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SemEval-2022-Task-10
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+ 2024-03-23 07:59:21 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
8
+ 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
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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/mpqa/sdp_byKNNi3_asc/80/model_vi_mpqa_xlm_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/mpqa/head_final/sdp_byKNNi3_asc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi3_asc/80/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/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
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+ ---------------------+-------------------------------
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+
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+ 2024-03-23 07:59:21 INFO Building the fields
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+ 2024-03-23 07:59:22 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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+ 2024-03-23 07:59:22 INFO Building the model
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+ 2024-03-23 07:59:24 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)
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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=5, 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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+ 2024-03-23 07:59:25 INFO Loading the data
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+ 2024-03-23 07:59:33 INFO
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+ train: Dataset(n_sentences=4697, n_batches=39, n_buckets=32)
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+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
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+
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+ 2024-03-23 07:59:33 INFO Epoch 1 / 5000:
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+ 2024-03-23 07:59:43 INFO lr: 4.9990e-05 - loss: 0.0489 - UP: 0.33% UR: 4.53% UF: 0.62% P: 0.03% R: 0.42% F: 0.06%
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+ 2024-03-23 07:59:45 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-23 07:59:46 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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+ 2024-03-23 07:59:46 INFO 0:00:13.411258s elapsed
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+
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+ 2024-03-23 07:59:46 INFO Epoch 2 / 5000:
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+ 2024-03-23 07:59:56 INFO lr: 4.9980e-05 - loss: 0.0513 - UP: 7.43% UR: 0.29% UF: 0.55% P: 6.31% R: 0.24% F: 0.47%
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+ 2024-03-23 07:59:57 INFO dev: loss: nan - UP: 58.10% UR: 1.76% UF: 3.42% P: 46.67% R: 1.41% F: 2.75%
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+ 2024-03-23 07:59:59 INFO test: loss: nan - UP: 59.26% UR: 2.03% UF: 3.92% P: 42.59% R: 1.46% F: 2.82%
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+ 2024-03-23 08:00:03 INFO 0:00:12.778362s elapsed (saved)
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+
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+ 2024-03-23 08:00:03 INFO Epoch 3 / 5000:
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+ 2024-03-23 08:00:14 INFO lr: 4.9970e-05 - loss: 0.0403 - UP: 30.59% UR: 0.58% UF: 1.14% P: 25.11% R: 0.48% F: 0.94%
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+ 2024-03-23 08:00:15 INFO dev: loss: nan - UP: 45.83% UR: 0.64% UF: 1.25% P: 39.58% R: 0.55% F: 1.08%
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+ 2024-03-23 08:00:16 INFO test: loss: nan - UP: 60.53% UR: 0.97% UF: 1.91% P: 51.32% R: 0.82% F: 1.62%
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+ 2024-03-23 08:00:16 INFO 0:00:12.843680s elapsed
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+
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+ 2024-03-23 08:00:16 INFO Epoch 4 / 5000:
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+ 2024-03-23 08:00:27 INFO lr: 4.9960e-05 - loss: 0.0309 - UP: 42.71% UR: 2.54% UF: 4.79% P: 39.36% R: 2.34% F: 4.42%
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+ 2024-03-23 08:00:28 INFO dev: loss: nan - UP: 36.34% UR: 4.30% UF: 7.69% P: 32.93% R: 3.90% F: 6.97%
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+ 2024-03-23 08:00:30 INFO test: loss: nan - UP: 50.54% UR: 3.93% UF: 7.29% P: 41.30% R: 3.21% F: 5.96%
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+ 2024-03-23 08:00:36 INFO 0:00:13.416027s elapsed (saved)
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+
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+ 2024-03-23 08:00:36 INFO Epoch 5 / 5000:
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+ 2024-03-23 08:00:47 INFO lr: 4.9950e-05 - loss: 0.0172 - UP: 45.29% UR: 5.16% UF: 9.27% P: 43.54% R: 4.96% F: 8.91%
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+ 2024-03-23 08:00:48 INFO dev: loss: nan - UP: 74.12% UR: 1.82% UF: 3.55% P: 68.24% R: 1.67% F: 3.27%
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+ 2024-03-23 08:00:49 INFO test: loss: nan - UP: 76.72% UR: 1.88% UF: 3.67% P: 64.66% R: 1.58% F: 3.09%
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+ 2024-03-23 08:00:49 INFO 0:00:12.868529s elapsed
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+
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+ 2024-03-23 08:00:49 INFO Epoch 6 / 5000:
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+ 2024-03-23 08:01:00 INFO lr: 4.9940e-05 - loss: 0.0012 - UP: 57.53% UR: 7.25% UF: 12.88% P: 55.81% R: 7.03% F: 12.49%
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+ 2024-03-23 08:01:01 INFO dev: loss: nan - UP: 59.42% UR: 4.73% UF: 8.77% P: 55.43% R: 4.42% F: 8.18%
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+ 2024-03-23 08:01:03 INFO test: loss: nan - UP: 58.20% UR: 6.00% UF: 10.88% P: 52.66% R: 5.43% F: 9.84%
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+ 2024-03-23 08:01:10 INFO 0:00:13.406768s elapsed (saved)
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+
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+ 2024-03-23 08:01:10 INFO Epoch 7 / 5000:
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+ 2024-03-23 08:01:20 INFO lr: 4.9930e-05 - loss: 0.0067 - UP: 50.20% UR: 6.38% UF: 11.33% P: 49.18% R: 6.25% F: 11.10%
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+ 2024-03-23 08:01:21 INFO dev: loss: nan - UP: 71.28% UR: 3.87% UF: 7.34% P: 66.49% R: 3.61% F: 6.85%
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+ 2024-03-23 08:01:23 INFO test: loss: nan - UP: 68.66% UR: 3.89% UF: 7.36% P: 59.33% R: 3.36% F: 6.36%
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+ 2024-03-23 08:01:23 INFO 0:00:12.897891s elapsed
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+
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+ 2024-03-23 08:01:23 INFO Epoch 8 / 5000:
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+ 2024-03-23 08:01:33 INFO lr: 4.9920e-05 - loss: 0.0173 - UP: 58.02% UR: 6.99% UF: 12.48% P: 56.07% R: 6.76% F: 12.06%
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+ 2024-03-23 08:01:34 INFO dev: loss: nan - UP: 59.60% UR: 6.90% UF: 12.37% P: 55.61% R: 6.44% F: 11.54%
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+ 2024-03-23 08:01:36 INFO test: loss: nan - UP: 54.21% UR: 7.08% UF: 12.52% P: 48.38% R: 6.32% F: 11.18%
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+ 2024-03-23 08:01:43 INFO 0:00:13.345484s elapsed (saved)
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+
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+ 2024-03-23 08:01:43 INFO Epoch 9 / 5000:
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+ 2024-03-23 08:01:53 INFO lr: 4.9910e-05 - loss: 0.0319 - UP: 57.89% UR: 8.55% UF: 14.90% P: 56.72% R: 8.38% F: 14.60%
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+ 2024-03-23 08:01:54 INFO dev: loss: nan - UP: 51.54% UR: 8.72% UF: 14.91% P: 49.49% R: 8.37% F: 14.32%
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+ 2024-03-23 08:01:55 INFO test: loss: nan - UP: 54.13% UR: 9.82% UF: 16.63% P: 50.06% R: 9.09% F: 15.38%
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+ 2024-03-23 08:02:02 INFO 0:00:12.877381s elapsed (saved)
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+
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+ 2024-03-23 08:02:02 INFO Epoch 10 / 5000:
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+ 2024-03-23 08:02:12 INFO lr: 4.9900e-05 - loss: 0.0144 - UP: 61.81% UR: 15.84% UF: 25.22% P: 61.14% R: 15.67% F: 24.95%
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+ 2024-03-23 08:02:14 INFO dev: loss: nan - UP: 42.44% UR: 20.27% UF: 27.43% P: 41.29% R: 19.72% F: 26.69%
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+ 2024-03-23 08:02:15 INFO test: loss: nan - UP: 37.73% UR: 21.34% UF: 27.26% P: 36.61% R: 20.71% F: 26.45%
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+ 2024-03-23 08:02:22 INFO 0:00:12.844512s elapsed (saved)
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+
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+ 2024-03-23 08:02:22 INFO Epoch 11 / 5000:
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+ 2024-03-23 08:02:32 INFO lr: 4.9890e-05 - loss: 0.0078 - UP: 61.89% UR: 18.67% UF: 28.68% P: 61.63% R: 18.59% F: 28.56%
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+ 2024-03-23 08:02:33 INFO dev: loss: nan - UP: 63.86% UR: 13.57% UF: 22.38% P: 61.41% R: 13.05% F: 21.52%
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+ 2024-03-23 08:02:35 INFO test: loss: nan - UP: 58.66% UR: 16.04% UF: 25.19% P: 55.72% R: 15.23% F: 23.93%
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+ 2024-03-23 08:02:35 INFO 0:00:12.837495s elapsed
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+
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+ 2024-03-23 08:02:35 INFO Epoch 12 / 5000:
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+ 2024-03-23 08:02:45 INFO lr: 4.9880e-05 - loss: 0.0106 - UP: 66.51% UR: 25.77% UF: 37.15% P: 66.26% R: 25.68% F: 37.01%
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+ 2024-03-23 08:02:46 INFO dev: loss: nan - UP: 53.18% UR: 22.46% UF: 31.58% P: 51.95% R: 21.94% F: 30.85%
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+ 2024-03-23 08:02:48 INFO test: loss: nan - UP: 48.51% UR: 23.01% UF: 31.21% P: 46.37% R: 21.99% F: 29.84%
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+ 2024-03-23 08:02:55 INFO 0:00:13.381856s elapsed (saved)
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+
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+ 2024-03-23 08:02:55 INFO Epoch 13 / 5000:
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+ 2024-03-23 08:03:05 INFO lr: 4.9870e-05 - loss: 0.0054 - UP: 70.58% UR: 29.22% UF: 41.33% P: 70.27% R: 29.09% F: 41.14%
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+ 2024-03-23 08:03:06 INFO dev: loss: nan - UP: 53.03% UR: 24.25% UF: 33.28% P: 50.76% R: 23.21% F: 31.85%
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+ 2024-03-23 08:03:08 INFO test: loss: nan - UP: 50.08% UR: 24.95% UF: 33.31% P: 47.71% R: 23.77% F: 31.73%
