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SemEval-2022-Task-10
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  2. models/multibooked_ca/sdp_byMTLD_desc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byMTLD_desc/10/model_vi_multibooked_ca_roberta_6.train.log +894 -0
  4. models/multibooked_ca/sdp_byMTLD_desc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byMTLD_desc/10/model_vi_multibooked_ca_xlm_6.train.log +630 -0
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+ 2024-08-12 08:22:05 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_byMTLD_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_byMTLD_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_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 08:22:05 INFO Building the fields
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+ 2024-08-12 08:22:05 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 08:22:05 INFO Building the model
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+ 2024-08-12 08:22:07 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 08:22:07 INFO Loading the data
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+ 2024-08-12 08:22:08 INFO
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+ train: Dataset(n_sentences=119, 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 08:22:08 INFO Epoch 1 / 5000:
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+ 2024-08-12 08:22:10 INFO lr: 4.9990e-05 - loss: 0.1121 - UP: 0.48% UR: 3.05% UF: 0.83% P: 0.28% R: 1.75% F: 0.48%
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+ 2024-08-12 08:22:10 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 08:22:11 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 08:22:11 INFO 0:00:02.834210s elapsed
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+
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+ 2024-08-12 08:22:11 INFO Epoch 2 / 5000:
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+ 2024-08-12 08:22:12 INFO lr: 4.9980e-05 - loss: 0.1212 - UP: 33.63% UR: 1.75% UF: 3.33% P: 31.86% R: 1.66% F: 3.16%
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+ 2024-08-12 08:22:13 INFO dev: loss: 0.1071 - 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 08:22:13 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 08:22:13 INFO 0:00:02.262100s elapsed
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+
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+ 2024-08-12 08:22:13 INFO Epoch 3 / 5000:
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+ 2024-08-12 08:22:15 INFO lr: 4.9970e-05 - loss: 0.0434 - UP: 15.38% UR: 3.51% UF: 5.71% P: 15.18% R: 3.46% F: 5.64%
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+ 2024-08-12 08:22:15 INFO dev: loss: 0.1011 - UP: 100.00% UR: 0.34% UF: 0.67% P: 100.00% R: 0.34% F: 0.67%
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+ 2024-08-12 08:22:15 INFO test: loss: nan - UP: 80.49% UR: 1.38% UF: 2.72% P: 80.49% R: 1.38% F: 2.72%
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+ 2024-08-12 08:22:17 INFO 0:00:02.298797s elapsed (saved)
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+
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+ 2024-08-12 08:22:19 INFO lr: 4.9960e-05 - loss: 0.0282 - UP: 39.77% UR: 4.75% UF: 8.49% P: 38.61% R: 4.61% F: 8.24%
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+ 2024-08-12 08:22:19 INFO dev: loss: 0.1071 - 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 08:22:19 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 08:22:19 INFO 0:00:02.345842s elapsed
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+
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+ 2024-08-12 08:22:19 INFO Epoch 5 / 5000:
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+ 2024-08-12 08:22:21 INFO lr: 4.9950e-05 - loss: nan - UP: 25.84% UR: 5.31% UF: 8.81% P: 25.62% R: 5.26% F: 8.73%
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+ 2024-08-12 08:22:21 INFO dev: loss: 0.1050 - UP: 75.00% UR: 2.01% UF: 3.92% P: 62.50% R: 1.68% F: 3.27%
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+ 2024-08-12 08:22:22 INFO test: loss: nan - UP: 79.84% UR: 4.15% UF: 7.89% P: 78.23% R: 4.06% F: 7.73%
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+ 2024-08-12 08:22:25 INFO 0:00:02.294292s elapsed (saved)
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+ 2024-08-12 08:22:25 INFO Epoch 6 / 5000:
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+ 2024-08-12 08:22:27 INFO lr: 4.9940e-05 - loss: 0.0133 - UP: 65.93% UR: 9.64% UF: 16.83% P: 64.67% R: 9.46% F: 16.51%
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+ 2024-08-12 08:22:27 INFO dev: loss: 0.1077 - UP: 78.57% UR: 7.38% UF: 13.50% P: 71.43% R: 6.71% F: 12.27%
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+ 2024-08-12 08:22:28 INFO test: loss: nan - UP: 76.60% UR: 10.56% UF: 18.56% P: 75.68% R: 10.43% F: 18.34%
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+ 2024-08-12 08:22:31 INFO 0:00:02.332526s elapsed (saved)
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+ 2024-08-12 08:22:33 INFO lr: 4.9930e-05 - loss: 0.0125 - UP: 63.28% UR: 11.77% UF: 19.84% P: 62.78% R: 11.68% F: 19.69%
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+ 2024-08-12 08:22:33 INFO dev: loss: 0.1003 - UP: 80.00% UR: 10.74% UF: 18.93% P: 72.50% R: 9.73% F: 17.16%
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+ 2024-08-12 08:22:34 INFO test: loss: nan - UP: 81.91% UR: 12.90% UF: 22.29% P: 79.52% R: 12.53% F: 21.64%
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+ 2024-08-12 08:22:37 INFO 0:00:02.289549s elapsed (saved)
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+ 2024-08-12 08:22:39 INFO lr: 4.9920e-05 - loss: 0.0249 - UP: 69.56% UR: 18.87% UF: 29.69% P: 68.88% R: 18.69% F: 29.40%
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+ 2024-08-12 08:22:39 INFO dev: loss: 0.1133 - UP: 88.89% UR: 5.37% UF: 10.13% P: 88.89% R: 5.37% F: 10.13%
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+ 2024-08-12 08:22:40 INFO test: loss: nan - UP: 79.28% UR: 11.06% UF: 19.41% P: 78.38% R: 10.93% F: 19.19%
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+ 2024-08-12 08:22:40 INFO 0:00:02.295903s elapsed
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+
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+ 2024-08-12 08:22:40 INFO Epoch 9 / 5000:
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+ 2024-08-12 08:22:42 INFO lr: 4.9910e-05 - loss: 0.0192 - UP: 67.33% UR: 20.26% UF: 31.15% P: 66.87% R: 20.12% F: 30.93%
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+ 2024-08-12 08:22:42 INFO dev: loss: 0.1229 - UP: 92.31% UR: 8.05% UF: 14.81% P: 84.62% R: 7.38% F: 13.58%
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+ 2024-08-12 08:22:42 INFO test: loss: nan - UP: 74.95% UR: 16.55% UF: 27.11% P: 67.36% R: 14.87% F: 24.37%
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+ 2024-08-12 08:22:42 INFO 0:00:02.342047s elapsed
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+
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+ 2024-08-12 08:22:42 INFO Epoch 10 / 5000:
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+ 2024-08-12 08:22:44 INFO lr: 4.9900e-05 - loss: 0.0160 - UP: 71.72% UR: 24.23% UF: 36.22% P: 71.04% R: 24.00% F: 35.87%
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+ 2024-08-12 08:22:44 INFO dev: loss: 0.1168 - UP: 82.54% UR: 17.45% UF: 28.81% P: 77.78% R: 16.44% F: 27.15%
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+ 2024-08-12 08:22:44 INFO test: loss: nan - UP: 76.72% UR: 22.92% UF: 35.29% P: 74.05% R: 22.12% F: 34.06%
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+ 2024-08-12 08:22:48 INFO 0:00:02.293618s elapsed (saved)
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+ 2024-08-12 08:22:48 INFO Epoch 11 / 5000:
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+ 2024-08-12 08:22:50 INFO lr: 4.9890e-05 - loss: nan - UP: 69.77% UR: 31.52% UF: 43.42% P: 69.46% R: 31.38% F: 43.23%
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+ 2024-08-12 08:22:50 INFO dev: loss: 0.1000 - UP: 86.36% UR: 6.38% UF: 11.87% P: 81.82% R: 6.04% F: 11.25%
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+ 2024-08-12 08:22:51 INFO test: loss: nan - UP: 81.01% UR: 11.44% UF: 20.04% P: 79.53% R: 11.23% F: 19.68%
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+ 2024-08-12 08:22:51 INFO 0:00:02.372728s elapsed
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+ 2024-08-12 08:22:51 INFO Epoch 12 / 5000:
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+ 2024-08-12 08:22:52 INFO lr: 4.9880e-05 - loss: 0.0180 - UP: 73.70% UR: 27.41% UF: 39.96% P: 73.08% R: 27.18% F: 39.62%
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+ 2024-08-12 08:22:53 INFO dev: loss: 0.1068 - UP: 71.77% UR: 29.87% UF: 42.18% P: 68.55% R: 28.52% F: 40.28%
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+ 2024-08-12 08:22:53 INFO test: loss: nan - UP: 66.41% UR: 35.61% UF: 46.36% P: 63.12% R: 33.85% F: 44.07%
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+ 2024-08-12 08:22:56 INFO 0:00:02.394655s elapsed (saved)
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+ 2024-08-12 08:22:56 INFO Epoch 13 / 5000:
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+ 2024-08-12 08:22:58 INFO lr: 4.9870e-05 - loss: 0.0353 - UP: 78.02% UR: 37.52% UF: 50.67% P: 77.35% R: 37.19% F: 50.23%
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+ 2024-08-12 08:22:58 INFO dev: loss: 0.1044 - UP: 78.49% UR: 24.50% UF: 37.34% P: 73.12% R: 22.82% F: 34.78%
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+ 2024-08-12 08:22:58 INFO test: loss: nan - UP: 72.51% UR: 28.40% UF: 40.82% P: 69.63% R: 27.27% F: 39.19%
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+ 2024-08-12 08:22:58 INFO 0:00:02.199742s elapsed
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+ 2024-08-12 08:22:58 INFO Epoch 14 / 5000:
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+ 2024-08-12 08:23:00 INFO lr: 4.9860e-05 - loss: 0.0109 - UP: 75.30% UR: 40.52% UF: 52.69% P: 74.87% R: 40.29% F: 52.39%
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+ 2024-08-12 08:23:00 INFO dev: loss: 0.1042 - UP: 91.49% UR: 14.43% UF: 24.93% P: 87.23% R: 13.76% F: 23.77%
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+ 2024-08-12 08:23:00 INFO test: loss: nan - UP: 82.81% UR: 17.55% UF: 28.97% P: 80.24% R: 17.01% F: 28.07%
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+ 2024-08-12 08:23:00 INFO 0:00:02.339304s elapsed
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+ 2024-08-12 08:23:02 INFO lr: 4.9850e-05 - loss: 0.0134 - UP: 80.17% UR: 43.65% UF: 56.53% P: 79.75% R: 43.42% F: 56.23%
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+ 2024-08-12 08:23:02 INFO dev: loss: 0.0950 - UP: 70.14% UR: 33.89% UF: 45.70% P: 68.06% R: 32.89% F: 44.34%
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+ 2024-08-12 08:23:03 INFO test: loss: nan - UP: 71.39% UR: 34.60% UF: 46.61% P: 67.85% R: 32.89% F: 44.30%
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+ 2024-08-12 08:23:06 INFO 0:00:02.285053s elapsed (saved)
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+ 2024-08-12 08:23:06 INFO Epoch 16 / 5000:
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+ 2024-08-12 08:23:08 INFO lr: 4.9840e-05 - loss: 0.0111 - UP: 80.85% UR: 51.82% UF: 63.16% P: 80.56% R: 51.64% F: 62.94%
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+ 2024-08-12 08:23:08 INFO dev: loss: 0.1048 - UP: 85.71% UR: 30.20% UF: 44.67% P: 81.90% R: 28.86% F: 42.68%
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+ 2024-08-12 08:23:08 INFO test: loss: nan - UP: 73.89% UR: 30.71% UF: 43.39% P: 71.27% R: 29.62% F: 41.85%
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+ 2024-08-12 08:23:08 INFO 0:00:02.244146s elapsed
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+ 2024-08-12 08:23:08 INFO Epoch 17 / 5000:
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+ 2024-08-12 08:23:10 INFO lr: 4.9830e-05 - loss: 0.0057 - UP: 85.03% UR: 54.27% UF: 66.25% P: 84.60% R: 53.99% F: 65.92%
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+ 2024-08-12 08:23:10 INFO dev: loss: 0.1096 - UP: 85.05% UR: 30.54% UF: 44.94% P: 81.31% R: 29.19% F: 42.96%
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+ 2024-08-12 08:23:10 INFO test: loss: nan - UP: 74.78% UR: 27.94% UF: 40.68% P: 72.09% R: 26.94% F: 39.22%
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+ 2024-08-12 08:23:10 INFO 0:00:02.174370s elapsed
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+ 2024-08-12 08:23:10 INFO Epoch 18 / 5000:
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+ 2024-08-12 08:23:12 INFO lr: 4.9820e-05 - loss: 0.0151 - UP: 85.24% UR: 53.02% UF: 65.38% P: 84.72% R: 52.70% F: 64.98%
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+ 2024-08-12 08:23:12 INFO dev: loss: 0.1065 - UP: 79.28% UR: 29.53% UF: 43.03% P: 75.68% R: 28.19% F: 41.08%
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+ 2024-08-12 08:23:12 INFO test: loss: nan - UP: 71.09% UR: 31.63% UF: 43.78% P: 68.08% R: 30.29% F: 41.93%
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+ 2024-08-12 08:23:12 INFO 0:00:02.191244s elapsed
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+ 2024-08-12 08:23:12 INFO Epoch 19 / 5000:
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+ 2024-08-12 08:23:14 INFO lr: 4.9810e-05 - loss: 0.0035 - UP: 85.28% UR: 58.56% UF: 69.44% P: 84.88% R: 58.28% F: 69.11%
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+ 2024-08-12 08:23:14 INFO dev: loss: 0.1158 - UP: 77.78% UR: 35.23% UF: 48.50% P: 74.81% R: 33.89% F: 46.65%
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+ 2024-08-12 08:23:37 INFO dev: loss: 0.1204 - UP: 80.62% UR: 43.29% UF: 56.33% P: 78.12% R: 41.95% F: 54.59%
