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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  2. models/norec/sdp_byKNNMeani3_desc/10/model_vi_norec_nbbert_6 +3 -0
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  5. models/norec/sdp_byKNNMeani3_desc/10/model_vi_norec_xlm_6.train.log +396 -0
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+ 2024-08-12 00:29:20 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/norec/sdp_byKNNMeani3_desc/10/model_vi_norec_nbbert_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/norec/head_final/sdp_byKNNMeani3_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNMeani3_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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 | NbAiLab/nb-bert-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 00:29:20 INFO Building the fields
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+ 2024-08-12 00:29:21 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 00:29:21 INFO Building the model
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+ 2024-08-12 00:29:22 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(NbAiLab/nb-bert-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, 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 00:29:22 INFO Loading the data
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+ 2024-08-12 00:29:24 INFO
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+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 00:29:24 INFO Epoch 1 / 5000:
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+ 2024-08-12 00:29:27 INFO lr: 4.9990e-05 - loss: 0.2481 - UP: 2.21% UR: 3.05% UF: 2.56% P: 1.10% R: 1.53% F: 1.28%
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+ 2024-08-12 00:29:27 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 00:29:28 INFO test: loss: 0.1603 - 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 00:29:28 INFO 0:00:03.982547s elapsed
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+
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+ 2024-08-12 00:29:28 INFO Epoch 2 / 5000:
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+ 2024-08-12 00:29:31 INFO lr: 4.9980e-05 - loss: 0.2219 - UP: 6.49% UR: 0.10% UF: 0.20% P: 6.49% R: 0.10% F: 0.20%
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+ 2024-08-12 00:29:31 INFO dev: loss: nan - UP: 28.00% UR: 0.72% UF: 1.40% P: 28.00% R: 0.72% F: 1.40%
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+ 2024-08-12 00:29:32 INFO test: loss: 0.1347 - UP: 44.74% UR: 0.46% UF: 0.91% P: 44.74% R: 0.46% F: 0.91%
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+ 2024-08-12 00:29:34 INFO 0:00:03.482692s elapsed (saved)
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+
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+ 2024-08-12 00:29:34 INFO Epoch 3 / 5000:
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+ 2024-08-12 00:29:37 INFO lr: 4.9970e-05 - loss: 0.1555 - UP: 22.67% UR: 2.87% UF: 5.10% P: 19.94% R: 2.53% F: 4.48%
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+ 2024-08-12 00:29:37 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 00:29:38 INFO test: loss: 0.1415 - 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 00:29:38 INFO 0:00:03.545685s elapsed
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+
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+ 2024-08-12 00:29:38 INFO Epoch 4 / 5000:
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+ 2024-08-12 00:29:40 INFO lr: 4.9960e-05 - loss: 0.0879 - UP: 33.28% UR: 4.30% UF: 7.61% P: 30.60% R: 3.95% F: 7.00%
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+ 2024-08-12 00:29:41 INFO dev: loss: nan - UP: 37.50% UR: 1.23% UF: 2.38% P: 34.37% R: 1.13% F: 2.18%
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+ 2024-08-12 00:29:42 INFO test: loss: 0.1262 - UP: 57.29% UR: 2.28% UF: 4.38% P: 40.00% R: 1.59% F: 3.06%
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+ 2024-08-12 00:29:46 INFO 0:00:03.495490s elapsed (saved)
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+
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+ 2024-08-12 00:29:46 INFO Epoch 5 / 5000:
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+ 2024-08-12 00:29:48 INFO lr: 4.9950e-05 - loss: 0.0421 - UP: 46.52% UR: 9.53% UF: 15.82% P: 40.36% R: 8.27% F: 13.73%
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+ 2024-08-12 00:29:49 INFO dev: loss: nan - UP: 50.00% UR: 1.02% UF: 2.01% P: 35.00% R: 0.72% F: 1.40%
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+ 2024-08-12 00:29:49 INFO test: loss: 0.1350 - UP: 66.67% UR: 1.94% UF: 3.77% P: 49.54% R: 1.44% F: 2.80%
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+ 2024-08-12 00:29:49 INFO 0:00:03.471768s elapsed
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+
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+ 2024-08-12 00:29:49 INFO Epoch 6 / 5000:
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+ 2024-08-12 00:29:52 INFO lr: 4.9940e-05 - loss: nan - UP: 48.88% UR: 10.26% UF: 16.97% P: 45.97% R: 9.65% F: 15.96%
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+ 2024-08-12 00:29:52 INFO dev: loss: nan - UP: 44.44% UR: 2.46% UF: 4.66% P: 35.19% R: 1.94% F: 3.69%
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+ 2024-08-12 00:29:53 INFO test: loss: 0.1374 - UP: 53.21% UR: 3.46% UF: 6.50% P: 43.69% R: 2.84% F: 5.33%
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+ 2024-08-12 00:29:57 INFO 0:00:03.458462s elapsed (saved)
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+
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+ 2024-08-12 00:29:57 INFO Epoch 7 / 5000:
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+ 2024-08-12 00:29:59 INFO lr: 4.9930e-05 - loss: 0.0371 - UP: 52.13% UR: 13.46% UF: 21.40% P: 50.16% R: 12.95% F: 20.59%
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+ 2024-08-12 00:30:00 INFO dev: loss: nan - UP: 47.06% UR: 4.91% UF: 8.90% P: 37.25% R: 3.89% F: 7.04%
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+ 2024-08-12 00:30:01 INFO test: loss: 0.1346 - UP: 56.42% UR: 5.74% UF: 10.41% P: 47.81% R: 4.86% F: 8.82%
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+ 2024-08-12 00:30:05 INFO 0:00:03.566409s elapsed (saved)
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+
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+ 2024-08-12 00:30:05 INFO Epoch 8 / 5000:
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+ 2024-08-12 00:30:07 INFO lr: 4.9920e-05 - loss: 0.0704 - UP: 39.26% UR: 13.26% UF: 19.82% P: 38.36% R: 12.95% F: 19.37%
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+ 2024-08-12 00:30:08 INFO dev: loss: nan - UP: 40.57% UR: 8.80% UF: 14.47% P: 31.60% R: 6.86% F: 11.27%
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+ 2024-08-12 00:30:09 INFO test: loss: 0.1410 - UP: 48.45% UR: 9.65% UF: 16.10% P: 36.22% R: 7.22% F: 12.03%
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+ 2024-08-12 00:30:13 INFO 0:00:03.531938s elapsed (saved)
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+
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+ 2024-08-12 00:30:13 INFO Epoch 9 / 5000:
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+ 2024-08-12 00:30:15 INFO lr: 4.9910e-05 - loss: 0.0598 - UP: 62.93% UR: 19.92% UF: 30.26% P: 61.90% R: 19.59% F: 29.76%
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+ 2024-08-12 00:30:16 INFO dev: loss: nan - UP: 59.34% UR: 5.53% UF: 10.11% P: 52.75% R: 4.91% F: 8.99%
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+ 2024-08-12 00:30:16 INFO test: loss: 0.1462 - UP: 56.12% UR: 7.71% UF: 13.56% P: 44.27% R: 6.09% F: 10.70%
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+ 2024-08-12 00:30:16 INFO 0:00:03.516744s elapsed
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+
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+ 2024-08-12 00:30:16 INFO Epoch 10 / 5000:
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+ 2024-08-12 00:30:19 INFO lr: 4.9900e-05 - loss: 0.0352 - UP: 65.59% UR: 19.49% UF: 30.05% P: 63.81% R: 18.96% F: 29.24%
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+ 2024-08-12 00:30:19 INFO dev: loss: nan - UP: 52.80% UR: 6.76% UF: 11.98% P: 40.00% R: 5.12% F: 9.07%
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+ 2024-08-12 00:30:20 INFO test: loss: 0.1485 - UP: 55.50% UR: 8.23% UF: 14.33% P: 46.87% R: 6.95% F: 12.10%
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+ 2024-08-12 00:30:20 INFO 0:00:03.511726s elapsed
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+ 2024-08-12 00:30:20 INFO Epoch 11 / 5000:
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+ 2024-08-12 00:30:22 INFO lr: 4.9890e-05 - loss: 0.0249 - UP: 66.32% UR: 23.46% UF: 34.66% P: 65.40% R: 23.14% F: 34.18%
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+ 2024-08-12 00:30:23 INFO dev: loss: nan - UP: 53.03% UR: 7.16% UF: 12.62% P: 36.36% R: 4.91% F: 8.66%
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+ 2024-08-12 00:30:23 INFO test: loss: 0.1359 - UP: 51.83% UR: 8.76% UF: 14.99% P: 41.00% R: 6.93% F: 11.86%
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+ 2024-08-12 00:30:23 INFO 0:00:03.459039s elapsed
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+
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+ 2024-08-12 00:30:23 INFO Epoch 12 / 5000:
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+ 2024-08-12 00:30:26 INFO lr: 4.9880e-05 - loss: 0.0308 - UP: 75.39% UR: 30.63% UF: 43.56% P: 74.39% R: 30.22% F: 42.98%
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+ 2024-08-12 00:30:26 INFO dev: loss: nan - UP: 47.04% UR: 13.82% UF: 21.36% P: 36.93% R: 10.85% F: 16.77%
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+ 2024-08-12 00:30:27 INFO test: loss: 0.1515 - UP: 56.38% UR: 16.17% UF: 25.13% P: 45.45% R: 13.03% F: 20.26%
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+ 2024-08-12 00:30:31 INFO 0:00:03.540766s elapsed (saved)
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+ 2024-08-12 00:30:31 INFO Epoch 13 / 5000:
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+ 2024-08-12 00:30:33 INFO lr: 4.9870e-05 - loss: 0.0207 - UP: 77.43% UR: 37.80% UF: 50.80% P: 76.68% R: 37.43% F: 50.31%
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+ 2024-08-12 00:30:34 INFO dev: loss: nan - UP: 40.90% UR: 19.55% UF: 26.45% P: 31.91% R: 15.25% F: 20.64%
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+ 2024-08-12 00:30:35 INFO test: loss: 0.1783 - UP: 46.38% UR: 24.87% UF: 32.38% P: 35.06% R: 18.79% F: 24.47%
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+ 2024-08-12 00:30:39 INFO 0:00:03.477045s elapsed (saved)
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+ 2024-08-12 00:30:39 INFO Epoch 14 / 5000:
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+ 2024-08-12 00:30:41 INFO lr: 4.9860e-05 - loss: 0.0340 - UP: 75.63% UR: 44.56% UF: 56.08% P: 74.70% R: 44.01% F: 55.39%
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+ 2024-08-12 00:30:42 INFO dev: loss: nan - UP: 44.29% UR: 23.44% UF: 30.66% P: 32.50% R: 17.20% F: 22.49%
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+ 2024-08-12 00:30:42 INFO test: loss: 0.1619 - UP: 48.43% UR: 25.54% UF: 33.44% P: 38.88% R: 20.50% F: 26.85%
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+ 2024-08-12 00:30:47 INFO 0:00:03.532310s elapsed (saved)
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+ 2024-08-12 00:30:47 INFO Epoch 15 / 5000:
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+ 2024-08-12 00:30:49 INFO lr: 4.9850e-05 - loss: 0.0276 - UP: 80.74% UR: 48.68% UF: 60.74% P: 80.07% R: 48.27% F: 60.23%
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+ 2024-08-12 00:30:49 INFO dev: loss: nan - UP: 50.26% UR: 20.06% UF: 28.68% P: 38.46% R: 15.35% F: 21.95%
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+ 2024-08-12 00:30:50 INFO test: loss: 0.1755 - UP: 54.55% UR: 22.02% UF: 31.38% P: 44.11% R: 17.81% F: 25.38%
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+ 2024-08-12 00:30:50 INFO 0:00:03.558660s elapsed
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+ 2024-08-12 00:30:53 INFO lr: 4.9840e-05 - loss: 0.0137 - UP: 77.93% UR: 44.52% UF: 56.67% P: 77.58% R: 44.32% F: 56.41%
