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SemEval-2022-Task-10
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  2. models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_roberta_6 +3 -0
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  8. models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_xlm_9.train.log +1045 -0
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+ 2024-05-28 03:41:51 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/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 | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-05-28 03:41:51 INFO Building the fields
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+ 2024-05-28 03:41:52 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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+ 2024-05-28 03:41:52 INFO Building the model
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+ 2024-05-28 03:41:54 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(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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+ 2024-05-28 03:41:54 INFO Loading the data
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+ 2024-05-28 03:42:03 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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+ 2024-05-28 03:42:03 INFO Epoch 1 / 5000:
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+ 2024-05-28 03:42:13 INFO lr: 4.9990e-05 - loss: 0.0940 - UP: 0.26% UR: 1.73% UF: 0.45% P: 0.03% R: 0.21% F: 0.05%
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+ 2024-05-28 03:42:14 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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+ 2024-05-28 03:42:15 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-05-28 03:42:15 INFO 0:00:12.872843s elapsed
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+
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+ 2024-05-28 03:42:15 INFO Epoch 2 / 5000:
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+ 2024-05-28 03:42:25 INFO lr: 4.9980e-05 - loss: 0.0438 - UP: 12.95% UR: 0.14% UF: 0.28% P: 12.95% R: 0.14% F: 0.28%
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+ 2024-05-28 03:42:26 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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+ 2024-05-28 03:42:28 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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+ 2024-05-28 03:42:28 INFO 0:00:12.399958s elapsed
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+
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+ 2024-05-28 03:42:28 INFO Epoch 3 / 5000:
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+ 2024-05-28 03:42:38 INFO lr: 4.9970e-05 - loss: 0.0461 - UP: 24.63% UR: 0.92% UF: 1.78% P: 22.95% R: 0.86% F: 1.66%
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+ 2024-05-28 03:42:39 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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+ 2024-05-28 03:42:40 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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+ 2024-05-28 03:42:40 INFO 0:00:12.458319s elapsed
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+
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+ 2024-05-28 03:42:40 INFO Epoch 4 / 5000:
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+ 2024-05-28 03:42:50 INFO lr: 4.9960e-05 - loss: 0.0393 - UP: 18.22% UR: 0.73% UF: 1.40% P: 16.83% R: 0.67% F: 1.29%
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+ 2024-05-28 03:42:51 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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+ 2024-05-28 03:42:53 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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+ 2024-05-28 03:42:53 INFO 0:00:12.613517s elapsed
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+
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+ 2024-05-28 03:42:53 INFO Epoch 5 / 5000:
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+ 2024-05-28 03:43:03 INFO lr: 4.9950e-05 - loss: 0.0286 - UP: 25.61% UR: 1.08% UF: 2.08% P: 24.67% R: 1.04% F: 2.00%
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+ 2024-05-28 03:43:04 INFO dev: loss: nan - UP: 66.38% UR: 2.01% UF: 3.90% P: 59.48% R: 1.80% F: 3.50%
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+ 2024-05-28 03:43:06 INFO test: loss: nan - UP: 58.60% UR: 2.66% UF: 5.09% P: 47.91% R: 2.18% F: 4.16%
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+ 2024-05-28 03:43:07 INFO 0:00:12.703863s elapsed (saved)
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+
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+ 2024-05-28 03:43:07 INFO Epoch 6 / 5000:
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+ 2024-05-28 03:43:17 INFO lr: 4.9940e-05 - loss: 0.0329 - UP: 42.04% UR: 2.38% UF: 4.50% P: 41.34% R: 2.34% F: 4.43%
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+ 2024-05-28 03:43:19 INFO dev: loss: nan - UP: 66.46% UR: 2.84% UF: 5.46% P: 62.80% R: 2.69% F: 5.16%
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+ 2024-05-28 03:43:20 INFO test: loss: nan - UP: 60.07% UR: 3.53% UF: 6.67% P: 52.88% R: 3.11% F: 5.87%
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+ 2024-05-28 03:43:23 INFO 0:00:12.709295s elapsed (saved)
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+ 2024-05-28 03:43:23 INFO Epoch 7 / 5000:
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+ 2024-05-28 03:43:33 INFO lr: 4.9930e-05 - loss: 0.0288 - UP: 46.38% UR: 5.92% UF: 10.50% P: 43.90% R: 5.60% F: 9.94%
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+ 2024-05-28 03:43:35 INFO dev: loss: nan - UP: 39.02% UR: 5.79% UF: 10.09% P: 34.97% R: 5.19% F: 9.04%
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+ 2024-05-28 03:43:36 INFO test: loss: nan - UP: 52.37% UR: 6.53% UF: 11.61% P: 44.92% R: 5.60% F: 9.96%
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+ 2024-05-28 03:43:39 INFO 0:00:12.802346s elapsed (saved)
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+
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+ 2024-05-28 03:43:39 INFO Epoch 8 / 5000:
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+ 2024-05-28 03:43:49 INFO lr: 4.9920e-05 - loss: nan - UP: 49.90% UR: 7.62% UF: 13.22% P: 48.14% R: 7.35% F: 12.75%
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+ 2024-05-28 03:43:50 INFO dev: loss: nan - UP: 60.20% UR: 6.32% UF: 11.43% P: 54.23% R: 5.69% F: 10.30%
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+ 2024-05-28 03:43:52 INFO test: loss: nan - UP: 53.83% UR: 6.97% UF: 12.35% P: 47.96% R: 6.21% F: 11.00%
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+ 2024-05-28 03:43:55 INFO 0:00:12.753694s elapsed (saved)
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+
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+ 2024-05-28 03:43:55 INFO Epoch 9 / 5000:
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+ 2024-05-28 03:44:05 INFO lr: 4.9910e-05 - loss: 0.0220 - UP: 46.84% UR: 7.86% UF: 13.46% P: 45.81% R: 7.68% F: 13.16%
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+ 2024-05-28 03:44:06 INFO dev: loss: nan - UP: 43.05% UR: 8.32% UF: 13.95% P: 39.41% R: 7.62% F: 12.77%
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+ 2024-05-28 03:44:08 INFO test: loss: nan - UP: 51.33% UR: 9.36% UF: 15.83% P: 46.35% R: 8.45% F: 14.30%
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+ 2024-05-28 03:44:11 INFO 0:00:12.747248s elapsed (saved)
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+
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+ 2024-05-28 03:44:11 INFO Epoch 10 / 5000:
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+ 2024-05-28 03:44:21 INFO lr: 4.9900e-05 - loss: 0.0080 - UP: 58.94% UR: 12.46% UF: 20.57% P: 58.45% R: 12.35% F: 20.40%
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+ 2024-05-28 03:44:22 INFO dev: loss: nan - UP: 49.48% UR: 14.82% UF: 22.81% P: 47.30% R: 14.17% F: 21.81%
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+ 2024-05-28 03:44:24 INFO test: loss: nan - UP: 46.73% UR: 17.83% UF: 25.81% P: 44.24% R: 16.88% F: 24.44%
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+ 2024-05-28 03:44:27 INFO 0:00:12.682417s elapsed (saved)
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+ 2024-05-28 03:44:27 INFO Epoch 11 / 5000:
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+ 2024-05-28 03:44:37 INFO lr: 4.9890e-05 - loss: 0.0183 - UP: 46.12% UR: 9.26% UF: 15.43% P: 45.65% R: 9.17% F: 15.27%
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+ 2024-05-28 03:44:38 INFO dev: loss: nan - UP: 62.96% UR: 7.10% UF: 12.76% P: 59.03% R: 6.65% F: 11.96%
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+ 2024-05-28 03:44:39 INFO test: loss: nan - UP: 56.30% UR: 9.25% UF: 15.90% P: 53.08% R: 8.73% F: 14.99%
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+ 2024-05-28 03:44:39 INFO 0:00:12.719974s elapsed
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+
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+ 2024-05-28 03:44:39 INFO Epoch 12 / 5000:
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+ 2024-05-28 03:44:50 INFO lr: 4.9880e-05 - loss: nan - UP: 59.27% UR: 13.80% UF: 22.39% P: 59.00% R: 13.74% F: 22.29%
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+ 2024-05-28 03:44:51 INFO dev: loss: nan - UP: 65.60% UR: 11.25% UF: 19.20% P: 61.19% R: 10.49% F: 17.91%
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+ 2024-05-28 03:44:52 INFO test: loss: nan - UP: 55.19% UR: 13.25% UF: 21.37% P: 51.76% R: 12.42% F: 20.04%
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+ 2024-05-28 03:44:52 INFO 0:00:12.845194s elapsed
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+ 2024-05-28 03:44:52 INFO Epoch 13 / 5000:
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+ 2024-05-28 03:45:02 INFO lr: 4.9870e-05 - loss: 0.0167 - UP: 63.33% UR: 25.80% UF: 36.66% P: 63.12% R: 25.71% F: 36.54%
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+ 2024-05-28 03:45:04 INFO dev: loss: nan - UP: 56.05% UR: 20.90% UF: 30.45% P: 53.53% R: 19.96% F: 29.08%
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+ 2024-05-28 03:45:05 INFO test: loss: nan - UP: 51.41% UR: 23.05% UF: 31.83% P: 49.15% R: 22.04% F: 30.43%
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+ 2024-05-28 03:45:08 INFO 0:00:12.944347s elapsed (saved)
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+
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+ 2024-05-28 03:45:08 INFO Epoch 14 / 5000:
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+ 2024-05-28 03:45:18 INFO lr: 4.9860e-05 - loss: 0.0079 - UP: 66.71% UR: 30.21% UF: 41.59% P: 66.47% R: 30.10% F: 41.44%
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+ 2024-05-28 03:45:20 INFO dev: loss: nan - UP: 65.04% UR: 11.85% UF: 20.04% P: 62.03% R: 11.30% F: 19.12%
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+ 2024-05-28 03:45:21 INFO test: loss: nan - UP: 58.31% UR: 13.86% UF: 22.40% P: 55.02% R: 13.08% F: 21.13%
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+ 2024-05-28 03:45:21 INFO 0:00:12.785639s elapsed
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+ 2024-05-28 03:45:31 INFO lr: 4.9850e-05 - loss: nan - UP: 68.08% UR: 30.68% UF: 42.30% P: 67.88% R: 30.59% F: 42.18%
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+ 2024-05-28 03:45:32 INFO dev: loss: nan - UP: 48.32% UR: 25.91% UF: 33.74% P: 46.08% R: 24.71% F: 32.17%
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+ 2024-05-28 03:45:34 INFO test: loss: nan - UP: 46.40% UR: 28.97% UF: 35.67% P: 44.74% R: 27.93% F: 34.39%
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+ 2024-05-28 03:45:37 INFO 0:00:12.728948s elapsed (saved)
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+ 2024-05-28 03:45:47 INFO lr: 4.9840e-05 - loss: 0.0077 - UP: 73.21% UR: 38.07% UF: 50.09% P: 73.00% R: 37.96% F: 49.95%
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+ 2024-05-28 03:45:48 INFO dev: loss: nan - UP: 50.82% UR: 27.48% UF: 35.67% P: 49.18% R: 26.59% F: 34.52%
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+ 2024-05-28 03:45:50 INFO test: loss: nan - UP: 47.21% UR: 28.42% UF: 35.48% P: 45.81% R: 27.57% F: 34.42%
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+ 2024-05-28 03:45:53 INFO 0:00:12.695720s elapsed (saved)
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+ 2024-05-28 03:45:53 INFO Epoch 17 / 5000:
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+ 2024-05-28 03:46:03 INFO lr: 4.9830e-05 - loss: 0.0098 - UP: 75.00% UR: 42.10% UF: 53.93% P: 74.90% R: 42.04% F: 53.86%
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+ 2024-05-28 03:46:04 INFO dev: loss: nan - UP: 55.78% UR: 25.05% UF: 34.58% P: 54.10% R: 24.30% F: 33.53%
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+ 2024-05-28 03:46:06 INFO test: loss: nan - UP: 48.42% UR: 26.16% UF: 33.96% P: 46.66% R: 25.21% F: 32.73%
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+ 2024-05-28 03:46:06 INFO 0:00:12.687959s elapsed
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+ 2024-05-28 03:46:06 INFO Epoch 18 / 5000:
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+ 2024-05-28 03:46:16 INFO lr: 4.9820e-05 - loss: nan - UP: 74.23% UR: 39.44% UF: 51.51% P: 73.95% R: 39.29% F: 51.32%
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+ 2024-05-28 03:46:17 INFO dev: loss: nan - UP: 41.30% UR: 33.61% UF: 37.06% P: 40.33% R: 32.83% F: 36.20%
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+ 2024-05-28 03:46:19 INFO test: loss: nan - UP: 36.68% UR: 31.95% UF: 34.15% P: 35.44% R: 30.87% F: 33.00%
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+ 2024-05-28 03:46:22 INFO 0:00:12.858576s elapsed (saved)
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+ 2024-05-28 03:46:22 INFO Epoch 19 / 5000:
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+ 2024-05-28 03:46:31 INFO lr: 4.9810e-05 - loss: 0.0146 - UP: 61.64% UR: 34.51% UF: 44.25% P: 61.30% R: 34.32% F: 44.01%
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+ 2024-05-28 03:46:33 INFO dev: loss: nan - UP: 63.53% UR: 11.27% UF: 19.15% P: 57.35% R: 10.18% F: 17.29%
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+ 2024-05-28 03:46:34 INFO test: loss: nan - UP: 55.75% UR: 12.09% UF: 19.86% P: 51.46% R: 11.16% F: 18.34%
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+ 2024-05-28 03:46:34 INFO 0:00:12.682998s elapsed
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+ 2024-05-28 03:46:34 INFO Epoch 20 / 5000:
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+ 2024-05-28 03:46:44 INFO lr: 4.9800e-05 - loss: 0.0134 - UP: 70.85% UR: 31.93% UF: 44.02% P: 70.58% R: 31.81% F: 43.85%
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+ 2024-05-28 03:50:13 INFO lr: 4.9650e-05 - loss: 0.0001 - UP: 87.63% UR: 73.40% UF: 79.89% P: 87.57% R: 73.35% F: 79.83%
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+ 2024-05-28 03:50:39 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 89.24% UR: 75.67% UF: 81.90% P: 89.18% R: 75.61% F: 81.84%
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+ 2024-05-28 03:50:55 INFO lr: 4.9620e-05 - loss: 0.0018 - UP: 87.67% UR: 76.41% UF: 81.66% P: 87.65% R: 76.39% F: 81.63%
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+ 2024-05-28 03:55:40 INFO 0:00:12.868163s elapsed
