:01.801739s elapsed
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+ 2024-08-12 06:37:50 INFO test: loss: 0.2006 - UP: 64.10% UR: 37.33% UF: 47.18% P: 59.28% R: 34.52% F: 43.63%
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+ 2024-08-12 06:37:51 INFO test: loss: 0.2000 - UP: 60.11% UR: 39.46% UF: 47.65% P: 55.52% R: 36.45% F: 44.01%
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+ 2024-08-12 06:37:53 INFO test: loss: 0.2153 - UP: 53.91% UR: 43.28% UF: 48.01% P: 49.48% R: 39.72% F: 44.06%
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+ 2024-08-12 06:37:54 INFO lr: 4.9740e-05 - loss: 0.0003 - UP: 99.18% UR: 98.51% UF: 98.84% P: 99.18% R: 98.51% F: 98.84%
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+ 2024-08-12 06:37:54 INFO dev: loss: nan - UP: 66.00% UR: 50.77% UF: 57.39% P: 60.00% R: 46.15% F: 52.17%
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+ 2024-08-12 06:37:55 INFO test: loss: 0.2078 - UP: 59.14% UR: 39.59% UF: 47.43% P: 55.01% R: 36.82% F: 44.12%
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+ 2024-08-12 06:37:56 INFO dev: loss: nan - UP: 68.75% UR: 50.77% UF: 58.41% P: 62.50% R: 46.15% F: 53.10%
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+ 2024-08-12 06:37:56 INFO test: loss: 0.2034 - UP: 59.05% UR: 37.33% UF: 45.74% P: 54.61% R: 34.52% F: 42.30%
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+ 2024-08-12 06:37:58 INFO dev: loss: nan - UP: 69.57% UR: 49.23% UF: 57.66% P: 63.04% R: 44.62% F: 52.25%
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+ 2024-08-12 06:37:58 INFO test: loss: 0.2140 - UP: 55.08% UR: 42.94% UF: 48.26% P: 50.51% R: 39.38% F: 44.26%
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+ 2024-08-12 06:37:59 INFO lr: 4.9710e-05 - loss: 0.0016 - UP: 98.78% UR: 98.92% UF: 98.85% P: 98.78% R: 98.92% F: 98.85%
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+ 2024-08-12 06:37:59 INFO dev: loss: nan - UP: 78.57% UR: 50.77% UF: 61.68% P: 71.43% R: 46.15% F: 56.07%
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+ 2024-08-12 06:38:00 INFO test: loss: 0.2164 - UP: 63.25% UR: 36.20% UF: 46.04% P: 58.86% R: 33.68% F: 42.85%
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+ 2024-08-12 06:38:03 INFO 0:00:01.632062s elapsed (saved)
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+ 2024-08-12 06:38:04 INFO lr: 4.9700e-05 - loss: 0.0002 - UP: 99.45% UR: 98.64% UF: 99.05% P: 99.45% R: 98.64% F: 99.05%
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+ 2024-08-12 06:38:04 INFO dev: loss: nan - UP: 70.21% UR: 50.77% UF: 58.93% P: 63.83% R: 46.15% F: 53.57%
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+ 2024-08-12 06:38:04 INFO test: loss: 0.2229 - UP: 58.51% UR: 39.88% UF: 47.43% P: 54.15% R: 36.91% F: 43.90%
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+ 2024-08-12 06:38:06 INFO dev: loss: nan - UP: 62.26% UR: 50.77% UF: 55.93% P: 56.60% R: 46.15% F: 50.85%
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+ 2024-08-12 06:38:06 INFO test: loss: 0.2307 - UP: 57.65% UR: 40.43% UF: 47.53% P: 53.41% R: 37.45% F: 44.03%
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+ 2024-08-12 06:38:07 INFO lr: 4.9680e-05 - loss: 0.0011 - UP: 98.62% UR: 97.02% UF: 97.81% P: 98.62% R: 97.02% F: 97.81%
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+ 2024-08-12 06:38:08 INFO dev: loss: nan - UP: 71.74% UR: 50.77% UF: 59.46% P: 65.22% R: 46.15% F: 54.05%
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+ 2024-08-12 06:38:08 INFO test: loss: 0.1954 - UP: 57.82% UR: 37.79% UF: 45.71% P: 53.53% R: 34.98% F: 42.31%
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+ 2024-08-12 06:38:09 INFO dev: loss: nan - UP: 68.09% UR: 49.23% UF: 57.14% P: 61.70% R: 44.62% F: 51.79%
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+ 2024-08-12 06:38:10 INFO test: loss: 0.2052 - UP: 64.49% UR: 31.04% UF: 41.91% P: 60.92% R: 29.33% F: 39.59%
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+ 2024-08-12 06:38:11 INFO lr: 4.9660e-05 - loss: 0.0136 - UP: 97.27% UR: 96.48% UF: 96.87% P: 97.27% R: 96.48% F: 96.87%
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+ 2024-08-12 06:38:11 INFO dev: loss: nan - UP: 61.82% UR: 52.31% UF: 56.67% P: 56.36% R: 47.69% F: 51.67%
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+ 2024-08-12 06:38:11 INFO test: loss: 0.2080 - UP: 59.53% UR: 39.25% UF: 47.31% P: 54.76% R: 36.11% F: 43.52%
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+ 2024-08-12 06:38:13 INFO test: loss: 0.1857 - UP: 61.26% UR: 38.29% UF: 47.13% P: 56.64% R: 35.40% F: 43.57%
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+ 2024-08-12 06:38:14 INFO lr: 4.9640e-05 - loss: 0.0031 - UP: 97.17% UR: 97.56% UF: 97.36% P: 97.17% R: 97.56% F: 97.36%
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+ 2024-08-12 06:38:14 INFO dev: loss: nan - UP: 50.00% UR: 52.31% UF: 51.13% P: 45.59% R: 47.69% F: 46.62%
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+ 2024-08-12 06:38:15 INFO test: loss: 0.2160 - UP: 53.83% UR: 41.52% UF: 46.88% P: 48.23% R: 37.20% F: 42.01%
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+ 2024-08-12 06:38:15 INFO 0:00:01.739101s elapsed
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+ 2024-08-12 06:38:16 INFO lr: 4.9630e-05 - loss: 0.0210 - UP: 96.69% UR: 94.85% UF: 95.76% P: 96.27% R: 94.44% F: 95.35%
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+ 2024-08-12 06:38:16 INFO dev: loss: nan - UP: 53.73% UR: 55.38% UF: 54.55% P: 49.25% R: 50.77% F: 50.00%
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+ 2024-08-12 06:38:16 INFO test: loss: 0.2190 - UP: 46.66% UR: 45.92% UF: 46.28% P: 41.63% R: 40.97% F: 41.30%