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+ 2024-08-12 08:23:37 INFO test: loss: nan - UP: 75.42% UR: 37.54% UF: 50.13% P: 73.15% R: 36.41% F: 48.62%
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+ 2024-08-12 08:23:42 INFO dev: loss: 0.1132 - UP: 81.50% UR: 47.32% UF: 59.87% P: 78.61% R: 45.64% F: 57.75%
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+ 2024-08-12 08:23:43 INFO test: loss: nan - UP: 76.43% UR: 37.62% UF: 50.42% P: 73.53% R: 36.20% F: 48.51%
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+ 2024-08-12 08:23:48 INFO dev: loss: 0.1115 - UP: 83.56% UR: 40.94% UF: 54.95% P: 80.82% R: 39.60% F: 53.15%
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+ 2024-08-12 08:23:48 INFO test: loss: nan - UP: 78.25% UR: 33.01% UF: 46.43% P: 75.87% R: 32.01% F: 45.02%
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+ 2024-08-12 08:23:50 INFO dev: loss: 0.1124 - UP: 77.89% UR: 49.66% UF: 60.66% P: 75.79% R: 48.32% F: 59.02%
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+ 2024-08-12 08:23:50 INFO test: loss: nan - UP: 75.34% UR: 34.31% UF: 47.15% P: 72.86% R: 33.18% F: 45.60%
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+ 2024-08-12 08:23:55 INFO dev: loss: 0.1111 - UP: 78.15% UR: 39.60% UF: 52.56% P: 75.50% R: 38.26% F: 50.78%
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+ 2024-08-12 08:23:56 INFO 0:00:02.361325s elapsed
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+ 2024-08-12 08:23:57 INFO lr: 4.9700e-05 - loss: 0.0036 - UP: 92.21% UR: 77.57% UF: 84.26% P: 91.94% R: 77.34% F: 84.01%
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+ 2024-08-12 08:23:58 INFO dev: loss: 0.1172 - UP: 76.96% UR: 49.33% UF: 60.12% P: 73.82% R: 47.32% F: 57.67%
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+ 2024-08-12 08:23:58 INFO test: loss: nan - UP: 74.25% UR: 43.49% UF: 54.85% P: 71.60% R: 41.94% F: 52.89%
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+ 2024-08-12 08:24:00 INFO dev: loss: 0.1297 - UP: 82.32% UR: 45.30% UF: 58.44% P: 78.66% R: 43.29% F: 55.84%
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+ 2024-08-12 08:24:00 INFO test: loss: nan - UP: 78.14% UR: 35.48% UF: 48.80% P: 75.83% R: 34.44% F: 47.36%
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+ 2024-08-12 08:24:02 INFO lr: 4.9680e-05 - loss: 0.0101 - UP: 93.54% UR: 76.79% UF: 84.34% P: 93.20% R: 76.51% F: 84.03%
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+ 2024-08-12 08:24:02 INFO dev: loss: 0.1257 - UP: 82.32% UR: 45.30% UF: 58.44% P: 78.66% R: 43.29% F: 55.84%
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+ 2024-08-12 08:24:02 INFO test: loss: nan - UP: 77.51% UR: 38.42% UF: 51.37% P: 74.56% R: 36.95% F: 49.41%
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+ 2024-08-12 08:24:02 INFO 0:00:02.289469s elapsed
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+ 2024-08-12 08:24:04 INFO lr: 4.9670e-05 - loss: 0.0007 - UP: 92.48% UR: 80.57% UF: 86.12% P: 92.06% R: 80.20% F: 85.72%
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+ 2024-08-12 08:24:04 INFO dev: loss: 0.1162 - UP: 79.79% UR: 51.68% UF: 62.73% P: 76.68% R: 49.66% F: 60.29%
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+ 2024-08-12 08:24:05 INFO test: loss: nan - UP: 75.40% UR: 43.15% UF: 54.89% P: 72.84% R: 41.68% F: 53.02%
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+ 2024-08-12 08:24:08 INFO 0:00:02.347870s elapsed (saved)
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+ 2024-08-12 08:24:10 INFO lr: 4.9660e-05 - loss: 0.0013 - UP: 93.32% UR: 84.40% UF: 88.64% P: 93.01% R: 84.13% F: 88.35%
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+ 2024-08-12 08:24:10 INFO dev: loss: 0.1157 - UP: 84.43% UR: 47.32% UF: 60.65% P: 80.84% R: 45.30% F: 58.06%
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+ 2024-08-12 08:24:10 INFO test: loss: nan - UP: 78.37% UR: 39.00% UF: 52.08% P: 76.18% R: 37.91% F: 50.63%
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+ 2024-08-12 08:24:10 INFO 0:00:02.331369s elapsed
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+ 2024-08-12 08:24:12 INFO lr: 4.9650e-05 - loss: 0.0034 - UP: 94.40% UR: 84.77% UF: 89.33% P: 94.14% R: 84.54% F: 89.08%
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+ 2024-08-12 08:24:12 INFO dev: loss: 0.1276 - UP: 80.40% UR: 53.69% UF: 64.39% P: 77.39% R: 51.68% F: 61.97%
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+ 2024-08-12 08:24:12 INFO test: loss: nan - UP: 76.35% UR: 43.95% UF: 55.78% P: 74.16% R: 42.69% F: 54.19%
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+ 2024-08-12 08:24:15 INFO 0:00:02.260618s elapsed (saved)
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+ 2024-08-12 08:24:17 INFO lr: 4.9640e-05 - loss: 0.0061 - UP: 94.36% UR: 88.05% UF: 91.10% P: 94.07% R: 87.77% F: 90.81%
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+ 2024-08-12 08:24:17 INFO dev: loss: 0.1279 - UP: 85.00% UR: 51.34% UF: 64.02% P: 81.67% R: 49.33% F: 61.51%
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+ 2024-08-12 08:24:18 INFO test: loss: nan - UP: 77.85% UR: 40.34% UF: 53.15% P: 75.99% R: 39.38% F: 51.88%
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+ 2024-08-12 08:24:18 INFO 0:00:02.319543s elapsed
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+ 2024-08-12 08:24:20 INFO lr: 4.9630e-05 - loss: 0.0021 - UP: 95.28% UR: 84.86% UF: 89.77% P: 94.97% R: 84.59% F: 89.48%
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+ 2024-08-12 08:24:20 INFO dev: loss: 0.1476 - UP: 82.38% UR: 53.36% UF: 64.77% P: 79.27% R: 51.34% F: 62.32%
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+ 2024-08-12 08:24:20 INFO test: loss: nan - UP: 76.05% UR: 44.70% UF: 56.31% P: 73.13% R: 42.98% F: 54.14%
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+ 2024-08-12 08:24:23 INFO 0:00:02.277291s elapsed (saved)
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+ 2024-08-12 08:24:25 INFO lr: 4.9620e-05 - loss: 0.0195 - UP: 94.24% UR: 84.59% UF: 89.15% P: 93.88% R: 84.26% F: 88.81%
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+ 2024-08-12 08:24:25 INFO dev: loss: 0.1208 - UP: 81.35% UR: 52.68% UF: 63.95% P: 77.72% R: 50.34% F: 61.10%
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+ 2024-08-12 08:24:25 INFO test: loss: nan - UP: 72.61% UR: 44.87% UF: 55.46% P: 69.69% R: 43.07% F: 53.24%
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+ 2024-08-12 08:24:25 INFO 0:00:02.411736s elapsed
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+ 2024-08-12 08:24:27 INFO lr: 4.9610e-05 - loss: 0.0022 - UP: 92.58% UR: 87.49% UF: 89.96% P: 92.43% R: 87.36% F: 89.82%
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+ 2024-08-12 08:24:27 INFO dev: loss: 0.1326 - UP: 83.91% UR: 48.99% UF: 61.86% P: 79.89% R: 46.64% F: 58.90%
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+ 2024-08-12 08:24:28 INFO 0:00:02.183293s elapsed
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+ 2024-08-12 08:24:29 INFO lr: 4.9600e-05 - loss: 0.0014 - UP: 95.77% UR: 88.74% UF: 92.12% P: 95.62% R: 88.60% F: 91.98%
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+ 2024-08-12 08:24:30 INFO dev: loss: 0.1325 - UP: 83.07% UR: 52.68% UF: 64.48% P: 78.84% R: 50.00% F: 61.19%
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+ 2024-08-12 08:24:30 INFO test: loss: nan - UP: 75.66% UR: 43.49% UF: 55.23% P: 73.54% R: 42.27% F: 53.68%
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+ 2024-08-12 08:24:32 INFO lr: 4.9590e-05 - loss: 0.0040 - UP: 95.91% UR: 90.82% UF: 93.29% P: 95.66% R: 90.59% F: 93.06%
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+ 2024-08-12 08:24:32 INFO dev: loss: 0.1351 - UP: 81.37% UR: 55.70% UF: 66.14% P: 76.96% R: 52.68% F: 62.55%
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+ 2024-08-12 08:24:32 INFO test: loss: nan - UP: 74.59% UR: 46.25% UF: 57.10% P: 72.36% R: 44.87% F: 55.39%
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+ 2024-08-12 08:24:35 INFO 0:00:02.231709s elapsed (saved)
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+ 2024-08-12 08:24:37 INFO lr: 4.9580e-05 - loss: 0.0042 - UP: 96.31% UR: 91.51% UF: 93.85% P: 95.97% R: 91.19% F: 93.52%
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+ 2024-08-12 08:24:37 INFO dev: loss: 0.1438 - UP: 82.26% UR: 51.34% UF: 63.22% P: 78.49% R: 48.99% F: 60.33%
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+ 2024-08-12 08:24:38 INFO test: loss: nan - UP: 77.38% UR: 42.86% UF: 55.16% P: 75.34% R: 41.73% F: 53.71%
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+ 2024-08-12 08:24:39 INFO lr: 4.9570e-05 - loss: 0.0132 - UP: 97.17% UR: 90.40% UF: 93.66% P: 97.02% R: 90.26% F: 93.52%
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+ 2024-08-12 08:24:39 INFO dev: loss: 0.1420 - UP: 87.27% UR: 48.32% UF: 62.20% P: 83.03% R: 45.97% F: 59.18%
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+ 2024-08-12 08:24:40 INFO test: loss: nan - UP: 77.25% UR: 37.41% UF: 50.41% P: 74.83% R: 36.24% F: 48.83%
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+ 2024-08-12 08:24:40 INFO 0:00:02.206058s elapsed
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+ 2024-08-12 08:24:42 INFO lr: 4.9560e-05 - loss: 0.0035 - UP: 93.80% UR: 89.39% UF: 91.54% P: 93.51% R: 89.11% F: 91.26%
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+ 2024-08-12 08:24:42 INFO dev: loss: 0.1778 - UP: 71.74% UR: 55.37% UF: 62.50% P: 68.26% R: 52.68% F: 59.47%
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+ 2024-08-12 08:24:42 INFO test: loss: nan - UP: 68.35% UR: 50.02% UF: 57.76% P: 64.00% R: 46.84% F: 54.09%
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+ 2024-08-12 08:24:44 INFO lr: 4.9550e-05 - loss: 0.0024 - UP: 95.87% UR: 85.69% UF: 90.50% P: 95.61% R: 85.46% F: 90.25%
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+ 2024-08-12 08:24:44 INFO dev: loss: 0.1383 - UP: 79.23% UR: 48.66% UF: 60.29% P: 76.50% R: 46.98% F: 58.21%
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+ 2024-08-12 08:24:44 INFO test: loss: nan - UP: 77.12% UR: 39.55% UF: 52.28% P: 74.18% R: 38.04% F: 50.29%
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+ 2024-08-12 08:24:46 INFO lr: 4.9540e-05 - loss: 0.0171 - UP: 95.36% UR: 88.19% UF: 91.63% P: 94.86% R: 87.72% F: 91.15%
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+ 2024-08-12 08:24:46 INFO dev: loss: 0.1524 - UP: 77.93% UR: 55.70% UF: 64.97% P: 74.65% R: 53.36% F: 62.23%
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+ 2024-08-12 08:24:47 INFO test: loss: nan - UP: 70.45% UR: 49.35% UF: 58.04% P: 66.51% R: 46.59% F: 54.79%
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+ 2024-08-12 08:24:48 INFO lr: 4.9530e-05 - loss: 0.0002 - UP: 96.95% UR: 90.86% UF: 93.81% P: 96.65% R: 90.59% F: 93.52%
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+ 2024-08-12 08:24:49 INFO test: loss: nan - UP: 74.95% UR: 44.11% UF: 55.54% P: 72.24% R: 42.52% F: 53.53%
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+ 2024-08-12 08:24:51 INFO lr: 4.9520e-05 - loss: nan - UP: 96.38% UR: 93.40% UF: 94.87% P: 96.00% R: 93.03% F: 94.49%
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+ 2024-08-12 08:24:51 INFO test: loss: nan - UP: 74.32% UR: 45.96% UF: 56.80% P: 72.02% R: 44.53% F: 55.03%
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+ 2024-08-12 08:24:56 INFO lr: 4.9510e-05 - loss: 0.0000 - UP: 96.78% UR: 92.85% UF: 94.77% P: 96.54% R: 92.62% F: 94.54%
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+ 2024-08-12 08:24:56 INFO test: loss: nan - UP: 76.75% UR: 41.89% UF: 54.20% P: 73.98% R: 40.39% F: 52.25%
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+ 2024-08-12 08:24:58 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 97.24% UR: 92.80% UF: 94.97% P: 96.91% R: 92.48% F: 94.64%
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+ 2024-08-12 08:24:59 INFO dev: loss: 0.1441 - UP: 80.77% UR: 56.38% UF: 66.40% P: 76.44% R: 53.36% F: 62.85%
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+ 2024-08-12 08:24:59 INFO test: loss: nan - UP: 76.27% UR: 44.70% UF: 56.37% P: 73.77% R: 43.23% F: 54.52%
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+ 2024-08-12 08:25:24 INFO dev: loss: 0.1646 - UP: 80.00% UR: 56.38% UF: 66.14% P: 75.71% R: 53.36% F: 62.60%
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+ 2024-08-12 08:25:24 INFO test: loss: nan - UP: 76.22% UR: 44.32% UF: 56.05% P: 73.49% R: 42.73% F: 54.04%
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+ 2024-08-12 08:25:26 INFO dev: loss: 0.1312 - UP: 74.35% UR: 57.38% UF: 64.77% P: 70.00% R: 54.03% F: 60.98%
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+ 2024-08-12 08:25:26 INFO test: loss: nan - UP: 71.26% UR: 49.14% UF: 58.17% P: 67.86% R: 46.80% F: 55.39%
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+ 2024-08-12 08:25:28 INFO dev: loss: 0.1562 - UP: 80.95% UR: 51.34% UF: 62.83% P: 77.25% R: 48.99% F: 59.96%
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+ 2024-08-12 08:25:28 INFO test: loss: nan - UP: 75.77% UR: 40.09% UF: 52.44% P: 72.05% R: 38.12% F: 49.86%
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+ 2024-08-12 08:25:28 INFO 0:00:02.196949s elapsed
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+ 2024-08-12 08:25:33 INFO lr: 4.9390e-05 - loss: 0.0009 - UP: 94.66% UR: 93.31% UF: 93.98% P: 94.34% R: 92.99% F: 93.66%
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+ 2024-08-12 08:25:33 INFO dev: loss: 0.1365 - UP: 84.83% UR: 50.67% UF: 63.45% P: 80.90% R: 48.32% F: 60.50%
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+ 2024-08-12 08:25:33 INFO test: loss: nan - UP: 76.08% UR: 42.77% UF: 54.76% P: 73.17% R: 41.14% F: 52.67%
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+ 2024-08-12 08:25:33 INFO 0:00:02.351059s elapsed
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+ 2024-08-12 08:25:35 INFO dev: loss: 0.1343 - UP: 80.19% UR: 55.70% UF: 65.74% P: 75.36% R: 52.35% F: 61.78%
