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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byLength_desc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byLength_desc/10/model_vi_multibooked_ca_roberta_6.train.log +516 -0
  4. models/multibooked_ca/sdp_byLength_desc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byLength_desc/10/model_vi_multibooked_ca_xlm_6.train.log +750 -0
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+ 2024-08-12 07:38:09 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_byLength_desc/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_byLength_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byLength_desc/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 07:38:09 INFO Building the fields
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+ 2024-08-12 07:38:10 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 07:38:10 INFO Building the model
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+ 2024-08-12 07:38:12 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 07:38:12 INFO Loading the data
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+ 2024-08-12 07:38:12 INFO
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+ train: Dataset(n_sentences=116, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=15, n_batches=13, n_buckets=13)
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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 07:38:12 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:38:15 INFO lr: 4.9990e-05 - loss: 0.1216 - UP: 1.16% UR: 3.92% UF: 1.79% P: 0.66% R: 2.22% F: 1.01%
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+ 2024-08-12 07:38:15 INFO dev: loss: 0.1442 - 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 07:38:15 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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+ 2024-08-12 07:38:15 INFO 0:00:02.845804s elapsed
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+
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+ 2024-08-12 07:38:15 INFO Epoch 2 / 5000:
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+ 2024-08-12 07:38:17 INFO lr: 4.9980e-05 - loss: 0.0707 - UP: 5.40% UR: 1.89% UF: 2.80% P: 4.35% R: 1.52% F: 2.26%
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+ 2024-08-12 07:38:17 INFO dev: loss: 0.1205 - 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 07:38:17 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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+ 2024-08-12 07:38:17 INFO 0:00:02.274886s elapsed
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+
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+ 2024-08-12 07:38:17 INFO Epoch 3 / 5000:
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+ 2024-08-12 07:38:19 INFO lr: 4.9970e-05 - loss: 0.0340 - UP: 60.56% UR: 1.98% UF: 3.84% P: 53.52% R: 1.75% F: 3.40%
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+ 2024-08-12 07:38:19 INFO dev: loss: 0.1021 - UP: 88.89% UR: 2.79% UF: 5.41% P: 88.89% R: 2.79% F: 5.41%
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+ 2024-08-12 07:38:20 INFO test: loss: nan - UP: 71.19% UR: 1.76% UF: 3.43% P: 71.19% R: 1.76% F: 3.43%
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+ 2024-08-12 07:38:22 INFO 0:00:02.280637s elapsed (saved)
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+
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+ 2024-08-12 07:38:22 INFO Epoch 4 / 5000:
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+ 2024-08-12 07:38:23 INFO lr: 4.9960e-05 - loss: 0.0390 - UP: 37.63% UR: 4.98% UF: 8.80% P: 35.89% R: 4.75% F: 8.39%
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+ 2024-08-12 07:38:24 INFO dev: loss: 0.1051 - UP: 81.82% UR: 3.14% UF: 6.04% P: 72.73% R: 2.79% F: 5.37%
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+ 2024-08-12 07:38:24 INFO test: loss: nan - UP: 80.99% UR: 4.11% UF: 7.81% P: 80.17% R: 4.06% F: 7.74%
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+ 2024-08-12 07:38:24 INFO 0:00:02.334909s elapsed
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+
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+ 2024-08-12 07:38:24 INFO Epoch 5 / 5000:
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+ 2024-08-12 07:38:26 INFO lr: 4.9950e-05 - loss: nan - UP: 43.37% UR: 3.92% UF: 7.19% P: 43.37% R: 3.92% F: 7.19%
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+ 2024-08-12 07:38:26 INFO dev: loss: 0.1058 - 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 07:38:26 INFO test: loss: nan - UP: 90.91% UR: 0.84% UF: 1.66% P: 86.36% R: 0.80% F: 1.58%
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+ 2024-08-12 07:38:26 INFO 0:00:02.248197s elapsed
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+
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+ 2024-08-12 07:38:28 INFO lr: 4.9940e-05 - loss: 0.0215 - UP: 66.23% UR: 7.06% UF: 12.76% P: 64.94% R: 6.92% F: 12.51%
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+ 2024-08-12 07:38:28 INFO dev: loss: 0.0996 - UP: 81.08% UR: 10.45% UF: 18.52% P: 72.97% R: 9.41% F: 16.67%
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+ 2024-08-12 07:38:28 INFO test: loss: nan - UP: 76.06% UR: 13.57% UF: 23.04% P: 73.47% R: 13.11% F: 22.25%
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+ 2024-08-12 07:38:31 INFO 0:00:02.174461s elapsed (saved)
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+ 2024-08-12 07:38:31 INFO Epoch 7 / 5000:
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+ 2024-08-12 07:38:33 INFO lr: 4.9930e-05 - loss: 0.0210 - UP: 67.69% UR: 12.18% UF: 20.65% P: 66.67% R: 12.00% F: 20.34%
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+ 2024-08-12 07:38:33 INFO dev: loss: 0.1017 - UP: 88.46% UR: 8.01% UF: 14.70% P: 73.08% R: 6.62% F: 12.14%
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+ 2024-08-12 07:38:33 INFO test: loss: nan - UP: 75.18% UR: 12.95% UF: 22.09% P: 72.02% R: 12.40% F: 21.16%
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+ 2024-08-12 07:38:33 INFO 0:00:02.277439s elapsed
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+ 2024-08-12 07:38:33 INFO Epoch 8 / 5000:
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+ 2024-08-12 07:38:35 INFO lr: 4.9920e-05 - loss: 0.0230 - UP: 60.85% UR: 14.49% UF: 23.41% P: 60.08% R: 14.31% F: 23.11%
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+ 2024-08-12 07:38:35 INFO dev: loss: 0.1054 - UP: 69.23% UR: 12.54% UF: 21.24% P: 59.62% R: 10.80% F: 18.29%
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+ 2024-08-12 07:38:35 INFO test: loss: nan - UP: 67.18% UR: 18.43% UF: 28.93% P: 63.97% R: 17.55% F: 27.55%
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+ 2024-08-12 07:38:38 INFO 0:00:02.224620s elapsed (saved)
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+
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+ 2024-08-12 07:38:38 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:38:40 INFO lr: 4.9910e-05 - loss: 0.0222 - UP: 59.89% UR: 15.09% UF: 24.11% P: 59.16% R: 14.91% F: 23.81%
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+ 2024-08-12 07:38:41 INFO dev: loss: 0.1055 - UP: 75.00% UR: 13.59% UF: 23.01% P: 67.31% R: 12.20% F: 20.65%
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+ 2024-08-12 07:38:41 INFO test: loss: nan - UP: 73.08% UR: 19.56% UF: 30.87% P: 70.58% R: 18.89% F: 29.81%
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+ 2024-08-12 07:38:44 INFO 0:00:02.395950s elapsed (saved)
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+
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+ 2024-08-12 07:38:44 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:38:46 INFO lr: 4.9900e-05 - loss: 0.0326 - UP: 66.57% UR: 20.67% UF: 31.55% P: 65.82% R: 20.44% F: 31.20%
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+ 2024-08-12 07:38:46 INFO dev: loss: 0.1006 - UP: 72.88% UR: 14.98% UF: 24.86% P: 64.41% R: 13.24% F: 21.97%
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+ 2024-08-12 07:38:46 INFO test: loss: nan - UP: 72.48% UR: 25.05% UF: 37.24% P: 69.82% R: 24.13% F: 35.87%
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+ 2024-08-12 07:38:50 INFO 0:00:02.294336s elapsed (saved)
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+ 2024-08-12 07:38:50 INFO Epoch 11 / 5000:
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+ 2024-08-12 07:38:52 INFO lr: 4.9890e-05 - loss: nan - UP: 72.29% UR: 22.15% UF: 33.91% P: 71.69% R: 21.97% F: 33.63%
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+ 2024-08-12 07:38:52 INFO dev: loss: 0.1222 - UP: 90.32% UR: 9.76% UF: 17.61% P: 74.19% R: 8.01% F: 14.47%
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+ 2024-08-12 07:38:52 INFO test: loss: nan - UP: 83.14% UR: 15.08% UF: 25.53% P: 80.60% R: 14.62% F: 24.75%
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+ 2024-08-12 07:38:52 INFO 0:00:02.549678s elapsed
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+ 2024-08-12 07:38:54 INFO lr: 4.9880e-05 - loss: 0.0365 - UP: 72.42% UR: 21.09% UF: 32.67% P: 71.95% R: 20.95% F: 32.45%
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+ 2024-08-12 07:38:54 INFO dev: loss: 0.1049 - UP: 61.39% UR: 21.60% UF: 31.96% P: 56.44% R: 19.86% F: 29.38%
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+ 2024-08-12 07:38:55 INFO test: loss: nan - UP: 62.08% UR: 29.28% UF: 39.80% P: 59.59% R: 28.11% F: 38.20%
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+ 2024-08-12 07:38:58 INFO 0:00:02.368016s elapsed (saved)
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+ 2024-08-12 07:38:58 INFO Epoch 13 / 5000:
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+ 2024-08-12 07:39:00 INFO lr: 4.9870e-05 - loss: 0.0432 - UP: 65.17% UR: 22.80% UF: 33.78% P: 64.38% R: 22.52% F: 33.37%
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+ 2024-08-12 07:39:00 INFO dev: loss: 0.1104 - UP: 89.47% UR: 11.85% UF: 20.92% P: 76.32% R: 10.10% F: 17.85%
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+ 2024-08-12 07:39:00 INFO test: loss: nan - UP: 80.64% UR: 19.02% UF: 30.78% P: 78.86% R: 18.60% F: 30.10%
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+ 2024-08-12 07:39:00 INFO 0:00:02.316198s elapsed
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+ 2024-08-12 07:39:00 INFO Epoch 14 / 5000:
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+ 2024-08-12 07:39:02 INFO lr: 4.9860e-05 - loss: 0.0117 - UP: 69.30% UR: 25.93% UF: 37.74% P: 68.68% R: 25.70% F: 37.41%
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+ 2024-08-12 07:39:02 INFO dev: loss: 0.1135 - UP: 58.77% UR: 23.34% UF: 33.42% P: 53.51% R: 21.25% F: 30.42%
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+ 2024-08-12 07:39:03 INFO test: loss: nan - UP: 66.75% UR: 33.14% UF: 44.29% P: 63.88% R: 31.71% F: 42.39%
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+ 2024-08-12 07:39:06 INFO 0:00:02.215833s elapsed (saved)
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+ 2024-08-12 07:39:07 INFO lr: 4.9850e-05 - loss: 0.0153 - UP: 73.81% UR: 27.96% UF: 40.56% P: 73.45% R: 27.83% F: 40.36%
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+ 2024-08-12 07:39:08 INFO dev: loss: 0.1194 - UP: 52.34% UR: 19.51% UF: 28.43% P: 47.66% R: 17.77% F: 25.89%
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+ 2024-08-12 07:39:08 INFO test: loss: nan - UP: 64.96% UR: 24.93% UF: 36.03% P: 63.32% R: 24.30% F: 35.12%
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+ 2024-08-12 07:39:08 INFO 0:00:02.295943s elapsed