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+ 2024-08-12 06:38:16 INFO 0:00:01.736823s elapsed
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+ 2024-08-12 06:38:18 INFO lr: 4.9620e-05 - loss: 0.0051 - UP: 96.65% UR: 93.77% UF: 95.19% P: 96.23% R: 93.36% F: 94.77%
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+ 2024-08-12 06:38:18 INFO dev: loss: nan - UP: 50.00% UR: 53.85% UF: 51.85% P: 45.71% R: 49.23% F: 47.41%
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+ 2024-08-12 06:38:18 INFO test: loss: 0.2341 - UP: 48.00% UR: 42.27% UF: 44.95% P: 43.01% R: 37.87% F: 40.28%
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+ 2024-08-12 06:38:19 INFO lr: 4.9610e-05 - loss: 0.0148 - UP: 94.42% UR: 91.73% UF: 93.06% P: 94.42% R: 91.73% F: 93.06%
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+ 2024-08-12 06:38:19 INFO dev: loss: nan - UP: 51.67% UR: 47.69% UF: 49.60% P: 46.67% R: 43.08% F: 44.80%
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+ 2024-08-12 06:38:20 INFO 0:00:01.710026s elapsed
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+ 2024-08-12 06:38:21 INFO lr: 4.9600e-05 - loss: 0.0005 - UP: 95.57% UR: 90.65% UF: 93.05% P: 95.14% R: 90.24% F: 92.63%
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+ 2024-08-12 06:38:21 INFO dev: loss: nan - UP: 62.00% UR: 47.69% UF: 53.91% P: 56.00% R: 43.08% F: 48.70%
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+ 2024-08-12 06:38:21 INFO test: loss: 0.1717 - UP: 52.44% UR: 40.97% UF: 46.00% P: 47.18% R: 36.87% F: 41.39%
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+ 2024-08-12 06:38:23 INFO lr: 4.9590e-05 - loss: 0.0095 - UP: 97.48% UR: 94.31% UF: 95.87% P: 97.48% R: 94.31% F: 95.87%
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+ 2024-08-12 06:38:23 INFO dev: loss: nan - UP: 70.45% UR: 47.69% UF: 56.88% P: 63.64% R: 43.08% F: 51.38%
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+ 2024-08-12 06:38:23 INFO test: loss: 0.2025 - UP: 48.71% UR: 42.73% UF: 45.53% P: 43.60% R: 38.25% F: 40.75%
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+ 2024-08-12 06:38:24 INFO lr: 4.9580e-05 - loss: 0.0003 - UP: 94.62% UR: 95.26% UF: 94.94% P: 94.62% R: 95.26% F: 94.94%
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+ 2024-08-12 06:38:24 INFO dev: loss: nan - UP: 73.17% UR: 46.15% UF: 56.60% P: 65.85% R: 41.54% F: 50.94%
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+ 2024-08-12 06:38:25 INFO test: loss: 0.1918 - UP: 70.20% UR: 31.59% UF: 43.57% P: 65.18% R: 29.33% F: 40.45%
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+ 2024-08-12 06:38:26 INFO lr: 4.9570e-05 - loss: 0.0096 - UP: 97.51% UR: 95.39% UF: 96.44% P: 97.51% R: 95.39% F: 96.44%
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+ 2024-08-12 06:38:26 INFO test: loss: 0.2153 - UP: 52.98% UR: 42.44% UF: 47.13% P: 46.91% R: 37.58% F: 41.73%
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+ 2024-08-12 06:38:28 INFO lr: 4.9560e-05 - loss: 0.0040 - UP: 98.90% UR: 97.83% UF: 98.37% P: 98.90% R: 97.83% F: 98.37%
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+ 2024-08-12 06:38:28 INFO dev: loss: nan - UP: 58.33% UR: 53.85% UF: 56.00% P: 50.00% R: 46.15% F: 48.00%
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+ 2024-08-12 06:38:28 INFO test: loss: 0.2410 - UP: 45.60% UR: 45.16% UF: 45.38% P: 40.82% R: 40.43% F: 40.62%
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+ 2024-08-12 06:38:29 INFO lr: 4.9550e-05 - loss: 0.0091 - UP: 97.43% UR: 97.43% UF: 97.43% P: 97.43% R: 97.43% F: 97.43%
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+ 2024-08-12 06:38:30 INFO dev: loss: nan - UP: 62.75% UR: 49.23% UF: 55.17% P: 56.86% R: 44.62% F: 50.00%
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+ 2024-08-12 06:38:30 INFO test: loss: 0.2069 - UP: 66.92% UR: 33.05% UF: 44.25% P: 61.07% R: 30.16% F: 40.38%
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+ 2024-08-12 06:38:31 INFO dev: loss: nan - UP: 53.12% UR: 52.31% UF: 52.71% P: 45.31% R: 44.62% F: 44.96%
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+ 2024-08-12 06:38:32 INFO test: loss: 0.2282 - UP: 49.81% UR: 43.99% UF: 46.72% P: 44.31% R: 39.13% F: 41.56%
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+ 2024-08-12 06:38:33 INFO lr: 4.9530e-05 - loss: 0.0151 - UP: 97.67% UR: 96.48% UF: 97.07% P: 97.67% R: 96.48% F: 97.07%
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+ 2024-08-12 06:38:33 INFO test: loss: 0.2202 - UP: 62.59% UR: 34.56% UF: 44.53% P: 57.81% R: 31.92% F: 41.13%
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+ 2024-08-12 06:38:35 INFO lr: 4.9520e-05 - loss: 0.0033 - UP: 99.73% UR: 98.78% UF: 99.25% P: 99.59% R: 98.64% F: 99.12%
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+ 2024-08-12 06:38:35 INFO test: loss: 0.2240 - UP: 56.87% UR: 44.41% UF: 49.87% P: 51.13% R: 39.92% F: 44.84%
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+ 2024-08-12 06:38:37 INFO test: loss: 0.2400 - UP: 60.45% UR: 40.47% UF: 48.48% P: 54.82% R: 36.70% F: 43.96%
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+ 2024-08-12 06:38:38 INFO test: loss: 0.2722 - UP: 60.27% UR: 41.43% UF: 49.11% P: 52.29% R: 35.94% F: 42.60%
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+ 2024-08-12 06:38:40 INFO test: loss: 0.2144 - UP: 59.04% UR: 39.67% UF: 47.46% P: 52.81% R: 35.48% F: 42.45%
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+ 2024-08-12 06:38:41 INFO lr: 4.9480e-05 - loss: 0.0086 - UP: 98.77% UR: 98.10% UF: 98.44% P: 98.36% R: 97.70% F: 98.03%