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+ 2024-08-12 08:25:35 INFO test: loss: nan - UP: 73.32% UR: 46.63% UF: 57.00% P: 70.22% R: 44.66% F: 54.60%
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+ 2024-08-12 08:25:35 INFO 0:00:02.251077s elapsed
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+ 2024-08-12 08:25:37 INFO dev: loss: 0.1387 - UP: 81.22% UR: 53.69% UF: 64.65% P: 76.65% R: 50.67% F: 61.01%
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+ 2024-08-12 08:25:38 INFO test: loss: nan - UP: 75.57% UR: 44.32% UF: 55.88% P: 73.00% R: 42.82% F: 53.97%
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+ 2024-08-12 08:25:38 INFO 0:00:02.305037s elapsed
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+ 2024-08-12 08:25:40 INFO dev: loss: 0.1606 - UP: 81.22% UR: 53.69% UF: 64.65% P: 76.65% R: 50.67% F: 61.01%
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+ 2024-08-12 08:25:40 INFO test: loss: nan - UP: 76.56% UR: 45.16% UF: 56.81% P: 73.93% R: 43.61% F: 54.86%
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+ 2024-08-12 08:25:40 INFO 0:00:02.259196s elapsed
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+ 2024-08-12 08:25:42 INFO lr: 4.9350e-05 - loss: 0.0028 - UP: 96.99% UR: 93.68% UF: 95.31% P: 96.75% R: 93.45% F: 95.07%
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+ 2024-08-12 08:25:42 INFO dev: loss: 0.1418 - UP: 83.08% UR: 54.36% UF: 65.72% P: 77.95% R: 51.01% F: 61.66%
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+ 2024-08-12 08:25:42 INFO test: loss: nan - UP: 74.88% UR: 45.45% UF: 56.57% P: 72.05% R: 43.74% F: 54.43%
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+ 2024-08-12 08:25:42 INFO 0:00:02.222525s elapsed
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+ 2024-08-12 08:25:44 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 97.76% UR: 94.79% UF: 96.25% P: 97.43% R: 94.46% F: 95.92%
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+ 2024-08-12 08:25:44 INFO dev: loss: 0.1655 - UP: 82.27% UR: 56.04% UF: 66.67% P: 77.83% R: 53.02% F: 63.07%
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+ 2024-08-12 08:25:44 INFO test: loss: nan - UP: 74.88% UR: 46.96% UF: 57.72% P: 71.81% R: 45.04% F: 55.36%
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+ 2024-08-12 08:25:44 INFO 0:00:02.357163s elapsed
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+ 2024-08-12 08:25:46 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 97.18% UR: 95.57% UF: 96.37% P: 97.00% R: 95.39% F: 96.18%
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+ 2024-08-12 08:25:46 INFO dev: loss: 0.1430 - UP: 82.41% UR: 55.03% UF: 66.00% P: 78.39% R: 52.35% F: 62.78%
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+ 2024-08-12 08:25:47 INFO test: loss: nan - UP: 74.98% UR: 46.84% UF: 57.66% P: 72.30% R: 45.16% F: 55.60%
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+ 2024-08-12 08:25:47 INFO 0:00:02.128242s elapsed
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+ 2024-08-12 08:25:48 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 97.36% UR: 95.20% UF: 96.27% P: 97.07% R: 94.92% F: 95.99%
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+ 2024-08-12 08:25:49 INFO dev: loss: 0.1560 - UP: 81.46% UR: 56.04% UF: 66.40% P: 77.07% R: 53.02% F: 62.82%
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+ 2024-08-12 08:25:49 INFO test: loss: nan - UP: 74.97% UR: 46.17% UF: 57.14% P: 72.11% R: 44.41% F: 54.96%
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+ 2024-08-12 08:25:49 INFO 0:00:02.279017s elapsed
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+ 2024-08-12 08:25:49 INFO Epoch 69 / 5000:
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+ 2024-08-12 08:25:51 INFO test: loss: nan - UP: 73.52% UR: 47.47% UF: 57.69% P: 70.41% R: 45.45% F: 55.24%
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+ 2024-08-12 08:25:51 INFO 0:00:02.283985s elapsed
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+ 2024-08-12 08:25:51 INFO Epoch 70 / 5000:
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+ 2024-08-12 08:25:53 INFO lr: 4.9300e-05 - loss: 0.0002 - UP: 97.82% UR: 95.29% UF: 96.54% P: 97.49% R: 94.97% F: 96.21%
485
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+ 2024-08-12 08:25:53 INFO test: loss: nan - UP: 75.00% UR: 46.38% UF: 57.31% P: 72.29% R: 44.70% F: 55.24%
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+ 2024-08-12 08:25:53 INFO 0:00:02.318393s elapsed
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+ 2024-08-12 08:25:55 INFO lr: 4.9290e-05 - loss: 0.0015 - UP: 97.55% UR: 95.48% UF: 96.50% P: 97.36% R: 95.29% F: 96.32%
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+ 2024-08-12 08:25:56 INFO dev: loss: 0.1390 - UP: 81.59% UR: 55.03% UF: 65.73% P: 77.11% R: 52.01% F: 62.12%
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+ 2024-08-12 08:25:56 INFO test: loss: nan - UP: 75.94% UR: 45.87% UF: 57.20% P: 73.65% R: 44.49% F: 55.47%
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+ 2024-08-12 08:25:56 INFO 0:00:02.414494s elapsed
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+ 2024-08-12 08:25:56 INFO Epoch 72 / 5000:
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+ 2024-08-12 08:25:58 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.47% UR: 94.79% UF: 96.59% P: 98.27% R: 94.60% F: 96.40%
497
+ 2024-08-12 08:25:58 INFO dev: loss: 0.1410 - UP: 82.61% UR: 57.38% UF: 67.72% P: 78.26% R: 54.36% F: 64.16%
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+ 2024-08-12 08:25:58 INFO test: loss: nan - UP: 75.12% UR: 45.54% UF: 56.70% P: 72.98% R: 44.24% F: 55.09%
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+ 2024-08-12 08:26:01 INFO 0:00:02.250018s elapsed (saved)
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+ 2024-08-12 08:26:01 INFO Epoch 73 / 5000:
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+ 2024-08-12 08:26:03 INFO lr: 4.9270e-05 - loss: 0.0001 - UP: 97.74% UR: 95.89% UF: 96.81% P: 97.60% R: 95.75% F: 96.67%
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+ 2024-08-12 08:26:03 INFO dev: loss: 0.1492 - UP: 81.59% UR: 55.03% UF: 65.73% P: 77.11% R: 52.01% F: 62.12%
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+ 2024-08-12 08:26:03 INFO test: loss: nan - UP: 74.98% UR: 46.96% UF: 57.75% P: 71.97% R: 45.08% F: 55.44%
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+ 2024-08-12 08:26:03 INFO 0:00:02.282883s elapsed
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+ 2024-08-12 08:26:03 INFO Epoch 74 / 5000:
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+ 2024-08-12 08:26:05 INFO lr: 4.9260e-05 - loss: 0.0004 - UP: 97.48% UR: 96.26% UF: 96.87% P: 97.29% R: 96.08% F: 96.68%
509
+ 2024-08-12 08:26:05 INFO dev: loss: 0.1535 - UP: 81.73% UR: 57.05% UF: 67.19% P: 76.92% R: 53.69% F: 63.24%
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+ 2024-08-12 08:26:06 INFO test: loss: nan - UP: 74.70% UR: 44.03% UF: 55.40% P: 72.21% R: 42.56% F: 53.56%
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+ 2024-08-12 08:26:06 INFO 0:00:02.279937s elapsed
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+ 2024-08-12 08:26:06 INFO Epoch 75 / 5000:
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+ 2024-08-12 08:26:08 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 98.66% UR: 95.34% UF: 96.97% P: 98.33% R: 95.02% F: 96.64%
515
+ 2024-08-12 08:26:08 INFO dev: loss: 0.1580 - UP: 82.04% UR: 56.71% UF: 67.06% P: 77.67% R: 53.69% F: 63.49%
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+ 2024-08-12 08:26:08 INFO test: loss: nan - UP: 74.53% UR: 46.21% UF: 57.05% P: 71.96% R: 44.62% F: 55.08%
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+ 2024-08-12 08:26:08 INFO 0:00:02.316592s elapsed
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+ 2024-08-12 08:26:10 INFO lr: 4.9240e-05 - loss: 0.0042 - UP: 96.38% UR: 87.36% UF: 91.65% P: 96.13% R: 87.13% F: 91.41%
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+ 2024-08-12 08:26:10 INFO dev: loss: 0.1451 - UP: 71.96% UR: 51.68% UF: 60.16% P: 67.29% R: 48.32% F: 56.25%
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+ 2024-08-12 08:26:10 INFO test: loss: nan - UP: 69.76% UR: 46.29% UF: 55.65% P: 66.67% R: 44.24% F: 53.19%
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+ 2024-08-12 08:26:10 INFO 0:00:02.249261s elapsed
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+ 2024-08-12 08:26:12 INFO lr: 4.9230e-05 - loss: 0.0052 - UP: 92.81% UR: 88.19% UF: 90.44% P: 92.47% R: 87.86% F: 90.11%
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+ 2024-08-12 08:26:13 INFO test: loss: nan - UP: 71.91% UR: 43.44% UF: 54.17% P: 68.86% R: 41.60% F: 51.87%
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+ 2024-08-12 08:26:13 INFO 0:00:02.298084s elapsed
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+ 2024-08-12 08:26:15 INFO lr: 4.9220e-05 - loss: 0.0003 - UP: 95.19% UR: 93.12% UF: 94.15% P: 94.81% R: 92.75% F: 93.77%
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+ 2024-08-12 08:26:15 INFO dev: loss: 0.1556 - UP: 73.87% UR: 55.03% UF: 63.08% P: 70.72% R: 52.68% F: 60.38%
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+ 2024-08-12 08:26:15 INFO test: loss: nan - UP: 70.23% UR: 47.84% UF: 56.92% P: 66.73% R: 45.45% F: 54.07%
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+ 2024-08-12 08:26:15 INFO 0:00:02.375066s elapsed
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+ 2024-08-12 08:26:17 INFO lr: 4.9210e-05 - loss: 0.0086 - UP: 86.82% UR: 72.96% UF: 79.29% P: 86.16% R: 72.40% F: 78.69%
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+ 2024-08-12 08:26:17 INFO test: loss: nan - UP: 75.02% UR: 32.84% UF: 45.69% P: 71.00% R: 31.09% F: 43.24%
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+ 2024-08-12 08:26:17 INFO 0:00:02.379585s elapsed
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+ 2024-08-12 08:26:19 INFO lr: 4.9200e-05 - loss: 0.0032 - UP: 88.20% UR: 76.56% UF: 81.97% P: 86.92% R: 75.45% F: 80.78%
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+ 2024-08-12 08:26:19 INFO dev: loss: 0.1493 - UP: 84.08% UR: 44.30% UF: 58.02% P: 78.98% R: 41.61% F: 54.51%
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+ 2024-08-12 08:26:20 INFO test: loss: nan - UP: 76.94% UR: 36.61% UF: 49.62% P: 72.80% R: 34.65% F: 46.95%
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+ 2024-08-12 08:26:20 INFO 0:00:02.264848s elapsed
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+ 2024-08-12 08:26:20 INFO Epoch 81 / 5000:
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+ 2024-08-12 08:26:21 INFO lr: 4.9190e-05 - loss: 0.0091 - UP: 75.64% UR: 70.05% UF: 72.74% P: 74.14% R: 68.67% F: 71.30%
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+ 2024-08-12 08:26:22 INFO test: loss: nan - UP: 71.92% UR: 42.06% UF: 53.08% P: 67.48% R: 39.46% F: 49.80%
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+ 2024-08-12 08:26:22 INFO 0:00:02.230917s elapsed
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+ 2024-08-12 08:26:24 INFO lr: 4.9180e-05 - loss: 0.0078 - UP: 89.16% UR: 73.28% UF: 80.45% P: 88.43% R: 72.68% F: 79.79%
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+ 2024-08-12 08:26:24 INFO dev: loss: 0.1197 - UP: 88.55% UR: 38.93% UF: 54.08% P: 83.97% R: 36.91% F: 51.28%
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+ 2024-08-12 08:26:24 INFO test: loss: nan - UP: 75.79% UR: 31.34% UF: 44.34% P: 71.63% R: 29.62% F: 41.91%
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+ 2024-08-12 08:26:26 INFO lr: 4.9170e-05 - loss: 0.0017 - UP: 90.87% UR: 81.31% UF: 85.83% P: 90.61% R: 81.08% F: 85.58%
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+ 2024-08-12 08:26:30 INFO lr: 4.9150e-05 - loss: 0.0029 - UP: 96.31% UR: 91.46% UF: 93.82% P: 96.02% R: 91.19% F: 93.54%
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+ 2024-08-12 08:26:43 INFO dev: loss: 0.1439 - UP: 80.93% UR: 58.39% UF: 67.84% P: 77.67% R: 56.04% F: 65.11%
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+ 2024-08-12 08:26:44 INFO test: loss: nan - UP: 71.81% UR: 45.79% UF: 55.92% P: 67.87% R: 43.28% F: 52.85%
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+ 2024-08-12 08:26:48 INFO dev: loss: 0.1475 - UP: 81.40% UR: 58.72% UF: 68.23% P: 77.67% R: 56.04% F: 65.11%
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+ 2024-08-12 08:26:48 INFO test: loss: nan - UP: 72.46% UR: 46.84% UF: 56.90% P: 68.44% R: 44.24% F: 53.74%
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+ 2024-08-12 08:26:50 INFO dev: loss: 0.1539 - UP: 81.57% UR: 59.40% UF: 68.74% P: 77.88% R: 56.71% F: 65.63%
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+ 2024-08-12 08:26:50 INFO test: loss: nan - UP: 72.29% UR: 47.76% UF: 57.52% P: 68.23% R: 45.08% F: 54.29%
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+ 2024-08-12 08:26:58 INFO dev: loss: 0.1545 - UP: 82.67% UR: 56.04% UF: 66.80% P: 78.71% R: 53.36% F: 63.60%
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+ 2024-08-12 08:26:58 INFO test: loss: nan - UP: 74.43% UR: 43.65% UF: 55.03% P: 70.71% R: 41.47% F: 52.28%
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+ 2024-08-12 08:27:00 INFO dev: loss: 0.1430 - UP: 82.16% UR: 58.72% UF: 68.49% P: 78.40% R: 56.04% F: 65.36%
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+ 2024-08-12 08:27:01 INFO 0:00:02.326575s elapsed
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+ 2024-08-12 08:27:01 INFO Epoch 95 / 5000:
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+ 2024-08-12 08:27:03 INFO dev: loss: 0.1498 - UP: 79.55% UR: 58.72% UF: 67.57% P: 75.91% R: 56.04% F: 64.48%
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+ 2024-08-12 08:27:03 INFO test: loss: nan - UP: 70.93% UR: 48.35% UF: 57.50% P: 66.63% R: 45.41% F: 54.01%
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+ 2024-08-12 08:27:03 INFO 0:00:02.361774s elapsed