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+ 2024-05-28 03:56:28 INFO lr: 4.9370e-05 - loss: 0.0115 - UP: 81.62% UR: 58.18% UF: 67.93% P: 81.35% R: 57.98% F: 67.70%
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+ 2024-05-28 03:56:31 INFO 0:00:12.829573s elapsed
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+ 2024-05-28 03:56:44 INFO 0:00:12.845127s elapsed
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+ 2024-05-28 03:57:07 INFO lr: 4.9340e-05 - loss: 0.0024 - UP: 89.46% UR: 78.39% UF: 83.56% P: 89.43% R: 78.37% F: 83.53%
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+ 2024-05-28 03:57:10 INFO test: loss: nan - UP: 51.91% UR: 35.85% UF: 42.41% P: 49.62% R: 34.27% F: 40.54%
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+ 2024-05-28 03:57:10 INFO 0:00:12.818580s elapsed
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+ 2024-05-28 03:57:20 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 91.27% UR: 81.81% UF: 86.28% P: 91.23% R: 81.78% F: 86.25%
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+ 2024-05-28 03:57:22 INFO test: loss: nan - UP: 52.82% UR: 36.23% UF: 42.98% P: 50.45% R: 34.61% F: 41.05%
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+ 2024-05-28 03:57:22 INFO 0:00:12.918268s elapsed
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+ 2024-05-28 03:57:35 INFO test: loss: nan - UP: 51.52% UR: 36.87% UF: 42.98% P: 49.34% R: 35.31% F: 41.16%
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+ 2024-05-28 03:57:35 INFO 0:00:12.856440s elapsed
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+ 2024-05-28 03:57:48 INFO 0:00:12.864816s elapsed
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+ 2024-05-28 03:57:58 INFO lr: 4.9300e-05 - loss: 0.0007 - UP: 93.59% UR: 87.77% UF: 90.59% P: 93.57% R: 87.76% F: 90.57%
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+ 2024-05-28 03:58:01 INFO test: loss: nan - UP: 49.61% UR: 39.91% UF: 44.23% P: 47.56% R: 38.26% F: 42.41%
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+ 2024-05-28 03:58:01 INFO 0:00:12.796799s elapsed
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+ 2024-05-28 03:58:11 INFO lr: 4.9290e-05 - loss: 0.0006 - UP: 94.46% UR: 89.07% UF: 91.68% P: 94.45% R: 89.06% F: 91.68%
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+ 2024-05-28 03:58:14 INFO test: loss: nan - UP: 53.26% UR: 38.33% UF: 44.58% P: 51.23% R: 36.87% F: 42.88%
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+ 2024-05-28 03:58:14 INFO 0:00:12.841912s elapsed
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+ 2024-05-28 03:58:24 INFO lr: 4.9280e-05 - loss: 0.0011 - UP: 94.10% UR: 90.34% UF: 92.18% P: 94.09% R: 90.32% F: 92.17%
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+ 2024-05-28 03:58:25 INFO dev: loss: nan - UP: 56.21% UR: 43.84% UF: 49.26% P: 54.23% R: 42.30% F: 47.53%
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+ 2024-05-28 03:58:27 INFO test: loss: nan - UP: 50.50% UR: 40.21% UF: 44.77% P: 48.43% R: 38.56% F: 42.94%
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+ 2024-05-28 03:58:27 INFO 0:00:12.806589s elapsed
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+ 2024-05-28 03:58:37 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 94.85% UR: 89.87% UF: 92.29% P: 94.85% R: 89.87% F: 92.29%
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+ 2024-05-28 03:58:38 INFO dev: loss: nan - UP: 57.11% UR: 42.33% UF: 48.62% P: 54.89% R: 40.68% F: 46.73%
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+ 2024-05-28 03:58:40 INFO test: loss: nan - UP: 51.66% UR: 39.21% UF: 44.58% P: 49.60% R: 37.65% F: 42.81%
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+ 2024-05-28 03:58:40 INFO 0:00:12.884210s elapsed
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+ 2024-05-28 03:58:50 INFO lr: 4.9260e-05 - loss: nan - UP: 94.90% UR: 91.15% UF: 92.98% P: 94.89% R: 91.14% F: 92.98%
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+ 2024-05-28 03:58:51 INFO dev: loss: nan - UP: 57.93% UR: 43.74% UF: 49.84% P: 55.69% R: 42.04% F: 47.91%
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+ 2024-05-28 03:58:52 INFO test: loss: nan - UP: 51.01% UR: 40.38% UF: 45.08% P: 48.88% R: 38.69% F: 43.19%
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+ 2024-05-28 03:58:52 INFO 0:00:12.802404s elapsed
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+ 2024-05-28 03:59:02 INFO lr: 4.9250e-05 - loss: 0.0010 - UP: 95.45% UR: 91.38% UF: 93.37% P: 95.44% R: 91.38% F: 93.37%
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+ 2024-05-28 03:59:04 INFO dev: loss: nan - UP: 66.48% UR: 33.48% UF: 44.53% P: 64.35% R: 32.41% F: 43.11%
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+ 2024-05-28 03:59:05 INFO test: loss: nan - UP: 59.44% UR: 33.47% UF: 42.82% P: 57.26% R: 32.24% F: 41.25%
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+ 2024-05-28 03:59:05 INFO 0:00:12.903648s elapsed
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+ 2024-05-28 03:59:15 INFO lr: 4.9240e-05 - loss: 0.0274 - UP: 89.80% UR: 85.49% UF: 87.59% P: 89.69% R: 85.38% F: 87.48%
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+ 2024-05-28 03:59:17 INFO dev: loss: nan - UP: 54.64% UR: 23.96% UF: 33.31% P: 51.73% R: 22.68% F: 31.53%
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+ 2024-05-28 03:59:18 INFO test: loss: nan - UP: 51.16% UR: 25.63% UF: 34.15% P: 48.12% R: 24.11% F: 32.12%
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+ 2024-05-28 03:59:18 INFO 0:00:12.896161s elapsed
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+ 2024-05-28 03:59:28 INFO lr: 4.9230e-05 - loss: 0.0088 - UP: 83.98% UR: 63.87% UF: 72.56% P: 83.68% R: 63.64% F: 72.30%
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+ 2024-05-28 03:59:30 INFO dev: loss: nan - UP: 44.05% UR: 43.01% UF: 43.52% P: 42.72% R: 41.70% F: 42.20%
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+ 2024-05-28 03:59:31 INFO test: loss: nan - UP: 40.12% UR: 43.67% UF: 41.82% P: 38.30% R: 41.69% F: 39.92%
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+ 2024-05-28 03:59:31 INFO 0:00:12.870862s elapsed
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+ 2024-05-28 03:59:41 INFO lr: 4.9220e-05 - loss: 0.0107 - UP: 84.33% UR: 72.95% UF: 78.23% P: 84.11% R: 72.76% F: 78.03%
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+ 2024-05-28 03:59:42 INFO dev: loss: nan - UP: 60.25% UR: 36.74% UF: 45.65% P: 58.24% R: 35.52% F: 44.12%
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+ 2024-05-28 03:59:44 INFO test: loss: nan - UP: 53.37% UR: 34.97% UF: 42.25% P: 50.95% R: 33.38% F: 40.34%
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+ 2024-05-28 03:59:44 INFO 0:00:12.918544s elapsed
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+ 2024-05-28 03:59:54 INFO lr: 4.9210e-05 - loss: 0.0032 - UP: 86.17% UR: 70.33% UF: 77.45% P: 85.97% R: 70.16% F: 77.26%
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+ 2024-05-28 03:59:55 INFO dev: loss: nan - UP: 46.57% UR: 47.60% UF: 47.08% P: 45.01% R: 46.01% F: 45.50%
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+ 2024-05-28 03:59:57 INFO test: loss: nan - UP: 42.80% UR: 44.41% UF: 43.59% P: 41.09% R: 42.64% F: 41.85%
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+ 2024-05-28 04:00:07 INFO lr: 4.9200e-05 - loss: 0.0038 - UP: 90.44% UR: 77.07% UF: 83.22% P: 90.42% R: 77.05% F: 83.20%
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+ 2024-05-28 04:00:08 INFO dev: loss: nan - UP: 50.11% UR: 42.22% UF: 45.83% P: 48.84% R: 41.15% F: 44.67%
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+ 2024-05-28 04:00:10 INFO test: loss: nan - UP: 45.93% UR: 41.96% UF: 43.86% P: 43.96% R: 40.16% F: 41.98%
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+ 2024-05-28 04:00:10 INFO 0:00:12.837914s elapsed
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+ 2024-05-28 04:00:20 INFO lr: 4.9190e-05 - loss: 0.0013 - UP: 91.10% UR: 83.86% UF: 87.33% P: 91.07% R: 83.83% F: 87.30%
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+ 2024-05-28 04:00:21 INFO dev: loss: nan - UP: 52.39% UR: 46.69% UF: 49.37% P: 50.89% R: 45.35% F: 47.96%
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+ 2024-05-28 04:00:22 INFO test: loss: nan - UP: 47.82% UR: 42.47% UF: 44.99% P: 45.73% R: 40.61% F: 43.02%
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+ 2024-05-28 04:00:22 INFO 0:00:12.855693s elapsed
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+ 2024-05-28 04:00:33 INFO lr: 4.9180e-05 - loss: 0.0020 - UP: 92.21% UR: 85.38% UF: 88.67% P: 92.18% R: 85.35% F: 88.64%
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+ 2024-05-28 04:00:34 INFO dev: loss: nan - UP: 57.48% UR: 41.02% UF: 47.88% P: 55.76% R: 39.80% F: 46.44%
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+ 2024-05-28 04:00:35 INFO test: loss: nan - UP: 53.07% UR: 39.64% UF: 45.38% P: 50.72% R: 37.88% F: 43.37%
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+ 2024-05-28 04:00:35 INFO 0:00:12.861347s elapsed
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+ 2024-05-28 04:00:45 INFO lr: 4.9170e-05 - loss: 0.0021 - UP: 93.17% UR: 87.00% UF: 89.98% P: 93.17% R: 87.00% F: 89.98%
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+ 2024-05-28 04:00:48 INFO test: loss: nan - UP: 56.03% UR: 37.23% UF: 44.73% P: 53.61% R: 35.62% F: 42.80%
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+ 2024-05-28 04:00:48 INFO 0:00:12.822803s elapsed
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+ 2024-05-28 04:00:58 INFO lr: 4.9160e-05 - loss: 0.0027 - UP: 93.04% UR: 87.12% UF: 89.98% P: 92.96% R: 87.05% F: 89.91%
569
+ 2024-05-28 04:01:00 INFO dev: loss: nan - UP: 56.73% UR: 43.22% UF: 49.06% P: 54.88% R: 41.81% F: 47.46%
570
+ 2024-05-28 04:01:01 INFO test: loss: nan - UP: 51.34% UR: 40.74% UF: 45.43% P: 49.51% R: 39.28% F: 43.80%
571
+ 2024-05-28 04:01:01 INFO 0:00:12.883004s elapsed
572
+
573
+ 2024-05-28 04:01:06 INFO Epoch 54 saved
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+ 2024-05-28 04:01:06 INFO dev: UP: 52.15% UR: 47.47% UF: 49.70% P: 50.34% R: 45.82% F: 47.98%
575
+ 2024-05-28 04:01:06 INFO test: UP: 49.29% UR: 42.09% UF: 45.41% P: 47.56% R: 40.61% F: 43.81%
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+ 2024-05-28 04:01:06 INFO 0:17:55.806635s elapsed, 0:00:12.807222s/epoch
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1
+ 2024-05-28 04:01:08 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 1500
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_xlm_10
18
+ device | 1
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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_byKNNMeani6_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/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
+ 2024-05-28 04:01:08 INFO Building the fields
40
+ 2024-05-28 04:01:10 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-05-28 04:01:10 INFO Building the model
45
+ 2024-05-28 04:01:12 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
+ 2024-05-28 04:01:12 INFO Loading the data
65
+ 2024-05-28 04:01:21 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=88, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=39, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=43, n_buckets=32)
69
+
70
+ 2024-05-28 04:01:21 INFO Epoch 1 / 5000:
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+ 2024-05-28 04:01:34 INFO lr: 4.9990e-05 - loss: 0.0689 - UP: 0.38% UR: 1.92% UF: 0.64% P: 0.04% R: 0.21% F: 0.07%
72
+ 2024-05-28 04:01:35 INFO dev: loss: nan - UP: 41.67% UR: 0.13% UF: 0.26% P: 25.00% R: 0.08% F: 0.16%
73
+ 2024-05-28 04:01:37 INFO test: loss: nan - UP: 66.67% UR: 0.08% UF: 0.17% P: 50.00% R: 0.06% F: 0.13%
74
+ 2024-05-28 04:01:42 INFO 0:00:15.902449s elapsed (saved)
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+
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+ 2024-05-28 04:01:42 INFO Epoch 2 / 5000:
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+ 2024-05-28 04:01:54 INFO lr: 4.9980e-05 - loss: 0.0407 - UP: 33.17% UR: 1.64% UF: 3.13% P: 28.87% R: 1.43% F: 2.73%
78
+ 2024-05-28 04:01:55 INFO dev: loss: nan - UP: 60.44% UR: 2.87% UF: 5.48% P: 52.20% R: 2.48% F: 4.73%
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+ 2024-05-28 04:01:57 INFO test: loss: nan - UP: 61.45% UR: 3.23% UF: 6.14% P: 46.18% R: 2.43% F: 4.62%
80
+ 2024-05-28 04:02:04 INFO 0:00:15.134344s elapsed (saved)
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+
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+ 2024-05-28 04:02:04 INFO Epoch 3 / 5000:
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+ 2024-05-28 04:02:16 INFO lr: 4.9970e-05 - loss: 0.0429 - UP: 47.46% UR: 4.13% UF: 7.61% P: 44.28% R: 3.86% F: 7.10%
84
+ 2024-05-28 04:02:18 INFO dev: loss: nan - UP: 52.06% UR: 8.59% UF: 14.74% P: 48.58% R: 8.01% F: 13.75%
85
+ 2024-05-28 04:02:19 INFO test: loss: nan - UP: 47.26% UR: 8.20% UF: 13.97% P: 43.73% R: 7.59% F: 12.93%
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+ 2024-05-28 04:02:26 INFO 0:00:15.147264s elapsed (saved)
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+
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+ 2024-05-28 04:02:26 INFO Epoch 4 / 5000:
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+ 2024-05-28 04:02:39 INFO lr: 4.9960e-05 - loss: 0.0471 - UP: 52.39% UR: 8.92% UF: 15.24% P: 50.72% R: 8.63% F: 14.75%
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+ 2024-05-28 04:02:40 INFO dev: loss: nan - UP: 66.48% UR: 9.16% UF: 16.10% P: 63.45% R: 8.74% F: 15.37%
91
+ 2024-05-28 04:02:42 INFO test: loss: nan - UP: 63.47% UR: 9.80% UF: 16.98% P: 59.64% R: 9.21% F: 15.96%
92
+ 2024-05-28 04:02:49 INFO 0:00:15.248847s elapsed (saved)
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+
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+ 2024-05-28 04:02:49 INFO Epoch 5 / 5000:
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+ 2024-05-28 04:03:02 INFO lr: 4.9950e-05 - loss: 0.0191 - UP: 56.16% UR: 11.14% UF: 18.59% P: 55.08% R: 10.92% F: 18.23%
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+ 2024-05-28 04:03:03 INFO dev: loss: nan - UP: 51.13% UR: 8.87% UF: 15.12% P: 46.77% R: 8.12% F: 13.83%
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+ 2024-05-28 04:03:04 INFO test: loss: nan - UP: 47.14% UR: 9.91% UF: 16.38% P: 42.51% R: 8.94% F: 14.77%
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+ 2024-05-28 04:03:04 INFO 0:00:15.203640s elapsed
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+
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+ 2024-05-28 04:03:04 INFO Epoch 6 / 5000:
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+ 2024-05-28 04:03:17 INFO lr: 4.9940e-05 - loss: 0.0134 - UP: 55.09% UR: 11.85% UF: 19.50% P: 53.62% R: 11.53% F: 18.98%
102
+ 2024-05-28 04:03:18 INFO dev: loss: nan - UP: 50.00% UR: 17.93% UF: 26.39% P: 47.82% R: 17.15% F: 25.24%
103
+ 2024-05-28 04:03:20 INFO test: loss: nan - UP: 51.61% UR: 19.97% UF: 28.79% P: 48.94% R: 18.93% F: 27.30%
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+ 2024-05-28 04:03:27 INFO 0:00:15.324265s elapsed (saved)
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+
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+ 2024-05-28 04:03:27 INFO Epoch 7 / 5000:
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+ 2024-05-28 04:03:39 INFO lr: 4.9930e-05 - loss: nan - UP: 64.12% UR: 22.99% UF: 33.84% P: 63.40% R: 22.73% F: 33.46%
