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SemEval-2022-Task-10
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+ 2024-03-31 14:34:09 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_holder_desc/80/model_vi_multibooked_ca_roberta_6
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | PlanTL-GOB-ES/roberta-base-ca
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-03-31 14:34:09 INFO Building the fields
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+ 2024-03-31 14:34:09 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-03-31 14:34:09 INFO Building the model
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+ 2024-03-31 14:34:11 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-03-31 14:34:11 INFO Loading the data
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+ 2024-03-31 14:34:11 INFO
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+ train: Dataset(n_sentences=119, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=11, n_batches=9, n_buckets=9)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-03-31 14:34:11 INFO Epoch 1 / 5000:
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+ 2024-03-31 14:34:14 INFO lr: 4.9990e-05 - loss: 0.1091 - UP: 4.36% UR: 5.19% UF: 4.74% P: 1.15% R: 1.36% F: 1.24%
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+ 2024-03-31 14:34:14 INFO dev: loss: 0.2367 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-31 14:34:14 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-31 14:34:14 INFO 0:00:02.781860s elapsed
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+
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+ 2024-03-31 14:34:14 INFO Epoch 2 / 5000:
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+ 2024-03-31 14:34:16 INFO lr: 4.9980e-05 - loss: 0.1199 - UP: 23.56% UR: 3.18% UF: 5.60% P: 16.35% R: 2.21% F: 3.89%
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+ 2024-03-31 14:34:16 INFO dev: loss: 0.1905 - UP: 54.55% UR: 3.53% UF: 6.63% P: 45.45% R: 2.94% F: 5.52%
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+ 2024-03-31 14:34:16 INFO test: loss: nan - UP: 68.31% UR: 4.06% UF: 7.67% P: 54.93% R: 3.27% F: 6.17%
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+ 2024-03-31 14:34:18 INFO 0:00:02.117648s elapsed (saved)
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+
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+ 2024-03-31 14:34:18 INFO Epoch 3 / 5000:
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+ 2024-03-31 14:34:20 INFO lr: 4.9970e-05 - loss: 0.0894 - UP: 30.85% UR: 9.41% UF: 14.42% P: 28.09% R: 8.57% F: 13.13%
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+ 2024-03-31 14:34:20 INFO dev: loss: 0.1913 - UP: 71.43% UR: 2.94% UF: 5.65% P: 71.43% R: 2.94% F: 5.65%
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+ 2024-03-31 14:34:20 INFO test: loss: nan - UP: 49.33% UR: 1.55% UF: 3.01% P: 45.33% R: 1.42% F: 2.76%
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+ 2024-03-31 14:34:23 INFO 0:00:02.118606s elapsed (saved)
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+ 2024-03-31 14:34:25 INFO lr: 4.9960e-05 - loss: 0.0669 - UP: 60.67% UR: 14.02% UF: 22.77% P: 58.99% R: 13.63% F: 22.14%
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+ 2024-03-31 14:34:25 INFO dev: loss: 0.1822 - UP: 46.94% UR: 13.53% UF: 21.00% P: 44.90% R: 12.94% F: 20.09%
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+ 2024-03-31 14:34:25 INFO test: loss: nan - UP: 56.90% UR: 22.29% UF: 32.03% P: 52.73% R: 20.65% F: 29.68%
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+ 2024-03-31 14:34:28 INFO 0:00:02.292629s elapsed (saved)
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+ 2024-03-31 14:34:28 INFO Epoch 5 / 5000:
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+ 2024-03-31 14:34:30 INFO lr: 4.9950e-05 - loss: 0.0791 - UP: 65.31% UR: 24.92% UF: 36.07% P: 64.80% R: 24.72% F: 35.79%
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+ 2024-03-31 14:34:30 INFO dev: loss: 0.1819 - UP: 56.90% UR: 19.41% UF: 28.95% P: 53.45% R: 18.24% F: 27.19%
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+ 2024-03-31 14:34:30 INFO test: loss: nan - UP: 57.03% UR: 25.30% UF: 35.06% P: 53.45% R: 23.71% F: 32.85%
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+ 2024-03-31 14:34:33 INFO 0:00:02.151349s elapsed (saved)
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+ 2024-03-31 14:34:35 INFO lr: 4.9940e-05 - loss: 0.0119 - UP: 73.98% UR: 34.13% UF: 46.71% P: 73.56% R: 33.94% F: 46.45%
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+ 2024-03-31 14:34:35 INFO dev: loss: 0.1905 - UP: 57.14% UR: 14.12% UF: 22.64% P: 57.14% R: 14.12% F: 22.64%
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+ 2024-03-31 14:34:35 INFO test: loss: nan - UP: 61.39% UR: 19.65% UF: 29.77% P: 57.07% R: 18.27% F: 27.67%
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+ 2024-03-31 14:34:35 INFO 0:00:02.178049s elapsed
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+ 2024-03-31 14:34:35 INFO Epoch 7 / 5000:
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+ 2024-03-31 14:34:37 INFO dev: loss: 0.1729 - UP: 74.42% UR: 18.82% UF: 30.05% P: 72.09% R: 18.24% F: 29.11%
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+ 2024-03-31 14:34:37 INFO test: loss: nan - UP: 67.49% UR: 26.35% UF: 37.90% P: 62.98% R: 24.59% F: 35.37%
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+ 2024-03-31 14:34:40 INFO 0:00:02.144360s elapsed (saved)
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+ 2024-03-31 14:34:40 INFO Epoch 8 / 5000:
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+ 2024-03-31 14:34:42 INFO dev: loss: 0.2063 - UP: 68.89% UR: 18.24% UF: 28.84% P: 68.89% R: 18.24% F: 28.84%
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+ 2024-03-31 14:34:43 INFO test: loss: nan - UP: 58.30% UR: 26.94% UF: 36.85% P: 53.94% R: 24.93% F: 34.10%
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+ 2024-03-31 14:34:43 INFO 0:00:02.279441s elapsed
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+ 2024-03-31 14:34:43 INFO Epoch 9 / 5000:
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+ 2024-03-31 14:34:45 INFO lr: 4.9910e-05 - loss: 0.0308 - UP: 80.09% UR: 44.39% UF: 57.12% P: 79.86% R: 44.26% F: 56.95%
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+ 2024-03-31 14:34:45 INFO dev: loss: 0.2088 - UP: 76.74% UR: 19.41% UF: 30.99% P: 76.74% R: 19.41% F: 30.99%
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+ 2024-03-31 14:34:45 INFO test: loss: nan - UP: 66.44% UR: 28.19% UF: 39.59% P: 62.59% R: 26.56% F: 37.29%
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+ 2024-03-31 14:34:48 INFO 0:00:02.265963s elapsed (saved)
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+ 2024-03-31 14:34:48 INFO Epoch 10 / 5000:
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+ 2024-03-31 14:34:50 INFO lr: 4.9900e-05 - loss: 0.0101 - UP: 86.07% UR: 51.33% UF: 64.31% P: 85.96% R: 51.27% F: 64.23%
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+ 2024-03-31 14:34:50 INFO dev: loss: 0.2161 - UP: 67.57% UR: 29.41% UF: 40.98% P: 64.86% R: 28.24% F: 39.34%
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+ 2024-03-31 14:34:56 INFO 0:00:02.301392s elapsed
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+ 2024-03-31 14:34:57 INFO lr: 4.9880e-05 - loss: 0.0125 - UP: 86.15% UR: 56.52% UF: 68.26% P: 86.05% R: 56.46% F: 68.18%
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+ 2024-03-31 14:34:57 INFO dev: loss: 0.2294 - UP: 70.15% UR: 27.65% UF: 39.66% P: 68.66% R: 27.06% F: 38.82%
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+ 2024-03-31 14:34:58 INFO test: loss: nan - UP: 63.82% UR: 33.77% UF: 44.16% P: 59.22% R: 31.34% F: 40.99%
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+ 2024-03-31 14:34:58 INFO 0:00:02.098458s elapsed
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+ 2024-03-31 14:34:58 INFO Epoch 13 / 5000:
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+ 2024-03-31 14:35:00 INFO lr: 4.9870e-05 - loss: 0.0011 - UP: 87.73% UR: 59.38% UF: 70.82% P: 87.54% R: 59.25% F: 70.67%
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+ 2024-03-31 14:35:00 INFO dev: loss: 0.2172 - UP: 79.03% UR: 28.82% UF: 42.24% P: 75.81% R: 27.65% F: 40.52%
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+ 2024-03-31 14:35:00 INFO test: loss: nan - UP: 68.18% UR: 30.25% UF: 41.90% P: 64.40% R: 28.57% F: 39.58%
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+ 2024-03-31 14:35:03 INFO 0:00:02.177589s elapsed (saved)
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+ 2024-03-31 14:35:03 INFO Epoch 14 / 5000:
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+ 2024-03-31 14:35:07 INFO lr: 4.9850e-05 - loss: 0.0182 - UP: 89.15% UR: 57.04% UF: 69.57% P: 89.05% R: 56.98% F: 69.49%
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+ 2024-03-31 14:35:07 INFO 0:00:02.243413s elapsed
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+ 2024-03-31 14:35:09 INFO lr: 4.9840e-05 - loss: 0.0075 - UP: 83.28% UR: 65.61% UF: 73.39% P: 83.03% R: 65.41% F: 73.18%
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+ 2024-03-31 14:35:09 INFO Epoch 17 / 5000:
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+ 2024-03-31 14:35:11 INFO dev: loss: 0.2249 - UP: 75.00% UR: 30.00% UF: 42.86% P: 72.06% R: 28.82% F: 41.18%
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+ 2024-03-31 14:35:24 INFO dev: loss: 0.2539 - UP: 74.32% UR: 32.35% UF: 45.08% P: 71.62% R: 31.18% F: 43.44%
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+ 2024-03-31 14:35:42 INFO dev: loss: 0.2619 - UP: 79.31% UR: 27.06% UF: 40.35% P: 75.86% R: 25.88% F: 38.60%
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+ 2024-03-31 14:35:42 INFO test: loss: nan - UP: 69.82% UR: 38.00% UF: 49.21% P: 65.74% R: 35.78% F: 46.34%
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+ 2024-03-31 14:35:44 INFO lr: 4.9750e-05 - loss: 0.0020 - UP: 93.23% UR: 74.17% UF: 82.62% P: 93.07% R: 74.04% F: 82.47%
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+ 2024-03-31 14:35:44 INFO dev: loss: 0.2348 - UP: 78.08% UR: 33.53% UF: 46.91% P: 75.34% R: 32.35% F: 45.27%
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+ 2024-03-31 14:35:44 INFO test: loss: nan - UP: 64.52% UR: 45.79% UF: 53.57% P: 58.03% R: 41.18% F: 48.17%
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+ 2024-03-31 14:35:46 INFO lr: 4.9740e-05 - loss: 0.0013 - UP: 93.15% UR: 76.83% UF: 84.21% P: 93.00% R: 76.70% F: 84.07%
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+ 2024-03-31 14:35:46 INFO dev: loss: 0.2335 - UP: 78.21% UR: 35.88% UF: 49.19% P: 75.64% R: 34.71% F: 47.58%
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+ 2024-03-31 14:35:46 INFO test: loss: nan - UP: 63.84% UR: 44.74% UF: 52.61% P: 59.00% R: 41.35% F: 48.62%
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+ 2024-03-31 14:35:48 INFO dev: loss: 0.2879 - UP: 83.61% UR: 30.00% UF: 44.16% P: 80.33% R: 28.82% F: 42.42%
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+ 2024-03-31 14:35:49 INFO test: loss: nan - UP: 66.62% UR: 38.29% UF: 48.63% P: 61.37% R: 35.27% F: 44.80%
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+ 2024-03-31 14:35:50 INFO lr: 4.9720e-05 - loss: 0.1346 - UP: 89.33% UR: 78.20% UF: 83.39% P: 89.03% R: 77.94% F: 83.11%
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+ 2024-03-31 14:35:50 INFO dev: loss: 0.2274 - UP: 80.95% UR: 30.00% UF: 43.78% P: 77.78% R: 28.82% F: 42.06%
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+ 2024-03-31 14:35:51 INFO test: loss: nan - UP: 67.63% UR: 40.97% UF: 51.03% P: 62.45% R: 37.83% F: 47.12%
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+ 2024-03-31 14:35:52 INFO lr: 4.9710e-05 - loss: 0.0124 - UP: 94.50% UR: 81.44% UF: 87.49% P: 94.05% R: 81.05% F: 87.07%
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+ 2024-03-31 14:35:52 INFO dev: loss: 0.2286 - UP: 85.71% UR: 31.76% UF: 46.35% P: 82.54% R: 30.59% F: 44.64%
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+ 2024-03-31 14:35:53 INFO test: loss: nan - UP: 69.84% UR: 39.09% UF: 50.12% P: 64.75% R: 36.24% F: 46.47%
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+ 2024-03-31 14:35:53 INFO 0:00:02.071912s elapsed
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+ 2024-03-31 14:35:55 INFO lr: 4.9700e-05 - loss: 0.0013 - UP: 91.97% UR: 82.54% UF: 87.00% P: 91.25% R: 81.89% F: 86.32%
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+ 2024-03-31 14:35:55 INFO dev: loss: 0.2229 - UP: 82.43% UR: 35.88% UF: 50.00% P: 79.73% R: 34.71% F: 48.36%
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+ 2024-03-31 14:35:55 INFO test: loss: nan - UP: 65.60% UR: 41.94% UF: 51.16% P: 60.62% R: 38.75% F: 47.28%
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+ 2024-03-31 14:35:58 INFO 0:00:02.148875s elapsed (saved)
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+ 2024-03-31 14:36:00 INFO dev: loss: 0.2031 - UP: 82.19% UR: 35.29% UF: 49.38% P: 79.45% R: 34.12% F: 47.74%
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+ 2024-03-31 14:36:00 INFO test: loss: nan - UP: 67.64% UR: 42.65% UF: 52.31% P: 62.13% R: 39.17% F: 48.05%
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+ 2024-03-31 14:36:00 INFO 0:00:02.274864s elapsed
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+ 2024-03-31 14:36:02 INFO lr: 4.9680e-05 - loss: 0.0053 - UP: 95.55% UR: 82.15% UF: 88.35% P: 95.47% R: 82.09% F: 88.28%
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+ 2024-03-31 14:36:02 INFO dev: loss: 0.2293 - UP: 85.07% UR: 33.53% UF: 48.10% P: 82.09% R: 32.35% F: 46.41%
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+ 2024-03-31 14:36:02 INFO test: loss: nan - UP: 71.56% UR: 38.17% UF: 49.78% P: 66.93% R: 35.69% F: 46.56%
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+ 2024-03-31 14:36:02 INFO 0:00:02.083096s elapsed
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+ 2024-03-31 14:36:04 INFO lr: 4.9670e-05 - loss: 0.0105 - UP: 95.31% UR: 83.00% UF: 88.73% P: 95.16% R: 82.87% F: 88.59%
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+ 2024-03-31 14:36:04 INFO dev: loss: 0.2246 - UP: 79.22% UR: 35.88% UF: 49.39% P: 76.62% R: 34.71% F: 47.77%
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+ 2024-03-31 14:36:04 INFO test: loss: nan - UP: 68.92% UR: 46.17% UF: 55.29% P: 63.10% R: 42.27% F: 50.63%
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+ 2024-03-31 14:36:04 INFO 0:00:02.106768s elapsed
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+ 2024-03-31 14:36:06 INFO lr: 4.9660e-05 - loss: 0.0051 - UP: 96.27% UR: 87.02% UF: 91.41% P: 96.20% R: 86.96% F: 91.34%
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+ 2024-03-31 14:36:06 INFO dev: loss: 0.2387 - UP: 80.52% UR: 36.47% UF: 50.20% P: 77.92% R: 35.29% F: 48.58%
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+ 2024-03-31 14:36:07 INFO test: loss: nan - UP: 67.86% UR: 45.92% UF: 54.77% P: 62.29% R: 42.14% F: 50.27%
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+ 2024-03-31 14:36:09 INFO 0:00:02.214469s elapsed (saved)
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+ 2024-03-31 14:36:11 INFO lr: 4.9650e-05 - loss: 0.0003 - UP: 95.50% UR: 86.70% UF: 90.88% P: 95.50% R: 86.70% F: 90.88%
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+ 2024-03-31 14:36:11 INFO dev: loss: 0.2386 - UP: 74.19% UR: 40.59% UF: 52.47% P: 72.04% R: 39.41% F: 50.95%
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+ 2024-03-31 14:36:12 INFO test: loss: nan - UP: 66.36% UR: 48.60% UF: 56.11% P: 60.76% R: 44.49% F: 51.37%
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+ 2024-03-31 14:36:15 INFO 0:00:02.166581s elapsed (saved)
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+ 2024-03-31 14:36:16 INFO lr: 4.9640e-05 - loss: 0.0000 - UP: 94.28% UR: 85.53% UF: 89.69% P: 94.06% R: 85.33% F: 89.49%
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+ 2024-03-31 14:36:16 INFO dev: loss: 0.2690 - UP: 79.01% UR: 37.65% UF: 51.00% P: 76.54% R: 36.47% F: 49.40%
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+ 2024-03-31 14:36:17 INFO test: loss: nan - UP: 66.71% UR: 45.50% UF: 54.10% P: 61.61% R: 42.02% F: 49.96%
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+ 2024-03-31 14:36:17 INFO 0:00:02.268685s elapsed
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+ 2024-03-31 14:36:18 INFO lr: 4.9630e-05 - loss: 0.0017 - UP: 83.40% UR: 86.37% UF: 84.86% P: 83.21% R: 86.18% F: 84.67%
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+ 2024-03-31 14:36:19 INFO dev: loss: 0.2863 - UP: 76.77% UR: 44.71% UF: 56.51% P: 68.69% R: 40.00% F: 50.56%
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+ 2024-03-31 14:36:19 INFO test: loss: nan - UP: 58.91% UR: 53.58% UF: 56.12% P: 51.31% R: 46.67% F: 48.88%
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+ 2024-03-31 14:36:19 INFO 0:00:02.124548s elapsed
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+ 2024-03-31 14:36:21 INFO lr: 4.9620e-05 - loss: 0.0256 - UP: 83.88% UR: 75.99% UF: 79.74% P: 83.09% R: 75.28% F: 78.99%
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+ 2024-03-31 14:36:21 INFO dev: loss: 0.2711 - UP: 76.62% UR: 34.71% UF: 47.77% P: 70.13% R: 31.76% F: 43.72%
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+ 2024-03-31 14:36:21 INFO test: loss: nan - UP: 64.76% UR: 36.49% UF: 46.68% P: 58.74% R: 33.10% F: 42.34%
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+ 2024-03-31 14:36:21 INFO 0:00:02.100209s elapsed
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+ 2024-03-31 14:36:23 INFO lr: 4.9610e-05 - loss: 0.0137 - UP: 89.74% UR: 77.22% UF: 83.01% P: 89.37% R: 76.90% F: 82.66%
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+ 2024-03-31 14:36:23 INFO dev: loss: 0.2358 - UP: 82.54% UR: 30.59% UF: 44.64% P: 79.37% R: 29.41% F: 42.92%
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+ 2024-03-31 14:36:23 INFO test: loss: nan - UP: 65.12% UR: 33.01% UF: 43.81% P: 59.50% R: 30.16% F: 40.03%
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+ 2024-03-31 14:36:25 INFO lr: 4.9600e-05 - loss: 0.1165 - UP: 87.08% UR: 71.71% UF: 78.65% P: 86.45% R: 71.19% F: 78.08%
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+ 2024-03-31 14:36:25 INFO dev: loss: 0.2457 - UP: 79.66% UR: 27.65% UF: 41.05% P: 76.27% R: 26.47% F: 39.30%
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+ 2024-03-31 14:36:25 INFO test: loss: nan - UP: 65.52% UR: 43.78% UF: 52.49% P: 59.12% R: 39.51% F: 47.36%
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+ 2024-03-31 14:36:27 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 91.14% UR: 76.05% UF: 82.91% P: 90.98% R: 75.92% F: 82.77%
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+ 2024-03-31 14:36:27 INFO dev: loss: 0.2548 - UP: 75.00% UR: 33.53% UF: 46.34% P: 72.37% R: 32.35% F: 44.72%
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+ 2024-03-31 14:36:27 INFO test: loss: nan - UP: 64.29% UR: 43.74% UF: 52.06% P: 59.48% R: 40.47% F: 48.17%
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+ 2024-03-31 14:36:29 INFO lr: 4.9580e-05 - loss: 0.0020 - UP: 91.49% UR: 80.92% UF: 85.88% P: 91.34% R: 80.79% F: 85.74%
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+ 2024-03-31 14:36:29 INFO dev: loss: 0.2376 - UP: 68.22% UR: 42.94% UF: 52.71% P: 64.49% R: 40.59% F: 49.82%
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+ 2024-03-31 14:36:29 INFO test: loss: nan - UP: 58.61% UR: 51.74% UF: 54.96% P: 53.20% R: 46.96% F: 49.89%
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+ 2024-03-31 14:36:31 INFO lr: 4.9570e-05 - loss: 0.0025 - UP: 94.22% UR: 84.56% UF: 89.12% P: 94.14% R: 84.49% F: 89.06%
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+ 2024-03-31 14:36:31 INFO dev: loss: 0.2593 - UP: 76.83% UR: 37.06% UF: 50.00% P: 74.39% R: 35.88% F: 48.41%
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+ 2024-03-31 14:36:32 INFO test: loss: nan - UP: 66.34% UR: 45.92% UF: 54.27% P: 60.65% R: 41.98% F: 49.62%
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+ 2024-03-31 14:36:33 INFO lr: 4.9560e-05 - loss: 0.0146 - UP: 96.35% UR: 85.66% UF: 90.69% P: 96.06% R: 85.40% F: 90.42%
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+ 2024-03-31 14:36:33 INFO dev: loss: 0.2802 - UP: 71.43% UR: 41.18% UF: 52.24% P: 68.37% R: 39.41% F: 50.00%
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+ 2024-03-31 14:36:34 INFO test: loss: nan - UP: 61.70% UR: 49.39% UF: 54.86% P: 55.42% R: 44.37% F: 49.28%
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+ 2024-03-31 14:36:35 INFO lr: 4.9550e-05 - loss: 0.0013 - UP: 96.17% UR: 84.69% UF: 90.06% P: 96.02% R: 84.56% F: 89.92%
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+ 2024-03-31 14:36:35 INFO dev: loss: 0.2715 - UP: 74.68% UR: 34.71% UF: 47.39% P: 72.15% R: 33.53% F: 45.78%
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+ 2024-03-31 14:36:36 INFO test: loss: nan - UP: 65.46% UR: 45.41% UF: 53.62% P: 59.18% R: 41.06% F: 48.48%
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+ 2024-03-31 14:36:37 INFO lr: 4.9540e-05 - loss: 0.0089 - UP: 95.35% UR: 82.48% UF: 88.45% P: 94.15% R: 81.44% F: 87.33%
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+ 2024-03-31 14:36:38 INFO dev: loss: 0.2620 - UP: 76.54% UR: 36.47% UF: 49.40% P: 72.84% R: 34.71% F: 47.01%
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+ 2024-03-31 14:36:38 INFO test: loss: nan - UP: 66.06% UR: 44.28% UF: 53.02% P: 59.44% R: 39.84% F: 47.71%
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+ 2024-03-31 14:36:40 INFO lr: 4.9530e-05 - loss: 0.0130 - UP: 94.70% UR: 85.79% UF: 90.02% P: 94.34% R: 85.46% F: 89.68%
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+ 2024-03-31 14:36:40 INFO dev: loss: 0.2918 - UP: 78.48% UR: 36.47% UF: 49.80% P: 75.95% R: 35.29% F: 48.19%
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+ 2024-03-31 14:36:40 INFO test: loss: nan - UP: 66.85% UR: 40.39% UF: 50.35% P: 60.61% R: 36.61% F: 45.65%
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+ 2024-03-31 14:36:42 INFO lr: 4.9520e-05 - loss: 0.0004 - UP: 92.39% UR: 85.85% UF: 89.00% P: 92.11% R: 85.59% F: 88.73%
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+ 2024-03-31 14:36:42 INFO dev: loss: 0.2677 - UP: 81.33% UR: 35.88% UF: 49.80% P: 78.67% R: 34.71% F: 48.16%
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+ 2024-03-31 14:36:42 INFO test: loss: nan - UP: 68.02% UR: 43.57% UF: 53.12% P: 62.13% R: 39.80% F: 48.52%
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+ 2024-03-31 14:36:44 INFO lr: 4.9510e-05 - loss: 0.0054 - UP: 93.84% UR: 87.02% UF: 90.30% P: 93.70% R: 86.89% F: 90.17%
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+ 2024-03-31 14:36:44 INFO test: loss: nan - UP: 68.23% UR: 42.73% UF: 52.55% P: 61.14% R: 38.29% F: 47.09%
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+ 2024-03-31 14:36:46 INFO lr: 4.9500e-05 - loss: 0.0092 - UP: 95.97% UR: 88.06% UF: 91.84% P: 95.76% R: 87.87% F: 91.64%
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+ 2024-03-31 14:36:46 INFO dev: loss: 0.2931 - UP: 76.67% UR: 40.59% UF: 53.08% P: 74.44% R: 39.41% F: 51.54%
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+ 2024-03-31 14:36:46 INFO test: loss: nan - UP: 65.76% UR: 46.59% UF: 54.54% P: 58.90% R: 41.73% F: 48.85%
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+ 2024-03-31 14:36:51 INFO lr: 4.9490e-05 - loss: 0.0090 - UP: 96.61% UR: 88.71% UF: 92.49% P: 96.47% R: 88.58% F: 92.35%
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+ 2024-03-31 14:36:51 INFO dev: loss: 0.2841 - UP: 81.71% UR: 39.41% UF: 53.17% P: 79.27% R: 38.24% F: 51.59%
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+ 2024-03-31 14:36:52 INFO test: loss: nan - UP: 66.27% UR: 46.25% UF: 54.48% P: 60.44% R: 42.19% F: 49.69%
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+ 2024-03-31 14:36:54 INFO 0:00:02.270736s elapsed (saved)
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+ 2024-03-31 14:36:56 INFO lr: 4.9480e-05 - loss: 0.0024 - UP: 96.64% UR: 89.55% UF: 92.96% P: 96.50% R: 89.42% F: 92.83%
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+ 2024-03-31 14:36:56 INFO dev: loss: 0.2846 - UP: 83.54% UR: 38.82% UF: 53.01% P: 81.01% R: 37.65% F: 51.41%
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+ 2024-03-31 14:36:57 INFO test: loss: nan - UP: 67.20% UR: 44.37% UF: 53.44% P: 61.36% R: 40.51% F: 48.80%
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+ 2024-03-31 14:36:57 INFO 0:00:02.142752s elapsed
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+ 2024-03-31 14:36:59 INFO lr: 4.9470e-05 - loss: 0.0016 - UP: 95.32% UR: 89.88% UF: 92.52% P: 95.11% R: 89.68% F: 92.32%
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+ 2024-03-31 14:36:59 INFO dev: loss: 0.2800 - UP: 72.97% UR: 47.65% UF: 57.65% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 14:36:59 INFO test: loss: nan - UP: 63.04% UR: 52.16% UF: 57.08% P: 56.76% R: 46.96% F: 51.40%
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+ 2024-03-31 14:37:02 INFO 0:00:02.285110s elapsed (saved)
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+ 2024-03-31 14:37:04 INFO lr: 4.9460e-05 - loss: 0.0105 - UP: 96.14% UR: 88.97% UF: 92.42% P: 96.00% R: 88.84% F: 92.28%
389
+ 2024-03-31 14:37:04 INFO dev: loss: 0.2940 - UP: 76.53% UR: 44.12% UF: 55.97% P: 73.47% R: 42.35% F: 53.73%
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+ 2024-03-31 14:37:04 INFO test: loss: nan - UP: 64.61% UR: 50.78% UF: 56.86% P: 58.53% R: 46.00% F: 51.51%
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+ 2024-03-31 14:37:04 INFO 0:00:02.317439s elapsed
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+ 2024-03-31 14:37:06 INFO lr: 4.9450e-05 - loss: 0.0027 - UP: 96.34% UR: 90.59% UF: 93.38% P: 96.20% R: 90.46% F: 93.24%
395
+ 2024-03-31 14:37:06 INFO dev: loss: 0.2987 - UP: 80.46% UR: 41.18% UF: 54.47% P: 78.16% R: 40.00% F: 52.92%
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+ 2024-03-31 14:37:07 INFO test: loss: nan - UP: 65.88% UR: 46.67% UF: 54.63% P: 59.73% R: 42.31% F: 49.53%
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+ 2024-03-31 14:37:07 INFO 0:00:02.254211s elapsed
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+ 2024-03-31 14:37:08 INFO lr: 4.9440e-05 - loss: 0.0000 - UP: 96.51% UR: 89.75% UF: 93.01% P: 96.44% R: 89.68% F: 92.94%
401
+ 2024-03-31 14:37:09 INFO dev: loss: 0.2939 - UP: 81.61% UR: 41.76% UF: 55.25% P: 78.16% R: 40.00% F: 52.92%
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+ 2024-03-31 14:37:09 INFO test: loss: nan - UP: 66.59% UR: 48.76% UF: 56.30% P: 60.18% R: 44.07% F: 50.88%
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+ 2024-03-31 14:37:09 INFO 0:00:02.263743s elapsed
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+ 2024-03-31 14:37:09 INFO Epoch 57 / 5000:
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+ 2024-03-31 14:37:11 INFO lr: 4.9430e-05 - loss: 0.0063 - UP: 97.34% UR: 90.14% UF: 93.60% P: 97.20% R: 90.01% F: 93.46%
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+ 2024-03-31 14:37:11 INFO dev: loss: 0.3012 - UP: 82.56% UR: 41.76% UF: 55.47% P: 80.23% R: 40.59% F: 53.91%
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+ 2024-03-31 14:37:11 INFO test: loss: nan - UP: 67.07% UR: 46.33% UF: 54.81% P: 60.82% R: 42.02% F: 49.70%
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+ 2024-03-31 14:37:11 INFO 0:00:02.300605s elapsed
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+ 2024-03-31 14:37:11 INFO Epoch 58 / 5000:
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+ 2024-03-31 14:37:13 INFO lr: 4.9420e-05 - loss: 0.0004 - UP: 97.30% UR: 91.11% UF: 94.10% P: 97.16% R: 90.98% F: 93.97%
413
+ 2024-03-31 14:37:13 INFO dev: loss: 0.2894 - UP: 78.00% UR: 45.88% UF: 57.78% P: 75.00% R: 44.12% F: 55.56%
414
+ 2024-03-31 14:37:14 INFO test: loss: nan - UP: 65.34% UR: 49.52% UF: 56.34% P: 58.98% R: 44.70% F: 50.86%
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+ 2024-03-31 14:37:16 INFO 0:00:02.380278s elapsed (saved)
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+ 2024-03-31 14:37:16 INFO Epoch 59 / 5000:
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+ 2024-03-31 14:37:18 INFO lr: 4.9410e-05 - loss: 0.0032 - UP: 96.93% UR: 87.99% UF: 92.24% P: 96.85% R: 87.93% F: 92.18%
419
+ 2024-03-31 14:37:18 INFO dev: loss: 0.2823 - UP: 73.00% UR: 42.94% UF: 54.07% P: 69.00% R: 40.59% F: 51.11%
420
+ 2024-03-31 14:37:19 INFO test: loss: nan - UP: 61.65% UR: 52.20% UF: 56.53% P: 55.22% R: 46.75% F: 50.64%
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+ 2024-03-31 14:37:19 INFO 0:00:02.312146s elapsed
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+ 2024-03-31 14:37:19 INFO Epoch 60 / 5000:
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+ 2024-03-31 14:37:20 INFO lr: 4.9400e-05 - loss: 0.0090 - UP: 93.20% UR: 87.22% UF: 90.11% P: 93.20% R: 87.22% F: 90.11%
425
+ 2024-03-31 14:37:21 INFO dev: loss: 0.2709 - UP: 80.52% UR: 36.47% UF: 50.20% P: 77.92% R: 35.29% F: 48.58%
426
+ 2024-03-31 14:37:21 INFO test: loss: nan - UP: 68.09% UR: 42.65% UF: 52.45% P: 62.34% R: 39.04% F: 48.02%
427
+ 2024-03-31 14:37:21 INFO 0:00:02.105523s elapsed
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+ 2024-03-31 14:37:21 INFO Epoch 61 / 5000:
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+ 2024-03-31 14:37:23 INFO lr: 4.9390e-05 - loss: 0.0002 - UP: 96.03% UR: 86.31% UF: 90.91% P: 94.37% R: 84.82% F: 89.34%
431
+ 2024-03-31 14:37:23 INFO dev: loss: 0.2666 - UP: 78.72% UR: 43.53% UF: 56.06% P: 75.53% R: 41.76% F: 53.79%
432
+ 2024-03-31 14:37:23 INFO test: loss: nan - UP: 65.65% UR: 48.68% UF: 55.91% P: 58.70% R: 43.53% F: 49.99%
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+ 2024-03-31 14:37:23 INFO 0:00:02.131746s elapsed
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+ 2024-03-31 14:37:23 INFO Epoch 62 / 5000:
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+ 2024-03-31 14:37:25 INFO lr: 4.9380e-05 - loss: 0.0038 - UP: 92.77% UR: 85.72% UF: 89.11% P: 92.21% R: 85.20% F: 88.57%
437
+ 2024-03-31 14:37:25 INFO dev: loss: 0.2742 - UP: 72.34% UR: 40.00% UF: 51.52% P: 69.15% R: 38.24% F: 49.24%
438
+ 2024-03-31 14:37:25 INFO test: loss: nan - UP: 62.77% UR: 49.73% UF: 55.49% P: 56.43% R: 44.70% F: 49.88%
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+ 2024-03-31 14:37:25 INFO 0:00:02.091154s elapsed
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+ 2024-03-31 14:37:25 INFO Epoch 63 / 5000:
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+ 2024-03-31 14:37:27 INFO lr: 4.9370e-05 - loss: 0.0028 - UP: 97.58% UR: 86.50% UF: 91.71% P: 96.41% R: 85.46% F: 90.61%
443
+ 2024-03-31 14:37:27 INFO dev: loss: 0.2664 - UP: 76.74% UR: 38.82% UF: 51.56% P: 72.09% R: 36.47% F: 48.44%
444
+ 2024-03-31 14:37:27 INFO test: loss: nan - UP: 66.30% UR: 45.75% UF: 54.14% P: 58.77% R: 40.55% F: 47.99%
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+ 2024-03-31 14:37:27 INFO 0:00:02.144241s elapsed
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+ 2024-03-31 14:37:27 INFO Epoch 64 / 5000:
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+ 2024-03-31 14:37:29 INFO lr: 4.9360e-05 - loss: 0.0035 - UP: 94.55% UR: 88.97% UF: 91.68% P: 94.34% R: 88.77% F: 91.47%
449
+ 2024-03-31 14:37:29 INFO dev: loss: 0.3066 - UP: 81.25% UR: 38.24% UF: 52.00% P: 78.75% R: 37.06% F: 50.40%
450
+ 2024-03-31 14:37:29 INFO test: loss: nan - UP: 70.27% UR: 41.98% UF: 52.56% P: 62.48% R: 37.33% F: 46.73%
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+ 2024-03-31 14:37:29 INFO 0:00:02.074546s elapsed
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+ 2024-03-31 14:37:29 INFO Epoch 65 / 5000:
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+ 2024-03-31 14:37:31 INFO lr: 4.9350e-05 - loss: 0.0016 - UP: 95.66% UR: 90.01% UF: 92.74% P: 95.38% R: 89.75% F: 92.48%
455
+ 2024-03-31 14:37:31 INFO dev: loss: 0.3115 - UP: 78.89% UR: 41.76% UF: 54.62% P: 75.56% R: 40.00% F: 52.31%
456
+ 2024-03-31 14:37:31 INFO test: loss: nan - UP: 66.75% UR: 46.50% UF: 54.81% P: 59.77% R: 41.64% F: 49.09%
457
+ 2024-03-31 14:37:31 INFO 0:00:02.101605s elapsed
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+ 2024-03-31 14:37:31 INFO Epoch 66 / 5000:
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+ 2024-03-31 14:37:33 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 96.80% UR: 90.40% UF: 93.49% P: 96.66% R: 90.27% F: 93.36%
461
+ 2024-03-31 14:37:33 INFO dev: loss: 0.3108 - UP: 81.40% UR: 41.18% UF: 54.69% P: 79.07% R: 40.00% F: 53.12%
462
+ 2024-03-31 14:37:34 INFO test: loss: nan - UP: 67.71% UR: 45.16% UF: 54.18% P: 60.87% R: 40.59% F: 48.71%
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+ 2024-03-31 14:37:34 INFO 0:00:02.082760s elapsed
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+ 2024-03-31 14:37:34 INFO Epoch 67 / 5000:
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+ 2024-03-31 14:37:35 INFO lr: 4.9330e-05 - loss: 0.0023 - UP: 97.32% UR: 89.49% UF: 93.24% P: 97.18% R: 89.36% F: 93.10%
467
+ 2024-03-31 14:37:35 INFO dev: loss: 0.3170 - UP: 81.18% UR: 40.59% UF: 54.12% P: 78.82% R: 39.41% F: 52.55%
468
+ 2024-03-31 14:37:36 INFO test: loss: nan - UP: 68.57% UR: 43.70% UF: 53.38% P: 61.47% R: 39.17% F: 47.85%
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+ 2024-03-31 14:37:36 INFO 0:00:02.120543s elapsed
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+ 2024-03-31 14:37:36 INFO Epoch 68 / 5000:
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+ 2024-03-31 14:37:37 INFO lr: 4.9320e-05 - loss: 0.0065 - UP: 94.96% UR: 91.63% UF: 93.26% P: 94.82% R: 91.50% F: 93.13%
473
+ 2024-03-31 14:37:38 INFO dev: loss: 0.2989 - UP: 77.78% UR: 45.29% UF: 57.25% P: 75.76% R: 44.12% F: 55.76%
474
+ 2024-03-31 14:37:38 INFO test: loss: nan - UP: 65.51% UR: 48.05% UF: 55.44% P: 58.65% R: 43.02% F: 49.64%
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+ 2024-03-31 14:37:41 INFO 0:00:02.188321s elapsed (saved)
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+ 2024-03-31 14:37:41 INFO Epoch 69 / 5000:
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+ 2024-03-31 14:37:42 INFO lr: 4.9310e-05 - loss: 0.0088 - UP: 95.74% UR: 90.46% UF: 93.03% P: 95.60% R: 90.33% F: 92.89%
479
+ 2024-03-31 14:37:43 INFO dev: loss: 0.3185 - UP: 76.84% UR: 42.94% UF: 55.09% P: 74.74% R: 41.76% F: 53.58%
480
+ 2024-03-31 14:37:43 INFO test: loss: nan - UP: 67.38% UR: 46.12% UF: 54.76% P: 60.77% R: 41.60% F: 49.39%
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+ 2024-03-31 14:37:43 INFO 0:00:02.144304s elapsed
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+ 2024-03-31 14:37:43 INFO Epoch 70 / 5000:
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+ 2024-03-31 14:37:45 INFO lr: 4.9300e-05 - loss: 0.0081 - UP: 97.42% UR: 90.79% UF: 93.99% P: 97.28% R: 90.66% F: 93.85%
485
+ 2024-03-31 14:37:45 INFO dev: loss: 0.3843 - UP: 84.37% UR: 31.76% UF: 46.15% P: 82.81% R: 31.18% F: 45.30%
486
+ 2024-03-31 14:37:45 INFO test: loss: nan - UP: 70.08% UR: 38.17% UF: 49.42% P: 62.92% R: 34.27% F: 44.37%
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+ 2024-03-31 14:37:45 INFO 0:00:02.169435s elapsed
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+ 2024-03-31 14:37:45 INFO Epoch 71 / 5000:
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+ 2024-03-31 14:37:47 INFO lr: 4.9290e-05 - loss: 0.0069 - UP: 94.31% UR: 86.05% UF: 89.99% P: 94.17% R: 85.92% F: 89.85%
491
+ 2024-03-31 14:37:47 INFO dev: loss: 0.2691 - UP: 84.51% UR: 35.29% UF: 49.79% P: 81.69% R: 34.12% F: 48.13%
492
+ 2024-03-31 14:37:47 INFO test: loss: nan - UP: 66.47% UR: 41.68% UF: 51.24% P: 59.19% R: 37.12% F: 45.62%
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+ 2024-03-31 14:37:47 INFO 0:00:02.132408s elapsed
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+ 2024-03-31 14:37:47 INFO Epoch 72 / 5000:
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+ 2024-03-31 14:37:49 INFO lr: 4.9280e-05 - loss: 0.0053 - UP: 95.02% UR: 87.87% UF: 91.30% P: 94.60% R: 87.48% F: 90.90%
497
+ 2024-03-31 14:37:49 INFO dev: loss: 0.3271 - UP: 86.76% UR: 34.71% UF: 49.58% P: 80.88% R: 32.35% F: 46.22%
498
+ 2024-03-31 14:37:49 INFO test: loss: nan - UP: 69.44% UR: 37.79% UF: 48.94% P: 60.97% R: 33.18% F: 42.97%
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+ 2024-03-31 14:37:49 INFO 0:00:02.072480s elapsed
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+ 2024-03-31 14:37:49 INFO Epoch 73 / 5000:
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+ 2024-03-31 14:37:51 INFO lr: 4.9270e-05 - loss: 0.0107 - UP: 95.59% UR: 85.79% UF: 90.42% P: 95.30% R: 85.53% F: 90.15%
503
+ 2024-03-31 14:37:51 INFO dev: loss: 0.2992 - UP: 77.78% UR: 41.18% UF: 53.85% P: 74.44% R: 39.41% F: 51.54%
504
+ 2024-03-31 14:37:51 INFO test: loss: nan - UP: 65.71% UR: 43.99% UF: 52.70% P: 59.26% R: 39.67% F: 47.53%
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+ 2024-03-31 14:37:51 INFO 0:00:02.109635s elapsed
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+ 2024-03-31 14:37:51 INFO Epoch 74 / 5000:
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+ 2024-03-31 14:37:53 INFO lr: 4.9260e-05 - loss: 0.0003 - UP: 93.68% UR: 84.62% UF: 88.92% P: 93.53% R: 84.49% F: 88.78%
509
+ 2024-03-31 14:37:53 INFO dev: loss: 0.2663 - UP: 79.27% UR: 38.24% UF: 51.59% P: 76.83% R: 37.06% F: 50.00%
510
+ 2024-03-31 14:37:54 INFO test: loss: nan - UP: 66.06% UR: 47.38% UF: 55.18% P: 59.52% R: 42.69% F: 49.72%
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+ 2024-03-31 14:37:54 INFO 0:00:02.136970s elapsed
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+ 2024-03-31 14:37:54 INFO Epoch 75 / 5000:
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+ 2024-03-31 14:37:55 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 96.08% UR: 85.85% UF: 90.68% P: 95.86% R: 85.66% F: 90.47%
515
+ 2024-03-31 14:37:55 INFO dev: loss: 0.2699 - UP: 77.32% UR: 44.12% UF: 56.18% P: 73.20% R: 41.76% F: 53.18%
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+ 2024-03-31 14:37:56 INFO test: loss: nan - UP: 63.27% UR: 48.05% UF: 54.62% P: 55.76% R: 42.35% F: 48.14%
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+ 2024-03-31 14:37:56 INFO 0:00:02.061229s elapsed
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+ 2024-03-31 14:37:56 INFO Epoch 76 / 5000:
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+ 2024-03-31 14:37:57 INFO lr: 4.9240e-05 - loss: 0.0013 - UP: 96.62% UR: 89.03% UF: 92.67% P: 96.41% R: 88.84% F: 92.47%
521
+ 2024-03-31 14:37:57 INFO dev: loss: 0.2713 - UP: 80.43% UR: 43.53% UF: 56.49% P: 77.17% R: 41.76% F: 54.20%
522
+ 2024-03-31 14:37:58 INFO test: loss: nan - UP: 66.42% UR: 48.22% UF: 55.87% P: 59.95% R: 43.53% F: 50.44%
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+ 2024-03-31 14:37:58 INFO 0:00:02.121993s elapsed
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+ 2024-03-31 14:37:58 INFO Epoch 77 / 5000:
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+ 2024-03-31 14:37:59 INFO lr: 4.9230e-05 - loss: 0.0019 - UP: 96.86% UR: 90.07% UF: 93.34% P: 96.65% R: 89.88% F: 93.14%
527
+ 2024-03-31 14:37:59 INFO dev: loss: 0.2821 - UP: 80.81% UR: 47.06% UF: 59.48% P: 76.77% R: 44.71% F: 56.51%
528
+ 2024-03-31 14:38:00 INFO test: loss: nan - UP: 65.17% UR: 48.60% UF: 55.68% P: 58.09% R: 43.32% F: 49.63%
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+ 2024-03-31 14:38:03 INFO 0:00:02.051643s elapsed (saved)
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+ 2024-03-31 14:38:03 INFO Epoch 78 / 5000:
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+ 2024-03-31 14:38:05 INFO lr: 4.9220e-05 - loss: 0.0048 - UP: 96.44% UR: 91.50% UF: 93.91% P: 96.31% R: 91.37% F: 93.77%
533
+ 2024-03-31 14:38:05 INFO dev: loss: 0.2864 - UP: 82.98% UR: 45.88% UF: 59.09% P: 80.85% R: 44.71% F: 57.58%
534
+ 2024-03-31 14:38:05 INFO test: loss: nan - UP: 66.92% UR: 47.88% UF: 55.82% P: 60.19% R: 43.07% F: 50.21%
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+ 2024-03-31 14:38:08 INFO 0:00:02.135486s elapsed (saved)
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+ 2024-03-31 14:38:08 INFO Epoch 79 / 5000:
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+ 2024-03-31 14:38:10 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 97.53% UR: 92.21% UF: 94.80% P: 97.39% R: 92.08% F: 94.66%
539
+ 2024-03-31 14:38:10 INFO dev: loss: 0.2980 - UP: 82.29% UR: 46.47% UF: 59.40% P: 79.17% R: 44.71% F: 57.14%
540
+ 2024-03-31 14:38:10 INFO test: loss: nan - UP: 66.21% UR: 48.51% UF: 56.00% P: 59.23% R: 43.40% F: 50.10%
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+ 2024-03-31 14:38:10 INFO 0:00:02.120312s elapsed
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+
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+ 2024-03-31 14:38:10 INFO Epoch 80 / 5000:
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+ 2024-03-31 14:38:12 INFO lr: 4.9200e-05 - loss: 0.0092 - UP: 96.82% UR: 92.99% UF: 94.87% P: 96.62% R: 92.80% F: 94.67%
545
+ 2024-03-31 14:38:12 INFO dev: loss: 0.3070 - UP: 80.00% UR: 44.71% UF: 57.36% P: 77.89% R: 43.53% F: 55.85%
546
+ 2024-03-31 14:38:12 INFO test: loss: nan - UP: 65.08% UR: 47.47% UF: 54.89% P: 58.30% R: 42.52% F: 49.18%
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+ 2024-03-31 14:38:16 INFO dev: loss: 0.3071 - UP: 82.98% UR: 45.88% UF: 59.09% P: 80.85% R: 44.71% F: 57.58%
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+ 2024-03-31 14:38:23 INFO dev: loss: 0.3044 - UP: 84.69% UR: 48.82% UF: 61.94% P: 80.61% R: 46.47% F: 58.96%
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+ 2024-03-31 14:38:28 INFO lr: 4.9150e-05 - loss: 0.0078 - UP: 97.35% UR: 92.99% UF: 95.12% P: 97.21% R: 92.86% F: 94.99%
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+ 2024-03-31 14:38:28 INFO dev: loss: 0.3112 - UP: 83.51% UR: 47.65% UF: 60.67% P: 79.38% R: 45.29% F: 57.68%
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+ 2024-03-31 14:38:32 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 98.02% UR: 93.38% UF: 95.65% P: 97.89% R: 93.25% F: 95.51%
587
+ 2024-03-31 14:38:32 INFO dev: loss: 0.3030 - UP: 84.00% UR: 49.41% UF: 62.22% P: 80.00% R: 47.06% F: 59.26%
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+ 2024-03-31 14:38:37 INFO lr: 4.9120e-05 - loss: 0.0000 - UP: 96.15% UR: 94.09% UF: 95.11% P: 96.09% R: 94.03% F: 95.05%
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+ 2024-03-31 14:38:38 INFO dev: loss: 0.3157 - UP: 88.89% UR: 47.06% UF: 61.54% P: 86.67% R: 45.88% F: 60.00%
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+ 2024-03-31 14:38:38 INFO test: loss: nan - UP: 68.53% UR: 46.33% UF: 55.29% P: 61.90% R: 41.85% F: 49.94%
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+ 2024-03-31 14:38:43 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 97.41% UR: 92.80% UF: 95.05% P: 97.28% R: 92.67% F: 94.92%
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+ 2024-03-31 14:38:43 INFO dev: loss: 0.3084 - UP: 81.82% UR: 52.94% UF: 64.29% P: 77.27% R: 50.00% F: 60.71%
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+ 2024-03-31 14:38:48 INFO lr: 4.9100e-05 - loss: 0.0002 - UP: 96.16% UR: 94.22% UF: 95.18% P: 96.03% R: 94.09% F: 95.05%
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+ 2024-03-31 14:38:48 INFO dev: loss: 0.3122 - UP: 84.00% UR: 49.41% UF: 62.22% P: 82.00% R: 48.24% F: 60.74%
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+ 2024-03-31 14:38:48 INFO test: loss: nan - UP: 66.40% UR: 48.85% UF: 56.29% P: 59.51% R: 43.78% F: 50.45%
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+ 2024-03-31 14:38:52 INFO lr: 4.9090e-05 - loss: 0.0045 - UP: 96.62% UR: 92.73% UF: 94.64% P: 96.42% R: 92.54% F: 94.44%
611
+ 2024-03-31 14:38:52 INFO dev: loss: 0.3182 - UP: 87.23% UR: 48.24% UF: 62.12% P: 84.04% R: 46.47% F: 59.85%
612
+ 2024-03-31 14:38:53 INFO test: loss: nan - UP: 67.22% UR: 47.84% UF: 55.90% P: 60.21% R: 42.86% F: 50.07%
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+ 2024-03-31 14:38:53 INFO 0:00:02.141677s elapsed
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+ 2024-03-31 14:38:54 INFO lr: 4.9080e-05 - loss: 0.0002 - UP: 97.20% UR: 94.55% UF: 95.86% P: 97.06% R: 94.42% F: 95.72%
617
+ 2024-03-31 14:38:55 INFO dev: loss: 0.3197 - UP: 85.42% UR: 48.24% UF: 61.65% P: 83.33% R: 47.06% F: 60.15%
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+ 2024-03-31 14:38:55 INFO test: loss: nan - UP: 67.82% UR: 46.63% UF: 55.26% P: 61.06% R: 41.98% F: 49.75%
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+ 2024-03-31 14:38:55 INFO 0:00:02.263715s elapsed
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+ 2024-03-31 14:38:55 INFO Epoch 93 / 5000:
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+ 2024-03-31 14:38:57 INFO lr: 4.9070e-05 - loss: 0.0003 - UP: 96.73% UR: 92.08% UF: 94.35% P: 96.59% R: 91.95% F: 94.22%
623
+ 2024-03-31 14:38:57 INFO dev: loss: 0.3025 - UP: 85.15% UR: 50.59% UF: 63.47% P: 82.18% R: 48.82% F: 61.25%
624
+ 2024-03-31 14:38:57 INFO test: loss: nan - UP: 66.37% UR: 49.18% UF: 56.50% P: 59.64% R: 44.20% F: 50.77%
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+ 2024-03-31 14:39:00 INFO Epoch 94 / 5000:
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+ 2024-03-31 14:39:02 INFO lr: 4.9060e-05 - loss: 0.0010 - UP: 97.36% UR: 93.45% UF: 95.36% P: 97.16% R: 93.25% F: 95.17%
629
+ 2024-03-31 14:39:02 INFO dev: loss: 0.3163 - UP: 89.01% UR: 47.65% UF: 62.07% P: 86.81% R: 46.47% F: 60.54%
630
+ 2024-03-31 14:39:02 INFO test: loss: nan - UP: 68.21% UR: 46.38% UF: 55.21% P: 60.87% R: 41.39% F: 49.28%
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+ 2024-03-31 14:39:02 INFO 0:00:02.117391s elapsed
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+ 2024-03-31 14:39:02 INFO Epoch 95 / 5000:
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+ 2024-03-31 14:39:04 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 96.05% UR: 94.74% UF: 95.39% P: 95.86% R: 94.55% F: 95.20%
635
+ 2024-03-31 14:39:04 INFO dev: loss: 0.3132 - UP: 88.89% UR: 47.06% UF: 61.54% P: 86.67% R: 45.88% F: 60.00%
636
+ 2024-03-31 14:39:04 INFO test: loss: nan - UP: 67.98% UR: 47.05% UF: 55.61% P: 60.47% R: 41.85% F: 49.47%
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+ 2024-03-31 14:39:04 INFO 0:00:02.132867s elapsed
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+ 2024-03-31 14:39:04 INFO Epoch 96 / 5000:
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+ 2024-03-31 14:39:06 INFO lr: 4.9040e-05 - loss: 0.0001 - UP: 97.39% UR: 94.42% UF: 95.88% P: 97.26% R: 94.29% F: 95.75%
641
+ 2024-03-31 14:39:06 INFO dev: loss: 0.3125 - UP: 87.63% UR: 50.00% UF: 63.67% P: 84.54% R: 48.24% F: 61.42%
642
+ 2024-03-31 14:39:06 INFO test: loss: nan - UP: 67.27% UR: 48.30% UF: 56.23% P: 59.86% R: 42.98% F: 50.04%
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+ 2024-03-31 14:39:09 INFO 0:00:02.099240s elapsed (saved)
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+ 2024-03-31 14:39:09 INFO Epoch 97 / 5000:
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+ 2024-03-31 14:39:11 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 97.53% UR: 94.87% UF: 96.18% P: 97.46% R: 94.81% F: 96.12%
647
+ 2024-03-31 14:39:11 INFO dev: loss: 0.3182 - UP: 86.32% UR: 48.24% UF: 61.89% P: 84.21% R: 47.06% F: 60.38%
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+ 2024-03-31 14:39:12 INFO test: loss: nan - UP: 67.27% UR: 47.97% UF: 56.00% P: 59.87% R: 42.69% F: 49.84%
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+ 2024-03-31 14:39:12 INFO 0:00:02.161039s elapsed
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+ 2024-03-31 14:39:12 INFO Epoch 98 / 5000:
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+ 2024-03-31 14:39:13 INFO lr: 4.9020e-05 - loss: 0.0024 - UP: 97.28% UR: 95.26% UF: 96.26% P: 97.22% R: 95.20% F: 96.20%
653
+ 2024-03-31 14:39:13 INFO dev: loss: 0.3118 - UP: 83.17% UR: 49.41% UF: 61.99% P: 81.19% R: 48.24% F: 60.52%
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+ 2024-03-31 14:39:14 INFO test: loss: nan - UP: 66.17% UR: 50.48% UF: 57.27% P: 59.03% R: 45.04% F: 51.09%
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+ 2024-03-31 14:39:14 INFO 0:00:02.150501s elapsed
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+ 2024-03-31 14:39:14 INFO Epoch 99 / 5000:
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+ 2024-03-31 14:39:16 INFO lr: 4.9010e-05 - loss: 0.0004 - UP: 97.44% UR: 93.96% UF: 95.67% P: 97.31% R: 93.84% F: 95.54%
659
+ 2024-03-31 14:39:16 INFO dev: loss: 0.3172 - UP: 87.88% UR: 51.18% UF: 64.68% P: 84.85% R: 49.41% F: 62.45%
660
+ 2024-03-31 14:39:16 INFO test: loss: nan - UP: 67.01% UR: 49.52% UF: 56.95% P: 59.64% R: 44.07% F: 50.69%
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+ 2024-03-31 14:39:19 INFO 0:00:02.272849s elapsed (saved)
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+ 2024-03-31 14:39:19 INFO Epoch 100 / 5000:
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+ 2024-03-31 14:39:21 INFO lr: 4.9000e-05 - loss: 0.0005 - UP: 98.42% UR: 92.86% UF: 95.56% P: 98.28% R: 92.73% F: 95.43%
665
+ 2024-03-31 14:39:21 INFO dev: loss: 0.3282 - UP: 89.01% UR: 47.65% UF: 62.07% P: 86.81% R: 46.47% F: 60.54%
666
+ 2024-03-31 14:39:21 INFO test: loss: nan - UP: 68.53% UR: 46.80% UF: 55.61% P: 61.35% R: 41.89% F: 49.79%
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+ 2024-03-31 14:39:21 INFO 0:00:02.262065s elapsed
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+ 2024-03-31 14:39:21 INFO Epoch 101 / 5000:
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+ 2024-03-31 14:39:23 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 97.36% UR: 93.25% UF: 95.26% P: 97.22% R: 93.12% F: 95.13%
671
+ 2024-03-31 14:39:23 INFO dev: loss: 0.3230 - UP: 82.00% UR: 48.24% UF: 60.74% P: 79.00% R: 46.47% F: 58.52%
672
+ 2024-03-31 14:39:23 INFO test: loss: nan - UP: 65.78% UR: 47.93% UF: 55.45% P: 59.34% R: 43.23% F: 50.02%
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+ 2024-03-31 14:39:23 INFO 0:00:02.074999s elapsed
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+ 2024-03-31 14:39:23 INFO Epoch 102 / 5000:
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+ 2024-03-31 14:39:25 INFO lr: 4.8980e-05 - loss: 0.0003 - UP: 94.28% UR: 95.20% UF: 94.74% P: 94.15% R: 95.07% F: 94.61%
677
+ 2024-03-31 14:39:25 INFO dev: loss: 0.3145 - UP: 84.76% UR: 52.35% UF: 64.73% P: 80.00% R: 49.41% F: 61.09%
678
+ 2024-03-31 14:39:25 INFO test: loss: nan - UP: 64.23% UR: 50.86% UF: 56.77% P: 56.98% R: 45.12% F: 50.36%
679
+ 2024-03-31 14:39:25 INFO 0:00:02.202837s elapsed
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+ 2024-03-31 14:39:25 INFO Epoch 103 / 5000:
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+ 2024-03-31 14:39:27 INFO lr: 4.8970e-05 - loss: 0.0005 - UP: 97.82% UR: 93.25% UF: 95.48% P: 97.62% R: 93.06% F: 95.28%
683
+ 2024-03-31 14:39:27 INFO dev: loss: 0.3226 - UP: 85.44% UR: 51.76% UF: 64.47% P: 82.52% R: 50.00% F: 62.27%
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+ 2024-03-31 14:39:28 INFO test: loss: nan - UP: 66.30% UR: 50.52% UF: 57.35% P: 59.37% R: 45.25% F: 51.36%
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+ 2024-03-31 14:39:28 INFO 0:00:02.079806s elapsed
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+ 2024-03-31 14:39:28 INFO Epoch 104 / 5000:
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+ 2024-03-31 14:39:29 INFO lr: 4.8960e-05 - loss: 0.0000 - UP: 96.86% UR: 94.16% UF: 95.49% P: 96.73% R: 94.03% F: 95.36%
689
+ 2024-03-31 14:39:29 INFO dev: loss: 0.3301 - UP: 85.00% UR: 50.00% UF: 62.96% P: 82.00% R: 48.24% F: 60.74%
690
+ 2024-03-31 14:39:30 INFO test: loss: nan - UP: 67.06% UR: 47.93% UF: 55.90% P: 59.50% R: 42.52% F: 49.60%
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+ 2024-03-31 14:39:30 INFO 0:00:02.112467s elapsed
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+ 2024-03-31 14:39:30 INFO Epoch 105 / 5000:
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+ 2024-03-31 14:39:31 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 98.01% UR: 92.67% UF: 95.26% P: 97.87% R: 92.54% F: 95.13%
695
+ 2024-03-31 14:39:31 INFO dev: loss: 0.3275 - UP: 84.47% UR: 51.18% UF: 63.74% P: 81.55% R: 49.41% F: 61.54%
696
+ 2024-03-31 14:39:32 INFO test: loss: nan - UP: 66.01% UR: 50.19% UF: 57.02% P: 58.79% R: 44.70% F: 50.79%
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+ 2024-03-31 14:39:32 INFO 0:00:02.104621s elapsed
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+ 2024-03-31 14:39:32 INFO Epoch 106 / 5000:
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+ 2024-03-31 14:39:33 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 96.94% UR: 94.48% UF: 95.70% P: 96.80% R: 94.35% F: 95.56%
701
+ 2024-03-31 14:39:34 INFO dev: loss: 0.3357 - UP: 81.55% UR: 49.41% UF: 61.54% P: 78.64% R: 47.65% F: 59.34%
702
+ 2024-03-31 14:39:34 INFO test: loss: nan - UP: 65.59% UR: 49.18% UF: 56.21% P: 58.38% R: 43.78% F: 50.04%
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+ 2024-03-31 14:39:34 INFO 0:00:02.139233s elapsed
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+ 2024-03-31 14:39:34 INFO Epoch 107 / 5000:
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+ 2024-03-31 14:39:36 INFO lr: 4.8930e-05 - loss: 0.0001 - UP: 97.51% UR: 94.16% UF: 95.81% P: 97.38% R: 94.03% F: 95.68%
707
+ 2024-03-31 14:39:36 INFO dev: loss: 0.3246 - UP: 80.91% UR: 52.35% UF: 63.57% P: 77.27% R: 50.00% F: 60.71%
708
+ 2024-03-31 14:39:36 INFO test: loss: nan - UP: 64.37% UR: 53.58% UF: 58.48% P: 57.12% R: 47.55% F: 51.90%
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+ 2024-03-31 14:39:36 INFO 0:00:02.109812s elapsed
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+ 2024-03-31 14:39:36 INFO Epoch 108 / 5000:
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+ 2024-03-31 14:39:38 INFO lr: 4.8920e-05 - loss: 0.0002 - UP: 97.29% UR: 95.39% UF: 96.33% P: 97.15% R: 95.26% F: 96.20%
713
+ 2024-03-31 14:39:38 INFO dev: loss: 0.3298 - UP: 85.57% UR: 48.82% UF: 62.17% P: 82.47% R: 47.06% F: 59.93%
714
+ 2024-03-31 14:39:38 INFO test: loss: nan - UP: 67.89% UR: 48.72% UF: 56.73% P: 60.48% R: 43.40% F: 50.54%
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+ 2024-03-31 14:39:38 INFO 0:00:02.100127s elapsed
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+ 2024-03-31 14:39:38 INFO Epoch 109 / 5000:
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+ 2024-03-31 14:39:40 INFO lr: 4.8910e-05 - loss: 0.0064 - UP: 97.80% UR: 95.26% UF: 96.52% P: 97.60% R: 95.07% F: 96.32%
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+ 2024-03-31 14:39:40 INFO dev: loss: 0.3218 - UP: 84.62% UR: 51.76% UF: 64.23% P: 81.73% R: 50.00% F: 62.04%
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+ 2024-03-31 14:39:40 INFO test: loss: nan - UP: 67.54% UR: 49.94% UF: 57.42% P: 60.51% R: 44.74% F: 51.45%
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+ 2024-03-31 14:39:40 INFO 0:00:02.131263s elapsed
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+ 2024-03-31 14:39:40 INFO Epoch 110 / 5000:
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+ 2024-03-31 14:39:42 INFO lr: 4.8900e-05 - loss: 0.0000 - UP: 97.20% UR: 94.68% UF: 95.92% P: 97.07% R: 94.55% F: 95.79%
725
+ 2024-03-31 14:39:42 INFO dev: loss: 0.3228 - UP: 85.44% UR: 51.76% UF: 64.47% P: 82.52% R: 50.00% F: 62.27%
726
+ 2024-03-31 14:39:42 INFO test: loss: nan - UP: 67.17% UR: 50.65% UF: 57.75% P: 60.17% R: 45.37% F: 51.73%
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+ 2024-03-31 14:39:42 INFO 0:00:02.125150s elapsed
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+ 2024-03-31 14:39:42 INFO Epoch 111 / 5000:
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+ 2024-03-31 14:39:44 INFO lr: 4.8890e-05 - loss: 0.0002 - UP: 97.29% UR: 95.65% UF: 96.47% P: 97.10% R: 95.46% F: 96.27%
731
+ 2024-03-31 14:39:44 INFO dev: loss: 0.3276 - UP: 87.63% UR: 50.00% UF: 63.67% P: 84.54% R: 48.24% F: 61.42%
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+ 2024-03-31 14:39:44 INFO test: loss: nan - UP: 67.92% UR: 46.12% UF: 54.94% P: 61.51% R: 41.77% F: 49.75%
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+ 2024-03-31 14:39:44 INFO 0:00:02.061177s elapsed
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+ 2024-03-31 14:39:44 INFO Epoch 112 / 5000:
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+ 2024-03-31 14:39:46 INFO lr: 4.8880e-05 - loss: 0.0010 - UP: 96.86% UR: 96.11% UF: 96.48% P: 96.66% R: 95.91% F: 96.29%
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+ 2024-03-31 14:40:24 INFO dev: loss: 0.3392 - UP: 86.67% UR: 53.53% UF: 66.18% P: 83.81% R: 51.76% F: 64.00%
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+ 2024-03-31 14:40:24 INFO test: loss: nan - UP: 67.40% UR: 51.28% UF: 58.24% P: 60.63% R: 46.12% F: 52.39%
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+ 2024-03-31 14:40:26 INFO lr: 4.8750e-05 - loss: 0.0024 - UP: 97.87% UR: 95.26% UF: 96.55% P: 97.73% R: 95.13% F: 96.42%
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+ 2024-03-31 14:40:26 INFO 0:00:02.049163s elapsed
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+ 2024-03-31 14:40:28 INFO dev: loss: 0.3354 - UP: 90.72% UR: 51.76% UF: 65.92% P: 87.63% R: 50.00% F: 63.67%
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+ 2024-03-31 14:40:29 INFO test: loss: nan - UP: 69.82% UR: 48.26% UF: 57.07% P: 63.39% R: 43.82% F: 51.82%
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+ 2024-03-31 14:40:29 INFO 0:00:02.140550s elapsed
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+ 2024-03-31 14:40:30 INFO lr: 4.8730e-05 - loss: 0.0002 - UP: 98.51% UR: 94.61% UF: 96.52% P: 98.31% R: 94.42% F: 96.33%
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+ 2024-03-31 14:40:30 INFO dev: loss: 0.3178 - UP: 85.05% UR: 53.53% UF: 65.70% P: 82.24% R: 51.76% F: 63.54%
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+ 2024-03-31 14:40:31 INFO 0:00:02.100974s elapsed
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+ 2024-03-31 14:40:32 INFO lr: 4.8720e-05 - loss: 0.0106 - UP: 96.71% UR: 95.39% UF: 96.05% P: 96.58% R: 95.26% F: 95.92%
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+ 2024-03-31 14:40:32 INFO dev: loss: 0.3236 - UP: 87.88% UR: 51.18% UF: 64.68% P: 84.85% R: 49.41% F: 62.45%
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+ 2024-03-31 14:40:33 INFO test: loss: nan - UP: 67.59% UR: 49.98% UF: 57.47% P: 60.96% R: 45.08% F: 51.83%
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+ 2024-03-31 14:40:33 INFO 0:00:02.109136s elapsed
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+ 2024-03-31 14:40:35 INFO lr: 4.8710e-05 - loss: 0.0000 - UP: 97.95% UR: 95.98% UF: 96.95% P: 97.88% R: 95.91% F: 96.89%
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+ 2024-03-31 14:40:35 INFO dev: loss: 0.3216 - UP: 83.78% UR: 54.71% UF: 66.19% P: 80.18% R: 52.35% F: 63.35%
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+ 2024-03-31 14:40:35 INFO 0:00:02.116780s elapsed
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+ 2024-03-31 14:40:35 INFO Epoch 130 / 5000:
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+ 2024-03-31 14:40:37 INFO lr: 4.8700e-05 - loss: 0.0000 - UP: 97.81% UR: 95.46% UF: 96.62% P: 97.67% R: 95.33% F: 96.49%
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+ 2024-03-31 14:40:37 INFO dev: loss: 0.3306 - UP: 88.68% UR: 55.29% UF: 68.12% P: 84.91% R: 52.94% F: 65.22%
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+ 2024-03-31 14:40:40 INFO 0:00:02.111056s elapsed (saved)
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+ 2024-03-31 14:40:42 INFO lr: 4.8690e-05 - loss: 0.0000 - UP: 98.11% UR: 94.48% UF: 96.26% P: 97.98% R: 94.35% F: 96.13%
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+ 2024-03-31 14:40:42 INFO dev: loss: 0.3352 - UP: 80.70% UR: 54.12% UF: 64.79% P: 77.19% R: 51.76% F: 61.97%
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+ 2024-03-31 14:40:42 INFO test: loss: nan - UP: 62.89% UR: 55.38% UF: 58.90% P: 55.76% R: 49.10% F: 52.22%
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+ 2024-03-31 14:40:42 INFO 0:00:02.114815s elapsed
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+ 2024-03-31 14:40:44 INFO lr: 4.8680e-05 - loss: 0.0000 - UP: 95.31% UR: 94.94% UF: 95.12% P: 95.18% R: 94.81% F: 94.99%
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+ 2024-03-31 14:40:44 INFO dev: loss: 0.3002 - UP: 79.66% UR: 55.29% UF: 65.28% P: 75.42% R: 52.35% F: 61.81%
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+ 2024-03-31 14:40:44 INFO test: loss: nan - UP: 61.21% UR: 56.51% UF: 58.77% P: 54.36% R: 50.19% F: 52.19%
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+ 2024-03-31 14:40:44 INFO 0:00:02.149756s elapsed
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+ 2024-03-31 14:40:44 INFO Epoch 133 / 5000:
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+ 2024-03-31 14:40:46 INFO lr: 4.8670e-05 - loss: 0.0058 - UP: 95.83% UR: 90.91% UF: 93.31% P: 95.35% R: 90.46% F: 92.84%
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+ 2024-03-31 14:40:46 INFO dev: loss: 0.2485 - UP: 72.64% UR: 45.29% UF: 55.80% P: 67.92% R: 42.35% F: 52.17%
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+ 2024-03-31 14:40:47 INFO 0:00:02.177056s elapsed
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+ 2024-03-31 14:40:47 INFO Epoch 134 / 5000:
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+ 2024-03-31 14:40:48 INFO lr: 4.8660e-05 - loss: 0.0001 - UP: 89.43% UR: 85.66% UF: 87.50% P: 88.55% R: 84.82% F: 86.64%
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+ 2024-03-31 14:40:48 INFO dev: loss: 0.3053 - UP: 77.89% UR: 43.53% UF: 55.85% P: 69.47% R: 38.82% F: 49.81%
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+ 2024-03-31 14:40:49 INFO 0:00:02.132492s elapsed
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+ 2024-03-31 14:40:49 INFO Epoch 135 / 5000:
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+ 2024-03-31 14:40:50 INFO lr: 4.8650e-05 - loss: 0.0084 - UP: 86.37% UR: 77.29% UF: 81.58% P: 84.99% R: 76.05% F: 80.27%
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+ 2024-03-31 14:40:50 INFO dev: loss: 0.2413 - UP: 77.63% UR: 34.71% UF: 47.97% P: 68.42% R: 30.59% F: 42.28%
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+ 2024-03-31 14:40:51 INFO test: loss: nan - UP: 64.43% UR: 37.41% UF: 47.34% P: 56.42% R: 32.76% F: 41.45%
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+ 2024-03-31 14:40:51 INFO 0:00:02.089323s elapsed
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+ 2024-03-31 14:40:51 INFO Epoch 136 / 5000:
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+ 2024-03-31 14:40:52 INFO lr: 4.8640e-05 - loss: 0.0106 - UP: 77.96% UR: 68.40% UF: 72.87% P: 75.96% R: 66.65% F: 71.00%
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+ 2024-03-31 14:40:53 INFO dev: loss: 0.3107 - UP: 82.26% UR: 30.00% UF: 43.97% P: 67.74% R: 24.71% F: 36.21%
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+ 2024-03-31 14:40:53 INFO test: loss: nan - UP: 66.21% UR: 32.68% UF: 43.76% P: 57.22% R: 28.24% F: 37.81%
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+ 2024-03-31 14:40:53 INFO 0:00:02.111079s elapsed
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+ 2024-03-31 14:40:53 INFO Epoch 137 / 5000:
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+ 2024-03-31 14:40:55 INFO lr: 4.8630e-05 - loss: 0.0933 - UP: 90.34% UR: 66.77% UF: 76.79% P: 88.76% R: 65.61% F: 75.45%
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+ 2024-03-31 14:40:55 INFO dev: loss: 0.3908 - UP: 64.36% UR: 38.24% UF: 47.97% P: 51.49% R: 30.59% F: 38.38%
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+ 2024-03-31 14:40:55 INFO test: loss: nan - UP: 58.64% UR: 47.47% UF: 52.47% P: 48.91% R: 39.59% F: 43.76%
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+ 2024-03-31 14:40:55 INFO 0:00:02.124158s elapsed
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+ 2024-03-31 14:40:57 INFO lr: 4.8620e-05 - loss: 0.0966 - UP: 70.60% UR: 72.16% UF: 71.37% P: 69.90% R: 71.45% F: 70.67%
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+ 2024-03-31 14:40:57 INFO dev: loss: 0.2740 - UP: 83.02% UR: 25.88% UF: 39.46% P: 77.36% R: 24.12% F: 36.77%
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+ 2024-03-31 14:40:57 INFO test: loss: nan - UP: 65.43% UR: 33.14% UF: 43.99% P: 59.80% R: 30.29% F: 40.21%
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+ 2024-03-31 14:40:57 INFO 0:00:02.109782s elapsed