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+ 2024-03-23 08:03:14 INFO 0:00:12.862966s elapsed (saved)
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+
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+ 2024-03-23 08:03:14 INFO Epoch 14 / 5000:
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+ 2024-03-23 08:03:24 INFO lr: 4.9860e-05 - loss: 0.0088 - UP: 72.96% UR: 31.39% UF: 43.90% P: 72.64% R: 31.25% F: 43.70%
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+ 2024-03-23 08:03:26 INFO dev: loss: nan - UP: 52.70% UR: 20.27% UF: 29.27% P: 50.68% R: 19.49% F: 28.15%
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+ 2024-03-23 08:03:27 INFO test: loss: nan - UP: 49.53% UR: 22.27% UF: 30.72% P: 47.09% R: 21.17% F: 29.21%
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+ 2024-03-23 08:03:27 INFO 0:00:12.831689s elapsed
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+
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+ 2024-03-23 08:03:27 INFO Epoch 15 / 5000:
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+ 2024-03-23 08:03:38 INFO lr: 4.9850e-05 - loss: 0.0087 - UP: 73.79% UR: 36.39% UF: 48.74% P: 73.46% R: 36.23% F: 48.52%
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+ 2024-03-23 08:03:39 INFO dev: loss: nan - UP: 61.21% UR: 15.13% UF: 24.26% P: 59.70% R: 14.75% F: 23.66%
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+ 2024-03-23 08:03:41 INFO test: loss: nan - UP: 52.81% UR: 15.28% UF: 23.70% P: 51.79% R: 14.98% F: 23.24%
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+ 2024-03-23 08:03:41 INFO 0:00:13.560883s elapsed
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+
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+ 2024-03-23 08:03:41 INFO Epoch 16 / 5000:
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+ 2024-03-23 08:03:52 INFO lr: 4.9840e-05 - loss: 0.0142 - UP: 71.14% UR: 33.74% UF: 45.77% P: 70.92% R: 33.64% F: 45.63%
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+ 2024-03-23 08:03:53 INFO dev: loss: nan - UP: 59.53% UR: 21.10% UF: 31.16% P: 57.33% R: 20.32% F: 30.01%
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+ 2024-03-23 08:03:55 INFO test: loss: nan - UP: 52.31% UR: 22.50% UF: 31.47% P: 50.44% R: 21.70% F: 30.34%
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+ 2024-03-23 08:03:55 INFO 0:00:13.900446s elapsed
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+
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+ 2024-03-23 08:03:55 INFO Epoch 17 / 5000:
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+ 2024-03-23 08:04:06 INFO lr: 4.9830e-05 - loss: 0.0108 - UP: 74.55% UR: 38.37% UF: 50.66% P: 74.53% R: 38.36% F: 50.65%
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+ 2024-03-23 08:04:07 INFO dev: loss: nan - UP: 58.25% UR: 15.59% UF: 24.60% P: 55.99% R: 14.98% F: 23.64%
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+ 2024-03-23 08:04:08 INFO 0:00:13.806407s elapsed
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+ 2024-03-23 08:04:08 INFO Epoch 18 / 5000:
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+ 2024-03-23 08:04:19 INFO lr: 4.9820e-05 - loss: 0.0064 - UP: 76.17% UR: 41.18% UF: 53.46% P: 76.08% R: 41.13% F: 53.39%
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+ 2024-03-23 08:04:20 INFO dev: loss: nan - UP: 57.71% UR: 21.39% UF: 31.21% P: 55.30% R: 20.50% F: 29.91%
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+ 2024-03-23 08:05:56 INFO 0:00:13.653876s elapsed (saved)
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+ 2024-03-23 08:06:06 INFO lr: 4.9750e-05 - loss: 0.0049 - UP: 82.60% UR: 61.53% UF: 70.53% P: 82.57% R: 61.50% F: 70.50%
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+ 2024-03-23 08:06:20 INFO dev: loss: nan - UP: 53.07% UR: 34.38% UF: 41.73% P: 51.43% R: 33.31% F: 40.43%
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+ 2024-03-23 08:06:22 INFO test: loss: nan - UP: 47.13% UR: 31.80% UF: 37.98% P: 45.47% R: 30.68% F: 36.64%
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+ 2024-03-23 08:06:33 INFO lr: 4.9730e-05 - loss: 0.0051 - UP: 83.26% UR: 62.11% UF: 71.15% P: 83.22% R: 62.08% F: 71.12%
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+ 2024-03-23 08:06:36 INFO test: loss: nan - UP: 46.28% UR: 38.73% UF: 42.17% P: 44.33% R: 37.10% F: 40.40%
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+ 2024-03-23 08:06:43 INFO 0:00:14.200630s elapsed (saved)
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+ 2024-03-23 08:06:53 INFO lr: 4.9720e-05 - loss: 0.0113 - UP: 78.78% UR: 56.03% UF: 65.49% P: 77.98% R: 55.46% F: 64.82%
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+ 2024-03-23 08:06:54 INFO dev: loss: nan - UP: 53.07% UR: 26.44% UF: 35.30% P: 51.45% R: 25.64% F: 34.22%
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+ 2024-03-23 08:06:56 INFO test: loss: nan - UP: 47.08% UR: 25.69% UF: 33.24% P: 45.14% R: 24.64% F: 31.88%
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+ 2024-03-23 08:07:06 INFO lr: 4.9710e-05 - loss: 0.0095 - UP: 82.27% UR: 58.26% UF: 68.21% P: 81.84% R: 57.95% F: 67.86%
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+ 2024-03-23 08:07:09 INFO 0:00:13.109090s elapsed
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+ 2024-03-23 08:07:21 INFO lr: 4.9700e-05 - loss: 0.0038 - UP: 83.15% UR: 61.89% UF: 70.96% P: 82.96% R: 61.76% F: 70.80%
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+ 2024-03-23 08:07:22 INFO dev: loss: nan - UP: 55.36% UR: 31.90% UF: 40.48% P: 53.31% R: 30.72% F: 38.97%
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+ 2024-03-23 08:07:23 INFO 0:00:14.333289s elapsed
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+ 2024-03-23 08:07:34 INFO lr: 4.9690e-05 - loss: 0.0038 - UP: 85.93% UR: 64.58% UF: 73.74% P: 85.93% R: 64.58% F: 73.74%
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+ 2024-03-23 08:07:35 INFO dev: loss: nan - UP: 58.32% UR: 32.68% UF: 41.89% P: 56.77% R: 31.81% F: 40.78%
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+ 2024-03-23 08:07:37 INFO test: loss: nan - UP: 53.18% UR: 30.74% UF: 38.96% P: 51.24% R: 29.62% F: 37.54%
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+ 2024-03-23 08:07:37 INFO 0:00:13.701836s elapsed
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+ 2024-03-23 08:07:48 INFO lr: 4.9680e-05 - loss: 0.0008 - UP: 85.91% UR: 68.92% UF: 76.48% P: 85.89% R: 68.90% F: 76.46%
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+ 2024-03-23 08:07:51 INFO test: loss: nan - UP: 49.98% UR: 35.07% UF: 41.22% P: 47.76% R: 33.51% F: 39.38%
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+ 2024-03-23 08:07:51 INFO 0:00:13.715641s elapsed
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+ 2024-03-23 08:08:02 INFO lr: 4.9670e-05 - loss: 0.0036 - UP: 86.28% UR: 71.60% UF: 78.26% P: 86.26% R: 71.58% F: 78.24%
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+ 2024-03-23 08:08:03 INFO dev: loss: nan - UP: 57.87% UR: 36.20% UF: 44.54% P: 56.07% R: 35.08% F: 43.15%
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+ 2024-03-23 08:08:04 INFO test: loss: nan - UP: 50.91% UR: 33.78% UF: 40.61% P: 48.58% R: 32.24% F: 38.76%
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+ 2024-03-23 08:08:04 INFO 0:00:13.579017s elapsed
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+ 2024-03-23 08:08:15 INFO lr: 4.9660e-05 - loss: 0.0022 - UP: 86.66% UR: 70.11% UF: 77.51% P: 86.63% R: 70.09% F: 77.49%
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+ 2024-03-23 08:08:18 INFO 0:00:13.578276s elapsed
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+ 2024-03-23 08:08:29 INFO lr: 4.9650e-05 - loss: 0.0032 - UP: 86.91% UR: 70.93% UF: 78.11% P: 86.89% R: 70.91% F: 78.09%
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+ 2024-03-23 08:08:30 INFO dev: loss: nan - UP: 56.33% UR: 36.49% UF: 44.29% P: 53.88% R: 34.90% F: 42.36%
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+ 2024-03-23 08:08:32 INFO test: loss: nan - UP: 50.09% UR: 33.42% UF: 40.10% P: 47.82% R: 31.90% F: 38.27%
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+ 2024-03-23 08:08:32 INFO 0:00:13.595342s elapsed
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+ 2024-03-23 08:08:42 INFO lr: 4.9640e-05 - loss: 0.0028 - UP: 87.38% UR: 69.19% UF: 77.23% P: 87.31% R: 69.14% F: 77.17%
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+ 2024-03-23 08:08:44 INFO dev: loss: nan - UP: 58.65% UR: 29.56% UF: 39.31% P: 55.84% R: 28.15% F: 37.43%
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+ 2024-03-23 08:08:45 INFO 0:00:13.578732s elapsed
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+ 2024-03-23 08:08:56 INFO lr: 4.9630e-05 - loss: 0.0014 - UP: 82.58% UR: 58.65% UF: 68.59% P: 82.36% R: 58.50% F: 68.41%
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+ 2024-03-23 08:08:57 INFO dev: loss: nan - UP: 48.72% UR: 31.26% UF: 38.09% P: 46.38% R: 29.76% F: 36.26%
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+ 2024-03-23 08:09:09 INFO lr: 4.9620e-05 - loss: 0.0053 - UP: 81.14% UR: 61.56% UF: 70.01% P: 80.89% R: 61.37% F: 69.79%
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+ 2024-03-23 08:09:11 INFO dev: loss: nan - UP: 62.16% UR: 23.90% UF: 34.53% P: 59.83% R: 23.01% F: 33.24%
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+ 2024-03-23 08:09:12 INFO test: loss: nan - UP: 58.37% UR: 24.97% UF: 34.98% P: 55.75% R: 23.85% F: 33.41%
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+ 2024-03-23 08:09:12 INFO 0:00:13.565091s elapsed
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+ 2024-03-23 08:09:23 INFO lr: 4.9610e-05 - loss: 0.0068 - UP: 83.96% UR: 66.53% UF: 74.24% P: 83.78% R: 66.38% F: 74.07%
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+ 2024-03-23 08:09:24 INFO dev: loss: nan - UP: 49.87% UR: 37.73% UF: 42.96% P: 48.26% R: 36.52% F: 41.58%
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+ 2024-03-23 08:09:26 INFO 0:00:13.520449s elapsed
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+ 2024-03-23 08:09:36 INFO lr: 4.9600e-05 - loss: 0.0010 - UP: 86.28% UR: 73.02% UF: 79.10% P: 86.22% R: 72.97% F: 79.05%
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+ 2024-03-23 08:09:38 INFO dev: loss: nan - UP: 59.47% UR: 28.46% UF: 38.50% P: 56.82% R: 27.19% F: 36.78%
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+ 2024-03-23 08:09:39 INFO test: loss: nan - UP: 54.99% UR: 28.97% UF: 37.95% P: 52.15% R: 27.47% F: 35.98%
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+ 2024-03-23 08:09:39 INFO 0:00:13.506501s elapsed
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+ 2024-03-23 08:09:50 INFO lr: 4.9590e-05 - loss: 0.0021 - UP: 87.31% UR: 72.40% UF: 79.16% P: 87.27% R: 72.37% F: 79.12%
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+ 2024-03-23 08:09:51 INFO dev: loss: nan - UP: 53.59% UR: 35.97% UF: 43.05% P: 51.48% R: 34.56% F: 41.35%
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+ 2024-03-23 08:09:53 INFO test: loss: nan - UP: 48.28% UR: 33.87% UF: 39.81% P: 46.23% R: 32.43% F: 38.12%
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+ 2024-03-23 08:10:03 INFO lr: 4.9580e-05 - loss: 0.0029 - UP: 89.04% UR: 76.66% UF: 82.39% P: 89.00% R: 76.63% F: 82.35%