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+ 2024-08-12 06:38:43 INFO lr: 4.9470e-05 - loss: 0.0044 - UP: 99.86% UR: 98.64% UF: 99.25% P: 99.73% R: 98.51% F: 99.11%
383
+ 2024-08-12 06:38:43 INFO dev: loss: nan - UP: 56.06% UR: 56.92% UF: 56.49% P: 50.00% R: 50.77% F: 50.38%
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+ 2024-08-12 06:38:43 INFO test: loss: 0.1994 - UP: 54.14% UR: 44.41% UF: 48.79% P: 48.52% R: 39.80% F: 43.73%
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+ 2024-08-12 06:38:44 INFO lr: 4.9460e-05 - loss: 0.0237 - UP: 98.48% UR: 96.61% UF: 97.54% P: 98.20% R: 96.34% F: 97.26%
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+ 2024-08-12 06:38:45 INFO dev: loss: nan - UP: 48.10% UR: 58.46% UF: 52.78% P: 41.77% R: 50.77% F: 45.83%
390
+ 2024-08-12 06:38:45 INFO test: loss: 0.1980 - UP: 54.36% UR: 44.62% UF: 49.01% P: 47.58% R: 39.04% F: 42.89%
391
+ 2024-08-12 06:38:45 INFO 0:00:01.603972s elapsed
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+ 2024-08-12 06:38:46 INFO lr: 4.9450e-05 - loss: 0.0095 - UP: 98.35% UR: 96.75% UF: 97.54% P: 98.35% R: 96.75% F: 97.54%
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+ 2024-08-12 06:38:46 INFO dev: loss: nan - UP: 44.74% UR: 52.31% UF: 48.23% P: 39.47% R: 46.15% F: 42.55%
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+ 2024-08-12 06:38:47 INFO test: loss: 0.2376 - UP: 53.95% UR: 42.61% UF: 47.61% P: 47.69% R: 37.66% F: 42.09%
397
+ 2024-08-12 06:38:47 INFO 0:00:01.600815s elapsed
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+ 2024-08-12 06:38:48 INFO lr: 4.9440e-05 - loss: 0.0010 - UP: 98.24% UR: 98.24% UF: 98.24% P: 98.24% R: 98.24% F: 98.24%
401
+ 2024-08-12 06:38:48 INFO dev: loss: nan - UP: 76.74% UR: 50.77% UF: 61.11% P: 65.12% R: 43.08% F: 51.85%
402
+ 2024-08-12 06:38:48 INFO test: loss: 0.2183 - UP: 66.08% UR: 30.04% UF: 41.30% P: 59.08% R: 26.85% F: 36.92%
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+ 2024-08-12 06:38:48 INFO 0:00:01.664944s elapsed
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+ 2024-08-12 06:38:49 INFO lr: 4.9430e-05 - loss: 0.0018 - UP: 99.59% UR: 98.92% UF: 99.25% P: 99.05% R: 98.37% F: 98.71%
407
+ 2024-08-12 06:38:49 INFO dev: loss: nan - UP: 58.06% UR: 55.38% UF: 56.69% P: 50.00% R: 47.69% F: 48.82%
408
+ 2024-08-12 06:38:50 INFO test: loss: 0.2403 - UP: 56.36% UR: 41.77% UF: 47.98% P: 49.97% R: 37.03% F: 42.54%
409
+ 2024-08-12 06:38:50 INFO 0:00:01.608596s elapsed
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+ 2024-08-12 06:38:51 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 99.59% UR: 99.86% UF: 99.73% P: 99.59% R: 99.86% F: 99.73%
413
+ 2024-08-12 06:38:51 INFO dev: loss: nan - UP: 64.81% UR: 53.85% UF: 58.82% P: 57.41% R: 47.69% F: 52.10%
414
+ 2024-08-12 06:38:51 INFO test: loss: 0.2411 - UP: 58.94% UR: 38.79% UF: 46.79% P: 52.20% R: 34.35% F: 41.44%
415
+ 2024-08-12 06:38:51 INFO 0:00:01.633052s elapsed
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+ 2024-08-12 06:38:53 INFO lr: 4.9410e-05 - loss: 0.0090 - UP: 99.59% UR: 98.24% UF: 98.91% P: 99.45% R: 98.10% F: 98.77%
419
+ 2024-08-12 06:38:53 INFO dev: loss: nan - UP: 53.85% UR: 53.85% UF: 53.85% P: 47.69% R: 47.69% F: 47.69%
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+ 2024-08-12 06:38:53 INFO test: loss: 0.2268 - UP: 56.44% UR: 42.06% UF: 48.20% P: 50.82% R: 37.87% F: 43.40%
421
+ 2024-08-12 06:38:53 INFO 0:00:01.662410s elapsed
422
+
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+ 2024-08-12 06:38:57 INFO Epoch 29 saved
424
+ 2024-08-12 06:38:57 INFO dev: UP: 78.57% UR: 50.77% UF: 61.68% P: 71.43% R: 46.15% F: 56.07%
425
+ 2024-08-12 06:38:57 INFO test: UP: 63.25% UR: 36.20% UF: 46.04% P: 58.86% R: 33.68% F: 42.85%
426
+ 2024-08-12 06:38:57 INFO 0:01:39.947692s elapsed, 0:00:01.694029s/epoch
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1
+ 2024-08-12 06:38:59 INFO
2
+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
5
+ 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/multibooked_ca/sdp_byKNNMeani6_asc/10/model_vi_multibooked_ca_xlm_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
23
+ checkpoint | False
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+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani6_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani6_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 06:38:59 INFO Building the fields
39
+ 2024-08-12 06:39:00 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 06:39:00 INFO Building the model
44
+ 2024-08-12 06:39:03 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 06:39:03 INFO Loading the data
64
+ 2024-08-12 06:39:03 INFO
65
+ train: Dataset(n_sentences=116, n_batches=23, n_buckets=23)
66
+ dev: Dataset(n_sentences=15, n_batches=11, n_buckets=11)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
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+ 2024-08-12 06:39:03 INFO Epoch 1 / 5000:
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+ 2024-08-12 06:39:05 INFO lr: 4.9990e-05 - loss: 0.1890 - UP: 7.09% UR: 10.43% UF: 8.44% P: 4.97% R: 7.32% F: 5.92%
71
+ 2024-08-12 06:39:05 INFO dev: loss: nan - UP: 75.00% UR: 9.23% UF: 16.44% P: 75.00% R: 9.23% F: 16.44%
72
+ 2024-08-12 06:39:06 INFO test: loss: 0.2806 - UP: 4.42% UR: 6.33% UF: 5.21% P: 3.05% R: 4.36% F: 3.58%
73
+ 2024-08-12 06:39:10 INFO 0:00:02.474740s elapsed (saved)
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+
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+ 2024-08-12 06:39:10 INFO Epoch 2 / 5000:
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+ 2024-08-12 06:39:12 INFO lr: 4.9980e-05 - loss: 0.2462 - UP: 50.75% UR: 13.69% UF: 21.56% P: 40.20% R: 10.84% F: 17.08%