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+ 2024-05-28 04:03:41 INFO dev: loss: nan - UP: 45.11% UR: 21.29% UF: 28.93% P: 44.61% R: 21.06% F: 28.61%
109
+ 2024-05-28 04:03:42 INFO test: loss: nan - UP: 42.61% UR: 22.04% UF: 29.05% P: 41.79% R: 21.61% F: 28.49%
110
+ 2024-05-28 04:03:50 INFO 0:00:15.217971s elapsed (saved)
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+
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+ 2024-05-28 04:03:50 INFO Epoch 8 / 5000:
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+ 2024-05-28 04:04:02 INFO lr: 4.9920e-05 - loss: 0.0102 - UP: 67.75% UR: 26.60% UF: 38.20% P: 67.32% R: 26.43% F: 37.96%
114
+ 2024-05-28 04:04:03 INFO dev: loss: nan - UP: 41.81% UR: 23.98% UF: 30.48% P: 39.81% R: 22.83% F: 29.02%
115
+ 2024-05-28 04:04:05 INFO test: loss: nan - UP: 42.34% UR: 26.45% UF: 32.56% P: 40.04% R: 25.02% F: 30.79%
116
+ 2024-05-28 04:04:13 INFO 0:00:15.220379s elapsed (saved)
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+
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+ 2024-05-28 04:04:13 INFO Epoch 9 / 5000:
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+ 2024-05-28 04:04:25 INFO lr: 4.9910e-05 - loss: 0.0097 - UP: 69.26% UR: 32.12% UF: 43.88% P: 68.99% R: 31.99% F: 43.71%
120
+ 2024-05-28 04:04:26 INFO dev: loss: nan - UP: 60.02% UR: 13.67% UF: 22.27% P: 57.62% R: 13.13% F: 21.38%
121
+ 2024-05-28 04:04:28 INFO test: loss: nan - UP: 61.35% UR: 15.19% UF: 24.35% P: 58.53% R: 14.49% F: 23.23%
122
+ 2024-05-28 04:04:28 INFO 0:00:15.143885s elapsed
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+
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+ 2024-05-28 04:04:28 INFO Epoch 10 / 5000:
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+ 2024-05-28 04:04:40 INFO lr: 4.9900e-05 - loss: 0.0104 - UP: 72.68% UR: 38.80% UF: 50.60% P: 72.48% R: 38.69% F: 50.45%
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+ 2024-05-28 04:04:41 INFO dev: loss: nan - UP: 53.99% UR: 27.71% UF: 36.63% P: 52.57% R: 26.98% F: 35.66%
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+ 2024-05-28 04:04:43 INFO test: loss: nan - UP: 52.20% UR: 28.06% UF: 36.50% P: 50.24% R: 27.00% F: 35.12%
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+ 2024-05-28 04:04:51 INFO 0:00:15.281525s elapsed (saved)
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+
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+ 2024-05-28 04:04:51 INFO Epoch 11 / 5000:
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+ 2024-05-28 04:05:03 INFO lr: 4.9890e-05 - loss: 0.0049 - UP: 76.03% UR: 44.44% UF: 56.09% P: 75.90% R: 44.36% F: 55.99%
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+ 2024-05-28 04:05:04 INFO dev: loss: nan - UP: 59.75% UR: 27.58% UF: 37.74% P: 58.45% R: 26.98% F: 36.92%
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+ 2024-05-28 04:05:06 INFO test: loss: nan - UP: 53.15% UR: 27.78% UF: 36.49% P: 51.50% R: 26.92% F: 35.35%
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+ 2024-05-28 04:05:13 INFO 0:00:15.236374s elapsed (saved)
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+
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+ 2024-05-28 04:05:13 INFO Epoch 12 / 5000:
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+ 2024-05-28 04:05:26 INFO lr: 4.9880e-05 - loss: 0.0098 - UP: 77.62% UR: 48.92% UF: 60.02% P: 77.20% R: 48.65% F: 59.69%
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+ 2024-05-28 04:05:27 INFO dev: loss: nan - UP: 50.27% UR: 29.23% UF: 36.96% P: 48.25% R: 28.05% F: 35.48%
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+ 2024-05-28 04:05:29 INFO test: loss: nan - UP: 49.19% UR: 28.69% UF: 36.24% P: 47.08% R: 27.47% F: 34.69%
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+ 2024-05-28 04:05:29 INFO 0:00:15.195642s elapsed
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+
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+ 2024-05-28 04:05:41 INFO lr: 4.9870e-05 - loss: nan - UP: 69.74% UR: 28.89% UF: 40.86% P: 69.40% R: 28.75% F: 40.66%
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+ 2024-05-28 04:05:42 INFO dev: loss: nan - UP: 49.05% UR: 21.48% UF: 29.87% P: 45.47% R: 19.91% F: 27.70%
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+ 2024-05-28 04:05:44 INFO test: loss: nan - UP: 43.61% UR: 20.68% UF: 28.06% P: 40.22% R: 19.08% F: 25.88%
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+ 2024-05-28 04:05:44 INFO 0:00:15.313488s elapsed
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+
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+ 2024-05-28 04:05:57 INFO lr: 4.9860e-05 - loss: 0.0106 - UP: 74.18% UR: 41.37% UF: 53.12% P: 74.04% R: 41.29% F: 53.02%
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+ 2024-05-28 04:05:58 INFO dev: loss: nan - UP: 53.42% UR: 32.85% UF: 40.69% P: 51.59% R: 31.73% F: 39.30%
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+ 2024-05-28 04:05:59 INFO test: loss: nan - UP: 46.50% UR: 30.04% UF: 36.50% P: 44.41% R: 28.69% F: 34.86%
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+ 2024-05-28 04:06:07 INFO 0:00:15.426526s elapsed (saved)
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+
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+ 2024-05-28 04:06:19 INFO lr: 4.9850e-05 - loss: 0.0062 - UP: 78.14% UR: 50.37% UF: 61.25% P: 78.04% R: 50.30% F: 61.17%
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+ 2024-05-28 04:06:20 INFO dev: loss: nan - UP: 50.31% UR: 40.14% UF: 44.65% P: 48.28% R: 38.52% F: 42.85%
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+ 2024-05-28 04:06:22 INFO test: loss: nan - UP: 42.91% UR: 35.14% UF: 38.63% P: 40.97% R: 33.55% F: 36.89%
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+ 2024-05-28 04:06:30 INFO 0:00:15.354021s elapsed (saved)
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+
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+ 2024-05-28 04:06:30 INFO Epoch 16 / 5000:
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+ 2024-05-28 04:06:42 INFO lr: 4.9840e-05 - loss: nan - UP: 79.16% UR: 55.35% UF: 65.15% P: 79.10% R: 55.30% F: 65.09%
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+ 2024-05-28 04:06:44 INFO dev: loss: nan - UP: 54.66% UR: 35.96% UF: 43.38% P: 52.76% R: 34.71% F: 41.87%
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+ 2024-05-28 04:06:45 INFO test: loss: nan - UP: 48.18% UR: 31.88% UF: 38.37% P: 45.79% R: 30.30% F: 36.47%
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+ 2024-05-28 04:06:45 INFO 0:00:15.327680s elapsed
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+
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+ 2024-05-28 04:06:58 INFO lr: 4.9830e-05 - loss: 0.0115 - UP: 79.31% UR: 54.83% UF: 64.83% P: 79.19% R: 54.74% F: 64.73%
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+ 2024-05-28 04:06:59 INFO dev: loss: nan - UP: 60.50% UR: 30.30% UF: 40.38% P: 58.94% R: 29.51% F: 39.33%
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+ 2024-05-28 04:07:01 INFO test: loss: nan - UP: 56.21% UR: 27.72% UF: 37.13% P: 54.46% R: 26.85% F: 35.97%
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+ 2024-05-28 04:07:01 INFO 0:00:15.452840s elapsed
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+
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+ 2024-05-28 04:07:13 INFO lr: 4.9820e-05 - loss: 0.0092 - UP: 82.98% UR: 61.75% UF: 70.81% P: 82.91% R: 61.69% F: 70.75%
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+ 2024-05-28 04:07:15 INFO dev: loss: nan - UP: 56.40% UR: 32.31% UF: 41.08% P: 55.03% R: 31.52% F: 40.09%
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+ 2024-05-28 04:07:16 INFO test: loss: nan - UP: 47.58% UR: 28.21% UF: 35.42% P: 45.37% R: 26.90% F: 33.77%
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+ 2024-05-28 04:07:16 INFO 0:00:15.465793s elapsed
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+ 2024-05-28 04:07:29 INFO lr: 4.9810e-05 - loss: 0.0478 - UP: 79.49% UR: 55.92% UF: 65.65% P: 79.12% R: 55.66% F: 65.35%
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+ 2024-05-28 04:07:30 INFO dev: loss: nan - UP: 48.84% UR: 36.25% UF: 41.61% P: 46.80% R: 34.73% F: 39.87%
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+ 2024-05-28 04:07:32 INFO test: loss: nan - UP: 41.48% UR: 31.57% UF: 35.85% P: 39.62% R: 30.15% F: 34.24%
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+ 2024-05-28 04:07:32 INFO 0:00:15.529999s elapsed
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+ 2024-05-28 04:07:44 INFO lr: 4.9800e-05 - loss: 0.0104 - UP: 82.25% UR: 60.42% UF: 69.67% P: 82.02% R: 60.26% F: 69.47%
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+ 2024-05-28 04:07:46 INFO dev: loss: nan - UP: 49.82% UR: 40.63% UF: 44.76% P: 48.29% R: 39.38% F: 43.38%
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+ 2024-05-28 04:07:47 INFO test: loss: nan - UP: 44.46% UR: 35.54% UF: 39.50% P: 42.72% R: 34.14% F: 37.95%
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+ 2024-05-28 04:07:56 INFO 0:00:15.558863s elapsed (saved)
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+
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+ 2024-05-28 04:08:09 INFO lr: 4.9790e-05 - loss: 0.0054 - UP: 83.97% UR: 65.54% UF: 73.62% P: 83.87% R: 65.46% F: 73.53%
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+ 2024-05-28 04:08:11 INFO dev: loss: nan - UP: 55.43% UR: 36.48% UF: 44.00% P: 53.73% R: 35.36% F: 42.65%
193
+ 2024-05-28 04:08:12 INFO test: loss: nan - UP: 48.76% UR: 31.95% UF: 38.60% P: 46.66% R: 30.57% F: 36.94%
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+ 2024-05-28 04:08:12 INFO 0:00:16.028112s elapsed
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+ 2024-05-28 04:08:25 INFO lr: 4.9780e-05 - loss: nan - UP: 82.50% UR: 63.06% UF: 71.48% P: 82.31% R: 62.91% F: 71.31%
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+ 2024-05-28 04:08:26 INFO dev: loss: nan - UP: 65.48% UR: 29.20% UF: 40.39% P: 63.43% R: 28.29% F: 39.13%
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+ 2024-05-28 04:08:28 INFO test: loss: nan - UP: 55.79% UR: 25.54% UF: 35.04% P: 53.53% R: 24.51% F: 33.62%
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+ 2024-05-28 04:12:02 INFO lr: 4.9640e-05 - loss: 0.0021 - UP: 91.41% UR: 84.73% UF: 87.94% P: 91.41% R: 84.73% F: 87.94%
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+ 2024-05-28 04:12:43 INFO 0:00:15.425683s elapsed (saved)
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+ 2024-05-28 04:13:06 INFO 0:00:15.292022s elapsed (saved)
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+ 2024-05-28 04:13:18 INFO lr: 4.9600e-05 - loss: 0.0027 - UP: 82.65% UR: 66.63% UF: 73.78% P: 82.56% R: 66.56% F: 73.70%
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+ 2024-05-28 04:13:34 INFO lr: 4.9590e-05 - loss: 0.0014 - UP: 89.50% UR: 79.30% UF: 84.09% P: 89.49% R: 79.29% F: 84.08%
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+ 2024-05-28 04:13:49 INFO lr: 4.9580e-05 - loss: 0.0019 - UP: 92.35% UR: 86.06% UF: 89.10% P: 92.33% R: 86.05% F: 89.08%
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+ 2024-05-28 04:14:04 INFO lr: 4.9570e-05 - loss: 0.0001 - UP: 93.65% UR: 87.73% UF: 90.59% P: 93.65% R: 87.73% F: 90.59%
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+ 2024-05-28 04:14:20 INFO lr: 4.9560e-05 - loss: 0.0008 - UP: 93.25% UR: 87.84% UF: 90.46% P: 93.24% R: 87.83% F: 90.46%
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+ 2024-05-28 04:14:21 INFO dev: loss: nan - UP: 57.42% UR: 40.68% UF: 47.62% P: 55.40% R: 39.25% F: 45.94%
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+ 2024-05-28 04:14:30 INFO 0:00:15.458925s elapsed (saved)
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+ 2024-05-28 04:21:08 INFO dev: loss: nan - UP: 55.18% UR: 35.86% UF: 43.47% P: 53.37% R: 34.68% F: 42.04%
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+ 2024-05-28 04:21:24 INFO dev: loss: nan - UP: 57.33% UR: 35.91% UF: 44.16% P: 55.25% R: 34.60% F: 42.55%
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+ 2024-05-28 04:21:25 INFO test: loss: nan - UP: 52.14% UR: 34.73% UF: 41.69% P: 50.05% R: 33.34% F: 40.02%
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+ 2024-05-28 04:21:39 INFO dev: loss: nan - UP: 59.63% UR: 38.20% UF: 46.57% P: 58.13% R: 37.24% F: 45.40%
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+ 2024-05-28 04:21:55 INFO dev: loss: nan - UP: 52.22% UR: 39.90% UF: 45.24% P: 50.38% R: 38.49% F: 43.64%
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+ 2024-05-28 04:22:10 INFO dev: loss: nan - UP: 57.31% UR: 36.22% UF: 44.39% P: 55.28% R: 34.94% F: 42.82%
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+ 2024-05-28 04:22:25 INFO dev: loss: nan - UP: 57.32% UR: 36.38% UF: 44.51% P: 55.30% R: 35.10% F: 42.94%
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+ 2024-05-28 04:22:41 INFO dev: loss: nan - UP: 61.63% UR: 35.13% UF: 44.75% P: 59.94% R: 34.16% F: 43.52%
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+ 2024-05-28 04:22:56 INFO dev: loss: nan - UP: 53.11% UR: 43.42% UF: 47.78% P: 51.52% R: 42.12% F: 46.35%
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+ 2024-05-28 04:25:27 INFO Epoch 55 saved
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+ 2024-05-28 04:25:27 INFO dev: UP: 53.71% UR: 44.78% UF: 48.84% P: 51.74% R: 43.14% F: 47.05%
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+ 2024-05-28 04:25:27 INFO test: UP: 48.52% UR: 40.14% UF: 43.94% P: 46.65% R: 38.60% F: 42.25%
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+ 2024-05-28 04:25:27 INFO 0:21:50.695999s elapsed, 0:00:15.419953s/epoch
models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_xlm_6 ADDED
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1
+ 2024-05-28 05:06:10 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byKNNMeani6_desc/80/model_vi_mpqa_xlm_6
17
+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/80/dev.conllu
29
+ 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
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-05-28 05:06:10 INFO Building the fields
39
+ 2024-05-28 05:06:12 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-05-28 05:06:12 INFO Building the model
44
+ 2024-05-28 05:06:14 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-05-28 05:06:14 INFO Loading the data
64
+ 2024-05-28 05:06:22 INFO
65
+ train: Dataset(n_sentences=4697, n_batches=40, n_buckets=32)
66
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
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+ 2024-05-28 05:06:22 INFO Epoch 1 / 5000:
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+ 2024-05-28 05:06:33 INFO lr: 4.9990e-05 - loss: 0.0769 - UP: 0.33% UR: 6.43% UF: 0.63% P: 0.02% R: 0.47% F: 0.05%
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+ 2024-05-28 05:06:35 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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+ 2024-05-28 05:06:36 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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+ 2024-05-28 05:06:36 INFO 0:00:13.834503s elapsed
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+
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+ 2024-05-28 05:06:46 INFO lr: 4.9980e-05 - loss: 0.0506 - UP: 3.19% UR: 0.09% UF: 0.17% P: 2.32% R: 0.06% F: 0.12%