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+ 2024-08-12 00:30:53 INFO dev: loss: nan - UP: 58.73% UR: 15.15% UF: 24.08% P: 44.84% R: 11.57% F: 18.39%
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+ 2024-08-12 00:30:54 INFO test: loss: 0.1654 - UP: 61.97% UR: 16.34% UF: 25.87% P: 51.66% R: 13.62% F: 21.56%
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+ 2024-08-12 00:30:54 INFO 0:00:03.514956s elapsed
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+ 2024-08-12 00:30:54 INFO Epoch 17 / 5000:
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+ 2024-08-12 00:30:56 INFO lr: 4.9830e-05 - loss: 0.0205 - UP: 82.20% UR: 57.58% UF: 67.72% P: 81.51% R: 57.09% F: 67.15%
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+ 2024-08-12 00:30:56 INFO dev: loss: nan - UP: 55.47% UR: 15.56% UF: 24.30% P: 41.24% R: 11.57% F: 18.07%
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+ 2024-08-12 00:30:57 INFO test: loss: 0.1698 - UP: 60.43% UR: 18.75% UF: 28.62% P: 50.98% R: 15.82% F: 24.14%
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+ 2024-08-12 00:30:57 INFO 0:00:03.496829s elapsed
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+ 2024-08-12 00:30:57 INFO Epoch 18 / 5000:
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+ 2024-08-12 00:31:00 INFO lr: 4.9820e-05 - loss: 0.0125 - UP: 85.71% UR: 63.65% UF: 73.05% P: 85.16% R: 63.24% F: 72.58%
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+ 2024-08-12 00:31:00 INFO dev: loss: nan - UP: 53.42% UR: 16.79% UF: 25.55% P: 40.39% R: 12.69% F: 19.31%
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+ 2024-08-12 00:31:01 INFO test: loss: 0.1732 - UP: 59.71% UR: 19.57% UF: 29.48% P: 49.86% R: 16.34% F: 24.62%
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+ 2024-08-12 00:31:01 INFO 0:00:03.523036s elapsed
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+ 2024-08-12 00:31:01 INFO Epoch 19 / 5000:
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+ 2024-08-12 00:31:03 INFO lr: 4.9810e-05 - loss: 0.0185 - UP: 86.91% UR: 66.37% UF: 75.27% P: 86.43% R: 66.01% F: 74.85%
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+ 2024-08-12 00:31:04 INFO dev: loss: nan - UP: 51.72% UR: 15.35% UF: 23.68% P: 36.90% R: 10.95% F: 16.89%
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+ 2024-08-12 00:31:04 INFO test: loss: 0.1772 - UP: 59.52% UR: 19.48% UF: 29.35% P: 47.72% R: 15.62% F: 23.53%
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+ 2024-08-12 00:31:04 INFO 0:00:03.539061s elapsed
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+ 2024-08-12 00:31:04 INFO Epoch 20 / 5000:
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+ 2024-08-12 00:31:07 INFO lr: 4.9800e-05 - loss: 0.0270 - UP: 80.99% UR: 64.22% UF: 71.63% P: 79.94% R: 63.38% F: 70.70%
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+ 2024-08-12 00:31:10 INFO lr: 4.9790e-05 - loss: 0.0263 - UP: 85.75% UR: 60.77% UF: 71.13% P: 83.48% R: 59.16% F: 69.25%
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+ 2024-08-12 00:31:23 INFO lr: 4.9770e-05 - loss: 0.0255 - UP: 76.74% UR: 49.59% UF: 60.25% P: 75.32% R: 48.68% F: 59.14%
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+ 2024-08-12 00:31:24 INFO test: loss: 0.1789 - UP: 62.89% UR: 15.60% UF: 25.00% P: 45.85% R: 11.38% F: 18.23%
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+ 2024-08-12 00:31:24 INFO 0:00:03.550369s elapsed
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+ 2024-08-12 00:31:27 INFO lr: 4.9760e-05 - loss: 0.0269 - UP: 83.88% UR: 58.72% UF: 69.08% P: 79.81% R: 55.87% F: 65.72%
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+ 2024-08-12 00:31:27 INFO dev: loss: nan - UP: 47.60% UR: 20.27% UF: 28.43% P: 33.65% R: 14.33% F: 20.10%
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+ 2024-08-12 00:31:28 INFO test: loss: 0.1693 - UP: 56.43% UR: 21.74% UF: 31.39% P: 43.50% R: 16.76% F: 24.20%
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+ 2024-08-12 00:31:30 INFO lr: 4.9750e-05 - loss: 0.0006 - UP: 85.28% UR: 63.12% UF: 72.54% P: 84.59% R: 62.61% F: 71.96%
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+ 2024-08-12 00:31:30 INFO dev: loss: nan - UP: 48.37% UR: 27.33% UF: 34.92% P: 36.41% R: 20.57% F: 26.29%
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+ 2024-08-12 00:31:31 INFO test: loss: 0.1788 - UP: 53.55% UR: 29.25% UF: 37.84% P: 42.85% R: 23.41% F: 30.28%
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+ 2024-08-12 00:31:34 INFO lr: 4.9740e-05 - loss: 0.0161 - UP: 87.88% UR: 70.73% UF: 78.38% P: 87.42% R: 70.37% F: 77.97%
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+ 2024-08-12 00:31:34 INFO dev: loss: nan - UP: 45.54% UR: 28.25% UF: 34.87% P: 33.33% R: 20.68% F: 25.52%
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+ 2024-08-12 00:31:35 INFO test: loss: 0.1922 - UP: 53.34% UR: 30.87% UF: 39.11% P: 41.68% R: 24.12% F: 30.56%
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+ 2024-08-12 00:31:37 INFO lr: 4.9730e-05 - loss: 0.0124 - UP: 88.53% UR: 76.07% UF: 81.83% P: 88.05% R: 75.66% F: 81.39%
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+ 2024-08-12 00:31:38 INFO test: loss: 0.1998 - UP: 59.43% UR: 24.60% UF: 34.79% P: 46.88% R: 19.40% F: 27.44%
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+ 2024-08-12 00:31:38 INFO 0:00:03.556903s elapsed
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+ 2024-08-12 00:31:41 INFO dev: loss: nan - UP: 46.39% UR: 35.52% UF: 40.23% P: 33.29% R: 25.49% F: 28.87%
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+ 2024-08-12 00:31:42 INFO test: loss: 0.2009 - UP: 51.10% UR: 35.12% UF: 41.63% P: 39.68% R: 27.28% F: 32.33%
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+ 2024-08-12 00:31:46 INFO 0:00:03.588980s elapsed (saved)
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+ 2024-08-12 00:31:48 INFO lr: 4.9710e-05 - loss: 0.0031 - UP: 90.73% UR: 78.78% UF: 84.33% P: 90.50% R: 78.57% F: 84.12%
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+ 2024-08-12 00:31:49 INFO dev: loss: nan - UP: 48.13% UR: 30.30% UF: 37.19% P: 33.82% R: 21.29% F: 26.13%
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+ 2024-08-12 00:31:49 INFO test: loss: 0.2085 - UP: 54.33% UR: 31.10% UF: 39.55% P: 42.14% R: 24.12% F: 30.68%
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+ 2024-08-12 00:31:49 INFO 0:00:03.524993s elapsed
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+ 2024-08-12 00:31:52 INFO lr: 4.9700e-05 - loss: 0.0069 - UP: 92.12% UR: 82.85% UF: 87.24% P: 91.96% R: 82.71% F: 87.09%
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+ 2024-08-12 00:31:52 INFO dev: loss: nan - UP: 49.66% UR: 30.09% UF: 37.48% P: 34.63% R: 20.98% F: 26.13%
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+ 2024-08-12 00:31:53 INFO test: loss: 0.2106 - UP: 56.65% UR: 30.39% UF: 39.55% P: 44.70% R: 23.98% F: 31.21%
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+ 2024-08-12 00:31:53 INFO 0:00:03.632920s elapsed
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+ 2024-08-12 00:31:55 INFO lr: 4.9690e-05 - loss: 0.0099 - UP: 91.63% UR: 83.14% UF: 87.18% P: 91.54% R: 83.05% F: 87.09%
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+ 2024-08-12 00:31:56 INFO dev: loss: nan - UP: 49.15% UR: 29.48% UF: 36.85% P: 36.52% R: 21.90% F: 27.38%
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+ 2024-08-12 00:31:57 INFO test: loss: 0.2098 - UP: 57.21% UR: 30.04% UF: 39.39% P: 45.13% R: 23.69% F: 31.07%
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+ 2024-08-12 00:31:57 INFO 0:00:03.554507s elapsed
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+ 2024-08-12 00:31:59 INFO lr: 4.9680e-05 - loss: 0.0026 - UP: 92.87% UR: 85.09% UF: 88.81% P: 92.71% R: 84.95% F: 88.66%
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+ 2024-08-12 00:31:59 INFO dev: loss: nan - UP: 48.90% UR: 27.33% UF: 35.06% P: 35.90% R: 20.06% F: 25.74%
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+ 2024-08-12 00:32:00 INFO test: loss: 0.2171 - UP: 56.79% UR: 30.18% UF: 39.42% P: 44.91% R: 23.87% F: 31.17%
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+ 2024-08-12 00:32:00 INFO 0:00:03.482231s elapsed
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+ 2024-08-12 00:32:03 INFO lr: 4.9670e-05 - loss: 0.0034 - UP: 93.09% UR: 85.36% UF: 89.06% P: 93.00% R: 85.27% F: 88.97%
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+ 2024-08-12 00:32:03 INFO dev: loss: nan - UP: 50.42% UR: 30.50% UF: 38.01% P: 36.72% R: 22.21% F: 27.68%
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+ 2024-08-12 00:32:04 INFO test: loss: 0.2216 - UP: 55.72% UR: 30.83% UF: 39.69% P: 43.77% R: 24.22% F: 31.18%
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+ 2024-08-12 00:32:04 INFO 0:00:03.593675s elapsed
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+ 2024-08-12 00:32:04 INFO Epoch 34 / 5000:
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+ 2024-08-12 00:32:06 INFO lr: 4.9660e-05 - loss: 0.0120 - UP: 92.80% UR: 86.40% UF: 89.48% P: 92.63% R: 86.23% F: 89.32%
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+ 2024-08-12 00:32:06 INFO dev: loss: nan - UP: 50.64% UR: 32.24% UF: 39.40% P: 36.98% R: 23.54% F: 28.77%
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+ 2024-08-12 00:32:07 INFO test: loss: 0.2129 - UP: 54.42% UR: 32.23% UF: 40.48% P: 42.40% R: 25.11% F: 31.54%
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+ 2024-08-12 00:32:07 INFO 0:00:03.558011s elapsed
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+ 2024-08-12 00:32:07 INFO Epoch 35 / 5000:
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+ 2024-08-12 00:32:10 INFO lr: 4.9650e-05 - loss: 0.0059 - UP: 93.73% UR: 87.62% UF: 90.57% P: 93.53% R: 87.43% F: 90.38%
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+ 2024-08-12 00:32:10 INFO dev: loss: nan - UP: 53.38% UR: 28.25% UF: 36.95% P: 39.65% R: 20.98% F: 27.44%
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+ 2024-08-12 00:32:11 INFO test: loss: 0.2142 - UP: 59.34% UR: 29.39% UF: 39.31% P: 46.59% R: 23.07% F: 30.86%
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+ 2024-08-12 00:32:11 INFO 0:00:03.573251s elapsed
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+ 2024-08-12 00:32:13 INFO lr: 4.9640e-05 - loss: 0.0060 - UP: 95.15% UR: 86.72% UF: 90.74% P: 95.04% R: 86.62% F: 90.63%
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+ 2024-08-12 00:32:14 INFO dev: loss: nan - UP: 50.85% UR: 24.36% UF: 32.94% P: 37.39% R: 17.91% F: 24.22%
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+ 2024-08-12 00:32:14 INFO test: loss: 0.2330 - UP: 58.89% UR: 26.94% UF: 36.97% P: 46.65% R: 21.34% F: 29.28%
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+ 2024-08-12 00:32:14 INFO 0:00:03.609407s elapsed
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+ 2024-08-12 00:32:14 INFO Epoch 37 / 5000:
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+ 2024-08-12 00:32:17 INFO lr: 4.9630e-05 - loss: 0.0054 - UP: 92.80% UR: 89.45% UF: 91.09% P: 92.69% R: 89.35% F: 90.99%
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+ 2024-08-12 00:32:17 INFO dev: loss: nan - UP: 49.12% UR: 34.29% UF: 40.39% P: 37.83% R: 26.41% F: 31.10%
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+ 2024-08-12 00:32:18 INFO test: loss: 0.2264 - UP: 53.86% UR: 34.06% UF: 41.73% P: 41.96% R: 26.53% F: 32.51%
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+ 2024-08-12 00:32:22 INFO 0:00:03.579455s elapsed (saved)
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+ 2024-08-12 00:32:22 INFO Epoch 38 / 5000:
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+ 2024-08-12 00:32:25 INFO lr: 4.9620e-05 - loss: 0.0063 - UP: 94.88% UR: 87.94% UF: 91.28% P: 94.84% R: 87.90% F: 91.24%
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+ 2024-08-12 00:32:25 INFO dev: loss: nan - UP: 54.76% UR: 28.86% UF: 37.80% P: 42.52% R: 22.42% F: 29.36%
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+ 2024-08-12 00:32:26 INFO test: loss: 0.2288 - UP: 60.15% UR: 28.88% UF: 39.02% P: 47.90% R: 22.99% F: 31.07%
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+ 2024-08-12 00:32:26 INFO 0:00:03.512605s elapsed
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+ 2024-08-12 00:32:26 INFO Epoch 39 / 5000:
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+ 2024-08-12 00:32:28 INFO lr: 4.9610e-05 - loss: 0.0024 - UP: 94.59% UR: 89.71% UF: 92.09% P: 94.44% R: 89.57% F: 91.94%
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+ 2024-08-12 00:32:29 INFO dev: loss: nan - UP: 43.52% UR: 42.27% UF: 42.89% P: 33.19% R: 32.24% F: 32.71%
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+ 2024-08-12 00:32:29 INFO test: loss: 0.2303 - UP: 48.82% UR: 41.37% UF: 44.79% P: 37.87% R: 32.09% F: 34.74%
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+ 2024-08-12 00:32:34 INFO 0:00:03.545453s elapsed (saved)
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+ 2024-08-12 00:32:34 INFO Epoch 40 / 5000:
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+ 2024-08-12 00:32:36 INFO lr: 4.9600e-05 - loss: 0.0049 - UP: 93.04% UR: 88.70% UF: 90.81% P: 92.89% R: 88.55% F: 90.67%
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+ 2024-08-12 00:32:36 INFO dev: loss: nan - UP: 50.86% UR: 33.16% UF: 40.15% P: 39.87% R: 26.00% F: 31.47%
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+ 2024-08-12 00:32:37 INFO test: loss: 0.2192 - UP: 55.01% UR: 32.98% UF: 41.24% P: 44.07% R: 26.43% F: 33.04%
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+ 2024-08-12 00:32:37 INFO 0:00:03.527987s elapsed
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+ 2024-08-12 00:32:37 INFO Epoch 41 / 5000:
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+ 2024-08-12 00:32:40 INFO lr: 4.9590e-05 - loss: 0.0076 - UP: 94.83% UR: 90.45% UF: 92.59% P: 94.60% R: 90.22% F: 92.36%
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+ 2024-08-12 00:32:40 INFO dev: loss: nan - UP: 49.61% UR: 32.14% UF: 39.01% P: 36.65% R: 23.75% F: 28.82%
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+ 2024-08-12 00:32:41 INFO test: loss: 0.2370 - UP: 55.31% UR: 32.39% UF: 40.86% P: 43.70% R: 25.59% F: 32.28%
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+ 2024-08-12 00:32:41 INFO 0:00:03.511610s elapsed
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+ 2024-08-12 00:32:43 INFO lr: 4.9580e-05 - loss: 0.0000 - UP: 95.85% UR: 90.84% UF: 93.28% P: 95.64% R: 90.63% F: 93.07%
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+ 2024-08-12 00:32:44 INFO dev: loss: nan - UP: 48.31% UR: 36.64% UF: 41.68% P: 36.44% R: 27.64% F: 31.43%
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+ 2024-08-12 00:32:44 INFO test: loss: 0.2305 - UP: 54.91% UR: 35.64% UF: 43.22% P: 43.39% R: 28.16% F: 34.16%
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+ 2024-08-12 00:32:44 INFO 0:00:03.565121s elapsed
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+ 2024-08-12 00:32:47 INFO lr: 4.9570e-05 - loss: 0.0030 - UP: 95.48% UR: 91.67% UF: 93.54% P: 95.38% R: 91.57% F: 93.43%
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+ 2024-08-12 00:32:47 INFO dev: loss: nan - UP: 50.86% UR: 30.30% UF: 37.97% P: 39.18% R: 23.34% F: 29.25%
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+ 2024-08-12 00:32:48 INFO test: loss: 0.2385 - UP: 58.39% UR: 30.86% UF: 40.38% P: 46.98% R: 24.82% F: 32.48%
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+ 2024-08-12 00:32:48 INFO 0:00:03.515395s elapsed
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+ 2024-08-12 00:32:50 INFO lr: 4.9560e-05 - loss: 0.0035 - UP: 95.81% UR: 91.30% UF: 93.50% P: 95.79% R: 91.28% F: 93.48%
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+ 2024-08-12 00:32:51 INFO dev: loss: nan - UP: 48.77% UR: 36.64% UF: 41.85% P: 35.01% R: 26.31% F: 30.04%
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+ 2024-08-12 00:32:51 INFO test: loss: 0.2412 - UP: 54.42% UR: 35.58% UF: 43.03% P: 42.45% R: 27.76% F: 33.57%
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+ 2024-08-12 00:32:51 INFO 0:00:03.571279s elapsed
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+ 2024-08-12 00:32:54 INFO lr: 4.9550e-05 - loss: 0.0075 - UP: 96.61% UR: 92.77% UF: 94.65% P: 96.54% R: 92.71% F: 94.59%
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+ 2024-08-12 00:32:54 INFO dev: loss: nan - UP: 51.16% UR: 33.88% UF: 40.76% P: 38.02% R: 25.18% F: 30.30%
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+ 2024-08-12 00:32:55 INFO test: loss: 0.2453 - UP: 56.04% UR: 33.67% UF: 42.07% P: 44.19% R: 26.55% F: 33.17%
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+ 2024-08-12 00:32:55 INFO 0:00:03.538661s elapsed
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+ 2024-08-12 00:32:57 INFO lr: 4.9540e-05 - loss: 0.0031 - UP: 96.48% UR: 93.69% UF: 95.06% P: 96.39% R: 93.60% F: 94.98%
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+ 2024-08-12 00:32:58 INFO dev: loss: nan - UP: 48.65% UR: 40.53% UF: 44.22% P: 35.87% R: 29.89% F: 32.61%
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+ 2024-08-12 00:32:59 INFO test: loss: 0.2562 - UP: 52.26% UR: 39.45% UF: 44.96% P: 40.73% R: 30.75% F: 35.04%
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+ 2024-08-12 00:32:59 INFO 0:00:03.598050s elapsed
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+ 2024-08-12 00:33:01 INFO lr: 4.9530e-05 - loss: 0.0007 - UP: 97.07% UR: 94.60% UF: 95.82% P: 96.93% R: 94.46% F: 95.68%
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+ 2024-08-12 00:33:01 INFO dev: loss: nan - UP: 50.21% UR: 36.64% UF: 42.37% P: 38.01% R: 27.74% F: 32.07%
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+ 2024-08-12 00:33:02 INFO test: loss: 0.2593 - UP: 54.63% UR: 35.16% UF: 42.79% P: 42.88% R: 27.60% F: 33.58%
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+ 2024-08-12 00:33:05 INFO lr: 4.9520e-05 - loss: 0.0013 - UP: 97.09% UR: 94.97% UF: 96.02% P: 97.00% R: 94.89% F: 95.93%
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+ 2024-08-12 00:33:05 INFO dev: loss: nan - UP: 53.11% UR: 34.08% UF: 41.52% P: 40.67% R: 26.10% F: 31.80%
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+ 2024-08-12 00:33:06 INFO test: loss: 0.2693 - UP: 57.58% UR: 32.38% UF: 41.45% P: 45.80% R: 25.75% F: 32.97%
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+ 2024-08-12 00:33:06 INFO 0:00:03.526039s elapsed
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+ 2024-08-12 00:33:08 INFO lr: 4.9510e-05 - loss: nan - UP: 97.44% UR: 95.30% UF: 96.36% P: 97.29% R: 95.15% F: 96.21%
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+ 2024-08-12 00:33:08 INFO dev: loss: nan - UP: 51.58% UR: 33.47% UF: 40.60% P: 41.48% R: 26.92% F: 32.65%
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+ 2024-08-12 00:33:09 INFO test: loss: 0.2732 - UP: 57.28% UR: 33.94% UF: 42.62% P: 45.97% R: 27.23% F: 34.20%
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+ 2024-08-12 00:33:09 INFO 0:00:03.593497s elapsed
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+ 2024-08-12 00:33:12 INFO lr: 4.9500e-05 - loss: 0.0062 - UP: 97.43% UR: 95.01% UF: 96.21% P: 97.33% R: 94.91% F: 96.10%
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+ 2024-08-12 00:33:12 INFO dev: loss: nan - UP: 52.63% UR: 32.75% UF: 40.38% P: 42.11% R: 26.20% F: 32.30%
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+ 2024-08-12 00:33:13 INFO test: loss: 0.2693 - UP: 57.58% UR: 32.77% UF: 41.77% P: 45.92% R: 26.13% F: 33.31%
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+ 2024-08-12 00:33:15 INFO lr: 4.9490e-05 - loss: 0.0046 - UP: 96.23% UR: 95.17% UF: 95.70% P: 96.15% R: 95.09% F: 95.62%
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+ 2024-08-12 00:33:16 INFO test: loss: 0.2885 - UP: 53.33% UR: 37.39% UF: 43.96% P: 41.54% R: 29.12% F: 34.24%
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+ 2024-08-12 00:33:16 INFO 0:00:03.617780s elapsed
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+ 2024-08-12 00:33:20 INFO test: loss: 0.2664 - UP: 51.94% UR: 40.20% UF: 45.32% P: 40.74% R: 31.53% F: 35.55%
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+ 2024-08-12 00:33:27 INFO dev: loss: nan - UP: 41.90% UR: 37.87% UF: 39.78% P: 34.20% R: 30.91% F: 32.47%
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+ 2024-08-12 00:33:30 INFO lr: 4.9460e-05 - loss: 0.0312 - UP: 96.42% UR: 95.32% UF: 95.86% P: 96.35% R: 95.25% F: 95.80%
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+ 2024-08-12 00:33:31 INFO dev: loss: nan - UP: 52.26% UR: 31.93% UF: 39.64% P: 41.88% R: 25.59% F: 31.77%
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+ 2024-08-12 00:33:31 INFO test: loss: 0.2748 - UP: 57.21% UR: 33.54% UF: 42.28% P: 45.75% R: 26.82% F: 33.81%
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+ 2024-08-12 00:33:35 INFO test: loss: 0.2557 - UP: 57.26% UR: 32.28% UF: 41.29% P: 45.56% R: 25.69% F: 32.85%
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+ 2024-08-12 00:33:38 INFO dev: loss: nan - UP: 51.08% UR: 28.97% UF: 36.97% P: 40.43% R: 22.93% F: 29.26%
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+ 2024-08-12 00:33:39 INFO test: loss: 0.2554 - UP: 56.37% UR: 31.50% UF: 40.42% P: 44.45% R: 24.84% F: 31.87%
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+ 2024-08-12 00:33:41 INFO lr: 4.9430e-05 - loss: 0.0055 - UP: 96.39% UR: 93.01% UF: 94.67% P: 96.20% R: 92.83% F: 94.49%
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+ 2024-08-12 00:33:41 INFO dev: loss: nan - UP: 44.17% UR: 44.22% UF: 44.19% P: 31.80% R: 31.83% F: 31.82%
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+ 2024-08-12 00:33:42 INFO test: loss: 0.2774 - UP: 47.55% UR: 43.17% UF: 45.26% P: 35.98% R: 32.67% F: 34.25%
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+ 2024-08-12 00:33:42 INFO 0:00:03.592094s elapsed
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+ 2024-08-12 00:33:45 INFO lr: 4.9420e-05 - loss: 0.0047 - UP: 96.21% UR: 95.25% UF: 95.73% P: 96.17% R: 95.21% F: 95.69%
413
+ 2024-08-12 00:33:45 INFO dev: loss: nan - UP: 49.92% UR: 32.75% UF: 39.56% P: 39.94% R: 26.20% F: 31.64%
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+ 2024-08-12 00:33:46 INFO test: loss: 0.2596 - UP: 54.66% UR: 33.94% UF: 41.88% P: 44.86% R: 27.85% F: 34.37%
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+ 2024-08-12 00:33:46 INFO 0:00:03.543786s elapsed
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+ 2024-08-12 00:33:48 INFO lr: 4.9410e-05 - loss: 0.0090 - UP: 95.46% UR: 90.69% UF: 93.01% P: 95.26% R: 90.51% F: 92.83%
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+ 2024-08-12 00:33:48 INFO dev: loss: nan - UP: 55.65% UR: 26.71% UF: 36.10% P: 45.63% R: 21.90% F: 29.60%
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+ 2024-08-12 00:33:49 INFO test: loss: 0.2865 - UP: 57.96% UR: 29.21% UF: 38.85% P: 46.42% R: 23.40% F: 31.11%
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+ 2024-08-12 00:33:49 INFO 0:00:03.593468s elapsed
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+ 2024-08-12 00:33:49 INFO Epoch 60 / 5000:
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+ 2024-08-12 00:33:52 INFO lr: 4.9400e-05 - loss: 0.0001 - UP: 94.05% UR: 89.78% UF: 91.86% P: 93.73% R: 89.47% F: 91.55%
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+ 2024-08-12 00:33:52 INFO dev: loss: nan - UP: 48.21% UR: 27.64% UF: 35.13% P: 38.57% R: 22.11% F: 28.11%
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+ 2024-08-12 00:33:53 INFO test: loss: 0.2473 - UP: 56.82% UR: 29.38% UF: 38.73% P: 45.78% R: 23.67% F: 31.20%
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+ 2024-08-12 00:33:53 INFO 0:00:03.527810s elapsed
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+ 2024-08-12 00:33:55 INFO lr: 4.9390e-05 - loss: 0.0117 - UP: 92.60% UR: 82.83% UF: 87.44% P: 92.35% R: 82.61% F: 87.21%
431
+ 2024-08-12 00:33:56 INFO dev: loss: nan - UP: 40.91% UR: 41.25% UF: 41.08% P: 33.20% R: 33.47% F: 33.33%
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+ 2024-08-12 00:33:56 INFO test: loss: 0.2531 - UP: 43.32% UR: 44.02% UF: 43.67% P: 33.29% R: 33.83% F: 33.56%
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+ 2024-08-12 00:34:01 INFO 0:00:03.618623s elapsed (saved)
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+ 2024-08-12 00:34:03 INFO lr: 4.9380e-05 - loss: 0.0122 - UP: 88.86% UR: 84.03% UF: 86.38% P: 88.67% R: 83.85% F: 86.19%
437
+ 2024-08-12 00:34:03 INFO dev: loss: nan - UP: 49.00% UR: 32.45% UF: 39.04% P: 40.80% R: 27.02% F: 32.51%