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+ 2024-03-31 14:40:59 INFO lr: 4.8610e-05 - loss: 0.0054 - UP: 89.91% UR: 74.63% UF: 81.56% P: 89.29% R: 74.11% F: 80.99%
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+ 2024-03-31 14:40:59 INFO dev: loss: 0.2905 - UP: 72.97% UR: 47.65% UF: 57.65% P: 62.16% R: 40.59% F: 49.11%
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+ 2024-03-31 14:40:59 INFO 0:00:02.090164s elapsed
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+ 2024-03-31 14:40:59 INFO Epoch 140 / 5000:
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+ 2024-03-31 14:41:01 INFO lr: 4.8600e-05 - loss: 0.0016 - UP: 94.86% UR: 83.78% UF: 88.97% P: 94.78% R: 83.71% F: 88.90%
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+ 2024-03-31 14:41:01 INFO dev: loss: 0.2702 - UP: 75.47% UR: 47.06% UF: 57.97% P: 68.87% R: 42.94% F: 52.90%
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+ 2024-03-31 14:41:01 INFO 0:00:02.093532s elapsed
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+ 2024-03-31 14:41:03 INFO lr: 4.8590e-05 - loss: 0.0034 - UP: 90.23% UR: 85.66% UF: 87.88% P: 90.02% R: 85.46% F: 87.68%
911
+ 2024-03-31 14:41:03 INFO dev: loss: 0.2603 - UP: 82.89% UR: 37.06% UF: 51.22% P: 73.68% R: 32.94% F: 45.53%
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+ 2024-03-31 14:41:03 INFO test: loss: nan - UP: 65.21% UR: 40.76% UF: 50.17% P: 57.24% R: 35.78% F: 44.03%
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+ 2024-03-31 14:41:03 INFO 0:00:02.091328s elapsed
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+ 2024-03-31 14:41:03 INFO Epoch 142 / 5000:
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+ 2024-03-31 14:41:05 INFO lr: 4.8580e-05 - loss: 0.0192 - UP: 94.93% UR: 83.84% UF: 89.04% P: 94.78% R: 83.71% F: 88.90%
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+ 2024-03-31 14:41:05 INFO dev: loss: 0.2868 - UP: 83.72% UR: 42.35% UF: 56.25% P: 79.07% R: 40.00% F: 53.12%
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+ 2024-03-31 14:41:05 INFO test: loss: nan - UP: 66.21% UR: 40.72% UF: 50.43% P: 60.90% R: 37.45% F: 46.38%
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+ 2024-03-31 14:41:05 INFO 0:00:02.082903s elapsed
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+ 2024-03-31 14:41:07 INFO lr: 4.8570e-05 - loss: 0.0009 - UP: 93.84% UR: 85.01% UF: 89.21% P: 93.62% R: 84.82% F: 89.00%
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+ 2024-03-31 14:41:07 INFO dev: loss: 0.3132 - UP: 82.02% UR: 42.94% UF: 56.37% P: 71.91% R: 37.65% F: 49.42%
924
+ 2024-03-31 14:41:08 INFO test: loss: nan - UP: 63.73% UR: 37.83% UF: 47.48% P: 55.89% R: 33.18% F: 41.64%
925
+ 2024-03-31 14:41:08 INFO 0:00:02.123812s elapsed
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+ 2024-03-31 14:41:09 INFO lr: 4.8560e-05 - loss: 0.0004 - UP: 94.05% UR: 88.25% UF: 91.06% P: 93.78% R: 87.99% F: 90.79%
929
+ 2024-03-31 14:41:09 INFO dev: loss: 0.2543 - UP: 85.23% UR: 44.12% UF: 58.14% P: 80.68% R: 41.76% F: 55.04%
930
+ 2024-03-31 14:41:10 INFO test: loss: nan - UP: 61.82% UR: 43.07% UF: 50.77% P: 55.32% R: 38.54% F: 45.43%
931
+ 2024-03-31 14:41:10 INFO 0:00:02.109309s elapsed
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+ 2024-03-31 14:41:11 INFO lr: 4.8550e-05 - loss: 0.0005 - UP: 96.03% UR: 89.55% UF: 92.68% P: 95.82% R: 89.36% F: 92.48%
935
+ 2024-03-31 14:41:11 INFO dev: loss: 0.2541 - UP: 83.87% UR: 45.88% UF: 59.32% P: 79.57% R: 43.53% F: 56.27%
936
+ 2024-03-31 14:41:12 INFO test: loss: nan - UP: 61.39% UR: 46.63% UF: 53.00% P: 54.83% R: 41.64% F: 47.33%
937
+ 2024-03-31 14:41:12 INFO 0:00:02.094364s elapsed
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+ 2024-03-31 14:41:13 INFO lr: 4.8540e-05 - loss: 0.0162 - UP: 98.14% UR: 89.10% UF: 93.40% P: 98.07% R: 89.03% F: 93.33%
941
+ 2024-03-31 14:41:14 INFO dev: loss: 0.2546 - UP: 85.26% UR: 47.65% UF: 61.13% P: 81.05% R: 45.29% F: 58.11%
942
+ 2024-03-31 14:41:14 INFO test: loss: nan - UP: 62.35% UR: 46.63% UF: 53.36% P: 55.57% R: 41.56% F: 47.56%
943
+ 2024-03-31 14:41:14 INFO 0:00:02.065966s elapsed
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+ 2024-03-31 14:41:16 INFO lr: 4.8530e-05 - loss: 0.0010 - UP: 96.09% UR: 92.54% UF: 94.28% P: 96.02% R: 92.47% F: 94.21%
947
+ 2024-03-31 14:41:16 INFO dev: loss: 0.2652 - UP: 87.10% UR: 47.65% UF: 61.60% P: 82.80% R: 45.29% F: 58.56%
948
+ 2024-03-31 14:41:16 INFO test: loss: nan - UP: 63.91% UR: 43.40% UF: 51.70% P: 57.37% R: 38.96% F: 46.41%
949
+ 2024-03-31 14:41:16 INFO 0:00:02.089312s elapsed
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+
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+ 2024-03-31 14:41:18 INFO lr: 4.8520e-05 - loss: 0.0000 - UP: 96.38% UR: 93.25% UF: 94.79% P: 96.24% R: 93.12% F: 94.66%
953
+ 2024-03-31 14:41:18 INFO dev: loss: 0.2828 - UP: 85.42% UR: 48.24% UF: 61.65% P: 81.25% R: 45.88% F: 58.65%
954
+ 2024-03-31 14:41:18 INFO test: loss: nan - UP: 61.07% UR: 47.05% UF: 53.15% P: 54.43% R: 41.94% F: 47.37%
955
+ 2024-03-31 14:41:18 INFO 0:00:02.085058s elapsed
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+ 2024-03-31 14:41:20 INFO lr: 4.8510e-05 - loss: 0.0003 - UP: 97.08% UR: 92.80% UF: 94.89% P: 97.01% R: 92.73% F: 94.82%
959
+ 2024-03-31 14:41:20 INFO dev: loss: 0.2891 - UP: 85.42% UR: 48.24% UF: 61.65% P: 81.25% R: 45.88% F: 58.65%
960
+ 2024-03-31 14:41:20 INFO test: loss: nan - UP: 61.94% UR: 48.89% UF: 54.65% P: 55.36% R: 43.70% F: 48.84%
961
+ 2024-03-31 14:41:20 INFO 0:00:02.134741s elapsed
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+ 2024-03-31 14:41:22 INFO lr: 4.8500e-05 - loss: 0.0000 - UP: 97.28% UR: 92.99% UF: 95.09% P: 97.08% R: 92.80% F: 94.89%
965
+ 2024-03-31 14:41:22 INFO dev: loss: 0.2885 - UP: 86.46% UR: 48.82% UF: 62.41% P: 82.29% R: 46.47% F: 59.40%
966
+ 2024-03-31 14:41:22 INFO test: loss: nan - UP: 63.58% UR: 46.29% UF: 53.58% P: 57.08% R: 41.56% F: 48.10%
967
+ 2024-03-31 14:41:22 INFO 0:00:02.131331s elapsed
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+ 2024-03-31 14:41:24 INFO lr: 4.8490e-05 - loss: 0.0006 - UP: 97.35% UR: 92.80% UF: 95.02% P: 97.21% R: 92.67% F: 94.88%
971
+ 2024-03-31 14:41:24 INFO dev: loss: 0.2915 - UP: 83.50% UR: 50.59% UF: 63.00% P: 79.61% R: 48.24% F: 60.07%
972
+ 2024-03-31 14:41:24 INFO test: loss: nan - UP: 60.93% UR: 49.85% UF: 54.84% P: 54.53% R: 44.62% F: 49.08%
973
+ 2024-03-31 14:41:24 INFO 0:00:02.131300s elapsed
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+ 2024-03-31 14:41:26 INFO lr: 4.8480e-05 - loss: 0.0000 - UP: 97.36% UR: 93.19% UF: 95.23% P: 96.81% R: 92.67% F: 94.69%
977
+ 2024-03-31 14:41:26 INFO dev: loss: 0.3858 - UP: 85.42% UR: 48.24% UF: 61.65% P: 78.12% R: 44.12% F: 56.39%
978
+ 2024-03-31 14:41:27 INFO test: loss: nan - UP: 64.19% UR: 46.63% UF: 54.02% P: 57.38% R: 41.68% F: 48.29%
979
+ 2024-03-31 14:41:27 INFO 0:00:02.136230s elapsed
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+ 2024-03-31 14:41:28 INFO lr: 4.8470e-05 - loss: 0.0004 - UP: 95.60% UR: 91.63% UF: 93.57% P: 95.26% R: 91.30% F: 93.24%
983
+ 2024-03-31 14:41:28 INFO dev: loss: 0.4008 - UP: 81.90% UR: 50.59% UF: 62.55% P: 71.43% R: 44.12% F: 54.55%
984
+ 2024-03-31 14:41:29 INFO test: loss: nan - UP: 61.39% UR: 49.43% UF: 54.77% P: 53.43% R: 43.02% F: 47.67%
985
+ 2024-03-31 14:41:29 INFO 0:00:02.113261s elapsed
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+ 2024-03-31 14:41:30 INFO lr: 4.8460e-05 - loss: 0.0004 - UP: 95.54% UR: 89.03% UF: 92.17% P: 94.36% R: 87.93% F: 91.03%
989
+ 2024-03-31 14:41:30 INFO dev: loss: 0.2794 - UP: 80.85% UR: 44.71% UF: 57.58% P: 77.66% R: 42.94% F: 55.30%
990
+ 2024-03-31 14:41:31 INFO test: loss: nan - UP: 63.84% UR: 45.04% UF: 52.81% P: 57.54% R: 40.59% F: 47.61%
991
+ 2024-03-31 14:41:31 INFO 0:00:02.075107s elapsed
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+ 2024-03-31 14:41:32 INFO lr: 4.8450e-05 - loss: 0.0015 - UP: 95.15% UR: 89.16% UF: 92.06% P: 94.67% R: 88.71% F: 91.59%
995
+ 2024-03-31 14:41:32 INFO dev: loss: 0.3015 - UP: 82.76% UR: 42.35% UF: 56.03% P: 80.46% R: 41.18% F: 54.47%
996
+ 2024-03-31 14:41:33 INFO test: loss: nan - UP: 63.99% UR: 43.32% UF: 51.66% P: 58.23% R: 39.42% F: 47.01%
997
+ 2024-03-31 14:41:33 INFO 0:00:02.067092s elapsed
998
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+ 2024-03-31 14:41:35 INFO lr: 4.8440e-05 - loss: 0.0022 - UP: 96.56% UR: 91.17% UF: 93.79% P: 96.36% R: 90.98% F: 93.59%
1001
+ 2024-03-31 14:41:35 INFO dev: loss: 0.2962 - UP: 87.50% UR: 45.29% UF: 59.69% P: 84.09% R: 43.53% F: 57.36%
1002
+ 2024-03-31 14:41:35 INFO test: loss: nan - UP: 64.82% UR: 42.14% UF: 51.08% P: 59.15% R: 38.46% F: 46.61%
1003
+ 2024-03-31 14:41:35 INFO 0:00:02.113716s elapsed
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+ 2024-03-31 14:41:37 INFO lr: 4.8430e-05 - loss: 0.0216 - UP: 95.98% UR: 92.93% UF: 94.43% P: 95.71% R: 92.67% F: 94.16%
1007
+ 2024-03-31 14:41:37 INFO dev: loss: 0.3056 - UP: 81.72% UR: 44.71% UF: 57.79% P: 79.57% R: 43.53% F: 56.27%
1008
+ 2024-03-31 14:41:37 INFO test: loss: nan - UP: 63.22% UR: 45.37% UF: 52.83% P: 56.39% R: 40.47% F: 47.12%
1009
+ 2024-03-31 14:41:37 INFO 0:00:02.110457s elapsed
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+ 2024-03-31 14:41:39 INFO lr: 4.8420e-05 - loss: 0.0120 - UP: 96.95% UR: 92.80% UF: 94.83% P: 96.61% R: 92.47% F: 94.50%
1013
+ 2024-03-31 14:41:39 INFO dev: loss: 0.3197 - UP: 86.36% UR: 44.71% UF: 58.91% P: 82.95% R: 42.94% F: 56.59%
1014
+ 2024-03-31 14:41:39 INFO test: loss: nan - UP: 65.25% UR: 43.74% UF: 52.37% P: 59.69% R: 40.01% F: 47.91%
1015
+ 2024-03-31 14:41:39 INFO 0:00:02.120421s elapsed
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1018
+ 2024-03-31 14:41:41 INFO lr: 4.8410e-05 - loss: 0.0102 - UP: 95.97% UR: 92.80% UF: 94.36% P: 95.77% R: 92.60% F: 94.16%
1019
+ 2024-03-31 14:41:41 INFO dev: loss: 0.3217 - UP: 84.47% UR: 51.18% UF: 63.74% P: 78.64% R: 47.65% F: 59.34%
1020
+ 2024-03-31 14:41:41 INFO test: loss: nan - UP: 63.49% UR: 48.60% UF: 55.05% P: 57.96% R: 44.37% F: 50.26%
1021
+ 2024-03-31 14:41:41 INFO 0:00:02.084611s elapsed
1022
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1024
+ 2024-03-31 14:41:43 INFO lr: 4.8400e-05 - loss: 0.0033 - UP: 95.76% UR: 93.84% UF: 94.79% P: 95.76% R: 93.84% F: 94.79%
1025
+ 2024-03-31 14:41:43 INFO dev: loss: 0.3301 - UP: 84.85% UR: 49.41% UF: 62.45% P: 77.78% R: 45.29% F: 57.25%
1026
+ 2024-03-31 14:41:43 INFO test: loss: nan - UP: 64.98% UR: 45.71% UF: 53.66% P: 59.20% R: 41.64% F: 48.89%
1027
+ 2024-03-31 14:41:43 INFO 0:00:02.108333s elapsed
1028
+
1029
+ 2024-03-31 14:41:47 INFO Epoch 130 saved
1030
+ 2024-03-31 14:41:47 INFO dev: UP: 88.68% UR: 55.29% UF: 68.12% P: 84.91% R: 52.94% F: 65.22%
1031
+ 2024-03-31 14:41:47 INFO test: UP: 67.35% UR: 51.07% UF: 58.09% P: 61.05% R: 46.29% F: 52.66%
1032
+ 2024-03-31 14:41:47 INFO 0:05:44.288755s elapsed, 0:00:02.151805s/epoch
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1
+ 2024-03-31 14:58:31 INFO
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_holder_desc/80/model_vi_multibooked_ca_xlm_10
18
+ device | 0
19
+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
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+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-31 14:58:31 INFO Building the fields
40
+ 2024-03-31 14:58:33 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-31 14:58:33 INFO Building the model
45
+ 2024-03-31 14:58:35 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-03-31 14:58:35 INFO Loading the data
65
+ 2024-03-31 14:58:35 INFO
66
+ train: Dataset(n_sentences=119, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=11, n_batches=9, n_buckets=9)
68
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
69
+
70
+ 2024-03-31 14:58:35 INFO Epoch 1 / 5000:
71
+ 2024-03-31 14:58:38 INFO lr: 4.9990e-05 - loss: 0.4035 - UP: 4.07% UR: 9.21% UF: 5.65% P: 0.98% R: 2.21% F: 1.35%
72
+ 2024-03-31 14:58:38 INFO dev: loss: 0.2457 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-03-31 14:58:39 INFO test: loss: 0.1996 - UP: 7.14% UR: 0.21% UF: 0.41% P: 1.43% R: 0.04% F: 0.08%
74
+ 2024-03-31 14:58:39 INFO 0:00:03.233060s elapsed
75
+
76
+ 2024-03-31 14:58:39 INFO Epoch 2 / 5000:
77
+ 2024-03-31 14:58:41 INFO lr: 4.9980e-05 - loss: 0.0971 - UP: 5.44% UR: 2.40% UF: 3.33% P: 3.53% R: 1.56% F: 2.16%
78
+ 2024-03-31 14:58:41 INFO dev: loss: 0.1830 - UP: 50.00% UR: 1.18% UF: 2.30% P: 50.00% R: 1.18% F: 2.30%
79
+ 2024-03-31 14:58:41 INFO test: loss: 0.1701 - UP: 72.41% UR: 1.76% UF: 3.44% P: 65.52% R: 1.59% F: 3.11%
80
+ 2024-03-31 14:58:46 INFO 0:00:02.615508s elapsed (saved)
81
+
82
+ 2024-03-31 14:58:46 INFO Epoch 3 / 5000:
83
+ 2024-03-31 14:58:48 INFO lr: 4.9970e-05 - loss: 0.1854 - UP: 23.58% UR: 7.79% UF: 11.71% P: 20.24% R: 6.68% F: 10.05%
84
+ 2024-03-31 14:58:48 INFO dev: loss: 0.1703 - UP: 76.92% UR: 5.88% UF: 10.93% P: 69.23% R: 5.29% F: 9.84%
85
+ 2024-03-31 14:58:48 INFO test: loss: 0.1548 - UP: 71.01% UR: 8.21% UF: 14.72% P: 60.87% R: 7.04% F: 12.62%
86
+ 2024-03-31 14:58:55 INFO 0:00:02.586197s elapsed (saved)
87
+
88
+ 2024-03-31 14:58:55 INFO Epoch 4 / 5000:
89
+ 2024-03-31 14:58:57 INFO lr: 4.9960e-05 - loss: 0.0434 - UP: 52.41% UR: 13.43% UF: 21.38% P: 46.84% R: 12.01% F: 19.11%
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+ 2024-03-31 14:59:49 INFO test: loss: 0.1759 - UP: 66.96% UR: 22.25% UF: 33.40% P: 60.53% R: 20.11% F: 30.19%
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+ 2024-03-31 14:59:54 INFO dev: loss: 0.1934 - UP: 71.43% UR: 26.47% UF: 38.63% P: 60.32% R: 22.35% F: 32.62%
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+ 2024-03-31 14:59:54 INFO test: loss: 0.1478 - UP: 62.94% UR: 33.51% UF: 43.74% P: 56.02% R: 29.83% F: 38.93%
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+ 2024-03-31 14:59:57 INFO dev: loss: 0.2186 - UP: 62.79% UR: 31.76% UF: 42.19% P: 54.65% R: 27.65% F: 36.72%
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+ 2024-03-31 14:59:57 INFO test: loss: 0.1526 - UP: 60.63% UR: 38.71% UF: 47.25% P: 55.38% R: 35.36% F: 43.16%
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+ 2024-03-31 14:59:59 INFO dev: loss: 0.2388 - UP: 81.97% UR: 29.41% UF: 43.29% P: 70.49% R: 25.29% F: 37.23%
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+ 2024-03-31 15:00:00 INFO test: loss: 0.1778 - UP: 70.70% UR: 29.12% UF: 41.25% P: 65.01% R: 26.77% F: 37.92%
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+ 2024-03-31 15:00:00 INFO 0:00:02.711874s elapsed
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+ 2024-03-31 15:00:02 INFO lr: 4.9820e-05 - loss: 0.0129 - UP: 84.19% UR: 61.52% UF: 71.09% P: 83.75% R: 61.19% F: 70.72%
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+ 2024-03-31 15:00:02 INFO dev: loss: 0.2165 - UP: 67.90% UR: 32.35% UF: 43.82% P: 61.73% R: 29.41% F: 39.84%
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+ 2024-03-31 15:00:02 INFO test: loss: 0.1578 - UP: 61.44% UR: 39.72% UF: 48.24% P: 56.06% R: 36.24% F: 44.02%
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+ 2024-03-31 15:00:09 INFO 0:00:02.624564s elapsed (saved)
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+ 2024-03-31 15:00:11 INFO dev: loss: 0.2519 - UP: 84.62% UR: 25.88% UF: 39.64% P: 73.08% R: 22.35% F: 34.23%
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+ 2024-03-31 15:00:12 INFO test: loss: 0.1708 - UP: 71.08% UR: 30.79% UF: 42.97% P: 64.99% R: 28.15% F: 39.29%
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+ 2024-03-31 15:00:12 INFO 0:00:02.711620s elapsed
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+ 2024-03-31 15:00:12 INFO Epoch 20 / 5000:
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+ 2024-03-31 15:00:14 INFO lr: 4.9800e-05 - loss: 0.0171 - UP: 86.54% UR: 63.85% UF: 73.49% P: 85.66% R: 63.21% F: 72.74%
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+ 2024-03-31 15:00:14 INFO dev: loss: 0.3344 - UP: 71.64% UR: 28.24% UF: 40.51% P: 52.24% R: 20.59% F: 29.54%
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+ 2024-03-31 15:00:14 INFO test: loss: 0.1992 - UP: 66.45% UR: 34.77% UF: 45.65% P: 59.41% R: 31.09% F: 40.81%
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+ 2024-03-31 15:00:14 INFO 0:00:02.614617s elapsed
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+ 2024-03-31 15:00:16 INFO lr: 4.9790e-05 - loss: 0.0007 - UP: 83.40% UR: 65.54% UF: 73.40% P: 83.07% R: 65.28% F: 73.11%
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+ 2024-03-31 15:00:17 INFO dev: loss: 0.2452 - UP: 73.33% UR: 32.35% UF: 44.90% P: 60.00% R: 26.47% F: 36.73%
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+ 2024-03-31 15:00:17 INFO test: loss: 0.1605 - UP: 61.53% UR: 40.13% UF: 48.58% P: 54.98% R: 35.86% F: 43.41%
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+ 2024-03-31 15:00:17 INFO 0:00:02.700785s elapsed
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+ 2024-03-31 15:00:19 INFO lr: 4.9780e-05 - loss: 0.0055 - UP: 88.47% UR: 62.75% UF: 73.42% P: 87.74% R: 62.23% F: 72.82%
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+ 2024-03-31 15:00:19 INFO dev: loss: 0.2343 - UP: 80.00% UR: 28.24% UF: 41.74% P: 73.33% R: 25.88% F: 38.26%
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+ 2024-03-31 15:00:20 INFO test: loss: 0.2232 - UP: 66.02% UR: 28.57% UF: 39.88% P: 59.73% R: 25.85% F: 36.08%
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+ 2024-03-31 15:00:22 INFO lr: 4.9770e-05 - loss: 0.0143 - UP: 86.72% UR: 67.81% UF: 76.11% P: 86.47% R: 67.62% F: 75.89%
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+ 2024-03-31 15:00:22 INFO dev: loss: 0.2302 - UP: 60.75% UR: 38.24% UF: 46.93% P: 57.94% R: 36.47% F: 44.77%
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+ 2024-03-31 15:00:22 INFO test: loss: 0.2075 - UP: 53.76% UR: 47.05% UF: 50.18% P: 46.67% R: 40.85% F: 43.57%
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+ 2024-03-31 15:00:29 INFO 0:00:02.717060s elapsed (saved)
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+ 2024-03-31 15:00:31 INFO lr: 4.9760e-05 - loss: 0.0238 - UP: 81.64% UR: 66.06% UF: 73.03% P: 81.15% R: 65.67% F: 72.60%
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+ 2024-03-31 15:00:31 INFO dev: loss: 0.2127 - UP: 73.77% UR: 26.47% UF: 38.96% P: 72.13% R: 25.88% F: 38.10%
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+ 2024-03-31 15:00:32 INFO test: loss: 0.1854 - UP: 66.27% UR: 32.59% UF: 43.70% P: 60.22% R: 29.62% F: 39.71%
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+ 2024-03-31 15:00:32 INFO 0:00:02.727786s elapsed
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+ 2024-03-31 15:00:32 INFO Epoch 25 / 5000:
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+ 2024-03-31 15:00:34 INFO lr: 4.9750e-05 - loss: 0.0013 - UP: 86.21% UR: 67.36% UF: 75.63% P: 86.13% R: 67.29% F: 75.56%
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+ 2024-03-31 15:00:34 INFO dev: loss: 0.2090 - UP: 74.39% UR: 35.88% UF: 48.41% P: 68.29% R: 32.94% F: 44.44%
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+ 2024-03-31 15:00:34 INFO test: loss: 0.1884 - UP: 61.97% UR: 42.19% UF: 50.20% P: 56.62% R: 38.54% F: 45.86%
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+ 2024-03-31 15:00:34 INFO 0:00:02.622724s elapsed
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+ 2024-03-31 15:00:37 INFO lr: 4.9740e-05 - loss: 0.0053 - UP: 91.66% UR: 67.75% UF: 77.91% P: 91.40% R: 67.55% F: 77.69%
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+ 2024-03-31 15:00:37 INFO dev: loss: 0.2367 - UP: 64.21% UR: 35.88% UF: 46.04% P: 62.11% R: 34.71% F: 44.53%
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+ 2024-03-31 15:00:37 INFO test: loss: 0.1986 - UP: 60.00% UR: 41.73% UF: 49.22% P: 54.34% R: 37.79% F: 44.58%
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+ 2024-03-31 15:00:37 INFO 0:00:02.640196s elapsed
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+ 2024-03-31 15:00:39 INFO lr: 4.9730e-05 - loss: 0.0125 - UP: 89.64% UR: 74.11% UF: 81.14% P: 89.32% R: 73.85% F: 80.85%
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+ 2024-03-31 15:00:39 INFO dev: loss: 0.2790 - UP: 70.13% UR: 31.76% UF: 43.72% P: 67.53% R: 30.59% F: 42.11%
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+ 2024-03-31 15:00:40 INFO test: loss: 0.2150 - UP: 64.01% UR: 36.66% UF: 46.62% P: 58.23% R: 33.35% F: 42.41%
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+ 2024-03-31 15:00:40 INFO 0:00:02.697383s elapsed
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+ 2024-03-31 15:00:42 INFO lr: 4.9720e-05 - loss: 0.0114 - UP: 91.62% UR: 73.78% UF: 81.74% P: 91.46% R: 73.65% F: 81.60%
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+ 2024-03-31 15:00:42 INFO dev: loss: 0.2594 - UP: 67.35% UR: 38.82% UF: 49.25% P: 65.31% R: 37.65% F: 47.76%
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+ 2024-03-31 15:00:42 INFO test: loss: 0.2318 - UP: 60.53% UR: 44.78% UF: 51.48% P: 52.60% R: 38.92% F: 44.74%
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+ 2024-03-31 15:00:49 INFO 0:00:02.659878s elapsed (saved)
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+ 2024-03-31 15:00:52 INFO lr: 4.9710e-05 - loss: 0.0235 - UP: 93.06% UR: 74.89% UF: 82.99% P: 92.58% R: 74.50% F: 82.56%
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+ 2024-03-31 15:00:52 INFO dev: loss: 0.2399 - UP: 77.03% UR: 33.53% UF: 46.72% P: 67.57% R: 29.41% F: 40.98%
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+ 2024-03-31 15:00:52 INFO test: loss: 0.1716 - UP: 68.29% UR: 38.08% UF: 48.90% P: 61.98% R: 34.56% F: 44.38%
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+ 2024-03-31 15:00:52 INFO 0:00:02.609063s elapsed
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+ 2024-03-31 15:00:54 INFO lr: 4.9700e-05 - loss: 0.0009 - UP: 92.12% UR: 77.42% UF: 84.13% P: 91.74% R: 77.09% F: 83.78%
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+ 2024-03-31 15:00:54 INFO dev: loss: 0.2715 - UP: 69.05% UR: 34.12% UF: 45.67% P: 66.67% R: 32.94% F: 44.09%
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+ 2024-03-31 15:00:55 INFO test: loss: 0.1869 - UP: 69.06% UR: 38.25% UF: 49.23% P: 63.31% R: 35.06% F: 45.13%
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+ 2024-03-31 15:00:55 INFO 0:00:02.672060s elapsed
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+ 2024-03-31 15:00:57 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 90.57% UR: 80.99% UF: 85.51% P: 90.20% R: 80.66% F: 85.17%
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+ 2024-03-31 15:00:57 INFO dev: loss: 0.3102 - UP: 71.43% UR: 38.24% UF: 49.81% P: 69.23% R: 37.06% F: 48.28%
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+ 2024-03-31 15:00:57 INFO test: loss: 0.1963 - UP: 64.88% UR: 44.20% UF: 52.58% P: 58.67% R: 39.97% F: 47.55%
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+ 2024-03-31 15:01:04 INFO 0:00:02.655003s elapsed (saved)
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+ 2024-03-31 15:01:06 INFO lr: 4.9680e-05 - loss: 0.0011 - UP: 90.95% UR: 79.56% UF: 84.87% P: 90.88% R: 79.49% F: 84.80%
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+ 2024-03-31 15:01:07 INFO dev: loss: 0.2885 - UP: 74.65% UR: 31.18% UF: 43.98% P: 71.83% R: 30.00% F: 42.32%
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+ 2024-03-31 15:01:07 INFO test: loss: 0.2019 - UP: 68.99% UR: 37.29% UF: 48.41% P: 63.26% R: 34.19% F: 44.38%
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+ 2024-03-31 15:01:09 INFO lr: 4.9670e-05 - loss: 0.0121 - UP: 93.74% UR: 78.65% UF: 85.53% P: 93.66% R: 78.59% F: 85.46%
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+ 2024-03-31 15:01:09 INFO dev: loss: 0.2697 - UP: 69.23% UR: 37.06% UF: 48.28% P: 64.84% R: 34.71% F: 45.21%
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+ 2024-03-31 15:01:10 INFO test: loss: 0.1909 - UP: 69.22% UR: 42.40% UF: 52.59% P: 63.89% R: 39.13% F: 48.53%
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+ 2024-03-31 15:01:12 INFO lr: 4.9660e-05 - loss: 0.0172 - UP: 92.11% UR: 78.78% UF: 84.92% P: 91.81% R: 78.52% F: 84.64%
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+ 2024-03-31 15:01:21 INFO lr: 4.9650e-05 - loss: 0.0087 - UP: 80.37% UR: 74.11% UF: 77.11% P: 80.08% R: 73.85% F: 76.84%
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+ 2024-03-31 15:01:41 INFO test: loss: 0.1936 - UP: 66.43% UR: 39.55% UF: 49.58% P: 60.38% R: 35.94% F: 45.06%
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+ 2024-03-31 15:01:44 INFO dev: loss: 0.3014 - UP: 69.81% UR: 43.53% UF: 53.62% P: 64.15% R: 40.00% F: 49.28%
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+ 2024-03-31 15:01:44 INFO test: loss: 0.2186 - UP: 62.68% UR: 45.25% UF: 52.55% P: 56.88% R: 41.06% F: 47.69%
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+ 2024-03-31 15:01:46 INFO dev: loss: 0.3090 - UP: 71.28% UR: 39.41% UF: 50.76% P: 69.15% R: 38.24% F: 49.24%
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+ 2024-03-31 15:01:47 INFO test: loss: 0.2149 - UP: 62.05% UR: 45.62% UF: 52.58% P: 55.44% R: 40.76% F: 46.98%
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+ 2024-03-31 15:01:47 INFO 0:00:02.707716s elapsed
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+ 2024-03-31 15:01:49 INFO dev: loss: 0.3429 - UP: 75.31% UR: 35.88% UF: 48.61% P: 74.07% R: 35.29% F: 47.81%
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+ 2024-03-31 15:01:49 INFO test: loss: 0.2171 - UP: 68.44% UR: 38.17% UF: 49.00% P: 63.49% R: 35.40% F: 45.45%
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+ 2024-03-31 15:01:52 INFO dev: loss: 0.3440 - UP: 76.14% UR: 39.41% UF: 51.94% P: 70.45% R: 36.47% F: 48.06%
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+ 2024-03-31 15:01:52 INFO test: loss: 0.2071 - UP: 67.35% UR: 38.63% UF: 49.09% P: 59.75% R: 34.27% F: 43.56%
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+ 2024-03-31 15:01:52 INFO 0:00:02.700097s elapsed
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+ 2024-03-31 15:01:54 INFO dev: loss: 0.2998 - UP: 72.41% UR: 49.41% UF: 58.74% P: 62.93% R: 42.94% F: 51.05%
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+ 2024-03-31 15:01:54 INFO test: loss: 0.1930 - UP: 63.12% UR: 47.97% UF: 54.51% P: 58.05% R: 44.11% F: 50.13%
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+ 2024-03-31 15:02:02 INFO 0:00:02.580589s elapsed (saved)
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+ 2024-03-31 15:02:04 INFO dev: loss: 0.3047 - UP: 74.36% UR: 51.18% UF: 60.63% P: 67.52% R: 46.47% F: 55.05%
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+ 2024-03-31 15:02:04 INFO test: loss: 0.2175 - UP: 63.37% UR: 44.78% UF: 52.48% P: 57.44% R: 40.59% F: 47.57%
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+ 2024-03-31 15:02:11 INFO 0:00:02.588351s elapsed (saved)
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+ 2024-03-31 15:02:13 INFO dev: loss: 0.3193 - UP: 78.38% UR: 51.18% UF: 61.92% P: 66.67% R: 43.53% F: 52.67%
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+ 2024-03-31 15:02:14 INFO test: loss: 0.2214 - UP: 65.82% UR: 43.57% UF: 52.43% P: 59.81% R: 39.59% F: 47.64%
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+ 2024-03-31 15:02:14 INFO 0:00:02.614309s elapsed
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+ 2024-03-31 15:02:16 INFO dev: loss: 0.2865 - UP: 76.64% UR: 48.24% UF: 59.21% P: 66.36% R: 41.76% F: 51.26%
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+ 2024-03-31 15:02:16 INFO test: loss: 0.2060 - UP: 65.32% UR: 44.74% UF: 53.11% P: 59.27% R: 40.59% F: 48.18%
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+ 2024-03-31 15:02:18 INFO dev: loss: 0.3023 - UP: 70.00% UR: 49.41% UF: 57.93% P: 62.50% R: 44.12% F: 51.72%
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+ 2024-03-31 15:02:19 INFO test: loss: 0.2041 - UP: 64.05% UR: 45.54% UF: 53.23% P: 58.52% R: 41.60% F: 48.63%
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+ 2024-03-31 15:02:19 INFO 0:00:02.602914s elapsed
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+ 2024-03-31 15:02:19 INFO Epoch 50 / 5000:
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+ 2024-03-31 15:02:21 INFO lr: 4.9500e-05 - loss: 0.0010 - UP: 91.99% UR: 80.47% UF: 85.84% P: 91.91% R: 80.40% F: 85.77%
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+ 2024-03-31 15:02:21 INFO dev: loss: 0.3390 - UP: 71.84% UR: 43.53% UF: 54.21% P: 65.05% R: 39.41% F: 49.08%
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+ 2024-03-31 15:02:21 INFO test: loss: 0.2184 - UP: 64.76% UR: 46.50% UF: 54.13% P: 58.11% R: 41.73% F: 48.57%
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+ 2024-03-31 15:02:21 INFO 0:00:02.598965s elapsed
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+ 2024-03-31 15:02:21 INFO Epoch 51 / 5000:
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+ 2024-03-31 15:02:24 INFO dev: loss: 0.3258 - UP: 75.49% UR: 45.29% UF: 56.62% P: 66.67% R: 40.00% F: 50.00%
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+ 2024-03-31 15:02:24 INFO test: loss: 0.2147 - UP: 63.86% UR: 44.87% UF: 52.71% P: 56.89% R: 39.97% F: 46.95%
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+ 2024-03-31 15:02:24 INFO 0:00:02.597054s elapsed
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+ 2024-03-31 15:02:24 INFO Epoch 52 / 5000:
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+ 2024-03-31 15:02:26 INFO lr: 4.9480e-05 - loss: 0.0082 - UP: 89.70% UR: 80.21% UF: 84.69% P: 89.55% R: 80.08% F: 84.55%
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+ 2024-03-31 15:02:26 INFO dev: loss: 0.2848 - UP: 70.87% UR: 42.94% UF: 53.48% P: 63.11% R: 38.24% F: 47.62%
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+ 2024-03-31 15:02:27 INFO test: loss: 0.2028 - UP: 62.11% UR: 45.66% UF: 52.63% P: 56.92% R: 41.85% F: 48.24%
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+ 2024-03-31 15:02:27 INFO 0:00:02.708477s elapsed
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+ 2024-03-31 15:02:27 INFO Epoch 53 / 5000:
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+ 2024-03-31 15:02:29 INFO lr: 4.9470e-05 - loss: 0.0010 - UP: 94.26% UR: 78.91% UF: 85.91% P: 94.11% R: 78.78% F: 85.76%
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+ 2024-03-31 15:02:29 INFO dev: loss: 0.2827 - UP: 72.13% UR: 51.76% UF: 60.27% P: 63.11% R: 45.29% F: 52.74%
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+ 2024-03-31 15:02:29 INFO test: loss: 0.2100 - UP: 60.83% UR: 48.35% UF: 53.87% P: 54.56% R: 43.36% F: 48.32%
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+ 2024-03-31 15:02:29 INFO 0:00:02.588570s elapsed
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+ 2024-03-31 15:02:29 INFO Epoch 54 / 5000:
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+ 2024-03-31 15:02:31 INFO lr: 4.9460e-05 - loss: 0.0154 - UP: 84.45% UR: 80.01% UF: 82.17% P: 84.25% R: 79.82% F: 81.97%
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+ 2024-03-31 15:02:31 INFO dev: loss: 0.2930 - UP: 74.12% UR: 37.06% UF: 49.41% P: 63.53% R: 31.76% F: 42.35%
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+ 2024-03-31 15:02:32 INFO test: loss: 0.1847 - UP: 62.23% UR: 38.04% UF: 47.22% P: 56.20% R: 34.35% F: 42.64%
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+ 2024-03-31 15:02:32 INFO 0:00:02.591360s elapsed
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+ 2024-03-31 15:02:32 INFO Epoch 55 / 5000:
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+ 2024-03-31 15:02:34 INFO lr: 4.9450e-05 - loss: 0.0035 - UP: 85.53% UR: 72.10% UF: 78.24% P: 84.37% R: 71.12% F: 77.18%
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+ 2024-03-31 15:02:34 INFO dev: loss: 0.2695 - UP: 68.75% UR: 38.82% UF: 49.62% P: 65.62% R: 37.06% F: 47.37%
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+ 2024-03-31 15:02:34 INFO test: loss: 0.2073 - UP: 62.29% UR: 47.67% UF: 54.01% P: 54.68% R: 41.85% F: 47.41%
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+ 2024-03-31 15:02:34 INFO 0:00:02.592656s elapsed
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+ 2024-03-31 15:02:36 INFO lr: 4.9440e-05 - loss: 0.0017 - UP: 85.30% UR: 73.78% UF: 79.12% P: 84.02% R: 72.68% F: 77.94%
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+ 2024-03-31 15:02:37 INFO dev: loss: 0.2732 - UP: 71.08% UR: 34.71% UF: 46.64% P: 61.45% R: 30.00% F: 40.32%