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+ 2024-08-12 07:39:10 INFO lr: 4.9840e-05 - loss: 0.0115 - UP: 71.03% UR: 31.33% UF: 43.48% P: 70.08% R: 30.92% F: 42.91%
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+ 2024-08-12 07:39:10 INFO dev: loss: 0.1044 - UP: 80.88% UR: 19.16% UF: 30.99% P: 73.53% R: 17.42% F: 28.17%
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+ 2024-08-12 07:39:10 INFO test: loss: nan - UP: 73.91% UR: 29.20% UF: 41.86% P: 70.94% R: 28.03% F: 40.18%
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+ 2024-08-12 07:39:10 INFO 0:00:02.349046s elapsed
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+ 2024-08-12 07:39:10 INFO Epoch 17 / 5000:
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+ 2024-08-12 07:39:12 INFO lr: 4.9830e-05 - loss: 0.0072 - UP: 75.64% UR: 36.55% UF: 49.28% P: 75.17% R: 36.32% F: 48.97%
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+ 2024-08-12 07:39:12 INFO dev: loss: 0.1187 - UP: 70.45% UR: 21.60% UF: 33.07% P: 64.77% R: 19.86% F: 30.40%
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+ 2024-08-12 07:39:12 INFO test: loss: nan - UP: 72.13% UR: 30.58% UF: 42.95% P: 70.45% R: 29.87% F: 41.95%
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+ 2024-08-12 07:39:12 INFO 0:00:02.248137s elapsed
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+ 2024-08-12 07:39:12 INFO Epoch 18 / 5000:
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+ 2024-08-12 07:39:14 INFO lr: 4.9820e-05 - loss: 0.0200 - UP: 76.78% UR: 42.27% UF: 54.52% P: 76.28% R: 41.99% F: 54.17%
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+ 2024-08-12 07:39:14 INFO dev: loss: 0.1175 - UP: 76.92% UR: 24.39% UF: 37.04% P: 72.53% R: 23.00% F: 34.92%
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+ 2024-08-12 07:39:15 INFO test: loss: nan - UP: 73.57% UR: 32.30% UF: 44.89% P: 71.28% R: 31.29% F: 43.49%
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+ 2024-08-12 07:39:18 INFO 0:00:02.311428s elapsed (saved)
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+ 2024-08-12 07:39:18 INFO Epoch 19 / 5000:
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+ 2024-08-12 07:39:20 INFO lr: 4.9810e-05 - loss: 0.0160 - UP: 81.16% UR: 39.96% UF: 53.56% P: 80.69% R: 39.73% F: 53.25%
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+ 2024-08-12 07:39:20 INFO dev: loss: 0.1153 - UP: 75.47% UR: 27.87% UF: 40.71% P: 70.75% R: 26.13% F: 38.17%
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+ 2024-08-12 07:39:20 INFO test: loss: nan - UP: 75.61% UR: 31.04% UF: 44.02% P: 74.08% R: 30.41% F: 43.12%
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+ 2024-08-12 07:39:24 INFO 0:00:02.315929s elapsed (saved)
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+ 2024-08-12 07:39:24 INFO Epoch 20 / 5000:
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+ 2024-08-12 07:39:26 INFO lr: 4.9800e-05 - loss: 0.0106 - UP: 82.03% UR: 46.33% UF: 59.22% P: 81.70% R: 46.15% F: 58.98%
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+ 2024-08-12 07:39:26 INFO dev: loss: 0.1090 - UP: 70.90% UR: 33.10% UF: 45.13% P: 67.91% R: 31.71% F: 43.23%
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+ 2024-08-12 07:39:26 INFO test: loss: nan - UP: 70.86% UR: 39.13% UF: 50.42% P: 69.12% R: 38.17% F: 49.18%
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+ 2024-08-12 07:39:29 INFO 0:00:02.238604s elapsed (saved)
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+ 2024-08-12 07:39:39 INFO test: loss: nan - UP: 67.25% UR: 38.79% UF: 49.20% P: 64.63% R: 37.29% F: 47.29%
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+ 2024-08-12 07:39:43 INFO dev: loss: 0.1255 - UP: 69.29% UR: 33.80% UF: 45.43% P: 65.00% R: 31.71% F: 42.62%
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+ 2024-08-12 07:39:43 INFO test: loss: nan - UP: 68.14% UR: 43.36% UF: 53.00% P: 65.50% R: 41.68% F: 50.95%
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+ 2024-08-12 07:39:45 INFO dev: loss: 0.1215 - UP: 69.94% UR: 39.72% UF: 50.67% P: 66.26% R: 37.63% F: 48.00%
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+ 2024-08-12 07:39:45 INFO test: loss: nan - UP: 72.92% UR: 39.38% UF: 51.14% P: 70.21% R: 37.91% F: 49.24%
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+ 2024-08-12 07:39:50 INFO dev: loss: 0.1226 - UP: 75.89% UR: 37.28% UF: 50.00% P: 73.05% R: 35.89% F: 48.13%
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+ 2024-08-12 07:39:56 INFO dev: loss: 0.1193 - UP: 83.21% UR: 39.72% UF: 53.77% P: 78.83% R: 37.63% F: 50.94%
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+ 2024-08-12 07:39:56 INFO test: loss: nan - UP: 75.86% UR: 38.71% UF: 51.26% P: 73.40% R: 37.45% F: 49.60%
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+ 2024-08-12 07:40:00 INFO 0:00:02.347467s elapsed (saved)
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+ 2024-08-12 07:40:02 INFO dev: loss: 0.1231 - UP: 79.56% UR: 37.98% UF: 51.42% P: 75.91% R: 36.24% F: 49.06%
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+ 2024-08-12 07:40:02 INFO test: loss: nan - UP: 78.12% UR: 39.80% UF: 52.73% P: 75.49% R: 38.46% F: 50.96%
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+ 2024-08-12 07:40:04 INFO dev: loss: 0.1314 - UP: 80.42% UR: 40.07% UF: 53.49% P: 78.32% R: 39.02% F: 52.09%
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+ 2024-08-12 07:40:04 INFO test: loss: nan - UP: 76.82% UR: 39.72% UF: 52.36% P: 74.07% R: 38.29% F: 50.48%
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+ 2024-08-12 07:40:08 INFO 0:00:02.257527s elapsed (saved)
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+ 2024-08-12 07:40:10 INFO test: loss: nan - UP: 71.33% UR: 46.80% UF: 56.51% P: 68.52% R: 44.95% F: 54.29%
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+ 2024-08-12 07:40:15 INFO test: loss: nan - UP: 74.76% UR: 45.29% UF: 56.40% P: 71.30% R: 43.19% F: 53.80%
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+ 2024-08-12 07:40:21 INFO lr: 4.9660e-05 - loss: 0.0068 - UP: 92.98% UR: 80.02% UF: 86.01% P: 92.71% R: 79.79% F: 85.76%
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+ 2024-08-12 07:40:24 INFO 0:00:02.315653s elapsed (saved)
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+ 2024-08-12 07:40:26 INFO lr: 4.9650e-05 - loss: 0.0042 - UP: 91.87% UR: 81.36% UF: 86.29% P: 91.45% R: 80.99% F: 85.90%
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+ 2024-08-12 07:40:26 INFO dev: loss: 0.1446 - UP: 80.62% UR: 44.95% UF: 57.72% P: 77.50% R: 43.21% F: 55.48%
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+ 2024-08-12 07:40:27 INFO test: loss: nan - UP: 76.85% UR: 42.27% UF: 54.54% P: 73.80% R: 40.59% F: 52.38%
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+ 2024-08-12 07:40:30 INFO 0:00:02.306820s elapsed (saved)
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+ 2024-08-12 07:40:32 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 93.04% UR: 77.76% UF: 84.72% P: 92.88% R: 77.62% F: 84.57%
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+ 2024-08-12 07:40:32 INFO dev: loss: 0.1312 - UP: 74.55% UR: 42.86% UF: 54.42% P: 72.73% R: 41.81% F: 53.10%
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+ 2024-08-12 07:40:32 INFO test: loss: nan - UP: 75.07% UR: 42.77% UF: 54.50% P: 73.09% R: 41.64% F: 53.06%
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+ 2024-08-12 07:40:32 INFO 0:00:02.293237s elapsed
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+ 2024-08-12 07:40:34 INFO lr: 4.9630e-05 - loss: 0.0018 - UP: 92.31% UR: 82.51% UF: 87.13% P: 92.00% R: 82.23% F: 86.84%
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+ 2024-08-12 07:40:34 INFO dev: loss: 0.1250 - UP: 77.59% UR: 47.04% UF: 58.57% P: 74.71% R: 45.30% F: 56.40%
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+ 2024-08-12 07:40:34 INFO test: loss: nan - UP: 76.96% UR: 42.69% UF: 54.92% P: 74.09% R: 41.10% F: 52.87%
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+ 2024-08-12 07:40:37 INFO 0:00:02.246775s elapsed (saved)
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+ 2024-08-12 07:40:39 INFO lr: 4.9620e-05 - loss: 0.0133 - UP: 93.47% UR: 82.51% UF: 87.65% P: 93.10% R: 82.19% F: 87.30%
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+ 2024-08-12 07:40:39 INFO dev: loss: 0.1244 - UP: 73.71% UR: 49.83% UF: 59.46% P: 70.10% R: 47.39% F: 56.55%
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+ 2024-08-12 07:40:40 INFO test: loss: nan - UP: 73.49% UR: 48.43% UF: 58.38% P: 69.68% R: 45.92% F: 55.35%
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+ 2024-08-12 07:40:43 INFO 0:00:02.403467s elapsed (saved)
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+ 2024-08-12 07:40:45 INFO lr: 4.9610e-05 - loss: 0.0009 - UP: 93.53% UR: 82.10% UF: 87.44% P: 93.17% R: 81.77% F: 87.10%
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+ 2024-08-12 07:40:49 INFO 0:00:02.257464s elapsed (saved)
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+ 2024-08-12 07:40:51 INFO lr: 4.9600e-05 - loss: 0.0114 - UP: 90.96% UR: 80.34% UF: 85.32% P: 90.60% R: 80.02% F: 84.98%
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+ 2024-08-12 07:40:51 INFO test: loss: nan - UP: 78.87% UR: 36.28% UF: 49.70% P: 75.32% R: 34.65% F: 47.46%
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+ 2024-08-12 07:40:51 INFO 0:00:02.195363s elapsed
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+ 2024-08-12 07:40:53 INFO lr: 4.9590e-05 - loss: 0.0092 - UP: 93.49% UR: 81.54% UF: 87.11% P: 93.28% R: 81.36% F: 86.91%
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+ 2024-08-12 07:40:53 INFO dev: loss: 0.1227 - UP: 78.38% UR: 50.52% UF: 61.44% P: 74.05% R: 47.74% F: 58.05%
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+ 2024-08-12 07:40:53 INFO test: loss: nan - UP: 74.60% UR: 45.04% UF: 56.17% P: 71.96% R: 43.44% F: 54.18%
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+ 2024-08-12 07:40:56 INFO 0:00:02.349115s elapsed (saved)
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+ 2024-08-12 07:40:58 INFO lr: 4.9580e-05 - loss: 0.0074 - UP: 93.79% UR: 83.57% UF: 88.38% P: 93.58% R: 83.39% F: 88.19%
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+ 2024-08-12 07:40:58 INFO dev: loss: 0.1250 - UP: 78.14% UR: 49.83% UF: 60.85% P: 74.86% R: 47.74% F: 58.30%
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+ 2024-08-12 07:40:59 INFO test: loss: nan - UP: 76.68% UR: 42.56% UF: 54.74% P: 73.74% R: 40.93% F: 52.64%
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+ 2024-08-12 07:41:02 INFO 0:00:02.339644s elapsed (saved)
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+ 2024-08-12 07:41:03 INFO lr: 4.9570e-05 - loss: 0.0091 - UP: 93.71% UR: 84.49% UF: 88.86% P: 93.40% R: 84.22% F: 88.57%
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+ 2024-08-12 07:41:04 INFO test: loss: nan - UP: 78.19% UR: 41.31% UF: 54.06% P: 75.42% R: 39.84% F: 52.14%
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+ 2024-08-12 07:41:06 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 92.86% UR: 88.19% UF: 90.46% P: 92.57% R: 87.91% F: 90.18%
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+ 2024-08-12 07:41:06 INFO dev: loss: 0.1259 - UP: 82.07% UR: 52.61% UF: 64.12% P: 78.26% R: 50.17% F: 61.15%
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+ 2024-08-12 07:41:06 INFO test: loss: nan - UP: 75.93% UR: 44.28% UF: 55.94% P: 73.64% R: 42.94% F: 54.25%
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+ 2024-08-12 07:41:09 INFO 0:00:02.314357s elapsed (saved)