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+ 2024-08-12 00:34:04 INFO test: loss: 0.2155 - UP: 52.59% UR: 33.06% UF: 40.60% P: 42.78% R: 26.90% F: 33.03%
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+ 2024-08-12 00:34:04 INFO 0:00:03.501555s elapsed
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+ 2024-08-12 00:34:04 INFO Epoch 63 / 5000:
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+ 2024-08-12 00:34:07 INFO lr: 4.9370e-05 - loss: 0.0168 - UP: 91.18% UR: 83.83% UF: 87.35% P: 90.32% R: 83.03% F: 86.52%
443
+ 2024-08-12 00:34:07 INFO dev: loss: nan - UP: 45.70% UR: 34.80% UF: 39.51% P: 36.83% R: 28.05% F: 31.84%
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+ 2024-08-12 00:34:08 INFO test: loss: 0.2126 - UP: 46.99% UR: 37.44% UF: 41.68% P: 36.82% R: 29.33% F: 32.65%
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+ 2024-08-12 00:34:08 INFO 0:00:03.539909s elapsed
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+ 2024-08-12 00:34:08 INFO Epoch 64 / 5000:
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+ 2024-08-12 00:34:10 INFO lr: 4.9360e-05 - loss: 0.0101 - UP: 88.06% UR: 73.48% UF: 80.12% P: 87.63% R: 73.12% F: 79.72%
449
+ 2024-08-12 00:34:11 INFO dev: loss: nan - UP: 49.35% UR: 31.32% UF: 38.32% P: 41.61% R: 26.41% F: 32.31%
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+ 2024-08-12 00:34:11 INFO test: loss: 0.3026 - UP: 49.27% UR: 28.31% UF: 35.96% P: 40.18% R: 23.09% F: 29.33%
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+ 2024-08-12 00:34:11 INFO 0:00:03.636294s elapsed
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+ 2024-08-12 00:34:11 INFO Epoch 65 / 5000:
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+ 2024-08-12 00:34:14 INFO lr: 4.9350e-05 - loss: 0.0159 - UP: 84.84% UR: 71.69% UF: 77.71% P: 81.30% R: 68.70% F: 74.47%
455
+ 2024-08-12 00:34:14 INFO dev: loss: nan - UP: 49.37% UR: 24.05% UF: 32.35% P: 41.39% R: 20.16% F: 27.12%
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+ 2024-08-12 00:34:15 INFO test: loss: 0.2069 - UP: 53.79% UR: 22.74% UF: 31.96% P: 43.18% R: 18.26% F: 25.66%
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+ 2024-08-12 00:34:15 INFO 0:00:03.487556s elapsed
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+ 2024-08-12 00:34:15 INFO Epoch 66 / 5000:
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+ 2024-08-12 00:34:17 INFO lr: 4.9340e-05 - loss: 0.0265 - UP: 90.19% UR: 73.95% UF: 81.27% P: 87.58% R: 71.81% F: 78.92%
461
+ 2024-08-12 00:34:18 INFO dev: loss: nan - UP: 44.21% UR: 32.86% UF: 37.70% P: 27.00% R: 20.06% F: 23.02%
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+ 2024-08-12 00:34:18 INFO test: loss: 0.2090 - UP: 48.09% UR: 34.29% UF: 40.03% P: 34.40% R: 24.53% F: 28.64%
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+ 2024-08-12 00:34:18 INFO 0:00:03.500785s elapsed
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+ 2024-08-12 00:34:18 INFO Epoch 67 / 5000:
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+ 2024-08-12 00:34:21 INFO lr: 4.9330e-05 - loss: 0.0219 - UP: 91.29% UR: 80.08% UF: 85.32% P: 90.76% R: 79.61% F: 84.82%
467
+ 2024-08-12 00:34:21 INFO dev: loss: nan - UP: 51.94% UR: 27.43% UF: 35.90% P: 43.60% R: 23.03% F: 30.14%
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+ 2024-08-12 00:34:22 INFO test: loss: 0.2058 - UP: 55.56% UR: 27.42% UF: 36.72% P: 45.34% R: 22.37% F: 29.96%
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+ 2024-08-12 00:34:22 INFO 0:00:03.557836s elapsed
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+ 2024-08-12 00:34:22 INFO Epoch 68 / 5000:
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+ 2024-08-12 00:34:24 INFO lr: 4.9320e-05 - loss: 0.0135 - UP: 91.58% UR: 82.40% UF: 86.75% P: 91.06% R: 81.93% F: 86.26%
473
+ 2024-08-12 00:34:25 INFO dev: loss: nan - UP: 56.28% UR: 25.69% UF: 35.28% P: 43.27% R: 19.75% F: 27.13%
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+ 2024-08-12 00:34:25 INFO test: loss: 0.2195 - UP: 56.88% UR: 23.25% UF: 33.01% P: 43.94% R: 17.96% F: 25.50%
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+ 2024-08-12 00:34:25 INFO 0:00:03.563321s elapsed
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+ 2024-08-12 00:34:25 INFO Epoch 69 / 5000:
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+ 2024-08-12 00:34:28 INFO lr: 4.9310e-05 - loss: 0.0138 - UP: 91.39% UR: 79.51% UF: 85.04% P: 90.78% R: 78.98% F: 84.47%
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+ 2024-08-12 00:34:28 INFO dev: loss: nan - UP: 49.78% UR: 23.34% UF: 31.78% P: 35.81% R: 16.79% F: 22.86%
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+ 2024-08-12 00:34:29 INFO test: loss: 0.2051 - UP: 50.58% UR: 25.69% UF: 34.07% P: 39.16% R: 19.88% F: 26.38%
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+ 2024-08-12 00:34:29 INFO 0:00:03.536917s elapsed
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+ 2024-08-12 00:34:29 INFO Epoch 70 / 5000:
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+ 2024-08-12 00:34:31 INFO lr: 4.9300e-05 - loss: 0.0056 - UP: 89.75% UR: 84.22% UF: 86.90% P: 89.47% R: 83.95% F: 86.62%
485
+ 2024-08-12 00:34:32 INFO dev: loss: nan - UP: 55.67% UR: 21.60% UF: 31.12% P: 41.95% R: 16.27% F: 23.45%
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+ 2024-08-12 00:34:33 INFO test: loss: 0.2357 - UP: 60.44% UR: 23.53% UF: 33.88% P: 49.27% R: 19.18% F: 27.62%
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+ 2024-08-12 00:34:33 INFO 0:00:03.580862s elapsed
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+ 2024-08-12 00:34:33 INFO Epoch 71 / 5000:
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+ 2024-08-12 00:34:35 INFO lr: 4.9290e-05 - loss: 0.0012 - UP: 95.77% UR: 88.43% UF: 91.95% P: 95.46% R: 88.15% F: 91.66%
491
+ 2024-08-12 00:34:35 INFO dev: loss: nan - UP: 46.05% UR: 40.53% UF: 43.11% P: 35.35% R: 31.12% F: 33.10%
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+ 2024-08-12 00:34:36 INFO test: loss: 0.2260 - UP: 48.93% UR: 40.28% UF: 44.19% P: 37.50% R: 30.87% F: 33.86%
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+ 2024-08-12 00:34:36 INFO 0:00:03.556049s elapsed
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+ 2024-08-12 00:34:36 INFO Epoch 72 / 5000:
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+ 2024-08-12 00:34:39 INFO lr: 4.9280e-05 - loss: 0.0121 - UP: 95.66% UR: 93.93% UF: 94.79% P: 95.62% R: 93.89% F: 94.75%
497
+ 2024-08-12 00:34:39 INFO dev: loss: nan - UP: 50.36% UR: 35.93% UF: 41.94% P: 38.59% R: 27.53% F: 32.14%
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+ 2024-08-12 00:34:40 INFO test: loss: 0.2292 - UP: 52.77% UR: 34.22% UF: 41.52% P: 40.67% R: 26.37% F: 32.00%
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+ 2024-08-12 00:34:40 INFO 0:00:03.545356s elapsed
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+ 2024-08-12 00:34:40 INFO Epoch 73 / 5000:
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+ 2024-08-12 00:34:42 INFO lr: 4.9270e-05 - loss: 0.0034 - UP: 97.16% UR: 94.91% UF: 96.02% P: 97.06% R: 94.81% F: 95.92%
503
+ 2024-08-12 00:34:42 INFO dev: loss: nan - UP: 54.25% UR: 30.71% UF: 39.22% P: 43.04% R: 24.36% F: 31.11%
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+ 2024-08-12 00:34:43 INFO test: loss: 0.2728 - UP: 57.17% UR: 30.16% UF: 39.49% P: 46.04% R: 24.29% F: 31.80%
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+ 2024-08-12 00:34:43 INFO 0:00:03.578425s elapsed
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+ 2024-08-12 00:34:43 INFO Epoch 74 / 5000:
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+ 2024-08-12 00:34:46 INFO lr: 4.9260e-05 - loss: 0.0047 - UP: 97.05% UR: 96.40% UF: 96.72% P: 96.86% R: 96.21% F: 96.54%
509
+ 2024-08-12 00:34:46 INFO dev: loss: nan - UP: 52.37% UR: 33.98% UF: 41.22% P: 40.38% R: 26.20% F: 31.78%
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+ 2024-08-12 00:34:47 INFO test: loss: 0.2664 - UP: 54.70% UR: 32.42% UF: 40.71% P: 43.30% R: 25.66% F: 32.22%
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+ 2024-08-12 00:34:47 INFO 0:00:03.593357s elapsed
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+ 2024-08-12 00:34:47 INFO Epoch 75 / 5000:
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+ 2024-08-12 00:34:49 INFO lr: 4.9250e-05 - loss: 0.0108 - UP: 98.16% UR: 95.48% UF: 96.80% P: 98.09% R: 95.42% F: 96.74%
515
+ 2024-08-12 00:34:50 INFO dev: loss: nan - UP: 51.85% UR: 33.06% UF: 40.37% P: 39.97% R: 25.49% F: 31.12%
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+ 2024-08-12 00:34:50 INFO test: loss: 0.2585 - UP: 55.54% UR: 31.84% UF: 40.48% P: 43.94% R: 25.19% F: 32.02%
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+ 2024-08-12 00:34:50 INFO 0:00:03.501929s elapsed
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+ 2024-08-12 00:34:50 INFO Epoch 76 / 5000:
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+ 2024-08-12 00:34:53 INFO lr: 4.9240e-05 - loss: 0.0050 - UP: 98.02% UR: 95.68% UF: 96.84% P: 97.79% R: 95.46% F: 96.61%
521
+ 2024-08-12 00:34:53 INFO dev: loss: nan - UP: 51.96% UR: 33.98% UF: 41.09% P: 41.63% R: 27.23% F: 32.92%
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+ 2024-08-12 00:34:54 INFO test: loss: 0.3051 - UP: 55.04% UR: 33.13% UF: 41.36% P: 43.23% R: 26.02% F: 32.49%
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+ 2024-08-12 00:34:54 INFO 0:00:03.520282s elapsed
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+ 2024-08-12 00:34:54 INFO Epoch 77 / 5000:
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+ 2024-08-12 00:34:56 INFO lr: 4.9230e-05 - loss: 0.0004 - UP: 97.93% UR: 96.52% UF: 97.22% P: 97.75% R: 96.33% F: 97.04%
527
+ 2024-08-12 00:34:57 INFO dev: loss: nan - UP: 51.78% UR: 31.32% UF: 39.03% P: 38.75% R: 23.44% F: 29.21%
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+ 2024-08-12 00:34:57 INFO test: loss: 0.2601 - UP: 55.37% UR: 30.14% UF: 39.03% P: 44.14% R: 24.03% F: 31.12%
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+ 2024-08-12 00:34:57 INFO 0:00:03.585565s elapsed
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+ 2024-08-12 00:34:57 INFO Epoch 78 / 5000:
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+ 2024-08-12 00:35:00 INFO lr: 4.9220e-05 - loss: 0.0013 - UP: 98.23% UR: 96.97% UF: 97.59% P: 98.21% R: 96.95% F: 97.57%
533
+ 2024-08-12 00:35:00 INFO dev: loss: nan - UP: 51.34% UR: 33.27% UF: 40.37% P: 35.39% R: 22.93% F: 27.83%
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+ 2024-08-12 00:35:01 INFO test: loss: 0.2732 - UP: 54.55% UR: 32.42% UF: 40.67% P: 42.30% R: 25.13% F: 31.53%
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+ 2024-08-12 00:35:01 INFO 0:00:03.580286s elapsed
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+ 2024-08-12 00:35:01 INFO Epoch 79 / 5000:
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+ 2024-08-12 00:35:03 INFO lr: 4.9210e-05 - loss: 0.0085 - UP: 95.77% UR: 95.56% UF: 95.67% P: 95.71% R: 95.50% F: 95.61%
539
+ 2024-08-12 00:35:04 INFO dev: loss: nan - UP: 61.28% UR: 16.68% UF: 26.23% P: 50.75% R: 13.82% F: 21.72%
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+ 2024-08-12 00:35:05 INFO test: loss: 0.2637 - UP: 62.93% UR: 18.90% UF: 29.07% P: 53.34% R: 16.02% F: 24.64%
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+ 2024-08-12 00:35:05 INFO 0:00:03.580475s elapsed
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+ 2024-08-12 00:35:05 INFO Epoch 80 / 5000:
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+ 2024-08-12 00:35:07 INFO lr: 4.9200e-05 - loss: 0.0053 - UP: 95.37% UR: 88.47% UF: 91.79% P: 95.28% R: 88.39% F: 91.71%
545
+ 2024-08-12 00:35:07 INFO dev: loss: nan - UP: 36.54% UR: 54.04% UF: 43.60% P: 28.72% R: 42.48% F: 34.27%
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+ 2024-08-12 00:35:08 INFO test: loss: 0.2650 - UP: 37.38% UR: 57.04% UF: 45.16% P: 28.03% R: 42.77% F: 33.86%
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+ 2024-08-12 00:35:13 INFO 0:00:03.568582s elapsed (saved)
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+ 2024-08-12 00:35:13 INFO Epoch 81 / 5000:
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+ 2024-08-12 00:35:15 INFO lr: 4.9190e-05 - loss: 0.0017 - UP: 94.94% UR: 90.90% UF: 92.87% P: 94.81% R: 90.77% F: 92.75%