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+ 2024-03-23 08:10:05 INFO dev: loss: nan - UP: 54.73% UR: 36.61% UF: 43.87% P: 53.04% R: 35.48% F: 42.52%
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+ 2024-03-23 08:10:06 INFO test: loss: nan - UP: 49.25% UR: 34.88% UF: 40.84% P: 47.05% R: 33.32% F: 39.01%
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+ 2024-03-23 08:10:06 INFO 0:00:13.469275s elapsed
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+ 2024-03-23 08:10:17 INFO lr: 4.9570e-05 - loss: 0.0092 - UP: 88.38% UR: 75.80% UF: 81.61% P: 88.28% R: 75.71% F: 81.51%
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+ 2024-03-23 08:10:18 INFO dev: loss: nan - UP: 51.46% UR: 39.23% UF: 44.52% P: 49.41% R: 37.67% F: 42.75%
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+ 2024-03-23 08:10:20 INFO test: loss: nan - UP: 47.89% UR: 37.80% UF: 42.25% P: 45.61% R: 36.00% F: 40.24%
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+ 2024-03-23 08:10:20 INFO 0:00:13.477822s elapsed
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+ 2024-03-23 08:10:30 INFO lr: 4.9560e-05 - loss: 0.0007 - UP: 89.22% UR: 77.49% UF: 82.94% P: 89.18% R: 77.45% F: 82.90%
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+ 2024-03-23 08:10:32 INFO dev: loss: nan - UP: 57.23% UR: 32.22% UF: 41.23% P: 54.97% R: 30.95% F: 39.60%
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+ 2024-03-23 08:10:44 INFO lr: 4.9550e-05 - loss: 0.0032 - UP: 89.82% UR: 79.06% UF: 84.10% P: 89.81% R: 79.05% F: 84.09%
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+ 2024-03-23 08:10:45 INFO dev: loss: nan - UP: 57.20% UR: 36.03% UF: 44.21% P: 55.09% R: 34.70% F: 42.58%
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+ 2024-03-23 08:10:47 INFO test: loss: nan - UP: 50.05% UR: 32.88% UF: 39.68% P: 48.05% R: 31.57% F: 38.10%
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+ 2024-03-23 08:10:57 INFO lr: 4.9540e-05 - loss: 0.0020 - UP: 90.62% UR: 80.72% UF: 85.38% P: 90.62% R: 80.72% F: 85.38%
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+ 2024-03-23 08:10:59 INFO dev: loss: nan - UP: 54.73% UR: 37.41% UF: 44.44% P: 52.70% R: 36.03% F: 42.80%
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+ 2024-03-23 08:11:00 INFO test: loss: nan - UP: 49.50% UR: 35.24% UF: 41.17% P: 47.06% R: 33.51% F: 39.15%
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+ 2024-03-23 08:11:12 INFO dev: loss: nan - UP: 56.06% UR: 37.41% UF: 44.88% P: 53.94% R: 36.00% F: 43.18%
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+ 2024-03-23 08:11:14 INFO test: loss: nan - UP: 51.64% UR: 35.60% UF: 42.15% P: 49.10% R: 33.85% F: 40.07%
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+ 2024-03-23 08:11:24 INFO lr: 4.9520e-05 - loss: 0.0004 - UP: 92.14% UR: 82.67% UF: 87.15% P: 92.14% R: 82.67% F: 87.15%
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+ 2024-03-23 08:11:26 INFO dev: loss: nan - UP: 56.20% UR: 39.26% UF: 46.23% P: 54.09% R: 37.79% F: 44.49%
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+ 2024-03-23 08:11:27 INFO test: loss: nan - UP: 52.38% UR: 35.62% UF: 42.40% P: 50.02% R: 34.02% F: 40.49%
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+ 2024-03-23 08:11:44 INFO lr: 4.9510e-05 - loss: 0.0016 - UP: 91.40% UR: 83.65% UF: 87.35% P: 91.39% R: 83.63% F: 87.33%
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+ 2024-03-23 08:11:45 INFO dev: loss: nan - UP: 56.77% UR: 40.18% UF: 47.06% P: 55.06% R: 38.97% F: 45.64%
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+ 2024-03-23 08:12:04 INFO lr: 4.9500e-05 - loss: 0.0004 - UP: 93.31% UR: 83.76% UF: 88.28% P: 93.30% R: 83.75% F: 88.27%
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+ 2024-03-23 08:12:06 INFO dev: loss: nan - UP: 53.64% UR: 41.48% UF: 46.78% P: 51.74% R: 40.01% F: 45.12%
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+ 2024-03-23 08:12:20 INFO test: loss: nan - UP: 57.62% UR: 26.68% UF: 36.48% P: 54.88% R: 25.42% F: 34.74%
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+ 2024-03-23 08:12:32 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 91.96% UR: 86.00% UF: 88.88% P: 91.96% R: 86.00% F: 88.88%
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+ 2024-03-23 08:12:34 INFO test: loss: nan - UP: 50.96% UR: 38.22% UF: 43.68% P: 48.76% R: 36.57% F: 41.80%
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+ 2024-03-23 08:12:51 INFO lr: 4.9470e-05 - loss: 0.0016 - UP: 92.85% UR: 84.86% UF: 88.68% P: 92.85% R: 84.86% F: 88.68%
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+ 2024-03-23 08:12:52 INFO dev: loss: nan - UP: 57.60% UR: 34.58% UF: 43.22% P: 55.38% R: 33.26% F: 41.56%
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+ 2024-03-23 08:12:54 INFO test: loss: nan - UP: 52.78% UR: 34.35% UF: 41.62% P: 50.34% R: 32.77% F: 39.70%
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+ 2024-03-23 08:13:04 INFO lr: 4.9460e-05 - loss: 0.0008 - UP: 92.37% UR: 85.18% UF: 88.63% P: 92.34% R: 85.15% F: 88.60%
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+ 2024-03-23 08:13:18 INFO lr: 4.9450e-05 - loss: 0.0042 - UP: 92.63% UR: 82.72% UF: 87.39% P: 92.61% R: 82.70% F: 87.37%
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+ 2024-03-23 08:13:21 INFO test: loss: nan - UP: 48.73% UR: 38.45% UF: 42.99% P: 46.64% R: 36.81% F: 41.14%
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+ 2024-03-23 08:13:32 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 91.29% UR: 83.83% UF: 87.40% P: 91.29% R: 83.83% F: 87.40%
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+ 2024-03-23 08:13:33 INFO dev: loss: nan - UP: 57.42% UR: 35.42% UF: 43.81% P: 55.17% R: 34.04% F: 42.10%
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+ 2024-03-23 08:13:35 INFO test: loss: nan - UP: 53.17% UR: 35.83% UF: 42.81% P: 50.78% R: 34.23% F: 40.89%
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+ 2024-03-23 08:13:46 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 92.80% UR: 87.18% UF: 89.90% P: 92.79% R: 87.17% F: 89.89%
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+ 2024-03-23 08:13:47 INFO dev: loss: nan - UP: 59.37% UR: 32.56% UF: 42.06% P: 57.05% R: 31.29% F: 40.42%
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+ 2024-03-23 08:13:49 INFO test: loss: nan - UP: 54.67% UR: 32.05% UF: 40.41% P: 52.40% R: 30.72% F: 38.73%
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+ 2024-03-23 08:13:59 INFO lr: 4.9420e-05 - loss: 0.0023 - UP: 92.93% UR: 84.02% UF: 88.25% P: 92.93% R: 84.02% F: 88.25%
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+ 2024-03-23 08:14:01 INFO dev: loss: nan - UP: 53.97% UR: 42.61% UF: 47.62% P: 51.96% R: 41.02% F: 45.85%
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+ 2024-03-23 08:14:02 INFO test: loss: nan - UP: 48.80% UR: 41.54% UF: 44.88% P: 46.91% R: 39.93% F: 43.14%
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+ 2024-03-23 08:14:02 INFO 0:00:13.438721s elapsed
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+ 2024-03-23 08:14:13 INFO lr: 4.9410e-05 - loss: 0.0002 - UP: 94.15% UR: 88.08% UF: 91.01% P: 94.15% R: 88.08% F: 91.01%
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+ 2024-03-23 08:14:14 INFO dev: loss: nan - UP: 53.20% UR: 46.07% UF: 49.38% P: 50.97% R: 44.14% F: 47.31%
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+ 2024-03-23 08:14:16 INFO test: loss: nan - UP: 48.21% UR: 41.88% UF: 44.82% P: 46.02% R: 39.97% F: 42.79%
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+ 2024-03-23 08:14:22 INFO 0:00:13.427217s elapsed (saved)
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+ 2024-03-23 08:14:22 INFO Epoch 60 / 5000:
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+ 2024-03-23 08:14:32 INFO lr: 4.9400e-05 - loss: 0.0025 - UP: 94.49% UR: 88.79% UF: 91.55% P: 94.49% R: 88.79% F: 91.55%
425
+ 2024-03-23 08:14:33 INFO dev: loss: nan - UP: 59.86% UR: 38.39% UF: 46.78% P: 57.47% R: 36.86% F: 44.92%
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+ 2024-03-23 08:14:35 INFO test: loss: nan - UP: 53.23% UR: 37.57% UF: 44.05% P: 50.99% R: 35.98% F: 42.19%
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+ 2024-03-23 08:14:35 INFO 0:00:12.834881s elapsed
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+ 2024-03-23 08:14:35 INFO Epoch 61 / 5000:
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+ 2024-03-23 08:14:45 INFO lr: 4.9390e-05 - loss: 0.0036 - UP: 94.51% UR: 89.86% UF: 92.13% P: 94.50% R: 89.86% F: 92.12%
431
+ 2024-03-23 08:14:46 INFO dev: loss: nan - UP: 56.90% UR: 39.06% UF: 46.32% P: 55.13% R: 37.85% F: 44.88%
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+ 2024-03-23 08:14:48 INFO test: loss: nan - UP: 51.55% UR: 37.21% UF: 43.22% P: 49.65% R: 35.83% F: 41.62%
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+ 2024-03-23 08:14:48 INFO 0:00:13.075632s elapsed
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+ 2024-03-23 08:14:48 INFO Epoch 62 / 5000:
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+ 2024-03-23 08:14:59 INFO lr: 4.9380e-05 - loss: 0.0013 - UP: 94.30% UR: 90.58% UF: 92.40% P: 94.29% R: 90.57% F: 92.39%
437
+ 2024-03-23 08:15:00 INFO dev: loss: nan - UP: 55.77% UR: 43.24% UF: 48.72% P: 53.46% R: 41.45% F: 46.70%
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+ 2024-03-23 08:15:02 INFO test: loss: nan - UP: 49.89% UR: 40.04% UF: 44.43% P: 47.71% R: 38.28% F: 42.48%
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+ 2024-03-23 08:15:02 INFO 0:00:13.899171s elapsed
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+ 2024-03-23 08:15:13 INFO lr: 4.9370e-05 - loss: 0.0020 - UP: 93.55% UR: 86.88% UF: 90.09% P: 93.55% R: 86.88% F: 90.09%
443
+ 2024-03-23 08:15:14 INFO dev: loss: nan - UP: 50.56% UR: 44.31% UF: 47.23% P: 48.52% R: 42.52% F: 45.32%
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+ 2024-03-23 08:15:16 INFO test: loss: nan - UP: 46.37% UR: 42.76% UF: 44.49% P: 44.24% R: 40.80% F: 42.45%
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+ 2024-03-23 08:15:16 INFO 0:00:13.779095s elapsed
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+ 2024-03-23 08:15:16 INFO Epoch 64 / 5000:
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+ 2024-03-23 08:15:26 INFO lr: 4.9360e-05 - loss: 0.0109 - UP: 64.33% UR: 48.89% UF: 55.56% P: 64.32% R: 48.88% F: 55.55%
449
+ 2024-03-23 08:15:28 INFO dev: loss: nan - UP: 89.13% UR: 2.37% UF: 4.61% P: 89.13% R: 2.37% F: 4.61%
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+ 2024-03-23 08:15:29 INFO test: loss: nan - UP: 78.87% UR: 2.37% UF: 4.59% P: 78.87% R: 2.37% F: 4.59%
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+ 2024-03-23 08:15:29 INFO 0:00:13.577721s elapsed
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+ 2024-03-23 08:15:29 INFO Epoch 65 / 5000:
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+ 2024-03-23 08:15:40 INFO lr: 4.9350e-05 - loss: 0.0813 - UP: 50.26% UR: 9.10% UF: 15.40% P: 49.93% R: 9.03% F: 15.30%
455
+ 2024-03-23 08:15:41 INFO dev: loss: nan - UP: 41.67% UR: 11.84% UF: 18.44% P: 39.63% R: 11.26% F: 17.54%
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+ 2024-03-23 08:15:43 INFO test: loss: nan - UP: 32.59% UR: 10.16% UF: 15.49% P: 29.88% R: 9.32% F: 14.21%
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+ 2024-03-23 08:15:43 INFO 0:00:13.478602s elapsed