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+ 2024-08-12 07:41:11 INFO dev: loss: 0.1360 - UP: 77.89% UR: 51.57% UF: 62.05% P: 74.74% R: 49.48% F: 59.54%
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+ 2024-08-12 07:41:12 INFO test: loss: nan - UP: 77.36% UR: 42.65% UF: 54.98% P: 74.85% R: 41.27% F: 53.20%
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+ 2024-08-12 07:41:14 INFO lr: 4.9540e-05 - loss: 0.0086 - UP: 94.89% UR: 88.28% UF: 91.47% P: 94.44% R: 87.86% F: 91.04%
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+ 2024-08-12 07:41:14 INFO dev: loss: 0.1295 - UP: 80.85% UR: 52.96% UF: 64.00% P: 76.06% R: 49.83% F: 60.21%
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+ 2024-08-12 07:41:14 INFO test: loss: nan - UP: 76.86% UR: 44.11% UF: 56.06% P: 74.23% R: 42.61% F: 54.14%
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+ 2024-08-12 07:41:16 INFO lr: 4.9530e-05 - loss: 0.0046 - UP: 95.91% UR: 86.53% UF: 90.98% P: 95.65% R: 86.29% F: 90.73%
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+ 2024-08-12 07:41:16 INFO test: loss: nan - UP: 76.53% UR: 44.95% UF: 56.64% P: 73.11% R: 42.94% F: 54.10%
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+ 2024-08-12 07:41:19 INFO test: loss: nan - UP: 74.88% UR: 46.59% UF: 57.44% P: 71.58% R: 44.53% F: 54.91%
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+ 2024-08-12 07:41:23 INFO lr: 4.9500e-05 - loss: 0.0003 - UP: 92.03% UR: 82.56% UF: 87.03% P: 91.77% R: 82.33% F: 86.79%
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+ 2024-08-12 07:41:23 INFO test: loss: nan - UP: 72.40% UR: 46.71% UF: 56.79% P: 68.70% R: 44.32% F: 53.88%
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+ 2024-08-12 07:41:25 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 93.69% UR: 87.08% UF: 90.27% P: 93.20% R: 86.62% F: 89.79%
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+ 2024-08-12 07:41:25 INFO test: loss: nan - UP: 75.76% UR: 43.61% UF: 55.36% P: 73.36% R: 42.23% F: 53.60%
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+ 2024-08-12 07:41:27 INFO lr: 4.9480e-05 - loss: 0.0015 - UP: 96.13% UR: 87.13% UF: 91.41% P: 95.47% R: 86.53% F: 90.78%
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+ 2024-08-12 07:41:27 INFO dev: loss: 0.1512 - UP: 77.25% UR: 50.87% UF: 61.34% P: 71.43% R: 47.04% F: 56.72%
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+ 2024-08-12 07:41:28 INFO test: loss: nan - UP: 73.63% UR: 45.16% UF: 55.99% P: 69.33% R: 42.52% F: 52.71%
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+ 2024-08-12 07:41:30 INFO test: loss: nan - UP: 73.12% UR: 44.91% UF: 55.64% P: 68.55% R: 42.10% F: 52.17%
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+ 2024-08-12 07:41:32 INFO dev: loss: 0.1317 - UP: 82.53% UR: 47.74% UF: 60.49% P: 77.71% R: 44.95% F: 56.95%
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+ 2024-08-12 07:41:32 INFO test: loss: nan - UP: 76.43% UR: 41.85% UF: 54.09% P: 70.54% R: 38.63% F: 49.92%
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395
+ 2024-08-12 07:41:34 INFO dev: loss: 0.1221 - UP: 74.15% UR: 52.96% UF: 61.79% P: 70.73% R: 50.52% F: 58.94%
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+ 2024-08-12 07:41:34 INFO test: loss: nan - UP: 74.38% UR: 47.42% UF: 57.92% P: 70.50% R: 44.95% F: 54.90%
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+ 2024-08-12 07:41:34 INFO 0:00:02.248722s elapsed
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+ 2024-08-12 07:41:36 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 95.51% UR: 88.32% UF: 91.78% P: 95.21% R: 88.05% F: 91.49%
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+ 2024-08-12 07:41:36 INFO dev: loss: 0.1376 - UP: 83.64% UR: 48.08% UF: 61.06% P: 80.61% R: 46.34% F: 58.85%
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+ 2024-08-12 07:41:37 INFO test: loss: nan - UP: 80.71% UR: 39.25% UF: 52.82% P: 76.74% R: 37.33% F: 50.23%
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+ 2024-08-12 07:41:37 INFO 0:00:02.274929s elapsed
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+ 2024-08-12 07:41:39 INFO dev: loss: 0.1295 - UP: 76.92% UR: 52.26% UF: 62.24% P: 72.82% R: 49.48% F: 58.92%
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+ 2024-08-12 07:41:39 INFO test: loss: nan - UP: 76.97% UR: 43.28% UF: 55.40% P: 73.10% R: 41.10% F: 52.61%
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+ 2024-08-12 07:41:41 INFO lr: 4.9420e-05 - loss: 0.0030 - UP: 94.08% UR: 91.74% UF: 92.90% P: 93.75% R: 91.42% F: 92.57%
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+ 2024-08-12 07:41:41 INFO dev: loss: 0.1326 - UP: 77.78% UR: 53.66% UF: 63.51% P: 73.23% R: 50.52% F: 59.79%
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+ 2024-08-12 07:41:41 INFO test: loss: nan - UP: 75.20% UR: 46.38% UF: 57.37% P: 71.13% R: 43.86% F: 54.26%
415
+ 2024-08-12 07:41:41 INFO 0:00:02.289637s elapsed
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+ 2024-08-12 07:41:43 INFO lr: 4.9410e-05 - loss: 0.0082 - UP: 95.49% UR: 87.86% UF: 91.52% P: 95.29% R: 87.68% F: 91.32%
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+ 2024-08-12 07:41:43 INFO dev: loss: 0.1353 - UP: 80.95% UR: 47.39% UF: 59.78% P: 76.79% R: 44.95% F: 56.70%
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+ 2024-08-12 07:41:43 INFO test: loss: nan - UP: 79.10% UR: 39.17% UF: 52.40% P: 75.72% R: 37.49% F: 50.15%
421
+ 2024-08-12 07:41:43 INFO 0:00:02.185294s elapsed
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+ 2024-08-12 07:41:45 INFO lr: 4.9400e-05 - loss: 0.0028 - UP: 93.67% UR: 88.05% UF: 90.77% P: 93.47% R: 87.86% F: 90.58%
425
+ 2024-08-12 07:41:45 INFO dev: loss: 0.1359 - UP: 80.00% UR: 52.96% UF: 63.73% P: 74.74% R: 49.48% F: 59.54%
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+ 2024-08-12 07:41:46 INFO test: loss: nan - UP: 76.43% UR: 44.70% UF: 56.41% P: 72.06% R: 42.14% F: 53.19%
427
+ 2024-08-12 07:41:46 INFO 0:00:02.288025s elapsed
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+ 2024-08-12 07:41:47 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 96.07% UR: 89.20% UF: 92.51% P: 95.83% R: 88.97% F: 92.27%
431
+ 2024-08-12 07:41:48 INFO dev: loss: 0.1286 - UP: 79.66% UR: 49.13% UF: 60.78% P: 75.14% R: 46.34% F: 57.33%
432
+ 2024-08-12 07:41:48 INFO test: loss: nan - UP: 74.17% UR: 46.92% UF: 57.48% P: 68.74% R: 43.49% F: 53.27%
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+ 2024-08-12 07:41:48 INFO 0:00:02.290349s elapsed
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+ 2024-08-12 07:41:50 INFO lr: 4.9380e-05 - loss: 0.0078 - UP: 95.49% UR: 90.91% UF: 93.14% P: 95.25% R: 90.68% F: 92.91%
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+ 2024-08-12 07:41:50 INFO dev: loss: 0.1375 - UP: 80.73% UR: 54.01% UF: 64.72% P: 76.04% R: 50.87% F: 60.96%
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+ 2024-08-12 07:41:50 INFO test: loss: nan - UP: 75.72% UR: 43.90% UF: 55.58% P: 71.60% R: 41.52% F: 52.56%
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+ 2024-08-12 07:41:50 INFO 0:00:02.181061s elapsed
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+ 2024-08-12 07:41:52 INFO lr: 4.9370e-05 - loss: 0.0070 - UP: 94.83% UR: 92.34% UF: 93.57% P: 94.69% R: 92.20% F: 93.43%
443
+ 2024-08-12 07:41:52 INFO dev: loss: 0.1379 - UP: 70.59% UR: 58.54% UF: 64.00% P: 66.39% R: 55.05% F: 60.19%
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+ 2024-08-12 07:41:52 INFO test: loss: nan - UP: 70.47% UR: 53.08% UF: 60.55% P: 65.85% R: 49.60% F: 56.58%
445
+ 2024-08-12 07:41:52 INFO 0:00:02.322475s elapsed
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+ 2024-08-12 07:41:54 INFO lr: 4.9360e-05 - loss: 0.0005 - UP: 95.37% UR: 92.11% UF: 93.71% P: 95.17% R: 91.92% F: 93.52%
449
+ 2024-08-12 07:41:54 INFO dev: loss: 0.1302 - UP: 78.79% UR: 54.36% UF: 64.33% P: 74.24% R: 51.22% F: 60.62%
450
+ 2024-08-12 07:41:55 INFO test: loss: nan - UP: 72.90% UR: 48.81% UF: 58.47% P: 68.46% R: 45.83% F: 54.91%
451
+ 2024-08-12 07:41:55 INFO 0:00:02.248797s elapsed
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+ 2024-08-12 07:41:56 INFO lr: 4.9350e-05 - loss: 0.0007 - UP: 95.23% UR: 87.49% UF: 91.20% P: 93.57% R: 85.97% F: 89.61%
455
+ 2024-08-12 07:41:57 INFO dev: loss: 0.2478 - UP: 76.29% UR: 51.57% UF: 61.54% P: 66.49% R: 44.95% F: 53.64%
456
+ 2024-08-12 07:41:57 INFO test: loss: nan - UP: 73.94% UR: 43.99% UF: 55.16% P: 63.45% R: 37.75% F: 47.33%
457
+ 2024-08-12 07:41:57 INFO 0:00:02.323625s elapsed
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+ 2024-08-12 07:41:57 INFO Epoch 66 / 5000:
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+ 2024-08-12 07:41:59 INFO lr: 4.9340e-05 - loss: 0.0021 - UP: 95.06% UR: 85.23% UF: 89.88% P: 94.24% R: 84.49% F: 89.10%
461
+ 2024-08-12 07:41:59 INFO dev: loss: 0.1200 - UP: 78.12% UR: 52.26% UF: 62.63% P: 72.40% R: 48.43% F: 58.04%
462
+ 2024-08-12 07:41:59 INFO test: loss: nan - UP: 74.70% UR: 47.26% UF: 57.89% P: 70.46% R: 44.57% F: 54.61%
463
+ 2024-08-12 07:41:59 INFO 0:00:02.315659s elapsed
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+ 2024-08-12 07:42:01 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 94.54% UR: 87.96% UF: 91.13% P: 93.85% R: 87.31% F: 90.46%
467
+ 2024-08-12 07:42:01 INFO dev: loss: 0.1394 - UP: 75.70% UR: 56.45% UF: 64.67% P: 70.09% R: 52.26% F: 59.88%
468
+ 2024-08-12 07:42:02 INFO test: loss: nan - UP: 73.19% UR: 51.36% UF: 60.36% P: 67.94% R: 47.67% F: 56.03%
469
+ 2024-08-12 07:42:02 INFO 0:00:02.296471s elapsed
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+ 2024-08-12 07:42:03 INFO lr: 4.9320e-05 - loss: 0.0007 - UP: 95.72% UR: 90.72% UF: 93.15% P: 95.37% R: 90.40% F: 92.82%
473
+ 2024-08-12 07:42:04 INFO dev: loss: 0.1327 - UP: 81.77% UR: 51.57% UF: 63.25% P: 76.24% R: 48.08% F: 58.97%
474
+ 2024-08-12 07:42:04 INFO test: loss: nan - UP: 77.89% UR: 45.45% UF: 57.41% P: 74.66% R: 43.57% F: 55.03%
475
+ 2024-08-12 07:42:04 INFO 0:00:02.337504s elapsed
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+ 2024-08-12 07:42:06 INFO lr: 4.9310e-05 - loss: 0.0013 - UP: 95.78% UR: 89.11% UF: 92.33% P: 95.49% R: 88.83% F: 92.04%
479
+ 2024-08-12 07:42:06 INFO dev: loss: 0.1382 - UP: 80.22% UR: 50.87% UF: 62.26% P: 73.63% R: 46.69% F: 57.14%
480
+ 2024-08-12 07:42:06 INFO test: loss: nan - UP: 74.42% UR: 46.92% UF: 57.55% P: 71.16% R: 44.87% F: 55.04%
481
+ 2024-08-12 07:42:06 INFO 0:00:02.266039s elapsed
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+ 2024-08-12 07:42:08 INFO lr: 4.9300e-05 - loss: 0.0018 - UP: 93.19% UR: 84.03% UF: 88.38% P: 92.78% R: 83.66% F: 87.99%
485
+ 2024-08-12 07:42:08 INFO dev: loss: 0.1414 - UP: 77.01% UR: 46.69% UF: 58.13% P: 69.54% R: 42.16% F: 52.49%
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+ 2024-08-12 07:42:09 INFO test: loss: nan - UP: 74.72% UR: 42.48% UF: 54.17% P: 71.26% R: 40.51% F: 51.66%
487
+ 2024-08-12 07:42:09 INFO 0:00:02.347827s elapsed
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+ 2024-08-12 07:42:10 INFO lr: 4.9290e-05 - loss: 0.0010 - UP: 92.83% UR: 86.62% UF: 89.62% P: 92.43% R: 86.25% F: 89.23%
491
+ 2024-08-12 07:42:11 INFO dev: loss: 0.1358 - UP: 82.63% UR: 48.08% UF: 60.79% P: 75.45% R: 43.90% F: 55.51%
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+ 2024-08-12 07:42:11 INFO test: loss: nan - UP: 80.40% UR: 39.00% UF: 52.52% P: 77.03% R: 37.37% F: 50.32%
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+ 2024-08-12 07:42:11 INFO 0:00:02.324184s elapsed