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+ 2024-08-12 00:35:15 INFO dev: loss: nan - UP: 46.10% UR: 37.46% UF: 41.33% P: 35.14% R: 28.56% F: 31.51%
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+ 2024-08-12 00:35:16 INFO test: loss: 0.2503 - UP: 49.87% UR: 37.94% UF: 43.09% P: 39.37% R: 29.95% F: 34.02%
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+ 2024-08-12 00:35:16 INFO 0:00:03.536763s elapsed
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+ 2024-08-12 00:35:16 INFO Epoch 82 / 5000:
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+ 2024-08-12 00:35:18 INFO lr: 4.9180e-05 - loss: 0.0086 - UP: 91.10% UR: 90.69% UF: 90.90% P: 90.73% R: 90.33% F: 90.53%
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+ 2024-08-12 00:35:19 INFO dev: loss: nan - UP: 55.78% UR: 33.57% UF: 41.92% P: 44.56% R: 26.82% F: 33.48%
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+ 2024-08-12 00:35:20 INFO test: loss: 0.3110 - UP: 52.41% UR: 29.33% UF: 37.61% P: 40.26% R: 22.54% F: 28.90%
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+ 2024-08-12 00:35:20 INFO 0:00:03.489228s elapsed
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+ 2024-08-12 00:35:20 INFO Epoch 83 / 5000:
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+ 2024-08-12 00:35:22 INFO lr: 4.9170e-05 - loss: 0.0072 - UP: 93.36% UR: 81.38% UF: 86.96% P: 89.39% R: 77.92% F: 83.26%
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+ 2024-08-12 00:35:22 INFO dev: loss: nan - UP: 54.57% UR: 36.64% UF: 43.85% P: 40.40% R: 27.12% F: 32.46%
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+ 2024-08-12 00:35:23 INFO test: loss: 0.2111 - UP: 52.36% UR: 31.37% UF: 39.23% P: 40.38% R: 24.19% F: 30.26%
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+ 2024-08-12 00:35:26 INFO lr: 4.9160e-05 - loss: 0.0320 - UP: 93.42% UR: 88.47% UF: 90.88% P: 91.70% R: 86.84% F: 89.21%
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+ 2024-08-12 00:35:29 INFO lr: 4.9150e-05 - loss: 0.0305 - UP: 95.65% UR: 88.74% UF: 92.07% P: 94.09% R: 87.29% F: 90.57%
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+ 2024-08-12 00:35:33 INFO lr: 4.9140e-05 - loss: 0.0071 - UP: 94.13% UR: 88.51% UF: 91.24% P: 93.78% R: 88.19% F: 90.90%
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+ 2024-08-12 00:35:36 INFO lr: 4.9130e-05 - loss: 0.0076 - UP: 93.47% UR: 86.31% UF: 89.75% P: 93.21% R: 86.07% F: 89.50%
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+ 2024-08-12 00:35:37 INFO test: loss: 0.2184 - UP: 53.19% UR: 32.32% UF: 40.21% P: 40.58% R: 24.66% F: 30.68%
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+ 2024-08-12 00:35:40 INFO lr: 4.9120e-05 - loss: 0.0062 - UP: 96.86% UR: 93.12% UF: 94.95% P: 96.76% R: 93.01% F: 94.85%
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+ 2024-08-12 00:35:41 INFO test: loss: 0.2459 - UP: 47.65% UR: 41.36% UF: 44.28% P: 34.36% R: 29.82% F: 31.93%
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+ 2024-08-12 00:35:43 INFO lr: 4.9110e-05 - loss: 0.0011 - UP: 96.86% UR: 94.26% UF: 95.54% P: 96.78% R: 94.18% F: 95.46%
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+ 2024-08-12 00:35:51 INFO lr: 4.9100e-05 - loss: 0.0039 - UP: 98.06% UR: 95.72% UF: 96.88% P: 98.00% R: 95.66% F: 96.82%
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+ 2024-08-12 00:35:59 INFO dev: loss: nan - UP: 50.83% UR: 40.74% UF: 45.23% P: 40.10% R: 32.14% F: 35.68%
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+ 2024-08-12 00:36:00 INFO test: loss: 0.2604 - UP: 51.18% UR: 37.94% UF: 43.58% P: 38.45% R: 28.50% F: 32.74%
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+ 2024-08-12 00:36:07 INFO lr: 4.9080e-05 - loss: 0.0016 - UP: 98.29% UR: 97.31% UF: 97.80% P: 98.27% R: 97.29% F: 97.78%
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+ 2024-08-12 00:36:07 INFO dev: loss: nan - UP: 52.73% UR: 34.60% UF: 41.78% P: 43.21% R: 28.35% F: 34.24%
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+ 2024-08-12 00:36:08 INFO test: loss: 0.2658 - UP: 54.24% UR: 33.91% UF: 41.73% P: 41.24% R: 25.78% F: 31.73%
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+ 2024-08-12 00:36:11 INFO test: loss: 0.2738 - UP: 54.44% UR: 33.19% UF: 41.23% P: 42.09% R: 25.66% F: 31.88%
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+ 2024-08-12 00:36:14 INFO lr: 4.9060e-05 - loss: 0.0013 - UP: 98.83% UR: 97.88% UF: 98.35% P: 98.81% R: 97.86% F: 98.33%
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+ 2024-08-12 00:36:14 INFO dev: loss: nan - UP: 51.99% UR: 38.69% UF: 44.37% P: 39.89% R: 29.68% F: 34.04%
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+ 2024-08-12 00:36:15 INFO test: loss: 0.2827 - UP: 52.50% UR: 36.79% UF: 43.26% P: 38.72% R: 27.14% F: 31.91%
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+ 2024-08-12 00:36:15 INFO Epoch 95 / 5000:
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+ 2024-08-12 00:36:17 INFO lr: 4.9050e-05 - loss: 0.0023 - UP: 98.83% UR: 97.80% UF: 98.31% P: 98.83% R: 97.80% F: 98.31%
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+ 2024-08-12 00:36:18 INFO test: loss: 0.2865 - UP: 51.35% UR: 38.29% UF: 43.87% P: 38.27% R: 28.54% F: 32.70%
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+ 2024-08-12 00:36:18 INFO Epoch 96 / 5000:
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+ 2024-08-12 00:36:21 INFO dev: loss: nan - UP: 56.14% UR: 35.11% UF: 43.20% P: 42.39% R: 26.51% F: 32.62%
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+ 2024-08-12 00:36:22 INFO test: loss: 0.2842 - UP: 54.36% UR: 31.17% UF: 39.62% P: 40.10% R: 22.99% F: 29.23%
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+ 2024-08-12 00:36:22 INFO 0:00:03.531444s elapsed
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+ 2024-08-12 00:36:24 INFO dev: loss: nan - UP: 49.58% UR: 35.82% UF: 41.59% P: 36.40% R: 26.31% F: 30.54%
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+ 2024-08-12 00:36:25 INFO test: loss: 0.2812 - UP: 53.19% UR: 36.16% UF: 43.05% P: 39.98% R: 27.18% F: 32.36%
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+ 2024-08-12 00:36:25 INFO 0:00:03.422539s elapsed
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+ 2024-08-12 00:36:25 INFO Epoch 98 / 5000:
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+ 2024-08-12 00:36:28 INFO lr: 4.9020e-05 - loss: 0.0020 - UP: 98.39% UR: 98.07% UF: 98.23% P: 98.30% R: 97.98% F: 98.14%
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+ 2024-08-12 00:36:29 INFO test: loss: 0.2725 - UP: 53.42% UR: 36.00% UF: 43.01% P: 39.67% R: 26.74% F: 31.94%
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+ 2024-08-12 00:36:29 INFO 0:00:03.502973s elapsed
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+ 2024-08-12 00:36:29 INFO Epoch 99 / 5000:
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+ 2024-08-12 00:36:31 INFO lr: 4.9010e-05 - loss: 0.0036 - UP: 98.10% UR: 97.62% UF: 97.86% P: 98.08% R: 97.60% F: 97.84%
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+ 2024-08-12 00:36:32 INFO dev: loss: nan - UP: 51.44% UR: 34.80% UF: 41.51% P: 39.03% R: 26.41% F: 31.50%
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+ 2024-08-12 00:36:32 INFO test: loss: 0.2901 - UP: 53.33% UR: 33.17% UF: 40.90% P: 38.20% R: 23.76% F: 29.30%
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+ 2024-08-12 00:36:32 INFO 0:00:03.614887s elapsed
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+ 2024-08-12 00:36:32 INFO Epoch 100 / 5000:
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+ 2024-08-12 00:36:35 INFO lr: 4.9000e-05 - loss: 0.0012 - UP: 97.43% UR: 94.99% UF: 96.19% P: 97.37% R: 94.93% F: 96.13%
665
+ 2024-08-12 00:36:35 INFO dev: loss: nan - UP: 48.38% UR: 42.68% UF: 45.35% P: 34.34% R: 30.30% F: 32.19%
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+ 2024-08-12 00:36:36 INFO test: loss: 0.2803 - UP: 49.77% UR: 40.91% UF: 44.91% P: 36.16% R: 29.73% F: 32.63%
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+ 2024-08-12 00:36:36 INFO 0:00:03.548335s elapsed
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+ 2024-08-12 00:36:36 INFO Epoch 101 / 5000:
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+ 2024-08-12 00:36:38 INFO lr: 4.8990e-05 - loss: 0.0019 - UP: 98.30% UR: 97.58% UF: 97.94% P: 98.19% R: 97.47% F: 97.83%
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+ 2024-08-12 00:36:39 INFO dev: loss: nan - UP: 52.79% UR: 33.88% UF: 41.27% P: 41.95% R: 26.92% F: 32.79%
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+ 2024-08-12 00:36:40 INFO test: loss: 0.2642 - UP: 56.15% UR: 32.79% UF: 41.41% P: 43.89% R: 25.63% F: 32.36%
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+ 2024-08-12 00:36:40 INFO 0:00:03.592816s elapsed
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+ 2024-08-12 00:36:40 INFO Epoch 102 / 5000:
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+ 2024-08-12 00:36:42 INFO lr: 4.8980e-05 - loss: nan - UP: 98.66% UR: 97.68% UF: 98.17% P: 98.56% R: 97.58% F: 98.07%
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+ 2024-08-12 00:36:42 INFO dev: loss: nan - UP: 51.73% UR: 38.18% UF: 43.93% P: 38.14% R: 28.15% F: 32.39%
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+ 2024-08-12 00:36:43 INFO test: loss: 0.2832 - UP: 53.15% UR: 36.08% UF: 42.98% P: 40.58% R: 27.54% F: 32.81%
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+ 2024-08-12 00:36:43 INFO 0:00:03.536898s elapsed
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+ 2024-08-12 00:36:43 INFO Epoch 103 / 5000:
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+ 2024-08-12 00:36:45 INFO lr: 4.8970e-05 - loss: 0.0007 - UP: 98.40% UR: 97.49% UF: 97.94% P: 98.34% R: 97.43% F: 97.88%
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+ 2024-08-12 00:36:46 INFO dev: loss: nan - UP: 52.38% UR: 34.90% UF: 41.89% P: 40.71% R: 27.12% F: 32.56%
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+ 2024-08-12 00:36:47 INFO test: loss: 0.2755 - UP: 55.10% UR: 34.63% UF: 42.53% P: 42.12% R: 26.47% F: 32.51%
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+ 2024-08-12 00:36:47 INFO 0:00:03.566525s elapsed
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+ 2024-08-12 00:36:47 INFO Epoch 104 / 5000:
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+ 2024-08-12 00:36:49 INFO lr: 4.8960e-05 - loss: 0.0008 - UP: 98.85% UR: 98.04% UF: 98.45% P: 98.81% R: 98.00% F: 98.40%
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+ 2024-08-12 00:36:49 INFO dev: loss: nan - UP: 51.36% UR: 36.75% UF: 42.84% P: 39.34% R: 28.15% F: 32.82%
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+ 2024-08-12 00:36:50 INFO test: loss: 0.2767 - UP: 53.44% UR: 35.89% UF: 42.94% P: 40.61% R: 27.28% F: 32.63%
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+ 2024-08-12 00:36:50 INFO 0:00:03.507591s elapsed
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+ 2024-08-12 00:36:50 INFO Epoch 105 / 5000:
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+ 2024-08-12 00:36:53 INFO lr: 4.8950e-05 - loss: nan - UP: 98.68% UR: 97.41% UF: 98.04% P: 98.66% R: 97.39% F: 98.02%
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+ 2024-08-12 00:36:53 INFO dev: loss: nan - UP: 49.84% UR: 32.14% UF: 39.08% P: 39.52% R: 25.49% F: 30.99%
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+ 2024-08-12 00:36:54 INFO test: loss: 0.2802 - UP: 53.50% UR: 31.62% UF: 39.75% P: 41.68% R: 24.64% F: 30.97%
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+ 2024-08-12 00:36:54 INFO 0:00:03.589522s elapsed
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+ 2024-08-12 00:36:54 INFO Epoch 106 / 5000:
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+ 2024-08-12 00:36:56 INFO lr: 4.8940e-05 - loss: nan - UP: 97.93% UR: 98.37% UF: 98.15% P: 97.85% R: 98.29% F: 98.07%
701
+ 2024-08-12 00:36:56 INFO dev: loss: nan - UP: 53.94% UR: 28.05% UF: 36.90% P: 41.93% R: 21.80% F: 28.69%
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+ 2024-08-12 00:36:57 INFO test: loss: 0.2931 - UP: 57.41% UR: 28.10% UF: 37.73% P: 44.79% R: 21.92% F: 29.43%
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+ 2024-08-12 00:36:57 INFO 0:00:03.619987s elapsed
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+ 2024-08-12 00:36:57 INFO Epoch 107 / 5000:
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+ 2024-08-12 00:37:00 INFO lr: 4.8930e-05 - loss: 0.0007 - UP: 98.56% UR: 97.92% UF: 98.24% P: 98.52% R: 97.88% F: 98.20%
707
+ 2024-08-12 00:37:00 INFO dev: loss: nan - UP: 50.46% UR: 33.57% UF: 40.32% P: 36.77% R: 24.46% F: 29.38%
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+ 2024-08-12 00:37:01 INFO test: loss: 0.2914 - UP: 55.00% UR: 33.49% UF: 41.63% P: 41.76% R: 25.43% F: 31.61%
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+ 2024-08-12 00:37:01 INFO 0:00:03.597725s elapsed
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+ 2024-08-12 00:37:01 INFO Epoch 108 / 5000:
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+ 2024-08-12 00:37:03 INFO lr: 4.8920e-05 - loss: 0.0014 - UP: 98.91% UR: 97.96% UF: 98.43% P: 98.89% R: 97.94% F: 98.41%
713
+ 2024-08-12 00:37:04 INFO dev: loss: nan - UP: 49.48% UR: 39.10% UF: 43.68% P: 36.14% R: 28.56% F: 31.90%
714
+ 2024-08-12 00:37:05 INFO test: loss: 0.2905 - UP: 53.24% UR: 37.41% UF: 43.94% P: 40.79% R: 28.66% F: 33.67%
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+ 2024-08-12 00:37:05 INFO 0:00:03.600283s elapsed
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+ 2024-08-12 00:37:05 INFO Epoch 109 / 5000:
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+ 2024-08-12 00:37:07 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 98.86% UR: 98.59% UF: 98.73% P: 98.86% R: 98.59% F: 98.73%
719
+ 2024-08-12 00:37:07 INFO dev: loss: nan - UP: 49.52% UR: 36.95% UF: 42.32% P: 35.80% R: 26.71% F: 30.60%
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+ 2024-08-12 00:37:08 INFO test: loss: 0.2935 - UP: 52.90% UR: 36.24% UF: 43.01% P: 39.77% R: 27.25% F: 32.34%
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+ 2024-08-12 00:37:08 INFO 0:00:03.562329s elapsed
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+ 2024-08-12 00:37:08 INFO Epoch 110 / 5000:
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+ 2024-08-12 00:37:10 INFO lr: 4.8900e-05 - loss: 0.0012 - UP: 99.24% UR: 98.33% UF: 98.78% P: 99.22% R: 98.31% F: 98.76%
725
+ 2024-08-12 00:37:11 INFO dev: loss: nan - UP: 50.83% UR: 37.56% UF: 43.20% P: 36.98% R: 27.33% F: 31.43%
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+ 2024-08-12 00:37:12 INFO test: loss: 0.2955 - UP: 53.79% UR: 36.59% UF: 43.55% P: 40.59% R: 27.61% F: 32.87%
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+ 2024-08-12 00:37:12 INFO 0:00:03.571389s elapsed
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+ 2024-08-12 00:37:12 INFO Epoch 111 / 5000:
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+ 2024-08-12 00:37:14 INFO lr: 4.8890e-05 - loss: 0.0006 - UP: 99.20% UR: 98.66% UF: 98.93% P: 99.20% R: 98.66% F: 98.93%
731
+ 2024-08-12 00:37:14 INFO dev: loss: nan - UP: 51.11% UR: 35.31% UF: 41.77% P: 37.33% R: 25.79% F: 30.51%
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+ 2024-08-12 00:37:15 INFO test: loss: 0.2960 - UP: 55.08% UR: 34.59% UF: 42.49% P: 42.82% R: 26.88% F: 33.03%
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+ 2024-08-12 00:37:15 INFO 0:00:03.615508s elapsed
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+ 2024-08-12 00:37:15 INFO Epoch 112 / 5000:
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+ 2024-08-12 00:37:18 INFO lr: 4.8880e-05 - loss: 0.0003 - UP: 99.26% UR: 98.80% UF: 99.03% P: 99.26% R: 98.80% F: 99.03%
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+ 2024-08-12 00:37:18 INFO dev: loss: nan - UP: 50.07% UR: 36.85% UF: 42.45% P: 35.74% R: 26.31% F: 30.31%
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+ 2024-08-12 00:37:19 INFO test: loss: 0.2998 - UP: 54.28% UR: 36.16% UF: 43.41% P: 40.93% R: 27.26% F: 32.72%
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+ 2024-08-12 00:37:19 INFO 0:00:03.606360s elapsed
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+ 2024-08-12 00:37:19 INFO Epoch 113 / 5000:
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+ 2024-08-12 00:37:21 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 99.27% UR: 99.12% UF: 99.19% P: 99.25% R: 99.10% F: 99.17%
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+ 2024-08-12 00:37:22 INFO dev: loss: nan - UP: 49.52% UR: 37.15% UF: 42.46% P: 36.29% R: 27.23% F: 31.11%
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+ 2024-08-12 00:37:22 INFO test: loss: 0.3079 - UP: 53.35% UR: 37.37% UF: 43.96% P: 40.65% R: 28.47% F: 33.49%
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+ 2024-08-12 00:37:22 INFO 0:00:03.557894s elapsed
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+ 2024-08-12 00:37:22 INFO Epoch 114 / 5000:
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+ 2024-08-12 00:37:25 INFO lr: 4.8860e-05 - loss: 0.0008 - UP: 99.43% UR: 98.74% UF: 99.08% P: 99.43% R: 98.74% F: 99.08%
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+ 2024-08-12 00:37:25 INFO dev: loss: nan - UP: 52.44% UR: 25.28% UF: 34.12% P: 39.70% R: 19.14% F: 25.83%
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+ 2024-08-12 00:37:26 INFO test: loss: 0.3254 - UP: 59.03% UR: 26.27% UF: 36.36% P: 46.69% R: 20.77% F: 28.75%
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+ 2024-08-12 00:37:26 INFO 0:00:03.564888s elapsed
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+ 2024-08-12 00:37:26 INFO Epoch 115 / 5000:
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+ 2024-08-12 00:37:28 INFO lr: 4.8850e-05 - loss: 0.0000 - UP: 98.31% UR: 97.07% UF: 97.68% P: 98.29% R: 97.05% F: 97.66%
755
+ 2024-08-12 00:37:29 INFO dev: loss: nan - UP: 50.85% UR: 39.92% UF: 44.72% P: 36.77% R: 28.86% F: 32.34%
756
+ 2024-08-12 00:37:30 INFO test: loss: 0.3192 - UP: 52.31% UR: 38.13% UF: 44.11% P: 39.10% R: 28.50% F: 32.97%
757
+ 2024-08-12 00:37:30 INFO 0:00:03.550940s elapsed
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+
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+ 2024-08-12 00:37:30 INFO Epoch 116 / 5000:
760
+ 2024-08-12 00:37:32 INFO lr: 4.8840e-05 - loss: 0.0085 - UP: 99.02% UR: 98.78% UF: 98.90% P: 99.00% R: 98.76% F: 98.88%
761
+ 2024-08-12 00:37:32 INFO dev: loss: nan - UP: 49.88% UR: 41.04% UF: 45.03% P: 35.82% R: 29.48% F: 32.34%
762
+ 2024-08-12 00:37:33 INFO test: loss: 0.3102 - UP: 52.20% UR: 38.44% UF: 44.27% P: 38.31% R: 28.20% F: 32.49%
763
+ 2024-08-12 00:37:33 INFO 0:00:03.560881s elapsed
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+
765
+ 2024-08-12 00:37:33 INFO Epoch 117 / 5000:
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+ 2024-08-12 00:37:35 INFO lr: 4.8830e-05 - loss: 0.0001 - UP: 99.22% UR: 98.96% UF: 99.09% P: 99.18% R: 98.92% F: 99.05%
767
+ 2024-08-12 00:37:36 INFO dev: loss: nan - UP: 53.02% UR: 37.77% UF: 44.11% P: 40.52% R: 28.86% F: 33.71%
768
+ 2024-08-12 00:37:37 INFO test: loss: 0.3052 - UP: 54.13% UR: 35.47% UF: 42.86% P: 41.58% R: 27.25% F: 32.92%
769
+ 2024-08-12 00:37:37 INFO 0:00:03.529676s elapsed
770
+
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+ 2024-08-12 00:37:37 INFO Epoch 118 / 5000:
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+ 2024-08-12 00:37:39 INFO lr: 4.8820e-05 - loss: 0.0011 - UP: 99.26% UR: 98.96% UF: 99.11% P: 99.26% R: 98.96% F: 99.11%
773
+ 2024-08-12 00:37:39 INFO dev: loss: nan - UP: 51.01% UR: 38.79% UF: 44.07% P: 37.82% R: 28.76% F: 32.67%
774
+ 2024-08-12 00:37:40 INFO test: loss: 0.3166 - UP: 52.94% UR: 37.51% UF: 43.91% P: 39.60% R: 28.06% F: 32.84%
775
+ 2024-08-12 00:37:40 INFO 0:00:03.564021s elapsed
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+ 2024-08-12 00:37:40 INFO Epoch 119 / 5000:
778
+ 2024-08-12 00:37:43 INFO lr: 4.8810e-05 - loss: 0.0000 - UP: 99.53% UR: 99.02% UF: 99.28% P: 99.53% R: 99.02% F: 99.28%
779
+ 2024-08-12 00:37:43 INFO dev: loss: nan - UP: 49.80% UR: 38.49% UF: 43.42% P: 36.82% R: 28.45% F: 32.10%
780
+ 2024-08-12 00:37:44 INFO test: loss: 0.3198 - UP: 52.59% UR: 38.13% UF: 44.21% P: 39.46% R: 28.61% F: 33.17%
781
+ 2024-08-12 00:37:44 INFO 0:00:03.556981s elapsed
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+ 2024-08-12 00:37:44 INFO Epoch 120 / 5000:
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+ 2024-08-12 00:37:46 INFO lr: 4.8800e-05 - loss: 0.0008 - UP: 99.47% UR: 99.31% UF: 99.39% P: 99.47% R: 99.31% F: 99.39%
785
+ 2024-08-12 00:37:46 INFO dev: loss: nan - UP: 47.90% UR: 39.71% UF: 43.42% P: 35.19% R: 29.17% F: 31.90%
786
+ 2024-08-12 00:37:47 INFO test: loss: 0.3220 - UP: 52.05% UR: 39.67% UF: 45.03% P: 38.66% R: 29.47% F: 33.45%
787
+ 2024-08-12 00:37:47 INFO 0:00:03.556060s elapsed
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+ 2024-08-12 00:37:47 INFO Epoch 121 / 5000:
790
+ 2024-08-12 00:37:50 INFO lr: 4.8790e-05 - loss: 0.0026 - UP: 95.27% UR: 95.21% UF: 95.24% P: 95.27% R: 95.21% F: 95.24%
791
+ 2024-08-12 00:37:50 INFO dev: loss: nan - UP: 60.43% UR: 17.20% UF: 26.77% P: 53.24% R: 15.15% F: 23.59%
792
+ 2024-08-12 00:37:51 INFO test: loss: 0.3307 - UP: 64.50% UR: 18.00% UF: 28.14% P: 55.62% R: 15.52% F: 24.27%
793
+ 2024-08-12 00:37:51 INFO 0:00:03.564243s elapsed
794
+
795
+ 2024-08-12 00:37:56 INFO Epoch 91 saved
796
+ 2024-08-12 00:37:56 INFO dev: UP: 50.83% UR: 40.74% UF: 45.23% P: 40.10% R: 32.14% F: 35.68%
797
+ 2024-08-12 00:37:56 INFO test: UP: 51.18% UR: 37.94% UF: 43.58% P: 38.45% R: 28.50% F: 32.74%
798
+ 2024-08-12 00:37:56 INFO 0:07:09.734039s elapsed, 0:00:03.551521s/epoch
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1
+ 2024-08-12 00:37:59 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
12
+ 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/norec/sdp_byKNNMeani3_desc/10/model_vi_norec_xlm_6
17
+ device | 1
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+ seed | 1
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+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNMeani3_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNMeani3_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ 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 00:37:59 INFO Building the fields
39
+ 2024-08-12 00:38:00 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 00:38:00 INFO Building the model
44
+ 2024-08-12 00:38:03 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 00:38:03 INFO Loading the data
64
+ 2024-08-12 00:38:04 INFO
65
+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 00:38:04 INFO Epoch 1 / 5000:
70
+ 2024-08-12 00:38:07 INFO lr: 4.9990e-05 - loss: 0.2787 - UP: 1.95% UR: 2.00% UF: 1.97% P: 0.95% R: 0.98% F: 0.97%
71
+ 2024-08-12 00:38:08 INFO dev: loss: nan - UP: 20.00% UR: 0.10% UF: 0.20% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 00:38:09 INFO test: loss: 0.1671 - UP: 23.53% UR: 0.11% UF: 0.21% P: 8.82% R: 0.04% F: 0.08%
73
+ 2024-08-12 00:38:09 INFO 0:00:04.298658s elapsed
74
+
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+ 2024-08-12 00:38:09 INFO Epoch 2 / 5000:
76
+ 2024-08-12 00:38:11 INFO lr: 4.9980e-05 - loss: 0.3353 - UP: 22.07% UR: 0.96% UF: 1.83% P: 15.02% R: 0.65% F: 1.25%
77
+ 2024-08-12 00:38:12 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-12 00:38:12 INFO test: loss: 0.1452 - UP: 72.97% UR: 0.36% UF: 0.72% P: 32.43% R: 0.16% F: 0.32%
79
+ 2024-08-12 00:38:12 INFO 0:00:03.790896s elapsed
80
+
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+ 2024-08-12 00:38:12 INFO Epoch 3 / 5000:
82
+ 2024-08-12 00:38:15 INFO lr: 4.9970e-05 - loss: 0.1775 - UP: 26.01% UR: 1.83% UF: 3.42% P: 12.72% R: 0.90% F: 1.67%
83
+ 2024-08-12 00:38:15 INFO dev: loss: nan - UP: 37.50% UR: 0.31% UF: 0.61% P: 12.50% R: 0.10% F: 0.20%
84
+ 2024-08-12 00:38:16 INFO test: loss: 0.1379 - UP: 62.50% UR: 0.67% UF: 1.33% P: 31.25% R: 0.34% F: 0.67%
85
+ 2024-08-12 00:38:21 INFO 0:00:03.779881s elapsed (saved)
86
+
87
+ 2024-08-12 00:38:21 INFO Epoch 4 / 5000:
88
+ 2024-08-12 00:38:23 INFO lr: 4.9960e-05 - loss: 0.1144 - UP: 40.64% UR: 4.38% UF: 7.91% P: 30.06% R: 3.24% F: 5.85%
89
+ 2024-08-12 00:38:24 INFO dev: loss: nan - UP: 41.25% UR: 3.38% UF: 6.24% P: 26.25% R: 2.15% F: 3.97%
90
+ 2024-08-12 00:38:25 INFO test: loss: 0.1342 - UP: 44.57% UR: 4.86% UF: 8.76% P: 32.10% R: 3.50% F: 6.31%
91
+ 2024-08-12 00:38:31 INFO 0:00:03.775168s elapsed (saved)
92
+
93
+ 2024-08-12 00:38:31 INFO Epoch 5 / 5000:
94
+ 2024-08-12 00:38:34 INFO lr: 4.9950e-05 - loss: 0.0437 - UP: 42.31% UR: 7.23% UF: 12.35% P: 37.19% R: 6.35% F: 10.85%
95
+ 2024-08-12 00:38:34 INFO dev: loss: nan - UP: 45.78% UR: 7.78% UF: 13.30% P: 28.92% R: 4.91% F: 8.40%