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+ 2024-03-23 08:15:43 INFO Epoch 66 / 5000:
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+ 2024-03-23 08:15:53 INFO lr: 4.9340e-05 - loss: 0.0037 - UP: 58.21% UR: 13.83% UF: 22.34% P: 56.71% R: 13.47% F: 21.77%
461
+ 2024-03-23 08:15:54 INFO dev: loss: nan - UP: 53.20% UR: 16.80% UF: 25.54% P: 51.55% R: 16.28% F: 24.75%
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+ 2024-03-23 08:15:56 INFO test: loss: nan - UP: 43.95% UR: 15.13% UF: 22.51% P: 41.68% R: 14.35% F: 21.35%
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+ 2024-03-23 08:15:56 INFO 0:00:13.378008s elapsed
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+ 2024-03-23 08:15:56 INFO Epoch 67 / 5000:
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+ 2024-03-23 08:16:07 INFO lr: 4.9330e-05 - loss: 0.0168 - UP: 68.38% UR: 23.34% UF: 34.80% P: 67.87% R: 23.16% F: 34.54%
467
+ 2024-03-23 08:16:08 INFO dev: loss: nan - UP: 64.52% UR: 15.65% UF: 25.19% P: 62.98% R: 15.27% F: 24.58%
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+ 2024-03-23 08:16:09 INFO test: loss: nan - UP: 54.05% UR: 15.09% UF: 23.59% P: 51.40% R: 14.35% F: 22.43%
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+ 2024-03-23 08:16:09 INFO 0:00:13.314442s elapsed
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+ 2024-03-23 08:16:09 INFO Epoch 68 / 5000:
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+ 2024-03-23 08:16:20 INFO lr: 4.9320e-05 - loss: 0.0039 - UP: 78.61% UR: 39.99% UF: 53.01% P: 78.46% R: 39.91% F: 52.91%
473
+ 2024-03-23 08:16:21 INFO dev: loss: nan - UP: 56.96% UR: 24.45% UF: 34.22% P: 55.08% R: 23.64% F: 33.08%
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+ 2024-03-23 08:16:23 INFO test: loss: nan - UP: 51.38% UR: 24.70% UF: 33.36% P: 48.75% R: 23.43% F: 31.65%
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+ 2024-03-23 08:16:23 INFO 0:00:13.329006s elapsed
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+ 2024-03-23 08:16:23 INFO Epoch 69 / 5000:
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+ 2024-03-23 08:16:33 INFO lr: 4.9310e-05 - loss: 0.0029 - UP: 81.17% UR: 58.94% UF: 68.29% P: 81.04% R: 58.84% F: 68.18%
479
+ 2024-03-23 08:16:34 INFO dev: loss: nan - UP: 61.11% UR: 26.13% UF: 36.60% P: 58.68% R: 25.09% F: 35.15%
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+ 2024-03-23 08:16:36 INFO test: loss: nan - UP: 51.57% UR: 23.94% UF: 32.70% P: 49.34% R: 22.90% F: 31.28%
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+ 2024-03-23 08:16:36 INFO 0:00:13.290482s elapsed
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+ 2024-03-23 08:16:36 INFO Epoch 70 / 5000:
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+ 2024-03-23 08:16:46 INFO lr: 4.9300e-05 - loss: 0.0053 - UP: 83.06% UR: 60.88% UF: 70.26% P: 83.00% R: 60.84% F: 70.21%
485
+ 2024-03-23 08:16:48 INFO dev: loss: nan - UP: 45.79% UR: 37.56% UF: 41.27% P: 44.03% R: 36.11% F: 39.68%
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+ 2024-03-23 08:16:49 INFO test: loss: nan - UP: 42.77% UR: 36.45% UF: 39.36% P: 40.91% R: 34.86% F: 37.65%
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+ 2024-03-23 08:16:49 INFO 0:00:13.326929s elapsed
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+ 2024-03-23 08:16:49 INFO Epoch 71 / 5000:
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+ 2024-03-23 08:17:00 INFO lr: 4.9290e-05 - loss: 0.0050 - UP: 86.72% UR: 71.63% UF: 78.46% P: 86.70% R: 71.61% F: 78.44%
491
+ 2024-03-23 08:17:01 INFO dev: loss: nan - UP: 49.70% UR: 38.51% UF: 43.40% P: 47.54% R: 36.84% F: 41.51%
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+ 2024-03-23 08:17:03 INFO test: loss: nan - UP: 47.32% UR: 37.52% UF: 41.86% P: 45.11% R: 35.77% F: 39.90%
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+ 2024-03-23 08:17:03 INFO 0:00:13.318221s elapsed
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+ 2024-03-23 08:17:03 INFO Epoch 72 / 5000:
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+ 2024-03-23 08:17:13 INFO lr: 4.9280e-05 - loss: 0.0038 - UP: 87.98% UR: 76.16% UF: 81.65% P: 87.96% R: 76.14% F: 81.63%
497
+ 2024-03-23 08:17:14 INFO dev: loss: nan - UP: 48.45% UR: 39.38% UF: 43.45% P: 46.36% R: 37.67% F: 41.57%
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+ 2024-03-23 08:17:16 INFO test: loss: nan - UP: 44.32% UR: 37.10% UF: 40.39% P: 42.40% R: 35.50% F: 38.64%
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+ 2024-03-23 08:17:16 INFO 0:00:13.387512s elapsed
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+ 2024-03-23 08:17:16 INFO Epoch 73 / 5000:
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+ 2024-03-23 08:17:27 INFO lr: 4.9270e-05 - loss: 0.0034 - UP: 88.94% UR: 76.91% UF: 82.49% P: 88.94% R: 76.91% F: 82.49%
503
+ 2024-03-23 08:17:28 INFO dev: loss: nan - UP: 51.09% UR: 38.68% UF: 44.03% P: 48.88% R: 37.01% F: 42.12%
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+ 2024-03-23 08:17:29 INFO test: loss: nan - UP: 47.41% UR: 36.91% UF: 41.51% P: 45.13% R: 35.14% F: 39.51%
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+ 2024-03-23 08:17:29 INFO 0:00:13.425911s elapsed
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+ 2024-03-23 08:17:29 INFO Epoch 74 / 5000:
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+ 2024-03-23 08:17:40 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 89.34% UR: 79.81% UF: 84.31% P: 89.33% R: 79.80% F: 84.30%
509
+ 2024-03-23 08:17:41 INFO dev: loss: nan - UP: 59.82% UR: 32.62% UF: 42.22% P: 57.44% R: 31.32% F: 40.54%
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+ 2024-03-23 08:17:43 INFO test: loss: nan - UP: 53.20% UR: 30.04% UF: 38.40% P: 50.77% R: 28.67% F: 36.65%
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+ 2024-03-23 08:17:43 INFO 0:00:13.519759s elapsed
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+ 2024-03-23 08:17:43 INFO Epoch 75 / 5000:
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+ 2024-03-23 08:17:54 INFO lr: 4.9250e-05 - loss: 0.0018 - UP: 92.11% UR: 80.67% UF: 86.01% P: 92.09% R: 80.66% F: 85.99%
515
+ 2024-03-23 08:17:55 INFO dev: loss: nan - UP: 51.51% UR: 42.26% UF: 46.43% P: 49.23% R: 40.39% F: 44.37%
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+ 2024-03-23 08:17:57 INFO test: loss: nan - UP: 46.64% UR: 38.66% UF: 42.28% P: 44.32% R: 36.74% F: 40.18%
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+ 2024-03-23 08:17:57 INFO 0:00:13.712415s elapsed
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+ 2024-03-23 08:17:57 INFO Epoch 76 / 5000:
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+ 2024-03-23 08:18:07 INFO lr: 4.9240e-05 - loss: 0.0023 - UP: 91.46% UR: 83.77% UF: 87.44% P: 91.45% R: 83.76% F: 87.44%
521
+ 2024-03-23 08:18:09 INFO dev: loss: nan - UP: 52.65% UR: 40.68% UF: 45.90% P: 50.11% R: 38.71% F: 43.68%
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+ 2024-03-23 08:18:10 INFO test: loss: nan - UP: 48.52% UR: 38.43% UF: 42.89% P: 46.17% R: 36.57% F: 40.82%
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+ 2024-03-23 08:18:10 INFO 0:00:13.506716s elapsed
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+ 2024-03-23 08:18:10 INFO Epoch 77 / 5000:
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+ 2024-03-23 08:18:21 INFO lr: 4.9230e-05 - loss: 0.0008 - UP: 92.37% UR: 85.01% UF: 88.53% P: 92.34% R: 84.98% F: 88.51%
527
+ 2024-03-23 08:18:22 INFO dev: loss: nan - UP: 57.03% UR: 38.19% UF: 45.75% P: 54.31% R: 36.37% F: 43.57%
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+ 2024-03-23 08:18:24 INFO test: loss: nan - UP: 51.05% UR: 35.85% UF: 42.12% P: 48.74% R: 34.23% F: 40.21%
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+ 2024-03-23 08:18:24 INFO 0:00:13.470169s elapsed
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+ 2024-03-23 08:18:34 INFO lr: 4.9220e-05 - loss: 0.0020 - UP: 92.24% UR: 86.62% UF: 89.34% P: 92.24% R: 86.62% F: 89.34%
533
+ 2024-03-23 08:18:36 INFO dev: loss: nan - UP: 55.49% UR: 38.19% UF: 45.25% P: 52.94% R: 36.43% F: 43.16%
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+ 2024-03-23 08:18:37 INFO test: loss: nan - UP: 51.46% UR: 36.19% UF: 42.50% P: 49.02% R: 34.48% F: 40.49%
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+ 2024-03-23 08:18:37 INFO 0:00:13.554284s elapsed
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+ 2024-03-23 08:18:37 INFO Epoch 79 / 5000:
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+ 2024-03-23 08:18:48 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 93.48% UR: 86.95% UF: 90.09% P: 93.46% R: 86.93% F: 90.08%
539
+ 2024-03-23 08:18:49 INFO dev: loss: nan - UP: 53.06% UR: 42.52% UF: 47.21% P: 50.72% R: 40.65% F: 45.13%
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+ 2024-03-23 08:18:51 INFO test: loss: nan - UP: 48.73% UR: 39.38% UF: 43.56% P: 46.43% R: 37.52% F: 41.51%
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+ 2024-03-23 08:18:51 INFO 0:00:13.530494s elapsed
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+ 2024-03-23 08:18:51 INFO Epoch 80 / 5000:
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+ 2024-03-23 08:19:01 INFO lr: 4.9200e-05 - loss: 0.0004 - UP: 93.58% UR: 88.58% UF: 91.02% P: 93.58% R: 88.58% F: 91.02%
545
+ 2024-03-23 08:19:03 INFO dev: loss: nan - UP: 56.16% UR: 33.55% UF: 42.00% P: 53.07% R: 31.70% F: 39.69%
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+ 2024-03-23 08:19:04 INFO test: loss: nan - UP: 52.99% UR: 34.31% UF: 41.65% P: 50.41% R: 32.64% F: 39.63%
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+ 2024-03-23 08:19:04 INFO 0:00:13.639076s elapsed
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+ 2024-03-23 08:19:04 INFO Epoch 81 / 5000:
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+ 2024-03-23 08:19:15 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 92.61% UR: 87.14% UF: 89.79% P: 92.61% R: 87.14% F: 89.79%
551
+ 2024-03-23 08:19:16 INFO dev: loss: nan - UP: 52.19% UR: 43.04% UF: 47.18% P: 49.88% R: 41.14% F: 45.09%
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+ 2024-03-23 08:19:18 INFO test: loss: nan - UP: 48.04% UR: 40.55% UF: 43.97% P: 45.86% R: 38.71% F: 41.98%
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+ 2024-03-23 08:19:18 INFO 0:00:13.628642s elapsed
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+ 2024-03-23 08:19:18 INFO Epoch 82 / 5000:
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+ 2024-03-23 08:19:29 INFO lr: 4.9180e-05 - loss: 0.0023 - UP: 93.49% UR: 88.89% UF: 91.13% P: 93.49% R: 88.89% F: 91.13%
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+ 2024-03-23 08:19:30 INFO dev: loss: nan - UP: 54.26% UR: 41.92% UF: 47.30% P: 52.09% R: 40.24% F: 45.41%
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+ 2024-03-23 08:19:32 INFO test: loss: nan - UP: 49.62% UR: 40.06% UF: 44.33% P: 47.63% R: 38.45% F: 42.55%
559
+ 2024-03-23 08:19:32 INFO 0:00:13.559952s elapsed
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+
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+ 2024-03-23 08:19:42 INFO lr: 4.9170e-05 - loss: 0.0007 - UP: 94.25% UR: 89.45% UF: 91.79% P: 94.25% R: 89.45% F: 91.79%
563
+ 2024-03-23 08:19:43 INFO dev: loss: nan - UP: 56.52% UR: 36.52% UF: 44.37% P: 54.24% R: 35.05% F: 42.58%
564