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+ 2024-05-28 05:06:48 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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+ 2024-05-28 05:06:49 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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+ 2024-05-28 05:06:49 INFO 0:00:13.117609s elapsed
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+ 2024-05-28 05:07:01 INFO dev: loss: nan - UP: 73.68% UR: 0.73% UF: 1.45% P: 71.05% R: 0.70% F: 1.40%
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+ 2024-05-28 05:07:02 INFO test: loss: nan - UP: 73.91% UR: 1.08% UF: 2.12% P: 62.32% R: 0.91% F: 1.79%
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+ 2024-05-28 05:07:07 INFO 0:00:13.264313s elapsed (saved)
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+ 2024-05-28 05:07:18 INFO lr: 4.9960e-05 - loss: 0.0372 - UP: 43.57% UR: 3.86% UF: 7.09% P: 40.18% R: 3.56% F: 6.54%
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+ 2024-05-28 05:07:19 INFO dev: loss: nan - UP: 67.33% UR: 2.64% UF: 5.07% P: 60.67% R: 2.37% F: 4.57%
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+ 2024-05-28 05:07:21 INFO test: loss: nan - UP: 60.00% UR: 2.79% UF: 5.33% P: 46.82% R: 2.18% F: 4.16%
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+ 2024-05-28 05:07:28 INFO 0:00:13.175553s elapsed (saved)
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+
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+ 2024-05-28 05:07:28 INFO Epoch 5 / 5000:
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+ 2024-05-28 05:07:38 INFO lr: 4.9950e-05 - loss: 0.0257 - UP: 45.29% UR: 4.83% UF: 8.73% P: 42.85% R: 4.57% F: 8.26%
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+ 2024-05-28 05:07:40 INFO dev: loss: nan - UP: 56.72% UR: 3.52% UF: 6.63% P: 49.16% R: 3.05% F: 5.75%
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+ 2024-05-28 05:07:41 INFO test: loss: nan - UP: 58.16% UR: 4.67% UF: 8.64% P: 47.37% R: 3.80% F: 7.04%
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+ 2024-05-28 05:07:48 INFO 0:00:13.158291s elapsed (saved)
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+ 2024-05-28 05:07:59 INFO lr: 4.9940e-05 - loss: 0.0146 - UP: 51.95% UR: 6.02% UF: 10.78% P: 49.83% R: 5.77% F: 10.34%
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+ 2024-05-28 05:08:00 INFO dev: loss: nan - UP: 38.85% UR: 11.09% UF: 17.26% P: 38.21% R: 10.91% F: 16.97%
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+ 2024-05-28 05:08:02 INFO test: loss: nan - UP: 36.02% UR: 12.85% UF: 18.94% P: 35.01% R: 12.49% F: 18.41%
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+ 2024-05-28 05:08:09 INFO 0:00:13.183406s elapsed (saved)
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+ 2024-05-28 05:08:20 INFO lr: 4.9930e-05 - loss: nan - UP: 35.45% UR: 4.76% UF: 8.39% P: 34.33% R: 4.61% F: 8.13%
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+ 2024-05-28 05:08:21 INFO dev: loss: nan - UP: 72.45% UR: 3.71% UF: 7.05% P: 65.82% R: 3.37% F: 6.41%
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+ 2024-05-28 05:08:23 INFO test: loss: nan - UP: 66.29% UR: 3.70% UF: 7.00% P: 54.92% R: 3.06% F: 5.80%
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+ 2024-05-28 05:08:23 INFO 0:00:13.171465s elapsed
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+ 2024-05-28 05:08:33 INFO lr: 4.9920e-05 - loss: 0.0122 - UP: 55.49% UR: 7.43% UF: 13.11% P: 54.55% R: 7.30% F: 12.88%
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+ 2024-05-28 05:08:34 INFO dev: loss: nan - UP: 57.77% UR: 10.96% UF: 18.43% P: 55.02% R: 10.44% F: 17.55%
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+ 2024-05-28 05:08:36 INFO test: loss: nan - UP: 50.62% UR: 13.78% UF: 21.66% P: 47.20% R: 12.85% F: 20.20%
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+ 2024-05-28 05:08:44 INFO 0:00:13.281311s elapsed (saved)
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+ 2024-05-28 05:08:44 INFO Epoch 9 / 5000:
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+ 2024-05-28 05:08:54 INFO lr: 4.9910e-05 - loss: 0.0305 - UP: 60.34% UR: 14.35% UF: 23.18% P: 59.47% R: 14.14% F: 22.85%
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+ 2024-05-28 05:08:56 INFO dev: loss: nan - UP: 50.03% UR: 21.27% UF: 29.85% P: 48.93% R: 20.80% F: 29.19%
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+ 2024-05-28 05:08:57 INFO test: loss: nan - UP: 44.19% UR: 21.99% UF: 29.37% P: 42.53% R: 21.17% F: 28.27%
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+ 2024-05-28 05:09:05 INFO 0:00:13.149367s elapsed (saved)
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+ 2024-05-28 05:09:05 INFO Epoch 10 / 5000:
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+ 2024-05-28 05:09:15 INFO lr: 4.9900e-05 - loss: 0.0152 - UP: 62.55% UR: 19.71% UF: 29.98% P: 62.05% R: 19.56% F: 29.74%
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+ 2024-05-28 05:09:17 INFO dev: loss: nan - UP: 58.19% UR: 17.07% UF: 26.39% P: 56.14% R: 16.47% F: 25.46%
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+ 2024-05-28 05:09:18 INFO test: loss: nan - UP: 51.05% UR: 20.49% UF: 29.25% P: 48.95% R: 19.65% F: 28.04%
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+ 2024-05-28 05:09:18 INFO 0:00:13.128084s elapsed
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+ 2024-05-28 05:09:29 INFO lr: 4.9890e-05 - loss: 0.0170 - UP: 64.52% UR: 24.41% UF: 35.42% P: 64.08% R: 24.24% F: 35.18%
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+ 2024-05-28 05:09:30 INFO dev: loss: nan - UP: 57.53% UR: 19.34% UF: 28.95% P: 55.51% R: 18.66% F: 27.93%
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+ 2024-05-28 05:09:31 INFO test: loss: nan - UP: 51.22% UR: 22.18% UF: 30.96% P: 48.93% R: 21.19% F: 29.57%
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+ 2024-05-28 05:09:31 INFO 0:00:13.243691s elapsed
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+ 2024-05-28 05:09:42 INFO lr: 4.9880e-05 - loss: 0.0066 - UP: 66.06% UR: 25.14% UF: 36.43% P: 65.86% R: 25.07% F: 36.31%
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+ 2024-05-28 05:09:44 INFO dev: loss: nan - UP: 62.38% UR: 15.06% UF: 24.26% P: 60.32% R: 14.56% F: 23.46%
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+ 2024-05-28 05:09:45 INFO test: loss: nan - UP: 57.36% UR: 17.87% UF: 27.26% P: 54.64% R: 17.03% F: 25.97%
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+ 2024-05-28 05:09:45 INFO 0:00:13.963026s elapsed
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+ 2024-05-28 05:09:56 INFO lr: 4.9870e-05 - loss: nan - UP: 67.30% UR: 27.56% UF: 39.10% P: 67.14% R: 27.49% F: 39.01%
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+ 2024-05-28 05:09:57 INFO dev: loss: nan - UP: 58.88% UR: 19.21% UF: 28.96% P: 57.12% R: 18.63% F: 28.10%
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+ 2024-05-28 05:09:59 INFO test: loss: nan - UP: 50.05% UR: 21.76% UF: 30.33% P: 48.06% R: 20.90% F: 29.13%
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+ 2024-05-28 05:09:59 INFO 0:00:13.679653s elapsed
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+ 2024-05-28 05:10:10 INFO lr: 4.9860e-05 - loss: 0.0116 - UP: 70.12% UR: 30.31% UF: 42.32% P: 69.93% R: 30.23% F: 42.21%
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+ 2024-05-28 05:10:11 INFO dev: loss: nan - UP: 57.38% UR: 20.09% UF: 29.76% P: 55.74% R: 19.52% F: 28.91%
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+ 2024-05-28 05:10:12 INFO test: loss: nan - UP: 52.89% UR: 23.03% UF: 32.09% P: 51.04% R: 22.23% F: 30.97%
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+ 2024-05-28 05:10:12 INFO 0:00:13.480487s elapsed
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+ 2024-05-28 05:10:23 INFO lr: 4.9850e-05 - loss: 0.0045 - UP: 72.29% UR: 37.15% UF: 49.08% P: 72.15% R: 37.08% F: 48.98%
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+ 2024-05-28 05:10:24 INFO dev: loss: nan - UP: 61.84% UR: 17.51% UF: 27.29% P: 59.26% R: 16.78% F: 26.15%
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+ 2024-05-28 05:10:26 INFO test: loss: nan - UP: 57.00% UR: 19.52% UF: 29.08% P: 54.04% R: 18.51% F: 27.57%
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+ 2024-05-28 05:10:26 INFO 0:00:13.531029s elapsed
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+ 2024-05-28 05:10:38 INFO dev: loss: nan - UP: 60.68% UR: 21.95% UF: 32.23% P: 58.59% R: 21.19% F: 31.12%
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+ 2024-05-28 05:10:40 INFO test: loss: nan - UP: 54.50% UR: 25.44% UF: 34.69% P: 52.29% R: 24.40% F: 33.28%
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+ 2024-05-28 05:10:48 INFO 0:00:13.566925s elapsed (saved)
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+ 2024-05-28 05:11:00 INFO dev: loss: nan - UP: 63.83% UR: 23.25% UF: 34.09% P: 61.25% R: 22.31% F: 32.71%
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+ 2024-05-28 05:11:01 INFO test: loss: nan - UP: 55.22% UR: 23.37% UF: 32.84% P: 51.77% R: 21.91% F: 30.79%
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+ 2024-05-28 05:11:10 INFO 0:00:13.225936s elapsed (saved)
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+ 2024-05-28 05:11:20 INFO lr: 4.9820e-05 - loss: 0.0039 - UP: 77.04% UR: 45.50% UF: 57.21% P: 76.94% R: 45.44% F: 57.13%
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+ 2024-05-28 05:11:21 INFO dev: loss: nan - UP: 60.55% UR: 21.71% UF: 31.96% P: 58.37% R: 20.93% F: 30.81%
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+ 2024-05-28 05:11:23 INFO test: loss: nan - UP: 57.70% UR: 24.30% UF: 34.20% P: 55.39% R: 23.33% F: 32.83%
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+ 2024-05-28 05:11:23 INFO 0:00:13.162130s elapsed
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+ 2024-05-28 05:11:33 INFO lr: 4.9810e-05 - loss: 0.0031 - UP: 78.53% UR: 47.22% UF: 58.98% P: 78.48% R: 47.19% F: 58.94%
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+ 2024-05-28 05:11:35 INFO dev: loss: nan - UP: 33.68% UR: 50.84% UF: 40.52% P: 32.49% R: 49.03% F: 39.08%
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+ 2024-05-28 05:11:36 INFO test: loss: nan - UP: 29.02% UR: 47.16% UF: 35.93% P: 27.85% R: 45.26% F: 34.48%
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+ 2024-05-28 05:11:44 INFO 0:00:13.259935s elapsed (saved)
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+ 2024-05-28 05:11:55 INFO lr: 4.9800e-05 - loss: 0.0056 - UP: 74.59% UR: 42.27% UF: 53.96% P: 74.53% R: 42.23% F: 53.92%
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+ 2024-05-28 05:11:56 INFO dev: loss: nan - UP: 60.50% UR: 25.42% UF: 35.80% P: 58.01% R: 24.37% F: 34.33%
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+ 2024-05-28 05:11:58 INFO test: loss: nan - UP: 56.83% UR: 26.54% UF: 36.18% P: 54.07% R: 25.25% F: 34.42%
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+ 2024-05-28 05:11:58 INFO 0:00:13.620975s elapsed
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+ 2024-05-28 05:12:09 INFO dev: loss: nan - UP: 53.53% UR: 34.79% UF: 42.17% P: 51.81% R: 33.66% F: 40.81%
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+ 2024-05-28 05:12:11 INFO test: loss: nan - UP: 48.56% UR: 34.88% UF: 40.60% P: 46.56% R: 33.45% F: 38.93%
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+ 2024-05-28 05:12:18 INFO 0:00:13.229472s elapsed (saved)
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+ 2024-05-28 05:12:29 INFO lr: 4.9780e-05 - loss: nan - UP: 78.33% UR: 53.19% UF: 63.36% P: 78.24% R: 53.13% F: 63.29%
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+ 2024-05-28 05:12:30 INFO dev: loss: nan - UP: 52.84% UR: 34.68% UF: 41.88% P: 50.93% R: 33.43% F: 40.37%
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+ 2024-05-28 05:12:31 INFO test: loss: nan - UP: 46.64% UR: 34.06% UF: 39.37% P: 44.85% R: 32.75% F: 37.86%
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+ 2024-05-28 05:12:31 INFO 0:00:13.159336s elapsed
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+ 2024-05-28 05:12:42 INFO lr: 4.9770e-05 - loss: 0.0026 - UP: 81.73% UR: 56.98% UF: 67.14% P: 81.57% R: 56.87% F: 67.01%
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+ 2024-05-28 05:12:43 INFO dev: loss: nan - UP: 62.82% UR: 28.58% UF: 39.28% P: 59.90% R: 27.24% F: 37.45%
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+ 2024-05-28 05:12:45 INFO test: loss: nan - UP: 55.32% UR: 27.45% UF: 36.69% P: 52.73% R: 26.16% F: 34.97%
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+ 2024-05-28 05:12:58 INFO test: loss: nan - UP: 43.89% UR: 39.32% UF: 41.48% P: 42.00% R: 37.63% F: 39.70%
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+ 2024-05-28 05:13:06 INFO 0:00:13.434359s elapsed (saved)
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+ 2024-05-28 05:17:22 INFO test: loss: nan - UP: 39.93% UR: 42.97% UF: 41.40% P: 38.14% R: 41.05% F: 39.54%
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+ 2024-05-28 05:24:22 INFO lr: 4.9290e-05 - loss: 0.0047 - UP: 88.34% UR: 70.52% UF: 78.43% P: 88.33% R: 70.51% F: 78.42%
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+ 2024-05-28 05:24:23 INFO dev: loss: nan - UP: 54.16% UR: 38.23% UF: 44.82% P: 52.61% R: 37.13% F: 43.54%
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+ 2024-05-28 05:24:25 INFO test: loss: nan - UP: 52.70% UR: 38.71% UF: 44.63% P: 50.72% R: 37.25% F: 42.95%
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+ 2024-05-28 05:24:25 INFO 0:00:13.456626s elapsed
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+ 2024-05-28 05:24:35 INFO lr: 4.9280e-05 - loss: nan - UP: 87.62% UR: 72.36% UF: 79.26% P: 87.58% R: 72.33% F: 79.23%
497
+ 2024-05-28 05:24:37 INFO dev: loss: nan - UP: 52.28% UR: 39.17% UF: 44.79% P: 50.12% R: 37.55% F: 42.94%
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+ 2024-05-28 05:24:38 INFO test: loss: nan - UP: 47.53% UR: 36.66% UF: 41.39% P: 45.62% R: 35.18% F: 39.72%
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+ 2024-05-28 05:24:38 INFO 0:00:13.405980s elapsed
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+ 2024-05-28 05:24:49 INFO lr: 4.9270e-05 - loss: 0.0031 - UP: 82.47% UR: 64.52% UF: 72.40% P: 82.35% R: 64.43% F: 72.30%
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+ 2024-05-28 05:24:50 INFO dev: loss: nan - UP: 45.72% UR: 45.80% UF: 45.76% P: 44.59% R: 44.68% F: 44.64%
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+ 2024-05-28 05:24:51 INFO test: loss: nan - UP: 43.28% UR: 43.44% UF: 43.36% P: 41.83% R: 41.98% F: 41.91%
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+ 2024-05-28 05:24:51 INFO 0:00:13.394559s elapsed
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+ 2024-05-28 05:25:02 INFO lr: 4.9260e-05 - loss: 0.0021 - UP: 84.36% UR: 66.02% UF: 74.07% P: 84.31% R: 65.99% F: 74.03%
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+ 2024-05-28 05:25:03 INFO dev: loss: nan - UP: 53.76% UR: 37.92% UF: 44.47% P: 52.05% R: 36.72% F: 43.06%
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+ 2024-05-28 05:25:05 INFO test: loss: nan - UP: 51.50% UR: 38.20% UF: 43.86% P: 49.39% R: 36.64% F: 42.07%
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+ 2024-05-28 05:25:05 INFO 0:00:13.375419s elapsed
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+ 2024-05-28 05:25:15 INFO lr: 4.9250e-05 - loss: nan - UP: 86.20% UR: 70.48% UF: 77.56% P: 86.17% R: 70.45% F: 77.52%
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+ 2024-05-28 05:25:17 INFO dev: loss: nan - UP: 54.55% UR: 40.40% UF: 46.42% P: 53.00% R: 39.25% F: 45.10%