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+ 2024-03-31 15:02:37 INFO test: loss: 0.1781 - UP: 66.60% UR: 42.02% UF: 51.53% P: 59.03% R: 37.24% F: 45.67%
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+ 2024-03-31 15:02:37 INFO 0:00:02.558207s elapsed
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+ 2024-03-31 15:02:37 INFO Epoch 57 / 5000:
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+ 2024-03-31 15:02:39 INFO lr: 4.9430e-05 - loss: 0.0038 - UP: 93.61% UR: 74.11% UF: 82.72% P: 92.79% R: 73.46% F: 82.00%
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+ 2024-03-31 15:02:39 INFO dev: loss: 0.2476 - UP: 75.96% UR: 46.47% UF: 57.66% P: 70.19% R: 42.94% F: 53.28%
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+ 2024-03-31 15:02:40 INFO test: loss: 0.2046 - UP: 64.41% UR: 42.69% UF: 51.35% P: 56.89% R: 37.70% F: 45.35%
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+ 2024-03-31 15:02:40 INFO 0:00:02.596123s elapsed
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+ 2024-03-31 15:02:40 INFO Epoch 58 / 5000:
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+ 2024-03-31 15:02:42 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 89.77% UR: 78.00% UF: 83.47% P: 89.69% R: 77.94% F: 83.40%
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+ 2024-03-31 15:02:42 INFO dev: loss: 0.2974 - UP: 76.11% UR: 50.59% UF: 60.78% P: 68.14% R: 45.29% F: 54.42%
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+ 2024-03-31 15:02:42 INFO test: loss: 0.2583 - UP: 60.35% UR: 46.17% UF: 52.31% P: 52.68% R: 40.30% F: 45.67%
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+ 2024-03-31 15:02:42 INFO 0:00:02.587468s elapsed
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+ 2024-03-31 15:02:42 INFO Epoch 59 / 5000:
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+ 2024-03-31 15:02:44 INFO lr: 4.9410e-05 - loss: 0.0141 - UP: 91.02% UR: 78.26% UF: 84.16% P: 90.19% R: 77.55% F: 83.39%
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+ 2024-03-31 15:02:44 INFO dev: loss: 0.3644 - UP: 78.31% UR: 38.24% UF: 51.38% P: 68.67% R: 33.53% F: 45.06%
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+ 2024-03-31 15:02:45 INFO test: loss: 0.2206 - UP: 62.36% UR: 41.85% UF: 50.09% P: 55.74% R: 37.41% F: 44.77%
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+ 2024-03-31 15:02:45 INFO 0:00:02.584751s elapsed
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+ 2024-03-31 15:02:45 INFO Epoch 60 / 5000:
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+ 2024-03-31 15:02:47 INFO lr: 4.9400e-05 - loss: 0.0271 - UP: 80.32% UR: 72.55% UF: 76.24% P: 79.89% R: 72.16% F: 75.83%
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+ 2024-03-31 15:02:47 INFO dev: loss: 0.3442 - UP: 64.29% UR: 37.06% UF: 47.01% P: 61.22% R: 35.29% F: 44.78%
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+ 2024-03-31 15:02:47 INFO test: loss: 0.2664 - UP: 66.01% UR: 39.21% UF: 49.20% P: 60.65% R: 36.03% F: 45.20%
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+ 2024-03-31 15:02:47 INFO 0:00:02.568415s elapsed
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+ 2024-03-31 15:02:49 INFO lr: 4.9390e-05 - loss: 0.0198 - UP: 79.92% UR: 68.20% UF: 73.60% P: 79.47% R: 67.81% F: 73.18%
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+ 2024-03-31 15:02:49 INFO dev: loss: 0.2127 - UP: 73.91% UR: 30.00% UF: 42.68% P: 69.57% R: 28.24% F: 40.17%
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+ 2024-03-31 15:02:50 INFO test: loss: 0.2260 - UP: 60.21% UR: 38.04% UF: 46.62% P: 53.78% R: 33.98% F: 41.64%
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+ 2024-03-31 15:02:50 INFO 0:00:02.573516s elapsed
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+ 2024-03-31 15:02:52 INFO lr: 4.9380e-05 - loss: 0.0155 - UP: 83.78% UR: 71.06% UF: 76.90% P: 82.94% R: 70.34% F: 76.12%
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+ 2024-03-31 15:02:52 INFO dev: loss: 0.2322 - UP: 71.43% UR: 35.29% UF: 47.24% P: 64.29% R: 31.76% F: 42.52%
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+ 2024-03-31 15:02:52 INFO test: loss: 0.1914 - UP: 56.76% UR: 43.95% UF: 49.54% P: 50.81% R: 39.34% F: 44.34%
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+ 2024-03-31 15:02:52 INFO 0:00:02.610280s elapsed
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+ 2024-03-31 15:02:55 INFO lr: 4.9370e-05 - loss: 0.0099 - UP: 94.68% UR: 73.98% UF: 83.06% P: 94.44% R: 73.78% F: 82.84%
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+ 2024-03-31 15:02:55 INFO dev: loss: 0.2397 - UP: 69.39% UR: 40.00% UF: 50.75% P: 62.24% R: 35.88% F: 45.52%
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+ 2024-03-31 15:02:55 INFO test: loss: 0.1782 - UP: 60.18% UR: 47.93% UF: 53.36% P: 53.76% R: 42.82% F: 47.67%
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+ 2024-03-31 15:02:55 INFO 0:00:02.603491s elapsed
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+ 2024-03-31 15:02:55 INFO Epoch 64 / 5000:
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+ 2024-03-31 15:02:57 INFO lr: 4.9360e-05 - loss: 0.0143 - UP: 91.81% UR: 77.81% UF: 84.23% P: 91.42% R: 77.48% F: 83.88%
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+ 2024-03-31 15:02:57 INFO dev: loss: 0.2416 - UP: 76.74% UR: 38.82% UF: 51.56% P: 67.44% R: 34.12% F: 45.31%
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+ 2024-03-31 15:02:58 INFO test: loss: 0.1963 - UP: 61.86% UR: 42.73% UF: 50.55% P: 54.40% R: 37.58% F: 44.45%
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+ 2024-03-31 15:02:58 INFO 0:00:02.646641s elapsed
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+ 2024-03-31 15:03:00 INFO lr: 4.9350e-05 - loss: 0.0110 - UP: 94.51% UR: 77.09% UF: 84.92% P: 94.35% R: 76.96% F: 84.77%
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+ 2024-03-31 15:03:00 INFO test: loss: 0.1912 - UP: 65.16% UR: 40.59% UF: 50.03% P: 58.31% R: 36.32% F: 44.76%
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+ 2024-03-31 15:03:00 INFO 0:00:02.562066s elapsed
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+ 2024-03-31 15:03:02 INFO lr: 4.9340e-05 - loss: 0.0016 - UP: 90.84% UR: 83.65% UF: 87.09% P: 90.77% R: 83.58% F: 87.03%
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+ 2024-03-31 15:03:03 INFO dev: loss: 0.2994 - UP: 69.66% UR: 36.47% UF: 47.88% P: 62.92% R: 32.94% F: 43.24%
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+ 2024-03-31 15:03:13 INFO dev: loss: 0.3254 - UP: 71.00% UR: 41.76% UF: 52.59% P: 64.00% R: 37.65% F: 47.41%
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510
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+ 2024-03-31 15:03:23 INFO 0:00:02.578999s elapsed
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+ 2024-03-31 15:03:23 INFO Epoch 75 / 5000:
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+ 2024-03-31 15:03:26 INFO test: loss: 0.2337 - UP: 60.80% UR: 46.71% UF: 52.83% P: 54.03% R: 41.52% F: 46.96%
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+ 2024-03-31 15:03:33 INFO 0:00:02.610184s elapsed (saved)
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+ 2024-03-31 15:03:35 INFO dev: loss: 0.3641 - UP: 76.27% UR: 52.94% UF: 62.50% P: 63.56% R: 44.12% F: 52.08%
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+ 2024-03-31 15:03:36 INFO test: loss: 0.2429 - UP: 56.45% UR: 53.00% UF: 54.67% P: 49.22% R: 46.21% F: 47.67%
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+ 2024-03-31 15:03:36 INFO 0:00:02.715477s elapsed
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+ 2024-03-31 15:03:38 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 95.39% UR: 88.71% UF: 91.93% P: 95.32% R: 88.64% F: 91.86%
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+ 2024-03-31 15:03:38 INFO dev: loss: 0.3454 - UP: 76.27% UR: 52.94% UF: 62.50% P: 69.49% R: 48.24% F: 56.94%
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+ 2024-03-31 15:03:38 INFO test: loss: 0.2346 - UP: 62.13% UR: 49.02% UF: 54.80% P: 55.60% R: 43.86% F: 49.04%
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+ 2024-03-31 15:03:45 INFO 0:00:02.613963s elapsed (saved)
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+ 2024-03-31 15:03:45 INFO Epoch 78 / 5000:
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+ 2024-03-31 15:03:47 INFO lr: 4.9220e-05 - loss: 0.0033 - UP: 96.41% UR: 88.77% UF: 92.43% P: 96.34% R: 88.71% F: 92.36%
534
+ 2024-03-31 15:03:47 INFO dev: loss: 0.3512 - UP: 77.48% UR: 50.59% UF: 61.21% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 15:03:48 INFO test: loss: 0.2410 - UP: 63.29% UR: 47.67% UF: 54.38% P: 56.51% R: 42.56% F: 48.55%
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+ 2024-03-31 15:03:48 INFO 0:00:02.641512s elapsed
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+ 2024-03-31 15:03:48 INFO Epoch 79 / 5000:
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+ 2024-03-31 15:03:50 INFO lr: 4.9210e-05 - loss: 0.0048 - UP: 96.04% UR: 91.17% UF: 93.54% P: 95.90% R: 91.04% F: 93.41%
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+ 2024-03-31 15:03:50 INFO dev: loss: 0.3411 - UP: 77.88% UR: 51.76% UF: 62.19% P: 70.80% R: 47.06% F: 56.54%
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+ 2024-03-31 15:03:50 INFO test: loss: 0.2412 - UP: 63.18% UR: 48.89% UF: 55.13% P: 56.63% R: 43.82% F: 49.41%
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+ 2024-03-31 15:03:50 INFO 0:00:02.579939s elapsed
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+ 2024-03-31 15:03:50 INFO Epoch 80 / 5000:
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+ 2024-03-31 15:03:53 INFO lr: 4.9200e-05 - loss: 0.0007 - UP: 95.56% UR: 90.85% UF: 93.15% P: 95.49% R: 90.79% F: 93.08%
546
+ 2024-03-31 15:03:53 INFO dev: loss: 0.3600 - UP: 78.57% UR: 51.76% UF: 62.41% P: 71.43% R: 47.06% F: 56.74%
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+ 2024-03-31 15:03:53 INFO test: loss: 0.2255 - UP: 61.70% UR: 49.27% UF: 54.79% P: 55.61% R: 44.41% F: 49.38%
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+ 2024-03-31 15:03:53 INFO 0:00:02.594570s elapsed
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+ 2024-03-31 15:03:55 INFO lr: 4.9190e-05 - loss: 0.0011 - UP: 96.66% UR: 90.14% UF: 93.28% P: 95.62% R: 89.16% F: 92.28%
552
+ 2024-03-31 15:03:55 INFO dev: loss: 0.2740 - UP: 77.50% UR: 54.71% UF: 64.14% P: 70.83% R: 50.00% F: 58.62%
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+ 2024-03-31 15:03:56 INFO test: loss: 0.2668 - UP: 59.82% UR: 48.09% UF: 53.32% P: 50.08% R: 40.26% F: 44.64%
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+ 2024-03-31 15:04:02 INFO 0:00:02.560830s elapsed (saved)
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+ 2024-03-31 15:04:02 INFO Epoch 82 / 5000:
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+ 2024-03-31 15:04:05 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 96.76% UR: 85.14% UF: 90.58% P: 96.17% R: 84.62% F: 90.02%
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+ 2024-03-31 15:04:05 INFO dev: loss: 0.3087 - UP: 78.45% UR: 53.53% UF: 63.64% P: 69.83% R: 47.65% F: 56.64%
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+ 2024-03-31 15:04:05 INFO test: loss: 0.2263 - UP: 62.47% UR: 45.75% UF: 52.82% P: 52.52% R: 38.46% F: 44.40%
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+ 2024-03-31 15:04:05 INFO 0:00:02.724628s elapsed
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+ 2024-03-31 15:04:05 INFO Epoch 83 / 5000:
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+ 2024-03-31 15:04:07 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 93.92% UR: 91.24% UF: 92.56% P: 93.72% R: 91.04% F: 92.36%
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+ 2024-03-31 15:04:08 INFO test: loss: 0.2198 - UP: 63.09% UR: 48.26% UF: 54.69% P: 54.22% R: 41.47% F: 47.00%
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+ 2024-03-31 15:04:14 INFO 0:00:02.570134s elapsed (saved)
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+ 2024-03-31 15:04:14 INFO Epoch 84 / 5000:
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+ 2024-03-31 15:04:17 INFO lr: 4.9160e-05 - loss: 0.0076 - UP: 95.46% UR: 88.71% UF: 91.96% P: 95.32% R: 88.58% F: 91.83%
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+ 2024-03-31 15:04:17 INFO test: loss: 0.2329 - UP: 57.26% UR: 51.03% UF: 53.97% P: 48.05% R: 42.82% F: 45.28%
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+ 2024-03-31 15:04:17 INFO 0:00:02.721501s elapsed
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+ 2024-03-31 15:04:17 INFO Epoch 85 / 5000:
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+ 2024-03-31 15:04:19 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 94.64% UR: 90.59% UF: 92.57% P: 94.44% R: 90.40% F: 92.37%
576
+ 2024-03-31 15:04:19 INFO dev: loss: 0.2685 - UP: 79.35% UR: 42.94% UF: 55.73% P: 73.91% R: 40.00% F: 51.91%
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+ 2024-03-31 15:04:20 INFO test: loss: 0.2177 - UP: 68.04% UR: 42.90% UF: 52.62% P: 59.87% R: 37.75% F: 46.30%
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+ 2024-03-31 15:04:20 INFO 0:00:02.563079s elapsed
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+ 2024-03-31 15:04:20 INFO Epoch 86 / 5000:
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+ 2024-03-31 15:04:22 INFO lr: 4.9140e-05 - loss: 0.0357 - UP: 94.43% UR: 88.06% UF: 91.13% P: 93.88% R: 87.54% F: 90.60%
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+ 2024-03-31 15:04:22 INFO dev: loss: 0.2563 - UP: 73.39% UR: 47.06% UF: 57.35% P: 66.97% R: 42.94% F: 52.33%
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+ 2024-03-31 15:04:22 INFO test: loss: 0.2431 - UP: 56.39% UR: 53.08% UF: 54.68% P: 48.73% R: 45.87% F: 47.26%
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+ 2024-03-31 15:04:22 INFO 0:00:02.641737s elapsed
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+ 2024-03-31 15:04:22 INFO Epoch 87 / 5000:
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+ 2024-03-31 15:04:24 INFO lr: 4.9130e-05 - loss: 0.0154 - UP: 95.77% UR: 89.68% UF: 92.63% P: 95.29% R: 89.23% F: 92.16%
588
+ 2024-03-31 15:04:24 INFO dev: loss: 0.2764 - UP: 79.81% UR: 48.82% UF: 60.58% P: 75.00% R: 45.88% F: 56.93%
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+ 2024-03-31 15:04:25 INFO test: loss: 0.2349 - UP: 62.56% UR: 44.87% UF: 52.26% P: 55.61% R: 39.88% F: 46.45%
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+ 2024-03-31 15:04:25 INFO 0:00:02.622069s elapsed
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+ 2024-03-31 15:04:25 INFO Epoch 88 / 5000:
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+ 2024-03-31 15:04:27 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 94.59% UR: 90.79% UF: 92.65% P: 94.39% R: 90.59% F: 92.45%
594
+ 2024-03-31 15:04:27 INFO dev: loss: 0.2783 - UP: 73.04% UR: 49.41% UF: 58.95% P: 69.57% R: 47.06% F: 56.14%
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+ 2024-03-31 15:04:27 INFO test: loss: 0.2418 - UP: 62.87% UR: 44.83% UF: 52.34% P: 54.94% R: 39.17% F: 45.73%
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+ 2024-03-31 15:04:27 INFO 0:00:02.618965s elapsed
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+ 2024-03-31 15:04:27 INFO Epoch 89 / 5000:
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+ 2024-03-31 15:04:30 INFO lr: 4.9110e-05 - loss: 0.0008 - UP: 95.38% UR: 89.81% UF: 92.51% P: 95.18% R: 89.62% F: 92.31%
600
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601
+ 2024-03-31 15:04:30 INFO test: loss: 0.2127 - UP: 63.33% UR: 45.87% UF: 53.21% P: 55.99% R: 40.55% F: 47.04%
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+ 2024-03-31 15:04:30 INFO 0:00:02.591392s elapsed
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+ 2024-03-31 15:04:30 INFO Epoch 90 / 5000:
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+ 2024-03-31 15:04:32 INFO lr: 4.9100e-05 - loss: 0.0166 - UP: 95.78% UR: 89.94% UF: 92.77% P: 95.72% R: 89.88% F: 92.70%
606
+ 2024-03-31 15:04:32 INFO dev: loss: 0.2873 - UP: 79.65% UR: 52.94% UF: 63.60% P: 70.80% R: 47.06% F: 56.54%
607
+ 2024-03-31 15:04:33 INFO test: loss: 0.2269 - UP: 60.90% UR: 49.73% UF: 54.75% P: 53.41% R: 43.61% F: 48.02%
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+ 2024-03-31 15:04:33 INFO 0:00:02.585071s elapsed
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+ 2024-03-31 15:04:33 INFO Epoch 91 / 5000:
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+ 2024-03-31 15:04:35 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 95.50% UR: 92.28% UF: 93.86% P: 95.37% R: 92.15% F: 93.73%
612
+ 2024-03-31 15:04:35 INFO dev: loss: 0.3019 - UP: 80.19% UR: 50.00% UF: 61.59% P: 71.70% R: 44.71% F: 55.07%
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+ 2024-03-31 15:04:35 INFO test: loss: 0.2340 - UP: 64.47% UR: 46.00% UF: 53.69% P: 56.66% R: 40.43% F: 47.19%
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+ 2024-03-31 15:04:35 INFO 0:00:02.548363s elapsed
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+ 2024-03-31 15:04:35 INFO Epoch 92 / 5000:
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+ 2024-03-31 15:04:37 INFO lr: 4.9080e-05 - loss: 0.0001 - UP: 96.07% UR: 93.58% UF: 94.81% P: 95.94% R: 93.45% F: 94.67%
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+ 2024-03-31 15:04:37 INFO dev: loss: 0.3181 - UP: 79.49% UR: 54.71% UF: 64.81% P: 70.09% R: 48.24% F: 57.14%
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+ 2024-03-31 15:04:38 INFO test: loss: 0.2376 - UP: 62.41% UR: 48.76% UF: 54.75% P: 54.80% R: 42.82% F: 48.07%
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+ 2024-03-31 15:04:38 INFO 0:00:02.590284s elapsed
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+ 2024-03-31 15:04:38 INFO Epoch 93 / 5000:
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+ 2024-03-31 15:04:40 INFO lr: 4.9070e-05 - loss: 0.0001 - UP: 95.66% UR: 88.58% UF: 91.98% P: 95.52% R: 88.45% F: 91.85%
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+ 2024-03-31 15:04:40 INFO dev: loss: 0.3146 - UP: 76.86% UR: 54.71% UF: 63.92% P: 68.60% R: 48.82% F: 57.04%
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+ 2024-03-31 15:04:40 INFO test: loss: 0.2326 - UP: 64.28% UR: 43.57% UF: 51.94% P: 57.48% R: 38.96% F: 46.44%
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+ 2024-03-31 15:04:40 INFO 0:00:02.573781s elapsed
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+ 2024-03-31 15:04:40 INFO Epoch 94 / 5000:
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+ 2024-03-31 15:04:43 INFO lr: 4.9060e-05 - loss: 0.0010 - UP: 96.40% UR: 90.33% UF: 93.27% P: 96.33% R: 90.27% F: 93.20%
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+ 2024-03-31 15:04:43 INFO dev: loss: 0.2954 - UP: 80.00% UR: 54.12% UF: 64.56% P: 72.17% R: 48.82% F: 58.25%
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+ 2024-03-31 15:04:43 INFO test: loss: 0.2121 - UP: 59.59% UR: 49.60% UF: 54.14% P: 51.99% R: 43.28% F: 47.23%
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+ 2024-03-31 15:04:43 INFO 0:00:02.582045s elapsed
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+ 2024-03-31 15:04:43 INFO Epoch 95 / 5000:
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+ 2024-03-31 15:04:45 INFO lr: 4.9050e-05 - loss: 0.0059 - UP: 96.69% UR: 91.11% UF: 93.82% P: 96.63% R: 91.04% F: 93.75%
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+ 2024-03-31 15:04:45 INFO dev: loss: 0.2918 - UP: 79.09% UR: 51.18% UF: 62.14% P: 70.91% R: 45.88% F: 55.71%
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+ 2024-03-31 15:04:46 INFO test: loss: 0.2108 - UP: 62.45% UR: 49.18% UF: 55.03% P: 54.47% R: 42.90% F: 48.00%
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+ 2024-03-31 15:04:46 INFO 0:00:02.600264s elapsed
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+ 2024-03-31 15:04:46 INFO Epoch 96 / 5000:
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+ 2024-03-31 15:04:48 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 96.56% UR: 92.80% UF: 94.64% P: 96.42% R: 92.67% F: 94.51%
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+ 2024-03-31 15:04:48 INFO dev: loss: 0.3172 - UP: 78.81% UR: 54.71% UF: 64.58% P: 72.03% R: 50.00% F: 59.03%
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+ 2024-03-31 15:04:48 INFO test: loss: 0.2170 - UP: 65.08% UR: 44.66% UF: 52.97% P: 58.79% R: 40.34% F: 47.85%
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+ 2024-03-31 15:04:48 INFO 0:00:02.585991s elapsed
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+ 2024-03-31 15:04:48 INFO Epoch 97 / 5000:
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+ 2024-03-31 15:04:50 INFO lr: 4.9030e-05 - loss: 0.0007 - UP: 96.69% UR: 92.93% UF: 94.77% P: 96.56% R: 92.80% F: 94.64%
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+ 2024-03-31 15:04:50 INFO dev: loss: 0.2946 - UP: 76.34% UR: 58.82% UF: 66.45% P: 71.76% R: 55.29% F: 62.46%
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+ 2024-03-31 15:04:51 INFO test: loss: 0.2201 - UP: 58.65% UR: 52.24% UF: 55.26% P: 51.88% R: 46.21% F: 48.88%
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+ 2024-03-31 15:05:40 INFO test: loss: 0.2339 - UP: 52.68% UR: 51.49% UF: 52.08% P: 44.45% R: 43.44% F: 43.94%
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+ 2024-03-31 15:05:43 INFO 0:00:02.703360s elapsed
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+ 2024-03-31 15:05:48 INFO 0:00:02.716943s elapsed
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+ 2024-03-31 15:05:51 INFO 0:00:02.722660s elapsed
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+ 2024-03-31 15:05:56 INFO lr: 4.8830e-05 - loss: 0.0089 - UP: 96.00% UR: 93.38% UF: 94.67% P: 95.86% R: 93.25% F: 94.54%
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+ 2024-03-31 15:05:57 INFO test: loss: 0.2387 - UP: 65.06% UR: 40.80% UF: 50.15% P: 57.45% R: 36.03% F: 44.28%
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+ 2024-03-31 15:05:57 INFO 0:00:02.695894s elapsed
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+ 2024-03-31 15:05:57 INFO Epoch 118 / 5000:
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+ 2024-03-31 15:05:59 INFO lr: 4.8820e-05 - loss: 0.0021 - UP: 96.63% UR: 89.23% UF: 92.78% P: 96.56% R: 89.16% F: 92.71%
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+ 2024-03-31 15:05:59 INFO test: loss: 0.3037 - UP: 63.49% UR: 44.95% UF: 52.64% P: 55.98% R: 39.63% F: 46.41%
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+ 2024-03-31 15:05:59 INFO 0:00:02.714311s elapsed
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+ 2024-03-31 15:06:02 INFO lr: 4.8810e-05 - loss: 0.0053 - UP: 89.34% UR: 85.92% UF: 87.60% P: 89.00% R: 85.59% F: 87.26%
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+ 2024-03-31 15:06:02 INFO 0:00:02.628607s elapsed
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+ 2024-03-31 15:06:04 INFO lr: 4.8800e-05 - loss: 0.0014 - UP: 91.90% UR: 79.56% UF: 85.29% P: 91.83% R: 79.49% F: 85.22%
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+ 2024-03-31 15:06:07 INFO lr: 4.8790e-05 - loss: 0.0009 - UP: 90.64% UR: 80.40% UF: 85.21% P: 90.27% R: 80.08% F: 84.87%
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+ 2024-03-31 15:06:07 INFO 0:00:02.609461s elapsed
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+ 2024-03-31 15:06:09 INFO lr: 4.8780e-05 - loss: 0.0046 - UP: 94.44% UR: 88.25% UF: 91.24% P: 94.17% R: 87.99% F: 90.98%
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+ 2024-03-31 15:06:10 INFO 0:00:02.609951s elapsed
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+ 2024-03-31 15:06:15 INFO lr: 4.8760e-05 - loss: 0.0043 - UP: 94.62% UR: 83.26% UF: 88.57% P: 93.22% R: 82.02% F: 87.26%
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+ 2024-03-31 15:06:17 INFO lr: 4.8750e-05 - loss: 0.0131 - UP: 92.57% UR: 84.94% UF: 88.60% P: 91.23% R: 83.71% F: 87.31%
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+ 2024-03-31 15:06:18 INFO 0:00:02.613813s elapsed
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+ 2024-03-31 15:06:23 INFO lr: 4.8730e-05 - loss: 0.0014 - UP: 90.75% UR: 76.38% UF: 82.95% P: 90.21% R: 75.92% F: 82.45%
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+ 2024-03-31 15:06:23 INFO 0:00:02.666695s elapsed
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+ 2024-03-31 15:06:25 INFO lr: 4.8720e-05 - loss: 0.0013 - UP: 94.80% UR: 87.61% UF: 91.06% P: 94.17% R: 87.02% F: 90.46%
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+ 2024-03-31 15:06:28 INFO lr: 4.8710e-05 - loss: 0.0001 - UP: 96.33% UR: 90.27% UF: 93.20% P: 96.33% R: 90.27% F: 93.20%
840
+ 2024-03-31 15:06:28 INFO dev: loss: 0.2718 - UP: 77.17% UR: 57.65% UF: 65.99% P: 68.50% R: 51.18% F: 58.59%
841
+ 2024-03-31 15:06:28 INFO test: loss: 0.2575 - UP: 58.82% UR: 50.57% UF: 54.38% P: 51.56% R: 44.32% F: 47.67%
842
+ 2024-03-31 15:06:28 INFO 0:00:02.645418s elapsed
843
+
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+ 2024-03-31 15:06:28 INFO Epoch 130 / 5000:
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+ 2024-03-31 15:06:30 INFO lr: 4.8700e-05 - loss: 0.0044 - UP: 95.10% UR: 91.95% UF: 93.50% P: 94.97% R: 91.82% F: 93.37%
846
+ 2024-03-31 15:06:31 INFO dev: loss: 0.2918 - UP: 81.08% UR: 52.94% UF: 64.06% P: 73.87% R: 48.24% F: 58.36%
847
+ 2024-03-31 15:06:31 INFO test: loss: 0.2587 - UP: 63.32% UR: 46.71% UF: 53.76% P: 56.39% R: 41.60% F: 47.88%
848
+ 2024-03-31 15:06:31 INFO 0:00:02.665366s elapsed
849
+
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+ 2024-03-31 15:06:31 INFO Epoch 131 / 5000:
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+ 2024-03-31 15:06:33 INFO lr: 4.8690e-05 - loss: 0.0001 - UP: 98.19% UR: 91.63% UF: 94.80% P: 98.12% R: 91.56% F: 94.73%
852
+ 2024-03-31 15:06:33 INFO dev: loss: 0.2852 - UP: 76.15% UR: 58.24% UF: 66.00% P: 68.46% R: 52.35% F: 59.33%
853
+ 2024-03-31 15:06:34 INFO test: loss: 0.2555 - UP: 59.87% UR: 50.69% UF: 54.90% P: 52.45% R: 44.41% F: 48.09%
854
+ 2024-03-31 15:06:34 INFO 0:00:02.714663s elapsed
855
+
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+ 2024-03-31 15:06:34 INFO Epoch 132 / 5000:
857
+ 2024-03-31 15:06:36 INFO lr: 4.8680e-05 - loss: 0.0017 - UP: 95.62% UR: 92.08% UF: 93.82% P: 95.55% R: 92.02% F: 93.75%
858
+ 2024-03-31 15:06:36 INFO dev: loss: 0.2901 - UP: 79.13% UR: 53.53% UF: 63.86% P: 71.30% R: 48.24% F: 57.54%
859
+ 2024-03-31 15:06:36 INFO test: loss: 0.2484 - UP: 61.32% UR: 48.35% UF: 54.06% P: 54.04% R: 42.61% F: 47.65%
860
+ 2024-03-31 15:06:36 INFO 0:00:02.620200s elapsed
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+ 2024-03-31 15:06:36 INFO Epoch 133 / 5000:
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+ 2024-03-31 15:06:39 INFO lr: 4.8670e-05 - loss: 0.0002 - UP: 96.63% UR: 91.17% UF: 93.82% P: 96.63% R: 91.17% F: 93.82%
864
+ 2024-03-31 15:06:39 INFO dev: loss: 0.2858 - UP: 76.34% UR: 58.82% UF: 66.45% P: 67.18% R: 51.76% F: 58.47%
865
+ 2024-03-31 15:06:39 INFO test: loss: 0.2591 - UP: 57.85% UR: 51.07% UF: 54.25% P: 49.98% R: 44.11% F: 46.86%
866
+ 2024-03-31 15:06:39 INFO 0:00:02.703039s elapsed
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869
+ 2024-03-31 15:06:41 INFO lr: 4.8660e-05 - loss: 0.0001 - UP: 97.00% UR: 94.55% UF: 95.76% P: 96.74% R: 94.29% F: 95.50%
870
+ 2024-03-31 15:06:41 INFO dev: loss: 0.2757 - UP: 78.12% UR: 58.82% UF: 67.11% P: 70.31% R: 52.94% F: 60.40%
871
+ 2024-03-31 15:06:42 INFO test: loss: 0.2670 - UP: 59.30% UR: 50.10% UF: 54.31% P: 51.66% R: 43.65% F: 47.32%
872
+ 2024-03-31 15:06:42 INFO 0:00:02.649721s elapsed
873
+
874
+ 2024-03-31 15:06:49 INFO Epoch 104 saved
875
+ 2024-03-31 15:06:49 INFO dev: UP: 80.31% UR: 60.00% UF: 68.69% P: 75.59% R: 56.47% F: 64.65%
876
+ 2024-03-31 15:06:49 INFO test: UP: 63.38% UR: 47.34% UF: 54.20% P: 56.31% R: 42.06% F: 48.15%
877
+ 2024-03-31 15:06:49 INFO 0:05:53.360907s elapsed, 0:00:02.637022s/epoch
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1
+ 2024-03-31 14:41:49 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
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_holder_desc/80/model_vi_multibooked_ca_xlm_6
17
+ device | 0
18
+ seed | 1
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+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
31
+ unk | unk
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+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-31 14:41:49 INFO Building the fields
39
+ 2024-03-31 14:41:50 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-31 14:41:50 INFO Building the model
44
+ 2024-03-31 14:41:53 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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
+ 2024-03-31 14:41:53 INFO Loading the data
64
+ 2024-03-31 14:41:53 INFO
65
+ train: Dataset(n_sentences=119, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=11, n_batches=9, n_buckets=9)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-31 14:41:53 INFO Epoch 1 / 5000:
70
+ 2024-03-31 14:41:56 INFO lr: 4.9990e-05 - loss: 0.4035 - UP: 4.07% UR: 9.21% UF: 5.65% P: 0.98% R: 2.21% F: 1.35%
71
+ 2024-03-31 14:41:56 INFO dev: loss: 0.2457 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-03-31 14:41:56 INFO test: loss: 0.1996 - UP: 7.14% UR: 0.21% UF: 0.41% P: 1.43% R: 0.04% F: 0.08%
73
+ 2024-03-31 14:41:56 INFO 0:00:03.206100s elapsed
74
+
75
+ 2024-03-31 14:41:56 INFO Epoch 2 / 5000:
76
+ 2024-03-31 14:41:58 INFO lr: 4.9980e-05 - loss: 0.0971 - UP: 5.44% UR: 2.40% UF: 3.33% P: 3.53% R: 1.56% F: 2.16%
77
+ 2024-03-31 14:41:59 INFO dev: loss: 0.1830 - UP: 50.00% UR: 1.18% UF: 2.30% P: 50.00% R: 1.18% F: 2.30%
78
+ 2024-03-31 14:41:59 INFO test: loss: 0.1701 - UP: 72.41% UR: 1.76% UF: 3.44% P: 65.52% R: 1.59% F: 3.11%
79
+ 2024-03-31 14:42:03 INFO 0:00:02.580016s elapsed (saved)
80
+
81
+ 2024-03-31 14:42:03 INFO Epoch 3 / 5000:
82
+ 2024-03-31 14:42:06 INFO lr: 4.9970e-05 - loss: 0.1854 - UP: 23.58% UR: 7.79% UF: 11.71% P: 20.24% R: 6.68% F: 10.05%
83
+ 2024-03-31 14:42:06 INFO dev: loss: 0.1703 - UP: 76.92% UR: 5.88% UF: 10.93% P: 69.23% R: 5.29% F: 9.84%
84
+ 2024-03-31 14:42:06 INFO test: loss: 0.1548 - UP: 71.01% UR: 8.21% UF: 14.72% P: 60.87% R: 7.04% F: 12.62%
85
+ 2024-03-31 14:42:14 INFO 0:00:02.570904s elapsed (saved)
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+
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+ 2024-03-31 14:42:14 INFO Epoch 4 / 5000:
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+ 2024-03-31 14:42:16 INFO lr: 4.9960e-05 - loss: 0.0434 - UP: 52.41% UR: 13.43% UF: 21.38% P: 46.84% R: 12.01% F: 19.11%
89
+ 2024-03-31 14:42:16 INFO dev: loss: 0.1727 - UP: 79.31% UR: 13.53% UF: 23.12% P: 75.86% R: 12.94% F: 22.11%
90
+ 2024-03-31 14:42:16 INFO test: loss: 0.1662 - UP: 66.89% UR: 12.69% UF: 21.34% P: 58.72% R: 11.14% F: 18.73%
91
+ 2024-03-31 14:42:23 INFO 0:00:02.644154s elapsed (saved)
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+
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+ 2024-03-31 14:42:23 INFO Epoch 5 / 5000:
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+ 2024-03-31 14:42:25 INFO lr: 4.9950e-05 - loss: 0.0110 - UP: 53.68% UR: 17.98% UF: 26.93% P: 50.78% R: 17.00% F: 25.47%
95
+ 2024-03-31 14:42:25 INFO dev: loss: 0.1577 - UP: 77.50% UR: 18.24% UF: 29.52% P: 75.00% R: 17.65% F: 28.57%
96
+ 2024-03-31 14:42:26 INFO test: loss: 0.1416 - UP: 63.93% UR: 16.34% UF: 26.03% P: 55.41% R: 14.16% F: 22.56%
97
+ 2024-03-31 14:42:32 INFO 0:00:02.604387s elapsed (saved)
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+
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+ 2024-03-31 14:42:32 INFO Epoch 6 / 5000:
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+ 2024-03-31 14:42:35 INFO lr: 4.9940e-05 - loss: 0.1177 - UP: 61.82% UR: 22.91% UF: 33.43% P: 60.42% R: 22.39% F: 32.67%
101
+ 2024-03-31 14:42:35 INFO dev: loss: 0.1822 - UP: 68.29% UR: 16.47% UF: 26.54% P: 65.85% R: 15.88% F: 25.59%
102
+ 2024-03-31 14:42:35 INFO test: loss: 0.1396 - UP: 62.77% UR: 17.30% UF: 27.13% P: 56.08% R: 15.46% F: 24.24%
103
+ 2024-03-31 14:42:35 INFO 0:00:02.653346s elapsed
104
+
105
+ 2024-03-31 14:42:35 INFO Epoch 7 / 5000:
106
+ 2024-03-31 14:42:37 INFO lr: 4.9930e-05 - loss: 0.0072 - UP: 66.81% UR: 31.21% UF: 42.55% P: 65.42% R: 30.56% F: 41.66%
107
+ 2024-03-31 14:42:37 INFO dev: loss: 0.1879 - UP: 73.17% UR: 17.65% UF: 28.44% P: 70.73% R: 17.06% F: 27.49%