77
+ 2024-08-12 06:39:12 INFO dev: loss: nan - UP: 88.89% UR: 12.31% UF: 21.62% P: 88.89% R: 12.31% F: 21.62%
78
+ 2024-08-12 06:39:12 INFO test: loss: 0.1855 - UP: 75.36% UR: 8.71% UF: 15.62% P: 54.71% R: 6.33% F: 11.34%
79
+ 2024-08-12 06:39:20 INFO 0:00:02.100470s elapsed (saved)
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+
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+ 2024-08-12 06:39:20 INFO Epoch 3 / 5000:
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+ 2024-08-12 06:39:22 INFO lr: 4.9970e-05 - loss: 0.1109 - UP: 57.09% UR: 20.73% UF: 30.42% P: 48.51% R: 17.62% F: 25.84%
83
+ 2024-08-12 06:39:22 INFO dev: loss: nan - UP: 91.67% UR: 16.92% UF: 28.57% P: 91.67% R: 16.92% F: 28.57%
84
+ 2024-08-12 06:39:22 INFO test: loss: 0.1611 - UP: 77.86% UR: 8.55% UF: 15.40% P: 70.23% R: 7.71% F: 13.89%
85
+ 2024-08-12 06:39:30 INFO 0:00:02.039647s elapsed (saved)
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+
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+ 2024-08-12 06:39:30 INFO Epoch 4 / 5000:
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+ 2024-08-12 06:39:32 INFO lr: 4.9960e-05 - loss: 0.1167 - UP: 75.94% UR: 41.06% UF: 53.30% P: 69.67% R: 37.67% F: 48.90%
89
+ 2024-08-12 06:39:32 INFO dev: loss: nan - UP: 79.31% UR: 35.38% UF: 48.94% P: 68.97% R: 30.77% F: 42.55%
90
+ 2024-08-12 06:39:32 INFO test: loss: 0.1550 - UP: 51.96% UR: 19.44% UF: 28.29% P: 47.26% R: 17.68% F: 25.73%
91
+ 2024-08-12 06:39:39 INFO 0:00:02.021709s elapsed (saved)
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+
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+ 2024-08-12 06:39:39 INFO Epoch 5 / 5000:
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+ 2024-08-12 06:39:41 INFO lr: 4.9950e-05 - loss: 0.0429 - UP: 79.33% UR: 51.49% UF: 62.45% P: 77.66% R: 50.41% F: 61.13%
95
+ 2024-08-12 06:39:41 INFO dev: loss: nan - UP: 72.97% UR: 41.54% UF: 52.94% P: 64.86% R: 36.92% F: 47.06%
96
+ 2024-08-12 06:39:41 INFO test: loss: 0.1442 - UP: 61.81% UR: 25.43% UF: 36.03% P: 54.48% R: 22.41% F: 31.76%
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+ 2024-08-12 06:39:49 INFO 0:00:01.964671s elapsed (saved)
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+
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+ 2024-08-12 06:39:49 INFO Epoch 6 / 5000:
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+ 2024-08-12 06:39:50 INFO lr: 4.9940e-05 - loss: 0.0885 - UP: 78.69% UR: 58.54% UF: 67.13% P: 77.41% R: 57.59% F: 66.05%
101
+ 2024-08-12 06:39:51 INFO dev: loss: nan - UP: 70.45% UR: 47.69% UF: 56.88% P: 61.36% R: 41.54% F: 49.54%
102
+ 2024-08-12 06:39:51 INFO test: loss: 0.1550 - UP: 45.89% UR: 30.88% UF: 36.91% P: 41.28% R: 27.78% F: 33.21%
103
+ 2024-08-12 06:39:58 INFO 0:00:02.027246s elapsed (saved)
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+
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+ 2024-08-12 06:39:58 INFO Epoch 7 / 5000:
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+ 2024-08-12 06:39:59 INFO lr: 4.9930e-05 - loss: 0.0678 - UP: 83.27% UR: 62.74% UF: 71.56% P: 82.73% R: 62.33% F: 71.10%
107
+ 2024-08-12 06:40:00 INFO dev: loss: nan - UP: 68.29% UR: 43.08% UF: 52.83% P: 65.85% R: 41.54% F: 50.94%
108
+ 2024-08-12 06:40:00 INFO test: loss: 0.1768 - UP: 41.91% UR: 30.08% UF: 35.02% P: 37.01% R: 26.56% F: 30.93%
109
+ 2024-08-12 06:40:07 INFO 0:00:01.997178s elapsed (saved)
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+
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+ 2024-08-12 06:40:07 INFO Epoch 8 / 5000:
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+ 2024-08-12 06:40:09 INFO lr: 4.9920e-05 - loss: 0.0526 - UP: 74.07% UR: 67.75% UF: 70.77% P: 72.74% R: 66.53% F: 69.50%
113
+ 2024-08-12 06:40:09 INFO dev: loss: nan - UP: 80.65% UR: 38.46% UF: 52.08% P: 74.19% R: 35.38% F: 47.92%
114
+ 2024-08-12 06:40:09 INFO test: loss: 0.1732 - UP: 67.93% UR: 22.54% UF: 33.85% P: 61.36% R: 20.36% F: 30.58%
115
+ 2024-08-12 06:40:09 INFO 0:00:02.049833s elapsed
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+
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+ 2024-08-12 06:40:09 INFO Epoch 9 / 5000:
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+ 2024-08-12 06:40:11 INFO lr: 4.9910e-05 - loss: 0.0359 - UP: 86.29% UR: 69.11% UF: 76.75% P: 84.26% R: 67.48% F: 74.94%
119
+ 2024-08-12 06:40:11 INFO dev: loss: nan - UP: 47.44% UR: 56.92% UF: 51.75% P: 41.03% R: 49.23% F: 44.76%
120
+ 2024-08-12 06:40:11 INFO test: loss: 0.1758 - UP: 43.36% UR: 36.66% UF: 39.73% P: 37.91% R: 32.05% F: 34.73%
121
+ 2024-08-12 06:40:11 INFO 0:00:01.978620s elapsed
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+
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+ 2024-08-12 06:40:11 INFO Epoch 10 / 5000:
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+ 2024-08-12 06:40:13 INFO lr: 4.9900e-05 - loss: 0.0148 - UP: 87.18% UR: 78.32% UF: 82.51% P: 86.58% R: 77.78% F: 81.94%
125
+ 2024-08-12 06:40:13 INFO dev: loss: nan - UP: 68.18% UR: 46.15% UF: 55.05% P: 63.64% R: 43.08% F: 51.38%
126
+ 2024-08-12 06:40:13 INFO test: loss: 0.1818 - UP: 55.72% UR: 30.21% UF: 39.17% P: 50.39% R: 27.31% F: 35.43%
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+ 2024-08-12 06:40:21 INFO 0:00:02.007089s elapsed (saved)
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+
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+ 2024-08-12 06:40:21 INFO Epoch 11 / 5000:
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+ 2024-08-12 06:40:23 INFO lr: 4.9890e-05 - loss: 0.0573 - UP: 89.60% UR: 72.36% UF: 80.06% P: 89.43% R: 72.22% F: 79.91%