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+ 2024-05-28 05:25:18 INFO test: loss: nan - UP: 50.60% UR: 39.07% UF: 44.09% P: 48.36% R: 37.33% F: 42.14%
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+ 2024-05-28 05:25:18 INFO 0:00:13.417085s elapsed
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+ 2024-05-28 05:25:29 INFO lr: 4.9240e-05 - loss: 0.0040 - UP: 87.14% UR: 72.32% UF: 79.04% P: 87.11% R: 72.29% F: 79.02%
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+ 2024-05-28 05:25:30 INFO dev: loss: nan - UP: 58.24% UR: 34.76% UF: 43.54% P: 56.36% R: 33.64% F: 42.13%
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+ 2024-05-28 05:25:32 INFO test: loss: nan - UP: 56.37% UR: 34.12% UF: 42.51% P: 54.17% R: 32.79% F: 40.85%
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+ 2024-05-28 05:25:32 INFO 0:00:13.397375s elapsed
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+ 2024-05-28 05:25:42 INFO lr: 4.9230e-05 - loss: 0.0049 - UP: 85.84% UR: 71.73% UF: 78.15% P: 85.73% R: 71.63% F: 78.05%
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+ 2024-05-28 05:25:44 INFO dev: loss: nan - UP: 60.16% UR: 32.52% UF: 42.22% P: 57.99% R: 31.34% F: 40.69%
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+ 2024-05-28 05:25:45 INFO test: loss: nan - UP: 56.11% UR: 33.19% UF: 41.71% P: 53.89% R: 31.88% F: 40.06%
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+ 2024-05-28 05:25:45 INFO 0:00:13.409877s elapsed
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+ 2024-05-28 05:25:56 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 87.14% UR: 74.97% UF: 80.59% P: 87.07% R: 74.91% F: 80.54%
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+ 2024-05-28 05:25:57 INFO dev: loss: nan - UP: 58.04% UR: 37.00% UF: 45.20% P: 56.45% R: 35.99% F: 43.95%
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+ 2024-05-28 05:25:58 INFO test: loss: nan - UP: 55.89% UR: 37.97% UF: 45.22% P: 53.72% R: 36.49% F: 43.46%
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+ 2024-05-28 05:25:58 INFO 0:00:13.403051s elapsed
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+ 2024-05-28 05:26:09 INFO lr: 4.9210e-05 - loss: 0.0024 - UP: 89.96% UR: 76.29% UF: 82.57% P: 89.95% R: 76.29% F: 82.56%
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+ 2024-05-28 05:26:10 INFO dev: loss: nan - UP: 52.67% UR: 43.29% UF: 47.52% P: 51.08% R: 41.99% F: 46.09%
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+ 2024-05-28 05:26:12 INFO test: loss: nan - UP: 49.90% UR: 40.78% UF: 44.88% P: 47.85% R: 39.11% F: 43.04%
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+ 2024-05-28 05:26:12 INFO 0:00:13.379776s elapsed
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+ 2024-05-28 05:26:23 INFO lr: 4.9200e-05 - loss: 0.0055 - UP: 88.55% UR: 76.54% UF: 82.11% P: 88.54% R: 76.53% F: 82.10%
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+ 2024-05-28 05:26:24 INFO dev: loss: nan - UP: 54.98% UR: 41.31% UF: 47.18% P: 53.35% R: 40.08% F: 45.78%
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+ 2024-05-28 05:26:25 INFO test: loss: nan - UP: 50.96% UR: 38.52% UF: 43.87% P: 48.84% R: 36.91% F: 42.05%
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+ 2024-05-28 05:26:25 INFO 0:00:13.467262s elapsed
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+ 2024-05-28 05:26:36 INFO lr: 4.9190e-05 - loss: 0.0022 - UP: 89.77% UR: 79.08% UF: 84.08% P: 89.77% R: 79.08% F: 84.08%
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+ 2024-05-28 05:26:37 INFO dev: loss: nan - UP: 59.26% UR: 39.09% UF: 47.11% P: 57.59% R: 38.00% F: 45.79%
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+ 2024-05-28 05:26:39 INFO test: loss: nan - UP: 55.16% UR: 38.18% UF: 45.12% P: 53.14% R: 36.78% F: 43.48%
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+ 2024-05-28 05:26:39 INFO 0:00:13.418656s elapsed
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+ 2024-05-28 05:26:49 INFO lr: 4.9180e-05 - loss: 0.0033 - UP: 90.60% UR: 81.12% UF: 85.60% P: 90.60% R: 81.12% F: 85.60%
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+ 2024-05-28 05:26:51 INFO dev: loss: nan - UP: 59.53% UR: 39.54% UF: 47.51% P: 57.88% R: 38.44% F: 46.20%
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+ 2024-05-28 05:26:52 INFO test: loss: nan - UP: 54.53% UR: 38.16% UF: 44.90% P: 52.45% R: 36.70% F: 43.18%
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+ 2024-05-28 05:27:03 INFO lr: 4.9170e-05 - loss: nan - UP: 91.28% UR: 82.12% UF: 86.46% P: 91.28% R: 82.12% F: 86.46%
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+ 2024-05-28 05:27:04 INFO dev: loss: nan - UP: 57.30% UR: 42.09% UF: 48.53% P: 55.38% R: 40.68% F: 46.91%
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+ 2024-05-28 05:27:06 INFO test: loss: nan - UP: 52.10% UR: 40.57% UF: 45.62% P: 49.77% R: 38.75% F: 43.57%
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+ 2024-05-28 05:27:16 INFO lr: 4.9160e-05 - loss: 0.0019 - UP: 92.18% UR: 83.40% UF: 87.57% P: 92.16% R: 83.38% F: 87.55%
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+ 2024-05-28 05:27:19 INFO test: loss: nan - UP: 54.13% UR: 40.27% UF: 46.18% P: 52.06% R: 38.73% F: 44.41%
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+ 2024-05-28 05:27:30 INFO lr: 4.9150e-05 - loss: 0.0007 - UP: 92.23% UR: 84.85% UF: 88.39% P: 92.23% R: 84.85% F: 88.39%
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+ 2024-05-28 05:27:31 INFO dev: loss: nan - UP: 60.32% UR: 39.43% UF: 47.69% P: 58.32% R: 38.13% F: 46.11%
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+ 2024-05-28 05:27:32 INFO test: loss: nan - UP: 55.34% UR: 38.54% UF: 45.44% P: 53.12% R: 37.00% F: 43.62%
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+ 2024-05-28 05:27:46 INFO test: loss: nan - UP: 54.93% UR: 41.90% UF: 47.54% P: 52.83% R: 40.29% F: 45.71%
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+ 2024-05-28 05:27:58 INFO dev: loss: nan - UP: 56.36% UR: 41.88% UF: 48.05% P: 54.56% R: 40.55% F: 46.53%
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+ 2024-05-28 05:27:59 INFO test: loss: nan - UP: 53.33% UR: 42.34% UF: 47.20% P: 51.33% R: 40.76% F: 45.44%
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+ 2024-05-28 05:27:59 INFO 0:00:13.344031s elapsed
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+ 2024-05-28 05:28:09 INFO Epoch 57 saved
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+ 2024-05-28 05:28:09 INFO dev: UP: 54.33% UR: 46.50% UF: 50.11% P: 52.10% R: 44.60% F: 48.06%
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+ 2024-05-28 05:28:09 INFO test: UP: 48.49% UR: 42.76% UF: 45.45% P: 46.26% R: 40.80% F: 43.36%
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+ 2024-05-28 05:28:09 INFO 0:19:23.365766s elapsed, 0:00:13.372020s/epoch
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1
+ 2024-05-28 04:25:30 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 3000
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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_byKNNMeani6_desc/80/model_vi_mpqa_xlm_9
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byKNNMeani6_desc/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
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-05-28 04:25:30 INFO Building the fields
40
+ 2024-05-28 04:25:31 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-05-28 04:25:31 INFO Building the model
45
+ 2024-05-28 04:25:34 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
+ 2024-05-28 04:25:34 INFO Loading the data
65
+ 2024-05-28 04:25:43 INFO
66
+ train: Dataset(n_sentences=4697, n_batches=51, n_buckets=32)
67
+ dev: Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
69
+
70
+ 2024-05-28 04:25:43 INFO Epoch 1 / 5000:
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+ 2024-05-28 04:25:54 INFO lr: 4.9990e-05 - loss: 0.0589 - UP: 0.33% UR: 3.29% UF: 0.60% P: 0.03% R: 0.29% F: 0.05%
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+ 2024-05-28 04:25:55 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-05-28 04:25:57 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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+ 2024-05-28 04:25:57 INFO 0:00:14.362553s elapsed
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+
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+ 2024-05-28 04:25:57 INFO Epoch 2 / 5000:
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+ 2024-05-28 04:26:08 INFO lr: 4.9980e-05 - loss: 0.0486 - UP: 12.79% UR: 0.43% UF: 0.84% P: 9.07% R: 0.31% F: 0.60%
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+ 2024-05-28 04:26:09 INFO dev: loss: nan - UP: 68.75% UR: 0.29% UF: 0.57% P: 56.25% R: 0.23% F: 0.47%
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+ 2024-05-28 04:26:11 INFO test: loss: nan - UP: 72.09% UR: 0.65% UF: 1.30% P: 44.19% R: 0.40% F: 0.80%
80
+ 2024-05-28 04:26:16 INFO 0:00:13.648642s elapsed (saved)
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+ 2024-05-28 04:26:16 INFO Epoch 3 / 5000:
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+ 2024-05-28 04:26:26 INFO lr: 4.9970e-05 - loss: 0.0379 - UP: 34.86% UR: 1.98% UF: 3.75% P: 31.67% R: 1.80% F: 3.41%
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+ 2024-05-28 04:26:28 INFO dev: loss: nan - UP: 65.71% UR: 0.60% UF: 1.19% P: 54.29% R: 0.50% F: 0.98%
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+ 2024-05-28 04:26:29 INFO test: loss: nan - UP: 77.61% UR: 1.10% UF: 2.17% P: 61.19% R: 0.87% F: 1.71%
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+ 2024-05-28 04:26:37 INFO 0:00:13.716262s elapsed (saved)
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+ 2024-05-28 04:26:48 INFO lr: 4.9960e-05 - loss: 0.0454 - UP: 43.90% UR: 3.90% UF: 7.16% P: 39.98% R: 3.55% F: 6.52%
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+ 2024-05-28 04:26:49 INFO dev: loss: nan - UP: 58.23% UR: 2.40% UF: 4.61% P: 58.23% R: 2.40% F: 4.61%
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+ 2024-05-28 04:26:50 INFO test: loss: nan - UP: 66.67% UR: 3.59% UF: 6.82% P: 63.53% R: 3.42% F: 6.50%
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+ 2024-05-28 04:26:58 INFO 0:00:13.697007s elapsed (saved)
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+ 2024-05-28 04:27:09 INFO lr: 4.9950e-05 - loss: 0.0178 - UP: 52.01% UR: 5.01% UF: 9.14% P: 50.12% R: 4.83% F: 8.81%
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+ 2024-05-28 04:27:10 INFO dev: loss: nan - UP: 48.98% UR: 9.37% UF: 15.73% P: 46.93% R: 8.98% F: 15.07%
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+ 2024-05-28 04:27:12 INFO test: loss: nan - UP: 49.80% UR: 10.29% UF: 17.05% P: 46.22% R: 9.55% F: 15.83%
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+ 2024-05-28 04:27:19 INFO 0:00:13.690266s elapsed (saved)
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+ 2024-05-28 04:27:30 INFO lr: 4.9940e-05 - loss: 0.0240 - UP: 54.92% UR: 11.07% UF: 18.43% P: 54.10% R: 10.91% F: 18.16%
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+ 2024-05-28 04:27:31 INFO dev: loss: nan - UP: 64.74% UR: 6.42% UF: 11.68% P: 64.47% R: 6.39% F: 11.63%
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+ 2024-05-28 04:27:33 INFO test: loss: nan - UP: 61.42% UR: 7.50% UF: 13.37% P: 58.48% R: 7.14% F: 12.73%
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+ 2024-05-28 04:27:33 INFO 0:00:13.664151s elapsed
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+ 2024-05-28 04:27:44 INFO lr: 4.9930e-05 - loss: nan - UP: 59.79% UR: 13.49% UF: 22.02% P: 59.05% R: 13.33% F: 21.75%
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+ 2024-05-28 04:27:45 INFO dev: loss: nan - UP: 50.52% UR: 15.11% UF: 23.26% P: 48.17% R: 14.41% F: 22.18%
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+ 2024-05-28 04:27:47 INFO test: loss: nan - UP: 54.61% UR: 17.03% UF: 25.96% P: 50.81% R: 15.85% F: 24.16%
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+ 2024-05-28 04:27:55 INFO 0:00:13.811662s elapsed (saved)
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+ 2024-05-28 04:28:06 INFO lr: 4.9920e-05 - loss: 0.0105 - UP: 64.95% UR: 19.26% UF: 29.71% P: 64.23% R: 19.05% F: 29.38%
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+ 2024-05-28 04:28:08 INFO dev: loss: nan - UP: 57.31% UR: 12.47% UF: 20.49% P: 55.88% R: 12.16% F: 19.97%
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+ 2024-05-28 04:28:09 INFO test: loss: nan - UP: 63.39% UR: 15.55% UF: 24.97% P: 59.43% R: 14.58% F: 23.41%
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+ 2024-05-28 04:28:09 INFO 0:00:13.686431s elapsed
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+ 2024-05-28 04:28:20 INFO lr: 4.9910e-05 - loss: 0.0072 - UP: 65.63% UR: 23.61% UF: 34.73% P: 65.22% R: 23.46% F: 34.51%
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+ 2024-05-28 04:28:21 INFO dev: loss: nan - UP: 69.83% UR: 12.87% UF: 21.73% P: 67.71% R: 12.47% F: 21.07%
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+ 2024-05-28 04:28:23 INFO test: loss: nan - UP: 68.83% UR: 14.56% UF: 24.03% P: 65.53% R: 13.86% F: 22.88%
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+ 2024-05-28 04:28:23 INFO 0:00:13.812208s elapsed
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+
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+ 2024-05-28 04:28:34 INFO lr: 4.9900e-05 - loss: 0.0185 - UP: 61.65% UR: 17.82% UF: 27.64% P: 61.32% R: 17.72% F: 27.50%
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+ 2024-05-28 04:28:35 INFO dev: loss: nan - UP: 39.68% UR: 34.68% UF: 37.01% P: 38.61% R: 33.74% F: 36.01%
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+ 2024-05-28 04:28:37 INFO test: loss: nan - UP: 34.71% UR: 33.53% UF: 34.11% P: 33.33% R: 32.20% F: 32.76%
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+ 2024-05-28 04:28:45 INFO 0:00:13.880904s elapsed (saved)
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+ 2024-05-28 04:28:56 INFO lr: 4.9890e-05 - loss: 0.0200 - UP: 65.25% UR: 25.84% UF: 37.02% P: 64.81% R: 25.67% F: 36.77%
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+ 2024-05-28 04:28:57 INFO dev: loss: nan - UP: 62.29% UR: 14.35% UF: 23.33% P: 59.91% R: 13.80% F: 22.44%
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+ 2024-05-28 04:28:58 INFO test: loss: nan - UP: 62.36% UR: 15.30% UF: 24.57% P: 58.05% R: 14.24% F: 22.87%
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+ 2024-05-28 04:28:58 INFO 0:00:13.688651s elapsed
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+ 2024-05-28 04:29:09 INFO lr: 4.9880e-05 - loss: 0.0084 - UP: 65.17% UR: 24.99% UF: 36.13% P: 64.74% R: 24.83% F: 35.89%
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+ 2024-05-28 04:29:11 INFO dev: loss: nan - UP: 54.48% UR: 15.55% UF: 24.20% P: 51.10% R: 14.59% F: 22.70%
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+ 2024-05-28 04:29:12 INFO test: loss: nan - UP: 53.86% UR: 15.49% UF: 24.06% P: 49.16% R: 14.13% F: 21.96%
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+ 2024-05-28 04:29:12 INFO 0:00:13.836152s elapsed
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+ 2024-05-28 04:29:23 INFO lr: 4.9870e-05 - loss: nan - UP: 66.71% UR: 25.65% UF: 37.05% P: 66.43% R: 25.54% F: 36.89%
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+ 2024-05-28 04:29:25 INFO dev: loss: nan - UP: 59.07% UR: 21.50% UF: 31.53% P: 57.13% R: 20.80% F: 30.50%