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+ 2024-08-12 08:27:05 INFO dev: loss: 0.1486 - UP: 81.02% UR: 58.72% UF: 68.09% P: 77.31% R: 56.04% F: 64.98%
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+ 2024-08-12 08:27:05 INFO test: loss: nan - UP: 72.33% UR: 47.42% UF: 57.29% P: 68.63% R: 44.99% F: 54.35%
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+ 2024-08-12 08:27:05 INFO 0:00:02.303173s elapsed
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+ 2024-08-12 08:27:07 INFO dev: loss: 0.1572 - UP: 81.99% UR: 58.05% UF: 67.98% P: 78.20% R: 55.37% F: 64.83%
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+ 2024-08-12 08:27:08 INFO test: loss: nan - UP: 73.33% UR: 45.04% UF: 55.80% P: 69.71% R: 42.82% F: 53.05%
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+ 2024-08-12 08:27:08 INFO 0:00:02.290081s elapsed
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+ 2024-08-12 08:27:10 INFO lr: 4.9020e-05 - loss: 0.0004 - UP: 97.42% UR: 95.89% UF: 96.65% P: 97.28% R: 95.75% F: 96.51%
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+ 2024-08-12 08:27:10 INFO test: loss: nan - UP: 73.87% UR: 44.41% UF: 55.47% P: 70.24% R: 42.23% F: 52.75%
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+ 2024-08-12 08:27:10 INFO 0:00:02.386756s elapsed
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+ 2024-08-12 08:27:10 INFO Epoch 99 / 5000:
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+ 2024-08-12 08:27:12 INFO lr: 4.9010e-05 - loss: 0.0007 - UP: 98.34% UR: 95.43% UF: 96.86% P: 98.10% R: 95.20% F: 96.63%
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+ 2024-08-12 08:27:12 INFO dev: loss: 0.1597 - UP: 80.93% UR: 58.39% UF: 67.84% P: 77.21% R: 55.70% F: 64.72%
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+ 2024-08-12 08:27:12 INFO test: loss: nan - UP: 72.19% UR: 48.39% UF: 57.94% P: 68.37% R: 45.83% F: 54.88%
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+ 2024-08-12 08:27:12 INFO 0:00:02.347693s elapsed
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+ 2024-08-12 08:27:12 INFO Epoch 100 / 5000:
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+ 2024-08-12 08:27:14 INFO lr: 4.9000e-05 - loss: 0.0002 - UP: 97.14% UR: 95.75% UF: 96.44% P: 96.96% R: 95.57% F: 96.26%
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+ 2024-08-12 08:27:14 INFO dev: loss: 0.1593 - UP: 81.99% UR: 58.05% UF: 67.98% P: 78.20% R: 55.37% F: 64.83%
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+ 2024-08-12 08:27:15 INFO test: loss: nan - UP: 72.65% UR: 47.97% UF: 57.78% P: 68.27% R: 45.08% F: 54.30%
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+ 2024-08-12 08:27:15 INFO 0:00:02.272338s elapsed
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+ 2024-08-12 08:27:16 INFO lr: 4.8990e-05 - loss: 0.0054 - UP: 97.84% UR: 95.94% UF: 96.88% P: 97.60% R: 95.71% F: 96.64%
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+ 2024-08-12 08:27:17 INFO test: loss: nan - UP: 75.38% UR: 44.11% UF: 55.66% P: 71.44% R: 41.81% F: 52.75%
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+ 2024-08-12 08:27:17 INFO 0:00:02.245367s elapsed
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+ 2024-08-12 08:27:17 INFO Epoch 102 / 5000:
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+ 2024-08-12 08:27:19 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 97.88% UR: 95.99% UF: 96.92% P: 97.55% R: 95.66% F: 96.60%
677
+ 2024-08-12 08:27:19 INFO dev: loss: 0.1724 - UP: 83.08% UR: 56.04% UF: 66.93% P: 79.10% R: 53.36% F: 63.73%
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+ 2024-08-12 08:27:19 INFO test: loss: nan - UP: 75.68% UR: 43.15% UF: 54.96% P: 71.86% R: 40.97% F: 52.19%
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+ 2024-08-12 08:27:19 INFO 0:00:02.228635s elapsed
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+ 2024-08-12 08:27:19 INFO Epoch 103 / 5000:
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+ 2024-08-12 08:27:21 INFO lr: 4.8970e-05 - loss: 0.0002 - UP: 97.83% UR: 95.89% UF: 96.85% P: 97.65% R: 95.71% F: 96.67%
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+ 2024-08-12 08:27:21 INFO dev: loss: 0.1719 - UP: 83.50% UR: 56.04% UF: 67.07% P: 79.50% R: 53.36% F: 63.86%
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+ 2024-08-12 08:27:21 INFO test: loss: nan - UP: 76.35% UR: 43.95% UF: 55.78% P: 72.78% R: 41.89% F: 53.18%
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+ 2024-08-12 08:27:21 INFO 0:00:02.292189s elapsed
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+ 2024-08-12 08:27:21 INFO Epoch 104 / 5000:
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+ 2024-08-12 08:27:23 INFO lr: 4.8960e-05 - loss: 0.0013 - UP: 97.35% UR: 96.45% UF: 96.89% P: 97.16% R: 96.26% F: 96.71%
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+ 2024-08-12 08:27:23 INFO dev: loss: 0.1691 - UP: 83.76% UR: 55.37% UF: 66.67% P: 79.70% R: 52.68% F: 63.43%
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+ 2024-08-12 08:27:24 INFO test: loss: nan - UP: 75.37% UR: 44.62% UF: 56.05% P: 71.62% R: 42.40% F: 53.26%
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+ 2024-08-12 08:27:24 INFO 0:00:02.379049s elapsed
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+ 2024-08-12 08:27:24 INFO Epoch 105 / 5000:
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+ 2024-08-12 08:27:26 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 98.38% UR: 95.20% UF: 96.76% P: 98.14% R: 94.97% F: 96.53%
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+ 2024-08-12 08:27:26 INFO dev: loss: 0.1668 - UP: 81.43% UR: 57.38% UF: 67.32% P: 77.62% R: 54.70% F: 64.17%
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+ 2024-08-12 08:27:26 INFO test: loss: nan - UP: 73.55% UR: 48.22% UF: 58.25% P: 69.14% R: 45.33% F: 54.76%
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+ 2024-08-12 08:27:26 INFO 0:00:02.279167s elapsed
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+ 2024-08-12 08:27:26 INFO Epoch 106 / 5000:
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+ 2024-08-12 08:27:28 INFO lr: 4.8940e-05 - loss: 0.0000 - UP: 97.65% UR: 95.89% UF: 96.76% P: 97.42% R: 95.66% F: 96.53%
701
+ 2024-08-12 08:27:28 INFO dev: loss: 0.1655 - UP: 81.78% UR: 58.72% UF: 68.36% P: 78.04% R: 56.04% F: 65.23%
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+ 2024-08-12 08:27:28 INFO test: loss: nan - UP: 73.08% UR: 49.02% UF: 58.68% P: 68.71% R: 46.08% F: 55.17%
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+ 2024-08-12 08:27:28 INFO 0:00:02.222798s elapsed
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+ 2024-08-12 08:27:28 INFO Epoch 107 / 5000:
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+ 2024-08-12 08:27:30 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 97.87% UR: 95.57% UF: 96.71% P: 97.68% R: 95.39% F: 96.52%
707
+ 2024-08-12 08:27:30 INFO dev: loss: 0.1562 - UP: 83.25% UR: 58.39% UF: 68.64% P: 79.90% R: 56.04% F: 65.88%
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+ 2024-08-12 08:27:31 INFO test: loss: nan - UP: 72.61% UR: 49.98% UF: 59.21% P: 68.41% R: 47.09% F: 55.78%
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+ 2024-08-12 08:27:34 INFO 0:00:02.234052s elapsed (saved)
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+ 2024-08-12 08:27:35 INFO lr: 4.8920e-05 - loss: 0.0005 - UP: 97.93% UR: 96.08% UF: 97.00% P: 97.60% R: 95.75% F: 96.67%
713
+ 2024-08-12 08:27:36 INFO dev: loss: 0.1728 - UP: 84.73% UR: 57.72% UF: 68.66% P: 80.79% R: 55.03% F: 65.47%
714
+ 2024-08-12 08:27:36 INFO test: loss: nan - UP: 75.81% UR: 45.29% UF: 56.70% P: 71.32% R: 42.61% F: 53.34%
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+ 2024-08-12 08:27:36 INFO 0:00:02.294790s elapsed
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+ 2024-08-12 08:27:36 INFO Epoch 109 / 5000:
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+ 2024-08-12 08:27:38 INFO lr: 4.8910e-05 - loss: 0.0017 - UP: 98.03% UR: 96.35% UF: 97.18% P: 97.75% R: 96.08% F: 96.90%
719
+ 2024-08-12 08:27:38 INFO dev: loss: 0.1478 - UP: 81.22% UR: 58.05% UF: 67.71% P: 77.46% R: 55.37% F: 64.58%
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+ 2024-08-12 08:27:38 INFO test: loss: nan - UP: 72.63% UR: 46.25% UF: 56.51% P: 68.36% R: 43.53% F: 53.19%
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+ 2024-08-12 08:27:38 INFO 0:00:02.220634s elapsed
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+ 2024-08-12 08:27:40 INFO lr: 4.8900e-05 - loss: 0.0023 - UP: 97.47% UR: 96.12% UF: 96.79% P: 97.15% R: 95.80% F: 96.47%
725
+ 2024-08-12 08:27:40 INFO dev: loss: 0.1716 - UP: 84.15% UR: 51.68% UF: 64.03% P: 81.97% R: 50.34% F: 62.37%
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+ 2024-08-12 08:27:40 INFO test: loss: nan - UP: 76.66% UR: 37.70% UF: 50.55% P: 74.53% R: 36.66% F: 49.14%
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+ 2024-08-12 08:27:40 INFO 0:00:02.325902s elapsed
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+ 2024-08-12 08:27:40 INFO Epoch 111 / 5000:
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+ 2024-08-12 08:27:42 INFO lr: 4.8890e-05 - loss: 0.0021 - UP: 96.66% UR: 92.11% UF: 94.33% P: 96.32% R: 91.79% F: 94.00%
731
+ 2024-08-12 08:27:42 INFO dev: loss: 0.1359 - UP: 80.37% UR: 59.06% UF: 68.09% P: 77.63% R: 57.05% F: 65.76%
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+ 2024-08-12 08:27:43 INFO test: loss: nan - UP: 70.80% UR: 54.04% UF: 61.30% P: 66.30% R: 50.61% F: 57.40%
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+ 2024-08-12 08:27:43 INFO 0:00:02.215854s elapsed
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+ 2024-08-12 08:27:44 INFO lr: 4.8880e-05 - loss: 0.0043 - UP: 91.69% UR: 88.14% UF: 89.88% P: 90.93% R: 87.40% F: 89.13%
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+ 2024-08-12 08:27:45 INFO dev: loss: 0.1245 - UP: 84.66% UR: 50.00% UF: 62.87% P: 79.55% R: 46.98% F: 59.07%
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+ 2024-08-12 08:27:45 INFO test: loss: nan - UP: 73.73% UR: 38.79% UF: 50.84% P: 68.55% R: 36.07% F: 47.27%
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+ 2024-08-12 08:27:45 INFO 0:00:02.274475s elapsed
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+ 2024-08-12 08:27:47 INFO lr: 4.8870e-05 - loss: 0.0060 - UP: 92.79% UR: 87.96% UF: 90.31% P: 92.55% R: 87.72% F: 90.07%
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+ 2024-08-12 08:27:47 INFO test: loss: nan - UP: 71.24% UR: 50.73% UF: 59.26% P: 66.24% R: 47.17% F: 55.10%
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+ 2024-08-12 08:27:47 INFO 0:00:02.371696s elapsed
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+ 2024-08-12 08:27:49 INFO lr: 4.8860e-05 - loss: 0.0016 - UP: 95.09% UR: 88.42% UF: 91.63% P: 94.69% R: 88.05% F: 91.25%
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+ 2024-08-12 08:27:49 INFO dev: loss: 0.1260 - UP: 81.62% UR: 50.67% UF: 62.53% P: 77.84% R: 48.32% F: 59.63%
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+ 2024-08-12 08:27:59 INFO test: loss: nan - UP: 75.17% UR: 45.92% UF: 57.01% P: 71.54% R: 43.70% F: 54.25%
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+ 2024-08-12 08:28:01 INFO dev: loss: 0.1471 - UP: 81.34% UR: 57.05% UF: 67.06% P: 77.51% R: 54.36% F: 63.91%
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+ 2024-08-12 08:28:01 INFO test: loss: nan - UP: 74.64% UR: 48.22% UF: 58.59% P: 70.36% R: 45.45% F: 55.23%
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+ 2024-08-12 08:28:05 INFO dev: loss: 0.1562 - UP: 81.54% UR: 53.36% UF: 64.50% P: 77.44% R: 50.67% F: 61.26%
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+ 2024-08-12 08:28:06 INFO test: loss: nan - UP: 75.96% UR: 44.62% UF: 56.22% P: 72.18% R: 42.40% F: 53.42%
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+ 2024-08-12 08:28:08 INFO dev: loss: 0.1483 - UP: 80.69% UR: 54.70% UF: 65.20% P: 76.73% R: 52.01% F: 62.00%
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+ 2024-08-12 08:28:08 INFO test: loss: nan - UP: 74.22% UR: 48.01% UF: 58.31% P: 70.53% R: 45.62% F: 55.41%
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+ 2024-08-12 08:28:10 INFO test: loss: nan - UP: 75.14% UR: 45.45% UF: 56.64% P: 71.68% R: 43.36% F: 54.03%
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+ 2024-08-12 08:28:12 INFO dev: loss: 0.1746 - UP: 83.25% UR: 55.03% UF: 66.26% P: 78.68% R: 52.01% F: 62.63%
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+ 2024-08-12 08:28:13 INFO test: loss: nan - UP: 74.06% UR: 44.49% UF: 55.59% P: 70.01% R: 42.06% F: 52.55%
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+ 2024-08-12 08:28:15 INFO dev: loss: 0.1552 - UP: 77.49% UR: 60.07% UF: 67.67% P: 73.59% R: 57.05% F: 64.27%
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+ 2024-08-12 08:28:15 INFO test: loss: nan - UP: 72.76% UR: 50.02% UF: 59.29% P: 68.13% R: 46.84% F: 55.51%
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+ 2024-08-12 08:28:15 INFO 0:00:02.358734s elapsed
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+ 2024-08-12 08:28:17 INFO lr: 4.8740e-05 - loss: 0.0006 - UP: 96.32% UR: 94.09% UF: 95.19% P: 96.08% R: 93.86% F: 94.96%
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+ 2024-08-12 08:28:17 INFO dev: loss: 0.1600 - UP: 81.55% UR: 56.38% UF: 66.67% P: 76.70% R: 53.02% F: 62.70%
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+ 2024-08-12 08:28:17 INFO test: loss: nan - UP: 76.23% UR: 45.29% UF: 56.82% P: 72.28% R: 42.94% F: 53.88%
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+ 2024-08-12 08:28:17 INFO 0:00:02.298133s elapsed
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+ 2024-08-12 08:28:19 INFO lr: 4.8730e-05 - loss: 0.0001 - UP: 98.30% UR: 96.26% UF: 97.27% P: 98.07% R: 96.03% F: 97.04%
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+ 2024-08-12 08:28:19 INFO dev: loss: 0.1652 - UP: 80.28% UR: 57.38% UF: 66.93% P: 76.06% R: 54.36% F: 63.41%