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+ 2024-08-12 06:40:23 INFO dev: loss: nan - UP: 66.67% UR: 58.46% UF: 62.30% P: 61.40% R: 53.85% F: 57.38%
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+ 2024-08-12 06:40:23 INFO test: loss: 0.1760 - UP: 55.87% UR: 32.09% UF: 40.77% P: 49.45% R: 28.40% F: 36.08%
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+ 2024-08-12 06:40:31 INFO 0:00:02.012266s elapsed (saved)
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+
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+ 2024-08-12 06:40:31 INFO Epoch 12 / 5000:
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+ 2024-08-12 06:40:32 INFO lr: 4.9880e-05 - loss: 0.1215 - UP: 84.38% UR: 76.15% UF: 80.06% P: 83.93% R: 75.75% F: 79.63%
137
+ 2024-08-12 06:40:33 INFO dev: loss: nan - UP: 63.27% UR: 47.69% UF: 54.39% P: 59.18% R: 44.62% F: 50.88%
138
+ 2024-08-12 06:40:33 INFO test: loss: 0.1837 - UP: 55.32% UR: 31.59% UF: 40.21% P: 48.86% R: 27.90% F: 35.52%
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+ 2024-08-12 06:40:33 INFO 0:00:01.909199s elapsed
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+
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+ 2024-08-12 06:40:33 INFO Epoch 13 / 5000:
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+ 2024-08-12 06:40:34 INFO lr: 4.9870e-05 - loss: 0.0240 - UP: 89.35% UR: 79.54% UF: 84.16% P: 89.19% R: 79.40% F: 84.01%
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+ 2024-08-12 06:40:34 INFO dev: loss: nan - UP: 55.41% UR: 63.08% UF: 58.99% P: 50.00% R: 56.92% F: 53.24%
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+ 2024-08-12 06:40:35 INFO test: loss: 0.2017 - UP: 39.08% UR: 39.04% UF: 39.06% P: 33.42% R: 33.39% F: 33.40%
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+ 2024-08-12 06:40:35 INFO 0:00:01.936738s elapsed
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+
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+ 2024-08-12 06:40:35 INFO Epoch 14 / 5000:
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+ 2024-08-12 06:40:36 INFO lr: 4.9860e-05 - loss: 0.0207 - UP: 90.46% UR: 84.82% UF: 87.55% P: 90.32% R: 84.69% F: 87.41%
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+ 2024-08-12 06:40:36 INFO dev: loss: nan - UP: 68.09% UR: 49.23% UF: 57.14% P: 63.83% R: 46.15% F: 53.57%
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+ 2024-08-12 06:40:37 INFO test: loss: 0.1966 - UP: 65.42% UR: 29.24% UF: 40.42% P: 58.48% R: 26.14% F: 36.13%
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+ 2024-08-12 06:40:37 INFO 0:00:02.019626s elapsed
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+
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+ 2024-08-12 06:40:38 INFO lr: 4.9850e-05 - loss: 0.0328 - UP: 89.44% UR: 83.74% UF: 86.49% P: 88.86% R: 83.20% F: 85.93%
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+ 2024-08-12 06:40:39 INFO dev: loss: nan - UP: 84.37% UR: 41.54% UF: 55.67% P: 78.12% R: 38.46% F: 51.55%
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+ 2024-08-12 06:40:39 INFO test: loss: 0.1911 - UP: 68.60% UR: 29.20% UF: 40.96% P: 60.63% R: 25.81% F: 36.20%
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+ 2024-08-12 06:40:39 INFO 0:00:02.049445s elapsed
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+
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+ 2024-08-12 06:40:40 INFO lr: 4.9840e-05 - loss: 0.0408 - UP: 91.00% UR: 82.25% UF: 86.41% P: 90.70% R: 81.98% F: 86.12%
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+ 2024-08-12 06:40:41 INFO dev: loss: nan - UP: 69.39% UR: 52.31% UF: 59.65% P: 61.22% R: 46.15% F: 52.63%
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+ 2024-08-12 06:40:41 INFO test: loss: 0.1838 - UP: 47.53% UR: 32.68% UF: 38.73% P: 42.60% R: 29.28% F: 34.71%
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+ 2024-08-12 06:41:03 INFO test: loss: 0.2501 - UP: 59.48% UR: 34.56% UF: 43.72% P: 53.71% R: 31.21% F: 39.48%
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+ 2024-08-12 06:41:12 INFO test: loss: 0.2169 - UP: 52.64% UR: 39.63% UF: 45.22% P: 46.69% R: 35.15% F: 40.11%
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+ 2024-08-12 06:41:14 INFO test: loss: 0.2165 - UP: 66.64% UR: 32.97% UF: 44.11% P: 60.20% R: 29.79% F: 39.85%
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+ 2024-08-12 06:41:16 INFO dev: loss: nan - UP: 66.67% UR: 58.46% UF: 62.30% P: 59.65% R: 52.31% F: 55.74%
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+ 2024-08-12 06:41:16 INFO test: loss: 0.2383 - UP: 51.85% UR: 35.19% UF: 41.93% P: 44.94% R: 30.50% F: 36.34%
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+ 2024-08-12 06:41:19 INFO test: loss: 0.2368 - UP: 58.33% UR: 32.55% UF: 41.79% P: 50.30% R: 28.07% F: 36.03%
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+ 2024-08-12 06:41:20 INFO dev: loss: nan - UP: 66.18% UR: 69.23% UF: 67.67% P: 55.88% R: 58.46% F: 57.14%
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+ 2024-08-12 06:41:22 INFO dev: loss: nan - UP: 70.00% UR: 53.85% UF: 60.87% P: 62.00% R: 47.69% F: 53.91%
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+ 2024-08-12 06:41:23 INFO test: loss: 0.1885 - UP: 62.48% UR: 34.81% UF: 44.71% P: 55.49% R: 30.92% F: 39.71%
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+ 2024-08-12 06:41:24 INFO lr: 4.9700e-05 - loss: 0.0119 - UP: 94.50% UR: 90.79% UF: 92.61% P: 94.36% R: 90.65% F: 92.47%
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+ 2024-08-12 06:41:24 INFO dev: loss: nan - UP: 84.44% UR: 58.46% UF: 69.09% P: 75.56% R: 52.31% F: 61.82%