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+ 2024-05-28 04:29:26 INFO test: loss: nan - UP: 55.44% UR: 20.90% UF: 30.35% P: 52.63% R: 19.84% F: 28.82%
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+ 2024-05-28 04:29:26 INFO 0:00:14.008785s elapsed
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+ 2024-05-28 04:29:37 INFO lr: 4.9860e-05 - loss: 0.0107 - UP: 71.47% UR: 33.80% UF: 45.89% P: 71.32% R: 33.73% F: 45.80%
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+ 2024-05-28 04:29:39 INFO dev: loss: nan - UP: 48.45% UR: 29.85% UF: 36.94% P: 47.61% R: 29.33% F: 36.30%
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+ 2024-05-28 04:29:40 INFO test: loss: nan - UP: 46.42% UR: 29.85% UF: 36.34% P: 44.88% R: 28.86% F: 35.13%
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+ 2024-05-28 04:29:47 INFO 0:00:14.007516s elapsed (saved)
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+ 2024-05-28 04:29:58 INFO lr: 4.9850e-05 - loss: 0.0052 - UP: 74.27% UR: 40.38% UF: 52.31% P: 74.12% R: 40.30% F: 52.21%
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+ 2024-05-28 04:29:59 INFO dev: loss: nan - UP: 65.03% UR: 23.09% UF: 34.08% P: 63.48% R: 22.55% F: 33.28%
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+ 2024-05-28 04:30:01 INFO test: loss: nan - UP: 61.45% UR: 23.58% UF: 34.08% P: 58.43% R: 22.42% F: 32.40%
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+ 2024-05-28 04:30:01 INFO 0:00:13.725562s elapsed
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+ 2024-05-28 04:30:13 INFO dev: loss: nan - UP: 57.31% UR: 28.24% UF: 37.83% P: 54.61% R: 26.91% F: 36.05%
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+ 2024-05-28 04:30:14 INFO test: loss: nan - UP: 55.19% UR: 25.82% UF: 35.18% P: 51.58% R: 24.13% F: 32.88%
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+ 2024-05-28 04:30:14 INFO 0:00:13.820038s elapsed
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+ 2024-05-28 04:30:26 INFO lr: 4.9830e-05 - loss: 0.0101 - UP: 74.33% UR: 41.79% UF: 53.50% P: 73.95% R: 41.58% F: 53.23%
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+ 2024-05-28 04:30:27 INFO dev: loss: nan - UP: 58.56% UR: 31.68% UF: 41.12% P: 56.68% R: 30.66% F: 39.80%
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+ 2024-05-28 04:30:28 INFO test: loss: nan - UP: 52.62% UR: 29.03% UF: 37.42% P: 49.98% R: 27.57% F: 35.54%
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+ 2024-05-28 04:30:35 INFO 0:00:13.915868s elapsed (saved)
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+ 2024-05-28 04:30:46 INFO lr: 4.9820e-05 - loss: 0.0041 - UP: 76.35% UR: 46.94% UF: 58.14% P: 76.15% R: 46.81% F: 57.98%
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+ 2024-05-28 04:30:48 INFO dev: loss: nan - UP: 62.05% UR: 27.82% UF: 38.41% P: 60.24% R: 27.01% F: 37.30%
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+ 2024-05-28 04:30:49 INFO test: loss: nan - UP: 53.90% UR: 22.35% UF: 31.60% P: 51.25% R: 21.26% F: 30.05%
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+ 2024-05-28 04:30:49 INFO 0:00:13.723365s elapsed
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+ 2024-05-28 04:31:00 INFO lr: 4.9810e-05 - loss: 0.0221 - UP: 77.10% UR: 47.17% UF: 58.53% P: 76.72% R: 46.93% F: 58.23%
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+ 2024-05-28 04:31:01 INFO dev: loss: nan - UP: 46.96% UR: 39.48% UF: 42.90% P: 45.65% R: 38.39% F: 41.71%
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+ 2024-05-28 04:31:03 INFO test: loss: nan - UP: 42.18% UR: 37.33% UF: 39.61% P: 40.68% R: 36.00% F: 38.20%
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+ 2024-05-28 04:31:10 INFO 0:00:13.848784s elapsed (saved)
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+ 2024-05-28 04:31:22 INFO dev: loss: nan - UP: 55.37% UR: 33.09% UF: 41.42% P: 53.71% R: 32.10% F: 40.18%
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+ 2024-05-28 04:31:24 INFO 0:00:13.737220s elapsed
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+ 2024-05-28 04:31:36 INFO dev: loss: nan - UP: 50.91% UR: 40.89% UF: 45.35% P: 49.51% R: 39.77% F: 44.11%
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+ 2024-05-28 04:31:38 INFO test: loss: nan - UP: 45.14% UR: 37.69% UF: 41.08% P: 43.62% R: 36.43% F: 39.70%
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+ 2024-05-28 04:31:45 INFO 0:00:13.848008s elapsed (saved)
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+ 2024-05-28 04:31:56 INFO lr: 4.9780e-05 - loss: nan - UP: 81.56% UR: 58.64% UF: 68.23% P: 81.53% R: 58.62% F: 68.20%
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+ 2024-05-28 04:31:57 INFO dev: loss: nan - UP: 70.97% UR: 22.96% UF: 34.70% P: 69.11% R: 22.36% F: 33.79%
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+ 2024-05-28 04:31:59 INFO test: loss: nan - UP: 61.55% UR: 19.75% UF: 29.91% P: 58.92% R: 18.91% F: 28.63%
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+ 2024-05-28 04:31:59 INFO 0:00:13.721370s elapsed
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+ 2024-05-28 04:32:31 INFO lr: 4.9760e-05 - loss: 0.0045 - UP: 83.71% UR: 64.55% UF: 72.89% P: 83.70% R: 64.54% F: 72.88%
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+ 2024-05-28 04:32:52 INFO lr: 4.9750e-05 - loss: 0.0054 - UP: 84.29% UR: 65.83% UF: 73.92% P: 84.28% R: 65.82% F: 73.92%
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+ 2024-05-28 04:33:06 INFO lr: 4.9740e-05 - loss: 0.0030 - UP: 85.58% UR: 67.99% UF: 75.78% P: 85.58% R: 67.99% F: 75.78%
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+ 2024-05-28 04:33:27 INFO lr: 4.9730e-05 - loss: 0.0010 - UP: 86.81% UR: 69.50% UF: 77.19% P: 86.79% R: 69.48% F: 77.18%
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+ 2024-05-28 04:33:48 INFO lr: 4.9720e-05 - loss: 0.0021 - UP: 86.68% UR: 71.97% UF: 78.64% P: 86.65% R: 71.95% F: 78.62%
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+ 2024-05-28 04:34:09 INFO lr: 4.9710e-05 - loss: 0.0003 - UP: 86.49% UR: 70.90% UF: 77.93% P: 86.47% R: 70.89% F: 77.91%
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+ 2024-05-28 04:34:22 INFO lr: 4.9700e-05 - loss: 0.0131 - UP: 88.08% UR: 74.31% UF: 80.61% P: 87.92% R: 74.18% F: 80.47%
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+ 2024-05-28 04:34:36 INFO lr: 4.9690e-05 - loss: 0.0035 - UP: 85.61% UR: 67.31% UF: 75.36% P: 85.29% R: 67.05% F: 75.08%
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+ 2024-05-28 04:34:50 INFO lr: 4.9680e-05 - loss: 0.0033 - UP: 87.17% UR: 70.78% UF: 78.12% P: 87.15% R: 70.76% F: 78.10%
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+ 2024-05-28 04:35:04 INFO lr: 4.9670e-05 - loss: 0.0001 - UP: 87.94% UR: 75.13% UF: 81.03% P: 87.93% R: 75.12% F: 81.02%
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+ 2024-05-28 04:35:25 INFO lr: 4.9660e-05 - loss: 0.0039 - UP: 89.65% UR: 78.33% UF: 83.61% P: 89.60% R: 78.29% F: 83.56%
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+ 2024-05-28 04:35:46 INFO lr: 4.9650e-05 - loss: 0.0021 - UP: 88.06% UR: 76.79% UF: 82.04% P: 87.99% R: 76.73% F: 81.97%
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+ 2024-05-28 04:36:00 INFO lr: 4.9640e-05 - loss: 0.0382 - UP: 80.84% UR: 57.82% UF: 67.42% P: 80.74% R: 57.75% F: 67.34%
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+ 2024-05-28 04:36:03 INFO 0:00:13.783675s elapsed
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+ 2024-05-28 04:36:14 INFO lr: 4.9630e-05 - loss: 0.0156 - UP: 53.35% UR: 17.62% UF: 26.49% P: 53.06% R: 17.52% F: 26.35%
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+ 2024-05-28 04:36:16 INFO 0:00:13.899425s elapsed
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+ 2024-05-28 04:36:28 INFO lr: 4.9620e-05 - loss: 0.0016 - UP: 71.44% UR: 34.98% UF: 46.96% P: 71.39% R: 34.95% F: 46.93%
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+ 2024-05-28 04:36:30 INFO test: loss: nan - UP: 51.24% UR: 31.44% UF: 38.97% P: 49.48% R: 30.36% F: 37.63%
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+ 2024-05-28 04:36:42 INFO lr: 4.9610e-05 - loss: 0.0058 - UP: 82.95% UR: 62.90% UF: 71.55% P: 82.79% R: 62.77% F: 71.40%
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+ 2024-05-28 04:36:44 INFO test: loss: nan - UP: 39.06% UR: 45.76% UF: 42.14% P: 37.23% R: 43.63% F: 40.18%
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+ 2024-05-28 04:36:44 INFO 0:00:14.021888s elapsed
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+ 2024-05-28 04:36:56 INFO lr: 4.9600e-05 - loss: 0.0127 - UP: 80.90% UR: 61.51% UF: 69.88% P: 80.60% R: 61.28% F: 69.62%
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+ 2024-05-28 04:36:57 INFO dev: loss: nan - UP: 58.92% UR: 22.68% UF: 32.75% P: 55.73% R: 21.45% F: 30.98%
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+ 2024-05-28 04:36:58 INFO test: loss: nan - UP: 54.25% UR: 21.83% UF: 31.13% P: 50.26% R: 20.22% F: 28.84%
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+ 2024-05-28 04:36:58 INFO 0:00:13.945034s elapsed
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+ 2024-05-28 04:37:10 INFO lr: 4.9590e-05 - loss: 0.0128 - UP: 80.39% UR: 58.22% UF: 67.53% P: 80.01% R: 57.95% F: 67.21%
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+ 2024-05-28 04:37:11 INFO dev: loss: nan - UP: 47.39% UR: 39.38% UF: 43.02% P: 45.70% R: 37.97% F: 41.48%
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+ 2024-05-28 04:37:12 INFO test: loss: nan - UP: 43.63% UR: 38.12% UF: 40.69% P: 41.89% R: 36.59% F: 39.06%
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+ 2024-05-28 04:37:24 INFO lr: 4.9580e-05 - loss: 0.0062 - UP: 81.03% UR: 62.21% UF: 70.38% P: 80.93% R: 62.13% F: 70.29%
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+ 2024-05-28 04:37:25 INFO dev: loss: nan - UP: 57.72% UR: 34.63% UF: 43.29% P: 56.02% R: 33.61% F: 42.02%
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+ 2024-05-28 04:37:26 INFO test: loss: nan - UP: 51.57% UR: 34.10% UF: 41.05% P: 49.30% R: 32.60% F: 39.25%
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+ 2024-05-28 04:37:37 INFO lr: 4.9570e-05 - loss: 0.0003 - UP: 83.72% UR: 62.90% UF: 71.84% P: 83.58% R: 62.79% F: 71.71%
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+ 2024-05-28 04:37:39 INFO dev: loss: nan - UP: 48.02% UR: 36.98% UF: 41.78% P: 46.09% R: 35.49% F: 40.10%
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+ 2024-05-28 04:37:40 INFO test: loss: nan - UP: 47.16% UR: 37.50% UF: 41.78% P: 45.27% R: 36.00% F: 40.11%
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+ 2024-05-28 04:37:40 INFO 0:00:13.893810s elapsed
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+ 2024-05-28 04:37:51 INFO lr: 4.9560e-05 - loss: 0.0214 - UP: 79.79% UR: 56.96% UF: 66.47% P: 79.55% R: 56.79% F: 66.27%
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+ 2024-05-28 04:37:53 INFO dev: loss: nan - UP: 52.60% UR: 37.79% UF: 43.98% P: 50.93% R: 36.59% F: 42.58%
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+ 2024-05-28 04:37:54 INFO test: loss: nan - UP: 45.81% UR: 35.14% UF: 39.77% P: 43.97% R: 33.72% F: 38.17%
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+ 2024-05-28 04:37:54 INFO 0:00:13.948062s elapsed
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+ 2024-05-28 04:38:05 INFO lr: 4.9550e-05 - loss: nan - UP: 80.95% UR: 62.69% UF: 70.66% P: 80.67% R: 62.47% F: 70.41%
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+ 2024-05-28 04:38:07 INFO dev: loss: nan - UP: 54.60% UR: 37.45% UF: 44.43% P: 52.97% R: 36.33% F: 43.10%
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+ 2024-05-28 04:38:08 INFO test: loss: nan - UP: 50.48% UR: 35.45% UF: 41.65% P: 48.44% R: 34.02% F: 39.97%
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+ 2024-05-28 04:38:19 INFO lr: 4.9540e-05 - loss: 0.0011 - UP: 82.78% UR: 66.48% UF: 73.74% P: 82.65% R: 66.37% F: 73.62%
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+ 2024-05-28 04:38:21 INFO dev: loss: nan - UP: 47.70% UR: 36.25% UF: 41.19% P: 44.99% R: 34.19% F: 38.85%
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+ 2024-05-28 04:38:22 INFO test: loss: nan - UP: 41.05% UR: 32.77% UF: 36.45% P: 38.72% R: 30.91% F: 34.38%
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+ 2024-05-28 04:38:22 INFO 0:00:13.901917s elapsed
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+ 2024-05-28 04:38:33 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 79.14% UR: 55.79% UF: 65.45% P: 79.03% R: 55.71% F: 65.35%
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+ 2024-05-28 04:38:36 INFO test: loss: nan - UP: 48.05% UR: 35.50% UF: 40.83% P: 46.42% R: 34.29% F: 39.45%
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+ 2024-05-28 04:38:47 INFO lr: 4.9520e-05 - loss: 0.0040 - UP: 86.72% UR: 66.21% UF: 75.09% P: 86.67% R: 66.17% F: 75.04%
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+ 2024-05-28 04:38:48 INFO dev: loss: nan - UP: 51.36% UR: 38.39% UF: 43.94% P: 49.41% R: 36.93% F: 42.26%
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+ 2024-05-28 04:39:01 INFO lr: 4.9510e-05 - loss: 0.0023 - UP: 86.94% UR: 73.62% UF: 79.73% P: 86.89% R: 73.58% F: 79.68%
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+ 2024-05-28 04:39:43 INFO lr: 4.9480e-05 - loss: 0.0029 - UP: 89.01% UR: 77.19% UF: 82.68% P: 88.89% R: 77.08% F: 82.57%
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+ 2024-05-28 04:39:44 INFO dev: loss: nan - UP: 47.84% UR: 42.75% UF: 45.15% P: 45.79% R: 40.92% F: 43.22%
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+ 2024-05-28 04:39:57 INFO lr: 4.9470e-05 - loss: 0.0018 - UP: 88.88% UR: 77.17% UF: 82.61% P: 88.81% R: 77.11% F: 82.55%
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+ 2024-05-28 04:40:11 INFO lr: 4.9460e-05 - loss: 0.0031 - UP: 90.08% UR: 80.29% UF: 84.90% P: 89.98% R: 80.21% F: 84.81%
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+ 2024-05-28 04:40:25 INFO lr: 4.9450e-05 - loss: nan - UP: 90.77% UR: 81.48% UF: 85.87% P: 90.74% R: 81.46% F: 85.85%
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+ 2024-05-28 04:40:40 INFO dev: loss: nan - UP: 66.94% UR: 30.01% UF: 41.44% P: 65.08% R: 29.18% F: 40.29%
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+ 2024-05-28 04:40:41 INFO test: loss: nan - UP: 60.16% UR: 28.90% UF: 39.05% P: 58.00% R: 27.87% F: 37.65%
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+ 2024-05-28 04:40:52 INFO lr: 4.9430e-05 - loss: 0.0024 - UP: 91.18% UR: 81.77% UF: 86.22% P: 91.16% R: 81.76% F: 86.20%
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+ 2024-05-28 04:40:55 INFO test: loss: nan - UP: 48.52% UR: 41.77% UF: 44.89% P: 46.92% R: 40.40% F: 43.42%
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+ 2024-05-28 04:41:06 INFO lr: 4.9420e-05 - loss: 0.0037 - UP: 91.88% UR: 83.98% UF: 87.75% P: 91.87% R: 83.97% F: 87.74%
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+ 2024-05-28 04:41:08 INFO dev: loss: nan - UP: 58.15% UR: 42.46% UF: 49.08% P: 55.93% R: 40.84% F: 47.21%
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+ 2024-05-28 04:41:09 INFO test: loss: nan - UP: 52.49% UR: 39.13% UF: 44.84% P: 50.62% R: 37.74% F: 43.24%
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+ 2024-05-28 04:41:27 INFO lr: 4.9410e-05 - loss: 0.0002 - UP: 90.70% UR: 84.33% UF: 87.40% P: 90.64% R: 84.27% F: 87.34%
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+ 2024-05-28 04:41:28 INFO dev: loss: nan - UP: 60.76% UR: 40.37% UF: 48.51% P: 59.07% R: 39.25% F: 47.16%