108
+ 2024-03-31 14:42:38 INFO test: loss: 0.1532 - UP: 68.41% UR: 18.60% UF: 29.25% P: 61.79% R: 16.80% F: 26.42%
109
+ 2024-03-31 14:42:38 INFO 0:00:02.581986s elapsed
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+
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+ 2024-03-31 14:42:38 INFO Epoch 8 / 5000:
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+ 2024-03-31 14:42:40 INFO lr: 4.9920e-05 - loss: 0.0347 - UP: 58.85% UR: 27.84% UF: 37.80% P: 58.16% R: 27.51% F: 37.36%
113
+ 2024-03-31 14:42:40 INFO dev: loss: 0.1769 - UP: 69.49% UR: 24.12% UF: 35.81% P: 66.10% R: 22.94% F: 34.06%
114
+ 2024-03-31 14:42:40 INFO test: loss: 0.1466 - UP: 56.60% UR: 26.94% UF: 36.50% P: 50.88% R: 24.21% F: 32.81%
115
+ 2024-03-31 14:42:47 INFO 0:00:02.549631s elapsed (saved)
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+
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+ 2024-03-31 14:42:47 INFO Epoch 9 / 5000:
118
+ 2024-03-31 14:42:49 INFO lr: 4.9910e-05 - loss: 0.0233 - UP: 71.82% UR: 40.36% UF: 51.68% P: 70.67% R: 39.71% F: 50.85%
119
+ 2024-03-31 14:42:50 INFO dev: loss: 0.2623 - UP: 71.43% UR: 20.59% UF: 31.96% P: 61.22% R: 17.65% F: 27.40%
120
+ 2024-03-31 14:42:50 INFO test: loss: 0.1725 - UP: 59.64% UR: 25.01% UF: 35.24% P: 52.45% R: 21.99% F: 30.99%
121
+ 2024-03-31 14:42:50 INFO 0:00:02.699663s elapsed
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+
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+ 2024-03-31 14:42:50 INFO Epoch 10 / 5000:
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+ 2024-03-31 14:42:52 INFO lr: 4.9900e-05 - loss: 0.0383 - UP: 75.12% UR: 41.53% UF: 53.49% P: 72.54% R: 40.10% F: 51.65%
125
+ 2024-03-31 14:42:52 INFO dev: loss: 0.1912 - UP: 68.00% UR: 20.00% UF: 30.91% P: 66.00% R: 19.41% F: 30.00%
126
+ 2024-03-31 14:42:52 INFO test: loss: 0.1474 - UP: 64.53% UR: 23.25% UF: 34.19% P: 57.33% R: 20.65% F: 30.37%
127
+ 2024-03-31 14:42:52 INFO 0:00:02.594060s elapsed
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+
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+ 2024-03-31 14:42:52 INFO Epoch 11 / 5000:
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+ 2024-03-31 14:42:55 INFO lr: 4.9890e-05 - loss: 0.0073 - UP: 72.95% UR: 39.20% UF: 50.99% P: 71.74% R: 38.55% F: 50.15%
131
+ 2024-03-31 14:42:55 INFO dev: loss: 0.1787 - UP: 65.33% UR: 28.82% UF: 40.00% P: 62.67% R: 27.65% F: 38.37%
132
+ 2024-03-31 14:42:55 INFO test: loss: 0.1715 - UP: 60.94% UR: 32.55% UF: 42.44% P: 55.76% R: 29.79% F: 38.83%
133
+ 2024-03-31 14:43:02 INFO 0:00:02.575566s elapsed (saved)
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+
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+ 2024-03-31 14:43:02 INFO Epoch 12 / 5000:
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+ 2024-03-31 14:43:04 INFO lr: 4.9880e-05 - loss: 0.0235 - UP: 53.81% UR: 44.91% UF: 48.96% P: 52.10% R: 43.48% F: 47.40%
137
+ 2024-03-31 14:43:04 INFO dev: loss: 0.2017 - UP: 52.31% UR: 20.00% UF: 28.94% P: 50.77% R: 19.41% F: 28.09%
138
+ 2024-03-31 14:43:05 INFO test: loss: 0.1596 - UP: 58.94% UR: 30.79% UF: 40.45% P: 53.25% R: 27.82% F: 36.54%
139
+ 2024-03-31 14:43:05 INFO 0:00:02.700753s elapsed
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+
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+ 2024-03-31 14:43:05 INFO Epoch 13 / 5000:
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+ 2024-03-31 14:43:07 INFO lr: 4.9870e-05 - loss: 0.0160 - UP: 74.25% UR: 45.10% UF: 56.12% P: 73.72% R: 44.78% F: 55.71%
143
+ 2024-03-31 14:43:07 INFO dev: loss: 0.2501 - UP: 88.00% UR: 12.94% UF: 22.56% P: 80.00% R: 11.76% F: 20.51%
144
+ 2024-03-31 14:43:07 INFO test: loss: 0.1759 - UP: 66.96% UR: 22.25% UF: 33.40% P: 60.53% R: 20.11% F: 30.19%
145
+ 2024-03-31 14:43:07 INFO 0:00:02.688901s elapsed
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+
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+ 2024-03-31 14:43:07 INFO Epoch 14 / 5000:
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+ 2024-03-31 14:43:10 INFO lr: 4.9860e-05 - loss: 0.0176 - UP: 72.80% UR: 50.55% UF: 59.67% P: 72.06% R: 50.03% F: 59.06%
149
+ 2024-03-31 14:43:10 INFO dev: loss: 0.2381 - UP: 69.70% UR: 27.06% UF: 38.98% P: 59.09% R: 22.94% F: 33.05%
150
+ 2024-03-31 14:43:10 INFO test: loss: 0.1545 - UP: 65.51% UR: 33.98% UF: 44.74% P: 58.97% R: 30.58% F: 40.28%
151
+ 2024-03-31 14:43:10 INFO 0:00:02.682662s elapsed
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+
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+ 2024-03-31 14:43:10 INFO Epoch 15 / 5000:
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+ 2024-03-31 14:43:12 INFO lr: 4.9850e-05 - loss: 0.0371 - UP: 83.80% UR: 42.96% UF: 56.80% P: 83.67% R: 42.89% F: 56.71%
155
+ 2024-03-31 14:43:12 INFO dev: loss: 0.1934 - UP: 71.43% UR: 26.47% UF: 38.63% P: 60.32% R: 22.35% F: 32.62%
156
+ 2024-03-31 14:43:13 INFO test: loss: 0.1478 - UP: 62.94% UR: 33.51% UF: 43.74% P: 56.02% R: 29.83% F: 38.93%
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+ 2024-03-31 14:43:13 INFO 0:00:02.691329s elapsed
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+
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+ 2024-03-31 14:43:30 INFO test: loss: 0.1708 - UP: 71.08% UR: 30.79% UF: 42.97% P: 64.99% R: 28.15% F: 39.29%
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+ 2024-03-31 14:43:33 INFO test: loss: 0.1992 - UP: 66.45% UR: 34.77% UF: 45.65% P: 59.41% R: 31.09% F: 40.81%
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+ 2024-03-31 14:43:35 INFO test: loss: 0.1605 - UP: 61.53% UR: 40.13% UF: 48.58% P: 54.98% R: 35.86% F: 43.41%
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+ 2024-03-31 14:43:38 INFO test: loss: 0.2232 - UP: 66.02% UR: 28.57% UF: 39.88% P: 59.73% R: 25.85% F: 36.08%
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+ 2024-03-31 14:43:41 INFO test: loss: 0.2075 - UP: 53.76% UR: 47.05% UF: 50.18% P: 46.67% R: 40.85% F: 43.57%
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+ 2024-03-31 14:43:50 INFO dev: loss: 0.2127 - UP: 73.77% UR: 26.47% UF: 38.96% P: 72.13% R: 25.88% F: 38.10%
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+ 2024-03-31 14:43:50 INFO test: loss: 0.1854 - UP: 66.27% UR: 32.59% UF: 43.70% P: 60.22% R: 29.62% F: 39.71%
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+ 2024-03-31 14:43:52 INFO lr: 4.9750e-05 - loss: 0.0013 - UP: 86.21% UR: 67.36% UF: 75.63% P: 86.13% R: 67.29% F: 75.56%
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+ 2024-03-31 14:43:52 INFO dev: loss: 0.2090 - UP: 74.39% UR: 35.88% UF: 48.41% P: 68.29% R: 32.94% F: 44.44%
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+ 2024-03-31 14:43:53 INFO test: loss: 0.1884 - UP: 61.97% UR: 42.19% UF: 50.20% P: 56.62% R: 38.54% F: 45.86%
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+ 2024-03-31 14:43:55 INFO lr: 4.9740e-05 - loss: 0.0053 - UP: 91.66% UR: 67.75% UF: 77.91% P: 91.40% R: 67.55% F: 77.69%
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+ 2024-03-31 14:43:55 INFO dev: loss: 0.2367 - UP: 64.21% UR: 35.88% UF: 46.04% P: 62.11% R: 34.71% F: 44.53%
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+ 2024-03-31 14:43:55 INFO test: loss: 0.1986 - UP: 60.00% UR: 41.73% UF: 49.22% P: 54.34% R: 37.79% F: 44.58%
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+ 2024-03-31 14:43:55 INFO 0:00:02.686432s elapsed
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+ 2024-03-31 14:43:57 INFO lr: 4.9730e-05 - loss: 0.0125 - UP: 89.64% UR: 74.11% UF: 81.14% P: 89.32% R: 73.85% F: 80.85%
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+ 2024-03-31 14:43:57 INFO dev: loss: 0.2790 - UP: 70.13% UR: 31.76% UF: 43.72% P: 67.53% R: 30.59% F: 42.11%
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+ 2024-03-31 14:43:58 INFO test: loss: 0.2150 - UP: 64.01% UR: 36.66% UF: 46.62% P: 58.23% R: 33.35% F: 42.41%
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+ 2024-03-31 14:43:58 INFO 0:00:02.585040s elapsed
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+ 2024-03-31 14:44:00 INFO dev: loss: 0.2594 - UP: 67.35% UR: 38.82% UF: 49.25% P: 65.31% R: 37.65% F: 47.76%
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+ 2024-03-31 14:44:00 INFO test: loss: 0.2318 - UP: 60.53% UR: 44.78% UF: 51.48% P: 52.60% R: 38.92% F: 44.74%
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+ 2024-03-31 14:44:07 INFO 0:00:02.570520s elapsed (saved)
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+ 2024-03-31 14:44:09 INFO dev: loss: 0.2399 - UP: 77.03% UR: 33.53% UF: 46.72% P: 67.57% R: 29.41% F: 40.98%
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+ 2024-03-31 14:44:10 INFO test: loss: 0.1716 - UP: 68.29% UR: 38.08% UF: 48.90% P: 61.98% R: 34.56% F: 44.38%
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+ 2024-03-31 14:44:10 INFO 0:00:02.711458s elapsed
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+ 2024-03-31 14:44:10 INFO Epoch 30 / 5000:
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+ 2024-03-31 14:44:12 INFO lr: 4.9700e-05 - loss: 0.0009 - UP: 92.12% UR: 77.42% UF: 84.13% P: 91.74% R: 77.09% F: 83.78%
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+ 2024-03-31 14:44:12 INFO dev: loss: 0.2715 - UP: 69.05% UR: 34.12% UF: 45.67% P: 66.67% R: 32.94% F: 44.09%
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+ 2024-03-31 14:44:12 INFO test: loss: 0.1869 - UP: 69.06% UR: 38.25% UF: 49.23% P: 63.31% R: 35.06% F: 45.13%
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+ 2024-03-31 14:44:12 INFO 0:00:02.574182s elapsed
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+ 2024-03-31 14:44:14 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 90.57% UR: 80.99% UF: 85.51% P: 90.20% R: 80.66% F: 85.17%
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+ 2024-03-31 14:44:15 INFO dev: loss: 0.3102 - UP: 71.43% UR: 38.24% UF: 49.81% P: 69.23% R: 37.06% F: 48.28%
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+ 2024-03-31 14:44:15 INFO test: loss: 0.1963 - UP: 64.88% UR: 44.20% UF: 52.58% P: 58.67% R: 39.97% F: 47.55%
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+ 2024-03-31 14:44:22 INFO 0:00:02.554786s elapsed (saved)
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+ 2024-03-31 14:44:22 INFO Epoch 32 / 5000:
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+ 2024-03-31 14:44:24 INFO lr: 4.9680e-05 - loss: 0.0011 - UP: 90.95% UR: 79.56% UF: 84.87% P: 90.88% R: 79.49% F: 84.80%
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+ 2024-03-31 14:44:24 INFO dev: loss: 0.2885 - UP: 74.65% UR: 31.18% UF: 43.98% P: 71.83% R: 30.00% F: 42.32%
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+ 2024-03-31 14:44:24 INFO test: loss: 0.2019 - UP: 68.99% UR: 37.29% UF: 48.41% P: 63.26% R: 34.19% F: 44.38%
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+ 2024-03-31 14:44:24 INFO 0:00:02.565583s elapsed
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+ 2024-03-31 14:44:24 INFO Epoch 33 / 5000:
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+ 2024-03-31 14:44:27 INFO lr: 4.9670e-05 - loss: 0.0121 - UP: 93.74% UR: 78.65% UF: 85.53% P: 93.66% R: 78.59% F: 85.46%
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+ 2024-03-31 14:44:27 INFO dev: loss: 0.2697 - UP: 69.23% UR: 37.06% UF: 48.28% P: 64.84% R: 34.71% F: 45.21%
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+ 2024-03-31 14:44:27 INFO test: loss: 0.1909 - UP: 69.22% UR: 42.40% UF: 52.59% P: 63.89% R: 39.13% F: 48.53%
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+ 2024-03-31 14:44:27 INFO 0:00:02.689971s elapsed
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+ 2024-03-31 14:44:27 INFO Epoch 34 / 5000:
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+ 2024-03-31 14:44:29 INFO lr: 4.9660e-05 - loss: 0.0172 - UP: 92.11% UR: 78.78% UF: 84.92% P: 91.81% R: 78.52% F: 84.64%
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+ 2024-03-31 14:44:29 INFO dev: loss: 0.3093 - UP: 72.55% UR: 43.53% UF: 54.41% P: 64.71% R: 38.82% F: 48.53%
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+ 2024-03-31 14:44:30 INFO test: loss: 0.2023 - UP: 62.38% UR: 45.29% UF: 52.48% P: 55.74% R: 40.47% F: 46.89%
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+ 2024-03-31 14:44:37 INFO 0:00:02.651188s elapsed (saved)
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+ 2024-03-31 14:44:39 INFO lr: 4.9650e-05 - loss: 0.0087 - UP: 80.37% UR: 74.11% UF: 77.11% P: 80.08% R: 73.85% F: 76.84%
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+ 2024-03-31 14:44:39 INFO dev: loss: 0.2568 - UP: 67.31% UR: 41.18% UF: 51.09% P: 61.54% R: 37.65% F: 46.72%
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+ 2024-03-31 14:44:39 INFO test: loss: 0.1871 - UP: 59.29% UR: 48.14% UF: 53.13% P: 52.48% R: 42.61% F: 47.03%
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+ 2024-03-31 14:44:39 INFO 0:00:02.667164s elapsed
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+ 2024-03-31 14:44:39 INFO Epoch 36 / 5000:
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+ 2024-03-31 14:44:41 INFO lr: 4.9640e-05 - loss: 0.0065 - UP: 88.28% UR: 75.79% UF: 81.56% P: 87.98% R: 75.54% F: 81.28%
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+ 2024-03-31 14:44:42 INFO dev: loss: 0.2631 - UP: 67.68% UR: 39.41% UF: 49.81% P: 62.63% R: 36.47% F: 46.10%
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+ 2024-03-31 14:44:42 INFO test: loss: 0.2140 - UP: 60.08% UR: 46.84% UF: 52.64% P: 53.79% R: 41.94% F: 47.13%
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+ 2024-03-31 14:44:42 INFO 0:00:02.625263s elapsed
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+ 2024-03-31 14:44:44 INFO lr: 4.9630e-05 - loss: 0.0038 - UP: 91.31% UR: 79.75% UF: 85.14% P: 91.08% R: 79.56% F: 84.93%
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+ 2024-03-31 14:44:44 INFO dev: loss: 0.2650 - UP: 71.29% UR: 42.35% UF: 53.14% P: 67.33% R: 40.00% F: 50.18%
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+ 2024-03-31 14:44:44 INFO test: loss: 0.1902 - UP: 61.48% UR: 47.67% UF: 53.70% P: 55.86% R: 43.32% F: 48.80%
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+ 2024-03-31 14:44:51 INFO 0:00:02.626091s elapsed (saved)
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+ 2024-03-31 14:44:54 INFO lr: 4.9620e-05 - loss: 0.0209 - UP: 90.01% UR: 78.91% UF: 84.09% P: 89.71% R: 78.65% F: 83.82%
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+ 2024-03-31 14:44:54 INFO dev: loss: 0.2512 - UP: 77.03% UR: 33.53% UF: 46.72% P: 74.32% R: 32.35% F: 45.08%
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+ 2024-03-31 14:44:54 INFO test: loss: 0.1984 - UP: 67.68% UR: 40.89% UF: 50.98% P: 61.65% R: 37.24% F: 46.44%
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+ 2024-03-31 14:44:54 INFO 0:00:02.652703s elapsed
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+ 2024-03-31 14:44:56 INFO lr: 4.9610e-05 - loss: 0.0065 - UP: 91.86% UR: 79.10% UF: 85.01% P: 91.64% R: 78.91% F: 84.80%
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+ 2024-03-31 14:44:56 INFO dev: loss: 0.2474 - UP: 73.26% UR: 37.06% UF: 49.22% P: 70.93% R: 35.88% F: 47.66%
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+ 2024-03-31 14:44:57 INFO test: loss: 0.2137 - UP: 65.05% UR: 44.28% UF: 52.69% P: 58.83% R: 40.05% F: 47.66%
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+ 2024-03-31 14:44:57 INFO 0:00:02.605474s elapsed
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+ 2024-03-31 14:44:59 INFO lr: 4.9600e-05 - loss: 0.0060 - UP: 89.66% UR: 78.20% UF: 83.54% P: 89.51% R: 78.07% F: 83.40%
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+ 2024-03-31 14:44:59 INFO dev: loss: 0.3262 - UP: 73.56% UR: 37.65% UF: 49.81% P: 63.22% R: 32.35% F: 42.80%
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+ 2024-03-31 14:44:59 INFO test: loss: 0.1936 - UP: 66.43% UR: 39.55% UF: 49.58% P: 60.38% R: 35.94% F: 45.06%
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+ 2024-03-31 14:44:59 INFO 0:00:02.562270s elapsed
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+ 2024-03-31 14:45:01 INFO lr: 4.9590e-05 - loss: 0.0015 - UP: 92.13% UR: 79.82% UF: 85.54% P: 91.99% R: 79.69% F: 85.40%
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+ 2024-03-31 14:45:01 INFO dev: loss: 0.3014 - UP: 69.81% UR: 43.53% UF: 53.62% P: 64.15% R: 40.00% F: 49.28%
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+ 2024-03-31 14:45:02 INFO test: loss: 0.2186 - UP: 62.68% UR: 45.25% UF: 52.55% P: 56.88% R: 41.06% F: 47.69%
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+ 2024-03-31 14:45:04 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 91.48% UR: 80.08% UF: 85.40% P: 91.10% R: 79.75% F: 85.05%
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+ 2024-03-31 14:45:04 INFO dev: loss: 0.3090 - UP: 71.28% UR: 39.41% UF: 50.76% P: 69.15% R: 38.24% F: 49.24%
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+ 2024-03-31 14:45:04 INFO test: loss: 0.2149 - UP: 62.05% UR: 45.62% UF: 52.58% P: 55.44% R: 40.76% F: 46.98%
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+ 2024-03-31 14:45:06 INFO lr: 4.9570e-05 - loss: 0.0134 - UP: 90.75% UR: 82.80% UF: 86.60% P: 90.61% R: 82.67% F: 86.46%
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+ 2024-03-31 14:45:07 INFO test: loss: 0.2171 - UP: 68.44% UR: 38.17% UF: 49.00% P: 63.49% R: 35.40% F: 45.45%
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+ 2024-03-31 14:45:09 INFO lr: 4.9560e-05 - loss: 0.0112 - UP: 93.86% UR: 82.28% UF: 87.69% P: 93.26% R: 81.77% F: 87.14%
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+ 2024-03-31 14:45:09 INFO dev: loss: 0.3440 - UP: 76.14% UR: 39.41% UF: 51.94% P: 70.45% R: 36.47% F: 48.06%
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+ 2024-03-31 14:45:09 INFO test: loss: 0.2071 - UP: 67.35% UR: 38.63% UF: 49.09% P: 59.75% R: 34.27% F: 43.56%
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+ 2024-03-31 14:45:12 INFO lr: 4.9550e-05 - loss: 0.0167 - UP: 93.71% UR: 84.17% UF: 88.68% P: 92.99% R: 83.52% F: 88.00%
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+ 2024-03-31 14:45:12 INFO dev: loss: 0.2998 - UP: 72.41% UR: 49.41% UF: 58.74% P: 62.93% R: 42.94% F: 51.05%
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+ 2024-03-31 14:45:12 INFO test: loss: 0.1930 - UP: 63.12% UR: 47.97% UF: 54.51% P: 58.05% R: 44.11% F: 50.13%
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+ 2024-03-31 14:45:21 INFO lr: 4.9540e-05 - loss: 0.0109 - UP: 95.10% UR: 85.72% UF: 90.17% P: 94.96% R: 85.59% F: 90.03%
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+ 2024-03-31 14:45:22 INFO test: loss: 0.2175 - UP: 63.37% UR: 44.78% UF: 52.48% P: 57.44% R: 40.59% F: 47.57%
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+ 2024-03-31 14:45:31 INFO lr: 4.9530e-05 - loss: 0.0066 - UP: 91.18% UR: 86.50% UF: 88.78% P: 90.83% R: 86.18% F: 88.44%
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+ 2024-03-31 14:45:31 INFO dev: loss: 0.3193 - UP: 78.38% UR: 51.18% UF: 61.92% P: 66.67% R: 43.53% F: 52.67%
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+ 2024-03-31 14:45:33 INFO dev: loss: 0.2865 - UP: 76.64% UR: 48.24% UF: 59.21% P: 66.36% R: 41.76% F: 51.26%
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+ 2024-03-31 14:45:34 INFO test: loss: 0.2060 - UP: 65.32% UR: 44.74% UF: 53.11% P: 59.27% R: 40.59% F: 48.18%
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+ 2024-03-31 14:45:36 INFO dev: loss: 0.3023 - UP: 70.00% UR: 49.41% UF: 57.93% P: 62.50% R: 44.12% F: 51.72%
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+ 2024-03-31 14:45:36 INFO test: loss: 0.2041 - UP: 64.05% UR: 45.54% UF: 53.23% P: 58.52% R: 41.60% F: 48.63%
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+ 2024-03-31 14:45:38 INFO lr: 4.9500e-05 - loss: 0.0010 - UP: 91.99% UR: 80.47% UF: 85.84% P: 91.91% R: 80.40% F: 85.77%
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+ 2024-03-31 14:45:38 INFO dev: loss: 0.3390 - UP: 71.84% UR: 43.53% UF: 54.21% P: 65.05% R: 39.41% F: 49.08%
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+ 2024-03-31 14:45:39 INFO test: loss: 0.2184 - UP: 64.76% UR: 46.50% UF: 54.13% P: 58.11% R: 41.73% F: 48.57%
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+ 2024-03-31 14:45:41 INFO dev: loss: 0.3258 - UP: 75.49% UR: 45.29% UF: 56.62% P: 66.67% R: 40.00% F: 50.00%
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+ 2024-03-31 14:45:41 INFO test: loss: 0.2147 - UP: 63.86% UR: 44.87% UF: 52.71% P: 56.89% R: 39.97% F: 46.95%
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+ 2024-03-31 14:45:44 INFO dev: loss: 0.2848 - UP: 70.87% UR: 42.94% UF: 53.48% P: 63.11% R: 38.24% F: 47.62%
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+ 2024-03-31 14:45:44 INFO test: loss: 0.2028 - UP: 62.11% UR: 45.66% UF: 52.63% P: 56.92% R: 41.85% F: 48.24%
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+ 2024-03-31 14:45:46 INFO dev: loss: 0.2827 - UP: 72.13% UR: 51.76% UF: 60.27% P: 63.11% R: 45.29% F: 52.74%
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+ 2024-03-31 14:45:47 INFO test: loss: 0.2100 - UP: 60.83% UR: 48.35% UF: 53.87% P: 54.56% R: 43.36% F: 48.32%
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+ 2024-03-31 14:45:47 INFO 0:00:02.635323s elapsed
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+ 2024-03-31 14:45:49 INFO dev: loss: 0.2930 - UP: 74.12% UR: 37.06% UF: 49.41% P: 63.53% R: 31.76% F: 42.35%
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+ 2024-03-31 14:45:49 INFO test: loss: 0.1847 - UP: 62.23% UR: 38.04% UF: 47.22% P: 56.20% R: 34.35% F: 42.64%
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+ 2024-03-31 14:45:49 INFO 0:00:02.579623s elapsed
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+ 2024-03-31 14:45:49 INFO Epoch 55 / 5000:
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+ 2024-03-31 14:45:51 INFO lr: 4.9450e-05 - loss: 0.0035 - UP: 85.53% UR: 72.10% UF: 78.24% P: 84.37% R: 71.12% F: 77.18%
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+ 2024-03-31 14:45:52 INFO dev: loss: 0.2695 - UP: 68.75% UR: 38.82% UF: 49.62% P: 65.62% R: 37.06% F: 47.37%
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+ 2024-03-31 14:45:52 INFO test: loss: 0.2073 - UP: 62.29% UR: 47.67% UF: 54.01% P: 54.68% R: 41.85% F: 47.41%
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+ 2024-03-31 14:45:52 INFO 0:00:02.604154s elapsed
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+ 2024-03-31 14:45:54 INFO lr: 4.9440e-05 - loss: 0.0017 - UP: 85.30% UR: 73.78% UF: 79.12% P: 84.02% R: 72.68% F: 77.94%
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+ 2024-03-31 14:45:54 INFO dev: loss: 0.2732 - UP: 71.08% UR: 34.71% UF: 46.64% P: 61.45% R: 30.00% F: 40.32%
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+ 2024-03-31 14:45:54 INFO test: loss: 0.1781 - UP: 66.60% UR: 42.02% UF: 51.53% P: 59.03% R: 37.24% F: 45.67%
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+ 2024-03-31 14:45:54 INFO 0:00:02.567462s elapsed
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+ 2024-03-31 14:45:54 INFO Epoch 57 / 5000:
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+ 2024-03-31 14:45:57 INFO lr: 4.9430e-05 - loss: 0.0038 - UP: 93.61% UR: 74.11% UF: 82.72% P: 92.79% R: 73.46% F: 82.00%
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+ 2024-03-31 14:45:57 INFO dev: loss: 0.2476 - UP: 75.96% UR: 46.47% UF: 57.66% P: 70.19% R: 42.94% F: 53.28%
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+ 2024-03-31 14:45:57 INFO test: loss: 0.2046 - UP: 64.41% UR: 42.69% UF: 51.35% P: 56.89% R: 37.70% F: 45.35%
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+ 2024-03-31 14:45:57 INFO 0:00:02.614653s elapsed
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+ 2024-03-31 14:45:57 INFO Epoch 58 / 5000:
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+ 2024-03-31 14:45:59 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 89.77% UR: 78.00% UF: 83.47% P: 89.69% R: 77.94% F: 83.40%
413
+ 2024-03-31 14:45:59 INFO dev: loss: 0.2974 - UP: 76.11% UR: 50.59% UF: 60.78% P: 68.14% R: 45.29% F: 54.42%
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+ 2024-03-31 14:46:00 INFO test: loss: 0.2583 - UP: 60.35% UR: 46.17% UF: 52.31% P: 52.68% R: 40.30% F: 45.67%
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+ 2024-03-31 14:46:00 INFO 0:00:02.597749s elapsed
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+ 2024-03-31 14:46:00 INFO Epoch 59 / 5000:
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+ 2024-03-31 14:46:02 INFO lr: 4.9410e-05 - loss: 0.0141 - UP: 91.02% UR: 78.26% UF: 84.16% P: 90.19% R: 77.55% F: 83.39%
419
+ 2024-03-31 14:46:02 INFO dev: loss: 0.3644 - UP: 78.31% UR: 38.24% UF: 51.38% P: 68.67% R: 33.53% F: 45.06%
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+ 2024-03-31 14:46:02 INFO test: loss: 0.2206 - UP: 62.36% UR: 41.85% UF: 50.09% P: 55.74% R: 37.41% F: 44.77%
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+ 2024-03-31 14:46:02 INFO 0:00:02.614346s elapsed
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+ 2024-03-31 14:46:02 INFO Epoch 60 / 5000:
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+ 2024-03-31 14:46:04 INFO lr: 4.9400e-05 - loss: 0.0271 - UP: 80.32% UR: 72.55% UF: 76.24% P: 79.89% R: 72.16% F: 75.83%
425
+ 2024-03-31 14:46:05 INFO dev: loss: 0.3442 - UP: 64.29% UR: 37.06% UF: 47.01% P: 61.22% R: 35.29% F: 44.78%
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+ 2024-03-31 14:46:05 INFO test: loss: 0.2664 - UP: 66.01% UR: 39.21% UF: 49.20% P: 60.65% R: 36.03% F: 45.20%
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+ 2024-03-31 14:46:05 INFO 0:00:02.603212s elapsed
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+ 2024-03-31 14:46:05 INFO Epoch 61 / 5000:
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+ 2024-03-31 14:46:07 INFO lr: 4.9390e-05 - loss: 0.0198 - UP: 79.92% UR: 68.20% UF: 73.60% P: 79.47% R: 67.81% F: 73.18%
431
+ 2024-03-31 14:46:07 INFO dev: loss: 0.2127 - UP: 73.91% UR: 30.00% UF: 42.68% P: 69.57% R: 28.24% F: 40.17%
432
+ 2024-03-31 14:46:07 INFO test: loss: 0.2260 - UP: 60.21% UR: 38.04% UF: 46.62% P: 53.78% R: 33.98% F: 41.64%
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+ 2024-03-31 14:46:07 INFO 0:00:02.601713s elapsed
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+ 2024-03-31 14:46:07 INFO Epoch 62 / 5000:
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+ 2024-03-31 14:46:10 INFO lr: 4.9380e-05 - loss: 0.0155 - UP: 83.78% UR: 71.06% UF: 76.90% P: 82.94% R: 70.34% F: 76.12%
437
+ 2024-03-31 14:46:10 INFO dev: loss: 0.2322 - UP: 71.43% UR: 35.29% UF: 47.24% P: 64.29% R: 31.76% F: 42.52%
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+ 2024-03-31 14:46:10 INFO test: loss: 0.1914 - UP: 56.76% UR: 43.95% UF: 49.54% P: 50.81% R: 39.34% F: 44.34%
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+ 2024-03-31 14:46:10 INFO 0:00:02.590429s elapsed
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+ 2024-03-31 14:46:10 INFO Epoch 63 / 5000:
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+ 2024-03-31 14:46:12 INFO lr: 4.9370e-05 - loss: 0.0099 - UP: 94.68% UR: 73.98% UF: 83.06% P: 94.44% R: 73.78% F: 82.84%
443
+ 2024-03-31 14:46:12 INFO dev: loss: 0.2397 - UP: 69.39% UR: 40.00% UF: 50.75% P: 62.24% R: 35.88% F: 45.52%
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+ 2024-03-31 14:46:13 INFO test: loss: 0.1782 - UP: 60.18% UR: 47.93% UF: 53.36% P: 53.76% R: 42.82% F: 47.67%
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+ 2024-03-31 14:46:13 INFO 0:00:02.588049s elapsed
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+ 2024-03-31 14:46:13 INFO Epoch 64 / 5000:
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+ 2024-03-31 14:46:15 INFO lr: 4.9360e-05 - loss: 0.0143 - UP: 91.81% UR: 77.81% UF: 84.23% P: 91.42% R: 77.48% F: 83.88%
449
+ 2024-03-31 14:46:15 INFO dev: loss: 0.2416 - UP: 76.74% UR: 38.82% UF: 51.56% P: 67.44% R: 34.12% F: 45.31%
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+ 2024-03-31 14:46:15 INFO test: loss: 0.1963 - UP: 61.86% UR: 42.73% UF: 50.55% P: 54.40% R: 37.58% F: 44.45%
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+ 2024-03-31 14:46:15 INFO 0:00:02.584905s elapsed
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+ 2024-03-31 14:46:15 INFO Epoch 65 / 5000:
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+ 2024-03-31 14:46:17 INFO lr: 4.9350e-05 - loss: 0.0110 - UP: 94.51% UR: 77.09% UF: 84.92% P: 94.35% R: 76.96% F: 84.77%
455
+ 2024-03-31 14:46:17 INFO dev: loss: 0.2828 - UP: 72.41% UR: 37.06% UF: 49.03% P: 62.07% R: 31.76% F: 42.02%
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+ 2024-03-31 14:46:18 INFO test: loss: 0.1912 - UP: 65.16% UR: 40.59% UF: 50.03% P: 58.31% R: 36.32% F: 44.76%
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+ 2024-03-31 14:46:18 INFO 0:00:02.595502s elapsed
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+ 2024-03-31 14:46:18 INFO Epoch 66 / 5000:
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+ 2024-03-31 14:46:20 INFO lr: 4.9340e-05 - loss: 0.0016 - UP: 90.84% UR: 83.65% UF: 87.09% P: 90.77% R: 83.58% F: 87.03%
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+ 2024-03-31 14:46:20 INFO dev: loss: 0.2994 - UP: 69.66% UR: 36.47% UF: 47.88% P: 62.92% R: 32.94% F: 43.24%
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+ 2024-03-31 14:46:20 INFO test: loss: 0.2129 - UP: 62.54% UR: 45.04% UF: 52.36% P: 55.21% R: 39.76% F: 46.23%
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+ 2024-03-31 14:46:20 INFO 0:00:02.595396s elapsed
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+ 2024-03-31 14:46:20 INFO Epoch 67 / 5000:
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+ 2024-03-31 14:46:23 INFO lr: 4.9330e-05 - loss: 0.0005 - UP: 95.18% UR: 83.32% UF: 88.86% P: 94.81% R: 83.00% F: 88.51%
467
+ 2024-03-31 14:46:23 INFO dev: loss: 0.3622 - UP: 72.83% UR: 39.41% UF: 51.15% P: 65.22% R: 35.29% F: 45.80%
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+ 2024-03-31 14:46:23 INFO test: loss: 0.2111 - UP: 63.02% UR: 44.83% UF: 52.39% P: 56.36% R: 40.09% F: 46.85%
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+ 2024-03-31 14:46:23 INFO 0:00:02.553210s elapsed
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+ 2024-03-31 14:46:23 INFO Epoch 68 / 5000:
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+ 2024-03-31 14:46:25 INFO lr: 4.9320e-05 - loss: 0.0089 - UP: 94.98% UR: 87.09% UF: 90.86% P: 94.90% R: 87.02% F: 90.79%
473
+ 2024-03-31 14:46:25 INFO dev: loss: 0.3619 - UP: 75.68% UR: 49.41% UF: 59.79% P: 67.57% R: 44.12% F: 53.38%
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+ 2024-03-31 14:46:26 INFO test: loss: 0.2299 - UP: 60.99% UR: 47.55% UF: 53.44% P: 54.11% R: 42.19% F: 47.41%
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+ 2024-03-31 14:46:26 INFO 0:00:02.616320s elapsed
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+ 2024-03-31 14:46:26 INFO Epoch 69 / 5000:
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+ 2024-03-31 14:46:28 INFO lr: 4.9310e-05 - loss: 0.0211 - UP: 93.32% UR: 86.18% UF: 89.61% P: 93.25% R: 86.11% F: 89.54%
479
+ 2024-03-31 14:46:28 INFO dev: loss: 0.3045 - UP: 69.85% UR: 55.88% UF: 62.09% P: 58.09% R: 46.47% F: 51.63%
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+ 2024-03-31 14:46:28 INFO test: loss: 0.2413 - UP: 51.85% UR: 52.20% UF: 52.03% P: 44.40% R: 44.70% F: 44.55%
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+ 2024-03-31 14:46:28 INFO 0:00:02.596555s elapsed
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+ 2024-03-31 14:46:28 INFO Epoch 70 / 5000:
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+ 2024-03-31 14:46:30 INFO lr: 4.9300e-05 - loss: 0.0035 - UP: 94.23% UR: 86.83% UF: 90.37% P: 94.08% R: 86.70% F: 90.24%
485
+ 2024-03-31 14:46:30 INFO dev: loss: 0.3254 - UP: 71.00% UR: 41.76% UF: 52.59% P: 64.00% R: 37.65% F: 47.41%
486
+ 2024-03-31 14:46:31 INFO test: loss: 0.2049 - UP: 60.55% UR: 46.04% UF: 52.31% P: 53.94% R: 41.01% F: 46.60%
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+ 2024-03-31 14:46:31 INFO 0:00:02.584911s elapsed
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+ 2024-03-31 14:46:31 INFO Epoch 71 / 5000:
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+ 2024-03-31 14:46:33 INFO lr: 4.9290e-05 - loss: 0.0111 - UP: 95.59% UR: 87.15% UF: 91.17% P: 95.52% R: 87.09% F: 91.11%
491
+ 2024-03-31 14:46:33 INFO dev: loss: 0.3410 - UP: 76.29% UR: 43.53% UF: 55.43% P: 69.07% R: 39.41% F: 50.19%
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+ 2024-03-31 14:46:33 INFO test: loss: 0.2228 - UP: 61.55% UR: 44.87% UF: 51.90% P: 55.34% R: 40.34% F: 46.67%
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+ 2024-03-31 14:46:33 INFO 0:00:02.600468s elapsed
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+ 2024-03-31 14:46:33 INFO Epoch 72 / 5000:
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+ 2024-03-31 14:46:36 INFO lr: 4.9280e-05 - loss: 0.0006 - UP: 95.38% UR: 88.45% UF: 91.78% P: 95.24% R: 88.32% F: 91.65%
497
+ 2024-03-31 14:46:36 INFO dev: loss: 0.3439 - UP: 76.27% UR: 52.94% UF: 62.50% P: 66.10% R: 45.88% F: 54.17%
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+ 2024-03-31 14:46:36 INFO test: loss: 0.2164 - UP: 57.82% UR: 50.31% UF: 53.81% P: 50.12% R: 43.61% F: 46.64%
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+ 2024-03-31 14:46:36 INFO 0:00:02.597491s elapsed
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+ 2024-03-31 14:46:36 INFO Epoch 73 / 5000:
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+ 2024-03-31 14:46:38 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 96.76% UR: 89.03% UF: 92.73% P: 96.47% R: 88.77% F: 92.46%
503
+ 2024-03-31 14:46:38 INFO dev: loss: 0.3150 - UP: 73.91% UR: 50.00% UF: 59.65% P: 66.96% R: 45.29% F: 54.04%
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+ 2024-03-31 14:46:39 INFO test: loss: 0.2326 - UP: 59.64% UR: 48.35% UF: 53.40% P: 53.07% R: 43.02% F: 47.52%
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+ 2024-03-31 14:46:39 INFO 0:00:02.602830s elapsed
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+ 2024-03-31 14:46:39 INFO Epoch 74 / 5000:
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+ 2024-03-31 14:46:41 INFO lr: 4.9260e-05 - loss: 0.0016 - UP: 94.53% UR: 90.91% UF: 92.69% P: 94.47% R: 90.85% F: 92.62%
509
+ 2024-03-31 14:46:41 INFO dev: loss: 0.3276 - UP: 77.57% UR: 48.82% UF: 59.93% P: 69.16% R: 43.53% F: 53.43%
510
+ 2024-03-31 14:46:41 INFO test: loss: 0.2264 - UP: 62.16% UR: 47.42% UF: 53.80% P: 55.79% R: 42.56% F: 48.29%
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+ 2024-03-31 14:46:41 INFO 0:00:02.598570s elapsed
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+ 2024-03-31 14:46:41 INFO Epoch 75 / 5000:
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+ 2024-03-31 14:46:43 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 96.88% UR: 90.59% UF: 93.63% P: 96.81% R: 90.53% F: 93.56%
515
+ 2024-03-31 14:46:43 INFO dev: loss: 0.3482 - UP: 77.48% UR: 50.59% UF: 61.21% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 14:46:44 INFO test: loss: 0.2337 - UP: 60.80% UR: 46.71% UF: 52.83% P: 54.03% R: 41.52% F: 46.96%
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+ 2024-03-31 14:46:51 INFO 0:00:02.617365s elapsed (saved)
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+ 2024-03-31 14:46:51 INFO Epoch 76 / 5000:
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+ 2024-03-31 14:46:53 INFO lr: 4.9240e-05 - loss: 0.0063 - UP: 93.00% UR: 92.21% UF: 92.60% P: 93.00% R: 92.21% F: 92.60%
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+ 2024-03-31 14:46:53 INFO dev: loss: 0.3641 - UP: 76.27% UR: 52.94% UF: 62.50% P: 63.56% R: 44.12% F: 52.08%
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+ 2024-03-31 14:46:53 INFO test: loss: 0.2429 - UP: 56.45% UR: 53.00% UF: 54.67% P: 49.22% R: 46.21% F: 47.67%
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+ 2024-03-31 14:46:53 INFO 0:00:02.706475s elapsed
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+ 2024-03-31 14:46:53 INFO Epoch 77 / 5000:
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+ 2024-03-31 14:46:56 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 95.39% UR: 88.71% UF: 91.93% P: 95.32% R: 88.64% F: 91.86%
527
+ 2024-03-31 14:46:56 INFO dev: loss: 0.3454 - UP: 76.27% UR: 52.94% UF: 62.50% P: 69.49% R: 48.24% F: 56.94%
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+ 2024-03-31 14:46:56 INFO test: loss: 0.2346 - UP: 62.13% UR: 49.02% UF: 54.80% P: 55.60% R: 43.86% F: 49.04%
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+ 2024-03-31 14:47:03 INFO 0:00:02.686661s elapsed (saved)
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+ 2024-03-31 14:47:05 INFO lr: 4.9220e-05 - loss: 0.0033 - UP: 96.41% UR: 88.77% UF: 92.43% P: 96.34% R: 88.71% F: 92.36%
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+ 2024-03-31 14:47:05 INFO dev: loss: 0.3512 - UP: 77.48% UR: 50.59% UF: 61.21% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 14:47:08 INFO dev: loss: 0.3411 - UP: 77.88% UR: 51.76% UF: 62.19% P: 70.80% R: 47.06% F: 56.54%
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+ 2024-03-31 14:47:38 INFO dev: loss: 0.2685 - UP: 79.35% UR: 42.94% UF: 55.73% P: 73.91% R: 40.00% F: 51.91%
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+ 2024-03-31 14:47:38 INFO test: loss: 0.2177 - UP: 68.04% UR: 42.90% UF: 52.62% P: 59.87% R: 37.75% F: 46.30%
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+ 2024-03-31 14:47:40 INFO dev: loss: 0.2563 - UP: 73.39% UR: 47.06% UF: 57.35% P: 66.97% R: 42.94% F: 52.33%
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+ 2024-03-31 14:47:43 INFO dev: loss: 0.2764 - UP: 79.81% UR: 48.82% UF: 60.58% P: 75.00% R: 45.88% F: 56.93%
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+ 2024-03-31 14:47:43 INFO test: loss: 0.2349 - UP: 62.56% UR: 44.87% UF: 52.26% P: 55.61% R: 39.88% F: 46.45%
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+ 2024-03-31 14:47:46 INFO dev: loss: 0.2783 - UP: 73.04% UR: 49.41% UF: 58.95% P: 69.57% R: 47.06% F: 56.14%
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+ 2024-03-31 14:47:46 INFO test: loss: 0.2418 - UP: 62.87% UR: 44.83% UF: 52.34% P: 54.94% R: 39.17% F: 45.73%
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+ 2024-03-31 14:47:48 INFO dev: loss: 0.3147 - UP: 75.00% UR: 47.65% UF: 58.27% P: 71.30% R: 45.29% F: 55.40%
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+ 2024-03-31 14:47:49 INFO 0:00:02.638444s elapsed
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+ 2024-03-31 14:47:51 INFO dev: loss: 0.2873 - UP: 79.65% UR: 52.94% UF: 63.60% P: 70.80% R: 47.06% F: 56.54%
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+ 2024-03-31 14:47:51 INFO test: loss: 0.2269 - UP: 60.90% UR: 49.73% UF: 54.75% P: 53.41% R: 43.61% F: 48.02%
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+ 2024-03-31 14:47:51 INFO Epoch 91 / 5000:
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+ 2024-03-31 14:47:54 INFO dev: loss: 0.3019 - UP: 80.19% UR: 50.00% UF: 61.59% P: 71.70% R: 44.71% F: 55.07%
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+ 2024-03-31 14:47:54 INFO test: loss: 0.2340 - UP: 64.47% UR: 46.00% UF: 53.69% P: 56.66% R: 40.43% F: 47.19%
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+ 2024-03-31 14:47:54 INFO 0:00:02.635011s elapsed
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+ 2024-03-31 14:47:56 INFO dev: loss: 0.3181 - UP: 79.49% UR: 54.71% UF: 64.81% P: 70.09% R: 48.24% F: 57.14%
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+ 2024-03-31 14:47:57 INFO test: loss: 0.2376 - UP: 62.41% UR: 48.76% UF: 54.75% P: 54.80% R: 42.82% F: 48.07%
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+ 2024-03-31 14:47:57 INFO 0:00:02.600434s elapsed
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+ 2024-03-31 14:47:57 INFO Epoch 93 / 5000:
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+ 2024-03-31 14:47:59 INFO dev: loss: 0.3146 - UP: 76.86% UR: 54.71% UF: 63.92% P: 68.60% R: 48.82% F: 57.04%
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+ 2024-03-31 14:47:59 INFO test: loss: 0.2326 - UP: 64.28% UR: 43.57% UF: 51.94% P: 57.48% R: 38.96% F: 46.44%
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+ 2024-03-31 14:47:59 INFO 0:00:02.692061s elapsed
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+ 2024-03-31 14:47:59 INFO Epoch 94 / 5000:
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+ 2024-03-31 14:48:01 INFO lr: 4.9060e-05 - loss: 0.0010 - UP: 96.40% UR: 90.33% UF: 93.27% P: 96.33% R: 90.27% F: 93.20%
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+ 2024-03-31 14:48:02 INFO dev: loss: 0.2954 - UP: 80.00% UR: 54.12% UF: 64.56% P: 72.17% R: 48.82% F: 58.25%
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+ 2024-03-31 14:48:02 INFO test: loss: 0.2121 - UP: 59.59% UR: 49.60% UF: 54.14% P: 51.99% R: 43.28% F: 47.23%
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+ 2024-03-31 14:48:02 INFO 0:00:02.693341s elapsed
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+ 2024-03-31 14:48:02 INFO Epoch 95 / 5000:
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+ 2024-03-31 14:48:04 INFO lr: 4.9050e-05 - loss: 0.0059 - UP: 96.69% UR: 91.11% UF: 93.82% P: 96.63% R: 91.04% F: 93.75%
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+ 2024-03-31 14:48:04 INFO dev: loss: 0.2918 - UP: 79.09% UR: 51.18% UF: 62.14% P: 70.91% R: 45.88% F: 55.71%
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+ 2024-03-31 14:48:05 INFO test: loss: 0.2108 - UP: 62.45% UR: 49.18% UF: 55.03% P: 54.47% R: 42.90% F: 48.00%
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+ 2024-03-31 14:48:05 INFO 0:00:02.613308s elapsed
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+ 2024-03-31 14:48:05 INFO Epoch 96 / 5000:
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+ 2024-03-31 14:48:07 INFO dev: loss: 0.3172 - UP: 78.81% UR: 54.71% UF: 64.58% P: 72.03% R: 50.00% F: 59.03%
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+ 2024-03-31 14:48:07 INFO test: loss: 0.2170 - UP: 65.08% UR: 44.66% UF: 52.97% P: 58.79% R: 40.34% F: 47.85%
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+ 2024-03-31 14:48:07 INFO 0:00:02.581097s elapsed
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+ 2024-03-31 14:48:07 INFO Epoch 97 / 5000:
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+ 2024-03-31 14:48:09 INFO lr: 4.9030e-05 - loss: 0.0007 - UP: 96.69% UR: 92.93% UF: 94.77% P: 96.56% R: 92.80% F: 94.64%
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+ 2024-03-31 14:48:09 INFO dev: loss: 0.2946 - UP: 76.34% UR: 58.82% UF: 66.45% P: 71.76% R: 55.29% F: 62.46%
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+ 2024-03-31 14:48:10 INFO test: loss: 0.2201 - UP: 58.65% UR: 52.24% UF: 55.26% P: 51.88% R: 46.21% F: 48.88%
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+ 2024-03-31 14:48:16 INFO 0:00:02.619383s elapsed (saved)
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+ 2024-03-31 14:48:16 INFO Epoch 98 / 5000:
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+ 2024-03-31 14:48:19 INFO lr: 4.9020e-05 - loss: 0.0033 - UP: 91.58% UR: 79.75% UF: 85.26% P: 91.36% R: 79.56% F: 85.05%
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+ 2024-03-31 14:48:19 INFO dev: loss: 0.2902 - UP: 79.78% UR: 41.76% UF: 54.83% P: 70.79% R: 37.06% F: 48.65%
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+ 2024-03-31 14:48:19 INFO test: loss: 0.1786 - UP: 67.38% UR: 39.80% UF: 50.04% P: 59.79% R: 35.32% F: 44.40%
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+ 2024-03-31 14:48:19 INFO 0:00:02.622944s elapsed
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+ 2024-03-31 14:48:19 INFO Epoch 99 / 5000:
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+ 2024-03-31 14:48:21 INFO lr: 4.9010e-05 - loss: 0.0002 - UP: 93.56% UR: 85.85% UF: 89.54% P: 93.28% R: 85.59% F: 89.27%
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+ 2024-03-31 14:48:21 INFO dev: loss: 0.2076 - UP: 80.53% UR: 53.53% UF: 64.31% P: 75.22% R: 50.00% F: 60.07%
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+ 2024-03-31 14:48:22 INFO test: loss: 0.1801 - UP: 62.40% UR: 46.80% UF: 53.48% P: 54.92% R: 41.18% F: 47.07%
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+ 2024-03-31 14:48:22 INFO 0:00:02.606476s elapsed
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+ 2024-03-31 14:48:22 INFO Epoch 100 / 5000:
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+ 2024-03-31 14:48:24 INFO lr: 4.9000e-05 - loss: 0.0567 - UP: 95.16% UR: 90.59% UF: 92.82% P: 94.96% R: 90.40% F: 92.62%
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+ 2024-03-31 14:48:24 INFO dev: loss: 0.2566 - UP: 81.42% UR: 54.12% UF: 65.02% P: 74.34% R: 49.41% F: 59.36%
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+ 2024-03-31 14:48:24 INFO test: loss: 0.2123 - UP: 65.08% UR: 46.38% UF: 54.16% P: 58.20% R: 41.47% F: 48.43%
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+ 2024-03-31 14:48:24 INFO 0:00:02.623957s elapsed
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+ 2024-03-31 14:48:24 INFO Epoch 101 / 5000:
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+ 2024-03-31 14:48:26 INFO lr: 4.8990e-05 - loss: 0.0001 - UP: 95.37% UR: 90.98% UF: 93.13% P: 95.17% R: 90.79% F: 92.93%
671
+ 2024-03-31 14:48:26 INFO dev: loss: 0.2482 - UP: 80.73% UR: 51.76% UF: 63.08% P: 72.48% R: 46.47% F: 56.63%
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+ 2024-03-31 14:48:27 INFO test: loss: 0.2131 - UP: 65.07% UR: 47.38% UF: 54.84% P: 57.36% R: 41.77% F: 48.34%
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+ 2024-03-31 14:48:27 INFO 0:00:02.591393s elapsed
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+ 2024-03-31 14:48:27 INFO Epoch 102 / 5000:
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+ 2024-03-31 14:48:29 INFO lr: 4.8980e-05 - loss: 0.0009 - UP: 97.06% UR: 90.14% UF: 93.47% P: 96.86% R: 89.94% F: 93.27%
677
+ 2024-03-31 14:48:29 INFO dev: loss: 0.2586 - UP: 81.67% UR: 57.65% UF: 67.59% P: 72.50% R: 51.18% F: 60.00%
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+ 2024-03-31 14:48:29 INFO test: loss: 0.2075 - UP: 60.94% UR: 50.40% UF: 55.17% P: 53.39% R: 44.16% F: 48.34%
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+ 2024-03-31 14:48:29 INFO 0:00:02.610484s elapsed
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+ 2024-03-31 14:48:29 INFO Epoch 103 / 5000:
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+ 2024-03-31 14:48:32 INFO lr: 4.8970e-05 - loss: 0.0106 - UP: 95.31% UR: 92.21% UF: 93.73% P: 95.17% R: 92.08% F: 93.60%
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+ 2024-03-31 14:48:32 INFO dev: loss: 0.2644 - UP: 83.93% UR: 55.29% UF: 66.67% P: 75.89% R: 50.00% F: 60.28%
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+ 2024-03-31 14:48:32 INFO test: loss: 0.2244 - UP: 66.86% UR: 44.28% UF: 53.28% P: 59.96% R: 39.72% F: 47.78%
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+ 2024-03-31 14:48:32 INFO 0:00:02.630755s elapsed
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+ 2024-03-31 14:48:32 INFO Epoch 104 / 5000:
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+ 2024-03-31 14:48:34 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 96.30% UR: 92.93% UF: 94.58% P: 96.17% R: 92.80% F: 94.45%
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+ 2024-03-31 14:48:34 INFO dev: loss: 0.2244 - UP: 80.31% UR: 60.00% UF: 68.69% P: 75.59% R: 56.47% F: 64.65%
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+ 2024-03-31 14:48:35 INFO test: loss: 0.2133 - UP: 63.38% UR: 47.34% UF: 54.20% P: 56.31% R: 42.06% F: 48.15%
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+ 2024-03-31 14:48:42 INFO 0:00:02.655237s elapsed (saved)
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+ 2024-03-31 14:48:42 INFO Epoch 105 / 5000:
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+ 2024-03-31 14:48:44 INFO lr: 4.8950e-05 - loss: 0.0005 - UP: 94.52% UR: 91.69% UF: 93.08% P: 94.11% R: 91.30% F: 92.69%
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+ 2024-03-31 14:48:44 INFO test: loss: 0.2262 - UP: 58.51% UR: 52.87% UF: 55.55% P: 51.32% R: 46.38% F: 48.72%
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+ 2024-03-31 14:48:44 INFO 0:00:02.683429s elapsed
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+ 2024-03-31 14:48:44 INFO Epoch 106 / 5000:
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+ 2024-03-31 14:48:46 INFO lr: 4.8940e-05 - loss: 0.0019 - UP: 94.59% UR: 91.95% UF: 93.25% P: 94.39% R: 91.76% F: 93.06%
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+ 2024-03-31 14:48:46 INFO dev: loss: 0.2938 - UP: 76.34% UR: 58.82% UF: 66.45% P: 68.70% R: 52.94% F: 59.80%
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+ 2024-03-31 14:48:47 INFO test: loss: 0.2472 - UP: 59.63% UR: 53.16% UF: 56.21% P: 52.44% R: 46.75% F: 49.44%
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+ 2024-03-31 14:48:47 INFO 0:00:02.587458s elapsed
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+ 2024-03-31 14:48:47 INFO Epoch 107 / 5000:
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+ 2024-03-31 14:48:49 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 96.28% UR: 94.03% UF: 95.14% P: 96.15% R: 93.90% F: 95.01%
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+ 2024-03-31 14:48:49 INFO dev: loss: 0.2889 - UP: 83.93% UR: 55.29% UF: 66.67% P: 76.79% R: 50.59% F: 60.99%
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+ 2024-03-31 14:48:49 INFO test: loss: 0.2481 - UP: 66.30% UR: 45.83% UF: 54.20% P: 60.36% R: 41.73% F: 49.34%
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+ 2024-03-31 14:48:49 INFO 0:00:02.593659s elapsed
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+ 2024-03-31 14:48:52 INFO lr: 4.8920e-05 - loss: 0.0003 - UP: 97.03% UR: 93.25% UF: 95.10% P: 96.83% R: 93.06% F: 94.90%
713
+ 2024-03-31 14:48:52 INFO dev: loss: 0.2999 - UP: 83.90% UR: 58.24% UF: 68.75% P: 75.42% R: 52.35% F: 61.81%
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+ 2024-03-31 14:48:52 INFO test: loss: 0.2417 - UP: 66.24% UR: 47.51% UF: 55.33% P: 59.11% R: 42.40% F: 49.38%
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+ 2024-03-31 14:48:52 INFO 0:00:02.588603s elapsed
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+ 2024-03-31 14:48:52 INFO Epoch 109 / 5000:
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+ 2024-03-31 14:48:54 INFO lr: 4.8910e-05 - loss: 0.0001 - UP: 94.29% UR: 92.08% UF: 93.17% P: 94.22% R: 92.02% F: 93.11%
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+ 2024-03-31 14:48:54 INFO dev: loss: 0.2863 - UP: 75.69% UR: 64.12% UF: 69.43% P: 65.28% R: 55.29% F: 59.87%
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+ 2024-03-31 14:48:55 INFO test: loss: 0.2448 - UP: 56.06% UR: 56.01% UF: 56.04% P: 48.18% R: 48.14% F: 48.16%
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+ 2024-03-31 14:48:59 INFO dev: loss: 0.3057 - UP: 75.78% UR: 57.06% UF: 65.10% P: 64.06% R: 48.24% F: 55.03%
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+ 2024-03-31 14:49:02 INFO dev: loss: 0.2788 - UP: 84.00% UR: 49.41% UF: 62.22% P: 78.00% R: 45.88% F: 57.78%
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+ 2024-03-31 14:49:02 INFO test: loss: 0.2301 - UP: 63.80% UR: 43.49% UF: 51.72% P: 57.10% R: 38.92% F: 46.29%
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+ 2024-03-31 14:49:04 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 96.52% UR: 91.76% UF: 94.08% P: 96.31% R: 91.56% F: 93.88%
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+ 2024-03-31 14:49:05 INFO dev: loss: 0.3047 - UP: 80.17% UR: 54.71% UF: 65.03% P: 70.69% R: 48.24% F: 57.34%
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+ 2024-03-31 14:49:05 INFO test: loss: 0.2414 - UP: 60.18% UR: 51.86% UF: 55.72% P: 52.75% R: 45.45% F: 48.83%
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+ 2024-03-31 14:49:07 INFO dev: loss: 0.3657 - UP: 90.10% UR: 53.53% UF: 67.16% P: 80.20% R: 47.65% F: 59.78%
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+ 2024-03-31 14:49:07 INFO test: loss: 0.2097 - UP: 60.94% UR: 49.14% UF: 54.41% P: 53.51% R: 43.15% F: 47.77%
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+ 2024-03-31 14:49:10 INFO lr: 4.8850e-05 - loss: 0.0004 - UP: 96.89% UR: 90.85% UF: 93.77% P: 96.82% R: 90.79% F: 93.70%
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+ 2024-03-31 14:49:10 INFO dev: loss: 0.3195 - UP: 86.14% UR: 51.18% UF: 64.21% P: 76.24% R: 45.29% F: 56.83%
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+ 2024-03-31 14:49:10 INFO test: loss: 0.2162 - UP: 58.80% UR: 52.07% UF: 55.23% P: 50.05% R: 44.32% F: 47.01%
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+ 2024-03-31 14:49:10 INFO 0:00:02.575792s elapsed
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+ 2024-03-31 14:49:12 INFO lr: 4.8840e-05 - loss: 0.0043 - UP: 96.96% UR: 91.04% UF: 93.91% P: 96.89% R: 90.98% F: 93.84%
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+ 2024-03-31 14:49:12 INFO dev: loss: 0.3362 - UP: 86.49% UR: 56.47% UF: 68.33% P: 74.77% R: 48.82% F: 59.07%
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+ 2024-03-31 14:49:13 INFO test: loss: 0.2206 - UP: 59.60% UR: 53.08% UF: 56.15% P: 50.52% R: 44.99% F: 47.60%
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+ 2024-03-31 14:49:13 INFO 0:00:02.606718s elapsed
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+ 2024-03-31 14:49:15 INFO lr: 4.8830e-05 - loss: 0.0089 - UP: 96.00% UR: 93.38% UF: 94.67% P: 95.86% R: 93.25% F: 94.54%
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+ 2024-03-31 14:49:15 INFO dev: loss: 0.3040 - UP: 86.52% UR: 45.29% UF: 59.46% P: 77.53% R: 40.59% F: 53.28%
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+ 2024-03-31 14:49:15 INFO test: loss: 0.2387 - UP: 65.06% UR: 40.80% UF: 50.15% P: 57.45% R: 36.03% F: 44.28%
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+ 2024-03-31 14:49:15 INFO 0:00:02.545506s elapsed
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+ 2024-03-31 14:49:17 INFO lr: 4.8820e-05 - loss: 0.0021 - UP: 96.63% UR: 89.23% UF: 92.78% P: 96.56% R: 89.16% F: 92.71%
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+ 2024-03-31 14:49:17 INFO dev: loss: 0.2945 - UP: 84.95% UR: 46.47% UF: 60.08% P: 78.49% R: 42.94% F: 55.51%
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+ 2024-03-31 14:49:18 INFO test: loss: 0.3037 - UP: 63.49% UR: 44.95% UF: 52.64% P: 55.98% R: 39.63% F: 46.41%
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+ 2024-03-31 14:49:18 INFO 0:00:02.594933s elapsed
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+ 2024-03-31 14:49:20 INFO lr: 4.8810e-05 - loss: 0.0053 - UP: 89.34% UR: 85.92% UF: 87.60% P: 89.00% R: 85.59% F: 87.26%
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+ 2024-03-31 14:49:20 INFO dev: loss: 0.2934 - UP: 71.54% UR: 54.71% UF: 62.00% P: 68.46% R: 52.35% F: 59.33%
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+ 2024-03-31 14:49:20 INFO test: loss: 0.2494 - UP: 58.73% UR: 46.38% UF: 51.83% P: 53.16% R: 41.98% F: 46.91%
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+ 2024-03-31 14:49:20 INFO 0:00:02.557112s elapsed
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+ 2024-03-31 14:49:22 INFO lr: 4.8800e-05 - loss: 0.0014 - UP: 91.90% UR: 79.56% UF: 85.29% P: 91.83% R: 79.49% F: 85.22%
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+ 2024-03-31 14:49:23 INFO dev: loss: 0.3017 - UP: 74.47% UR: 41.18% UF: 53.03% P: 70.21% R: 38.82% F: 50.00%
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+ 2024-03-31 14:49:23 INFO test: loss: 0.2337 - UP: 63.36% UR: 40.72% UF: 49.58% P: 56.71% R: 36.45% F: 44.38%
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+ 2024-03-31 14:49:23 INFO 0:00:02.568389s elapsed
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+ 2024-03-31 14:49:25 INFO lr: 4.8790e-05 - loss: 0.0009 - UP: 90.64% UR: 80.40% UF: 85.21% P: 90.27% R: 80.08% F: 84.87%
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+ 2024-03-31 14:49:25 INFO dev: loss: 0.3129 - UP: 77.66% UR: 42.94% UF: 55.30% P: 68.09% R: 37.65% F: 48.48%
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+ 2024-03-31 14:49:25 INFO test: loss: 0.2288 - UP: 59.93% UR: 50.82% UF: 55.00% P: 53.71% R: 45.54% F: 49.29%
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+ 2024-03-31 14:49:25 INFO 0:00:02.584581s elapsed
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+ 2024-03-31 14:49:28 INFO lr: 4.8780e-05 - loss: 0.0046 - UP: 94.44% UR: 88.25% UF: 91.24% P: 94.17% R: 87.99% F: 90.98%
797
+ 2024-03-31 14:49:28 INFO dev: loss: 0.2767 - UP: 79.13% UR: 53.53% UF: 63.86% P: 69.57% R: 47.06% F: 56.14%
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+ 2024-03-31 14:49:28 INFO test: loss: 0.2300 - UP: 60.00% UR: 49.39% UF: 54.18% P: 52.06% R: 42.86% F: 47.01%
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+ 2024-03-31 14:49:28 INFO 0:00:02.597776s elapsed
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+ 2024-03-31 14:49:30 INFO lr: 4.8770e-05 - loss: 0.0324 - UP: 91.70% UR: 87.41% UF: 89.50% P: 91.08% R: 86.83% F: 88.90%
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+ 2024-03-31 14:49:30 INFO dev: loss: 0.2681 - UP: 65.87% UR: 48.82% UF: 56.08% P: 58.73% R: 43.53% F: 50.00%
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+ 2024-03-31 14:49:31 INFO test: loss: 0.2557 - UP: 63.22% UR: 44.87% UF: 52.49% P: 54.07% R: 38.37% F: 44.89%
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+ 2024-03-31 14:49:31 INFO 0:00:02.624480s elapsed
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+ 2024-03-31 14:49:33 INFO lr: 4.8760e-05 - loss: 0.0043 - UP: 94.62% UR: 83.26% UF: 88.57% P: 93.22% R: 82.02% F: 87.26%
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+ 2024-03-31 14:49:33 INFO dev: loss: 0.2312 - UP: 82.18% UR: 48.82% UF: 61.25% P: 78.22% R: 46.47% F: 58.30%
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+ 2024-03-31 14:49:33 INFO test: loss: 0.2700 - UP: 62.54% UR: 44.49% UF: 52.00% P: 52.24% R: 37.16% F: 43.43%
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+ 2024-03-31 14:49:33 INFO 0:00:02.568054s elapsed
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+ 2024-03-31 14:49:33 INFO Epoch 125 / 5000:
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+ 2024-03-31 14:49:35 INFO lr: 4.8750e-05 - loss: 0.0131 - UP: 92.57% UR: 84.94% UF: 88.60% P: 91.23% R: 83.71% F: 87.31%
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+ 2024-03-31 14:49:36 INFO dev: loss: 0.2747 - UP: 80.34% UR: 55.29% UF: 65.51% P: 71.79% R: 49.41% F: 58.54%
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+ 2024-03-31 14:49:36 INFO test: loss: 0.2368 - UP: 57.37% UR: 48.09% UF: 52.32% P: 48.58% R: 40.72% F: 44.30%
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+ 2024-03-31 14:49:36 INFO 0:00:02.570629s elapsed
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+ 2024-03-31 14:49:38 INFO lr: 4.8740e-05 - loss: 0.0235 - UP: 92.08% UR: 79.17% UF: 85.14% P: 91.40% R: 78.59% F: 84.51%
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+ 2024-03-31 14:49:38 INFO dev: loss: 0.3163 - UP: 80.85% UR: 44.71% UF: 57.58% P: 73.40% R: 40.59% F: 52.27%
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+ 2024-03-31 14:49:38 INFO test: loss: 0.2343 - UP: 57.40% UR: 43.53% UF: 49.51% P: 47.90% R: 36.32% F: 41.32%
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+ 2024-03-31 14:49:38 INFO 0:00:02.569644s elapsed
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+ 2024-03-31 14:49:41 INFO lr: 4.8730e-05 - loss: 0.0014 - UP: 90.75% UR: 76.38% UF: 82.95% P: 90.21% R: 75.92% F: 82.45%
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+ 2024-03-31 14:49:41 INFO dev: loss: 0.2021 - UP: 71.87% UR: 54.12% UF: 61.74% P: 64.84% R: 48.82% F: 55.70%
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+ 2024-03-31 14:49:41 INFO test: loss: 0.2190 - UP: 56.53% UR: 53.33% UF: 54.88% P: 48.85% R: 46.08% F: 47.42%
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+ 2024-03-31 14:49:41 INFO 0:00:02.605712s elapsed
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+ 2024-03-31 14:49:43 INFO lr: 4.8720e-05 - loss: 0.0013 - UP: 94.80% UR: 87.61% UF: 91.06% P: 94.17% R: 87.02% F: 90.46%
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+ 2024-03-31 14:49:43 INFO dev: loss: 0.2417 - UP: 71.43% UR: 52.94% UF: 60.81% P: 65.08% R: 48.24% F: 55.41%
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+ 2024-03-31 14:49:44 INFO test: loss: 0.2488 - UP: 58.09% UR: 50.06% UF: 53.78% P: 50.66% R: 43.65% F: 46.89%
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+ 2024-03-31 14:49:44 INFO 0:00:02.620957s elapsed
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+ 2024-03-31 14:49:46 INFO lr: 4.8710e-05 - loss: 0.0001 - UP: 96.33% UR: 90.27% UF: 93.20% P: 96.33% R: 90.27% F: 93.20%
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+ 2024-03-31 14:49:46 INFO 0:00:02.620892s elapsed
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+ 2024-03-31 14:49:48 INFO lr: 4.8700e-05 - loss: 0.0044 - UP: 95.10% UR: 91.95% UF: 93.50% P: 94.97% R: 91.82% F: 93.37%
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+ 2024-03-31 14:49:51 INFO test: loss: 0.2555 - UP: 59.87% UR: 50.69% UF: 54.90% P: 52.45% R: 44.41% F: 48.09%
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+ 2024-03-31 14:49:51 INFO 0:00:02.595774s elapsed
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+ 2024-03-31 14:49:54 INFO lr: 4.8680e-05 - loss: 0.0017 - UP: 95.62% UR: 92.08% UF: 93.82% P: 95.55% R: 92.02% F: 93.75%
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+ 2024-03-31 14:49:54 INFO dev: loss: 0.2901 - UP: 79.13% UR: 53.53% UF: 63.86% P: 71.30% R: 48.24% F: 57.54%
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+ 2024-03-31 14:49:54 INFO test: loss: 0.2484 - UP: 61.32% UR: 48.35% UF: 54.06% P: 54.04% R: 42.61% F: 47.65%
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+ 2024-03-31 14:49:54 INFO 0:00:02.690553s elapsed
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+ 2024-03-31 14:49:56 INFO lr: 4.8670e-05 - loss: 0.0002 - UP: 96.63% UR: 91.17% UF: 93.82% P: 96.63% R: 91.17% F: 93.82%
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+ 2024-03-31 14:49:57 INFO dev: loss: 0.2858 - UP: 76.34% UR: 58.82% UF: 66.45% P: 67.18% R: 51.76% F: 58.47%
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+ 2024-03-31 14:49:57 INFO test: loss: 0.2591 - UP: 57.85% UR: 51.07% UF: 54.25% P: 49.98% R: 44.11% F: 46.86%
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+ 2024-03-31 14:49:57 INFO 0:00:02.702010s elapsed
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+ 2024-03-31 14:49:59 INFO lr: 4.8660e-05 - loss: 0.0001 - UP: 97.00% UR: 94.55% UF: 95.76% P: 96.74% R: 94.29% F: 95.50%
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+ 2024-03-31 14:49:59 INFO dev: loss: 0.2757 - UP: 78.12% UR: 58.82% UF: 67.11% P: 70.31% R: 52.94% F: 60.40%
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+ 2024-03-31 14:50:00 INFO test: loss: 0.2670 - UP: 59.30% UR: 50.10% UF: 54.31% P: 51.66% R: 43.65% F: 47.32%
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+ 2024-03-31 14:50:00 INFO 0:00:02.687186s elapsed
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+ 2024-03-31 14:50:07 INFO Epoch 104 saved
874
+ 2024-03-31 14:50:07 INFO dev: UP: 80.31% UR: 60.00% UF: 68.69% P: 75.59% R: 56.47% F: 64.65%
875
+ 2024-03-31 14:50:07 INFO test: UP: 63.38% UR: 47.34% UF: 54.20% P: 56.31% R: 42.06% F: 48.15%
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+ 2024-03-31 14:50:07 INFO 0:05:51.029478s elapsed, 0:00:02.619623s/epoch
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+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_holder_desc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
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+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-31 14:50:10 INFO Building the fields
40
+ 2024-03-31 14:50:11 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-31 14:50:11 INFO Building the model
45
+ 2024-03-31 14:50:13 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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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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+ 2024-03-31 14:50:13 INFO Loading the data
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+ 2024-03-31 14:50:14 INFO