96
+ 2024-08-12 00:38:35 INFO test: loss: 0.1610 - UP: 41.55% UR: 6.62% UF: 11.43% P: 29.31% R: 4.67% F: 8.06%
97
+ 2024-08-12 00:38:42 INFO 0:00:03.722587s elapsed (saved)
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+
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+ 2024-08-12 00:38:42 INFO Epoch 6 / 5000:
100
+ 2024-08-12 00:38:45 INFO lr: 4.9940e-05 - loss: nan - UP: 55.74% UR: 9.69% UF: 16.52% P: 51.17% R: 8.90% F: 15.16%
101
+ 2024-08-12 00:38:45 INFO dev: loss: nan - UP: 52.72% UR: 9.93% UF: 16.71% P: 30.98% R: 5.83% F: 9.82%
102
+ 2024-08-12 00:38:46 INFO test: loss: 0.1498 - UP: 43.96% UR: 7.00% UF: 12.08% P: 30.94% R: 4.93% F: 8.50%
103
+ 2024-08-12 00:38:53 INFO 0:00:03.792761s elapsed (saved)
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+
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+ 2024-08-12 00:38:53 INFO Epoch 7 / 5000:
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+ 2024-08-12 00:38:55 INFO lr: 4.9930e-05 - loss: 0.0500 - UP: 46.38% UR: 12.65% UF: 19.88% P: 42.94% R: 11.71% F: 18.40%
107
+ 2024-08-12 00:38:56 INFO dev: loss: nan - UP: 56.41% UR: 6.76% UF: 12.07% P: 41.88% R: 5.02% F: 8.96%
108
+ 2024-08-12 00:38:56 INFO test: loss: 0.1506 - UP: 50.40% UR: 5.99% UF: 10.71% P: 37.94% R: 4.51% F: 8.06%
109
+ 2024-08-12 00:38:56 INFO 0:00:03.671017s elapsed
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+
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+ 2024-08-12 00:38:56 INFO Epoch 8 / 5000:
112
+ 2024-08-12 00:38:59 INFO lr: 4.9920e-05 - loss: 0.0673 - UP: 62.15% UR: 16.25% UF: 25.77% P: 60.28% R: 15.76% F: 24.99%
113
+ 2024-08-12 00:38:59 INFO dev: loss: nan - UP: 45.16% UR: 12.90% UF: 20.06% P: 34.05% R: 9.72% F: 15.13%
114
+ 2024-08-12 00:39:00 INFO test: loss: 0.1431 - UP: 46.14% UR: 12.63% UF: 19.83% P: 35.22% R: 9.64% F: 15.14%
115
+ 2024-08-12 00:39:07 INFO 0:00:03.773308s elapsed (saved)
116
+
117
+ 2024-08-12 00:39:07 INFO Epoch 9 / 5000:
118
+ 2024-08-12 00:39:10 INFO lr: 4.9910e-05 - loss: 0.0645 - UP: 59.18% UR: 19.10% UF: 28.88% P: 56.47% R: 18.23% F: 27.56%
119
+ 2024-08-12 00:39:10 INFO dev: loss: nan - UP: 49.43% UR: 13.41% UF: 21.10% P: 36.98% R: 10.03% F: 15.78%
120
+ 2024-08-12 00:39:11 INFO test: loss: 0.1575 - UP: 48.92% UR: 9.46% UF: 15.86% P: 38.14% R: 7.38% F: 12.36%
121
+ 2024-08-12 00:39:18 INFO 0:00:03.803717s elapsed (saved)
122
+
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+ 2024-08-12 00:39:18 INFO Epoch 10 / 5000:
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+ 2024-08-12 00:39:21 INFO lr: 4.9900e-05 - loss: 0.0409 - UP: 63.34% UR: 23.30% UF: 34.07% P: 61.90% R: 22.77% F: 33.29%
125
+ 2024-08-12 00:39:21 INFO dev: loss: nan - UP: 62.05% UR: 10.54% UF: 18.02% P: 46.99% R: 7.98% F: 13.65%
126
+ 2024-08-12 00:39:22 INFO test: loss: 0.1471 - UP: 55.91% UR: 10.38% UF: 17.51% P: 45.83% R: 8.51% F: 14.35%
127
+ 2024-08-12 00:39:22 INFO 0:00:03.781388s elapsed
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+
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+ 2024-08-12 00:39:22 INFO Epoch 11 / 5000:
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+ 2024-08-12 00:39:24 INFO lr: 4.9890e-05 - loss: 0.0174 - UP: 73.35% UR: 28.70% UF: 41.25% P: 71.00% R: 27.78% F: 39.94%
131
+ 2024-08-12 00:39:25 INFO dev: loss: nan - UP: 61.03% UR: 8.50% UF: 14.91% P: 48.53% R: 6.76% F: 11.86%
132
+ 2024-08-12 00:39:26 INFO test: loss: 0.1704 - UP: 59.35% UR: 8.41% UF: 14.74% P: 49.00% R: 6.95% F: 12.17%
133
+ 2024-08-12 00:39:26 INFO 0:00:03.807698s elapsed
134
+
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+ 2024-08-12 00:39:26 INFO Epoch 12 / 5000:
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+ 2024-08-12 00:39:28 INFO lr: 4.9880e-05 - loss: 0.0322 - UP: 76.18% UR: 38.04% UF: 50.75% P: 74.63% R: 37.27% F: 49.71%
137
+ 2024-08-12 00:39:28 INFO dev: loss: nan - UP: 48.04% UR: 17.60% UF: 25.77% P: 39.39% R: 14.43% F: 21.12%
138
+ 2024-08-12 00:39:29 INFO test: loss: 0.1697 - UP: 51.00% UR: 17.89% UF: 26.49% P: 42.10% R: 14.77% F: 21.87%
139
+ 2024-08-12 00:39:35 INFO 0:00:03.761961s elapsed (saved)
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+
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+ 2024-08-12 00:39:35 INFO Epoch 13 / 5000:
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+ 2024-08-12 00:39:38 INFO lr: 4.9870e-05 - loss: 0.0187 - UP: 72.72% UR: 45.70% UF: 56.13% P: 71.87% R: 45.17% F: 55.48%
143
+ 2024-08-12 00:39:39 INFO dev: loss: nan - UP: 54.93% UR: 11.98% UF: 19.66% P: 44.13% R: 9.62% F: 15.80%
144
+ 2024-08-12 00:39:39 INFO test: loss: 0.1684 - UP: 57.76% UR: 11.73% UF: 19.49% P: 47.08% R: 9.56% F: 15.89%
145
+ 2024-08-12 00:39:39 INFO 0:00:03.900158s elapsed
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+
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+ 2024-08-12 00:39:39 INFO Epoch 14 / 5000:
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+ 2024-08-12 00:39:42 INFO lr: 4.9860e-05 - loss: 0.0397 - UP: 79.69% UR: 44.91% UF: 57.44% P: 78.42% R: 44.20% F: 56.53%
149
+ 2024-08-12 00:39:42 INFO dev: loss: nan - UP: 56.36% UR: 13.61% UF: 21.93% P: 48.73% R: 11.77% F: 18.96%
150
+ 2024-08-12 00:39:43 INFO test: loss: 0.1683 - UP: 55.90% UR: 12.95% UF: 21.03% P: 46.66% R: 10.81% F: 17.55%
151
+ 2024-08-12 00:39:43 INFO 0:00:03.804549s elapsed
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+
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+ 2024-08-12 00:39:43 INFO Epoch 15 / 5000:
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+ 2024-08-12 00:39:46 INFO lr: 4.9850e-05 - loss: 0.0352 - UP: 76.42% UR: 49.10% UF: 59.79% P: 75.31% R: 48.39% F: 58.92%
155
+ 2024-08-12 00:39:46 INFO dev: loss: nan - UP: 58.06% UR: 11.05% UF: 18.57% P: 47.31% R: 9.01% F: 15.13%
156
+ 2024-08-12 00:39:47 INFO test: loss: 0.2045 - UP: 61.61% UR: 9.40% UF: 16.31% P: 53.66% R: 8.19% F: 14.20%
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+ 2024-08-12 00:39:47 INFO 0:00:03.809794s elapsed
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+
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+ 2024-08-12 00:39:47 INFO Epoch 16 / 5000:
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+ 2024-08-12 00:39:50 INFO lr: 4.9840e-05 - loss: 0.0445 - UP: 79.68% UR: 51.12% UF: 62.28% P: 77.97% R: 50.02% F: 60.94%
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+ 2024-08-12 00:39:50 INFO dev: loss: nan - UP: 60.26% UR: 18.63% UF: 28.46% P: 48.01% R: 14.84% F: 22.67%
162
+ 2024-08-12 00:39:51 INFO test: loss: 0.2421 - UP: 55.94% UR: 15.78% UF: 24.61% P: 46.30% R: 13.06% F: 20.37%
163
+ 2024-08-12 00:39:58 INFO 0:00:03.824183s elapsed (saved)
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+
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+ 2024-08-12 00:39:58 INFO Epoch 17 / 5000:
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+ 2024-08-12 00:40:01 INFO lr: 4.9830e-05 - loss: 0.0234 - UP: 78.49% UR: 53.44% UF: 63.59% P: 77.33% R: 52.65% F: 62.64%
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+ 2024-08-12 00:40:05 INFO test: loss: 0.1890 - UP: 56.76% UR: 17.85% UF: 27.16% P: 48.59% R: 15.28% F: 23.25%
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+ 2024-08-12 00:40:09 INFO test: loss: 0.1984 - UP: 57.34% UR: 19.36% UF: 28.95% P: 49.40% R: 16.68% F: 24.94%
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+ 2024-08-12 00:40:12 INFO lr: 4.9800e-05 - loss: 0.0231 - UP: 83.74% UR: 65.64% UF: 73.59% P: 83.40% R: 65.38% F: 73.30%
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+ 2024-08-12 00:40:12 INFO dev: loss: nan - UP: 54.58% UR: 15.25% UF: 23.84% P: 43.22% R: 12.08% F: 18.88%
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+ 2024-08-12 00:40:13 INFO test: loss: 0.2581 - UP: 61.19% UR: 15.68% UF: 24.97% P: 49.63% R: 12.72% F: 20.25%
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+ 2024-08-12 00:40:21 INFO test: loss: 0.2281 - UP: 60.64% UR: 15.62% UF: 24.84% P: 51.54% R: 13.27% F: 21.11%
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+ 2024-08-12 00:40:24 INFO test: loss: 0.2019 - UP: 59.24% UR: 14.20% UF: 22.91% P: 51.99% R: 12.47% F: 20.11%
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+ 2024-08-12 00:40:24 INFO 0:00:03.812445s elapsed
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+ 2024-08-12 00:40:28 INFO dev: loss: nan - UP: 50.16% UR: 31.32% UF: 38.56% P: 38.85% R: 24.26% F: 29.87%
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+ 2024-08-12 00:40:28 INFO test: loss: 0.2160 - UP: 53.48% UR: 27.64% UF: 36.44% P: 44.23% R: 22.86% F: 30.14%
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+ 2024-08-12 00:40:35 INFO 0:00:03.822837s elapsed (saved)
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+ 2024-08-12 00:40:38 INFO lr: 4.9750e-05 - loss: 0.0003 - UP: 88.89% UR: 73.46% UF: 80.44% P: 88.42% R: 73.08% F: 80.02%
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+ 2024-08-12 00:40:39 INFO test: loss: 0.2154 - UP: 58.91% UR: 19.71% UF: 29.54% P: 48.41% R: 16.20% F: 24.27%
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+ 2024-08-12 00:40:42 INFO lr: 4.9740e-05 - loss: 0.0095 - UP: 91.00% UR: 75.58% UF: 82.58% P: 90.85% R: 75.46% F: 82.44%
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+ 2024-08-12 00:40:42 INFO dev: loss: nan - UP: 50.69% UR: 26.31% UF: 34.64% P: 38.26% R: 19.86% F: 26.15%
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+ 2024-08-12 00:40:43 INFO test: loss: 0.2136 - UP: 54.59% UR: 25.12% UF: 34.41% P: 44.70% R: 20.57% F: 28.18%
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+ 2024-08-12 00:40:46 INFO lr: 4.9730e-05 - loss: 0.0105 - UP: 90.41% UR: 78.94% UF: 84.29% P: 90.30% R: 78.84% F: 84.18%
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+ 2024-08-12 00:40:46 INFO dev: loss: nan - UP: 50.58% UR: 26.71% UF: 34.96% P: 37.21% R: 19.65% F: 25.72%
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+ 2024-08-12 00:40:47 INFO test: loss: 0.2312 - UP: 54.76% UR: 25.70% UF: 34.98% P: 45.12% R: 21.18% F: 28.83%
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+ 2024-08-12 00:40:50 INFO lr: 4.9720e-05 - loss: nan - UP: 89.52% UR: 80.16% UF: 84.58% P: 89.24% R: 79.92% F: 84.32%
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+ 2024-08-12 00:40:50 INFO dev: loss: nan - UP: 53.38% UR: 22.62% UF: 31.78% P: 37.92% R: 16.07% F: 22.57%
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+ 2024-08-12 00:40:51 INFO test: loss: 0.2204 - UP: 56.94% UR: 22.66% UF: 32.42% P: 45.81% R: 18.23% F: 26.08%
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+ 2024-08-12 00:40:53 INFO lr: 4.9710e-05 - loss: 0.0020 - UP: 91.84% UR: 81.87% UF: 86.57% P: 91.66% R: 81.71% F: 86.40%
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+ 2024-08-12 00:40:54 INFO dev: loss: nan - UP: 53.65% UR: 21.80% UF: 31.00% P: 39.80% R: 16.17% F: 23.00%
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+ 2024-08-12 00:40:54 INFO test: loss: 0.2241 - UP: 59.33% UR: 21.02% UF: 31.04% P: 49.37% R: 17.49% F: 25.83%
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+ 2024-08-12 00:40:54 INFO 0:00:03.810964s elapsed
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+ 2024-08-12 00:40:57 INFO lr: 4.9700e-05 - loss: 0.0052 - UP: 90.73% UR: 82.91% UF: 86.64% P: 90.46% R: 82.67% F: 86.39%
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+ 2024-08-12 00:40:57 INFO dev: loss: nan - UP: 53.66% UR: 24.77% UF: 33.89% P: 40.13% R: 18.53% F: 25.35%
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+ 2024-08-12 00:40:58 INFO test: loss: 0.2391 - UP: 56.46% UR: 24.47% UF: 34.15% P: 47.05% R: 20.40% F: 28.46%
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+ 2024-08-12 00:40:58 INFO 0:00:03.720562s elapsed
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+ 2024-08-12 00:41:01 INFO lr: 4.9690e-05 - loss: 0.0095 - UP: 92.15% UR: 84.11% UF: 87.95% P: 92.01% R: 83.99% F: 87.82%
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+ 2024-08-12 00:41:01 INFO dev: loss: nan - UP: 53.35% UR: 22.82% UF: 31.97% P: 39.23% R: 16.79% F: 23.51%
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+ 2024-08-12 00:41:02 INFO test: loss: 0.2443 - UP: 58.76% UR: 21.73% UF: 31.72% P: 48.74% R: 18.03% F: 26.32%
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+ 2024-08-12 00:41:02 INFO 0:00:03.713264s elapsed