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+ 2024-08-12 06:41:25 INFO test: loss: 0.2366 - UP: 57.30% UR: 33.72% UF: 42.46% P: 50.82% R: 29.91% F: 37.66%
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+ 2024-08-12 06:41:32 INFO 0:00:02.016598s elapsed (saved)
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+ 2024-08-12 06:41:34 INFO dev: loss: nan - UP: 75.93% UR: 63.08% UF: 68.91% P: 68.52% R: 56.92% F: 62.18%
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+ 2024-08-12 06:41:34 INFO test: loss: 0.2279 - UP: 62.04% UR: 37.03% UF: 46.38% P: 54.32% R: 32.43% F: 40.61%
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+ 2024-08-12 06:41:44 INFO lr: 4.9680e-05 - loss: 0.0005 - UP: 97.77% UR: 95.26% UF: 96.50% P: 97.64% R: 95.12% F: 96.36%
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+ 2024-08-12 06:41:44 INFO dev: loss: nan - UP: 65.62% UR: 64.62% UF: 65.12% P: 57.81% R: 56.92% F: 57.36%
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+ 2024-08-12 06:41:44 INFO test: loss: 0.2457 - UP: 57.16% UR: 42.65% UF: 48.85% P: 50.42% R: 37.62% F: 43.09%
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+ 2024-08-12 06:41:46 INFO lr: 4.9670e-05 - loss: 0.0077 - UP: 98.08% UR: 96.75% UF: 97.41% P: 98.08% R: 96.75% F: 97.41%
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+ 2024-08-12 06:41:46 INFO dev: loss: nan - UP: 77.36% UR: 63.08% UF: 69.49% P: 69.81% R: 56.92% F: 62.71%
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+ 2024-08-12 06:41:46 INFO test: loss: 0.2329 - UP: 58.93% UR: 33.31% UF: 42.56% P: 51.89% R: 29.33% F: 37.47%
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+ 2024-08-12 06:41:55 INFO lr: 4.9660e-05 - loss: 0.0007 - UP: 97.40% UR: 96.48% UF: 96.94% P: 97.40% R: 96.48% F: 96.94%
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+ 2024-08-12 06:41:55 INFO dev: loss: nan - UP: 75.93% UR: 63.08% UF: 68.91% P: 66.67% R: 55.38% F: 60.50%
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+ 2024-08-12 06:41:55 INFO test: loss: 0.2232 - UP: 59.23% UR: 37.62% UF: 46.02% P: 52.18% R: 33.14% F: 40.53%
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+ 2024-08-12 06:41:57 INFO lr: 4.9650e-05 - loss: 0.0012 - UP: 96.48% UR: 96.48% UF: 96.48% P: 96.34% R: 96.34% F: 96.34%
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+ 2024-08-12 06:41:57 INFO dev: loss: nan - UP: 79.59% UR: 60.00% UF: 68.42% P: 73.47% R: 55.38% F: 63.16%
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+ 2024-08-12 06:41:58 INFO test: loss: 0.2513 - UP: 59.55% UR: 36.82% UF: 45.51% P: 51.83% R: 32.05% F: 39.61%
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+ 2024-08-12 06:42:04 INFO 0:00:02.039910s elapsed (saved)
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+ 2024-08-12 06:42:05 INFO lr: 4.9640e-05 - loss: 0.0044 - UP: 98.85% UR: 93.36% UF: 96.03% P: 97.85% R: 92.41% F: 95.05%
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+ 2024-08-12 06:42:06 INFO dev: loss: nan - UP: 60.00% UR: 64.62% UF: 62.22% P: 55.71% R: 60.00% F: 57.78%
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+ 2024-08-12 06:42:06 INFO test: loss: 0.2801 - UP: 39.11% UR: 50.57% UF: 44.11% P: 33.77% R: 43.65% F: 38.08%
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+ 2024-08-12 06:42:08 INFO lr: 4.9630e-05 - loss: 0.0043 - UP: 96.45% UR: 95.66% UF: 96.05% P: 95.63% R: 94.85% F: 95.24%
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+ 2024-08-12 06:42:08 INFO dev: loss: nan - UP: 68.00% UR: 52.31% UF: 59.13% P: 62.00% R: 47.69% F: 53.91%
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+ 2024-08-12 06:42:08 INFO test: loss: 0.2162 - UP: 60.17% UR: 32.97% UF: 42.60% P: 53.52% R: 29.33% F: 37.89%
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+ 2024-08-12 06:42:10 INFO lr: 4.9620e-05 - loss: 0.0087 - UP: 98.20% UR: 95.93% UF: 97.05% P: 97.92% R: 95.66% F: 96.78%
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+ 2024-08-12 06:42:10 INFO dev: loss: nan - UP: 69.23% UR: 55.38% UF: 61.54% P: 63.46% R: 50.77% F: 56.41%
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+ 2024-08-12 06:42:10 INFO test: loss: 0.2452 - UP: 45.57% UR: 37.24% UF: 40.99% P: 39.67% R: 32.43% F: 35.68%
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+ 2024-08-12 06:42:12 INFO lr: 4.9610e-05 - loss: 0.0749 - UP: 98.90% UR: 97.15% UF: 98.02% P: 98.34% R: 96.61% F: 97.47%
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+ 2024-08-12 06:42:14 INFO lr: 4.9600e-05 - loss: 0.0013 - UP: 97.80% UR: 96.21% UF: 96.99% P: 97.11% R: 95.53% F: 96.31%
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+ 2024-08-12 06:42:14 INFO dev: loss: nan - UP: 77.55% UR: 58.46% UF: 66.67% P: 71.43% R: 53.85% F: 61.40%
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+ 2024-08-12 06:42:14 INFO test: loss: 0.2311 - UP: 57.13% UR: 36.41% UF: 44.47% P: 49.84% R: 31.76% F: 38.79%
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+ 2024-08-12 06:42:16 INFO lr: 4.9590e-05 - loss: 0.0026 - UP: 98.09% UR: 97.56% UF: 97.83% P: 98.09% R: 97.56% F: 97.83%
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+ 2024-08-12 06:42:16 INFO dev: loss: nan - UP: 66.67% UR: 61.54% UF: 64.00% P: 61.67% R: 56.92% F: 59.20%
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+ 2024-08-12 06:42:16 INFO test: loss: 0.2441 - UP: 52.11% UR: 43.44% UF: 47.38% P: 45.63% R: 38.04% F: 41.49%
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+ 2024-08-12 06:42:18 INFO lr: 4.9580e-05 - loss: 0.0001 - UP: 98.21% UR: 96.61% UF: 97.40% P: 98.21% R: 96.61% F: 97.40%