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+ 2024-08-12 07:42:13 INFO lr: 4.9280e-05 - loss: 0.0155 - UP: 96.18% UR: 89.43% UF: 92.68% P: 95.88% R: 89.16% F: 92.40%
497
+ 2024-08-12 07:42:13 INFO dev: loss: 0.1436 - UP: 79.49% UR: 54.01% UF: 64.32% P: 72.31% R: 49.13% F: 58.51%
498
+ 2024-08-12 07:42:13 INFO test: loss: nan - UP: 76.65% UR: 46.33% UF: 57.75% P: 72.49% R: 43.82% F: 54.62%
499
+ 2024-08-12 07:42:13 INFO 0:00:02.332512s elapsed
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+ 2024-08-12 07:42:15 INFO lr: 4.9270e-05 - loss: 0.0003 - UP: 95.74% UR: 91.28% UF: 93.46% P: 95.35% R: 90.91% F: 93.08%
503
+ 2024-08-12 07:42:15 INFO dev: loss: 0.1496 - UP: 76.04% UR: 50.87% UF: 60.96% P: 69.79% R: 46.69% F: 55.95%
504
+ 2024-08-12 07:42:16 INFO test: loss: nan - UP: 76.71% UR: 47.34% UF: 58.55% P: 72.71% R: 44.87% F: 55.49%
505
+ 2024-08-12 07:42:16 INFO 0:00:02.358558s elapsed
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+ 2024-08-12 07:42:16 INFO Epoch 74 / 5000:
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+ 2024-08-12 07:42:17 INFO lr: 4.9260e-05 - loss: 0.0005 - UP: 95.83% UR: 92.16% UF: 93.95% P: 95.63% R: 91.97% F: 93.77%
509
+ 2024-08-12 07:42:17 INFO dev: loss: 0.1522 - UP: 77.84% UR: 52.61% UF: 62.79% P: 72.16% R: 48.78% F: 58.21%
510
+ 2024-08-12 07:42:18 INFO test: loss: nan - UP: 77.40% UR: 44.91% UF: 56.84% P: 74.01% R: 42.94% F: 54.35%
511
+ 2024-08-12 07:42:18 INFO 0:00:02.233693s elapsed
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+ 2024-08-12 07:42:22 INFO Epoch 44 saved
514
+ 2024-08-12 07:42:22 INFO dev: UP: 82.07% UR: 52.61% UF: 64.12% P: 78.26% R: 50.17% F: 61.15%
515
+ 2024-08-12 07:42:22 INFO test: UP: 75.93% UR: 44.28% UF: 55.94% P: 73.64% R: 42.94% F: 54.25%
516
+ 2024-08-12 07:42:22 INFO 0:02:50.221466s elapsed, 0:00:02.300290s/epoch
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1
+ 2024-08-12 07:42:24 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byLength_desc/10/model_vi_multibooked_ca_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/multibooked_ca/head_final/sdp_byLength_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byLength_desc/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
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 07:42:24 INFO Building the fields
39
+ 2024-08-12 07:42:26 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 07:42:26 INFO Building the model
44
+ 2024-08-12 07:42:28 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 07:42:28 INFO Loading the data
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+ 2024-08-12 07:42:29 INFO
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+ train: Dataset(n_sentences=116, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=15, n_batches=13, n_buckets=13)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+ 2024-08-12 07:42:29 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:42:32 INFO lr: 4.9990e-05 - loss: 0.0911 - UP: 0.89% UR: 9.04% UF: 1.63% P: 0.38% R: 3.88% F: 0.70%
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+ 2024-08-12 07:42:32 INFO dev: loss: 0.1343 - 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 07:42:32 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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+ 2024-08-12 07:42:34 INFO lr: 4.9980e-05 - loss: 0.1507 - UP: 18.00% UR: 0.83% UF: 1.59% P: 14.00% R: 0.65% F: 1.24%
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+ 2024-08-12 07:42:35 INFO dev: loss: 0.1105 - UP: 40.00% UR: 0.70% UF: 1.37% P: 40.00% R: 0.70% F: 1.37%
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+ 2024-08-12 07:42:35 INFO test: loss: nan - UP: 41.67% UR: 0.21% UF: 0.42% P: 25.00% R: 0.13% F: 0.25%
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+ 2024-08-12 07:42:42 INFO lr: 4.9970e-05 - loss: 0.0079 - UP: 31.58% UR: 3.60% UF: 6.46% P: 27.53% R: 3.14% F: 5.63%
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+ 2024-08-12 07:42:42 INFO dev: loss: 0.1066 - UP: 60.00% UR: 1.05% UF: 2.05% P: 60.00% R: 1.05% F: 2.05%
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+ 2024-08-12 07:42:42 INFO test: loss: nan - UP: 95.12% UR: 1.63% UF: 3.21% P: 87.80% R: 1.51% F: 2.97%
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+ 2024-08-12 07:42:50 INFO 0:00:02.647535s elapsed (saved)
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+ 2024-08-12 07:42:53 INFO lr: 4.9960e-05 - loss: 0.0268 - UP: 21.30% UR: 3.78% UF: 6.43% P: 20.26% R: 3.60% F: 6.11%
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+ 2024-08-12 07:42:53 INFO dev: loss: 0.1178 - UP: 77.78% UR: 2.44% UF: 4.73% P: 55.56% R: 1.74% F: 3.38%
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+ 2024-08-12 07:42:53 INFO test: loss: nan - UP: 84.51% UR: 2.51% UF: 4.88% P: 80.28% R: 2.39% F: 4.64%
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+ 2024-08-12 07:43:01 INFO 0:00:02.676639s elapsed (saved)
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+ 2024-08-12 07:43:03 INFO lr: 4.9950e-05 - loss: 0.0328 - UP: 29.31% UR: 5.26% UF: 8.92% P: 28.79% R: 5.17% F: 8.76%
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+ 2024-08-12 07:43:03 INFO dev: loss: 0.1220 - UP: 82.61% UR: 6.62% UF: 12.26% P: 69.57% R: 5.57% F: 10.32%
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+ 2024-08-12 07:43:04 INFO test: loss: nan - UP: 88.89% UR: 4.69% UF: 8.91% P: 84.92% R: 4.48% F: 8.52%
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+ 2024-08-12 07:43:11 INFO 0:00:02.724484s elapsed (saved)
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+ 2024-08-12 07:43:13 INFO lr: 4.9940e-05 - loss: 0.0418 - UP: 21.00% UR: 7.34% UF: 10.88% P: 20.74% R: 7.25% F: 10.74%
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+ 2024-08-12 07:43:13 INFO dev: loss: 0.1096 - UP: 75.76% UR: 8.71% UF: 15.62% P: 66.67% R: 7.67% F: 13.75%
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+ 2024-08-12 07:43:14 INFO test: loss: nan - UP: 83.40% UR: 8.63% UF: 15.64% P: 78.54% R: 8.13% F: 14.73%
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+ 2024-08-12 07:43:22 INFO 0:00:02.679963s elapsed (saved)
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+ 2024-08-12 07:43:24 INFO lr: 4.9930e-05 - loss: 0.0522 - UP: 46.80% UR: 8.77% UF: 14.77% P: 45.57% R: 8.54% F: 14.38%
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+ 2024-08-12 07:43:24 INFO dev: loss: 0.1026 - UP: 79.31% UR: 8.01% UF: 14.56% P: 75.86% R: 7.67% F: 13.92%
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+ 2024-08-12 07:43:25 INFO test: loss: nan - UP: 85.35% UR: 7.08% UF: 13.08% P: 80.81% R: 6.70% F: 12.38%
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+ 2024-08-12 07:43:34 INFO 0:00:02.676840s elapsed (saved)
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+ 2024-08-12 07:43:36 INFO lr: 4.9920e-05 - loss: 0.0178 - UP: 41.46% UR: 9.41% UF: 15.34% P: 40.65% R: 9.23% F: 15.04%
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+ 2024-08-12 07:43:36 INFO dev: loss: 0.1125 - UP: 63.49% UR: 13.94% UF: 22.86% P: 53.97% R: 11.85% F: 19.43%
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+ 2024-08-12 07:43:37 INFO test: loss: nan - UP: 78.96% UR: 12.74% UF: 21.93% P: 74.29% R: 11.98% F: 20.63%
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+ 2024-08-12 07:43:45 INFO 0:00:02.718243s elapsed (saved)
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+ 2024-08-12 07:43:45 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:43:47 INFO lr: 4.9910e-05 - loss: 0.0273 - UP: 42.62% UR: 9.60% UF: 15.67% P: 42.42% R: 9.55% F: 15.59%
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+ 2024-08-12 07:43:47 INFO dev: loss: 0.1279 - UP: 85.71% UR: 6.27% UF: 11.69% P: 80.95% R: 5.92% F: 11.04%
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+ 2024-08-12 07:43:47 INFO test: loss: nan - UP: 87.62% UR: 7.42% UF: 13.67% P: 82.67% R: 7.00% F: 12.90%
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+ 2024-08-12 07:43:47 INFO 0:00:02.634815s elapsed
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+ 2024-08-12 07:43:47 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:43:49 INFO lr: 4.9900e-05 - loss: 0.0128 - UP: 63.33% UR: 11.95% UF: 20.11% P: 62.84% R: 11.86% F: 19.95%
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+ 2024-08-12 07:43:50 INFO dev: loss: 0.1214 - UP: 83.78% UR: 10.80% UF: 19.14% P: 75.68% R: 9.76% F: 17.28%
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+ 2024-08-12 07:43:50 INFO test: loss: nan - UP: 82.10% UR: 11.14% UF: 19.62% P: 77.47% R: 10.52% F: 18.52%
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+ 2024-08-12 07:43:50 INFO 0:00:02.640157s elapsed
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+ 2024-08-12 07:43:50 INFO Epoch 11 / 5000:
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+ 2024-08-12 07:43:52 INFO lr: 4.9890e-05 - loss: 0.0188 - UP: 55.94% UR: 16.52% UF: 25.51% P: 55.62% R: 16.43% F: 25.37%
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+ 2024-08-12 07:43:52 INFO dev: loss: 0.1219 - UP: 82.61% UR: 6.62% UF: 12.26% P: 73.91% R: 5.92% F: 10.97%
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+ 2024-08-12 07:43:53 INFO test: loss: nan - UP: 82.72% UR: 8.42% UF: 15.29% P: 79.01% R: 8.04% F: 14.60%
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+ 2024-08-12 07:43:53 INFO 0:00:02.683446s elapsed
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+ 2024-08-12 07:43:53 INFO Epoch 12 / 5000:
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+ 2024-08-12 07:43:55 INFO lr: 4.9880e-05 - loss: 0.0140 - UP: 62.60% UR: 15.14% UF: 24.38% P: 62.21% R: 15.04% F: 24.23%
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+ 2024-08-12 07:43:55 INFO dev: loss: 0.1183 - UP: 81.08% UR: 10.45% UF: 18.52% P: 72.97% R: 9.41% F: 16.67%
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+ 2024-08-12 07:43:55 INFO test: loss: nan - UP: 87.60% UR: 13.32% UF: 23.13% P: 83.47% R: 12.69% F: 22.04%
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+ 2024-08-12 07:43:55 INFO 0:00:02.694254s elapsed
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+ 2024-08-12 07:43:55 INFO Epoch 13 / 5000:
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+ 2024-08-12 07:43:57 INFO lr: 4.9870e-05 - loss: 0.0380 - UP: 72.49% UR: 20.30% UF: 31.72% P: 72.16% R: 20.21% F: 31.58%
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+ 2024-08-12 07:43:58 INFO dev: loss: 0.1131 - UP: 80.00% UR: 13.94% UF: 23.74% P: 74.00% R: 12.89% F: 21.96%
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+ 2024-08-12 07:43:58 INFO test: loss: nan - UP: 81.88% UR: 19.31% UF: 31.25% P: 77.98% R: 18.39% F: 29.76%
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+ 2024-08-12 07:44:06 INFO 0:00:02.645406s elapsed (saved)
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+ 2024-08-12 07:44:06 INFO Epoch 14 / 5000:
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+ 2024-08-12 07:44:08 INFO lr: 4.9860e-05 - loss: 0.0374 - UP: 74.07% UR: 24.00% UF: 36.25% P: 73.93% R: 23.95% F: 36.18%
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+ 2024-08-12 07:44:08 INFO dev: loss: 0.1234 - UP: 78.95% UR: 10.45% UF: 18.46% P: 71.05% R: 9.41% F: 16.62%
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+ 2024-08-12 07:44:09 INFO test: loss: nan - UP: 82.64% UR: 13.36% UF: 23.01% P: 76.42% R: 12.36% F: 21.28%
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+ 2024-08-12 07:44:09 INFO 0:00:02.731231s elapsed
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+ 2024-08-12 07:44:09 INFO Epoch 15 / 5000:
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+ 2024-08-12 07:44:11 INFO lr: 4.9850e-05 - loss: 0.0102 - UP: 71.80% UR: 26.44% UF: 38.65% P: 71.68% R: 26.40% F: 38.58%
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+ 2024-08-12 07:44:11 INFO dev: loss: 0.1158 - UP: 70.67% UR: 18.47% UF: 29.28% P: 62.67% R: 16.38% F: 25.97%
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+ 2024-08-12 07:44:11 INFO test: loss: nan - UP: 76.44% UR: 21.74% UF: 33.86% P: 73.34% R: 20.86% F: 32.49%
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+ 2024-08-12 07:44:19 INFO 0:00:02.653495s elapsed (saved)
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+ 2024-08-12 07:44:19 INFO Epoch 16 / 5000:
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+ 2024-08-12 07:44:21 INFO lr: 4.9840e-05 - loss: 0.0139 - UP: 78.02% UR: 32.76% UF: 46.15% P: 77.58% R: 32.58% F: 45.89%
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+ 2024-08-12 07:44:22 INFO dev: loss: 0.1146 - UP: 84.91% UR: 15.68% UF: 26.47% P: 75.47% R: 13.94% F: 23.53%
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+ 2024-08-12 07:44:22 INFO test: loss: nan - UP: 80.83% UR: 18.73% UF: 30.41% P: 77.58% R: 17.97% F: 29.18%
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+ 2024-08-12 07:44:22 INFO 0:00:02.745511s elapsed
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+ 2024-08-12 07:44:22 INFO Epoch 17 / 5000:
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+ 2024-08-12 07:44:24 INFO lr: 4.9830e-05 - loss: 0.0111 - UP: 76.08% UR: 36.55% UF: 49.38% P: 75.98% R: 36.50% F: 49.31%
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+ 2024-08-12 07:44:24 INFO dev: loss: 0.1107 - UP: 68.48% UR: 21.95% UF: 33.25% P: 65.22% R: 20.91% F: 31.66%
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+ 2024-08-12 07:44:25 INFO test: loss: nan - UP: 72.24% UR: 30.41% UF: 42.81% P: 68.96% R: 29.03% F: 40.86%
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+ 2024-08-12 07:44:32 INFO 0:00:02.708949s elapsed (saved)
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+ 2024-08-12 07:44:32 INFO Epoch 18 / 5000:
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+ 2024-08-12 07:44:34 INFO lr: 4.9820e-05 - loss: 0.0087 - UP: 78.74% UR: 42.04% UF: 54.81% P: 78.05% R: 41.67% F: 54.33%
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+ 2024-08-12 07:44:34 INFO dev: loss: 0.1063 - UP: 83.87% UR: 18.12% UF: 29.80% P: 75.81% R: 16.38% F: 26.93%
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+ 2024-08-12 07:44:35 INFO test: loss: nan - UP: 80.55% UR: 22.20% UF: 34.81% P: 77.81% R: 21.45% F: 33.63%
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+ 2024-08-12 07:44:35 INFO 0:00:02.721073s elapsed
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+ 2024-08-12 07:44:35 INFO Epoch 19 / 5000:
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+ 2024-08-12 07:44:37 INFO lr: 4.9810e-05 - loss: 0.0055 - UP: 76.16% UR: 37.75% UF: 50.48% P: 75.79% R: 37.56% F: 50.23%
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+ 2024-08-12 07:44:37 INFO dev: loss: 0.1135 - UP: 85.00% UR: 17.77% UF: 29.39% P: 75.00% R: 15.68% F: 25.94%
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+ 2024-08-12 07:44:38 INFO test: loss: nan - UP: 79.78% UR: 21.32% UF: 33.65% P: 75.71% R: 20.23% F: 31.93%
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+ 2024-08-12 07:44:38 INFO 0:00:02.758602s elapsed
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+ 2024-08-12 07:44:38 INFO Epoch 20 / 5000:
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+ 2024-08-12 07:44:40 INFO lr: 4.9800e-05 - loss: 0.0013 - UP: 81.67% UR: 34.75% UF: 48.75% P: 81.24% R: 34.56% F: 48.49%
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+ 2024-08-12 07:44:40 INFO dev: loss: 0.1065 - UP: 85.25% UR: 18.12% UF: 29.89% P: 78.69% R: 16.72% F: 27.59%
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+ 2024-08-12 07:44:40 INFO test: loss: nan - UP: 77.76% UR: 24.47% UF: 37.22% P: 75.10% R: 23.63% F: 35.95%
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+ 2024-08-12 07:44:40 INFO 0:00:02.637770s elapsed
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+ 2024-08-12 07:44:40 INFO Epoch 21 / 5000:
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+ 2024-08-12 07:44:42 INFO lr: 4.9790e-05 - loss: 0.0014 - UP: 76.16% UR: 42.59% UF: 54.63% P: 75.83% R: 42.41% F: 54.39%
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+ 2024-08-12 07:44:43 INFO dev: loss: 0.1163 - UP: 67.29% UR: 25.09% UF: 36.55% P: 62.62% R: 23.34% F: 34.01%
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+ 2024-08-12 07:44:43 INFO test: loss: nan - UP: 77.91% UR: 25.26% UF: 38.15% P: 74.42% R: 24.13% F: 36.44%
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+ 2024-08-12 07:44:51 INFO 0:00:02.650402s elapsed (saved)
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+ 2024-08-12 07:44:51 INFO Epoch 22 / 5000:
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+ 2024-08-12 07:44:53 INFO lr: 4.9780e-05 - loss: 0.0296 - UP: 78.26% UR: 49.01% UF: 60.27% P: 77.89% R: 48.78% F: 59.99%
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+ 2024-08-12 07:44:53 INFO dev: loss: 0.1047 - UP: 66.94% UR: 28.92% UF: 40.39% P: 62.10% R: 26.83% F: 37.47%
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+ 2024-08-12 07:44:54 INFO test: loss: nan - UP: 72.64% UR: 36.70% UF: 48.76% P: 70.15% R: 35.44% F: 47.09%
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+ 2024-08-12 07:45:01 INFO 0:00:02.701080s elapsed (saved)
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+ 2024-08-12 07:45:01 INFO Epoch 23 / 5000:
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+ 2024-08-12 07:45:04 INFO lr: 4.9770e-05 - loss: 0.0062 - UP: 84.16% UR: 47.58% UF: 60.79% P: 83.76% R: 47.35% F: 60.50%
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+ 2024-08-12 07:45:04 INFO dev: loss: 0.1123 - UP: 66.91% UR: 31.71% UF: 43.03% P: 62.50% R: 29.62% F: 40.19%
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+ 2024-08-12 07:45:04 INFO test: loss: nan - UP: 74.98% UR: 33.64% UF: 46.44% P: 71.24% R: 31.96% F: 44.13%
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+ 2024-08-12 07:45:11 INFO 0:00:02.666196s elapsed (saved)
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+ 2024-08-12 07:45:11 INFO Epoch 24 / 5000:
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+ 2024-08-12 07:45:14 INFO lr: 4.9760e-05 - loss: 0.0071 - UP: 80.26% UR: 45.41% UF: 58.00% P: 80.18% R: 45.36% F: 57.94%
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+ 2024-08-12 07:45:14 INFO dev: loss: 0.1109 - UP: 80.68% UR: 24.74% UF: 37.87% P: 73.86% R: 22.65% F: 34.67%
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+ 2024-08-12 07:45:14 INFO test: loss: nan - UP: 82.05% UR: 25.47% UF: 38.87% P: 77.60% R: 24.09% F: 36.76%
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+ 2024-08-12 07:45:14 INFO 0:00:02.729944s elapsed
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+ 2024-08-12 07:45:14 INFO Epoch 25 / 5000:
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+ 2024-08-12 07:45:17 INFO lr: 4.9750e-05 - loss: 0.0218 - UP: 82.88% UR: 51.18% UF: 63.28% P: 82.36% R: 50.85% F: 62.88%
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+ 2024-08-12 07:45:17 INFO dev: loss: 0.1309 - UP: 73.94% UR: 36.59% UF: 48.95% P: 68.31% R: 33.80% F: 45.22%
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+ 2024-08-12 07:45:17 INFO test: loss: nan - UP: 70.83% UR: 40.59% UF: 51.61% P: 67.18% R: 38.50% F: 48.95%
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+ 2024-08-12 07:45:25 INFO 0:00:02.786687s elapsed (saved)
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+ 2024-08-12 07:45:25 INFO Epoch 26 / 5000:
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+ 2024-08-12 07:45:28 INFO lr: 4.9740e-05 - loss: 0.0061 - UP: 82.16% UR: 56.11% UF: 66.68% P: 81.76% R: 55.84% F: 66.36%
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+ 2024-08-12 07:45:28 INFO dev: loss: 0.1318 - UP: 80.34% UR: 32.75% UF: 46.53% P: 76.07% R: 31.01% F: 44.06%
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+ 2024-08-12 07:45:28 INFO test: loss: nan - UP: 77.44% UR: 33.51% UF: 46.78% P: 75.12% R: 32.51% F: 45.38%
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+ 2024-08-12 07:45:28 INFO 0:00:02.729098s elapsed
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+ 2024-08-12 07:45:28 INFO Epoch 27 / 5000:
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+ 2024-08-12 07:45:30 INFO lr: 4.9730e-05 - loss: 0.0016 - UP: 85.88% UR: 64.01% UF: 73.35% P: 85.39% R: 63.64% F: 72.92%
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+ 2024-08-12 07:45:30 INFO dev: loss: 0.1417 - UP: 79.20% UR: 34.49% UF: 48.06% P: 74.40% R: 32.40% F: 45.15%
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+ 2024-08-12 07:45:31 INFO test: loss: nan - UP: 77.69% UR: 34.44% UF: 47.72% P: 74.10% R: 32.84% F: 45.52%
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+ 2024-08-12 07:45:31 INFO 0:00:02.701276s elapsed
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+ 2024-08-12 07:45:31 INFO Epoch 28 / 5000:
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+ 2024-08-12 07:45:33 INFO lr: 4.9720e-05 - loss: 0.0076 - UP: 85.28% UR: 59.62% UF: 70.18% P: 84.95% R: 59.39% F: 69.91%
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+ 2024-08-12 07:45:33 INFO dev: loss: 0.1220 - UP: 75.19% UR: 33.80% UF: 46.63% P: 68.99% R: 31.01% F: 42.79%
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+ 2024-08-12 07:45:33 INFO test: loss: nan - UP: 72.14% UR: 37.75% UF: 49.56% P: 68.21% R: 35.69% F: 46.86%
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+ 2024-08-12 07:45:33 INFO 0:00:02.783469s elapsed
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+ 2024-08-12 07:45:33 INFO Epoch 29 / 5000:
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+ 2024-08-12 07:45:36 INFO lr: 4.9710e-05 - loss: 0.0015 - UP: 83.49% UR: 61.61% UF: 70.90% P: 83.11% R: 61.33% F: 70.58%
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+ 2024-08-12 07:45:36 INFO dev: loss: 0.1223 - UP: 79.34% UR: 33.45% UF: 47.06% P: 74.38% R: 31.36% F: 44.12%
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+ 2024-08-12 07:45:36 INFO test: loss: nan - UP: 76.89% UR: 37.91% UF: 50.79% P: 72.39% R: 35.69% F: 47.81%
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+ 2024-08-12 07:45:36 INFO 0:00:02.773857s elapsed
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+ 2024-08-12 07:45:36 INFO Epoch 30 / 5000:
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+ 2024-08-12 07:45:38 INFO lr: 4.9700e-05 - loss: 0.0054 - UP: 87.23% UR: 59.58% UF: 70.80% P: 86.96% R: 59.39% F: 70.58%
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+ 2024-08-12 07:45:39 INFO dev: loss: 0.1252 - UP: 78.79% UR: 36.24% UF: 49.64% P: 74.24% R: 34.15% F: 46.78%
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+ 2024-08-12 07:45:39 INFO test: loss: nan - UP: 76.38% UR: 34.69% UF: 47.71% P: 72.79% R: 33.05% F: 45.46%
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+ 2024-08-12 07:45:47 INFO 0:00:02.740779s elapsed (saved)
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+ 2024-08-12 07:45:47 INFO Epoch 31 / 5000:
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+ 2024-08-12 07:45:49 INFO lr: 4.9690e-05 - loss: 0.0008 - UP: 86.65% UR: 68.90% UF: 76.76% P: 86.01% R: 68.39% F: 76.20%
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+ 2024-08-12 07:45:50 INFO dev: loss: 0.1219 - UP: 83.61% UR: 35.54% UF: 49.88% P: 79.51% R: 33.80% F: 47.43%