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+ 2024-08-12 00:41:05 INFO lr: 4.9680e-05 - loss: 0.0017 - UP: 91.36% UR: 84.66% UF: 87.89% P: 91.19% R: 84.50% F: 87.72%
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+ 2024-08-12 00:41:05 INFO dev: loss: nan - UP: 48.06% UR: 30.40% UF: 37.24% P: 36.73% R: 23.23% F: 28.46%
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+ 2024-08-12 00:41:06 INFO test: loss: 0.2464 - UP: 53.10% UR: 29.85% UF: 38.21% P: 42.71% R: 24.00% F: 30.73%
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+ 2024-08-12 00:41:06 INFO 0:00:03.805491s elapsed
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+ 2024-08-12 00:41:08 INFO lr: 4.9670e-05 - loss: 0.0020 - UP: 92.30% UR: 83.75% UF: 87.82% P: 92.23% R: 83.69% F: 87.75%
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+ 2024-08-12 00:41:09 INFO dev: loss: nan - UP: 51.05% UR: 22.31% UF: 31.05% P: 39.81% R: 17.40% F: 24.22%
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+ 2024-08-12 00:41:10 INFO test: loss: 0.2489 - UP: 57.69% UR: 23.44% UF: 33.33% P: 48.01% R: 19.51% F: 27.74%
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+ 2024-08-12 00:41:10 INFO 0:00:03.780657s elapsed
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+ 2024-08-12 00:41:12 INFO lr: 4.9660e-05 - loss: 0.0166 - UP: 91.01% UR: 84.07% UF: 87.40% P: 90.90% R: 83.97% F: 87.30%
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+ 2024-08-12 00:41:12 INFO dev: loss: nan - UP: 53.04% UR: 22.31% UF: 31.41% P: 39.90% R: 16.79% F: 23.63%
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+ 2024-08-12 00:41:13 INFO test: loss: 0.2434 - UP: 58.90% UR: 21.57% UF: 31.57% P: 48.93% R: 17.92% F: 26.23%
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+ 2024-08-12 00:41:13 INFO 0:00:03.815968s elapsed
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+ 2024-08-12 00:41:16 INFO lr: 4.9650e-05 - loss: 0.0068 - UP: 89.84% UR: 82.16% UF: 85.83% P: 89.60% R: 81.93% F: 85.60%
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+ 2024-08-12 00:41:16 INFO dev: loss: nan - UP: 52.15% UR: 23.54% UF: 32.44% P: 39.46% R: 17.81% F: 24.54%
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+ 2024-08-12 00:41:17 INFO test: loss: 0.2384 - UP: 54.51% UR: 23.13% UF: 32.48% P: 44.38% R: 18.83% F: 26.45%
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+ 2024-08-12 00:41:17 INFO 0:00:03.797677s elapsed
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+ 2024-08-12 00:41:20 INFO lr: 4.9640e-05 - loss: 0.0128 - UP: 86.66% UR: 71.43% UF: 78.31% P: 84.41% R: 69.57% F: 76.28%
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+ 2024-08-12 00:41:20 INFO dev: loss: nan - UP: 50.00% UR: 35.21% UF: 41.32% P: 33.58% R: 23.64% F: 27.75%
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+ 2024-08-12 00:41:21 INFO test: loss: 0.2316 - UP: 46.88% UR: 30.41% UF: 36.89% P: 35.09% R: 22.77% F: 27.61%
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+ 2024-08-12 00:41:21 INFO 0:00:03.834319s elapsed
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+ 2024-08-12 00:41:24 INFO lr: 4.9630e-05 - loss: 0.0135 - UP: 89.10% UR: 71.38% UF: 79.26% P: 87.04% R: 69.74% F: 77.43%
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+ 2024-08-12 00:41:24 INFO dev: loss: nan - UP: 52.56% UR: 24.16% UF: 33.10% P: 40.31% R: 18.53% F: 25.39%
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+ 2024-08-12 00:41:25 INFO test: loss: 0.2186 - UP: 55.54% UR: 22.46% UF: 31.98% P: 45.79% R: 18.51% F: 26.36%
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+ 2024-08-12 00:41:25 INFO 0:00:03.746741s elapsed
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+ 2024-08-12 00:41:27 INFO lr: 4.9620e-05 - loss: 0.0096 - UP: 89.50% UR: 77.98% UF: 83.35% P: 88.97% R: 77.52% F: 82.85%
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+ 2024-08-12 00:41:28 INFO dev: loss: nan - UP: 52.80% UR: 27.94% UF: 36.55% P: 39.65% R: 20.98% F: 27.44%
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+ 2024-08-12 00:41:29 INFO test: loss: 0.2208 - UP: 55.02% UR: 26.51% UF: 35.78% P: 45.12% R: 21.74% F: 29.34%
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+ 2024-08-12 00:41:29 INFO 0:00:03.852258s elapsed
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+ 2024-08-12 00:41:31 INFO lr: 4.9610e-05 - loss: 0.0064 - UP: 86.59% UR: 73.93% UF: 79.76% P: 85.85% R: 73.30% F: 79.08%
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+ 2024-08-12 00:41:32 INFO dev: loss: nan - UP: 62.61% UR: 14.23% UF: 23.19% P: 49.55% R: 11.26% F: 18.35%
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+ 2024-08-12 00:41:32 INFO test: loss: 0.2424 - UP: 61.17% UR: 13.68% UF: 22.36% P: 52.44% R: 11.73% F: 19.17%
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+ 2024-08-12 00:41:32 INFO 0:00:03.829390s elapsed
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+ 2024-08-12 00:41:35 INFO lr: 4.9600e-05 - loss: 0.0204 - UP: 89.47% UR: 73.87% UF: 80.92% P: 88.85% R: 73.36% F: 80.37%
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+ 2024-08-12 00:41:35 INFO dev: loss: nan - UP: 52.68% UR: 24.16% UF: 33.12% P: 38.17% R: 17.50% F: 24.00%
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+ 2024-08-12 00:41:36 INFO test: loss: 0.2003 - UP: 50.47% UR: 23.07% UF: 31.67% P: 40.25% R: 18.40% F: 25.26%
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+ 2024-08-12 00:41:39 INFO lr: 4.9590e-05 - loss: 0.0103 - UP: 90.78% UR: 79.23% UF: 84.61% P: 90.46% R: 78.94% F: 84.31%
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+ 2024-08-12 00:41:39 INFO dev: loss: nan - UP: 57.70% UR: 22.62% UF: 32.50% P: 44.39% R: 17.40% F: 25.00%
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+ 2024-08-12 00:41:40 INFO test: loss: 0.2173 - UP: 56.54% UR: 21.98% UF: 31.66% P: 45.84% R: 17.82% F: 25.67%
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+ 2024-08-12 00:41:43 INFO lr: 4.9580e-05 - loss: 0.0005 - UP: 91.96% UR: 82.02% UF: 86.70% P: 91.69% R: 81.77% F: 86.45%
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+ 2024-08-12 00:41:43 INFO dev: loss: nan - UP: 54.11% UR: 28.97% UF: 37.73% P: 42.07% R: 22.52% F: 29.33%
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+ 2024-08-12 00:41:44 INFO test: loss: 0.2161 - UP: 55.45% UR: 25.57% UF: 34.99% P: 45.26% R: 20.87% F: 28.56%
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+ 2024-08-12 00:41:46 INFO lr: 4.9570e-05 - loss: 0.0063 - UP: 94.03% UR: 85.38% UF: 89.50% P: 93.81% R: 85.17% F: 89.28%
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+ 2024-08-12 00:41:47 INFO dev: loss: nan - UP: 57.05% UR: 27.33% UF: 36.96% P: 43.38% R: 20.78% F: 28.10%
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+ 2024-08-12 00:41:48 INFO test: loss: 0.2283 - UP: 56.52% UR: 24.08% UF: 33.78% P: 47.01% R: 20.03% F: 28.09%
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+ 2024-08-12 00:41:50 INFO lr: 4.9560e-05 - loss: 0.0061 - UP: 94.06% UR: 87.43% UF: 90.63% P: 93.95% R: 87.33% F: 90.52%
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+ 2024-08-12 00:41:51 INFO dev: loss: nan - UP: 59.55% UR: 24.26% UF: 34.47% P: 47.49% R: 19.34% F: 27.49%
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+ 2024-08-12 00:41:51 INFO test: loss: 0.2400 - UP: 57.07% UR: 22.39% UF: 32.16% P: 47.94% R: 18.81% F: 27.02%
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+ 2024-08-12 00:41:54 INFO lr: 4.9550e-05 - loss: 0.0083 - UP: 95.10% UR: 89.35% UF: 92.13% P: 94.99% R: 89.25% F: 92.03%
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+ 2024-08-12 00:41:55 INFO dev: loss: nan - UP: 52.03% UR: 28.86% UF: 37.13% P: 40.59% R: 22.52% F: 28.97%
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+ 2024-08-12 00:41:55 INFO test: loss: 0.2338 - UP: 53.76% UR: 28.42% UF: 37.18% P: 43.42% R: 22.95% F: 30.03%
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+ 2024-08-12 00:41:58 INFO lr: 4.9540e-05 - loss: 0.0050 - UP: 94.74% UR: 91.36% UF: 93.02% P: 94.68% R: 91.30% F: 92.96%
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+ 2024-08-12 00:41:58 INFO dev: loss: nan - UP: 58.54% UR: 24.56% UF: 34.61% P: 45.61% R: 19.14% F: 26.96%
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+ 2024-08-12 00:41:59 INFO test: loss: 0.2521 - UP: 59.07% UR: 24.81% UF: 34.95% P: 49.26% R: 20.69% F: 29.14%
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+ 2024-08-12 00:42:02 INFO lr: 4.9530e-05 - loss: 0.0017 - UP: 95.91% UR: 90.20% UF: 92.97% P: 95.86% R: 90.16% F: 92.93%
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+ 2024-08-12 00:42:02 INFO dev: loss: nan - UP: 55.80% UR: 23.13% UF: 32.71% P: 41.73% R: 17.30% F: 24.46%
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+ 2024-08-12 00:42:03 INFO test: loss: 0.2476 - UP: 56.79% UR: 24.08% UF: 33.82% P: 46.38% R: 19.67% F: 27.62%
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+ 2024-08-12 00:42:06 INFO lr: 4.9520e-05 - loss: 0.0054 - UP: 95.04% UR: 90.90% UF: 92.92% P: 94.97% R: 90.84% F: 92.86%
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+ 2024-08-12 00:42:07 INFO test: loss: 0.2387 - UP: 53.46% UR: 29.54% UF: 38.05% P: 42.67% R: 23.57% F: 30.37%
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+ 2024-08-12 00:42:07 INFO Epoch 49 / 5000:
358
+ 2024-08-12 00:42:09 INFO lr: 4.9510e-05 - loss: nan - UP: 95.91% UR: 91.12% UF: 93.45% P: 95.67% R: 90.90% F: 93.22%
359
+ 2024-08-12 00:42:10 INFO dev: loss: nan - UP: 57.18% UR: 21.19% UF: 30.92% P: 46.69% R: 17.30% F: 25.24%
360
+ 2024-08-12 00:42:11 INFO test: loss: 0.2580 - UP: 61.10% UR: 22.37% UF: 32.76% P: 51.47% R: 18.85% F: 27.59%
361
+ 2024-08-12 00:42:11 INFO 0:00:03.757569s elapsed
362
+
363
+ 2024-08-12 00:42:11 INFO Epoch 50 / 5000:
364
+ 2024-08-12 00:42:13 INFO lr: 4.9500e-05 - loss: 0.0054 - UP: 95.67% UR: 91.41% UF: 93.49% P: 95.59% R: 91.32% F: 93.41%
365
+ 2024-08-12 00:42:13 INFO dev: loss: nan - UP: 55.44% UR: 27.12% UF: 36.43% P: 42.68% R: 20.88% F: 28.04%
366
+ 2024-08-12 00:42:14 INFO test: loss: 0.2578 - UP: 56.86% UR: 26.76% UF: 36.40% P: 47.05% R: 22.15% F: 30.12%
367
+ 2024-08-12 00:42:14 INFO 0:00:03.798886s elapsed
368
+
369
+ 2024-08-12 00:42:14 INFO Epoch 51 / 5000:
370
+ 2024-08-12 00:42:17 INFO lr: 4.9490e-05 - loss: 0.0047 - UP: 95.55% UR: 93.60% UF: 94.57% P: 95.55% R: 93.60% F: 94.57%
371
+ 2024-08-12 00:42:17 INFO dev: loss: nan - UP: 54.85% UR: 30.09% UF: 38.86% P: 41.23% R: 22.62% F: 29.21%
372
+ 2024-08-12 00:42:18 INFO test: loss: 0.2528 - UP: 54.64% UR: 28.43% UF: 37.40% P: 44.61% R: 23.21% F: 30.53%
373
+ 2024-08-12 00:42:18 INFO 0:00:03.773054s elapsed
374
+
375
+ 2024-08-12 00:42:18 INFO Epoch 52 / 5000:
376
+ 2024-08-12 00:42:21 INFO lr: 4.9480e-05 - loss: nan - UP: 95.81% UR: 92.79% UF: 94.28% P: 95.81% R: 92.79% F: 94.28%
377
+ 2024-08-12 00:42:21 INFO dev: loss: nan - UP: 53.91% UR: 26.82% UF: 35.82% P: 39.92% R: 19.86% F: 26.52%
378
+ 2024-08-12 00:42:22 INFO test: loss: 0.2442 - UP: 56.90% UR: 26.63% UF: 36.28% P: 47.73% R: 22.33% F: 30.43%
379
+ 2024-08-12 00:42:22 INFO 0:00:03.763294s elapsed
380
+
381
+ 2024-08-12 00:42:22 INFO Epoch 53 / 5000:
382
+ 2024-08-12 00:42:25 INFO lr: 4.9470e-05 - loss: 0.0008 - UP: 96.31% UR: 93.01% UF: 94.63% P: 96.25% R: 92.95% F: 94.57%
383
+ 2024-08-12 00:42:25 INFO dev: loss: nan - UP: 60.36% UR: 27.74% UF: 38.01% P: 45.66% R: 20.98% F: 28.75%
384
+ 2024-08-12 00:42:26 INFO test: loss: 0.2539 - UP: 60.03% UR: 24.89% UF: 35.19% P: 50.68% R: 21.02% F: 29.71%
385
+ 2024-08-12 00:42:26 INFO 0:00:03.808075s elapsed
386
+
387
+ 2024-08-12 00:42:26 INFO Epoch 54 / 5000:
388
+ 2024-08-12 00:42:28 INFO lr: 4.9460e-05 - loss: 0.0041 - UP: 97.13% UR: 93.63% UF: 95.34% P: 97.11% R: 93.60% F: 95.32%
389
+ 2024-08-12 00:42:29 INFO dev: loss: nan - UP: 54.51% UR: 29.68% UF: 38.44% P: 39.10% R: 21.29% F: 27.57%
390
+ 2024-08-12 00:42:29 INFO test: loss: 0.2556 - UP: 56.46% UR: 27.37% UF: 36.87% P: 45.49% R: 22.05% F: 29.70%
391
+ 2024-08-12 00:42:29 INFO 0:00:03.828059s elapsed
392
+
393
+ 2024-08-12 00:42:38 INFO Epoch 24 saved
394
+ 2024-08-12 00:42:38 INFO dev: UP: 50.16% UR: 31.32% UF: 38.56% P: 38.85% R: 24.26% F: 29.87%
395
+ 2024-08-12 00:42:38 INFO test: UP: 53.48% UR: 27.64% UF: 36.44% P: 44.23% R: 22.86% F: 30.14%
396
+ 2024-08-12 00:42:38 INFO 0:03:25.543999s elapsed, 0:00:03.806370s/epoch