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+ 2024-08-12 06:42:18 INFO dev: loss: nan - UP: 70.00% UR: 64.62% UF: 67.20% P: 63.33% R: 58.46% F: 60.80%
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+ 2024-08-12 06:42:18 INFO test: loss: 0.2314 - UP: 51.97% UR: 42.06% UF: 46.49% P: 44.62% R: 36.11% F: 39.92%
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+ 2024-08-12 06:42:20 INFO test: loss: 0.2326 - UP: 51.29% UR: 38.29% UF: 43.85% P: 44.05% R: 32.89% F: 37.66%
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+ 2024-08-12 06:42:22 INFO dev: loss: nan - UP: 66.10% UR: 60.00% UF: 62.90% P: 61.02% R: 55.38% F: 58.06%
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+ 2024-08-12 06:42:22 INFO test: loss: 0.2087 - UP: 60.26% UR: 38.25% UF: 46.80% P: 52.41% R: 33.26% F: 40.70%
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+ 2024-08-12 06:42:24 INFO test: loss: 0.2245 - UP: 54.77% UR: 42.61% UF: 47.93% P: 47.60% R: 37.03% F: 41.66%
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+ 2024-08-12 06:42:26 INFO dev: loss: nan - UP: 72.00% UR: 55.38% UF: 62.61% P: 66.00% R: 50.77% F: 57.39%
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+ 2024-08-12 06:42:26 INFO test: loss: 0.2444 - UP: 55.73% UR: 34.44% UF: 42.57% P: 48.47% R: 29.95% F: 37.03%
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+ 2024-08-12 06:42:28 INFO test: loss: 0.2584 - UP: 55.01% UR: 40.01% UF: 46.33% P: 47.81% R: 34.77% F: 40.26%
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+ 2024-08-12 06:42:30 INFO lr: 4.9520e-05 - loss: 0.0006 - UP: 97.72% UR: 98.92% UF: 98.32% P: 97.59% R: 98.78% F: 98.18%
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+ 2024-08-12 06:42:30 INFO dev: loss: nan - UP: 74.47% UR: 53.85% UF: 62.50% P: 65.96% R: 47.69% F: 55.36%
354
+ 2024-08-12 06:42:30 INFO test: loss: 0.2456 - UP: 58.27% UR: 34.98% UF: 43.72% P: 50.66% R: 30.41% F: 38.01%
355
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+ 2024-08-12 06:42:32 INFO lr: 4.9510e-05 - loss: 0.0012 - UP: 98.75% UR: 96.07% UF: 97.39% P: 98.33% R: 95.66% F: 96.98%
359
+ 2024-08-12 06:42:32 INFO dev: loss: nan - UP: 65.57% UR: 61.54% UF: 63.49% P: 60.66% R: 56.92% F: 58.73%
360
+ 2024-08-12 06:42:32 INFO test: loss: 0.2461 - UP: 58.53% UR: 39.09% UF: 46.87% P: 51.69% R: 34.52% F: 41.40%
361
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+ 2024-08-12 06:42:34 INFO lr: 4.9500e-05 - loss: 0.0049 - UP: 98.22% UR: 97.15% UF: 97.68% P: 98.22% R: 97.15% F: 97.68%
365
+ 2024-08-12 06:42:34 INFO dev: loss: nan - UP: 63.93% UR: 60.00% UF: 61.90% P: 59.02% R: 55.38% F: 57.14%
366
+ 2024-08-12 06:42:34 INFO test: loss: 0.2641 - UP: 57.09% UR: 36.78% UF: 44.74% P: 50.07% R: 32.26% F: 39.24%
367
+ 2024-08-12 06:42:34 INFO 0:00:02.078665s elapsed
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+ 2024-08-12 06:42:36 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 99.45% UR: 98.24% UF: 98.84% P: 99.45% R: 98.24% F: 98.84%
371
+ 2024-08-12 06:42:36 INFO dev: loss: nan - UP: 65.57% UR: 61.54% UF: 63.49% P: 60.66% R: 56.92% F: 58.73%
372
+ 2024-08-12 06:42:36 INFO test: loss: 0.2763 - UP: 56.15% UR: 38.25% UF: 45.50% P: 49.08% R: 33.43% F: 39.77%
373
+ 2024-08-12 06:42:36 INFO 0:00:02.033609s elapsed
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+ 2024-08-12 06:42:38 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 99.18% UR: 98.64% UF: 98.91% P: 98.91% R: 98.37% F: 98.64%
377
+ 2024-08-12 06:42:38 INFO dev: loss: nan - UP: 68.97% UR: 61.54% UF: 65.04% P: 63.79% R: 56.92% F: 60.16%
378
+ 2024-08-12 06:42:38 INFO test: loss: 0.2597 - UP: 57.91% UR: 34.81% UF: 43.49% P: 51.57% R: 31.00% F: 38.72%
379
+ 2024-08-12 06:42:38 INFO 0:00:02.051373s elapsed
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+ 2024-08-12 06:42:40 INFO lr: 4.9470e-05 - loss: 0.0251 - UP: 95.72% UR: 97.02% UF: 96.37% P: 95.72% R: 97.02% F: 96.37%
383
+ 2024-08-12 06:42:40 INFO dev: loss: nan - UP: 72.22% UR: 60.00% UF: 65.55% P: 66.67% R: 55.38% F: 60.50%
384
+ 2024-08-12 06:42:41 INFO test: loss: 0.3457 - UP: 46.89% UR: 38.58% UF: 42.34% P: 39.51% R: 32.51% F: 35.67%
385
+ 2024-08-12 06:42:41 INFO 0:00:02.043444s elapsed
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+ 2024-08-12 06:42:41 INFO Epoch 54 / 5000:
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+ 2024-08-12 06:42:42 INFO lr: 4.9460e-05 - loss: 0.0028 - UP: 96.75% UR: 92.68% UF: 94.67% P: 96.32% R: 92.28% F: 94.26%
389
+ 2024-08-12 06:42:42 INFO dev: loss: nan - UP: 70.49% UR: 66.15% UF: 68.25% P: 63.93% R: 60.00% F: 61.90%
390
+ 2024-08-12 06:42:42 INFO test: loss: 0.2378 - UP: 49.86% UR: 43.61% UF: 46.53% P: 41.28% R: 36.11% F: 38.53%
391
+ 2024-08-12 06:42:42 INFO 0:00:01.934974s elapsed
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+ 2024-08-12 06:42:42 INFO Epoch 55 / 5000:
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+ 2024-08-12 06:42:44 INFO lr: 4.9450e-05 - loss: 0.0009 - UP: 97.69% UR: 97.43% UF: 97.56% P: 97.55% R: 97.29% F: 97.42%
395
+ 2024-08-12 06:42:44 INFO dev: loss: nan - UP: 70.18% UR: 61.54% UF: 65.57% P: 63.16% R: 55.38% F: 59.02%
396
+ 2024-08-12 06:42:44 INFO test: loss: 0.2324 - UP: 54.45% UR: 37.66% UF: 44.53% P: 46.03% R: 31.84% F: 37.64%
397
+ 2024-08-12 06:42:44 INFO 0:00:02.025987s elapsed
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+ 2024-08-12 06:42:44 INFO Epoch 56 / 5000:
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+ 2024-08-12 06:42:46 INFO lr: 4.9440e-05 - loss: 0.0009 - UP: 98.91% UR: 98.51% UF: 98.71% P: 98.91% R: 98.51% F: 98.71%
401
+ 2024-08-12 06:42:46 INFO dev: loss: nan - UP: 65.57% UR: 61.54% UF: 63.49% P: 59.02% R: 55.38% F: 57.14%