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+ 2024-08-12 08:28:20 INFO test: loss: nan - UP: 74.74% UR: 47.34% UF: 57.96% P: 70.90% R: 44.91% F: 54.99%
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+ 2024-08-12 08:28:20 INFO 0:00:02.263935s elapsed
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+ 2024-08-12 08:28:22 INFO lr: 4.8720e-05 - loss: 0.0005 - UP: 97.25% UR: 96.22% UF: 96.73% P: 96.97% R: 95.94% F: 96.45%
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+ 2024-08-12 08:28:22 INFO dev: loss: 0.1713 - UP: 80.81% UR: 53.69% UF: 64.52% P: 76.77% R: 51.01% F: 61.29%
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+ 2024-08-12 08:28:22 INFO test: loss: nan - UP: 77.20% UR: 42.98% UF: 55.22% P: 73.74% R: 41.06% F: 52.74%
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+ 2024-08-12 08:28:22 INFO 0:00:02.358829s elapsed
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+ 2024-08-12 08:28:24 INFO lr: 4.8710e-05 - loss: 0.0055 - UP: 97.88% UR: 95.80% UF: 96.83% P: 97.69% R: 95.62% F: 96.64%
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+ 2024-08-12 08:28:24 INFO dev: loss: 0.1692 - UP: 79.07% UR: 57.05% UF: 66.28% P: 74.88% R: 54.03% F: 62.77%
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+ 2024-08-12 08:28:24 INFO test: loss: nan - UP: 73.42% UR: 49.06% UF: 58.81% P: 69.53% R: 46.46% F: 55.70%
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+ 2024-08-12 08:28:24 INFO 0:00:02.371025s elapsed
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+ 2024-08-12 08:28:26 INFO lr: 4.8700e-05 - loss: 0.0002 - UP: 98.35% UR: 96.12% UF: 97.22% P: 98.16% R: 95.94% F: 97.04%
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+ 2024-08-12 08:28:26 INFO dev: loss: 0.1691 - UP: 80.00% UR: 57.72% UF: 67.06% P: 75.81% R: 54.70% F: 63.55%
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+ 2024-08-12 08:28:27 INFO test: loss: nan - UP: 73.11% UR: 49.77% UF: 59.22% P: 68.98% R: 46.96% F: 55.88%
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+ 2024-08-12 08:28:27 INFO 0:00:02.323257s elapsed
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+ 2024-08-12 08:28:29 INFO lr: 4.8690e-05 - loss: 0.0073 - UP: 98.08% UR: 96.45% UF: 97.25% P: 97.84% R: 96.22% F: 97.02%
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+ 2024-08-12 08:28:29 INFO dev: loss: 0.1735 - UP: 81.07% UR: 56.04% UF: 66.27% P: 77.18% R: 53.36% F: 63.10%
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+ 2024-08-12 08:28:29 INFO test: loss: nan - UP: 74.63% UR: 46.33% UF: 57.17% P: 71.12% R: 44.16% F: 54.48%
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+ 2024-08-12 08:28:29 INFO 0:00:02.388387s elapsed
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+ 2024-08-12 08:28:31 INFO lr: 4.8680e-05 - loss: nan - UP: 98.05% UR: 97.55% UF: 97.80% P: 97.91% R: 97.42% F: 97.66%
857
+ 2024-08-12 08:28:31 INFO dev: loss: 0.1744 - UP: 80.00% UR: 57.72% UF: 67.06% P: 76.28% R: 55.03% F: 63.94%
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+ 2024-08-12 08:28:31 INFO test: loss: nan - UP: 73.65% UR: 49.31% UF: 59.07% P: 69.52% R: 46.54% F: 55.76%
859
+ 2024-08-12 08:28:31 INFO 0:00:02.298063s elapsed
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+ 2024-08-12 08:28:33 INFO lr: 4.8670e-05 - loss: 0.0001 - UP: 98.07% UR: 96.35% UF: 97.21% P: 97.79% R: 96.08% F: 96.93%
863
+ 2024-08-12 08:28:33 INFO dev: loss: 0.1810 - UP: 80.60% UR: 54.36% UF: 64.93% P: 76.62% R: 51.68% F: 61.72%
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+ 2024-08-12 08:28:34 INFO test: loss: nan - UP: 76.37% UR: 43.86% UF: 55.72% P: 73.09% R: 41.98% F: 53.33%
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+ 2024-08-12 08:28:34 INFO 0:00:02.227440s elapsed
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+ 2024-08-12 08:28:35 INFO lr: 4.8660e-05 - loss: 0.0024 - UP: 98.22% UR: 96.91% UF: 97.56% P: 98.04% R: 96.72% F: 97.38%
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+ 2024-08-12 08:28:36 INFO test: loss: nan - UP: 74.19% UR: 49.73% UF: 59.54% P: 70.00% R: 46.92% F: 56.18%
871
+ 2024-08-12 08:28:36 INFO 0:00:02.293909s elapsed
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+ 2024-08-12 08:28:38 INFO lr: 4.8650e-05 - loss: 0.0014 - UP: 97.91% UR: 97.32% UF: 97.62% P: 97.63% R: 97.05% F: 97.34%
875
+ 2024-08-12 08:28:38 INFO dev: loss: 0.1675 - UP: 81.07% UR: 56.04% UF: 66.27% P: 77.18% R: 53.36% F: 63.10%
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+ 2024-08-12 08:28:38 INFO test: loss: nan - UP: 75.49% UR: 47.09% UF: 58.00% P: 71.66% R: 44.70% F: 55.06%
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+ 2024-08-12 08:28:38 INFO 0:00:02.364351s elapsed
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+ 2024-08-12 08:28:40 INFO lr: 4.8640e-05 - loss: 0.0000 - UP: 98.23% UR: 97.32% UF: 97.77% P: 97.90% R: 97.00% F: 97.45%
881
+ 2024-08-12 08:28:40 INFO dev: loss: 0.1628 - UP: 80.95% UR: 57.05% UF: 66.93% P: 76.67% R: 54.03% F: 63.39%
882
+ 2024-08-12 08:28:41 INFO test: loss: nan - UP: 74.40% UR: 48.35% UF: 58.61% P: 70.47% R: 45.79% F: 55.51%
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+ 2024-08-12 08:28:41 INFO 0:00:02.293419s elapsed
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+ 2024-08-12 08:28:42 INFO lr: 4.8630e-05 - loss: 0.0003 - UP: 98.33% UR: 97.65% UF: 97.99% P: 98.09% R: 97.42% F: 97.75%
887
+ 2024-08-12 08:28:43 INFO dev: loss: 0.1724 - UP: 80.98% UR: 55.70% UF: 66.00% P: 77.07% R: 53.02% F: 62.82%
888
+ 2024-08-12 08:28:43 INFO test: loss: nan - UP: 75.72% UR: 46.00% UF: 57.23% P: 72.21% R: 43.86% F: 54.57%
889
+ 2024-08-12 08:28:43 INFO 0:00:02.279319s elapsed
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+ 2024-08-12 08:28:47 INFO Epoch 107 saved
892
+ 2024-08-12 08:28:47 INFO dev: UP: 83.25% UR: 58.39% UF: 68.64% P: 79.90% R: 56.04% F: 65.88%
893
+ 2024-08-12 08:28:47 INFO test: UP: 72.61% UR: 49.98% UF: 59.21% P: 68.41% R: 47.09% F: 55.78%
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+ 2024-08-12 08:28:47 INFO 0:05:14.806109s elapsed, 0:00:02.297855s/epoch
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1
+ 2024-08-12 08:28:49 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byMTLD_desc/10/model_vi_multibooked_ca_xlm_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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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_byMTLD_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byMTLD_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ 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
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 08:28:49 INFO Building the fields
39
+ 2024-08-12 08:28:51 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 08:28:51 INFO Building the model
44
+ 2024-08-12 08:28:53 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)
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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 08:28:53 INFO Loading the data
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+ 2024-08-12 08:28:53 INFO
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+ train: Dataset(n_sentences=119, 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 08:28:53 INFO Epoch 1 / 5000:
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+ 2024-08-12 08:28:56 INFO lr: 4.9990e-05 - loss: 0.1329 - UP: 1.81% UR: 5.81% UF: 2.76% P: 0.73% R: 2.35% F: 1.12%
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+ 2024-08-12 08:28:56 INFO dev: loss: 0.1338 - 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 08:28:57 INFO test: loss: 0.2257 - 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 08:28:57 INFO 0:00:03.126665s elapsed
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+ 2024-08-12 08:28:57 INFO Epoch 2 / 5000:
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+ 2024-08-12 08:28:59 INFO lr: 4.9980e-05 - loss: 0.0953 - UP: 36.25% UR: 1.34% UF: 2.58% P: 32.50% R: 1.20% F: 2.31%
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+ 2024-08-12 08:28:59 INFO dev: loss: 0.1131 - UP: 75.00% UR: 3.02% UF: 5.81% P: 75.00% R: 3.02% F: 5.81%
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+ 2024-08-12 08:28:59 INFO test: loss: 0.1944 - UP: 71.87% UR: 0.96% UF: 1.90% P: 71.87% R: 0.96% F: 1.90%
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+ 2024-08-12 08:29:04 INFO 0:00:02.735781s elapsed (saved)
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+ 2024-08-12 08:29:06 INFO lr: 4.9970e-05 - loss: 0.0840 - UP: 13.13% UR: 3.97% UF: 6.09% P: 12.21% R: 3.69% F: 5.67%
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+ 2024-08-12 08:29:07 INFO dev: loss: 0.1056 - UP: 100.00% UR: 1.01% UF: 1.99% P: 100.00% R: 1.01% F: 1.99%
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+ 2024-08-12 08:29:07 INFO test: loss: 0.1829 - 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 08:29:07 INFO 0:00:02.826700s elapsed
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+ 2024-08-12 08:29:09 INFO lr: 4.9960e-05 - loss: 0.0326 - UP: 20.42% UR: 2.68% UF: 4.73% P: 19.37% R: 2.54% F: 4.49%
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+ 2024-08-12 08:29:09 INFO dev: loss: 0.1087 - UP: 25.00% UR: 1.01% UF: 1.94% P: 25.00% R: 1.01% F: 1.94%
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+ 2024-08-12 08:29:10 INFO test: loss: 0.2064 - UP: 66.67% UR: 0.34% UF: 0.67% P: 66.67% R: 0.34% F: 0.67%
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+ 2024-08-12 08:29:10 INFO 0:00:02.774740s elapsed
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+ 2024-08-12 08:29:10 INFO Epoch 5 / 5000:
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+ 2024-08-12 08:29:12 INFO lr: 4.9950e-05 - loss: 0.0665 - UP: 26.23% UR: 4.66% UF: 7.92% P: 25.97% R: 4.61% F: 7.84%
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+ 2024-08-12 08:29:12 INFO dev: loss: 0.1111 - UP: 81.25% UR: 4.36% UF: 8.28% P: 81.25% R: 4.36% F: 8.28%
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+ 2024-08-12 08:29:12 INFO test: loss: 0.1816 - UP: 82.35% UR: 2.35% UF: 4.56% P: 80.88% R: 2.30% F: 4.48%
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+ 2024-08-12 08:29:20 INFO 0:00:02.637470s elapsed (saved)
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+ 2024-08-12 08:29:20 INFO Epoch 6 / 5000:
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+ 2024-08-12 08:29:22 INFO lr: 4.9940e-05 - loss: 0.0682 - UP: 36.27% UR: 6.28% UF: 10.70% P: 35.20% R: 6.09% F: 10.39%
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+ 2024-08-12 08:29:22 INFO dev: loss: 0.1050 - UP: 75.00% UR: 5.03% UF: 9.43% P: 75.00% R: 5.03% F: 9.43%
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+ 2024-08-12 08:29:22 INFO test: loss: 0.1671 - UP: 75.00% UR: 3.52% UF: 6.72% P: 69.64% R: 3.27% F: 6.24%
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+ 2024-08-12 08:29:29 INFO 0:00:02.696285s elapsed (saved)
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+ 2024-08-12 08:29:32 INFO lr: 4.9930e-05 - loss: 0.0254 - UP: 45.64% UR: 7.25% UF: 12.50% P: 45.06% R: 7.15% F: 12.35%
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+ 2024-08-12 08:29:32 INFO dev: loss: 0.1432 - UP: 50.00% UR: 0.34% UF: 0.67% P: 50.00% R: 0.34% F: 0.67%
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+ 2024-08-12 08:29:32 INFO test: loss: 0.2220 - UP: 100.00% UR: 0.17% UF: 0.33% P: 100.00% R: 0.17% F: 0.33%
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+ 2024-08-12 08:29:32 INFO 0:00:02.705317s elapsed
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+ 2024-08-12 08:29:32 INFO Epoch 8 / 5000:
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+ 2024-08-12 08:29:34 INFO lr: 4.9920e-05 - loss: 0.0221 - UP: 29.55% UR: 6.60% UF: 10.79% P: 28.93% R: 6.46% F: 10.56%
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+ 2024-08-12 08:29:35 INFO dev: loss: 0.1046 - UP: 86.36% UR: 6.38% UF: 11.87% P: 81.82% R: 6.04% F: 11.25%
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+ 2024-08-12 08:29:35 INFO test: loss: 0.1701 - UP: 86.25% UR: 5.78% UF: 10.84% P: 83.12% R: 5.57% F: 10.44%
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+ 2024-08-12 08:29:42 INFO 0:00:02.754538s elapsed (saved)
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+
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+ 2024-08-12 08:29:42 INFO Epoch 9 / 5000:
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+ 2024-08-12 08:29:44 INFO lr: 4.9910e-05 - loss: 0.0219 - UP: 57.76% UR: 11.17% UF: 18.72% P: 57.76% R: 11.17% F: 18.72%
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+ 2024-08-12 08:29:44 INFO dev: loss: 0.1290 - UP: 84.37% UR: 9.06% UF: 16.36% P: 84.37% R: 9.06% F: 16.36%
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+ 2024-08-12 08:29:44 INFO test: loss: 0.1739 - UP: 77.63% UR: 9.59% UF: 17.08% P: 74.24% R: 9.17% F: 16.33%
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+ 2024-08-12 08:29:52 INFO 0:00:02.697856s elapsed (saved)
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+ 2024-08-12 08:29:52 INFO Epoch 10 / 5000:
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+ 2024-08-12 08:29:54 INFO lr: 4.9900e-05 - loss: 0.0441 - UP: 59.85% UR: 14.86% UF: 23.81% P: 59.29% R: 14.72% F: 23.59%
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+ 2024-08-12 08:29:54 INFO dev: loss: 0.1152 - UP: 89.47% UR: 11.41% UF: 20.24% P: 81.58% R: 10.40% F: 18.45%
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+ 2024-08-12 08:29:54 INFO test: loss: 0.1543 - UP: 77.28% UR: 13.82% UF: 23.45% P: 71.66% R: 12.82% F: 21.75%
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+ 2024-08-12 08:30:01 INFO 0:00:02.725260s elapsed (saved)
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+
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+ 2024-08-12 08:30:01 INFO Epoch 11 / 5000:
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+ 2024-08-12 08:30:04 INFO lr: 4.9890e-05 - loss: 0.0408 - UP: 60.93% UR: 15.04% UF: 24.13% P: 60.75% R: 15.00% F: 24.06%
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+ 2024-08-12 08:30:04 INFO dev: loss: 0.1073 - UP: 93.33% UR: 9.40% UF: 17.07% P: 90.00% R: 9.06% F: 16.46%
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+ 2024-08-12 08:30:04 INFO test: loss: 0.1604 - UP: 78.87% UR: 11.73% UF: 20.42% P: 75.49% R: 11.23% F: 19.55%
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+ 2024-08-12 08:30:04 INFO 0:00:02.774382s elapsed
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+
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+ 2024-08-12 08:30:04 INFO Epoch 12 / 5000:
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+ 2024-08-12 08:30:06 INFO lr: 4.9880e-05 - loss: 0.0160 - UP: 70.32% UR: 19.57% UF: 30.61% P: 69.49% R: 19.34% F: 30.25%
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+ 2024-08-12 08:30:06 INFO dev: loss: 0.1201 - UP: 81.69% UR: 19.46% UF: 31.44% P: 76.06% R: 18.12% F: 29.27%
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+ 2024-08-12 08:30:07 INFO test: loss: 0.1587 - UP: 69.15% UR: 22.92% UF: 34.42% P: 64.60% R: 21.41% F: 32.16%
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+ 2024-08-12 08:30:14 INFO 0:00:02.764181s elapsed (saved)
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+ 2024-08-12 08:30:14 INFO Epoch 13 / 5000:
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+ 2024-08-12 08:30:16 INFO lr: 4.9870e-05 - loss: 0.0125 - UP: 71.28% UR: 22.34% UF: 34.01% P: 70.84% R: 22.20% F: 33.80%
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+ 2024-08-12 08:30:16 INFO dev: loss: 0.1306 - UP: 83.33% UR: 15.10% UF: 25.57% P: 77.78% R: 14.09% F: 23.86%
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+ 2024-08-12 08:30:16 INFO test: loss: 0.1700 - UP: 76.06% UR: 15.84% UF: 26.21% P: 72.23% R: 15.04% F: 24.90%
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+ 2024-08-12 08:30:16 INFO 0:00:02.842632s elapsed
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+ 2024-08-12 08:30:16 INFO Epoch 14 / 5000:
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+ 2024-08-12 08:30:19 INFO lr: 4.9860e-05 - loss: 0.0419 - UP: 68.09% UR: 25.80% UF: 37.42% P: 67.60% R: 25.61% F: 37.15%
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+ 2024-08-12 08:30:19 INFO dev: loss: 0.1242 - UP: 93.02% UR: 13.42% UF: 23.46% P: 81.40% R: 11.74% F: 20.53%
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+ 2024-08-12 08:30:19 INFO test: loss: 0.1608 - UP: 80.68% UR: 13.82% UF: 23.61% P: 75.31% R: 12.90% F: 22.03%
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+ 2024-08-12 08:30:19 INFO 0:00:02.681660s elapsed
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+
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+ 2024-08-12 08:30:19 INFO Epoch 15 / 5000:
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+ 2024-08-12 08:30:21 INFO lr: 4.9850e-05 - loss: 0.0148 - UP: 73.94% UR: 28.15% UF: 40.78% P: 73.70% R: 28.06% F: 40.64%
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+ 2024-08-12 08:30:22 INFO dev: loss: 0.1279 - UP: 87.69% UR: 19.13% UF: 31.40% P: 81.54% R: 17.79% F: 29.20%
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+ 2024-08-12 08:30:22 INFO test: loss: 0.1680 - UP: 80.14% UR: 18.77% UF: 30.41% P: 76.03% R: 17.80% F: 28.85%
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+ 2024-08-12 08:30:22 INFO 0:00:02.771691s elapsed
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+ 2024-08-12 08:30:22 INFO Epoch 16 / 5000:
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+ 2024-08-12 08:30:24 INFO lr: 4.9840e-05 - loss: 0.0565 - UP: 59.22% UR: 23.26% UF: 33.40% P: 58.52% R: 22.98% F: 33.00%
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+ 2024-08-12 08:30:24 INFO dev: loss: 0.1389 - UP: 65.52% UR: 19.13% UF: 29.61% P: 58.62% R: 17.11% F: 26.49%
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+ 2024-08-12 08:30:25 INFO test: loss: 0.1586 - UP: 64.84% UR: 19.77% UF: 30.30% P: 60.03% R: 18.31% F: 28.06%
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+ 2024-08-12 08:30:25 INFO 0:00:02.725027s elapsed
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+ 2024-08-12 08:30:25 INFO Epoch 17 / 5000:
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+ 2024-08-12 08:30:27 INFO lr: 4.9830e-05 - loss: 0.0170 - UP: 75.61% UR: 28.61% UF: 41.51% P: 74.63% R: 28.24% F: 40.98%
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+ 2024-08-12 08:30:27 INFO dev: loss: 0.1443 - UP: 87.50% UR: 16.44% UF: 27.68% P: 82.14% R: 15.44% F: 25.99%
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+ 2024-08-12 08:30:27 INFO test: loss: 0.1865 - UP: 73.74% UR: 18.35% UF: 29.39% P: 70.54% R: 17.55% F: 28.11%
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+ 2024-08-12 08:30:27 INFO 0:00:02.769330s elapsed
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+ 2024-08-12 08:30:27 INFO Epoch 18 / 5000:
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+ 2024-08-12 08:30:30 INFO lr: 4.9820e-05 - loss: 0.0121 - UP: 78.15% UR: 37.79% UF: 50.95% P: 77.77% R: 37.61% F: 50.70%
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+ 2024-08-12 08:30:30 INFO dev: loss: 0.1337 - UP: 76.32% UR: 29.19% UF: 42.23% P: 72.81% R: 27.85% F: 40.29%
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+ 2024-08-12 08:30:30 INFO test: loss: 0.1627 - UP: 71.77% UR: 33.98% UF: 46.12% P: 68.32% R: 32.34% F: 43.90%
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+ 2024-08-12 08:30:37 INFO 0:00:02.717140s elapsed (saved)
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+ 2024-08-12 08:30:37 INFO Epoch 19 / 5000:
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+ 2024-08-12 08:30:39 INFO lr: 4.9810e-05 - loss: 0.0128 - UP: 78.64% UR: 43.15% UF: 55.72% P: 78.39% R: 43.01% F: 55.54%
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+ 2024-08-12 08:30:39 INFO dev: loss: 0.1436 - UP: 79.00% UR: 26.51% UF: 39.70% P: 75.00% R: 25.17% F: 37.69%
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+ 2024-08-12 08:30:40 INFO test: loss: 0.1616 - UP: 75.90% UR: 29.95% UF: 42.96% P: 71.76% R: 28.32% F: 40.61%
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+ 2024-08-12 08:30:40 INFO 0:00:02.738013s elapsed
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+ 2024-08-12 08:30:40 INFO Epoch 20 / 5000:
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+ 2024-08-12 08:30:42 INFO lr: 4.9800e-05 - loss: 0.0277 - UP: 82.69% UR: 45.18% UF: 58.43% P: 82.26% R: 44.95% F: 58.13%
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+ 2024-08-12 08:30:42 INFO dev: loss: 0.1438 - UP: 78.57% UR: 25.84% UF: 38.89% P: 75.51% R: 24.83% F: 37.37%
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+ 2024-08-12 08:30:43 INFO test: loss: 0.1669 - UP: 77.02% UR: 31.59% UF: 44.80% P: 73.75% R: 30.25% F: 42.90%
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+ 2024-08-12 08:30:43 INFO 0:00:02.725505s elapsed
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+ 2024-08-12 08:30:43 INFO Epoch 21 / 5000:
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+ 2024-08-12 08:30:45 INFO lr: 4.9790e-05 - loss: 0.0201 - UP: 81.81% UR: 51.27% UF: 63.04% P: 81.30% R: 50.95% F: 62.64%
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+ 2024-08-12 08:30:45 INFO dev: loss: 0.1573 - UP: 72.39% UR: 32.55% UF: 44.91% P: 69.40% R: 31.21% F: 43.06%
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+ 2024-08-12 08:30:45 INFO test: loss: 0.1586 - UP: 72.32% UR: 37.87% UF: 49.71% P: 69.20% R: 36.24% F: 47.57%
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+ 2024-08-12 08:30:52 INFO 0:00:02.844285s elapsed (saved)
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+ 2024-08-12 08:30:52 INFO Epoch 22 / 5000:
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+ 2024-08-12 08:30:55 INFO lr: 4.9780e-05 - loss: 0.0056 - UP: 83.67% UR: 55.56% UF: 66.78% P: 83.39% R: 55.38% F: 66.56%
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+ 2024-08-12 08:30:55 INFO dev: loss: 0.1462 - UP: 72.34% UR: 34.23% UF: 46.47% P: 69.50% R: 32.89% F: 44.65%
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+ 2024-08-12 08:30:55 INFO test: loss: 0.1696 - UP: 72.72% UR: 38.08% UF: 49.99% P: 69.60% R: 36.45% F: 47.84%
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+ 2024-08-12 08:31:03 INFO 0:00:02.759927s elapsed (saved)
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+ 2024-08-12 08:31:03 INFO Epoch 23 / 5000:
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+ 2024-08-12 08:31:05 INFO lr: 4.9770e-05 - loss: 0.0202 - UP: 81.55% UR: 54.45% UF: 65.30% P: 81.13% R: 54.18% F: 64.97%
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+ 2024-08-12 08:31:05 INFO dev: loss: 0.1629 - UP: 85.05% UR: 30.54% UF: 44.94% P: 81.31% R: 29.19% F: 42.96%
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+ 2024-08-12 08:31:05 INFO test: loss: 0.1821 - UP: 74.74% UR: 29.87% UF: 42.68% P: 71.70% R: 28.66% F: 40.95%
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+ 2024-08-12 08:31:05 INFO 0:00:02.726433s elapsed
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+ 2024-08-12 08:31:05 INFO Epoch 24 / 5000:
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+ 2024-08-12 08:31:08 INFO lr: 4.9760e-05 - loss: 0.0310 - UP: 81.93% UR: 54.82% UF: 65.69% P: 81.66% R: 54.64% F: 65.47%
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+ 2024-08-12 08:31:08 INFO dev: loss: 0.1595 - UP: 78.69% UR: 32.21% UF: 45.71% P: 74.59% R: 30.54% F: 43.33%
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+ 2024-08-12 08:31:08 INFO test: loss: 0.1826 - UP: 76.43% UR: 35.19% UF: 48.19% P: 73.25% R: 33.72% F: 46.18%
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+ 2024-08-12 08:31:08 INFO 0:00:02.764926s elapsed
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+ 2024-08-12 08:31:08 INFO Epoch 25 / 5000:
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+ 2024-08-12 08:31:10 INFO lr: 4.9750e-05 - loss: 0.0062 - UP: 78.06% UR: 50.07% UF: 61.01% P: 76.47% R: 49.05% F: 59.77%
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+ 2024-08-12 08:31:11 INFO dev: loss: 0.1263 - UP: 65.16% UR: 33.89% UF: 44.59% P: 62.58% R: 32.55% F: 42.83%
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+ 2024-08-12 08:31:11 INFO test: loss: 0.1582 - UP: 62.18% UR: 42.14% UF: 50.24% P: 58.78% R: 39.84% F: 47.49%
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+ 2024-08-12 08:31:11 INFO 0:00:02.842664s elapsed
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+ 2024-08-12 08:31:11 INFO Epoch 26 / 5000:
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+ 2024-08-12 08:31:13 INFO lr: 4.9740e-05 - loss: 0.0008 - UP: 85.00% UR: 55.19% UF: 66.93% P: 84.58% R: 54.91% F: 66.59%
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+ 2024-08-12 08:31:13 INFO dev: loss: 0.1489 - UP: 75.81% UR: 31.54% UF: 44.55% P: 72.58% R: 30.20% F: 42.65%
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+ 2024-08-12 08:31:14 INFO test: loss: 0.1728 - UP: 74.17% UR: 31.63% UF: 44.35% P: 71.02% R: 30.29% F: 42.47%
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+ 2024-08-12 08:31:14 INFO 0:00:02.783281s elapsed
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+ 2024-08-12 08:31:14 INFO Epoch 27 / 5000:
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+ 2024-08-12 08:31:16 INFO lr: 4.9730e-05 - loss: 0.0096 - UP: 84.55% UR: 60.59% UF: 70.59% P: 84.29% R: 60.41% F: 70.38%
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+ 2024-08-12 08:31:16 INFO dev: loss: 0.1473 - UP: 75.78% UR: 32.55% UF: 45.54% P: 73.44% R: 31.54% F: 44.13%
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+ 2024-08-12 08:31:16 INFO test: loss: 0.1775 - UP: 76.13% UR: 35.94% UF: 48.83% P: 72.94% R: 34.44% F: 46.78%
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+ 2024-08-12 08:31:19 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 85.50% UR: 64.74% UF: 73.69% P: 85.13% R: 64.47% F: 73.37%
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+ 2024-08-12 08:31:19 INFO dev: loss: 0.1376 - UP: 80.31% UR: 34.23% UF: 48.00% P: 77.95% R: 33.22% F: 46.59%
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+ 2024-08-12 08:31:19 INFO test: loss: 0.1725 - UP: 75.69% UR: 36.53% UF: 49.28% P: 72.66% R: 35.06% F: 47.30%
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+ 2024-08-12 08:31:26 INFO 0:00:02.744329s elapsed (saved)
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+ 2024-08-12 08:31:26 INFO Epoch 29 / 5000:
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+ 2024-08-12 08:31:28 INFO lr: 4.9710e-05 - loss: 0.0072 - UP: 87.11% UR: 67.65% UF: 76.16% P: 86.57% R: 67.24% F: 75.69%
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+ 2024-08-12 08:31:29 INFO dev: loss: 0.1394 - UP: 75.89% UR: 35.91% UF: 48.75% P: 73.76% R: 34.90% F: 47.38%
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+ 2024-08-12 08:31:29 INFO test: loss: 0.1758 - UP: 74.72% UR: 39.13% UF: 51.36% P: 70.88% R: 37.12% F: 48.72%
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+ 2024-08-12 08:31:36 INFO 0:00:02.698737s elapsed (saved)
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+ 2024-08-12 08:31:36 INFO Epoch 30 / 5000:
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+ 2024-08-12 08:31:38 INFO lr: 4.9700e-05 - loss: 0.0005 - UP: 87.71% UR: 68.80% UF: 77.11% P: 87.47% R: 68.62% F: 76.91%
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+ 2024-08-12 08:31:38 INFO dev: loss: 0.1255 - UP: 75.43% UR: 44.30% UF: 55.81% P: 73.14% R: 42.95% F: 54.12%
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+ 2024-08-12 08:31:39 INFO test: loss: 0.1627 - UP: 69.02% UR: 47.42% UF: 56.22% P: 65.12% R: 44.74% F: 53.04%
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+ 2024-08-12 08:31:46 INFO 0:00:02.696762s elapsed (saved)