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+ 2024-08-12 07:45:50 INFO test: loss: nan - UP: 77.42% UR: 40.51% UF: 53.19% P: 74.22% R: 38.84% F: 50.99%
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+ 2024-08-12 07:45:58 INFO 0:00:02.759543s elapsed (saved)
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+ 2024-08-12 07:46:00 INFO lr: 4.9680e-05 - loss: 0.0050 - UP: 87.85% UR: 67.05% UF: 76.05% P: 87.18% R: 66.54% F: 75.48%
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+ 2024-08-12 07:46:30 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 92.21% UR: 80.34% UF: 85.87% P: 91.68% R: 79.88% F: 85.38%
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+ 2024-08-12 07:46:41 INFO dev: loss: 0.1194 - UP: 80.47% UR: 47.39% UF: 59.65% P: 74.56% R: 43.90% F: 55.26%
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+ 2024-08-12 07:46:52 INFO 0:00:02.790476s elapsed (saved)
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+ 2024-08-12 07:46:57 INFO test: loss: nan - UP: 78.02% UR: 41.64% UF: 54.30% P: 75.51% R: 40.30% F: 52.55%
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+ 2024-08-12 07:47:00 INFO dev: loss: 0.1263 - UP: 80.98% UR: 51.92% UF: 63.27% P: 74.46% R: 47.74% F: 58.17%
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+ 2024-08-12 07:47:00 INFO 0:00:02.729843s elapsed
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+ 2024-08-12 07:47:02 INFO lr: 4.9570e-05 - loss: 0.0057 - UP: 94.02% UR: 82.69% UF: 87.99% P: 93.76% R: 82.46% F: 87.75%
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+ 2024-08-12 07:47:02 INFO dev: loss: 0.1194 - UP: 75.68% UR: 48.78% UF: 59.32% P: 70.27% R: 45.30% F: 55.08%
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+ 2024-08-12 07:47:05 INFO lr: 4.9560e-05 - loss: 0.0054 - UP: 92.59% UR: 85.33% UF: 88.81% P: 92.24% R: 85.00% F: 88.47%
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+ 2024-08-12 07:47:05 INFO test: loss: nan - UP: 77.36% UR: 42.94% UF: 55.23% P: 73.66% R: 40.89% F: 52.59%
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+ 2024-08-12 07:47:05 INFO 0:00:02.734529s elapsed
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+ 2024-08-12 07:47:08 INFO lr: 4.9550e-05 - loss: 0.0014 - UP: 91.12% UR: 81.40% UF: 85.99% P: 90.91% R: 81.22% F: 85.79%
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+ 2024-08-12 07:47:08 INFO 0:00:02.763133s elapsed
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+ 2024-08-12 07:47:10 INFO lr: 4.9540e-05 - loss: 0.0033 - UP: 92.44% UR: 84.59% UF: 88.34% P: 92.13% R: 84.31% F: 88.05%
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+ 2024-08-12 07:47:10 INFO dev: loss: 0.1645 - UP: 81.99% UR: 45.99% UF: 58.93% P: 78.88% R: 44.25% F: 56.70%
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+ 2024-08-12 07:47:11 INFO test: loss: nan - UP: 75.85% UR: 43.15% UF: 55.01% P: 71.87% R: 40.89% F: 52.12%
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+ 2024-08-12 07:47:11 INFO 0:00:02.722930s elapsed
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+ 2024-08-12 07:47:13 INFO dev: loss: 0.1156 - UP: 67.61% UR: 33.45% UF: 44.76% P: 59.15% R: 29.27% F: 39.16%
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+ 2024-08-12 07:47:14 INFO test: loss: nan - UP: 60.85% UR: 41.60% UF: 49.42% P: 49.75% R: 34.02% F: 40.41%
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+ 2024-08-12 07:47:14 INFO 0:00:02.814286s elapsed
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+ 2024-08-12 07:47:16 INFO lr: 4.9520e-05 - loss: 0.0282 - UP: 69.13% UR: 36.69% UF: 47.93% P: 65.39% R: 34.70% F: 45.34%
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+ 2024-08-12 07:47:16 INFO dev: loss: 0.1428 - UP: 70.94% UR: 28.92% UF: 41.09% P: 64.10% R: 26.13% F: 37.13%
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+ 2024-08-12 07:47:16 INFO test: loss: nan - UP: 68.31% UR: 40.72% UF: 51.02% P: 61.07% R: 36.41% F: 45.62%
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+ 2024-08-12 07:47:16 INFO 0:00:02.686190s elapsed
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+ 2024-08-12 07:47:19 INFO lr: 4.9510e-05 - loss: 0.0201 - UP: 76.82% UR: 44.35% UF: 56.23% P: 73.62% R: 42.50% F: 53.89%
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+ 2024-08-12 07:47:19 INFO dev: loss: 0.1376 - UP: 72.14% UR: 35.19% UF: 47.31% P: 67.86% R: 33.10% F: 44.50%
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+ 2024-08-12 07:47:19 INFO test: loss: nan - UP: 72.72% UR: 35.40% UF: 47.62% P: 67.64% R: 32.93% F: 44.29%
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+ 2024-08-12 07:47:19 INFO 0:00:02.742368s elapsed
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+ 2024-08-12 07:47:19 INFO Epoch 50 / 5000:
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+ 2024-08-12 07:47:21 INFO lr: 4.9500e-05 - loss: 0.0110 - UP: 79.02% UR: 55.28% UF: 65.06% P: 77.70% R: 54.36% F: 63.97%
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+ 2024-08-12 07:47:21 INFO dev: loss: 0.1362 - UP: 68.45% UR: 44.60% UF: 54.01% P: 64.71% R: 42.16% F: 51.05%
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+ 2024-08-12 07:47:22 INFO test: loss: nan - UP: 68.99% UR: 51.45% UF: 58.94% P: 64.72% R: 48.26% F: 55.29%
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+ 2024-08-12 07:47:22 INFO 0:00:02.744152s elapsed
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+ 2024-08-12 07:47:24 INFO lr: 4.9490e-05 - loss: 0.0163 - UP: 72.60% UR: 55.51% UF: 62.92% P: 72.42% R: 55.38% F: 62.76%
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+ 2024-08-12 07:47:24 INFO dev: loss: 0.1226 - UP: 67.58% UR: 42.86% UF: 52.45% P: 62.64% R: 39.72% F: 48.61%
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+ 2024-08-12 07:47:25 INFO test: loss: nan - UP: 59.63% UR: 51.11% UF: 55.04% P: 55.18% R: 47.30% F: 50.94%
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+ 2024-08-12 07:47:25 INFO 0:00:02.730640s elapsed
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+ 2024-08-12 07:47:27 INFO lr: 4.9480e-05 - loss: 0.0105 - UP: 79.59% UR: 55.24% UF: 65.21% P: 79.06% R: 54.87% F: 64.78%
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+ 2024-08-12 07:47:27 INFO dev: loss: 0.1211 - UP: 76.22% UR: 37.98% UF: 50.70% P: 72.03% R: 35.89% F: 47.91%
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+ 2024-08-12 07:47:27 INFO test: loss: nan - UP: 70.25% UR: 38.58% UF: 49.81% P: 66.82% R: 36.70% F: 47.38%
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+ 2024-08-12 07:47:27 INFO 0:00:02.725821s elapsed
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+ 2024-08-12 07:47:29 INFO lr: 4.9470e-05 - loss: 0.0074 - UP: 83.46% UR: 61.70% UF: 70.95% P: 83.21% R: 61.51% F: 70.73%
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+ 2024-08-12 07:47:30 INFO dev: loss: 0.1096 - UP: 71.74% UR: 45.99% UF: 56.05% P: 65.76% R: 42.16% F: 51.38%
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+ 2024-08-12 07:47:30 INFO test: loss: nan - UP: 66.51% UR: 52.16% UF: 58.46% P: 62.98% R: 49.39% F: 55.37%
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+ 2024-08-12 07:47:30 INFO 0:00:02.685302s elapsed
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+ 2024-08-12 07:47:32 INFO lr: 4.9460e-05 - loss: 0.0252 - UP: 75.94% UR: 57.96% UF: 65.74% P: 75.45% R: 57.59% F: 65.32%
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+ 2024-08-12 07:47:32 INFO dev: loss: 0.1127 - UP: 74.84% UR: 40.42% UF: 52.49% P: 68.39% R: 36.93% F: 47.96%
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+ 2024-08-12 07:47:33 INFO test: loss: nan - UP: 68.66% UR: 38.54% UF: 49.37% P: 64.40% R: 36.15% F: 46.31%
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+ 2024-08-12 07:47:33 INFO 0:00:02.696069s elapsed
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+ 2024-08-12 07:47:35 INFO lr: 4.9450e-05 - loss: 0.0100 - UP: 74.21% UR: 56.58% UF: 64.21% P: 73.85% R: 56.30% F: 63.89%
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+ 2024-08-12 07:47:35 INFO test: loss: nan - UP: 65.09% UR: 51.78% UF: 57.68% P: 59.72% R: 47.51% F: 52.92%
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+ 2024-08-12 07:47:35 INFO 0:00:02.745533s elapsed
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+ 2024-08-12 07:47:38 INFO lr: 4.9440e-05 - loss: 0.0083 - UP: 80.62% UR: 61.05% UF: 69.49% P: 79.16% R: 59.94% F: 68.22%
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+ 2024-08-12 07:47:38 INFO dev: loss: 0.1237 - UP: 79.84% UR: 35.89% UF: 49.52% P: 75.19% R: 33.80% F: 46.63%
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+ 2024-08-12 07:47:38 INFO test: loss: nan - UP: 72.24% UR: 41.64% UF: 52.83% P: 67.66% R: 39.00% F: 49.48%
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+ 2024-08-12 07:47:38 INFO 0:00:02.785473s elapsed
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+ 2024-08-12 07:47:41 INFO lr: 4.9430e-05 - loss: 0.0080 - UP: 87.51% UR: 69.17% UF: 77.27% P: 87.16% R: 68.90% F: 76.96%
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+ 2024-08-12 07:47:41 INFO dev: loss: 0.1202 - UP: 81.87% UR: 48.78% UF: 61.14% P: 74.85% R: 44.60% F: 55.90%
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+ 2024-08-12 07:47:41 INFO test: loss: nan - UP: 72.48% UR: 41.94% UF: 53.13% P: 68.86% R: 39.84% F: 50.48%
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+ 2024-08-12 07:47:41 INFO 0:00:02.814277s elapsed
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+ 2024-08-12 07:47:43 INFO lr: 4.9420e-05 - loss: 0.0068 - UP: 91.43% UR: 78.31% UF: 84.36% P: 91.00% R: 77.94% F: 83.97%
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+ 2024-08-12 07:47:43 INFO dev: loss: 0.1335 - UP: 74.48% UR: 49.83% UF: 59.71% P: 69.27% R: 46.34% F: 55.53%
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+ 2024-08-12 07:47:44 INFO test: loss: nan - UP: 71.55% UR: 47.63% UF: 57.19% P: 67.97% R: 45.25% F: 54.33%
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+ 2024-08-12 07:47:44 INFO 0:00:02.682554s elapsed
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+ 2024-08-12 07:47:46 INFO lr: 4.9410e-05 - loss: 0.0050 - UP: 91.06% UR: 80.39% UF: 85.39% P: 90.85% R: 80.20% F: 85.20%
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+ 2024-08-12 07:47:46 INFO dev: loss: 0.1514 - UP: 73.12% UR: 40.77% UF: 52.35% P: 66.25% R: 36.93% F: 47.43%
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+ 2024-08-12 07:47:46 INFO test: loss: nan - UP: 70.96% UR: 46.67% UF: 56.31% P: 67.01% R: 44.07% F: 53.17%
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+ 2024-08-12 07:47:46 INFO 0:00:02.802554s elapsed
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+ 2024-08-12 07:47:49 INFO lr: 4.9400e-05 - loss: 0.0089 - UP: 92.67% UR: 80.48% UF: 86.14% P: 92.14% R: 80.02% F: 85.65%
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+ 2024-08-12 07:47:49 INFO dev: loss: 0.1555 - UP: 73.64% UR: 56.45% UF: 63.91% P: 65.91% R: 50.52% F: 57.20%
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+ 2024-08-12 07:47:49 INFO test: loss: nan - UP: 69.70% UR: 50.98% UF: 58.89% P: 64.72% R: 47.34% F: 54.68%
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+ 2024-08-12 07:47:49 INFO 0:00:02.797415s elapsed
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+ 2024-08-12 07:47:52 INFO lr: 4.9390e-05 - loss: 0.0026 - UP: 93.61% UR: 81.82% UF: 87.32% P: 93.03% R: 81.31% F: 86.78%
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+ 2024-08-12 07:47:52 INFO test: loss: nan - UP: 69.06% UR: 49.48% UF: 57.65% P: 65.73% R: 47.09% F: 54.87%