+ 2024-03-23 08:19:45 INFO test: loss: nan - UP: 53.75% UR: 37.42% UF: 44.12% P: 51.29% R: 35.71% F: 42.10%
565
+ 2024-03-23 08:19:45 INFO 0:00:13.503530s elapsed
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+ 2024-03-23 08:19:56 INFO lr: 4.9160e-05 - loss: 0.0010 - UP: 94.77% UR: 90.32% UF: 92.49% P: 94.77% R: 90.32% F: 92.49%
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+ 2024-03-23 08:19:57 INFO dev: loss: nan - UP: 53.48% UR: 44.40% UF: 48.52% P: 51.36% R: 42.64% F: 46.59%
570
+ 2024-03-23 08:19:58 INFO test: loss: nan - UP: 48.57% UR: 41.58% UF: 44.80% P: 46.52% R: 39.83% F: 42.91%
571
+ 2024-03-23 08:19:58 INFO 0:00:13.460387s elapsed
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+
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+ 2024-03-23 08:19:58 INFO Epoch 85 / 5000:
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+ 2024-03-23 08:20:09 INFO lr: 4.9150e-05 - loss: 0.0019 - UP: 94.59% UR: 90.12% UF: 92.30% P: 94.58% R: 90.11% F: 92.29%
575
+ 2024-03-23 08:20:10 INFO dev: loss: nan - UP: 55.39% UR: 39.92% UF: 46.40% P: 53.22% R: 38.37% F: 44.59%
576
+ 2024-03-23 08:20:12 INFO test: loss: nan - UP: 50.36% UR: 38.31% UF: 43.51% P: 48.17% R: 36.64% F: 41.62%
577
+ 2024-03-23 08:20:12 INFO 0:00:13.496036s elapsed
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+ 2024-03-23 08:20:23 INFO lr: 4.9140e-05 - loss: 0.0002 - UP: 94.25% UR: 90.35% UF: 92.26% P: 94.25% R: 90.35% F: 92.26%
581
+ 2024-03-23 08:20:24 INFO dev: loss: nan - UP: 57.39% UR: 38.77% UF: 46.28% P: 55.09% R: 37.21% F: 44.42%
582
+ 2024-03-23 08:20:25 INFO test: loss: nan - UP: 51.74% UR: 37.29% UF: 43.34% P: 49.60% R: 35.75% F: 41.55%
583
+ 2024-03-23 08:20:25 INFO 0:00:13.466159s elapsed
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+ 2024-03-23 08:20:25 INFO Epoch 87 / 5000:
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+ 2024-03-23 08:20:36 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 94.62% UR: 90.73% UF: 92.64% P: 94.62% R: 90.73% F: 92.64%
587
+ 2024-03-23 08:20:37 INFO dev: loss: nan - UP: 56.16% UR: 37.88% UF: 45.24% P: 53.77% R: 36.26% F: 43.31%
588
+ 2024-03-23 08:20:39 INFO test: loss: nan - UP: 51.81% UR: 37.59% UF: 43.57% P: 49.71% R: 36.07% F: 41.80%
589
+ 2024-03-23 08:20:39 INFO 0:00:13.455215s elapsed
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+
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+ 2024-03-23 08:20:39 INFO Epoch 88 / 5000:
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+ 2024-03-23 08:20:50 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 94.93% UR: 92.09% UF: 93.49% P: 94.93% R: 92.09% F: 93.49%
593
+ 2024-03-23 08:20:51 INFO dev: loss: nan - UP: 56.17% UR: 37.30% UF: 44.83% P: 53.52% R: 35.54% F: 42.71%
594
+ 2024-03-23 08:20:52 INFO test: loss: nan - UP: 52.86% UR: 37.31% UF: 43.75% P: 50.64% R: 35.75% F: 41.91%
595
+ 2024-03-23 08:20:52 INFO 0:00:13.479909s elapsed
596
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+ 2024-03-23 08:20:52 INFO Epoch 89 / 5000:
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+ 2024-03-23 08:21:03 INFO lr: 4.9110e-05 - loss: 0.0008 - UP: 95.84% UR: 91.66% UF: 93.70% P: 95.83% R: 91.65% F: 93.69%
599
+ 2024-03-23 08:21:04 INFO dev: loss: nan - UP: 53.86% UR: 41.05% UF: 46.59% P: 51.59% R: 39.32% F: 44.63%
600
+ 2024-03-23 08:21:06 INFO test: loss: nan - UP: 51.51% UR: 39.97% UF: 45.02% P: 49.17% R: 38.16% F: 42.97%
601
+ 2024-03-23 08:21:06 INFO 0:00:13.467342s elapsed
602
+
603
+ 2024-03-23 08:21:15 INFO Epoch 59 saved
604
+ 2024-03-23 08:21:15 INFO dev: UP: 53.20% UR: 46.07% UF: 49.38% P: 50.97% R: 44.14% F: 47.31%
605
+ 2024-03-23 08:21:15 INFO test: UP: 48.21% UR: 41.88% UF: 44.82% P: 46.02% R: 39.97% F: 42.79%
606
+ 2024-03-23 08:21:15 INFO 0:19:53.894857s elapsed, 0:00:13.414549s/epoch
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1
+ 2024-03-23 07:37:39 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
9
+ 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 | 3000
15
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNi3_asc/80/model_vi_mpqa_xlm_9
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+ device | 0
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+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ 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
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi3_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNi3_asc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-23 07:37:39 INFO Building the fields
40
+ 2024-03-23 07:37:40 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-23 07:37:40 INFO Building the model
45
+ 2024-03-23 07:37:43 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=5, 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
+ 2024-03-23 07:37:43 INFO Loading the data
65
+ 2024-03-23 07:37:51 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=51, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=34, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
70
+ 2024-03-23 07:37:51 INFO Epoch 1 / 5000:
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+ 2024-03-23 07:38:02 INFO lr: 4.9990e-05 - loss: 0.0314 - UP: 0.39% UR: 3.56% UF: 0.70% P: 0.05% R: 0.43% F: 0.09%
72
+ 2024-03-23 07:38:03 INFO dev: loss: nan - UP: 100.00% UR: 0.03% UF: 0.06% P: 100.00% R: 0.03% F: 0.06%
73
+ 2024-03-23 07:38:05 INFO test: loss: nan - UP: 100.00% UR: 0.02% UF: 0.04% P: 0.00% R: 0.00% F: 0.00%
74
+ 2024-03-23 07:38:09 INFO 0:00:14.002056s elapsed (saved)
75
+
76
+ 2024-03-23 07:38:09 INFO Epoch 2 / 5000:
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+ 2024-03-23 07:38:20 INFO lr: 4.9980e-05 - loss: 0.0297 - UP: 28.03% UR: 0.84% UF: 1.63% P: 22.83% R: 0.68% F: 1.33%
78
+ 2024-03-23 07:38:21 INFO dev: loss: nan - UP: 67.95% UR: 1.53% UF: 2.99% P: 55.13% R: 1.24% F: 2.43%
79
+ 2024-03-23 07:38:23 INFO test: loss: nan - UP: 68.35% UR: 2.01% UF: 3.90% P: 51.80% R: 1.52% F: 2.96%
80
+ 2024-03-23 07:38:30 INFO 0:00:13.307729s elapsed (saved)
81
+
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+ 2024-03-23 07:38:30 INFO Epoch 3 / 5000:
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+ 2024-03-23 07:38:40 INFO lr: 4.9970e-05 - loss: 0.0272 - UP: 33.70% UR: 1.85% UF: 3.50% P: 29.91% R: 1.64% F: 3.10%
84
+ 2024-03-23 07:38:41 INFO dev: loss: nan - UP: 70.18% UR: 1.15% UF: 2.27% P: 59.65% R: 0.98% F: 1.93%
85
+ 2024-03-23 07:38:43 INFO test: loss: nan - UP: 67.35% UR: 1.39% UF: 2.73% P: 55.10% R: 1.14% F: 2.24%
86
+ 2024-03-23 07:38:43 INFO 0:00:13.347406s elapsed
87
+
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+ 2024-03-23 07:38:43 INFO Epoch 4 / 5000:
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+ 2024-03-23 07:38:54 INFO lr: 4.9960e-05 - loss: 0.0376 - UP: 43.73% UR: 4.35% UF: 7.91% P: 42.07% R: 4.18% F: 7.61%
90
+ 2024-03-23 07:38:55 INFO dev: loss: nan - UP: 69.90% UR: 3.95% UF: 7.49% P: 63.78% R: 3.61% F: 6.83%
91
+ 2024-03-23 07:38:57 INFO test: loss: nan - UP: 63.78% UR: 4.35% UF: 8.15% P: 52.63% R: 3.59% F: 6.72%
92
+ 2024-03-23 07:39:03 INFO 0:00:13.646177s elapsed (saved)
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+
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+ 2024-03-23 07:39:03 INFO Epoch 5 / 5000:
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+ 2024-03-23 07:39:14 INFO lr: 4.9950e-05 - loss: 0.0102 - UP: 55.44% UR: 8.52% UF: 14.76% P: 53.98% R: 8.29% F: 14.37%
96
+ 2024-03-23 07:39:15 INFO dev: loss: nan - UP: 44.67% UR: 17.90% UF: 25.56% P: 43.37% R: 17.38% F: 24.81%
97
+ 2024-03-23 07:39:16 INFO test: loss: nan - UP: 38.49% UR: 19.97% UF: 26.29% P: 36.86% R: 19.12% F: 25.18%
98
+ 2024-03-23 07:39:23 INFO 0:00:13.489879s elapsed (saved)
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+
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+ 2024-03-23 07:39:23 INFO Epoch 6 / 5000:
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+ 2024-03-23 07:39:34 INFO lr: 4.9940e-05 - loss: 0.0011 - UP: 59.55% UR: 15.83% UF: 25.01% P: 58.38% R: 15.51% F: 24.51%
102
+ 2024-03-23 07:39:35 INFO dev: loss: nan - UP: 64.30% UR: 8.63% UF: 15.22% P: 60.00% R: 8.05% F: 14.20%
103
+ 2024-03-23 07:39:37 INFO test: loss: nan - UP: 58.76% UR: 8.01% UF: 14.09% P: 54.42% R: 7.42% F: 13.05%
104
+ 2024-03-23 07:39:37 INFO 0:00:13.421608s elapsed
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+
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+ 2024-03-23 07:39:37 INFO Epoch 7 / 5000:
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+ 2024-03-23 07:39:48 INFO lr: 4.9930e-05 - loss: 0.0051 - UP: 65.55% UR: 18.30% UF: 28.61% P: 64.93% R: 18.12% F: 28.34%
108
+ 2024-03-23 07:39:49 INFO dev: loss: nan - UP: 62.03% UR: 13.25% UF: 21.84% P: 59.59% R: 12.73% F: 20.98%
109
+ 2024-03-23 07:39:51 INFO test: loss: nan - UP: 54.29% UR: 14.05% UF: 22.32% P: 50.94% R: 13.18% F: 20.95%
110
+ 2024-03-23 07:39:51 INFO 0:00:13.923945s elapsed
111
+
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+ 2024-03-23 07:39:51 INFO Epoch 8 / 5000:
113
+ 2024-03-23 07:40:02 INFO lr: 4.9920e-05 - loss: 0.0106 - UP: 65.51% UR: 23.20% UF: 34.26% P: 65.09% R: 23.05% F: 34.05%
114
+ 2024-03-23 07:40:03 INFO dev: loss: nan - UP: 54.06% UR: 21.13% UF: 30.39% P: 51.55% R: 20.15% F: 28.97%
115
+ 2024-03-23 07:40:05 INFO test: loss: nan - UP: 46.81% UR: 21.89% UF: 29.83% P: 44.74% R: 20.92% F: 28.51%
116
+ 2024-03-23 07:40:12 INFO 0:00:14.564992s elapsed (saved)
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+
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+ 2024-03-23 07:40:12 INFO Epoch 9 / 5000:
119
+ 2024-03-23 07:40:22 INFO lr: 4.9910e-05 - loss: 0.0125 - UP: 67.87% UR: 26.93% UF: 38.56% P: 67.56% R: 26.81% F: 38.39%
120
+ 2024-03-23 07:40:24 INFO dev: loss: nan - UP: 57.25% UR: 21.65% UF: 31.42% P: 54.50% R: 20.61% F: 29.91%
121
+ 2024-03-23 07:40:25 INFO test: loss: nan - UP: 52.68% UR: 23.68% UF: 32.68% P: 50.33% R: 22.63% F: 31.22%
122
+ 2024-03-23 07:40:32 INFO 0:00:13.410604s elapsed (saved)
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+
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+ 2024-03-23 07:40:32 INFO Epoch 10 / 5000:
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+ 2024-03-23 07:40:43 INFO lr: 4.9900e-05 - loss: 0.0097 - UP: 70.32% UR: 29.77% UF: 41.83% P: 70.03% R: 29.65% F: 41.66%
126
+ 2024-03-23 07:40:44 INFO dev: loss: nan - UP: 53.27% UR: 24.19% UF: 33.27% P: 50.35% R: 22.86% F: 31.45%
127
+ 2024-03-23 07:40:45 INFO test: loss: nan - UP: 50.93% UR: 25.99% UF: 34.42% P: 48.36% R: 24.68% F: 32.68%
128
+ 2024-03-23 07:40:52 INFO 0:00:13.410919s elapsed (saved)
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+
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+ 2024-03-23 07:40:52 INFO Epoch 11 / 5000:
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+ 2024-03-23 07:41:03 INFO lr: 4.9890e-05 - loss: 0.0097 - UP: 63.05% UR: 21.36% UF: 31.91% P: 62.69% R: 21.24% F: 31.73%
132
+ 2024-03-23 07:41:04 INFO dev: loss: nan - UP: 69.57% UR: 12.93% UF: 21.81% P: 68.01% R: 12.64% F: 21.32%
133
+ 2024-03-23 07:41:05 INFO test: loss: nan - UP: 57.32% UR: 13.65% UF: 22.05% P: 54.75% R: 13.04% F: 21.06%
134
+ 2024-03-23 07:41:05 INFO 0:00:13.371136s elapsed
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+
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+ 2024-03-23 07:41:05 INFO Epoch 12 / 5000:
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+ 2024-03-23 07:41:16 INFO lr: 4.9880e-05 - loss: 0.0089 - UP: 69.33% UR: 27.53% UF: 39.41% P: 69.11% R: 27.44% F: 39.29%
138
+ 2024-03-23 07:41:18 INFO dev: loss: nan - UP: 43.88% UR: 34.15% UF: 38.41% P: 42.47% R: 33.05% F: 37.18%
139
+ 2024-03-23 07:41:19 INFO test: loss: nan - UP: 39.81% UR: 36.11% UF: 37.87% P: 38.16% R: 34.61% F: 36.30%
140
+ 2024-03-23 07:41:26 INFO 0:00:13.761260s elapsed (saved)
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+
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+ 2024-03-23 07:41:26 INFO Epoch 13 / 5000:
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+ 2024-03-23 07:41:37 INFO lr: 4.9870e-05 - loss: 0.0047 - UP: 73.85% UR: 35.61% UF: 48.05% P: 73.63% R: 35.51% F: 47.91%
144
+ 2024-03-23 07:41:38 INFO dev: loss: nan - UP: 57.39% UR: 26.33% UF: 36.10% P: 55.13% R: 25.29% F: 34.67%
145
+ 2024-03-23 07:41:40 INFO test: loss: nan - UP: 49.20% UR: 27.34% UF: 35.15% P: 47.38% R: 26.33% F: 33.84%
146
+ 2024-03-23 07:41:40 INFO 0:00:13.399986s elapsed
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+
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+ 2024-03-23 07:41:40 INFO Epoch 14 / 5000:
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+ 2024-03-23 07:41:50 INFO lr: 4.9860e-05 - loss: 0.0039 - UP: 75.77% UR: 44.60% UF: 56.15% P: 75.71% R: 44.57% F: 56.11%
150
+ 2024-03-23 07:41:52 INFO dev: loss: nan - UP: 63.37% UR: 19.08% UF: 29.33% P: 60.02% R: 18.07% F: 27.78%
151
+ 2024-03-23 07:41:53 INFO test: loss: nan - UP: 60.48% UR: 20.11% UF: 30.19% P: 57.56% R: 19.14% F: 28.73%
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+ 2024-03-23 07:41:53 INFO 0:00:13.823136s elapsed
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+
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+ 2024-03-23 07:42:05 INFO lr: 4.9850e-05 - loss: 0.0080 - UP: 77.31% UR: 46.92% UF: 58.39% P: 77.08% R: 46.78% F: 58.22%
156
+ 2024-03-23 07:42:06 INFO dev: loss: nan - UP: 54.61% UR: 26.67% UF: 35.84% P: 51.48% R: 25.14% F: 33.79%
157
+ 2024-03-23 07:42:08 INFO test: loss: nan - UP: 50.44% UR: 27.74% UF: 35.80% P: 47.75% R: 26.26% F: 33.89%
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+ 2024-03-23 07:42:08 INFO 0:00:14.568969s elapsed
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+
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+ 2024-03-23 07:43:07 INFO lr: 4.9810e-05 - loss: 0.0074 - UP: 77.80% UR: 50.64% UF: 61.35% P: 77.62% R: 50.52% F: 61.20%
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+ 2024-03-23 07:43:08 INFO dev: loss: nan - UP: 51.78% UR: 31.15% UF: 38.90% P: 50.05% R: 30.11% F: 37.60%
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+ 2024-03-23 07:43:35 INFO lr: 4.9790e-05 - loss: 0.0066 - UP: 77.75% UR: 54.95% UF: 64.39% P: 77.42% R: 54.71% F: 64.12%
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+ 2024-03-23 07:43:55 INFO lr: 4.9780e-05 - loss: 0.0038 - UP: 78.90% UR: 58.91% UF: 67.45% P: 78.78% R: 58.82% F: 67.35%
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+ 2024-03-23 07:44:09 INFO lr: 4.9770e-05 - loss: 0.0042 - UP: 85.08% UR: 61.33% UF: 71.28% P: 85.00% R: 61.28% F: 71.22%
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+ 2024-03-23 07:44:10 INFO dev: loss: nan - UP: 56.35% UR: 32.65% UF: 41.35% P: 54.26% R: 31.44% F: 39.81%
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+ 2024-03-23 07:44:24 INFO lr: 4.9760e-05 - loss: 0.0039 - UP: 83.83% UR: 66.17% UF: 73.96% P: 83.80% R: 66.15% F: 73.93%
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+ 2024-03-23 07:44:25 INFO dev: loss: nan - UP: 56.29% UR: 34.38% UF: 42.69% P: 54.16% R: 33.08% F: 41.08%
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+ 2024-03-23 07:44:27 INFO test: loss: nan - UP: 53.04% UR: 31.84% UF: 39.79% P: 50.65% R: 30.40% F: 38.00%
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+ 2024-03-23 07:44:33 INFO 0:00:14.765399s elapsed (saved)
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+ 2024-03-23 07:44:44 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 84.22% UR: 64.38% UF: 72.98% P: 84.19% R: 64.35% F: 72.95%
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+ 2024-03-23 07:44:45 INFO dev: loss: nan - UP: 52.74% UR: 35.33% UF: 42.32% P: 50.41% R: 33.78% F: 40.45%
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+ 2024-03-23 07:44:47 INFO test: loss: nan - UP: 51.37% UR: 33.32% UF: 40.42% P: 48.76% R: 31.63% F: 38.37%
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+ 2024-03-23 07:44:58 INFO lr: 4.9740e-05 - loss: 0.0042 - UP: 81.68% UR: 63.90% UF: 71.70% P: 81.63% R: 63.87% F: 71.67%
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+ 2024-03-23 07:44:59 INFO dev: loss: nan - UP: 54.68% UR: 33.89% UF: 41.85% P: 52.96% R: 32.82% F: 40.53%
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+ 2024-03-23 07:45:00 INFO test: loss: nan - UP: 52.27% UR: 32.39% UF: 39.99% P: 49.81% R: 30.87% F: 38.12%
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+ 2024-03-23 07:45:12 INFO lr: 4.9730e-05 - loss: 0.0028 - UP: 86.08% UR: 69.88% UF: 77.14% P: 86.07% R: 69.87% F: 77.13%
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+ 2024-03-23 07:45:13 INFO dev: loss: nan - UP: 49.69% UR: 41.28% UF: 45.10% P: 48.19% R: 40.04% F: 43.74%
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+ 2024-03-23 07:45:15 INFO test: loss: nan - UP: 47.90% UR: 39.00% UF: 43.00% P: 45.90% R: 37.38% F: 41.20%
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+ 2024-03-23 07:45:21 INFO 0:00:14.628953s elapsed (saved)
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+ 2024-03-23 07:45:32 INFO lr: 4.9720e-05 - loss: 0.0031 - UP: 84.42% UR: 69.28% UF: 76.11% P: 84.23% R: 69.13% F: 75.93%
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+ 2024-03-23 07:45:33 INFO dev: loss: nan - UP: 57.13% UR: 31.24% UF: 40.39% P: 54.86% R: 29.99% F: 38.78%
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+ 2024-03-23 07:45:35 INFO test: loss: nan - UP: 54.39% UR: 30.09% UF: 38.74% P: 51.76% R: 28.63% F: 36.87%
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+ 2024-03-23 07:45:46 INFO lr: 4.9710e-05 - loss: 0.0047 - UP: 85.62% UR: 67.00% UF: 75.18% P: 85.38% R: 66.81% F: 74.96%
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+ 2024-03-23 07:45:47 INFO dev: loss: nan - UP: 52.45% UR: 36.14% UF: 42.80% P: 49.90% R: 34.38% F: 40.71%
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+ 2024-03-23 07:45:48 INFO test: loss: nan - UP: 49.97% UR: 36.45% UF: 42.15% P: 47.71% R: 34.80% F: 40.24%
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+ 2024-03-23 07:45:48 INFO 0:00:13.663696s elapsed
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+ 2024-03-23 07:46:00 INFO lr: 4.9700e-05 - loss: 0.0063 - UP: 80.54% UR: 58.15% UF: 67.54% P: 79.99% R: 57.75% F: 67.08%
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+ 2024-03-23 07:46:01 INFO dev: loss: nan - UP: 49.08% UR: 32.30% UF: 38.96% P: 47.72% R: 31.41% F: 37.88%
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+ 2024-03-23 07:46:03 INFO test: loss: nan - UP: 44.37% UR: 30.32% UF: 36.02% P: 43.10% R: 29.45% F: 34.99%
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+ 2024-03-23 07:46:14 INFO lr: 4.9690e-05 - loss: 0.0085 - UP: 82.55% UR: 60.33% UF: 69.71% P: 82.41% R: 60.22% F: 69.59%
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+ 2024-03-23 07:46:16 INFO dev: loss: nan - UP: 49.09% UR: 35.62% UF: 41.28% P: 46.82% R: 33.98% F: 39.38%
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+ 2024-03-23 07:46:17 INFO test: loss: nan - UP: 43.91% UR: 33.91% UF: 38.27% P: 41.86% R: 32.33% F: 36.48%
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+ 2024-03-23 07:46:17 INFO 0:00:14.356041s elapsed
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+ 2024-03-23 07:46:29 INFO lr: 4.9680e-05 - loss: 0.0386 - UP: 83.03% UR: 67.15% UF: 74.25% P: 82.84% R: 67.00% F: 74.08%
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+ 2024-03-23 07:46:30 INFO dev: loss: nan - UP: 52.35% UR: 38.91% UF: 44.64% P: 49.83% R: 37.04% F: 42.49%
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+ 2024-03-23 07:46:31 INFO test: loss: nan - UP: 47.65% UR: 37.31% UF: 41.85% P: 45.87% R: 35.92% F: 40.29%
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+ 2024-03-23 07:46:31 INFO 0:00:14.182579s elapsed
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+ 2024-03-23 07:46:43 INFO lr: 4.9670e-05 - loss: 0.0181 - UP: 77.90% UR: 59.70% UF: 67.60% P: 77.70% R: 59.55% F: 67.42%
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+ 2024-03-23 07:46:44 INFO dev: loss: nan - UP: 55.55% UR: 31.50% UF: 40.20% P: 53.41% R: 30.28% F: 38.65%
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+ 2024-03-23 07:46:46 INFO test: loss: nan - UP: 53.05% UR: 31.27% UF: 39.35% P: 50.90% R: 30.00% F: 37.75%
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+ 2024-03-23 07:46:57 INFO lr: 4.9660e-05 - loss: 0.0045 - UP: 79.79% UR: 61.76% UF: 69.63% P: 79.64% R: 61.65% F: 69.50%
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+ 2024-03-23 07:46:58 INFO dev: loss: nan - UP: 51.30% UR: 32.36% UF: 39.69% P: 49.15% R: 31.00% F: 38.02%
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+ 2024-03-23 07:47:00 INFO test: loss: nan - UP: 48.29% UR: 31.33% UF: 38.01% P: 45.85% R: 29.75% F: 36.08%
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+ 2024-03-23 07:47:11 INFO lr: 4.9650e-05 - loss: 0.0038 - UP: 82.55% UR: 61.79% UF: 70.68% P: 82.42% R: 61.69% F: 70.57%
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+ 2024-03-23 07:47:12 INFO dev: loss: nan - UP: 58.84% UR: 28.15% UF: 38.08% P: 56.61% R: 27.08% F: 36.63%
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+ 2024-03-23 07:47:13 INFO test: loss: nan - UP: 53.59% UR: 27.61% UF: 36.45% P: 51.09% R: 26.33% F: 34.75%
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+ 2024-03-23 07:47:24 INFO lr: 4.9640e-05 - loss: 0.0045 - UP: 83.44% UR: 64.48% UF: 72.74% P: 83.40% R: 64.44% F: 72.70%
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+ 2024-03-23 07:47:26 INFO dev: loss: nan - UP: 49.09% UR: 41.40% UF: 44.92% P: 47.42% R: 39.98% F: 43.38%
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+ 2024-03-23 07:47:27 INFO test: loss: nan - UP: 45.98% UR: 37.19% UF: 41.12% P: 44.10% R: 35.66% F: 39.43%
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+ 2024-03-23 07:47:27 INFO 0:00:13.835546s elapsed
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+ 2024-03-23 07:47:38 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 87.26% UR: 72.68% UF: 79.30% P: 87.24% R: 72.66% F: 79.29%
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+ 2024-03-23 07:47:39 INFO dev: loss: nan - UP: 55.06% UR: 37.53% UF: 44.64% P: 52.99% R: 36.11% F: 42.95%
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+ 2024-03-23 07:47:41 INFO test: loss: nan - UP: 49.02% UR: 34.40% UF: 40.43% P: 47.00% R: 32.98% F: 38.76%
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+ 2024-03-23 07:47:41 INFO 0:00:13.783109s elapsed
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+ 2024-03-23 07:47:52 INFO lr: 4.9620e-05 - loss: 0.0013 - UP: 88.09% UR: 76.32% UF: 81.78% P: 88.07% R: 76.30% F: 81.76%
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+ 2024-03-23 07:47:53 INFO dev: loss: nan - UP: 56.22% UR: 34.44% UF: 42.71% P: 54.24% R: 33.23% F: 41.21%