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+ 2024-05-28 04:41:30 INFO test: loss: nan - UP: 53.14% UR: 36.43% UF: 43.22% P: 51.26% R: 35.14% F: 41.69%
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+ 2024-05-28 04:41:30 INFO 0:00:13.703456s elapsed
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+ 2024-05-28 04:41:41 INFO lr: 4.9400e-05 - loss: 0.0009 - UP: 91.11% UR: 83.55% UF: 87.17% P: 91.08% R: 83.52% F: 87.14%
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+ 2024-05-28 04:41:43 INFO test: loss: nan - UP: 53.98% UR: 36.21% UF: 43.35% P: 52.13% R: 34.97% F: 41.86%
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+ 2024-05-28 04:41:43 INFO 0:00:13.812640s elapsed
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+ 2024-05-28 04:41:55 INFO lr: 4.9390e-05 - loss: nan - UP: 92.74% UR: 84.82% UF: 88.60% P: 92.71% R: 84.79% F: 88.58%
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+ 2024-05-28 04:41:57 INFO test: loss: nan - UP: 51.81% UR: 36.91% UF: 43.11% P: 49.85% R: 35.52% F: 41.48%
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+ 2024-05-28 04:41:57 INFO 0:00:13.872326s elapsed
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+ 2024-05-28 04:42:09 INFO lr: 4.9380e-05 - loss: 0.0054 - UP: 91.57% UR: 82.77% UF: 86.95% P: 91.50% R: 82.70% F: 86.88%
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+ 2024-05-28 04:42:10 INFO dev: loss: nan - UP: 51.55% UR: 39.41% UF: 44.67% P: 50.09% R: 38.28% F: 43.40%
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+ 2024-05-28 04:42:11 INFO test: loss: nan - UP: 50.24% UR: 35.81% UF: 41.82% P: 48.64% R: 34.67% F: 40.48%
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+ 2024-05-28 04:42:11 INFO 0:00:13.972726s elapsed
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+ 2024-05-28 04:42:23 INFO lr: 4.9370e-05 - loss: 0.0037 - UP: 87.55% UR: 78.89% UF: 82.99% P: 87.41% R: 78.76% F: 82.86%
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+ 2024-05-28 04:42:25 INFO test: loss: nan - UP: 55.13% UR: 36.32% UF: 43.79% P: 53.27% R: 35.09% F: 42.31%
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+ 2024-05-28 04:42:25 INFO 0:00:13.962201s elapsed
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+ 2024-05-28 04:42:36 INFO lr: 4.9360e-05 - loss: 0.0024 - UP: 91.54% UR: 84.04% UF: 87.63% P: 91.54% R: 84.04% F: 87.63%
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+ 2024-05-28 04:42:39 INFO 0:00:13.929796s elapsed
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+ 2024-05-28 04:42:50 INFO lr: 4.9350e-05 - loss: 0.0020 - UP: 92.78% UR: 86.02% UF: 89.27% P: 92.78% R: 86.02% F: 89.27%
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+ 2024-05-28 04:42:53 INFO 0:00:13.950526s elapsed
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+ 2024-05-28 04:43:04 INFO lr: 4.9340e-05 - loss: 0.0008 - UP: 93.50% UR: 87.99% UF: 90.66% P: 93.49% R: 87.99% F: 90.65%
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+ 2024-05-28 04:43:06 INFO dev: loss: nan - UP: 55.47% UR: 41.28% UF: 47.34% P: 53.58% R: 39.87% F: 45.72%
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+ 2024-05-28 04:43:07 INFO test: loss: nan - UP: 52.34% UR: 41.54% UF: 46.32% P: 50.56% R: 40.12% F: 44.74%
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+ 2024-05-28 04:43:07 INFO 0:00:13.907397s elapsed
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+ 2024-05-28 04:43:18 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 92.26% UR: 85.76% UF: 88.89% P: 92.18% R: 85.68% F: 88.81%
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+ 2024-05-28 04:43:19 INFO dev: loss: nan - UP: 54.96% UR: 42.48% UF: 47.92% P: 53.07% R: 41.02% F: 46.28%
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+ 2024-05-28 04:43:21 INFO test: loss: nan - UP: 51.99% UR: 40.29% UF: 45.40% P: 50.22% R: 38.92% F: 43.85%
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+ 2024-05-28 04:43:21 INFO 0:00:13.900638s elapsed
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+ 2024-05-28 04:43:32 INFO lr: 4.9320e-05 - loss: 0.0038 - UP: 93.03% UR: 86.55% UF: 89.67% P: 93.01% R: 86.54% F: 89.66%
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+ 2024-05-28 04:43:35 INFO test: loss: nan - UP: 54.37% UR: 36.26% UF: 43.50% P: 52.66% R: 35.12% F: 42.13%
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+ 2024-05-28 04:43:35 INFO 0:00:13.940916s elapsed
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+ 2024-05-28 04:43:46 INFO lr: 4.9310e-05 - loss: 0.0096 - UP: 92.36% UR: 86.40% UF: 89.28% P: 92.34% R: 86.39% F: 89.27%
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+ 2024-05-28 04:43:49 INFO test: loss: nan - UP: 50.84% UR: 43.69% UF: 46.99% P: 49.02% R: 42.13% F: 45.31%
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+ 2024-05-28 04:43:49 INFO 0:00:13.884686s elapsed
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+ 2024-05-28 04:44:00 INFO lr: 4.9300e-05 - loss: 0.0032 - UP: 87.23% UR: 79.77% UF: 83.34% P: 87.05% R: 79.61% F: 83.16%
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+ 2024-05-28 04:44:01 INFO dev: loss: nan - UP: 57.57% UR: 39.01% UF: 46.51% P: 55.37% R: 37.53% F: 44.73%
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+ 2024-05-28 04:44:03 INFO test: loss: nan - UP: 52.17% UR: 38.39% UF: 44.23% P: 50.16% R: 36.91% F: 42.53%
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+ 2024-05-28 04:44:03 INFO 0:00:13.869975s elapsed
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+ 2024-05-28 04:44:14 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 88.02% UR: 79.17% UF: 83.36% P: 87.99% R: 79.14% F: 83.33%
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+ 2024-05-28 04:44:15 INFO dev: loss: nan - UP: 61.23% UR: 36.14% UF: 45.45% P: 59.42% R: 35.07% F: 44.11%
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+ 2024-05-28 04:44:17 INFO test: loss: nan - UP: 51.63% UR: 34.46% UF: 41.33% P: 49.67% R: 33.15% F: 39.76%
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+ 2024-05-28 04:44:17 INFO 0:00:13.945074s elapsed
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+ 2024-05-28 04:44:17 INFO Epoch 72 / 5000:
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+ 2024-05-28 04:44:28 INFO lr: 4.9280e-05 - loss: nan - UP: 91.84% UR: 83.91% UF: 87.69% P: 91.84% R: 83.91% F: 87.69%
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+ 2024-05-28 04:44:29 INFO dev: loss: nan - UP: 56.24% UR: 36.09% UF: 43.97% P: 54.58% R: 35.02% F: 42.66%
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+ 2024-05-28 04:44:31 INFO test: loss: nan - UP: 49.61% UR: 32.39% UF: 39.19% P: 47.99% R: 31.33% F: 37.91%
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+ 2024-05-28 04:44:31 INFO 0:00:13.905228s elapsed
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+ 2024-05-28 04:44:31 INFO Epoch 73 / 5000:
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+ 2024-05-28 04:44:42 INFO lr: 4.9270e-05 - loss: 0.0015 - UP: 91.52% UR: 84.76% UF: 88.01% P: 91.47% R: 84.71% F: 87.96%
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+ 2024-05-28 04:44:43 INFO dev: loss: nan - UP: 55.99% UR: 43.40% UF: 48.90% P: 54.44% R: 42.20% F: 47.54%
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+ 2024-05-28 04:44:44 INFO test: loss: nan - UP: 50.45% UR: 40.21% UF: 44.75% P: 48.78% R: 38.88% F: 43.27%
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+ 2024-05-28 04:44:51 INFO 0:00:13.863202s elapsed (saved)
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+ 2024-05-28 04:44:51 INFO Epoch 74 / 5000:
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+ 2024-05-28 04:45:02 INFO lr: 4.9260e-05 - loss: 0.0009 - UP: 92.70% UR: 86.06% UF: 89.26% P: 92.66% R: 86.03% F: 89.22%
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+ 2024-05-28 04:45:03 INFO dev: loss: nan - UP: 65.68% UR: 38.05% UF: 48.18% P: 64.01% R: 37.08% F: 46.96%
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+ 2024-05-28 04:45:05 INFO test: loss: nan - UP: 56.17% UR: 34.63% UF: 42.84% P: 54.28% R: 33.47% F: 41.41%
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+ 2024-05-28 04:45:05 INFO 0:00:13.668349s elapsed
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+ 2024-05-28 04:45:05 INFO Epoch 75 / 5000:
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+ 2024-05-28 04:45:16 INFO lr: 4.9250e-05 - loss: nan - UP: 92.94% UR: 87.12% UF: 89.94% P: 92.89% R: 87.08% F: 89.89%
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+ 2024-05-28 04:45:17 INFO dev: loss: nan - UP: 51.95% UR: 42.38% UF: 46.68% P: 49.10% R: 40.06% F: 44.12%
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+ 2024-05-28 04:45:19 INFO test: loss: nan - UP: 46.28% UR: 38.92% UF: 42.28% P: 43.84% R: 36.87% F: 40.06%
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+ 2024-05-28 04:45:19 INFO 0:00:13.774194s elapsed
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+ 2024-05-28 04:45:19 INFO Epoch 76 / 5000:
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+ 2024-05-28 04:45:30 INFO lr: 4.9240e-05 - loss: 0.0038 - UP: 91.70% UR: 83.43% UF: 87.37% P: 91.48% R: 83.23% F: 87.16%
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+ 2024-05-28 04:45:31 INFO dev: loss: nan - UP: 49.45% UR: 46.74% UF: 48.05% P: 47.63% R: 45.02% F: 46.28%
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+ 2024-05-28 04:45:32 INFO test: loss: nan - UP: 44.41% UR: 45.07% UF: 44.74% P: 42.85% R: 43.48% F: 43.16%
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+ 2024-05-28 04:45:32 INFO 0:00:13.885286s elapsed
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+ 2024-05-28 04:45:32 INFO Epoch 77 / 5000:
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+ 2024-05-28 04:45:44 INFO lr: 4.9230e-05 - loss: 0.0016 - UP: 93.58% UR: 88.21% UF: 90.82% P: 93.57% R: 88.20% F: 90.80%
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+ 2024-05-28 04:45:45 INFO dev: loss: nan - UP: 56.24% UR: 41.88% UF: 48.01% P: 54.59% R: 40.66% F: 46.60%
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+ 2024-05-28 04:45:46 INFO test: loss: nan - UP: 50.50% UR: 40.59% UF: 45.00% P: 48.97% R: 39.36% F: 43.65%
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+ 2024-05-28 04:45:46 INFO 0:00:13.979543s elapsed
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+ 2024-05-28 04:45:46 INFO Epoch 78 / 5000:
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+ 2024-05-28 04:45:58 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 94.20% UR: 88.95% UF: 91.50% P: 94.18% R: 88.93% F: 91.48%
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+ 2024-05-28 04:45:59 INFO dev: loss: nan - UP: 55.32% UR: 43.11% UF: 48.46% P: 53.52% R: 41.70% F: 46.88%
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+ 2024-05-28 04:46:00 INFO test: loss: nan - UP: 47.83% UR: 41.16% UF: 44.24% P: 46.18% R: 39.74% F: 42.72%
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+ 2024-05-28 04:46:00 INFO 0:00:13.929868s elapsed
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+ 2024-05-28 04:46:12 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 94.63% UR: 90.76% UF: 92.65% P: 94.63% R: 90.76% F: 92.65%
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+ 2024-05-28 04:46:13 INFO dev: loss: nan - UP: 58.20% UR: 42.04% UF: 48.82% P: 56.36% R: 40.71% F: 47.27%
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+ 2024-05-28 04:46:14 INFO test: loss: nan - UP: 50.03% UR: 39.43% UF: 44.10% P: 48.45% R: 38.18% F: 42.70%
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+ 2024-05-28 04:46:14 INFO 0:00:13.954011s elapsed
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+ 2024-05-28 04:46:26 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 95.30% UR: 91.22% UF: 93.21% P: 95.30% R: 91.22% F: 93.21%
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+ 2024-05-28 04:46:27 INFO dev: loss: nan - UP: 54.57% UR: 44.13% UF: 48.80% P: 52.82% R: 42.72% F: 47.24%
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+ 2024-05-28 04:46:28 INFO test: loss: nan - UP: 49.62% UR: 41.81% UF: 45.38% P: 48.07% R: 40.50% F: 43.96%
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+ 2024-05-28 04:46:28 INFO 0:00:13.987025s elapsed
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+ 2024-05-28 04:46:39 INFO lr: 4.9190e-05 - loss: 0.0006 - UP: 95.07% UR: 91.83% UF: 93.42% P: 95.07% R: 91.83% F: 93.42%
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+ 2024-05-28 04:46:41 INFO dev: loss: nan - UP: 59.55% UR: 39.69% UF: 47.64% P: 57.64% R: 38.41% F: 46.10%
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+ 2024-05-28 04:46:42 INFO test: loss: nan - UP: 53.88% UR: 38.62% UF: 44.99% P: 52.23% R: 37.44% F: 43.61%
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+ 2024-05-28 04:46:42 INFO 0:00:13.946796s elapsed
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+ 2024-05-28 04:46:53 INFO lr: 4.9180e-05 - loss: 0.0015 - UP: 95.12% UR: 92.22% UF: 93.65% P: 95.08% R: 92.17% F: 93.60%
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+ 2024-05-28 04:46:55 INFO dev: loss: nan - UP: 60.87% UR: 40.11% UF: 48.36% P: 58.89% R: 38.80% F: 46.78%
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+ 2024-05-28 04:46:56 INFO test: loss: nan - UP: 55.70% UR: 38.73% UF: 45.69% P: 53.87% R: 37.46% F: 44.19%
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+ 2024-05-28 04:46:56 INFO 0:00:13.969467s elapsed
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+ 2024-05-28 04:47:07 INFO lr: 4.9170e-05 - loss: nan - UP: 95.60% UR: 92.19% UF: 93.86% P: 95.59% R: 92.18% F: 93.86%
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+ 2024-05-28 04:47:09 INFO dev: loss: nan - UP: 62.18% UR: 39.90% UF: 48.61% P: 60.43% R: 38.78% F: 47.24%
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+ 2024-05-28 04:47:10 INFO test: loss: nan - UP: 54.99% UR: 37.84% UF: 44.83% P: 53.24% R: 36.64% F: 43.40%
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+ 2024-05-28 04:47:10 INFO 0:00:13.918071s elapsed
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+ 2024-05-28 04:47:10 INFO Epoch 84 / 5000:
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+ 2024-05-28 04:47:21 INFO lr: 4.9160e-05 - loss: 0.0013 - UP: 95.53% UR: 92.85% UF: 94.17% P: 95.51% R: 92.82% F: 94.15%
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+ 2024-05-28 04:47:23 INFO dev: loss: nan - UP: 51.38% UR: 47.47% UF: 49.35% P: 49.46% R: 45.69% F: 47.50%
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+ 2024-05-28 04:47:24 INFO test: loss: nan - UP: 46.22% UR: 43.95% UF: 45.06% P: 44.64% R: 42.45% F: 43.52%
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+ 2024-05-28 04:47:24 INFO 0:00:13.942534s elapsed
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+ 2024-05-28 04:47:35 INFO lr: 4.9150e-05 - loss: 0.0006 - UP: 95.49% UR: 92.76% UF: 94.11% P: 95.49% R: 92.76% F: 94.11%
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+ 2024-05-28 04:47:36 INFO dev: loss: nan - UP: 54.51% UR: 38.34% UF: 45.01% P: 52.58% R: 36.98% F: 43.42%
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+ 2024-05-28 04:47:38 INFO test: loss: nan - UP: 50.11% UR: 37.63% UF: 42.98% P: 48.45% R: 36.38% F: 41.56%
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+ 2024-05-28 04:47:38 INFO 0:00:13.920455s elapsed
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+ 2024-05-28 04:47:49 INFO lr: 4.9140e-05 - loss: 0.0006 - UP: 95.38% UR: 92.43% UF: 93.88% P: 95.38% R: 92.43% F: 93.88%