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+ 2024-08-12 07:48:00 INFO 0:00:02.704850s elapsed (saved)
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+ 2024-08-12 07:48:02 INFO lr: 4.9380e-05 - loss: 0.0003 - UP: 93.37% UR: 85.19% UF: 89.09% P: 93.07% R: 84.91% F: 88.80%
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+ 2024-08-12 07:48:02 INFO test: loss: nan - UP: 72.03% UR: 47.47% UF: 57.22% P: 66.82% R: 44.03% F: 53.08%
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+ 2024-08-12 07:48:02 INFO 0:00:02.798824s elapsed
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+ 2024-08-12 07:48:05 INFO lr: 4.9370e-05 - loss: 0.0005 - UP: 91.65% UR: 83.62% UF: 87.45% P: 91.45% R: 83.43% F: 87.26%
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+ 2024-08-12 07:48:05 INFO test: loss: nan - UP: 72.09% UR: 46.63% UF: 56.63% P: 68.46% R: 44.28% F: 53.78%
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+ 2024-08-12 07:48:27 INFO dev: loss: 0.1781 - UP: 74.64% UR: 54.36% UF: 62.90% P: 69.38% R: 50.52% F: 58.47%
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+ 2024-08-12 07:48:32 INFO dev: loss: 0.1809 - UP: 75.12% UR: 53.66% UF: 62.60% P: 68.29% R: 48.78% F: 56.91%
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+ 2024-08-12 07:48:35 INFO dev: loss: 0.1736 - UP: 75.86% UR: 53.66% UF: 62.86% P: 69.95% R: 49.48% F: 57.96%
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+ 2024-08-12 07:48:35 INFO test: loss: nan - UP: 72.91% UR: 50.86% UF: 59.92% P: 68.71% R: 47.93% F: 56.47%
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+ 2024-08-12 07:48:38 INFO dev: loss: 0.1721 - UP: 76.73% UR: 54.01% UF: 63.39% P: 70.79% R: 49.83% F: 58.49%
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+ 2024-08-12 07:48:38 INFO test: loss: nan - UP: 71.76% UR: 51.11% UF: 59.70% P: 67.00% R: 47.72% F: 55.74%
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521
+ 2024-08-12 07:48:40 INFO dev: loss: 0.1910 - UP: 79.78% UR: 50.87% UF: 62.13% P: 73.77% R: 47.04% F: 57.45%
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+ 2024-08-12 07:48:41 INFO 0:00:02.712598s elapsed
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+ 2024-08-12 07:48:43 INFO test: loss: nan - UP: 76.24% UR: 43.02% UF: 55.01% P: 72.16% R: 40.72% F: 52.06%
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+ 2024-08-12 07:48:43 INFO 0:00:02.709101s elapsed
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+ 2024-08-12 07:48:46 INFO lr: 4.9220e-05 - loss: 0.0017 - UP: 94.23% UR: 89.76% UF: 91.94% P: 93.80% R: 89.34% F: 91.52%
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+ 2024-08-12 07:48:46 INFO dev: loss: 0.1964 - UP: 79.79% UR: 53.66% UF: 64.17% P: 73.06% R: 49.13% F: 58.75%
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+ 2024-08-12 07:48:46 INFO test: loss: nan - UP: 72.69% UR: 49.73% UF: 59.05% P: 67.61% R: 46.25% F: 54.93%
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+ 2024-08-12 07:48:46 INFO 0:00:02.676486s elapsed
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+ 2024-08-12 07:48:46 INFO Epoch 79 / 5000:
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+ 2024-08-12 07:48:48 INFO lr: 4.9210e-05 - loss: 0.0017 - UP: 95.98% UR: 91.46% UF: 93.67% P: 95.79% R: 91.28% F: 93.48%
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+ 2024-08-12 07:48:48 INFO dev: loss: 0.3021 - UP: 70.95% UR: 59.58% UF: 64.77% P: 64.32% R: 54.01% F: 58.71%
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+ 2024-08-12 07:48:49 INFO test: loss: nan - UP: 68.69% UR: 56.51% UF: 62.01% P: 60.54% R: 49.81% F: 54.65%
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+ 2024-08-12 07:48:49 INFO 0:00:02.696552s elapsed
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+ 2024-08-12 07:48:49 INFO Epoch 80 / 5000:
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+ 2024-08-12 07:48:51 INFO lr: 4.9200e-05 - loss: 0.0040 - UP: 93.98% UR: 88.60% UF: 91.21% P: 93.44% R: 88.09% F: 90.69%
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+ 2024-08-12 07:48:51 INFO dev: loss: 0.2239 - UP: 75.00% UR: 57.49% UF: 65.09% P: 70.00% R: 53.66% F: 60.75%
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+ 2024-08-12 07:48:52 INFO test: loss: nan - UP: 70.11% UR: 54.84% UF: 61.54% P: 65.67% R: 51.36% F: 57.64%
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+ 2024-08-12 07:48:58 INFO 0:00:02.745201s elapsed (saved)
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+ 2024-08-12 07:48:58 INFO Epoch 81 / 5000:
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+ 2024-08-12 07:49:01 INFO lr: 4.9190e-05 - loss: 0.0021 - UP: 94.40% UR: 92.62% UF: 93.50% P: 94.12% R: 92.34% F: 93.22%
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+ 2024-08-12 07:49:01 INFO dev: loss: 0.2057 - UP: 82.14% UR: 56.10% UF: 66.67% P: 76.02% R: 51.92% F: 61.70%
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+ 2024-08-12 07:49:01 INFO test: loss: nan - UP: 72.65% UR: 52.20% UF: 60.75% P: 68.75% R: 49.39% F: 57.48%
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+ 2024-08-12 07:49:09 INFO 0:00:02.671778s elapsed (saved)
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+ 2024-08-12 07:49:09 INFO Epoch 82 / 5000:
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+ 2024-08-12 07:49:12 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 95.48% UR: 92.66% UF: 94.05% P: 95.34% R: 92.52% F: 93.91%
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+ 2024-08-12 07:49:12 INFO dev: loss: 0.2157 - UP: 81.25% UR: 54.36% UF: 65.14% P: 76.04% R: 50.87% F: 60.96%
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+ 2024-08-12 07:49:12 INFO test: loss: nan - UP: 73.76% UR: 51.82% UF: 60.88% P: 69.89% R: 49.10% F: 57.68%
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+ 2024-08-12 07:49:12 INFO 0:00:02.672031s elapsed
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+ 2024-08-12 07:49:12 INFO Epoch 83 / 5000:
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+ 2024-08-12 07:49:14 INFO lr: 4.9170e-05 - loss: 0.0012 - UP: 96.42% UR: 93.17% UF: 94.77% P: 96.32% R: 93.08% F: 94.67%
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+ 2024-08-12 07:49:14 INFO dev: loss: 0.2154 - UP: 82.05% UR: 55.75% UF: 66.39% P: 76.92% R: 52.26% F: 62.24%
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+ 2024-08-12 07:49:15 INFO test: loss: nan - UP: 73.29% UR: 53.33% UF: 61.74% P: 69.43% R: 50.52% F: 58.49%
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+ 2024-08-12 07:49:22 INFO 0:00:02.709893s elapsed (saved)
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+ 2024-08-12 07:49:22 INFO Epoch 84 / 5000:
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+ 2024-08-12 07:49:25 INFO lr: 4.9160e-05 - loss: 0.0001 - UP: 95.22% UR: 94.74% UF: 94.98% P: 94.94% R: 94.46% F: 94.70%
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+ 2024-08-12 07:49:25 INFO dev: loss: 0.2115 - UP: 84.41% UR: 54.70% UF: 66.38% P: 79.03% R: 51.22% F: 62.16%
570
+ 2024-08-12 07:49:25 INFO test: loss: nan - UP: 74.12% UR: 51.11% UF: 60.50% P: 70.35% R: 48.51% F: 57.43%
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+ 2024-08-12 07:49:25 INFO 0:00:02.766800s elapsed
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+ 2024-08-12 07:49:25 INFO Epoch 85 / 5000:
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+ 2024-08-12 07:49:27 INFO lr: 4.9150e-05 - loss: 0.0096 - UP: 94.79% UR: 89.80% UF: 92.23% P: 93.96% R: 89.02% F: 91.42%
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+ 2024-08-12 07:49:28 INFO dev: loss: 0.1591 - UP: 71.62% UR: 57.14% UF: 63.57% P: 65.94% R: 52.61% F: 58.53%
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+ 2024-08-12 07:49:28 INFO test: loss: nan - UP: 68.09% UR: 53.54% UF: 59.94% P: 62.33% R: 49.02% F: 54.88%
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+ 2024-08-12 07:49:28 INFO 0:00:02.868022s elapsed
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+ 2024-08-12 07:49:28 INFO Epoch 86 / 5000:
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+ 2024-08-12 07:49:30 INFO lr: 4.9140e-05 - loss: 0.0076 - UP: 91.45% UR: 83.89% UF: 87.51% P: 91.15% R: 83.62% F: 87.22%
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+ 2024-08-12 07:49:30 INFO dev: loss: 0.1349 - UP: 70.09% UR: 52.26% UF: 59.88% P: 65.42% R: 48.78% F: 55.89%
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+ 2024-08-12 07:49:31 INFO test: loss: nan - UP: 69.48% UR: 53.04% UF: 60.16% P: 65.15% R: 49.73% F: 56.40%
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+ 2024-08-12 07:49:31 INFO 0:00:02.803302s elapsed
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+ 2024-08-12 07:49:31 INFO Epoch 87 / 5000:
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+ 2024-08-12 07:49:33 INFO lr: 4.9130e-05 - loss: 0.0010 - UP: 92.92% UR: 90.26% UF: 91.57% P: 92.73% R: 90.08% F: 91.39%
587
+ 2024-08-12 07:49:33 INFO dev: loss: 0.1418 - UP: 79.68% UR: 51.92% UF: 62.87% P: 74.87% R: 48.78% F: 59.07%
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+ 2024-08-12 07:49:34 INFO test: loss: nan - UP: 73.12% UR: 48.43% UF: 58.27% P: 69.20% R: 45.83% F: 55.14%
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+ 2024-08-12 07:49:34 INFO 0:00:02.785420s elapsed
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+ 2024-08-12 07:49:36 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 95.67% UR: 90.68% UF: 93.11% P: 95.47% R: 90.49% F: 92.92%
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+ 2024-08-12 07:49:36 INFO dev: loss: 0.1536 - UP: 79.03% UR: 51.22% UF: 62.16% P: 74.73% R: 48.43% F: 58.77%
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+ 2024-08-12 07:49:36 INFO test: loss: nan - UP: 74.51% UR: 47.63% UF: 58.11% P: 70.71% R: 45.20% F: 55.15%
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+ 2024-08-12 07:49:36 INFO 0:00:02.725795s elapsed
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+ 2024-08-12 07:49:38 INFO lr: 4.9110e-05 - loss: 0.0007 - UP: 95.06% UR: 92.39% UF: 93.70% P: 94.68% R: 92.02% F: 93.33%
599
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600
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+ 2024-08-12 07:49:39 INFO 0:00:02.623865s elapsed
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+ 2024-08-12 07:49:39 INFO Epoch 90 / 5000:
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+ 2024-08-12 07:49:41 INFO lr: 4.9100e-05 - loss: 0.0052 - UP: 95.50% UR: 93.12% UF: 94.30% P: 95.31% R: 92.94% F: 94.11%
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+ 2024-08-12 07:49:41 INFO dev: loss: 0.1529 - UP: 78.12% UR: 52.26% UF: 62.63% P: 72.92% R: 48.78% F: 58.46%
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+ 2024-08-12 07:49:42 INFO test: loss: nan - UP: 73.72% UR: 49.60% UF: 59.30% P: 69.68% R: 46.88% F: 56.05%
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+ 2024-08-12 07:49:42 INFO 0:00:02.730966s elapsed
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+ 2024-08-12 07:49:44 INFO dev: loss: 0.1514 - UP: 78.12% UR: 52.26% UF: 62.63% P: 72.92% R: 48.78% F: 58.46%
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+ 2024-08-12 07:49:44 INFO test: loss: nan - UP: 74.06% UR: 49.27% UF: 59.17% P: 70.03% R: 46.59% F: 55.95%
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+ 2024-08-12 07:49:44 INFO 0:00:02.718519s elapsed
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+ 2024-08-12 07:49:47 INFO test: loss: nan - UP: 72.96% UR: 50.98% UF: 60.02% P: 68.47% R: 47.84% F: 56.33%
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+ 2024-08-12 07:49:47 INFO 0:00:02.685832s elapsed