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+ 2024-08-12 08:31:48 INFO test: loss: 0.1814 - UP: 75.31% UR: 41.27% UF: 53.32% P: 71.41% R: 39.13% F: 50.55%
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+ 2024-08-12 08:31:51 INFO test: loss: 0.1847 - UP: 77.78% UR: 35.78% UF: 49.01% P: 74.04% R: 34.06% F: 46.66%
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+ 2024-08-12 08:31:54 INFO test: loss: 0.1743 - UP: 67.69% UR: 51.70% UF: 58.62% P: 64.18% R: 49.02% F: 55.58%
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+ 2024-08-12 08:32:04 INFO 0:00:02.826218s elapsed (saved)
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+ 2024-08-12 08:32:09 INFO test: loss: 0.1881 - UP: 72.39% UR: 50.52% UF: 59.51% P: 68.85% R: 48.05% F: 56.60%
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+ 2024-08-12 08:32:22 INFO test: loss: 0.1898 - UP: 73.10% UR: 47.93% UF: 57.89% P: 68.69% R: 45.04% F: 54.40%
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+ 2024-08-12 08:32:32 INFO 0:00:02.709904s elapsed (saved)
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+ 2024-08-12 08:32:35 INFO test: loss: 0.1906 - UP: 75.43% UR: 46.29% UF: 57.37% P: 71.33% R: 43.78% F: 54.26%
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+ 2024-08-12 08:32:37 INFO dev: loss: 0.1568 - UP: 80.68% UR: 47.65% UF: 59.92% P: 76.14% R: 44.97% F: 56.54%
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+ 2024-08-12 08:32:38 INFO test: loss: 0.2011 - UP: 75.38% UR: 45.41% UF: 56.68% P: 71.91% R: 43.32% F: 54.07%
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+ 2024-08-12 08:32:40 INFO lr: 4.9580e-05 - loss: 0.0008 - UP: 94.65% UR: 85.65% UF: 89.92% P: 94.44% R: 85.46% F: 89.73%
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+ 2024-08-12 08:32:40 INFO dev: loss: 0.1505 - UP: 72.81% UR: 53.02% UF: 61.36% P: 66.82% R: 48.66% F: 56.31%
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+ 2024-08-12 08:32:40 INFO test: loss: 0.1887 - UP: 72.09% UR: 51.19% UF: 59.87% P: 68.32% R: 48.51% F: 56.74%
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+ 2024-08-12 08:32:40 INFO 0:00:02.673071s elapsed
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+ 2024-08-12 08:32:43 INFO test: loss: 0.2130 - UP: 71.40% UR: 51.15% UF: 59.60% P: 67.25% R: 48.18% F: 56.14%
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+ 2024-08-12 08:32:43 INFO 0:00:02.825540s elapsed
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+ 2024-08-12 08:32:46 INFO dev: loss: 0.1494 - UP: 75.57% UR: 56.04% UF: 64.35% P: 71.95% R: 53.36% F: 61.27%
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+ 2024-08-12 08:32:46 INFO test: loss: 0.2088 - UP: 70.01% UR: 54.46% UF: 61.26% P: 66.24% R: 51.53% F: 57.96%
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+ 2024-08-12 08:32:53 INFO 0:00:02.813000s elapsed (saved)
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+ 2024-08-12 08:32:55 INFO dev: loss: 0.1451 - UP: 76.21% UR: 58.05% UF: 65.90% P: 70.93% R: 54.03% F: 61.33%
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+ 2024-08-12 08:32:56 INFO test: loss: 0.2054 - UP: 68.25% UR: 55.30% UF: 61.10% P: 63.96% R: 51.82% F: 57.26%
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+ 2024-08-12 08:33:03 INFO 0:00:02.802072s elapsed (saved)
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+ 2024-08-12 08:33:03 INFO Epoch 46 / 5000:
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+ 2024-08-12 08:33:05 INFO lr: 4.9540e-05 - loss: 0.0030 - UP: 94.06% UR: 88.37% UF: 91.13% P: 93.81% R: 88.14% F: 90.89%
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+ 2024-08-12 08:33:05 INFO dev: loss: 0.1551 - UP: 64.34% UR: 58.72% UF: 61.40% P: 59.93% R: 54.70% F: 57.19%
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+ 2024-08-12 08:33:06 INFO test: loss: 0.2052 - UP: 63.61% UR: 59.91% UF: 61.70% P: 59.12% R: 55.68% F: 57.35%
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+ 2024-08-12 08:33:06 INFO 0:00:02.716916s elapsed
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+ 2024-08-12 08:33:08 INFO lr: 4.9530e-05 - loss: 0.0052 - UP: 90.60% UR: 82.33% UF: 86.27% P: 90.30% R: 82.05% F: 85.98%
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+ 2024-08-12 08:33:08 INFO test: loss: 0.2000 - UP: 74.83% UR: 42.48% UF: 54.20% P: 71.14% R: 40.39% F: 51.52%
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+ 2024-08-12 08:33:08 INFO 0:00:02.734868s elapsed
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+ 2024-08-12 08:33:08 INFO Epoch 48 / 5000:
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+ 2024-08-12 08:33:11 INFO lr: 4.9520e-05 - loss: 0.0041 - UP: 93.35% UR: 84.86% UF: 88.91% P: 93.10% R: 84.63% F: 88.66%
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+ 2024-08-12 08:33:11 INFO dev: loss: 0.1356 - UP: 71.03% UR: 60.07% UF: 65.09% P: 68.25% R: 57.72% F: 62.55%
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+ 2024-08-12 08:33:11 INFO test: loss: 0.1964 - UP: 67.45% UR: 56.77% UF: 61.65% P: 63.22% R: 53.20% F: 57.78%
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+ 2024-08-12 08:33:18 INFO 0:00:02.811699s elapsed (saved)
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+ 2024-08-12 08:33:18 INFO Epoch 49 / 5000:
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+ 2024-08-12 08:33:20 INFO lr: 4.9510e-05 - loss: 0.0010 - UP: 94.72% UR: 87.72% UF: 91.09% P: 94.52% R: 87.54% F: 90.90%
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+ 2024-08-12 08:33:21 INFO dev: loss: 0.1516 - UP: 79.34% UR: 56.71% UF: 66.14% P: 75.12% R: 53.69% F: 62.62%
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+ 2024-08-12 08:33:21 INFO test: loss: 0.2043 - UP: 71.98% UR: 51.45% UF: 60.00% P: 67.53% R: 48.26% F: 56.29%
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+ 2024-08-12 08:33:30 INFO 0:00:02.762266s elapsed (saved)
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+ 2024-08-12 08:33:30 INFO Epoch 50 / 5000:
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+ 2024-08-12 08:33:32 INFO lr: 4.9500e-05 - loss: 0.0019 - UP: 94.86% UR: 88.65% UF: 91.65% P: 94.57% R: 88.37% F: 91.36%
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+ 2024-08-12 08:33:32 INFO dev: loss: 0.1487 - UP: 77.17% UR: 56.71% UF: 65.38% P: 75.34% R: 55.37% F: 63.83%
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+ 2024-08-12 08:33:33 INFO test: loss: 0.2248 - UP: 72.49% UR: 50.23% UF: 59.34% P: 68.80% R: 47.67% F: 56.32%
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+ 2024-08-12 08:33:41 INFO 0:00:02.720159s elapsed (saved)
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+ 2024-08-12 08:33:41 INFO Epoch 51 / 5000:
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+ 2024-08-12 08:33:43 INFO lr: 4.9490e-05 - loss: 0.0010 - UP: 95.73% UR: 86.89% UF: 91.10% P: 95.53% R: 86.71% F: 90.90%
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+ 2024-08-12 08:33:43 INFO dev: loss: 0.1530 - UP: 82.02% UR: 48.99% UF: 61.34% P: 79.21% R: 47.32% F: 59.24%
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+ 2024-08-12 08:33:44 INFO test: loss: 0.2194 - UP: 76.02% UR: 44.62% UF: 56.23% P: 72.59% R: 42.61% F: 53.70%
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+ 2024-08-12 08:33:44 INFO 0:00:02.770064s elapsed
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+ 2024-08-12 08:33:44 INFO Epoch 52 / 5000:
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+ 2024-08-12 08:33:46 INFO lr: 4.9480e-05 - loss: 0.0008 - UP: 94.79% UR: 90.59% UF: 92.64% P: 94.59% R: 90.40% F: 92.45%
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+ 2024-08-12 08:33:46 INFO dev: loss: 0.1410 - UP: 78.02% UR: 60.74% UF: 68.30% P: 74.57% R: 58.05% F: 65.28%
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+ 2024-08-12 08:33:46 INFO test: loss: 0.1987 - UP: 71.26% UR: 54.34% UF: 61.66% P: 67.25% R: 51.28% F: 58.19%
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+ 2024-08-12 08:33:54 INFO 0:00:02.732046s elapsed (saved)
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+ 2024-08-12 08:33:56 INFO lr: 4.9470e-05 - loss: 0.0037 - UP: 95.53% UR: 91.69% UF: 93.57% P: 95.34% R: 91.51% F: 93.38%
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+ 2024-08-12 08:33:56 INFO dev: loss: 0.1538 - UP: 85.56% UR: 53.69% UF: 65.98% P: 80.75% R: 50.67% F: 62.27%
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+ 2024-08-12 08:33:56 INFO test: loss: 0.2154 - UP: 76.23% UR: 47.84% UF: 58.79% P: 72.63% R: 45.58% F: 56.01%
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+ 2024-08-12 08:33:56 INFO 0:00:02.664421s elapsed
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+ 2024-08-12 08:33:58 INFO lr: 4.9460e-05 - loss: 0.0032 - UP: 96.25% UR: 92.48% UF: 94.33% P: 95.97% R: 92.20% F: 94.05%
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+ 2024-08-12 08:33:59 INFO test: loss: 0.2252 - UP: 76.73% UR: 48.89% UF: 59.72% P: 73.50% R: 46.84% F: 57.22%
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+ 2024-08-12 08:33:59 INFO 0:00:02.696961s elapsed
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+ 2024-08-12 08:34:01 INFO lr: 4.9450e-05 - loss: 0.0009 - UP: 96.87% UR: 88.69% UF: 92.60% P: 96.72% R: 88.56% F: 92.46%
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+ 2024-08-12 08:34:02 INFO test: loss: 0.2064 - UP: 68.96% UR: 54.63% UF: 60.96% P: 64.67% R: 51.24% F: 57.18%
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+ 2024-08-12 08:34:02 INFO 0:00:02.730184s elapsed
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+ 2024-08-12 08:34:04 INFO lr: 4.9440e-05 - loss: 0.0008 - UP: 95.17% UR: 91.83% UF: 93.47% P: 94.93% R: 91.60% F: 93.24%
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+ 2024-08-12 08:34:05 INFO test: loss: 0.2242 - UP: 74.41% UR: 48.72% UF: 58.89% P: 70.63% R: 46.25% F: 55.90%
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+ 2024-08-12 08:34:05 INFO 0:00:02.856785s elapsed
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+ 2024-08-12 08:34:07 INFO lr: 4.9430e-05 - loss: 0.0040 - UP: 95.73% UR: 92.02% UF: 93.84% P: 95.54% R: 91.83% F: 93.65%
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+ 2024-08-12 08:34:07 INFO dev: loss: 0.1475 - UP: 76.07% UR: 59.73% UF: 66.92% P: 73.08% R: 57.38% F: 64.29%
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+ 2024-08-12 08:34:07 INFO test: loss: 0.2001 - UP: 69.95% UR: 55.09% UF: 61.64% P: 66.28% R: 52.20% F: 58.40%
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+ 2024-08-12 08:34:07 INFO 0:00:02.733665s elapsed
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+ 2024-08-12 08:34:09 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 95.73% UR: 91.05% UF: 93.33% P: 95.63% R: 90.96% F: 93.24%
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+ 2024-08-12 08:34:10 INFO test: loss: 0.1950 - UP: 74.54% UR: 50.90% UF: 60.49% P: 70.61% R: 48.22% F: 57.31%
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+ 2024-08-12 08:34:10 INFO 0:00:02.674054s elapsed
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+ 2024-08-12 08:34:12 INFO lr: 4.9410e-05 - loss: 0.0013 - UP: 95.51% UR: 92.29% UF: 93.87% P: 95.27% R: 92.06% F: 93.64%
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+ 2024-08-12 08:34:13 INFO test: loss: 0.2269 - UP: 76.89% UR: 43.49% UF: 55.55% P: 73.70% R: 41.68% F: 53.25%
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+ 2024-08-12 08:34:13 INFO 0:00:02.755409s elapsed
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+ 2024-08-12 08:34:15 INFO lr: 4.9400e-05 - loss: 0.0015 - UP: 96.24% UR: 92.06% UF: 94.10% P: 96.04% R: 91.88% F: 93.92%
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+ 2024-08-12 08:34:15 INFO test: loss: 0.2073 - UP: 71.91% UR: 52.45% UF: 60.66% P: 67.49% R: 49.22% F: 56.93%
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+ 2024-08-12 08:34:15 INFO 0:00:02.790277s elapsed
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+ 2024-08-12 08:34:18 INFO lr: 4.9390e-05 - loss: 0.0012 - UP: 97.29% UR: 94.55% UF: 95.90% P: 97.06% R: 94.32% F: 95.67%
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+ 2024-08-12 08:34:18 INFO test: loss: 0.2142 - UP: 72.96% UR: 52.33% UF: 60.94% P: 68.93% R: 49.43% F: 57.58%
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+ 2024-08-12 08:34:18 INFO 0:00:02.825612s elapsed
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+ 2024-08-12 08:34:21 INFO lr: 4.9380e-05 - loss: 0.0105 - UP: 96.81% UR: 93.86% UF: 95.31% P: 96.53% R: 93.59% F: 95.03%
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+ 2024-08-12 08:34:36 INFO dev: loss: 0.1367 - UP: 78.50% UR: 56.38% UF: 65.62% P: 74.30% R: 53.36% F: 62.11%
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+ 2024-08-12 08:34:36 INFO test: loss: 0.2248 - UP: 73.05% UR: 52.24% UF: 60.92% P: 68.89% R: 49.27% F: 57.45%
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+ 2024-08-12 08:34:39 INFO dev: loss: 0.1868 - UP: 74.79% UR: 58.72% UF: 65.79% P: 71.79% R: 56.38% F: 63.16%
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+ 2024-08-12 08:34:39 INFO test: loss: 0.2360 - UP: 67.04% UR: 55.55% UF: 60.76% P: 62.08% R: 51.45% F: 56.27%
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+ 2024-08-12 08:34:42 INFO test: loss: 0.2256 - UP: 71.08% UR: 48.39% UF: 57.58% P: 67.08% R: 45.66% F: 54.34%
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+ 2024-08-12 08:34:44 INFO test: loss: 0.2220 - UP: 70.07% UR: 54.04% UF: 61.02% P: 65.78% R: 50.73% F: 57.28%
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+ 2024-08-12 08:34:47 INFO dev: loss: 0.1711 - UP: 81.82% UR: 48.32% UF: 60.76% P: 74.43% R: 43.96% F: 55.27%
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+ 2024-08-12 08:34:47 INFO test: loss: 0.2368 - UP: 73.80% UR: 42.02% UF: 53.55% P: 68.65% R: 39.09% F: 49.81%
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+ 2024-08-12 08:34:50 INFO dev: loss: 0.1289 - UP: 71.86% UR: 40.27% UF: 51.61% P: 67.66% R: 37.92% F: 48.60%