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+ 2024-08-12 06:42:47 INFO test: loss: 0.2526 - UP: 53.58% UR: 38.54% UF: 44.83% P: 45.31% R: 32.59% F: 37.91%
403
+ 2024-08-12 06:42:47 INFO 0:00:02.018723s elapsed
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+ 2024-08-12 06:42:47 INFO Epoch 57 / 5000:
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+ 2024-08-12 06:42:48 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 98.65% UR: 98.92% UF: 98.78% P: 98.65% R: 98.92% F: 98.78%
407
+ 2024-08-12 06:42:48 INFO dev: loss: nan - UP: 64.52% UR: 61.54% UF: 62.99% P: 59.68% R: 56.92% F: 58.27%
408
+ 2024-08-12 06:42:48 INFO test: loss: 0.2951 - UP: 51.73% UR: 40.09% UF: 45.17% P: 44.32% R: 34.35% F: 38.71%
409
+ 2024-08-12 06:42:48 INFO 0:00:01.977882s elapsed
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+ 2024-08-12 06:42:48 INFO Epoch 58 / 5000:
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+ 2024-08-12 06:42:50 INFO lr: 4.9420e-05 - loss: 0.0008 - UP: 99.31% UR: 97.15% UF: 98.22% P: 99.17% R: 97.02% F: 98.08%
413
+ 2024-08-12 06:42:50 INFO dev: loss: nan - UP: 70.59% UR: 55.38% UF: 62.07% P: 62.75% R: 49.23% F: 55.17%
414
+ 2024-08-12 06:42:50 INFO test: loss: 0.2983 - UP: 58.53% UR: 36.78% UF: 45.18% P: 46.47% R: 29.20% F: 35.86%
415
+ 2024-08-12 06:42:50 INFO 0:00:01.977309s elapsed
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+ 2024-08-12 06:42:50 INFO Epoch 59 / 5000:
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+ 2024-08-12 06:42:52 INFO lr: 4.9410e-05 - loss: 0.0017 - UP: 96.73% UR: 96.07% UF: 96.40% P: 96.59% R: 95.93% F: 96.26%
419
+ 2024-08-12 06:42:52 INFO dev: loss: nan - UP: 66.67% UR: 55.38% UF: 60.50% P: 59.26% R: 49.23% F: 53.78%
420
+ 2024-08-12 06:42:53 INFO test: loss: 0.2549 - UP: 56.72% UR: 35.36% UF: 43.56% P: 49.13% R: 30.62% F: 37.73%
421
+ 2024-08-12 06:42:53 INFO 0:00:02.104553s elapsed
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+ 2024-08-12 06:42:53 INFO Epoch 60 / 5000:
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+ 2024-08-12 06:42:54 INFO lr: 4.9400e-05 - loss: 0.0801 - UP: 98.32% UR: 95.26% UF: 96.77% P: 98.32% R: 95.26% F: 96.77%
425
+ 2024-08-12 06:42:54 INFO dev: loss: nan - UP: 61.90% UR: 60.00% UF: 60.94% P: 57.14% R: 55.38% F: 56.25%
426
+ 2024-08-12 06:42:55 INFO test: loss: 0.2760 - UP: 54.85% UR: 39.55% UF: 45.96% P: 46.37% R: 33.43% F: 38.85%
427
+ 2024-08-12 06:42:55 INFO 0:00:02.060785s elapsed
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+ 2024-08-12 06:42:55 INFO Epoch 61 / 5000:
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+ 2024-08-12 06:42:56 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 99.16% UR: 95.93% UF: 97.52% P: 99.16% R: 95.93% F: 97.52%
431
+ 2024-08-12 06:42:56 INFO dev: loss: nan - UP: 63.49% UR: 61.54% UF: 62.50% P: 57.14% R: 55.38% F: 56.25%
432
+ 2024-08-12 06:42:57 INFO test: loss: 0.2249 - UP: 55.37% UR: 39.51% UF: 46.11% P: 47.86% R: 34.14% F: 39.85%
433
+ 2024-08-12 06:42:57 INFO 0:00:02.022324s elapsed
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+ 2024-08-12 06:42:57 INFO Epoch 62 / 5000:
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+ 2024-08-12 06:42:58 INFO lr: 4.9380e-05 - loss: 0.0075 - UP: 98.10% UR: 97.70% UF: 97.90% P: 96.73% R: 96.34% F: 96.54%
437
+ 2024-08-12 06:42:58 INFO dev: loss: nan - UP: 64.06% UR: 63.08% UF: 63.57% P: 59.37% R: 58.46% F: 58.91%
438
+ 2024-08-12 06:42:59 INFO test: loss: 0.2547 - UP: 47.51% UR: 43.23% UF: 45.27% P: 39.32% R: 35.78% F: 37.46%
439
+ 2024-08-12 06:42:59 INFO 0:00:02.034986s elapsed
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+ 2024-08-12 06:42:59 INFO Epoch 63 / 5000:
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+ 2024-08-12 06:43:00 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 96.14% UR: 97.97% UF: 97.05% P: 96.14% R: 97.97% F: 97.05%
443
+ 2024-08-12 06:43:00 INFO dev: loss: nan - UP: 70.83% UR: 52.31% UF: 60.18% P: 64.58% R: 47.69% F: 54.87%
444
+ 2024-08-12 06:43:01 INFO test: loss: 0.2748 - UP: 64.10% UR: 26.85% UF: 37.85% P: 56.00% R: 23.46% F: 33.07%
445
+ 2024-08-12 06:43:01 INFO 0:00:02.010861s elapsed
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+ 2024-08-12 06:43:01 INFO Epoch 64 / 5000:
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+ 2024-08-12 06:43:02 INFO lr: 4.9360e-05 - loss: 0.0076 - UP: 98.35% UR: 96.75% UF: 97.54% P: 98.21% R: 96.61% F: 97.40%
449
+ 2024-08-12 06:43:02 INFO dev: loss: nan - UP: 58.57% UR: 63.08% UF: 60.74% P: 52.86% R: 56.92% F: 54.81%
450
+ 2024-08-12 06:43:03 INFO test: loss: 0.3122 - UP: 47.57% UR: 45.54% UF: 46.53% P: 39.65% R: 37.96% F: 38.78%
451
+ 2024-08-12 06:43:03 INFO 0:00:01.973519s elapsed
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+ 2024-08-12 06:43:03 INFO Epoch 65 / 5000:
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+ 2024-08-12 06:43:04 INFO lr: 4.9350e-05 - loss: 0.0058 - UP: 98.61% UR: 96.34% UF: 97.46% P: 98.34% R: 96.07% F: 97.19%
455
+ 2024-08-12 06:43:04 INFO dev: loss: nan - UP: 62.07% UR: 55.38% UF: 58.54% P: 53.45% R: 47.69% F: 50.41%
456
+ 2024-08-12 06:43:05 INFO test: loss: 0.2963 - UP: 50.28% UR: 37.66% UF: 43.07% P: 41.44% R: 31.04% F: 35.50%
457
+ 2024-08-12 06:43:05 INFO 0:00:02.053621s elapsed
458
+
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+ 2024-08-12 06:43:13 INFO Epoch 35 saved
460
+ 2024-08-12 06:43:13 INFO dev: UP: 79.59% UR: 60.00% UF: 68.42% P: 73.47% R: 55.38% F: 63.16%
461
+ 2024-08-12 06:43:13 INFO test: UP: 59.55% UR: 36.82% UF: 45.51% P: 51.83% R: 32.05% F: 39.61%
462
+ 2024-08-12 06:43:13 INFO 0:02:12.533040s elapsed, 0:00:02.038970s/epoch