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+ 2024-08-12 07:49:49 INFO lr: 4.9070e-05 - loss: 0.0004 - UP: 96.12% UR: 92.66% UF: 94.36% P: 95.79% R: 92.34% F: 94.03%
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+ 2024-08-12 07:49:50 INFO dev: loss: 0.1599 - UP: 76.29% UR: 51.57% UF: 61.54% P: 71.65% R: 48.43% F: 57.80%
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+ 2024-08-12 07:49:50 INFO test: loss: nan - UP: 73.80% UR: 49.43% UF: 59.21% P: 70.04% R: 46.92% F: 56.20%
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+ 2024-08-12 07:49:50 INFO 0:00:02.814321s elapsed
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+ 2024-08-12 07:49:50 INFO Epoch 94 / 5000:
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+ 2024-08-12 07:49:52 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 95.95% UR: 94.00% UF: 94.97% P: 95.71% R: 93.77% F: 94.73%
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+ 2024-08-12 07:49:52 INFO dev: loss: 0.1556 - UP: 75.74% UR: 53.31% UF: 62.58% P: 69.31% R: 48.78% F: 57.26%
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+ 2024-08-12 07:49:53 INFO test: loss: nan - UP: 72.68% UR: 51.61% UF: 60.36% P: 68.61% R: 48.72% F: 56.98%
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+ 2024-08-12 07:49:53 INFO 0:00:02.781908s elapsed
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+ 2024-08-12 07:49:53 INFO Epoch 95 / 5000:
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+ 2024-08-12 07:49:55 INFO lr: 4.9050e-05 - loss: 0.0001 - UP: 96.17% UR: 93.91% UF: 95.03% P: 95.89% R: 93.63% F: 94.75%
635
+ 2024-08-12 07:49:55 INFO dev: loss: 0.1567 - UP: 77.04% UR: 52.61% UF: 62.53% P: 71.94% R: 49.13% F: 58.39%
636
+ 2024-08-12 07:49:55 INFO test: loss: nan - UP: 75.28% UR: 49.90% UF: 60.02% P: 70.80% R: 46.92% F: 56.44%
637
+ 2024-08-12 07:49:55 INFO 0:00:02.815490s elapsed
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+ 2024-08-12 07:49:58 INFO lr: 4.9040e-05 - loss: 0.0054 - UP: 96.86% UR: 93.95% UF: 95.39% P: 96.67% R: 93.77% F: 95.20%
641
+ 2024-08-12 07:49:58 INFO dev: loss: 0.1616 - UP: 75.83% UR: 55.75% UF: 64.26% P: 70.14% R: 51.57% F: 59.44%
642
+ 2024-08-12 07:49:58 INFO test: loss: nan - UP: 73.68% UR: 53.25% UF: 61.82% P: 68.41% R: 49.43% F: 57.39%
643
+ 2024-08-12 07:49:58 INFO 0:00:02.767611s elapsed
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+ 2024-08-12 07:50:00 INFO lr: 4.9030e-05 - loss: 0.0002 - UP: 95.93% UR: 95.75% UF: 95.84% P: 95.75% R: 95.57% F: 95.66%
647
+ 2024-08-12 07:50:01 INFO dev: loss: 0.1470 - UP: 77.45% UR: 55.05% UF: 64.36% P: 71.57% R: 50.87% F: 59.47%
648
+ 2024-08-12 07:50:01 INFO test: loss: nan - UP: 74.01% UR: 52.62% UF: 61.51% P: 68.83% R: 48.93% F: 57.20%
649
+ 2024-08-12 07:50:01 INFO 0:00:02.743329s elapsed
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+ 2024-08-12 07:50:03 INFO lr: 4.9020e-05 - loss: 0.0003 - UP: 97.17% UR: 95.02% UF: 96.08% P: 96.98% R: 94.83% F: 95.89%
653
+ 2024-08-12 07:50:03 INFO dev: loss: 0.1513 - UP: 78.22% UR: 55.05% UF: 64.62% P: 72.77% R: 51.22% F: 60.12%
654
+ 2024-08-12 07:50:04 INFO test: loss: nan - UP: 73.94% UR: 51.36% UF: 60.62% P: 68.58% R: 47.63% F: 56.22%
655
+ 2024-08-12 07:50:04 INFO 0:00:02.792169s elapsed
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+ 2024-08-12 07:50:06 INFO lr: 4.9010e-05 - loss: 0.0001 - UP: 97.19% UR: 95.75% UF: 96.47% P: 97.14% R: 95.71% F: 96.42%
659
+ 2024-08-12 07:50:06 INFO dev: loss: 0.1625 - UP: 75.85% UR: 54.70% UF: 63.56% P: 70.05% R: 50.52% F: 58.70%
660
+ 2024-08-12 07:50:07 INFO test: loss: nan - UP: 73.46% UR: 53.33% UF: 61.80% P: 68.38% R: 49.64% F: 57.52%
661
+ 2024-08-12 07:50:07 INFO 0:00:02.760104s elapsed
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+ 2024-08-12 07:50:07 INFO Epoch 100 / 5000:
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+ 2024-08-12 07:50:09 INFO lr: 4.9000e-05 - loss: 0.0005 - UP: 97.79% UR: 96.08% UF: 96.93% P: 97.37% R: 95.66% F: 96.51%
665
+ 2024-08-12 07:50:09 INFO dev: loss: 0.1742 - UP: 76.10% UR: 54.36% UF: 63.41% P: 69.76% R: 49.83% F: 58.13%
666
+ 2024-08-12 07:50:09 INFO test: loss: nan - UP: 73.04% UR: 52.66% UF: 61.20% P: 67.98% R: 49.02% F: 56.96%
667
+ 2024-08-12 07:50:09 INFO 0:00:02.808202s elapsed
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+ 2024-08-12 07:50:09 INFO Epoch 101 / 5000:
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+ 2024-08-12 07:50:12 INFO lr: 4.8990e-05 - loss: 0.0007 - UP: 97.54% UR: 96.86% UF: 97.20% P: 97.35% R: 96.68% F: 97.01%
671
+ 2024-08-12 07:50:12 INFO dev: loss: 0.1715 - UP: 78.06% UR: 53.31% UF: 63.35% P: 71.94% R: 49.13% F: 58.39%
672
+ 2024-08-12 07:50:12 INFO test: loss: nan - UP: 74.49% UR: 50.78% UF: 60.39% P: 69.58% R: 47.42% F: 56.40%
673
+ 2024-08-12 07:50:12 INFO 0:00:02.721984s elapsed
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+ 2024-08-12 07:50:12 INFO Epoch 102 / 5000:
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+ 2024-08-12 07:50:14 INFO lr: 4.8980e-05 - loss: 0.0005 - UP: 97.88% UR: 95.71% UF: 96.78% P: 97.69% R: 95.52% F: 96.59%
677
+ 2024-08-12 07:50:14 INFO dev: loss: 0.1695 - UP: 73.15% UR: 55.05% UF: 62.82% P: 67.13% R: 50.52% F: 57.65%
678
+ 2024-08-12 07:50:15 INFO test: loss: nan - UP: 70.57% UR: 55.55% UF: 62.17% P: 65.89% R: 51.86% F: 58.04%
679
+ 2024-08-12 07:50:15 INFO 0:00:02.753137s elapsed
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+ 2024-08-12 07:50:15 INFO Epoch 103 / 5000:
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+ 2024-08-12 07:50:17 INFO lr: 4.8970e-05 - loss: 0.0002 - UP: 97.65% UR: 95.99% UF: 96.81% P: 97.46% R: 95.80% F: 96.63%
683
+ 2024-08-12 07:50:17 INFO dev: loss: 0.1905 - UP: 77.61% UR: 54.36% UF: 63.93% P: 72.64% R: 50.87% F: 59.84%
684
+ 2024-08-12 07:50:18 INFO test: loss: nan - UP: 71.81% UR: 52.62% UF: 60.74% P: 67.12% R: 49.18% F: 56.77%
685
+ 2024-08-12 07:50:18 INFO 0:00:02.756458s elapsed
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+ 2024-08-12 07:50:18 INFO Epoch 104 / 5000:
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+ 2024-08-12 07:50:20 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 98.15% UR: 95.71% UF: 96.92% P: 97.92% R: 95.48% F: 96.68%
689
+ 2024-08-12 07:50:20 INFO dev: loss: 0.1792 - UP: 79.49% UR: 54.01% UF: 64.32% P: 73.33% R: 49.83% F: 59.34%
690
+ 2024-08-12 07:50:20 INFO test: loss: nan - UP: 72.30% UR: 52.16% UF: 60.60% P: 67.42% R: 48.64% F: 56.51%
691
+ 2024-08-12 07:50:20 INFO 0:00:02.785269s elapsed
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+ 2024-08-12 07:50:20 INFO Epoch 105 / 5000:
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+ 2024-08-12 07:50:23 INFO lr: 4.8950e-05 - loss: 0.0122 - UP: 96.95% UR: 96.95% UF: 96.95% P: 96.68% R: 96.68% F: 96.68%
695
+ 2024-08-12 07:50:23 INFO dev: loss: 0.1883 - UP: 78.87% UR: 53.31% UF: 63.62% P: 73.71% R: 49.83% F: 59.46%
696
+ 2024-08-12 07:50:23 INFO test: loss: nan - UP: 72.85% UR: 51.15% UF: 60.10% P: 68.14% R: 47.84% F: 56.21%
697
+ 2024-08-12 07:50:23 INFO 0:00:02.842610s elapsed
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+ 2024-08-12 07:50:23 INFO Epoch 106 / 5000:
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+ 2024-08-12 07:50:26 INFO lr: 4.8940e-05 - loss: 0.0006 - UP: 97.49% UR: 96.68% UF: 97.08% P: 97.35% R: 96.54% F: 96.94%
701
+ 2024-08-12 07:50:26 INFO dev: loss: 0.1663 - UP: 75.38% UR: 52.26% UF: 61.73% P: 69.85% R: 48.43% F: 57.20%
702
+ 2024-08-12 07:50:26 INFO test: loss: nan - UP: 72.28% UR: 50.90% UF: 59.73% P: 67.64% R: 47.63% F: 55.90%
703
+ 2024-08-12 07:50:26 INFO 0:00:02.817900s elapsed
704
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+ 2024-08-12 07:50:26 INFO Epoch 107 / 5000:
706
+ 2024-08-12 07:50:28 INFO lr: 4.8930e-05 - loss: 0.0001 - UP: 97.02% UR: 96.22% UF: 96.62% P: 96.84% R: 96.03% F: 96.43%
707
+ 2024-08-12 07:50:28 INFO dev: loss: 0.1773 - UP: 75.62% UR: 52.96% UF: 62.30% P: 69.65% R: 48.78% F: 57.38%
708
+ 2024-08-12 07:50:29 INFO test: loss: nan - UP: 72.40% UR: 51.32% UF: 60.06% P: 67.97% R: 48.18% F: 56.39%
709
+ 2024-08-12 07:50:29 INFO 0:00:02.753087s elapsed
710
+
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+ 2024-08-12 07:50:29 INFO Epoch 108 / 5000:
712
+ 2024-08-12 07:50:31 INFO lr: 4.8920e-05 - loss: 0.0006 - UP: 97.20% UR: 94.46% UF: 95.81% P: 96.91% R: 94.19% F: 95.53%
713
+ 2024-08-12 07:50:31 INFO dev: loss: 0.1669 - UP: 80.65% UR: 52.26% UF: 63.42% P: 75.27% R: 48.78% F: 59.20%
714
+ 2024-08-12 07:50:31 INFO test: loss: nan - UP: 74.42% UR: 49.98% UF: 59.80% P: 69.43% R: 46.63% F: 55.79%
715
+ 2024-08-12 07:50:31 INFO 0:00:02.729685s elapsed
716
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+ 2024-08-12 07:50:31 INFO Epoch 109 / 5000:
718
+ 2024-08-12 07:50:34 INFO lr: 4.8910e-05 - loss: 0.0004 - UP: 96.87% UR: 95.57% UF: 96.21% P: 96.63% R: 95.34% F: 95.98%
719
+ 2024-08-12 07:50:34 INFO dev: loss: 0.1788 - UP: 76.14% UR: 52.26% UF: 61.98% P: 71.07% R: 48.78% F: 57.85%
720
+ 2024-08-12 07:50:34 INFO test: loss: nan - UP: 73.41% UR: 49.27% UF: 58.96% P: 68.98% R: 46.29% F: 55.40%
721
+ 2024-08-12 07:50:34 INFO 0:00:02.815239s elapsed
722
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+ 2024-08-12 07:50:34 INFO Epoch 110 / 5000:
724
+ 2024-08-12 07:50:37 INFO lr: 4.8900e-05 - loss: 0.0013 - UP: 96.72% UR: 95.29% UF: 96.00% P: 96.39% R: 94.97% F: 95.68%
725
+ 2024-08-12 07:50:37 INFO dev: loss: 0.1737 - UP: 78.24% UR: 52.61% UF: 62.92% P: 72.54% R: 48.78% F: 58.33%
726
+ 2024-08-12 07:50:37 INFO test: loss: nan - UP: 75.02% UR: 48.68% UF: 59.04% P: 70.50% R: 45.75% F: 55.49%
727
+ 2024-08-12 07:50:37 INFO 0:00:02.764634s elapsed
728
+
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+ 2024-08-12 07:50:37 INFO Epoch 111 / 5000:
730
+ 2024-08-12 07:50:39 INFO lr: 4.8890e-05 - loss: 0.0001 - UP: 96.95% UR: 95.48% UF: 96.21% P: 96.77% R: 95.29% F: 96.02%
731
+ 2024-08-12 07:50:39 INFO dev: loss: 0.1708 - UP: 77.72% UR: 52.26% UF: 62.50% P: 72.02% R: 48.43% F: 57.92%
732
+ 2024-08-12 07:50:40 INFO test: loss: nan - UP: 73.98% UR: 49.31% UF: 59.18% P: 69.70% R: 46.46% F: 55.76%
733
+ 2024-08-12 07:50:40 INFO 0:00:02.709714s elapsed
734
+
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+ 2024-08-12 07:50:40 INFO Epoch 112 / 5000:
736
+ 2024-08-12 07:50:42 INFO lr: 4.8880e-05 - loss: 0.0005 - UP: 96.91% UR: 95.43% UF: 96.16% P: 96.67% R: 95.20% F: 95.93%
737
+ 2024-08-12 07:50:42 INFO dev: loss: 0.1730 - UP: 75.88% UR: 52.61% UF: 62.14% P: 70.35% R: 48.78% F: 57.61%
738
+ 2024-08-12 07:50:43 INFO test: loss: nan - UP: 73.04% UR: 49.94% UF: 59.32% P: 68.81% R: 47.05% F: 55.88%
739
+ 2024-08-12 07:50:43 INFO 0:00:02.816895s elapsed
740
+
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+ 2024-08-12 07:50:43 INFO Epoch 113 / 5000:
742
+ 2024-08-12 07:50:45 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 96.97% UR: 95.85% UF: 96.40% P: 96.87% R: 95.75% F: 96.31%
743
+ 2024-08-12 07:50:45 INFO dev: loss: 0.1748 - UP: 75.88% UR: 52.61% UF: 62.14% P: 70.85% R: 49.13% F: 58.02%
744
+ 2024-08-12 07:50:45 INFO test: loss: nan - UP: 73.65% UR: 51.28% UF: 60.46% P: 69.01% R: 48.05% F: 56.66%
745
+ 2024-08-12 07:50:45 INFO 0:00:02.787545s elapsed
746
+
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+ 2024-08-12 07:50:53 INFO Epoch 83 saved
748
+ 2024-08-12 07:50:53 INFO dev: UP: 82.05% UR: 55.75% UF: 66.39% P: 76.92% R: 52.26% F: 62.24%
749
+ 2024-08-12 07:50:53 INFO test: UP: 73.29% UR: 53.33% UF: 61.74% P: 69.43% R: 50.52% F: 58.49%
750
+ 2024-08-12 07:50:53 INFO 0:05:09.490882s elapsed, 0:00:02.738857s/epoch