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+ train: Dataset(n_sentences=119, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=11, n_batches=9, n_buckets=9)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-03-31 14:50:14 INFO Epoch 1 / 5000:
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+ 2024-03-31 14:50:17 INFO lr: 4.9990e-05 - loss: 0.4035 - UP: 4.07% UR: 9.21% UF: 5.65% P: 0.98% R: 2.21% F: 1.35%
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+ 2024-03-31 14:50:17 INFO dev: loss: 0.2457 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-31 14:50:17 INFO test: loss: 0.1996 - UP: 7.14% UR: 0.21% UF: 0.41% P: 1.43% R: 0.04% F: 0.08%
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+ 2024-03-31 14:50:17 INFO 0:00:03.283941s elapsed
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+ 2024-03-31 14:50:19 INFO lr: 4.9980e-05 - loss: 0.0971 - UP: 5.44% UR: 2.40% UF: 3.33% P: 3.53% R: 1.56% F: 2.16%
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+ 2024-03-31 14:50:19 INFO dev: loss: 0.1830 - UP: 50.00% UR: 1.18% UF: 2.30% P: 50.00% R: 1.18% F: 2.30%
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+ 2024-03-31 14:50:20 INFO test: loss: 0.1701 - UP: 72.41% UR: 1.76% UF: 3.44% P: 65.52% R: 1.59% F: 3.11%
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+ 2024-03-31 14:50:24 INFO 0:00:02.690485s elapsed (saved)
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+ 2024-03-31 14:50:26 INFO lr: 4.9970e-05 - loss: 0.1854 - UP: 23.58% UR: 7.79% UF: 11.71% P: 20.24% R: 6.68% F: 10.05%
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+ 2024-03-31 14:50:27 INFO dev: loss: 0.1703 - UP: 76.92% UR: 5.88% UF: 10.93% P: 69.23% R: 5.29% F: 9.84%
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+ 2024-03-31 14:50:27 INFO test: loss: 0.1548 - UP: 71.01% UR: 8.21% UF: 14.72% P: 60.87% R: 7.04% F: 12.62%
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+ 2024-03-31 14:50:34 INFO 0:00:02.693779s elapsed (saved)
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+ 2024-03-31 14:50:36 INFO lr: 4.9960e-05 - loss: 0.0434 - UP: 52.41% UR: 13.43% UF: 21.38% P: 46.84% R: 12.01% F: 19.11%
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+ 2024-03-31 14:50:36 INFO dev: loss: 0.1727 - UP: 79.31% UR: 13.53% UF: 23.12% P: 75.86% R: 12.94% F: 22.11%
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+ 2024-03-31 14:50:36 INFO test: loss: 0.1662 - UP: 66.89% UR: 12.69% UF: 21.34% P: 58.72% R: 11.14% F: 18.73%
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+ 2024-03-31 14:50:43 INFO 0:00:02.660500s elapsed (saved)
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+ 2024-03-31 14:50:45 INFO lr: 4.9950e-05 - loss: 0.0110 - UP: 53.68% UR: 17.98% UF: 26.93% P: 50.78% R: 17.00% F: 25.47%
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+ 2024-03-31 14:50:46 INFO dev: loss: 0.1577 - UP: 77.50% UR: 18.24% UF: 29.52% P: 75.00% R: 17.65% F: 28.57%
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+ 2024-03-31 14:50:46 INFO test: loss: 0.1416 - UP: 63.93% UR: 16.34% UF: 26.03% P: 55.41% R: 14.16% F: 22.56%
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+ 2024-03-31 14:50:53 INFO 0:00:02.700721s elapsed (saved)
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+ 2024-03-31 14:50:55 INFO lr: 4.9940e-05 - loss: 0.1177 - UP: 61.82% UR: 22.91% UF: 33.43% P: 60.42% R: 22.39% F: 32.67%
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+ 2024-03-31 14:50:55 INFO dev: loss: 0.1822 - UP: 68.29% UR: 16.47% UF: 26.54% P: 65.85% R: 15.88% F: 25.59%
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+ 2024-03-31 14:50:55 INFO test: loss: 0.1396 - UP: 62.77% UR: 17.30% UF: 27.13% P: 56.08% R: 15.46% F: 24.24%
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+ 2024-03-31 14:50:55 INFO 0:00:02.718897s elapsed
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+ 2024-03-31 14:50:58 INFO lr: 4.9930e-05 - loss: 0.0072 - UP: 66.81% UR: 31.21% UF: 42.55% P: 65.42% R: 30.56% F: 41.66%
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+ 2024-03-31 14:50:58 INFO dev: loss: 0.1879 - UP: 73.17% UR: 17.65% UF: 28.44% P: 70.73% R: 17.06% F: 27.49%
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+ 2024-03-31 14:50:58 INFO test: loss: 0.1532 - UP: 68.41% UR: 18.60% UF: 29.25% P: 61.79% R: 16.80% F: 26.42%
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+ 2024-03-31 14:50:58 INFO 0:00:02.695449s elapsed
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+ 2024-03-31 14:51:00 INFO lr: 4.9920e-05 - loss: 0.0347 - UP: 58.85% UR: 27.84% UF: 37.80% P: 58.16% R: 27.51% F: 37.36%
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+ 2024-03-31 14:51:00 INFO dev: loss: 0.1769 - UP: 69.49% UR: 24.12% UF: 35.81% P: 66.10% R: 22.94% F: 34.06%
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+ 2024-03-31 14:51:01 INFO test: loss: 0.1466 - UP: 56.60% UR: 26.94% UF: 36.50% P: 50.88% R: 24.21% F: 32.81%
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+ 2024-03-31 14:51:08 INFO 0:00:02.618711s elapsed (saved)
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+ 2024-03-31 14:51:10 INFO lr: 4.9910e-05 - loss: 0.0233 - UP: 71.82% UR: 40.36% UF: 51.68% P: 70.67% R: 39.71% F: 50.85%
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+ 2024-03-31 14:51:10 INFO dev: loss: 0.2623 - UP: 71.43% UR: 20.59% UF: 31.96% P: 61.22% R: 17.65% F: 27.40%
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+ 2024-03-31 14:51:10 INFO test: loss: 0.1725 - UP: 59.64% UR: 25.01% UF: 35.24% P: 52.45% R: 21.99% F: 30.99%
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+ 2024-03-31 14:51:10 INFO 0:00:02.741301s elapsed
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+ 2024-03-31 14:51:13 INFO lr: 4.9900e-05 - loss: 0.0383 - UP: 75.12% UR: 41.53% UF: 53.49% P: 72.54% R: 40.10% F: 51.65%
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+ 2024-03-31 14:51:13 INFO dev: loss: 0.1912 - UP: 68.00% UR: 20.00% UF: 30.91% P: 66.00% R: 19.41% F: 30.00%
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+ 2024-03-31 14:51:13 INFO test: loss: 0.1474 - UP: 64.53% UR: 23.25% UF: 34.19% P: 57.33% R: 20.65% F: 30.37%
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+ 2024-03-31 14:51:15 INFO lr: 4.9890e-05 - loss: 0.0073 - UP: 72.95% UR: 39.20% UF: 50.99% P: 71.74% R: 38.55% F: 50.15%
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+ 2024-03-31 14:51:15 INFO dev: loss: 0.1787 - UP: 65.33% UR: 28.82% UF: 40.00% P: 62.67% R: 27.65% F: 38.37%
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+ 2024-03-31 14:51:16 INFO test: loss: 0.1715 - UP: 60.94% UR: 32.55% UF: 42.44% P: 55.76% R: 29.79% F: 38.83%
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+ 2024-03-31 14:51:23 INFO 0:00:02.586924s elapsed (saved)
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+ 2024-03-31 14:51:25 INFO lr: 4.9880e-05 - loss: 0.0235 - UP: 53.81% UR: 44.91% UF: 48.96% P: 52.10% R: 43.48% F: 47.40%
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+ 2024-03-31 14:51:25 INFO dev: loss: 0.2017 - UP: 52.31% UR: 20.00% UF: 28.94% P: 50.77% R: 19.41% F: 28.09%
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+ 2024-03-31 14:51:25 INFO test: loss: 0.1596 - UP: 58.94% UR: 30.79% UF: 40.45% P: 53.25% R: 27.82% F: 36.54%
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+ 2024-03-31 14:51:25 INFO 0:00:02.713591s elapsed
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+ 2024-03-31 14:51:28 INFO lr: 4.9870e-05 - loss: 0.0160 - UP: 74.25% UR: 45.10% UF: 56.12% P: 73.72% R: 44.78% F: 55.71%
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+ 2024-03-31 14:51:28 INFO dev: loss: 0.2501 - UP: 88.00% UR: 12.94% UF: 22.56% P: 80.00% R: 11.76% F: 20.51%
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+ 2024-03-31 14:51:28 INFO test: loss: 0.1759 - UP: 66.96% UR: 22.25% UF: 33.40% P: 60.53% R: 20.11% F: 30.19%
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+ 2024-03-31 14:51:28 INFO 0:00:02.696662s elapsed
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+ 2024-03-31 14:51:30 INFO lr: 4.9860e-05 - loss: 0.0176 - UP: 72.80% UR: 50.55% UF: 59.67% P: 72.06% R: 50.03% F: 59.06%
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+ 2024-03-31 14:51:30 INFO dev: loss: 0.2381 - UP: 69.70% UR: 27.06% UF: 38.98% P: 59.09% R: 22.94% F: 33.05%
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+ 2024-03-31 14:51:31 INFO test: loss: 0.1545 - UP: 65.51% UR: 33.98% UF: 44.74% P: 58.97% R: 30.58% F: 40.28%
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+ 2024-03-31 14:51:33 INFO lr: 4.9850e-05 - loss: 0.0371 - UP: 83.80% UR: 42.96% UF: 56.80% P: 83.67% R: 42.89% F: 56.71%
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+ 2024-03-31 14:51:33 INFO dev: loss: 0.1934 - UP: 71.43% UR: 26.47% UF: 38.63% P: 60.32% R: 22.35% F: 32.62%
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+ 2024-03-31 14:51:33 INFO test: loss: 0.1478 - UP: 62.94% UR: 33.51% UF: 43.74% P: 56.02% R: 29.83% F: 38.93%
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+ 2024-03-31 14:51:35 INFO lr: 4.9840e-05 - loss: 0.0155 - UP: 75.53% UR: 55.29% UF: 63.84% P: 75.44% R: 55.22% F: 63.77%
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+ 2024-03-31 14:51:36 INFO dev: loss: 0.2186 - UP: 62.79% UR: 31.76% UF: 42.19% P: 54.65% R: 27.65% F: 36.72%
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+ 2024-03-31 14:51:36 INFO test: loss: 0.1526 - UP: 60.63% UR: 38.71% UF: 47.25% P: 55.38% R: 35.36% F: 43.16%
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+ 2024-03-31 14:51:36 INFO 0:00:02.555160s elapsed
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+ 2024-03-31 14:51:38 INFO lr: 4.9830e-05 - loss: 0.0367 - UP: 82.58% UR: 62.43% UF: 71.10% P: 82.40% R: 62.30% F: 70.95%
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+ 2024-03-31 14:51:38 INFO dev: loss: 0.2388 - UP: 81.97% UR: 29.41% UF: 43.29% P: 70.49% R: 25.29% F: 37.23%
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+ 2024-03-31 14:51:39 INFO test: loss: 0.1778 - UP: 70.70% UR: 29.12% UF: 41.25% P: 65.01% R: 26.77% F: 37.92%
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+ 2024-03-31 14:51:41 INFO lr: 4.9820e-05 - loss: 0.0129 - UP: 84.19% UR: 61.52% UF: 71.09% P: 83.75% R: 61.19% F: 70.72%
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+ 2024-03-31 14:51:41 INFO dev: loss: 0.2165 - UP: 67.90% UR: 32.35% UF: 43.82% P: 61.73% R: 29.41% F: 39.84%
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+ 2024-03-31 14:51:41 INFO test: loss: 0.1578 - UP: 61.44% UR: 39.72% UF: 48.24% P: 56.06% R: 36.24% F: 44.02%
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+ 2024-03-31 14:51:48 INFO 0:00:02.694242s elapsed (saved)
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+ 2024-03-31 14:51:50 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 83.61% UR: 62.56% UF: 71.57% P: 83.17% R: 62.23% F: 71.20%
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+ 2024-03-31 14:51:50 INFO dev: loss: 0.2519 - UP: 84.62% UR: 25.88% UF: 39.64% P: 73.08% R: 22.35% F: 34.23%
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+ 2024-03-31 14:51:51 INFO test: loss: 0.1708 - UP: 71.08% UR: 30.79% UF: 42.97% P: 64.99% R: 28.15% F: 39.29%
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+ 2024-03-31 14:51:53 INFO lr: 4.9800e-05 - loss: 0.0171 - UP: 86.54% UR: 63.85% UF: 73.49% P: 85.66% R: 63.21% F: 72.74%
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+ 2024-03-31 14:51:53 INFO dev: loss: 0.3344 - UP: 71.64% UR: 28.24% UF: 40.51% P: 52.24% R: 20.59% F: 29.54%
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+ 2024-03-31 14:51:53 INFO test: loss: 0.1992 - UP: 66.45% UR: 34.77% UF: 45.65% P: 59.41% R: 31.09% F: 40.81%
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+ 2024-03-31 14:51:55 INFO lr: 4.9790e-05 - loss: 0.0007 - UP: 83.40% UR: 65.54% UF: 73.40% P: 83.07% R: 65.28% F: 73.11%
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+ 2024-03-31 14:51:55 INFO dev: loss: 0.2452 - UP: 73.33% UR: 32.35% UF: 44.90% P: 60.00% R: 26.47% F: 36.73%
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+ 2024-03-31 14:51:56 INFO test: loss: 0.1605 - UP: 61.53% UR: 40.13% UF: 48.58% P: 54.98% R: 35.86% F: 43.41%
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+ 2024-03-31 14:51:56 INFO 0:00:02.590449s elapsed
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+ 2024-03-31 14:51:58 INFO lr: 4.9780e-05 - loss: 0.0055 - UP: 88.47% UR: 62.75% UF: 73.42% P: 87.74% R: 62.23% F: 72.82%
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+ 2024-03-31 14:51:58 INFO dev: loss: 0.2343 - UP: 80.00% UR: 28.24% UF: 41.74% P: 73.33% R: 25.88% F: 38.26%
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+ 2024-03-31 14:51:58 INFO test: loss: 0.2232 - UP: 66.02% UR: 28.57% UF: 39.88% P: 59.73% R: 25.85% F: 36.08%
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+ 2024-03-31 14:52:01 INFO lr: 4.9770e-05 - loss: 0.0143 - UP: 86.72% UR: 67.81% UF: 76.11% P: 86.47% R: 67.62% F: 75.89%
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+ 2024-03-31 14:52:01 INFO dev: loss: 0.2302 - UP: 60.75% UR: 38.24% UF: 46.93% P: 57.94% R: 36.47% F: 44.77%
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+ 2024-03-31 14:52:01 INFO test: loss: 0.2075 - UP: 53.76% UR: 47.05% UF: 50.18% P: 46.67% R: 40.85% F: 43.57%
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+ 2024-03-31 14:52:08 INFO 0:00:02.592142s elapsed (saved)
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+ 2024-03-31 14:52:10 INFO lr: 4.9760e-05 - loss: 0.0238 - UP: 81.64% UR: 66.06% UF: 73.03% P: 81.15% R: 65.67% F: 72.60%
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+ 2024-03-31 14:52:10 INFO dev: loss: 0.2127 - UP: 73.77% UR: 26.47% UF: 38.96% P: 72.13% R: 25.88% F: 38.10%
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+ 2024-03-31 14:52:11 INFO test: loss: 0.1854 - UP: 66.27% UR: 32.59% UF: 43.70% P: 60.22% R: 29.62% F: 39.71%
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+ 2024-03-31 14:52:13 INFO lr: 4.9750e-05 - loss: 0.0013 - UP: 86.21% UR: 67.36% UF: 75.63% P: 86.13% R: 67.29% F: 75.56%
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+ 2024-03-31 14:52:13 INFO dev: loss: 0.2090 - UP: 74.39% UR: 35.88% UF: 48.41% P: 68.29% R: 32.94% F: 44.44%
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+ 2024-03-31 14:52:13 INFO test: loss: 0.1884 - UP: 61.97% UR: 42.19% UF: 50.20% P: 56.62% R: 38.54% F: 45.86%
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+ 2024-03-31 14:52:15 INFO lr: 4.9740e-05 - loss: 0.0053 - UP: 91.66% UR: 67.75% UF: 77.91% P: 91.40% R: 67.55% F: 77.69%
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+ 2024-03-31 14:52:15 INFO dev: loss: 0.2367 - UP: 64.21% UR: 35.88% UF: 46.04% P: 62.11% R: 34.71% F: 44.53%
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+ 2024-03-31 14:52:16 INFO test: loss: 0.1986 - UP: 60.00% UR: 41.73% UF: 49.22% P: 54.34% R: 37.79% F: 44.58%
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+ 2024-03-31 14:52:18 INFO lr: 4.9730e-05 - loss: 0.0125 - UP: 89.64% UR: 74.11% UF: 81.14% P: 89.32% R: 73.85% F: 80.85%
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+ 2024-03-31 14:52:18 INFO dev: loss: 0.2790 - UP: 70.13% UR: 31.76% UF: 43.72% P: 67.53% R: 30.59% F: 42.11%
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+ 2024-03-31 14:52:18 INFO test: loss: 0.2150 - UP: 64.01% UR: 36.66% UF: 46.62% P: 58.23% R: 33.35% F: 42.41%
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+ 2024-03-31 14:52:21 INFO test: loss: 0.2318 - UP: 60.53% UR: 44.78% UF: 51.48% P: 52.60% R: 38.92% F: 44.74%
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+ 2024-03-31 14:52:30 INFO dev: loss: 0.2399 - UP: 77.03% UR: 33.53% UF: 46.72% P: 67.57% R: 29.41% F: 40.98%
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+ 2024-03-31 14:52:35 INFO test: loss: 0.1963 - UP: 64.88% UR: 44.20% UF: 52.58% P: 58.67% R: 39.97% F: 47.55%
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+ 2024-03-31 14:52:44 INFO dev: loss: 0.2885 - UP: 74.65% UR: 31.18% UF: 43.98% P: 71.83% R: 30.00% F: 42.32%
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+ 2024-03-31 14:52:45 INFO test: loss: 0.2019 - UP: 68.99% UR: 37.29% UF: 48.41% P: 63.26% R: 34.19% F: 44.38%
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+ 2024-03-31 14:52:50 INFO test: loss: 0.2023 - UP: 62.38% UR: 45.29% UF: 52.48% P: 55.74% R: 40.47% F: 46.89%
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+ 2024-03-31 14:52:59 INFO dev: loss: 0.2568 - UP: 67.31% UR: 41.18% UF: 51.09% P: 61.54% R: 37.65% F: 46.72%
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+ 2024-03-31 14:53:00 INFO test: loss: 0.1871 - UP: 59.29% UR: 48.14% UF: 53.13% P: 52.48% R: 42.61% F: 47.03%
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+ 2024-03-31 14:53:02 INFO dev: loss: 0.2631 - UP: 67.68% UR: 39.41% UF: 49.81% P: 62.63% R: 36.47% F: 46.10%
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+ 2024-03-31 14:53:02 INFO test: loss: 0.2140 - UP: 60.08% UR: 46.84% UF: 52.64% P: 53.79% R: 41.94% F: 47.13%
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+ 2024-03-31 14:53:02 INFO 0:00:02.583531s elapsed
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+ 2024-03-31 14:53:04 INFO dev: loss: 0.2650 - UP: 71.29% UR: 42.35% UF: 53.14% P: 67.33% R: 40.00% F: 50.18%
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+ 2024-03-31 14:53:05 INFO test: loss: 0.1902 - UP: 61.48% UR: 47.67% UF: 53.70% P: 55.86% R: 43.32% F: 48.80%
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+ 2024-03-31 14:53:12 INFO 0:00:02.588349s elapsed (saved)
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+ 2024-03-31 14:53:14 INFO test: loss: 0.1984 - UP: 67.68% UR: 40.89% UF: 50.98% P: 61.65% R: 37.24% F: 46.44%
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+ 2024-03-31 14:53:14 INFO 0:00:02.709408s elapsed
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+ 2024-03-31 14:53:17 INFO test: loss: 0.2137 - UP: 65.05% UR: 44.28% UF: 52.69% P: 58.83% R: 40.05% F: 47.66%
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+ 2024-03-31 14:53:17 INFO 0:00:02.621082s elapsed
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+ 2024-03-31 14:53:19 INFO dev: loss: 0.3262 - UP: 73.56% UR: 37.65% UF: 49.81% P: 63.22% R: 32.35% F: 42.80%
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+ 2024-03-31 14:53:19 INFO test: loss: 0.1936 - UP: 66.43% UR: 39.55% UF: 49.58% P: 60.38% R: 35.94% F: 45.06%
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+ 2024-03-31 14:53:19 INFO 0:00:02.566227s elapsed
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+ 2024-03-31 14:53:22 INFO dev: loss: 0.3014 - UP: 69.81% UR: 43.53% UF: 53.62% P: 64.15% R: 40.00% F: 49.28%
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+ 2024-03-31 14:53:22 INFO test: loss: 0.2186 - UP: 62.68% UR: 45.25% UF: 52.55% P: 56.88% R: 41.06% F: 47.69%
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+ 2024-03-31 14:53:22 INFO 0:00:02.589195s elapsed
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+ 2024-03-31 14:53:24 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 91.48% UR: 80.08% UF: 85.40% P: 91.10% R: 79.75% F: 85.05%
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+ 2024-03-31 14:53:24 INFO dev: loss: 0.3090 - UP: 71.28% UR: 39.41% UF: 50.76% P: 69.15% R: 38.24% F: 49.24%
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+ 2024-03-31 14:53:25 INFO test: loss: 0.2149 - UP: 62.05% UR: 45.62% UF: 52.58% P: 55.44% R: 40.76% F: 46.98%
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+ 2024-03-31 14:53:25 INFO 0:00:02.569320s elapsed
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+ 2024-03-31 14:53:25 INFO Epoch 43 / 5000:
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+ 2024-03-31 14:53:27 INFO dev: loss: 0.3429 - UP: 75.31% UR: 35.88% UF: 48.61% P: 74.07% R: 35.29% F: 47.81%
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+ 2024-03-31 14:53:27 INFO test: loss: 0.2171 - UP: 68.44% UR: 38.17% UF: 49.00% P: 63.49% R: 35.40% F: 45.45%
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+ 2024-03-31 14:53:27 INFO 0:00:02.696265s elapsed
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+ 2024-03-31 14:53:27 INFO Epoch 44 / 5000:
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+ 2024-03-31 14:53:29 INFO lr: 4.9560e-05 - loss: 0.0112 - UP: 93.86% UR: 82.28% UF: 87.69% P: 93.26% R: 81.77% F: 87.14%
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+ 2024-03-31 14:53:30 INFO dev: loss: 0.3440 - UP: 76.14% UR: 39.41% UF: 51.94% P: 70.45% R: 36.47% F: 48.06%
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+ 2024-03-31 14:53:30 INFO test: loss: 0.2071 - UP: 67.35% UR: 38.63% UF: 49.09% P: 59.75% R: 34.27% F: 43.56%
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+ 2024-03-31 14:53:30 INFO 0:00:02.609059s elapsed
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+ 2024-03-31 14:53:32 INFO lr: 4.9550e-05 - loss: 0.0167 - UP: 93.71% UR: 84.17% UF: 88.68% P: 92.99% R: 83.52% F: 88.00%
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+ 2024-03-31 14:53:32 INFO dev: loss: 0.2998 - UP: 72.41% UR: 49.41% UF: 58.74% P: 62.93% R: 42.94% F: 51.05%
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+ 2024-03-31 14:53:33 INFO test: loss: 0.1930 - UP: 63.12% UR: 47.97% UF: 54.51% P: 58.05% R: 44.11% F: 50.13%
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+ 2024-03-31 14:53:39 INFO 0:00:02.690532s elapsed (saved)
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+ 2024-03-31 14:53:42 INFO dev: loss: 0.3047 - UP: 74.36% UR: 51.18% UF: 60.63% P: 67.52% R: 46.47% F: 55.05%
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+ 2024-03-31 14:53:42 INFO test: loss: 0.2175 - UP: 63.37% UR: 44.78% UF: 52.48% P: 57.44% R: 40.59% F: 47.57%
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+ 2024-03-31 14:53:49 INFO 0:00:02.694256s elapsed (saved)
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+ 2024-03-31 14:53:49 INFO Epoch 47 / 5000:
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+ 2024-03-31 14:53:51 INFO lr: 4.9530e-05 - loss: 0.0066 - UP: 91.18% UR: 86.50% UF: 88.78% P: 90.83% R: 86.18% F: 88.44%
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+ 2024-03-31 14:53:51 INFO dev: loss: 0.3193 - UP: 78.38% UR: 51.18% UF: 61.92% P: 66.67% R: 43.53% F: 52.67%
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+ 2024-03-31 14:53:51 INFO test: loss: 0.2214 - UP: 65.82% UR: 43.57% UF: 52.43% P: 59.81% R: 39.59% F: 47.64%
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+ 2024-03-31 14:53:51 INFO 0:00:02.696254s elapsed
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+ 2024-03-31 14:53:53 INFO lr: 4.9520e-05 - loss: 0.0015 - UP: 92.75% UR: 85.46% UF: 88.96% P: 92.61% R: 85.33% F: 88.82%
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+ 2024-03-31 14:53:54 INFO dev: loss: 0.2865 - UP: 76.64% UR: 48.24% UF: 59.21% P: 66.36% R: 41.76% F: 51.26%
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+ 2024-03-31 14:53:54 INFO test: loss: 0.2060 - UP: 65.32% UR: 44.74% UF: 53.11% P: 59.27% R: 40.59% F: 48.18%
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+ 2024-03-31 14:53:54 INFO 0:00:02.628575s elapsed
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+ 2024-03-31 14:53:56 INFO lr: 4.9510e-05 - loss: 0.0096 - UP: 92.48% UR: 82.15% UF: 87.01% P: 92.33% R: 82.02% F: 86.87%
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+ 2024-03-31 14:53:56 INFO dev: loss: 0.3023 - UP: 70.00% UR: 49.41% UF: 57.93% P: 62.50% R: 44.12% F: 51.72%
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+ 2024-03-31 14:53:57 INFO test: loss: 0.2041 - UP: 64.05% UR: 45.54% UF: 53.23% P: 58.52% R: 41.60% F: 48.63%
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+ 2024-03-31 14:53:57 INFO 0:00:02.639749s elapsed
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+ 2024-03-31 14:53:57 INFO Epoch 50 / 5000:
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+ 2024-03-31 14:53:59 INFO lr: 4.9500e-05 - loss: 0.0010 - UP: 91.99% UR: 80.47% UF: 85.84% P: 91.91% R: 80.40% F: 85.77%
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+ 2024-03-31 14:53:59 INFO dev: loss: 0.3390 - UP: 71.84% UR: 43.53% UF: 54.21% P: 65.05% R: 39.41% F: 49.08%
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+ 2024-03-31 14:53:59 INFO test: loss: 0.2184 - UP: 64.76% UR: 46.50% UF: 54.13% P: 58.11% R: 41.73% F: 48.57%
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+ 2024-03-31 14:53:59 INFO 0:00:02.616099s elapsed
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+ 2024-03-31 14:54:01 INFO lr: 4.9490e-05 - loss: 0.0003 - UP: 91.88% UR: 82.93% UF: 87.18% P: 91.80% R: 82.87% F: 87.11%
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+ 2024-03-31 14:54:02 INFO dev: loss: 0.3258 - UP: 75.49% UR: 45.29% UF: 56.62% P: 66.67% R: 40.00% F: 50.00%
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+ 2024-03-31 14:54:02 INFO test: loss: 0.2147 - UP: 63.86% UR: 44.87% UF: 52.71% P: 56.89% R: 39.97% F: 46.95%
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+ 2024-03-31 14:54:02 INFO 0:00:02.681513s elapsed
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+ 2024-03-31 14:54:04 INFO lr: 4.9480e-05 - loss: 0.0082 - UP: 89.70% UR: 80.21% UF: 84.69% P: 89.55% R: 80.08% F: 84.55%
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+ 2024-03-31 14:54:04 INFO dev: loss: 0.2848 - UP: 70.87% UR: 42.94% UF: 53.48% P: 63.11% R: 38.24% F: 47.62%
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+ 2024-03-31 14:54:05 INFO test: loss: 0.2028 - UP: 62.11% UR: 45.66% UF: 52.63% P: 56.92% R: 41.85% F: 48.24%
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+ 2024-03-31 14:54:05 INFO 0:00:02.685693s elapsed
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+ 2024-03-31 14:54:07 INFO lr: 4.9470e-05 - loss: 0.0010 - UP: 94.26% UR: 78.91% UF: 85.91% P: 94.11% R: 78.78% F: 85.76%
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+ 2024-03-31 14:54:07 INFO dev: loss: 0.2827 - UP: 72.13% UR: 51.76% UF: 60.27% P: 63.11% R: 45.29% F: 52.74%
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+ 2024-03-31 14:54:07 INFO test: loss: 0.2100 - UP: 60.83% UR: 48.35% UF: 53.87% P: 54.56% R: 43.36% F: 48.32%
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+ 2024-03-31 14:54:07 INFO 0:00:02.684978s elapsed
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+ 2024-03-31 14:54:10 INFO test: loss: 0.1847 - UP: 62.23% UR: 38.04% UF: 47.22% P: 56.20% R: 34.35% F: 42.64%
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+ 2024-03-31 14:54:10 INFO 0:00:02.675899s elapsed
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+ 2024-03-31 14:54:15 INFO dev: loss: 0.2732 - UP: 71.08% UR: 34.71% UF: 46.64% P: 61.45% R: 30.00% F: 40.32%
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+ 2024-03-31 14:54:15 INFO test: loss: 0.1781 - UP: 66.60% UR: 42.02% UF: 51.53% P: 59.03% R: 37.24% F: 45.67%
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+ 2024-03-31 14:54:15 INFO 0:00:02.687049s elapsed
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+ 2024-03-31 14:54:18 INFO lr: 4.9430e-05 - loss: 0.0038 - UP: 93.61% UR: 74.11% UF: 82.72% P: 92.79% R: 73.46% F: 82.00%
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+ 2024-03-31 14:54:18 INFO dev: loss: 0.2476 - UP: 75.96% UR: 46.47% UF: 57.66% P: 70.19% R: 42.94% F: 53.28%
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+ 2024-03-31 14:54:18 INFO test: loss: 0.2046 - UP: 64.41% UR: 42.69% UF: 51.35% P: 56.89% R: 37.70% F: 45.35%
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+ 2024-03-31 14:54:18 INFO 0:00:02.691538s elapsed
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+ 2024-03-31 14:54:20 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 89.77% UR: 78.00% UF: 83.47% P: 89.69% R: 77.94% F: 83.40%
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+ 2024-03-31 14:54:21 INFO test: loss: 0.2583 - UP: 60.35% UR: 46.17% UF: 52.31% P: 52.68% R: 40.30% F: 45.67%
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+ 2024-03-31 14:54:23 INFO lr: 4.9410e-05 - loss: 0.0141 - UP: 91.02% UR: 78.26% UF: 84.16% P: 90.19% R: 77.55% F: 83.39%
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+ 2024-03-31 14:54:28 INFO dev: loss: 0.2127 - UP: 73.91% UR: 30.00% UF: 42.68% P: 69.57% R: 28.24% F: 40.17%
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+ 2024-03-31 14:54:29 INFO test: loss: 0.2260 - UP: 60.21% UR: 38.04% UF: 46.62% P: 53.78% R: 33.98% F: 41.64%
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+ 2024-03-31 14:54:31 INFO dev: loss: 0.2322 - UP: 71.43% UR: 35.29% UF: 47.24% P: 64.29% R: 31.76% F: 42.52%
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+ 2024-03-31 14:54:31 INFO test: loss: 0.1914 - UP: 56.76% UR: 43.95% UF: 49.54% P: 50.81% R: 39.34% F: 44.34%
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+ 2024-03-31 14:54:34 INFO dev: loss: 0.2397 - UP: 69.39% UR: 40.00% UF: 50.75% P: 62.24% R: 35.88% F: 45.52%
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+ 2024-03-31 14:54:34 INFO test: loss: 0.1782 - UP: 60.18% UR: 47.93% UF: 53.36% P: 53.76% R: 42.82% F: 47.67%
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+ 2024-03-31 14:54:37 INFO test: loss: 0.1963 - UP: 61.86% UR: 42.73% UF: 50.55% P: 54.40% R: 37.58% F: 44.45%
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+ 2024-03-31 14:54:39 INFO dev: loss: 0.2828 - UP: 72.41% UR: 37.06% UF: 49.03% P: 62.07% R: 31.76% F: 42.02%
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+ 2024-03-31 14:54:39 INFO test: loss: 0.1912 - UP: 65.16% UR: 40.59% UF: 50.03% P: 58.31% R: 36.32% F: 44.76%
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+ 2024-03-31 14:54:42 INFO dev: loss: 0.2994 - UP: 69.66% UR: 36.47% UF: 47.88% P: 62.92% R: 32.94% F: 43.24%
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+ 2024-03-31 14:54:42 INFO test: loss: 0.2129 - UP: 62.54% UR: 45.04% UF: 52.36% P: 55.21% R: 39.76% F: 46.23%
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+ 2024-03-31 14:54:42 INFO 0:00:02.695533s elapsed
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+ 2024-03-31 14:54:44 INFO lr: 4.9330e-05 - loss: 0.0005 - UP: 95.18% UR: 83.32% UF: 88.86% P: 94.81% R: 83.00% F: 88.51%
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+ 2024-03-31 14:54:45 INFO dev: loss: 0.3622 - UP: 72.83% UR: 39.41% UF: 51.15% P: 65.22% R: 35.29% F: 45.80%
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+ 2024-03-31 14:54:45 INFO test: loss: 0.2111 - UP: 63.02% UR: 44.83% UF: 52.39% P: 56.36% R: 40.09% F: 46.85%
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+ 2024-03-31 14:54:45 INFO 0:00:02.680880s elapsed
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+ 2024-03-31 14:54:47 INFO dev: loss: 0.3619 - UP: 75.68% UR: 49.41% UF: 59.79% P: 67.57% R: 44.12% F: 53.38%
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+ 2024-03-31 14:54:48 INFO test: loss: 0.2299 - UP: 60.99% UR: 47.55% UF: 53.44% P: 54.11% R: 42.19% F: 47.41%
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+ 2024-03-31 14:54:50 INFO lr: 4.9310e-05 - loss: 0.0211 - UP: 93.32% UR: 86.18% UF: 89.61% P: 93.25% R: 86.11% F: 89.54%
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+ 2024-03-31 14:54:50 INFO dev: loss: 0.3045 - UP: 69.85% UR: 55.88% UF: 62.09% P: 58.09% R: 46.47% F: 51.63%
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+ 2024-03-31 14:54:50 INFO test: loss: 0.2413 - UP: 51.85% UR: 52.20% UF: 52.03% P: 44.40% R: 44.70% F: 44.55%
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+ 2024-03-31 14:54:52 INFO lr: 4.9300e-05 - loss: 0.0035 - UP: 94.23% UR: 86.83% UF: 90.37% P: 94.08% R: 86.70% F: 90.24%
486
+ 2024-03-31 14:54:53 INFO dev: loss: 0.3254 - UP: 71.00% UR: 41.76% UF: 52.59% P: 64.00% R: 37.65% F: 47.41%
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+ 2024-03-31 14:54:53 INFO test: loss: 0.2049 - UP: 60.55% UR: 46.04% UF: 52.31% P: 53.94% R: 41.01% F: 46.60%
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+ 2024-03-31 14:54:55 INFO lr: 4.9290e-05 - loss: 0.0111 - UP: 95.59% UR: 87.15% UF: 91.17% P: 95.52% R: 87.09% F: 91.11%
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+ 2024-03-31 14:54:55 INFO dev: loss: 0.3410 - UP: 76.29% UR: 43.53% UF: 55.43% P: 69.07% R: 39.41% F: 50.19%
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+ 2024-03-31 14:54:56 INFO test: loss: 0.2228 - UP: 61.55% UR: 44.87% UF: 51.90% P: 55.34% R: 40.34% F: 46.67%