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+ 2024-08-12 08:34:50 INFO test: loss: 0.1790 - UP: 66.75% UR: 42.65% UF: 52.04% P: 61.51% R: 39.30% F: 47.96%
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+ 2024-08-12 08:34:52 INFO dev: loss: 0.1274 - UP: 47.10% UR: 46.31% UF: 46.70% P: 42.66% R: 41.95% F: 42.30%
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+ 2024-08-12 08:34:53 INFO test: loss: 0.1698 - UP: 56.92% UR: 43.40% UF: 49.25% P: 49.89% R: 38.04% F: 43.17%
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+ 2024-08-12 08:34:55 INFO dev: loss: 0.1500 - UP: 66.87% UR: 37.25% UF: 47.84% P: 63.25% R: 35.23% F: 45.26%
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+ 2024-08-12 08:34:55 INFO test: loss: 0.1722 - UP: 60.65% UR: 45.92% UF: 52.27% P: 55.51% R: 42.02% F: 47.83%
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+ 2024-08-12 08:34:58 INFO dev: loss: 0.1199 - UP: 76.44% UR: 44.63% UF: 56.36% P: 72.99% R: 42.62% F: 53.81%
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+ 2024-08-12 08:34:58 INFO test: loss: 0.1686 - UP: 65.94% UR: 46.88% UF: 54.80% P: 61.46% R: 43.70% F: 51.08%
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+ 2024-08-12 08:35:01 INFO dev: loss: 0.1619 - UP: 62.33% UR: 46.64% UF: 53.36% P: 58.30% R: 43.62% F: 49.90%
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+ 2024-08-12 08:35:01 INFO test: loss: 0.1949 - UP: 59.62% UR: 51.95% UF: 55.52% P: 55.38% R: 48.26% F: 51.58%
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+ 2024-08-12 08:35:01 INFO 0:00:02.749942s elapsed
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+ 2024-08-12 08:35:03 INFO dev: loss: 0.1387 - UP: 72.34% UR: 45.64% UF: 55.97% P: 67.02% R: 42.28% F: 51.85%
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+ 2024-08-12 08:35:04 INFO test: loss: 0.1746 - UP: 67.78% UR: 47.67% UF: 55.98% P: 63.91% R: 44.95% F: 52.78%
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+ 2024-08-12 08:35:04 INFO 0:00:02.747009s elapsed
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+ 2024-08-12 08:35:06 INFO lr: 4.9240e-05 - loss: 0.0185 - UP: 89.19% UR: 75.03% UF: 81.50% P: 88.92% R: 74.80% F: 81.25%
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+ 2024-08-12 08:35:06 INFO dev: loss: 0.1612 - UP: 76.50% UR: 51.34% UF: 61.45% P: 70.00% R: 46.98% F: 56.22%
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+ 2024-08-12 08:35:06 INFO test: loss: 0.1909 - UP: 66.51% UR: 51.91% UF: 58.31% P: 62.10% R: 48.47% F: 54.45%
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+ 2024-08-12 08:35:06 INFO 0:00:02.758386s elapsed
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+ 2024-08-12 08:35:09 INFO lr: 4.9230e-05 - loss: 0.0036 - UP: 92.77% UR: 79.93% UF: 85.87% P: 92.61% R: 79.79% F: 85.72%
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+ 2024-08-12 08:35:09 INFO dev: loss: 0.1659 - UP: 80.10% UR: 55.37% UF: 65.48% P: 74.27% R: 51.34% F: 60.71%
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+ 2024-08-12 08:35:09 INFO test: loss: 0.1991 - UP: 69.63% UR: 51.49% UF: 59.20% P: 65.33% R: 48.30% F: 55.54%
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+ 2024-08-12 08:35:09 INFO 0:00:02.781414s elapsed
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+ 2024-08-12 08:35:11 INFO lr: 4.9220e-05 - loss: 0.0111 - UP: 90.75% UR: 77.43% UF: 83.57% P: 90.64% R: 77.34% F: 83.47%
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+ 2024-08-12 08:35:12 INFO dev: loss: 0.1620 - UP: 84.42% UR: 43.62% UF: 57.52% P: 79.22% R: 40.94% F: 53.98%
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+ 2024-08-12 08:35:12 INFO test: loss: 0.2176 - UP: 72.93% UR: 35.78% UF: 48.00% P: 67.98% R: 33.35% F: 44.74%
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+ 2024-08-12 08:35:12 INFO 0:00:02.762314s elapsed
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+ 2024-08-12 08:35:12 INFO Epoch 79 / 5000:
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+ 2024-08-12 08:35:14 INFO lr: 4.9210e-05 - loss: 0.0061 - UP: 90.24% UR: 74.20% UF: 81.44% P: 90.12% R: 74.11% F: 81.34%
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+ 2024-08-12 08:35:14 INFO dev: loss: 0.1438 - UP: 79.31% UR: 54.03% UF: 64.27% P: 75.86% R: 51.68% F: 61.48%
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+ 2024-08-12 08:35:15 INFO test: loss: 0.2111 - UP: 71.91% UR: 43.44% UF: 54.17% P: 68.72% R: 41.52% F: 51.76%
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+ 2024-08-12 08:35:15 INFO 0:00:02.751131s elapsed
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+ 2024-08-12 08:35:15 INFO Epoch 80 / 5000:
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+ 2024-08-12 08:35:17 INFO lr: 4.9200e-05 - loss: 0.0011 - UP: 91.64% UR: 85.00% UF: 88.20% P: 91.44% R: 84.82% F: 88.01%
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+ 2024-08-12 08:35:17 INFO dev: loss: 0.1606 - UP: 82.11% UR: 52.35% UF: 63.93% P: 77.37% R: 49.33% F: 60.25%
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+ 2024-08-12 08:35:18 INFO test: loss: 0.2187 - UP: 72.55% UR: 44.41% UF: 55.09% P: 68.79% R: 42.10% F: 52.23%
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+ 2024-08-12 08:35:18 INFO 0:00:02.816474s elapsed
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+ 2024-08-12 08:35:18 INFO Epoch 81 / 5000:
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+ 2024-08-12 08:35:20 INFO lr: 4.9190e-05 - loss: 0.0033 - UP: 94.95% UR: 90.26% UF: 92.55% P: 94.66% R: 89.99% F: 92.26%
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+ 2024-08-12 08:35:20 INFO dev: loss: 0.1647 - UP: 78.64% UR: 58.05% UF: 66.80% P: 74.09% R: 54.70% F: 62.93%
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+ 2024-08-12 08:35:20 INFO test: loss: 0.2081 - UP: 70.00% UR: 50.44% UF: 58.63% P: 66.80% R: 48.14% F: 55.95%
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+ 2024-08-12 08:35:20 INFO 0:00:02.652510s elapsed
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+ 2024-08-12 08:35:20 INFO Epoch 82 / 5000:
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+ 2024-08-12 08:35:22 INFO lr: 4.9180e-05 - loss: 0.0024 - UP: 95.38% UR: 92.39% UF: 93.86% P: 95.05% R: 92.06% F: 93.53%
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+ 2024-08-12 08:35:23 INFO dev: loss: 0.1785 - UP: 81.55% UR: 56.38% UF: 66.67% P: 76.70% R: 53.02% F: 62.70%
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+ 2024-08-12 08:35:23 INFO test: loss: 0.2203 - UP: 71.84% UR: 47.34% UF: 57.07% P: 68.85% R: 45.37% F: 54.70%
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+ 2024-08-12 08:35:23 INFO 0:00:02.692968s elapsed
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+ 2024-08-12 08:35:23 INFO Epoch 83 / 5000:
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+ 2024-08-12 08:35:25 INFO lr: 4.9170e-05 - loss: 0.0029 - UP: 95.15% UR: 91.51% UF: 93.30% P: 95.01% R: 91.37% F: 93.15%
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+ 2024-08-12 08:35:25 INFO dev: loss: 0.1832 - UP: 80.68% UR: 56.04% UF: 66.14% P: 75.85% R: 52.68% F: 62.18%
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+ 2024-08-12 08:35:26 INFO test: loss: 0.2211 - UP: 72.05% UR: 49.56% UF: 58.72% P: 68.88% R: 47.38% F: 56.14%
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+ 2024-08-12 08:35:26 INFO 0:00:02.759222s elapsed
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+ 2024-08-12 08:35:26 INFO Epoch 84 / 5000:
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+ 2024-08-12 08:35:28 INFO lr: 4.9160e-05 - loss: 0.0125 - UP: 95.58% UR: 90.91% UF: 93.19% P: 94.81% R: 90.17% F: 92.43%
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+ 2024-08-12 08:35:28 INFO dev: loss: 0.1801 - UP: 82.89% UR: 52.01% UF: 63.92% P: 79.14% R: 49.66% F: 61.03%
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+ 2024-08-12 08:35:28 INFO test: loss: 0.2379 - UP: 75.14% UR: 44.07% UF: 55.56% P: 71.86% R: 42.14% F: 53.13%
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+ 2024-08-12 08:35:28 INFO 0:00:02.791151s elapsed
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+ 2024-08-12 08:35:28 INFO Epoch 85 / 5000:
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+ 2024-08-12 08:35:31 INFO lr: 4.9150e-05 - loss: 0.0016 - UP: 95.19% UR: 89.57% UF: 92.30% P: 94.90% R: 89.29% F: 92.01%
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+ 2024-08-12 08:35:31 INFO dev: loss: 0.1887 - UP: 80.98% UR: 55.70% UF: 66.00% P: 76.10% R: 52.35% F: 62.03%
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+ 2024-08-12 08:35:31 INFO test: loss: 0.2372 - UP: 70.41% UR: 50.44% UF: 58.77% P: 65.61% R: 47.00% F: 54.77%
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+ 2024-08-12 08:35:31 INFO 0:00:02.823062s elapsed
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+ 2024-08-12 08:35:31 INFO Epoch 86 / 5000:
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+ 2024-08-12 08:35:34 INFO lr: 4.9140e-05 - loss: 0.0003 - UP: 96.72% UR: 91.23% UF: 93.90% P: 96.58% R: 91.09% F: 93.75%
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+ 2024-08-12 08:35:34 INFO dev: loss: 0.1876 - UP: 80.86% UR: 56.71% UF: 66.67% P: 75.60% R: 53.02% F: 62.33%
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+ 2024-08-12 08:35:34 INFO test: loss: 0.2337 - UP: 72.34% UR: 48.97% UF: 58.41% P: 67.82% R: 45.92% F: 54.76%
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+ 2024-08-12 08:35:34 INFO 0:00:02.757516s elapsed
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+ 2024-08-12 08:35:34 INFO Epoch 87 / 5000:
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+ 2024-08-12 08:35:36 INFO lr: 4.9130e-05 - loss: 0.0007 - UP: 96.47% UR: 93.31% UF: 94.86% P: 96.23% R: 93.08% F: 94.63%
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+ 2024-08-12 08:35:36 INFO dev: loss: 0.1963 - UP: 82.91% UR: 55.37% UF: 66.40% P: 77.39% R: 51.68% F: 61.97%
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+ 2024-08-12 08:35:37 INFO test: loss: 0.2448 - UP: 74.01% UR: 47.59% UF: 57.93% P: 69.90% R: 44.95% F: 54.72%
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+ 2024-08-12 08:35:37 INFO 0:00:02.790180s elapsed
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+ 2024-08-12 08:35:37 INFO Epoch 88 / 5000:
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+ 2024-08-12 08:35:39 INFO lr: 4.9120e-05 - loss: 0.0011 - UP: 95.64% UR: 94.19% UF: 94.91% P: 95.50% R: 94.05% F: 94.77%
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+ 2024-08-12 08:35:39 INFO dev: loss: 0.2035 - UP: 81.82% UR: 57.38% UF: 67.46% P: 77.03% R: 54.03% F: 63.51%
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+ 2024-08-12 08:35:40 INFO test: loss: 0.2505 - UP: 72.85% UR: 49.22% UF: 58.75% P: 68.44% R: 46.25% F: 55.20%
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+ 2024-08-12 08:35:40 INFO 0:00:02.800904s elapsed
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+ 2024-08-12 08:35:42 INFO lr: 4.9110e-05 - loss: 0.0015 - UP: 96.39% UR: 93.63% UF: 94.99% P: 96.20% R: 93.45% F: 94.80%
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+ 2024-08-12 08:35:42 INFO test: loss: 0.2422 - UP: 73.58% UR: 49.22% UF: 58.99% P: 69.94% R: 46.80% F: 56.07%
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+ 2024-08-12 08:35:42 INFO 0:00:02.774776s elapsed
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+ 2024-08-12 08:35:45 INFO lr: 4.9100e-05 - loss: 0.0017 - UP: 97.91% UR: 95.25% UF: 96.56% P: 97.72% R: 95.06% F: 96.37%
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+ 2024-08-12 08:35:45 INFO dev: loss: 0.2022 - UP: 83.50% UR: 56.04% UF: 67.07% P: 78.00% R: 52.35% F: 62.65%
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+ 2024-08-12 08:35:45 INFO test: loss: 0.2497 - UP: 74.74% UR: 47.34% UF: 57.96% P: 71.30% R: 45.16% F: 55.30%
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+ 2024-08-12 08:35:45 INFO 0:00:02.699034s elapsed
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+ 2024-08-12 08:35:47 INFO lr: 4.9090e-05 - loss: 0.0002 - UP: 97.82% UR: 95.34% UF: 96.56% P: 97.54% R: 95.06% F: 96.28%
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+ 2024-08-12 08:35:48 INFO dev: loss: 0.2196 - UP: 82.38% UR: 58.05% UF: 68.11% P: 77.62% R: 54.70% F: 64.17%
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+ 2024-08-12 08:35:48 INFO test: loss: 0.2569 - UP: 72.92% UR: 50.98% UF: 60.01% P: 68.72% R: 48.05% F: 56.56%
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+ 2024-08-12 08:35:48 INFO 0:00:02.821588s elapsed
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+ 2024-08-12 08:35:50 INFO lr: 4.9080e-05 - loss: 0.0010 - UP: 97.42% UR: 94.28% UF: 95.83% P: 97.23% R: 94.09% F: 95.64%
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+ 2024-08-12 08:35:50 INFO dev: loss: 0.1885 - UP: 82.46% UR: 58.39% UF: 68.37% P: 77.73% R: 55.03% F: 64.44%
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+ 2024-08-12 08:35:51 INFO test: loss: 0.2367 - UP: 72.81% UR: 51.82% UF: 60.55% P: 68.86% R: 49.02% F: 57.27%
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+ 2024-08-12 08:35:51 INFO 0:00:02.701131s elapsed
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+ 2024-08-12 08:35:53 INFO lr: 4.9070e-05 - loss: 0.0007 - UP: 96.48% UR: 96.03% UF: 96.25% P: 96.20% R: 95.75% F: 95.98%
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+ 2024-08-12 08:35:53 INFO dev: loss: 0.1875 - UP: 82.38% UR: 58.05% UF: 68.11% P: 77.62% R: 54.70% F: 64.17%
624
+ 2024-08-12 08:35:53 INFO test: loss: 0.2370 - UP: 72.31% UR: 50.65% UF: 59.57% P: 67.82% R: 47.51% F: 55.88%
625
+ 2024-08-12 08:35:53 INFO 0:00:02.743218s elapsed
626
+
627
+ 2024-08-12 08:36:01 INFO Epoch 63 saved
628
+ 2024-08-12 08:36:01 INFO dev: UP: 84.00% UR: 56.38% UF: 67.47% P: 81.50% R: 54.70% F: 65.46%
629
+ 2024-08-12 08:36:01 INFO test: UP: 74.08% UR: 43.11% UF: 54.50% P: 70.41% R: 40.97% F: 51.80%
630
+ 2024-08-12 08:36:01 INFO 0:04:16.105345s elapsed, 0:00:02.753821s/epoch