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+ 2024-03-23 07:47:55 INFO test: loss: nan - UP: 53.21% UR: 32.24% UF: 40.15% P: 51.19% R: 31.02% F: 38.63%
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+ 2024-03-23 07:48:06 INFO lr: 4.9610e-05 - loss: 0.0052 - UP: 89.75% UR: 78.45% UF: 83.72% P: 89.71% R: 78.41% F: 83.68%
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+ 2024-03-23 07:48:07 INFO dev: loss: nan - UP: 49.41% UR: 43.45% UF: 46.24% P: 47.73% R: 41.97% F: 44.67%
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+ 2024-03-23 07:48:09 INFO test: loss: nan - UP: 45.56% UR: 40.46% UF: 42.86% P: 43.49% R: 38.62% F: 40.91%
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+ 2024-03-23 07:48:15 INFO 0:00:13.767804s elapsed (saved)
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+ 2024-03-23 07:48:25 INFO lr: 4.9600e-05 - loss: 0.0010 - UP: 90.02% UR: 80.34% UF: 84.91% P: 90.01% R: 80.34% F: 84.90%
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+ 2024-03-23 07:48:27 INFO dev: loss: nan - UP: 56.99% UR: 38.37% UF: 45.86% P: 55.06% R: 37.07% F: 44.31%
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+ 2024-03-23 07:48:28 INFO test: loss: nan - UP: 50.75% UR: 35.96% UF: 42.09% P: 48.81% R: 34.59% F: 40.48%
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+ 2024-03-23 07:48:39 INFO lr: 4.9590e-05 - loss: 0.0032 - UP: 91.11% UR: 82.65% UF: 86.67% P: 91.09% R: 82.63% F: 86.66%
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+ 2024-03-23 07:48:40 INFO dev: loss: nan - UP: 54.55% UR: 39.81% UF: 46.03% P: 52.69% R: 38.45% F: 44.46%
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+ 2024-03-23 07:48:42 INFO test: loss: nan - UP: 49.14% UR: 37.93% UF: 42.81% P: 47.17% R: 36.40% F: 41.09%
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+ 2024-03-23 07:48:54 INFO lr: 4.9580e-05 - loss: 0.0023 - UP: 91.30% UR: 83.13% UF: 87.03% P: 91.29% R: 83.13% F: 87.02%
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+ 2024-03-23 07:48:55 INFO dev: loss: nan - UP: 59.30% UR: 36.81% UF: 45.42% P: 57.40% R: 35.62% F: 43.96%
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+ 2024-03-23 07:48:57 INFO test: loss: nan - UP: 54.79% UR: 35.92% UF: 43.39% P: 52.88% R: 34.67% F: 41.88%
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+ 2024-03-23 07:49:08 INFO lr: 4.9570e-05 - loss: 0.0010 - UP: 92.15% UR: 84.95% UF: 88.40% P: 92.14% R: 84.94% F: 88.39%
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+ 2024-03-23 07:49:09 INFO dev: loss: nan - UP: 52.21% UR: 41.28% UF: 46.11% P: 50.20% R: 39.69% F: 44.33%
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+ 2024-03-23 07:49:11 INFO test: loss: nan - UP: 50.14% UR: 40.48% UF: 44.80% P: 48.13% R: 38.85% F: 43.00%
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+ 2024-03-23 07:49:23 INFO dev: loss: nan - UP: 54.97% UR: 40.21% UF: 46.45% P: 53.04% R: 38.80% F: 44.81%
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+ 2024-03-23 07:49:25 INFO test: loss: nan - UP: 50.19% UR: 37.19% UF: 42.72% P: 48.36% R: 35.83% F: 41.17%
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+ 2024-03-23 07:49:31 INFO 0:00:13.949305s elapsed (saved)
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+ 2024-03-23 07:49:42 INFO lr: 4.9550e-05 - loss: 0.0023 - UP: 92.91% UR: 86.78% UF: 89.74% P: 92.91% R: 86.78% F: 89.74%
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+ 2024-03-23 07:49:43 INFO dev: loss: nan - UP: 60.92% UR: 34.79% UF: 44.29% P: 58.95% R: 33.66% F: 42.85%
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+ 2024-03-23 07:49:45 INFO test: loss: nan - UP: 55.85% UR: 31.97% UF: 40.66% P: 53.64% R: 30.70% F: 39.05%
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+ 2024-03-23 07:49:57 INFO dev: loss: nan - UP: 58.18% UR: 38.71% UF: 46.49% P: 56.18% R: 37.38% F: 44.90%
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+ 2024-03-23 07:49:58 INFO test: loss: nan - UP: 52.38% UR: 37.02% UF: 43.38% P: 50.31% R: 35.56% F: 41.67%
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+ 2024-03-23 07:50:16 INFO lr: 4.9530e-05 - loss: 0.0011 - UP: 93.51% UR: 88.13% UF: 90.74% P: 93.51% R: 88.13% F: 90.74%
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+ 2024-03-23 07:51:21 INFO test: loss: nan - UP: 49.27% UR: 40.02% UF: 44.16% P: 47.22% R: 38.35% F: 42.32%
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+ 2024-03-23 07:51:34 INFO dev: loss: nan - UP: 59.35% UR: 36.00% UF: 44.82% P: 56.93% R: 34.53% F: 42.98%
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+ 2024-03-23 07:51:48 INFO dev: loss: nan - UP: 59.20% UR: 38.45% UF: 46.62% P: 56.89% R: 36.95% F: 44.80%
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+ 2024-03-23 07:52:02 INFO dev: loss: nan - UP: 55.34% UR: 44.28% UF: 49.20% P: 53.28% R: 42.64% F: 47.37%
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+ 2024-03-23 07:52:03 INFO test: loss: nan - UP: 49.14% UR: 43.08% UF: 45.91% P: 47.12% R: 41.31% F: 44.02%
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+ 2024-03-23 07:52:10 INFO 0:00:13.898070s elapsed (saved)
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+ 2024-03-23 07:52:21 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 95.24% UR: 91.50% UF: 93.33% P: 95.24% R: 91.50% F: 93.33%
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+ 2024-03-23 07:52:36 INFO dev: loss: nan - UP: 58.85% UR: 37.73% UF: 45.98% P: 56.42% R: 36.17% F: 44.08%
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+ 2024-03-23 07:52:37 INFO 0:00:13.575206s elapsed
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+ 2024-03-23 07:52:49 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 95.28% UR: 91.08% UF: 93.13% P: 95.28% R: 91.08% F: 93.13%
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+ 2024-03-23 07:52:50 INFO dev: loss: nan - UP: 54.54% UR: 42.87% UF: 48.00% P: 52.37% R: 41.17% F: 46.10%
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+ 2024-03-23 07:52:51 INFO 0:00:14.336034s elapsed
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+ 2024-03-23 07:53:03 INFO lr: 4.9420e-05 - loss: 0.0006 - UP: 95.70% UR: 92.45% UF: 94.05% P: 95.70% R: 92.45% F: 94.05%
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+ 2024-03-23 07:53:04 INFO dev: loss: nan - UP: 59.66% UR: 37.88% UF: 46.34% P: 57.34% R: 36.40% F: 44.53%
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+ 2024-03-23 07:53:06 INFO test: loss: nan - UP: 54.20% UR: 35.71% UF: 43.05% P: 51.89% R: 34.19% F: 41.22%
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+ 2024-03-23 07:53:06 INFO 0:00:14.207250s elapsed
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+ 2024-03-23 07:53:18 INFO lr: 4.9410e-05 - loss: 0.0002 - UP: 94.87% UR: 91.98% UF: 93.40% P: 94.87% R: 91.98% F: 93.40%
420
+ 2024-03-23 07:53:19 INFO dev: loss: nan - UP: 56.49% UR: 40.59% UF: 47.24% P: 54.24% R: 38.97% F: 45.36%
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+ 2024-03-23 07:53:21 INFO test: loss: nan - UP: 52.46% UR: 38.71% UF: 44.55% P: 50.29% R: 37.10% F: 42.70%
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+ 2024-03-23 07:53:21 INFO 0:00:14.816932s elapsed
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+ 2024-03-23 07:53:31 INFO lr: 4.9400e-05 - loss: 0.0015 - UP: 96.17% UR: 93.30% UF: 94.71% P: 96.17% R: 93.30% F: 94.71%
426
+ 2024-03-23 07:53:33 INFO dev: loss: nan - UP: 57.32% UR: 40.33% UF: 47.35% P: 55.11% R: 38.77% F: 45.52%
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+ 2024-03-23 07:53:34 INFO test: loss: nan - UP: 52.14% UR: 39.45% UF: 44.91% P: 50.13% R: 37.93% F: 43.18%
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+ 2024-03-23 07:53:34 INFO 0:00:13.784782s elapsed
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+ 2024-03-23 07:53:45 INFO lr: 4.9390e-05 - loss: 0.0014 - UP: 95.73% UR: 92.91% UF: 94.30% P: 95.73% R: 92.91% F: 94.30%
432
+ 2024-03-23 07:53:47 INFO dev: loss: nan - UP: 55.84% UR: 40.04% UF: 46.64% P: 53.42% R: 38.31% F: 44.62%
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+ 2024-03-23 07:53:48 INFO test: loss: nan - UP: 50.56% UR: 37.04% UF: 42.76% P: 48.46% R: 35.50% F: 40.98%
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+ 2024-03-23 07:53:48 INFO 0:00:13.759985s elapsed
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+ 2024-03-23 07:53:59 INFO lr: 4.9380e-05 - loss: 0.0006 - UP: 96.10% UR: 93.80% UF: 94.93% P: 96.10% R: 93.80% F: 94.93%
438
+ 2024-03-23 07:54:00 INFO dev: loss: nan - UP: 57.50% UR: 42.41% UF: 48.81% P: 55.30% R: 40.79% F: 46.95%
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+ 2024-03-23 07:54:02 INFO test: loss: nan - UP: 51.73% UR: 40.08% UF: 45.17% P: 49.71% R: 38.52% F: 43.40%
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+ 2024-03-23 07:54:02 INFO 0:00:13.753927s elapsed
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+ 2024-03-23 07:54:13 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 92.44% UR: 86.70% UF: 89.48% P: 92.44% R: 86.70% F: 89.48%
444
+ 2024-03-23 07:54:14 INFO dev: loss: nan - UP: 53.05% UR: 42.18% UF: 46.99% P: 51.13% R: 40.65% F: 45.29%
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+ 2024-03-23 07:54:16 INFO test: loss: nan - UP: 48.99% UR: 42.19% UF: 45.34% P: 47.13% R: 40.59% F: 43.61%
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+ 2024-03-23 07:54:16 INFO 0:00:13.769605s elapsed
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+ 2024-03-23 07:54:27 INFO lr: 4.9360e-05 - loss: 0.0231 - UP: 95.21% UR: 91.85% UF: 93.50% P: 95.21% R: 91.85% F: 93.50%
450
+ 2024-03-23 07:54:28 INFO dev: loss: nan - UP: 47.98% UR: 48.07% UF: 48.02% P: 45.94% R: 46.02% F: 45.98%
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+ 2024-03-23 07:54:29 INFO test: loss: nan - UP: 44.97% UR: 46.97% UF: 45.95% P: 43.07% R: 44.98% F: 44.01%
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+ 2024-03-23 07:54:29 INFO 0:00:13.775355s elapsed
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+ 2024-03-23 07:54:29 INFO Epoch 65 / 5000:
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+ 2024-03-23 07:54:40 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 93.02% UR: 89.25% UF: 91.10% P: 93.02% R: 89.25% F: 91.10%
456
+ 2024-03-23 07:54:42 INFO dev: loss: nan - UP: 56.31% UR: 42.26% UF: 48.28% P: 53.73% R: 40.33% F: 46.08%
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+ 2024-03-23 07:54:43 INFO test: loss: nan - UP: 50.06% UR: 41.75% UF: 45.53% P: 47.99% R: 40.02% F: 43.64%
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+ 2024-03-23 07:54:43 INFO 0:00:13.834306s elapsed
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+ 2024-03-23 07:54:43 INFO Epoch 66 / 5000:
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+ 2024-03-23 07:54:54 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 95.60% UR: 92.82% UF: 94.19% P: 95.58% R: 92.80% F: 94.17%
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+ 2024-03-23 07:54:56 INFO dev: loss: nan - UP: 54.32% UR: 42.49% UF: 47.68% P: 51.77% R: 40.50% F: 45.45%
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+ 2024-03-23 07:54:57 INFO test: loss: nan - UP: 49.84% UR: 40.52% UF: 44.70% P: 47.82% R: 38.88% F: 42.89%
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+ 2024-03-23 07:54:57 INFO 0:00:13.853253s elapsed