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+ 2024-03-31 14:54:56 INFO 0:00:02.683894s elapsed
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498
+ 2024-03-31 14:54:58 INFO dev: loss: 0.3439 - UP: 76.27% UR: 52.94% UF: 62.50% P: 66.10% R: 45.88% F: 54.17%
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+ 2024-03-31 14:54:58 INFO test: loss: 0.2164 - UP: 57.82% UR: 50.31% UF: 53.81% P: 50.12% R: 43.61% F: 46.64%
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+ 2024-03-31 14:54:58 INFO 0:00:02.694781s elapsed
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+ 2024-03-31 14:54:58 INFO Epoch 73 / 5000:
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+ 2024-03-31 14:55:01 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 96.76% UR: 89.03% UF: 92.73% P: 96.47% R: 88.77% F: 92.46%
504
+ 2024-03-31 14:55:01 INFO dev: loss: 0.3150 - UP: 73.91% UR: 50.00% UF: 59.65% P: 66.96% R: 45.29% F: 54.04%
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+ 2024-03-31 14:55:01 INFO test: loss: 0.2326 - UP: 59.64% UR: 48.35% UF: 53.40% P: 53.07% R: 43.02% F: 47.52%
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+ 2024-03-31 14:55:01 INFO 0:00:02.695228s elapsed
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+ 2024-03-31 14:55:01 INFO Epoch 74 / 5000:
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+ 2024-03-31 14:55:03 INFO lr: 4.9260e-05 - loss: 0.0016 - UP: 94.53% UR: 90.91% UF: 92.69% P: 94.47% R: 90.85% F: 92.62%
510
+ 2024-03-31 14:55:03 INFO dev: loss: 0.3276 - UP: 77.57% UR: 48.82% UF: 59.93% P: 69.16% R: 43.53% F: 53.43%
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+ 2024-03-31 14:55:04 INFO test: loss: 0.2264 - UP: 62.16% UR: 47.42% UF: 53.80% P: 55.79% R: 42.56% F: 48.29%
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+ 2024-03-31 14:55:04 INFO 0:00:02.686315s elapsed
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+ 2024-03-31 14:55:04 INFO Epoch 75 / 5000:
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+ 2024-03-31 14:55:06 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 96.88% UR: 90.59% UF: 93.63% P: 96.81% R: 90.53% F: 93.56%
516
+ 2024-03-31 14:55:06 INFO dev: loss: 0.3482 - UP: 77.48% UR: 50.59% UF: 61.21% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 14:55:06 INFO test: loss: 0.2337 - UP: 60.80% UR: 46.71% UF: 52.83% P: 54.03% R: 41.52% F: 46.96%
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+ 2024-03-31 14:55:13 INFO 0:00:02.693386s elapsed (saved)
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+ 2024-03-31 14:55:13 INFO Epoch 76 / 5000:
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+ 2024-03-31 14:55:15 INFO lr: 4.9240e-05 - loss: 0.0063 - UP: 93.00% UR: 92.21% UF: 92.60% P: 93.00% R: 92.21% F: 92.60%
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+ 2024-03-31 14:55:15 INFO dev: loss: 0.3641 - UP: 76.27% UR: 52.94% UF: 62.50% P: 63.56% R: 44.12% F: 52.08%
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+ 2024-03-31 14:55:15 INFO test: loss: 0.2429 - UP: 56.45% UR: 53.00% UF: 54.67% P: 49.22% R: 46.21% F: 47.67%
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+ 2024-03-31 14:55:15 INFO 0:00:02.567173s elapsed
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+ 2024-03-31 14:55:15 INFO Epoch 77 / 5000:
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+ 2024-03-31 14:55:17 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 95.39% UR: 88.71% UF: 91.93% P: 95.32% R: 88.64% F: 91.86%
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+ 2024-03-31 14:55:17 INFO dev: loss: 0.3454 - UP: 76.27% UR: 52.94% UF: 62.50% P: 69.49% R: 48.24% F: 56.94%
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+ 2024-03-31 14:55:18 INFO test: loss: 0.2346 - UP: 62.13% UR: 49.02% UF: 54.80% P: 55.60% R: 43.86% F: 49.04%
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+ 2024-03-31 14:55:25 INFO 0:00:02.589777s elapsed (saved)
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+ 2024-03-31 14:55:25 INFO Epoch 78 / 5000:
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+ 2024-03-31 14:55:27 INFO lr: 4.9220e-05 - loss: 0.0033 - UP: 96.41% UR: 88.77% UF: 92.43% P: 96.34% R: 88.71% F: 92.36%
534
+ 2024-03-31 14:55:27 INFO dev: loss: 0.3512 - UP: 77.48% UR: 50.59% UF: 61.21% P: 70.27% R: 45.88% F: 55.52%
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+ 2024-03-31 14:55:27 INFO test: loss: 0.2410 - UP: 63.29% UR: 47.67% UF: 54.38% P: 56.51% R: 42.56% F: 48.55%
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+ 2024-03-31 14:55:27 INFO 0:00:02.588549s elapsed
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+ 2024-03-31 14:55:27 INFO Epoch 79 / 5000:
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+ 2024-03-31 14:55:29 INFO lr: 4.9210e-05 - loss: 0.0048 - UP: 96.04% UR: 91.17% UF: 93.54% P: 95.90% R: 91.04% F: 93.41%
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+ 2024-03-31 14:55:29 INFO dev: loss: 0.3411 - UP: 77.88% UR: 51.76% UF: 62.19% P: 70.80% R: 47.06% F: 56.54%
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+ 2024-03-31 14:55:30 INFO test: loss: 0.2412 - UP: 63.18% UR: 48.89% UF: 55.13% P: 56.63% R: 43.82% F: 49.41%
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+ 2024-03-31 14:55:30 INFO 0:00:02.575968s elapsed
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+ 2024-03-31 14:55:30 INFO Epoch 80 / 5000:
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+ 2024-03-31 14:55:32 INFO lr: 4.9200e-05 - loss: 0.0007 - UP: 95.56% UR: 90.85% UF: 93.15% P: 95.49% R: 90.79% F: 93.08%
546
+ 2024-03-31 14:55:32 INFO dev: loss: 0.3600 - UP: 78.57% UR: 51.76% UF: 62.41% P: 71.43% R: 47.06% F: 56.74%
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+ 2024-03-31 14:55:32 INFO test: loss: 0.2255 - UP: 61.70% UR: 49.27% UF: 54.79% P: 55.61% R: 44.41% F: 49.38%
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+ 2024-03-31 14:55:32 INFO 0:00:02.554953s elapsed
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+ 2024-03-31 14:55:34 INFO lr: 4.9190e-05 - loss: 0.0011 - UP: 96.66% UR: 90.14% UF: 93.28% P: 95.62% R: 89.16% F: 92.28%
552
+ 2024-03-31 14:55:35 INFO dev: loss: 0.2740 - UP: 77.50% UR: 54.71% UF: 64.14% P: 70.83% R: 50.00% F: 58.62%
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+ 2024-03-31 14:55:35 INFO test: loss: 0.2668 - UP: 59.82% UR: 48.09% UF: 53.32% P: 50.08% R: 40.26% F: 44.64%
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+ 2024-03-31 14:55:42 INFO 0:00:02.585537s elapsed (saved)
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+ 2024-03-31 14:55:42 INFO Epoch 82 / 5000:
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+ 2024-03-31 14:55:44 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 96.76% UR: 85.14% UF: 90.58% P: 96.17% R: 84.62% F: 90.02%
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+ 2024-03-31 14:55:44 INFO dev: loss: 0.3087 - UP: 78.45% UR: 53.53% UF: 63.64% P: 69.83% R: 47.65% F: 56.64%
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+ 2024-03-31 14:55:44 INFO test: loss: 0.2263 - UP: 62.47% UR: 45.75% UF: 52.82% P: 52.52% R: 38.46% F: 44.40%
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+ 2024-03-31 14:55:44 INFO 0:00:02.726894s elapsed
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+ 2024-03-31 14:55:44 INFO Epoch 83 / 5000:
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+ 2024-03-31 14:55:47 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 93.92% UR: 91.24% UF: 92.56% P: 93.72% R: 91.04% F: 92.36%
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+ 2024-03-31 14:55:47 INFO dev: loss: 0.3027 - UP: 77.42% UR: 56.47% UF: 65.31% P: 71.77% R: 52.35% F: 60.54%
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+ 2024-03-31 14:55:47 INFO test: loss: 0.2198 - UP: 63.09% UR: 48.26% UF: 54.69% P: 54.22% R: 41.47% F: 47.00%
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+ 2024-03-31 14:55:53 INFO 0:00:02.584195s elapsed (saved)
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+ 2024-03-31 14:55:53 INFO Epoch 84 / 5000:
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+ 2024-03-31 14:55:55 INFO lr: 4.9160e-05 - loss: 0.0076 - UP: 95.46% UR: 88.71% UF: 91.96% P: 95.32% R: 88.58% F: 91.83%
570
+ 2024-03-31 14:55:55 INFO dev: loss: 0.3002 - UP: 73.02% UR: 54.12% UF: 62.16% P: 67.46% R: 50.00% F: 57.43%
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+ 2024-03-31 14:55:56 INFO test: loss: 0.2329 - UP: 57.26% UR: 51.03% UF: 53.97% P: 48.05% R: 42.82% F: 45.28%
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+ 2024-03-31 14:55:56 INFO 0:00:02.651964s elapsed
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+ 2024-03-31 14:55:56 INFO Epoch 85 / 5000:
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+ 2024-03-31 14:55:58 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 94.64% UR: 90.59% UF: 92.57% P: 94.44% R: 90.40% F: 92.37%
576
+ 2024-03-31 14:55:58 INFO dev: loss: 0.2685 - UP: 79.35% UR: 42.94% UF: 55.73% P: 73.91% R: 40.00% F: 51.91%
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+ 2024-03-31 14:55:58 INFO test: loss: 0.2177 - UP: 68.04% UR: 42.90% UF: 52.62% P: 59.87% R: 37.75% F: 46.30%
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+ 2024-03-31 14:55:58 INFO 0:00:02.624278s elapsed
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+ 2024-03-31 14:55:58 INFO Epoch 86 / 5000:
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+ 2024-03-31 14:56:00 INFO lr: 4.9140e-05 - loss: 0.0357 - UP: 94.43% UR: 88.06% UF: 91.13% P: 93.88% R: 87.54% F: 90.60%
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+ 2024-03-31 14:56:01 INFO dev: loss: 0.2563 - UP: 73.39% UR: 47.06% UF: 57.35% P: 66.97% R: 42.94% F: 52.33%
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+ 2024-03-31 14:56:01 INFO test: loss: 0.2431 - UP: 56.39% UR: 53.08% UF: 54.68% P: 48.73% R: 45.87% F: 47.26%
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+ 2024-03-31 14:56:03 INFO lr: 4.9130e-05 - loss: 0.0154 - UP: 95.77% UR: 89.68% UF: 92.63% P: 95.29% R: 89.23% F: 92.16%
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+ 2024-03-31 14:56:03 INFO dev: loss: 0.2764 - UP: 79.81% UR: 48.82% UF: 60.58% P: 75.00% R: 45.88% F: 56.93%
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+ 2024-03-31 14:56:03 INFO test: loss: 0.2349 - UP: 62.56% UR: 44.87% UF: 52.26% P: 55.61% R: 39.88% F: 46.45%
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+ 2024-03-31 14:56:03 INFO 0:00:02.592303s elapsed
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+ 2024-03-31 14:56:03 INFO Epoch 88 / 5000:
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+ 2024-03-31 14:56:06 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 94.59% UR: 90.79% UF: 92.65% P: 94.39% R: 90.59% F: 92.45%
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+ 2024-03-31 14:56:06 INFO dev: loss: 0.2783 - UP: 73.04% UR: 49.41% UF: 58.95% P: 69.57% R: 47.06% F: 56.14%
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+ 2024-03-31 14:56:06 INFO test: loss: 0.2418 - UP: 62.87% UR: 44.83% UF: 52.34% P: 54.94% R: 39.17% F: 45.73%
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+ 2024-03-31 14:56:06 INFO Epoch 89 / 5000:
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+ 2024-03-31 14:56:08 INFO lr: 4.9110e-05 - loss: 0.0008 - UP: 95.38% UR: 89.81% UF: 92.51% P: 95.18% R: 89.62% F: 92.31%
600
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601
+ 2024-03-31 14:56:09 INFO test: loss: 0.2127 - UP: 63.33% UR: 45.87% UF: 53.21% P: 55.99% R: 40.55% F: 47.04%
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+ 2024-03-31 14:56:09 INFO 0:00:02.601816s elapsed
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+ 2024-03-31 14:56:09 INFO Epoch 90 / 5000:
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+ 2024-03-31 14:56:11 INFO lr: 4.9100e-05 - loss: 0.0166 - UP: 95.78% UR: 89.94% UF: 92.77% P: 95.72% R: 89.88% F: 92.70%
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+ 2024-03-31 14:56:11 INFO dev: loss: 0.2873 - UP: 79.65% UR: 52.94% UF: 63.60% P: 70.80% R: 47.06% F: 56.54%
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+ 2024-03-31 14:56:19 INFO dev: loss: 0.3146 - UP: 76.86% UR: 54.71% UF: 63.92% P: 68.60% R: 48.82% F: 57.04%
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+ 2024-03-31 14:56:24 INFO dev: loss: 0.2918 - UP: 79.09% UR: 51.18% UF: 62.14% P: 70.91% R: 45.88% F: 55.71%
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+ 2024-03-31 14:56:27 INFO test: loss: 0.2170 - UP: 65.08% UR: 44.66% UF: 52.97% P: 58.79% R: 40.34% F: 47.85%
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+ 2024-03-31 14:56:29 INFO dev: loss: 0.2946 - UP: 76.34% UR: 58.82% UF: 66.45% P: 71.76% R: 55.29% F: 62.46%
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+ 2024-03-31 14:56:30 INFO test: loss: 0.2201 - UP: 58.65% UR: 52.24% UF: 55.26% P: 51.88% R: 46.21% F: 48.88%
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+ 2024-03-31 14:56:39 INFO dev: loss: 0.2902 - UP: 79.78% UR: 41.76% UF: 54.83% P: 70.79% R: 37.06% F: 48.65%
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+ 2024-03-31 14:56:39 INFO test: loss: 0.1786 - UP: 67.38% UR: 39.80% UF: 50.04% P: 59.79% R: 35.32% F: 44.40%
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+ 2024-03-31 14:56:42 INFO dev: loss: 0.2076 - UP: 80.53% UR: 53.53% UF: 64.31% P: 75.22% R: 50.00% F: 60.07%
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+ 2024-03-31 14:56:42 INFO test: loss: 0.1801 - UP: 62.40% UR: 46.80% UF: 53.48% P: 54.92% R: 41.18% F: 47.07%
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+ 2024-03-31 14:56:44 INFO dev: loss: 0.2566 - UP: 81.42% UR: 54.12% UF: 65.02% P: 74.34% R: 49.41% F: 59.36%
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+ 2024-03-31 14:56:44 INFO test: loss: 0.2123 - UP: 65.08% UR: 46.38% UF: 54.16% P: 58.20% R: 41.47% F: 48.43%
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+ 2024-03-31 14:56:47 INFO dev: loss: 0.2482 - UP: 80.73% UR: 51.76% UF: 63.08% P: 72.48% R: 46.47% F: 56.63%
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+ 2024-03-31 14:56:47 INFO test: loss: 0.2131 - UP: 65.07% UR: 47.38% UF: 54.84% P: 57.36% R: 41.77% F: 48.34%
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+ 2024-03-31 14:56:49 INFO dev: loss: 0.2586 - UP: 81.67% UR: 57.65% UF: 67.59% P: 72.50% R: 51.18% F: 60.00%
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+ 2024-03-31 14:56:50 INFO test: loss: 0.2075 - UP: 60.94% UR: 50.40% UF: 55.17% P: 53.39% R: 44.16% F: 48.34%
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+ 2024-03-31 14:56:50 INFO 0:00:02.623400s elapsed
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+ 2024-03-31 14:56:52 INFO dev: loss: 0.2644 - UP: 83.93% UR: 55.29% UF: 66.67% P: 75.89% R: 50.00% F: 60.28%
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+ 2024-03-31 14:56:52 INFO test: loss: 0.2244 - UP: 66.86% UR: 44.28% UF: 53.28% P: 59.96% R: 39.72% F: 47.78%
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+ 2024-03-31 14:56:52 INFO 0:00:02.606324s elapsed
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+ 2024-03-31 14:56:55 INFO dev: loss: 0.2244 - UP: 80.31% UR: 60.00% UF: 68.69% P: 75.59% R: 56.47% F: 64.65%
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+ 2024-03-31 14:56:55 INFO test: loss: 0.2133 - UP: 63.38% UR: 47.34% UF: 54.20% P: 56.31% R: 42.06% F: 48.15%
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+ 2024-03-31 14:57:02 INFO 0:00:02.587315s elapsed (saved)
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+ 2024-03-31 14:57:02 INFO Epoch 105 / 5000:
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+ 2024-03-31 14:57:04 INFO lr: 4.8950e-05 - loss: 0.0005 - UP: 94.52% UR: 91.69% UF: 93.08% P: 94.11% R: 91.30% F: 92.69%
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+ 2024-03-31 14:57:04 INFO dev: loss: 0.3077 - UP: 73.72% UR: 59.41% UF: 65.80% P: 65.69% R: 52.94% F: 58.63%
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+ 2024-03-31 14:57:04 INFO test: loss: 0.2262 - UP: 58.51% UR: 52.87% UF: 55.55% P: 51.32% R: 46.38% F: 48.72%
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+ 2024-03-31 14:57:04 INFO 0:00:02.692228s elapsed
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+ 2024-03-31 14:57:04 INFO Epoch 106 / 5000:
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+ 2024-03-31 14:57:06 INFO lr: 4.8940e-05 - loss: 0.0019 - UP: 94.59% UR: 91.95% UF: 93.25% P: 94.39% R: 91.76% F: 93.06%
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+ 2024-03-31 14:57:07 INFO dev: loss: 0.2938 - UP: 76.34% UR: 58.82% UF: 66.45% P: 68.70% R: 52.94% F: 59.80%
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+ 2024-03-31 14:57:07 INFO test: loss: 0.2472 - UP: 59.63% UR: 53.16% UF: 56.21% P: 52.44% R: 46.75% F: 49.44%
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+ 2024-03-31 14:57:07 INFO 0:00:02.613546s elapsed
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+ 2024-03-31 14:57:07 INFO Epoch 107 / 5000:
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+ 2024-03-31 14:57:09 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 96.28% UR: 94.03% UF: 95.14% P: 96.15% R: 93.90% F: 95.01%
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+ 2024-03-31 14:57:09 INFO dev: loss: 0.2889 - UP: 83.93% UR: 55.29% UF: 66.67% P: 76.79% R: 50.59% F: 60.99%
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+ 2024-03-31 14:57:10 INFO test: loss: 0.2481 - UP: 66.30% UR: 45.83% UF: 54.20% P: 60.36% R: 41.73% F: 49.34%
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+ 2024-03-31 14:57:10 INFO 0:00:02.641683s elapsed
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+ 2024-03-31 14:57:10 INFO Epoch 108 / 5000:
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+ 2024-03-31 14:57:12 INFO lr: 4.8920e-05 - loss: 0.0003 - UP: 97.03% UR: 93.25% UF: 95.10% P: 96.83% R: 93.06% F: 94.90%
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+ 2024-03-31 14:57:12 INFO dev: loss: 0.2999 - UP: 83.90% UR: 58.24% UF: 68.75% P: 75.42% R: 52.35% F: 61.81%
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+ 2024-03-31 14:57:12 INFO test: loss: 0.2417 - UP: 66.24% UR: 47.51% UF: 55.33% P: 59.11% R: 42.40% F: 49.38%
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+ 2024-03-31 14:57:12 INFO 0:00:02.654120s elapsed
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+ 2024-03-31 14:57:12 INFO Epoch 109 / 5000:
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+ 2024-03-31 14:57:14 INFO lr: 4.8910e-05 - loss: 0.0001 - UP: 94.29% UR: 92.08% UF: 93.17% P: 94.22% R: 92.02% F: 93.11%
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+ 2024-03-31 14:57:15 INFO dev: loss: 0.2863 - UP: 75.69% UR: 64.12% UF: 69.43% P: 65.28% R: 55.29% F: 59.87%
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+ 2024-03-31 14:57:15 INFO test: loss: 0.2448 - UP: 56.06% UR: 56.01% UF: 56.04% P: 48.18% R: 48.14% F: 48.16%
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+ 2024-03-31 14:57:15 INFO 0:00:02.639653s elapsed
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+ 2024-03-31 14:57:15 INFO Epoch 110 / 5000:
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+ 2024-03-31 14:57:17 INFO lr: 4.8900e-05 - loss: 0.0005 - UP: 93.96% UR: 89.81% UF: 91.84% P: 93.89% R: 89.75% F: 91.77%
726
+ 2024-03-31 14:57:17 INFO dev: loss: 0.2548 - UP: 80.95% UR: 50.00% UF: 61.82% P: 76.19% R: 47.06% F: 58.18%
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+ 2024-03-31 14:57:17 INFO test: loss: 0.2350 - UP: 63.02% UR: 46.54% UF: 53.54% P: 55.98% R: 41.35% F: 47.57%
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+ 2024-03-31 14:57:17 INFO 0:00:02.657774s elapsed
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+ 2024-03-31 14:57:17 INFO Epoch 111 / 5000:
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+ 2024-03-31 14:57:20 INFO lr: 4.8890e-05 - loss: 0.0072 - UP: 92.91% UR: 85.01% UF: 88.78% P: 92.77% R: 84.88% F: 88.65%
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+ 2024-03-31 14:57:20 INFO dev: loss: 0.3057 - UP: 75.78% UR: 57.06% UF: 65.10% P: 64.06% R: 48.24% F: 55.03%
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+ 2024-03-31 14:57:20 INFO test: loss: 0.2339 - UP: 52.68% UR: 51.49% UF: 52.08% P: 44.45% R: 43.44% F: 43.94%
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+ 2024-03-31 14:57:20 INFO 0:00:02.613527s elapsed
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+ 2024-03-31 14:57:20 INFO Epoch 112 / 5000:
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+ 2024-03-31 14:57:22 INFO lr: 4.8880e-05 - loss: 0.0000 - UP: 94.89% UR: 87.99% UF: 91.31% P: 94.54% R: 87.67% F: 90.98%
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+ 2024-03-31 14:57:22 INFO dev: loss: 0.2788 - UP: 84.00% UR: 49.41% UF: 62.22% P: 78.00% R: 45.88% F: 57.78%
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+ 2024-03-31 14:57:23 INFO test: loss: 0.2301 - UP: 63.80% UR: 43.49% UF: 51.72% P: 57.10% R: 38.92% F: 46.29%
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+ 2024-03-31 14:57:23 INFO 0:00:02.613121s elapsed
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+ 2024-03-31 14:57:25 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 96.52% UR: 91.76% UF: 94.08% P: 96.31% R: 91.56% F: 93.88%
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+ 2024-03-31 14:57:25 INFO dev: loss: 0.3047 - UP: 80.17% UR: 54.71% UF: 65.03% P: 70.69% R: 48.24% F: 57.34%
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+ 2024-03-31 14:57:25 INFO test: loss: 0.2414 - UP: 60.18% UR: 51.86% UF: 55.72% P: 52.75% R: 45.45% F: 48.83%
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+ 2024-03-31 14:57:25 INFO 0:00:02.592965s elapsed
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+ 2024-03-31 14:57:28 INFO lr: 4.8860e-05 - loss: 0.0013 - UP: 96.28% UR: 92.28% UF: 94.23% P: 96.21% R: 92.21% F: 94.17%
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+ 2024-03-31 14:57:28 INFO dev: loss: 0.3657 - UP: 90.10% UR: 53.53% UF: 67.16% P: 80.20% R: 47.65% F: 59.78%
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+ 2024-03-31 14:57:28 INFO test: loss: 0.2097 - UP: 60.94% UR: 49.14% UF: 54.41% P: 53.51% R: 43.15% F: 47.77%
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+ 2024-03-31 14:57:28 INFO 0:00:02.621993s elapsed
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+ 2024-03-31 14:57:28 INFO Epoch 115 / 5000:
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+ 2024-03-31 14:57:30 INFO lr: 4.8850e-05 - loss: 0.0004 - UP: 96.89% UR: 90.85% UF: 93.77% P: 96.82% R: 90.79% F: 93.70%
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+ 2024-03-31 14:57:30 INFO dev: loss: 0.3195 - UP: 86.14% UR: 51.18% UF: 64.21% P: 76.24% R: 45.29% F: 56.83%
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+ 2024-03-31 14:57:31 INFO test: loss: 0.2162 - UP: 58.80% UR: 52.07% UF: 55.23% P: 50.05% R: 44.32% F: 47.01%
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+ 2024-03-31 14:57:31 INFO 0:00:02.612699s elapsed
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+ 2024-03-31 14:57:33 INFO lr: 4.8840e-05 - loss: 0.0043 - UP: 96.96% UR: 91.04% UF: 93.91% P: 96.89% R: 90.98% F: 93.84%
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+ 2024-03-31 14:57:33 INFO test: loss: 0.2206 - UP: 59.60% UR: 53.08% UF: 56.15% P: 50.52% R: 44.99% F: 47.60%
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+ 2024-03-31 14:57:33 INFO 0:00:02.592330s elapsed
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+ 2024-03-31 14:57:35 INFO lr: 4.8830e-05 - loss: 0.0089 - UP: 96.00% UR: 93.38% UF: 94.67% P: 95.86% R: 93.25% F: 94.54%
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+ 2024-03-31 14:57:36 INFO test: loss: 0.2387 - UP: 65.06% UR: 40.80% UF: 50.15% P: 57.45% R: 36.03% F: 44.28%
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+ 2024-03-31 14:57:36 INFO 0:00:02.601146s elapsed
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+ 2024-03-31 14:57:36 INFO Epoch 118 / 5000:
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+ 2024-03-31 14:57:38 INFO lr: 4.8820e-05 - loss: 0.0021 - UP: 96.63% UR: 89.23% UF: 92.78% P: 96.56% R: 89.16% F: 92.71%
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+ 2024-03-31 14:57:38 INFO test: loss: 0.3037 - UP: 63.49% UR: 44.95% UF: 52.64% P: 55.98% R: 39.63% F: 46.41%
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+ 2024-03-31 14:57:38 INFO 0:00:02.617652s elapsed
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+ 2024-03-31 14:57:41 INFO lr: 4.8810e-05 - loss: 0.0053 - UP: 89.34% UR: 85.92% UF: 87.60% P: 89.00% R: 85.59% F: 87.26%
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+ 2024-03-31 14:57:41 INFO test: loss: 0.2494 - UP: 58.73% UR: 46.38% UF: 51.83% P: 53.16% R: 41.98% F: 46.91%
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+ 2024-03-31 14:57:41 INFO 0:00:02.613634s elapsed
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+ 2024-03-31 14:57:43 INFO lr: 4.8800e-05 - loss: 0.0014 - UP: 91.90% UR: 79.56% UF: 85.29% P: 91.83% R: 79.49% F: 85.22%
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+ 2024-03-31 14:57:44 INFO Epoch 121 / 5000:
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+ 2024-03-31 14:57:46 INFO lr: 4.8790e-05 - loss: 0.0009 - UP: 90.64% UR: 80.40% UF: 85.21% P: 90.27% R: 80.08% F: 84.87%
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+ 2024-03-31 14:57:46 INFO test: loss: 0.2288 - UP: 59.93% UR: 50.82% UF: 55.00% P: 53.71% R: 45.54% F: 49.29%
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+ 2024-03-31 14:57:49 INFO lr: 4.8780e-05 - loss: 0.0046 - UP: 94.44% UR: 88.25% UF: 91.24% P: 94.17% R: 87.99% F: 90.98%
798
+ 2024-03-31 14:57:49 INFO dev: loss: 0.2767 - UP: 79.13% UR: 53.53% UF: 63.86% P: 69.57% R: 47.06% F: 56.14%
799
+ 2024-03-31 14:57:49 INFO test: loss: 0.2300 - UP: 60.00% UR: 49.39% UF: 54.18% P: 52.06% R: 42.86% F: 47.01%
800
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+ 2024-03-31 14:57:51 INFO lr: 4.8770e-05 - loss: 0.0324 - UP: 91.70% UR: 87.41% UF: 89.50% P: 91.08% R: 86.83% F: 88.90%
804
+ 2024-03-31 14:57:51 INFO dev: loss: 0.2681 - UP: 65.87% UR: 48.82% UF: 56.08% P: 58.73% R: 43.53% F: 50.00%
805
+ 2024-03-31 14:57:52 INFO test: loss: 0.2557 - UP: 63.22% UR: 44.87% UF: 52.49% P: 54.07% R: 38.37% F: 44.89%
806
+ 2024-03-31 14:57:52 INFO 0:00:02.691645s elapsed
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+ 2024-03-31 14:57:54 INFO lr: 4.8760e-05 - loss: 0.0043 - UP: 94.62% UR: 83.26% UF: 88.57% P: 93.22% R: 82.02% F: 87.26%
810
+ 2024-03-31 14:57:54 INFO dev: loss: 0.2312 - UP: 82.18% UR: 48.82% UF: 61.25% P: 78.22% R: 46.47% F: 58.30%
811
+ 2024-03-31 14:57:54 INFO test: loss: 0.2700 - UP: 62.54% UR: 44.49% UF: 52.00% P: 52.24% R: 37.16% F: 43.43%
812
+ 2024-03-31 14:57:54 INFO 0:00:02.683909s elapsed
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+ 2024-03-31 14:57:54 INFO Epoch 125 / 5000:
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+ 2024-03-31 14:57:57 INFO lr: 4.8750e-05 - loss: 0.0131 - UP: 92.57% UR: 84.94% UF: 88.60% P: 91.23% R: 83.71% F: 87.31%
816
+ 2024-03-31 14:57:57 INFO dev: loss: 0.2747 - UP: 80.34% UR: 55.29% UF: 65.51% P: 71.79% R: 49.41% F: 58.54%
817
+ 2024-03-31 14:57:57 INFO test: loss: 0.2368 - UP: 57.37% UR: 48.09% UF: 52.32% P: 48.58% R: 40.72% F: 44.30%
818
+ 2024-03-31 14:57:57 INFO 0:00:02.685387s elapsed
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+ 2024-03-31 14:57:59 INFO lr: 4.8740e-05 - loss: 0.0235 - UP: 92.08% UR: 79.17% UF: 85.14% P: 91.40% R: 78.59% F: 84.51%
822
+ 2024-03-31 14:57:59 INFO dev: loss: 0.3163 - UP: 80.85% UR: 44.71% UF: 57.58% P: 73.40% R: 40.59% F: 52.27%
823
+ 2024-03-31 14:58:00 INFO test: loss: 0.2343 - UP: 57.40% UR: 43.53% UF: 49.51% P: 47.90% R: 36.32% F: 41.32%
824
+ 2024-03-31 14:58:00 INFO 0:00:02.685292s elapsed
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+
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+ 2024-03-31 14:58:02 INFO lr: 4.8730e-05 - loss: 0.0014 - UP: 90.75% UR: 76.38% UF: 82.95% P: 90.21% R: 75.92% F: 82.45%
828
+ 2024-03-31 14:58:02 INFO dev: loss: 0.2021 - UP: 71.87% UR: 54.12% UF: 61.74% P: 64.84% R: 48.82% F: 55.70%
829
+ 2024-03-31 14:58:02 INFO test: loss: 0.2190 - UP: 56.53% UR: 53.33% UF: 54.88% P: 48.85% R: 46.08% F: 47.42%
830
+ 2024-03-31 14:58:02 INFO 0:00:02.691507s elapsed
831
+
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+ 2024-03-31 14:58:02 INFO Epoch 128 / 5000:
833
+ 2024-03-31 14:58:05 INFO lr: 4.8720e-05 - loss: 0.0013 - UP: 94.80% UR: 87.61% UF: 91.06% P: 94.17% R: 87.02% F: 90.46%
834
+ 2024-03-31 14:58:05 INFO dev: loss: 0.2417 - UP: 71.43% UR: 52.94% UF: 60.81% P: 65.08% R: 48.24% F: 55.41%
835
+ 2024-03-31 14:58:05 INFO test: loss: 0.2488 - UP: 58.09% UR: 50.06% UF: 53.78% P: 50.66% R: 43.65% F: 46.89%
836
+ 2024-03-31 14:58:05 INFO 0:00:02.677805s elapsed
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+ 2024-03-31 14:58:05 INFO Epoch 129 / 5000:
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+ 2024-03-31 14:58:07 INFO lr: 4.8710e-05 - loss: 0.0001 - UP: 96.33% UR: 90.27% UF: 93.20% P: 96.33% R: 90.27% F: 93.20%
840
+ 2024-03-31 14:58:07 INFO dev: loss: 0.2718 - UP: 77.17% UR: 57.65% UF: 65.99% P: 68.50% R: 51.18% F: 58.59%
841
+ 2024-03-31 14:58:08 INFO test: loss: 0.2575 - UP: 58.82% UR: 50.57% UF: 54.38% P: 51.56% R: 44.32% F: 47.67%
842
+ 2024-03-31 14:58:08 INFO 0:00:02.673758s elapsed
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+ 2024-03-31 14:58:10 INFO lr: 4.8700e-05 - loss: 0.0044 - UP: 95.10% UR: 91.95% UF: 93.50% P: 94.97% R: 91.82% F: 93.37%
846
+ 2024-03-31 14:58:10 INFO dev: loss: 0.2918 - UP: 81.08% UR: 52.94% UF: 64.06% P: 73.87% R: 48.24% F: 58.36%
847
+ 2024-03-31 14:58:10 INFO test: loss: 0.2587 - UP: 63.32% UR: 46.71% UF: 53.76% P: 56.39% R: 41.60% F: 47.88%
848
+ 2024-03-31 14:58:10 INFO 0:00:02.679549s elapsed
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+ 2024-03-31 14:58:13 INFO lr: 4.8690e-05 - loss: 0.0001 - UP: 98.19% UR: 91.63% UF: 94.80% P: 98.12% R: 91.56% F: 94.73%
852
+ 2024-03-31 14:58:13 INFO dev: loss: 0.2852 - UP: 76.15% UR: 58.24% UF: 66.00% P: 68.46% R: 52.35% F: 59.33%
853
+ 2024-03-31 14:58:13 INFO test: loss: 0.2555 - UP: 59.87% UR: 50.69% UF: 54.90% P: 52.45% R: 44.41% F: 48.09%
854
+ 2024-03-31 14:58:13 INFO 0:00:02.686458s elapsed
855
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+ 2024-03-31 14:58:13 INFO Epoch 132 / 5000:
857
+ 2024-03-31 14:58:15 INFO lr: 4.8680e-05 - loss: 0.0017 - UP: 95.62% UR: 92.08% UF: 93.82% P: 95.55% R: 92.02% F: 93.75%
858
+ 2024-03-31 14:58:16 INFO dev: loss: 0.2901 - UP: 79.13% UR: 53.53% UF: 63.86% P: 71.30% R: 48.24% F: 57.54%
859
+ 2024-03-31 14:58:16 INFO test: loss: 0.2484 - UP: 61.32% UR: 48.35% UF: 54.06% P: 54.04% R: 42.61% F: 47.65%
860
+ 2024-03-31 14:58:16 INFO 0:00:02.691811s elapsed
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+
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+ 2024-03-31 14:58:16 INFO Epoch 133 / 5000:
863
+ 2024-03-31 14:58:18 INFO lr: 4.8670e-05 - loss: 0.0002 - UP: 96.63% UR: 91.17% UF: 93.82% P: 96.63% R: 91.17% F: 93.82%
864
+ 2024-03-31 14:58:18 INFO dev: loss: 0.2858 - UP: 76.34% UR: 58.82% UF: 66.45% P: 67.18% R: 51.76% F: 58.47%
865
+ 2024-03-31 14:58:19 INFO test: loss: 0.2591 - UP: 57.85% UR: 51.07% UF: 54.25% P: 49.98% R: 44.11% F: 46.86%
866
+ 2024-03-31 14:58:19 INFO 0:00:02.687773s elapsed
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+ 2024-03-31 14:58:19 INFO Epoch 134 / 5000:
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+ 2024-03-31 14:58:21 INFO lr: 4.8660e-05 - loss: 0.0001 - UP: 97.00% UR: 94.55% UF: 95.76% P: 96.74% R: 94.29% F: 95.50%
870
+ 2024-03-31 14:58:21 INFO dev: loss: 0.2757 - UP: 78.12% UR: 58.82% UF: 67.11% P: 70.31% R: 52.94% F: 60.40%
871
+ 2024-03-31 14:58:21 INFO test: loss: 0.2670 - UP: 59.30% UR: 50.10% UF: 54.31% P: 51.66% R: 43.65% F: 47.32%
872
+ 2024-03-31 14:58:21 INFO 0:00:02.686876s elapsed
873
+
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+ 2024-03-31 14:58:29 INFO Epoch 104 saved
875
+ 2024-03-31 14:58:29 INFO dev: UP: 80.31% UR: 60.00% UF: 68.69% P: 75.59% R: 56.47% F: 64.65%
876
+ 2024-03-31 14:58:29 INFO test: UP: 63.38% UR: 47.34% UF: 54.20% P: 56.31% R: 42.06% F: 48.15%
877
+ 2024-03-31 14:58:29 INFO 0:05:54.707733s elapsed, 0:00:02.647073s/epoch