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+ 2024-03-23 07:55:08 INFO lr: 4.9330e-05 - loss: 0.0009 - UP: 95.96% UR: 92.78% UF: 94.34% P: 95.96% R: 92.78% F: 94.34%
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+ 2024-03-23 07:55:09 INFO dev: loss: nan - UP: 60.84% UR: 38.39% UF: 47.08% P: 58.69% R: 37.04% F: 45.42%
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+ 2024-03-23 07:55:11 INFO test: loss: nan - UP: 55.85% UR: 36.70% UF: 44.29% P: 53.73% R: 35.31% F: 42.61%
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+ 2024-03-23 07:55:11 INFO 0:00:14.263429s elapsed
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+ 2024-03-23 07:55:11 INFO Epoch 68 / 5000:
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+ 2024-03-23 07:55:23 INFO lr: 4.9320e-05 - loss: 0.0003 - UP: 96.20% UR: 92.43% UF: 94.28% P: 96.20% R: 92.43% F: 94.28%
474
+ 2024-03-23 07:55:24 INFO dev: loss: nan - UP: 56.43% UR: 40.65% UF: 47.26% P: 53.99% R: 38.89% F: 45.21%
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+ 2024-03-23 07:55:25 INFO test: loss: nan - UP: 51.40% UR: 39.59% UF: 44.73% P: 49.20% R: 37.90% F: 42.82%
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+ 2024-03-23 07:55:25 INFO 0:00:14.078583s elapsed
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+ 2024-03-23 07:55:25 INFO Epoch 69 / 5000:
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+ 2024-03-23 07:55:37 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 96.75% UR: 94.67% UF: 95.70% P: 96.74% R: 94.66% F: 95.69%
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+ 2024-03-23 07:55:38 INFO dev: loss: nan - UP: 57.49% UR: 39.75% UF: 47.00% P: 55.24% R: 38.19% F: 45.16%
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+ 2024-03-23 07:55:40 INFO test: loss: nan - UP: 54.03% UR: 39.83% UF: 45.85% P: 52.02% R: 38.35% F: 44.15%
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+ 2024-03-23 07:55:40 INFO 0:00:14.452258s elapsed
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+ 2024-03-23 07:55:40 INFO Epoch 70 / 5000:
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+ 2024-03-23 07:55:51 INFO lr: 4.9300e-05 - loss: 0.0006 - UP: 97.10% UR: 95.23% UF: 96.16% P: 97.09% R: 95.22% F: 96.15%
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+ 2024-03-23 07:55:52 INFO dev: loss: nan - UP: 59.54% UR: 40.36% UF: 48.11% P: 57.45% R: 38.94% F: 46.42%
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+ 2024-03-23 07:55:54 INFO test: loss: nan - UP: 53.62% UR: 39.11% UF: 45.23% P: 51.54% R: 37.59% F: 43.47%
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+ 2024-03-23 07:55:54 INFO 0:00:13.993256s elapsed
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+ 2024-03-23 07:55:54 INFO Epoch 71 / 5000:
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+ 2024-03-23 07:56:05 INFO lr: 4.9290e-05 - loss: 0.0011 - UP: 97.13% UR: 95.49% UF: 96.30% P: 97.13% R: 95.49% F: 96.30%
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+ 2024-03-23 07:56:06 INFO dev: loss: nan - UP: 52.38% UR: 46.45% UF: 49.24% P: 50.36% R: 44.66% F: 47.34%
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+ 2024-03-23 07:56:08 INFO test: loss: nan - UP: 47.54% UR: 44.35% UF: 45.89% P: 45.64% R: 42.57% F: 44.05%
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+ 2024-03-23 07:56:08 INFO 0:00:13.913382s elapsed
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+ 2024-03-23 07:56:08 INFO Epoch 72 / 5000:
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+ 2024-03-23 07:56:19 INFO lr: 4.9280e-05 - loss: 0.0009 - UP: 97.32% UR: 95.08% UF: 96.19% P: 97.32% R: 95.08% F: 96.19%
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+ 2024-03-23 07:56:20 INFO dev: loss: nan - UP: 56.58% UR: 36.75% UF: 44.56% P: 54.13% R: 35.16% F: 42.63%
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+ 2024-03-23 07:56:22 INFO test: loss: nan - UP: 53.74% UR: 37.19% UF: 43.96% P: 51.21% R: 35.43% F: 41.88%
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+ 2024-03-23 07:56:22 INFO 0:00:13.865761s elapsed
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+ 2024-03-23 07:56:22 INFO Epoch 73 / 5000:
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+ 2024-03-23 07:56:33 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 96.87% UR: 95.59% UF: 96.23% P: 96.87% R: 95.59% F: 96.23%
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+ 2024-03-23 07:56:34 INFO dev: loss: nan - UP: 56.27% UR: 39.15% UF: 46.17% P: 54.36% R: 37.82% F: 44.60%
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+ 2024-03-23 07:56:35 INFO test: loss: nan - UP: 54.79% UR: 39.97% UF: 46.23% P: 52.51% R: 38.31% F: 44.30%
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+ 2024-03-23 07:56:35 INFO 0:00:13.870200s elapsed
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+ 2024-03-23 07:56:47 INFO lr: 4.9260e-05 - loss: 0.0009 - UP: 97.55% UR: 96.25% UF: 96.90% P: 97.55% R: 96.25% F: 96.90%
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+ 2024-03-23 07:56:48 INFO dev: loss: nan - UP: 56.35% UR: 42.00% UF: 48.13% P: 54.57% R: 40.68% F: 46.61%
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+ 2024-03-23 07:56:49 INFO test: loss: nan - UP: 53.93% UR: 42.32% UF: 47.43% P: 52.02% R: 40.82% F: 45.74%
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+ 2024-03-23 07:56:49 INFO 0:00:13.906168s elapsed
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+ 2024-03-23 07:57:00 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 96.50% UR: 94.81% UF: 95.65% P: 96.50% R: 94.81% F: 95.65%
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+ 2024-03-23 07:57:02 INFO dev: loss: nan - UP: 58.12% UR: 37.93% UF: 45.90% P: 55.95% R: 36.52% F: 44.19%
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+ 2024-03-23 07:57:03 INFO test: loss: nan - UP: 56.02% UR: 36.95% UF: 44.53% P: 53.81% R: 35.50% F: 42.78%
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+ 2024-03-23 07:57:03 INFO 0:00:13.883635s elapsed
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+ 2024-03-23 07:57:14 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 97.57% UR: 95.46% UF: 96.51% P: 97.57% R: 95.46% F: 96.51%
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+ 2024-03-23 07:57:16 INFO dev: loss: nan - UP: 54.35% UR: 40.76% UF: 46.59% P: 52.19% R: 39.15% F: 44.74%
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+ 2024-03-23 07:57:17 INFO test: loss: nan - UP: 53.04% UR: 39.02% UF: 44.97% P: 50.95% R: 37.48% F: 43.19%
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+ 2024-03-23 07:57:17 INFO 0:00:13.867668s elapsed
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+ 2024-03-23 07:57:28 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 97.03% UR: 95.24% UF: 96.13% P: 97.03% R: 95.24% F: 96.13%
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+ 2024-03-23 07:57:30 INFO dev: loss: nan - UP: 53.92% UR: 40.07% UF: 45.98% P: 51.86% R: 38.54% F: 44.22%
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+ 2024-03-23 07:57:31 INFO test: loss: nan - UP: 53.57% UR: 39.68% UF: 45.59% P: 51.45% R: 38.12% F: 43.79%
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+ 2024-03-23 07:57:31 INFO 0:00:13.950336s elapsed
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+ 2024-03-23 07:57:42 INFO lr: 4.9220e-05 - loss: 0.0006 - UP: 97.81% UR: 96.16% UF: 96.98% P: 97.79% R: 96.15% F: 96.96%
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+ 2024-03-23 07:57:44 INFO dev: loss: nan - UP: 51.92% UR: 43.33% UF: 47.24% P: 49.67% R: 41.45% F: 45.19%
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+ 2024-03-23 07:57:45 INFO test: loss: nan - UP: 50.83% UR: 43.82% UF: 47.07% P: 48.95% R: 42.19% F: 45.32%
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+ 2024-03-23 07:57:45 INFO 0:00:14.004954s elapsed
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+ 2024-03-23 07:57:56 INFO lr: 4.9210e-05 - loss: 0.0005 - UP: 97.03% UR: 95.82% UF: 96.42% P: 97.01% R: 95.79% F: 96.40%
540
+ 2024-03-23 07:57:58 INFO dev: loss: nan - UP: 58.93% UR: 38.02% UF: 46.22% P: 56.82% R: 36.66% F: 44.57%
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+ 2024-03-23 07:57:59 INFO test: loss: nan - UP: 54.85% UR: 39.28% UF: 45.78% P: 52.70% R: 37.74% F: 43.98%
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+ 2024-03-23 07:57:59 INFO 0:00:14.147281s elapsed
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+ 2024-03-23 07:58:11 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 97.20% UR: 94.57% UF: 95.86% P: 97.12% R: 94.50% F: 95.79%
546
+ 2024-03-23 07:58:12 INFO dev: loss: nan - UP: 56.20% UR: 38.86% UF: 45.95% P: 53.95% R: 37.30% F: 44.10%
547
+ 2024-03-23 07:58:13 INFO test: loss: nan - UP: 52.71% UR: 38.60% UF: 44.57% P: 50.17% R: 36.74% F: 42.42%
548
+ 2024-03-23 07:58:13 INFO 0:00:14.177219s elapsed
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+ 2024-03-23 07:58:25 INFO lr: 4.9190e-05 - loss: 0.0003 - UP: 94.44% UR: 91.50% UF: 92.95% P: 94.15% R: 91.22% F: 92.67%
552
+ 2024-03-23 07:58:26 INFO dev: loss: nan - UP: 50.90% UR: 39.12% UF: 44.24% P: 48.57% R: 37.33% F: 42.21%
553
+ 2024-03-23 07:58:27 INFO test: loss: nan - UP: 49.11% UR: 40.76% UF: 44.54% P: 46.97% R: 38.98% F: 42.60%
554
+ 2024-03-23 07:58:27 INFO 0:00:14.053060s elapsed
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+ 2024-03-23 07:58:27 INFO Epoch 82 / 5000:
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+ 2024-03-23 07:58:39 INFO lr: 4.9180e-05 - loss: 0.0291 - UP: 82.95% UR: 69.12% UF: 75.41% P: 82.77% R: 68.97% F: 75.24%
558
+ 2024-03-23 07:58:40 INFO dev: loss: nan - UP: 28.61% UR: 37.76% UF: 32.55% P: 26.97% R: 35.59% F: 30.69%
559
+ 2024-03-23 07:58:41 INFO test: loss: nan - UP: 30.93% UR: 36.78% UF: 33.61% P: 28.80% R: 34.25% F: 31.29%
560
+ 2024-03-23 07:58:41 INFO 0:00:13.990652s elapsed
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+ 2024-03-23 07:58:41 INFO Epoch 83 / 5000:
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+ 2024-03-23 07:58:52 INFO lr: 4.9170e-05 - loss: 0.0051 - UP: 59.75% UR: 26.79% UF: 37.00% P: 59.46% R: 26.66% F: 36.82%
564
+ 2024-03-23 07:58:54 INFO dev: loss: nan - UP: 37.69% UR: 34.82% UF: 36.19% P: 35.69% R: 32.97% F: 34.27%
565
+ 2024-03-23 07:58:55 INFO test: loss: nan - UP: 36.69% UR: 33.76% UF: 35.16% P: 35.01% R: 32.22% F: 33.56%
566
+ 2024-03-23 07:58:55 INFO 0:00:13.843863s elapsed
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+ 2024-03-23 07:58:55 INFO Epoch 84 / 5000:
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+ 2024-03-23 07:59:06 INFO lr: 4.9160e-05 - loss: 0.0061 - UP: 75.06% UR: 38.61% UF: 50.99% P: 74.76% R: 38.45% F: 50.78%
570
+ 2024-03-23 07:59:08 INFO dev: loss: nan - UP: 59.26% UR: 26.50% UF: 36.62% P: 56.81% R: 25.40% F: 35.11%
571
+ 2024-03-23 07:59:09 INFO test: loss: nan - UP: 58.59% UR: 27.23% UF: 37.18% P: 55.64% R: 25.86% F: 35.31%
572
+ 2024-03-23 07:59:09 INFO 0:00:13.878937s elapsed
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+ 2024-03-23 07:59:18 INFO Epoch 54 saved
575
+ 2024-03-23 07:59:18 INFO dev: UP: 55.34% UR: 44.28% UF: 49.20% P: 53.28% R: 42.64% F: 47.37%
576
+ 2024-03-23 07:59:18 INFO test: UP: 49.14% UR: 43.08% UF: 45.91% P: 47.12% R: 41.31% F: 44.02%
577
+ 2024-03-23 07:59:18 INFO 0:19:27.234476s elapsed, 0:00:13.895649s/epoch