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+ 2024-05-28 04:47:50 INFO dev: loss: nan - UP: 54.23% UR: 41.13% UF: 46.78% P: 52.20% R: 39.59% F: 45.03%
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+ 2024-05-28 04:47:52 INFO test: loss: nan - UP: 51.35% UR: 40.23% UF: 45.11% P: 49.51% R: 38.79% F: 43.50%
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+ 2024-05-28 04:47:52 INFO 0:00:13.965485s elapsed
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+ 2024-05-28 04:47:52 INFO Epoch 87 / 5000:
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+ 2024-05-28 04:48:03 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 96.20% UR: 93.42% UF: 94.79% P: 96.20% R: 93.42% F: 94.79%
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+ 2024-05-28 04:49:02 INFO test: loss: nan - UP: 55.77% UR: 37.38% UF: 44.76% P: 54.10% R: 36.26% F: 43.42%
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+ 2024-05-28 04:49:50 INFO 0:00:13.759703s elapsed
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+ 2024-05-28 04:50:01 INFO lr: 4.9050e-05 - loss: 0.0012 - UP: 97.38% UR: 95.30% UF: 96.33% P: 97.37% R: 95.29% F: 96.32%
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+ 2024-05-28 04:50:04 INFO test: loss: nan - UP: 53.11% UR: 40.21% UF: 45.77% P: 51.30% R: 38.83% F: 44.20%
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+ 2024-05-28 04:51:00 INFO 0:00:13.979481s elapsed
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+ 2024-05-28 04:51:11 INFO lr: 4.9000e-05 - loss: 0.0006 - UP: 97.16% UR: 94.93% UF: 96.03% P: 97.15% R: 94.93% F: 96.03%
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+ 2024-05-28 04:51:14 INFO 0:00:13.976015s elapsed
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+ 2024-05-28 04:51:28 INFO 0:00:13.938983s elapsed
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+ 2024-05-28 04:51:39 INFO lr: 4.8980e-05 - loss: 0.0006 - UP: 97.74% UR: 96.11% UF: 96.92% P: 97.74% R: 96.11% F: 96.92%
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+ 2024-05-28 04:51:42 INFO 0:00:13.946312s elapsed
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+ 2024-05-28 04:51:53 INFO lr: 4.8970e-05 - loss: 0.0005 - UP: 97.81% UR: 96.67% UF: 97.24% P: 97.81% R: 96.67% F: 97.24%
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+ 2024-05-28 04:51:56 INFO 0:00:13.909948s elapsed
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+ 2024-05-28 04:52:07 INFO lr: 4.8960e-05 - loss: 0.0002 - UP: 97.66% UR: 96.56% UF: 97.11% P: 97.65% R: 96.55% F: 97.10%
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+ 2024-05-28 04:52:08 INFO dev: loss: nan - UP: 58.11% UR: 42.82% UF: 49.31% P: 56.27% R: 41.47% F: 47.75%
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+ 2024-05-28 04:52:10 INFO test: loss: nan - UP: 53.36% UR: 39.91% UF: 45.67% P: 51.61% R: 38.60% F: 44.17%
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+ 2024-05-28 04:52:10 INFO 0:00:13.926323s elapsed
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+ 2024-05-28 04:52:21 INFO lr: 4.8950e-05 - loss: 0.0004 - UP: 97.78% UR: 96.04% UF: 96.90% P: 97.77% R: 96.03% F: 96.89%
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+ 2024-05-28 04:52:22 INFO dev: loss: nan - UP: 54.18% UR: 43.76% UF: 48.42% P: 52.50% R: 42.41% F: 46.92%
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+ 2024-05-28 04:52:23 INFO test: loss: nan - UP: 50.54% UR: 40.67% UF: 45.07% P: 48.78% R: 39.26% F: 43.50%
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+ 2024-05-28 04:52:23 INFO 0:00:13.867131s elapsed
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+ 2024-05-28 04:52:35 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 97.89% UR: 97.18% UF: 97.53% P: 97.89% R: 97.18% F: 97.53%
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+ 2024-05-28 04:52:36 INFO dev: loss: nan - UP: 61.13% UR: 38.78% UF: 47.45% P: 59.40% R: 37.68% F: 46.11%
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+ 2024-05-28 04:52:37 INFO test: loss: nan - UP: 55.45% UR: 36.19% UF: 43.80% P: 53.61% R: 34.99% F: 42.34%
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+ 2024-05-28 04:52:37 INFO 0:00:13.906515s elapsed
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+ 2024-05-28 04:52:48 INFO lr: 4.8930e-05 - loss: 0.0005 - UP: 97.88% UR: 96.44% UF: 97.16% P: 97.88% R: 96.44% F: 97.16%
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+ 2024-05-28 04:52:50 INFO dev: loss: nan - UP: 58.92% UR: 41.88% UF: 48.96% P: 57.20% R: 40.66% F: 47.53%
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+ 2024-05-28 04:52:51 INFO test: loss: nan - UP: 53.20% UR: 39.68% UF: 45.46% P: 51.47% R: 38.39% F: 43.98%
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+ 2024-05-28 04:52:51 INFO 0:00:13.894633s elapsed
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+ 2024-05-28 04:53:02 INFO lr: 4.8920e-05 - loss: 0.0001 - UP: 97.87% UR: 97.04% UF: 97.46% P: 97.86% R: 97.04% F: 97.45%
714
+ 2024-05-28 04:53:04 INFO dev: loss: nan - UP: 60.35% UR: 33.72% UF: 43.26% P: 58.10% R: 32.46% F: 41.65%
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+ 2024-05-28 04:53:05 INFO test: loss: nan - UP: 56.36% UR: 34.00% UF: 42.41% P: 54.22% R: 32.71% F: 40.80%
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+ 2024-05-28 04:53:05 INFO 0:00:13.923993s elapsed
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+ 2024-05-28 04:53:05 INFO Epoch 109 / 5000:
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+ 2024-05-28 04:53:16 INFO lr: 4.8910e-05 - loss: 0.0002 - UP: 98.00% UR: 97.02% UF: 97.51% P: 98.00% R: 97.02% F: 97.51%
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+ 2024-05-28 04:53:18 INFO dev: loss: nan - UP: 53.53% UR: 44.96% UF: 48.87% P: 51.82% R: 43.53% F: 47.31%
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+ 2024-05-28 04:53:19 INFO test: loss: nan - UP: 50.63% UR: 42.43% UF: 46.17% P: 49.19% R: 41.22% F: 44.86%
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+ 2024-05-28 04:53:19 INFO 0:00:13.883567s elapsed
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+ 2024-05-28 04:53:19 INFO Epoch 110 / 5000:
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+ 2024-05-28 04:53:30 INFO lr: 4.8900e-05 - loss: 0.0004 - UP: 97.85% UR: 97.63% UF: 97.74% P: 97.85% R: 97.62% F: 97.73%
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+ 2024-05-28 04:53:31 INFO dev: loss: nan - UP: 68.39% UR: 33.82% UF: 45.26% P: 66.86% R: 33.06% F: 44.25%
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+ 2024-05-28 04:53:33 INFO test: loss: nan - UP: 63.31% UR: 33.26% UF: 43.61% P: 61.67% R: 32.39% F: 42.47%
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+ 2024-05-28 04:53:33 INFO 0:00:13.937899s elapsed
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+ 2024-05-28 04:53:33 INFO Epoch 111 / 5000:
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+ 2024-05-28 04:53:44 INFO lr: 4.8890e-05 - loss: 0.0019 - UP: 92.67% UR: 87.91% UF: 90.23% P: 92.64% R: 87.89% F: 90.20%
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+ 2024-05-28 04:53:45 INFO dev: loss: nan - UP: 49.83% UR: 46.69% UF: 48.21% P: 48.05% R: 45.02% F: 46.48%
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+ 2024-05-28 04:53:47 INFO test: loss: nan - UP: 45.21% UR: 45.98% UF: 45.59% P: 43.80% R: 44.54% F: 44.17%
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+ 2024-05-28 04:53:47 INFO 0:00:13.923475s elapsed
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+ 2024-05-28 04:53:58 INFO lr: 4.8880e-05 - loss: nan - UP: 95.28% UR: 90.94% UF: 93.06% P: 95.26% R: 90.93% F: 93.04%
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+ 2024-05-28 04:53:59 INFO dev: loss: nan - UP: 44.12% UR: 51.80% UF: 47.65% P: 42.61% R: 50.03% F: 46.02%
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+ 2024-05-28 04:54:01 INFO test: loss: nan - UP: 42.55% UR: 49.14% UF: 45.61% P: 40.89% R: 47.22% F: 43.83%
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+ 2024-05-28 04:54:01 INFO 0:00:13.940668s elapsed
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+ 2024-05-28 04:54:12 INFO lr: 4.8870e-05 - loss: 0.0019 - UP: 95.49% UR: 92.81% UF: 94.13% P: 95.49% R: 92.81% F: 94.13%
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+ 2024-05-28 04:54:13 INFO dev: loss: nan - UP: 54.39% UR: 42.20% UF: 47.52% P: 52.88% R: 41.02% F: 46.20%
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+ 2024-05-28 04:54:15 INFO test: loss: nan - UP: 50.54% UR: 40.88% UF: 45.20% P: 48.58% R: 39.30% F: 43.45%
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+ 2024-05-28 04:54:15 INFO 0:00:13.932126s elapsed
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+ 2024-05-28 04:54:26 INFO lr: 4.8860e-05 - loss: 0.0005 - UP: 95.50% UR: 93.23% UF: 94.35% P: 95.48% R: 93.21% F: 94.33%
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+ 2024-05-28 04:54:29 INFO test: loss: nan - UP: 52.37% UR: 34.29% UF: 41.45% P: 50.40% R: 33.00% F: 39.89%
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+ 2024-05-28 04:54:29 INFO 0:00:13.909165s elapsed
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+ 2024-05-28 04:54:40 INFO lr: 4.8850e-05 - loss: 0.0000 - UP: 96.16% UR: 93.50% UF: 94.81% P: 96.14% R: 93.49% F: 94.79%
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+ 2024-05-28 04:54:43 INFO test: loss: nan - UP: 51.91% UR: 39.57% UF: 44.91% P: 50.19% R: 38.26% F: 43.42%
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+ 2024-05-28 04:54:54 INFO lr: 4.8840e-05 - loss: 0.0005 - UP: 96.71% UR: 94.44% UF: 95.56% P: 96.68% R: 94.40% F: 95.53%
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+ 2024-05-28 04:55:08 INFO lr: 4.8830e-05 - loss: 0.0005 - UP: 97.25% UR: 96.02% UF: 96.63% P: 97.23% R: 96.00% F: 96.61%
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+ 2024-05-28 04:55:09 INFO dev: loss: nan - UP: 59.76% UR: 43.48% UF: 50.33% P: 58.00% R: 42.20% F: 48.85%
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+ 2024-05-28 04:55:17 INFO 0:00:13.951490s elapsed (saved)
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+ 2024-05-28 04:55:28 INFO lr: 4.8820e-05 - loss: 0.0003 - UP: 97.52% UR: 96.50% UF: 97.01% P: 97.52% R: 96.49% F: 97.00%
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+ 2024-05-28 04:55:42 INFO lr: 4.8810e-05 - loss: 0.0000 - UP: 97.80% UR: 96.62% UF: 97.20% P: 97.80% R: 96.62% F: 97.20%
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+ 2024-05-28 04:56:10 INFO lr: 4.8790e-05 - loss: 0.0003 - UP: 98.31% UR: 97.53% UF: 97.92% P: 98.31% R: 97.53% F: 97.92%
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+ 2024-05-28 04:56:24 INFO lr: 4.8780e-05 - loss: 0.0000 - UP: 98.52% UR: 97.66% UF: 98.09% P: 98.52% R: 97.66% F: 98.09%
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+ 2024-05-28 04:56:38 INFO lr: 4.8770e-05 - loss: 0.0002 - UP: 98.13% UR: 97.89% UF: 98.01% P: 98.12% R: 97.88% F: 98.00%
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+ 2024-05-28 04:56:52 INFO lr: 4.8760e-05 - loss: 0.0006 - UP: 98.48% UR: 97.92% UF: 98.20% P: 98.48% R: 97.92% F: 98.20%
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+ 2024-05-28 04:57:06 INFO lr: 4.8750e-05 - loss: nan - UP: 98.61% UR: 97.97% UF: 98.29% P: 98.61% R: 97.97% F: 98.29%
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+ 2024-05-28 04:57:20 INFO lr: 4.8740e-05 - loss: 0.0000 - UP: 98.84% UR: 98.02% UF: 98.43% P: 98.84% R: 98.02% F: 98.43%
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+ 2024-05-28 04:57:34 INFO lr: 4.8730e-05 - loss: nan - UP: 98.60% UR: 98.18% UF: 98.39% P: 98.59% R: 98.17% F: 98.38%
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+ 2024-05-28 04:57:47 INFO lr: 4.8720e-05 - loss: 0.0001 - UP: 98.70% UR: 98.04% UF: 98.37% P: 98.70% R: 98.04% F: 98.37%
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+ 2024-05-28 04:58:01 INFO lr: 4.8710e-05 - loss: 0.0004 - UP: 98.76% UR: 97.85% UF: 98.30% P: 98.76% R: 97.84% F: 98.30%
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+ 2024-05-28 04:58:15 INFO lr: 4.8700e-05 - loss: 0.0000 - UP: 98.79% UR: 98.31% UF: 98.55% P: 98.79% R: 98.31% F: 98.55%
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+ 2024-05-28 04:58:29 INFO lr: 4.8690e-05 - loss: 0.0001 - UP: 98.97% UR: 98.53% UF: 98.75% P: 98.96% R: 98.52% F: 98.74%
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+ 2024-05-28 04:58:39 INFO 0:00:13.920417s elapsed (saved)
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+ 2024-05-28 04:58:50 INFO lr: 4.8680e-05 - loss: 0.0001 - UP: 98.81% UR: 98.55% UF: 98.68% P: 98.81% R: 98.55% F: 98.68%
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+ 2024-05-28 04:58:52 INFO test: loss: nan - UP: 52.78% UR: 41.58% UF: 46.51% P: 50.95% R: 40.14% F: 44.91%
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+ 2024-05-28 04:59:00 INFO 0:00:13.683173s elapsed (saved)
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+ 2024-05-28 04:59:11 INFO lr: 4.8670e-05 - loss: 0.0004 - UP: 98.96% UR: 98.24% UF: 98.60% P: 98.96% R: 98.24% F: 98.60%
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+ 2024-05-28 04:59:13 INFO 0:00:13.682468s elapsed
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+ 2024-05-28 04:59:24 INFO lr: 4.8660e-05 - loss: 0.0003 - UP: 98.83% UR: 98.58% UF: 98.71% P: 98.83% R: 98.57% F: 98.70%
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+ 2024-05-28 04:59:27 INFO test: loss: nan - UP: 56.18% UR: 36.57% UF: 44.31% P: 54.01% R: 35.16% F: 42.59%
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+ 2024-05-28 04:59:27 INFO 0:00:13.802567s elapsed
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+ 2024-05-28 04:59:38 INFO lr: 4.8650e-05 - loss: 0.0000 - UP: 98.77% UR: 98.55% UF: 98.66% P: 98.77% R: 98.55% F: 98.66%
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+ 2024-05-28 04:59:41 INFO test: loss: nan - UP: 54.77% UR: 37.50% UF: 44.52% P: 52.92% R: 36.23% F: 43.01%
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+ 2024-05-28 04:59:41 INFO 0:00:13.829816s elapsed
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+ 2024-05-28 04:59:52 INFO lr: 4.8640e-05 - loss: 0.0001 - UP: 98.78% UR: 98.23% UF: 98.50% P: 98.78% R: 98.23% F: 98.50%
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+ 2024-05-28 04:59:53 INFO dev: loss: nan - UP: 60.28% UR: 39.93% UF: 48.04% P: 58.12% R: 38.49% F: 46.31%
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+ 2024-05-28 04:59:55 INFO test: loss: nan - UP: 57.26% UR: 38.66% UF: 46.16% P: 55.41% R: 37.42% F: 44.67%
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+ 2024-05-28 04:59:55 INFO 0:00:13.986454s elapsed
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+ 2024-05-28 05:00:06 INFO lr: 4.8630e-05 - loss: 0.0008 - UP: 97.23% UR: 96.81% UF: 97.02% P: 97.16% R: 96.74% F: 96.95%
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+ 2024-05-28 05:00:07 INFO dev: loss: nan - UP: 54.12% UR: 39.56% UF: 45.71% P: 52.23% R: 38.18% F: 44.11%
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+ 2024-05-28 05:00:09 INFO test: loss: nan - UP: 51.28% UR: 40.50% UF: 45.26% P: 49.38% R: 39.00% F: 43.58%
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+ 2024-05-28 05:00:09 INFO 0:00:13.989773s elapsed
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+ 2024-05-28 05:00:20 INFO lr: 4.8620e-05 - loss: 0.0056 - UP: 90.06% UR: 84.47% UF: 87.18% P: 89.73% R: 84.16% F: 86.86%
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+ 2024-05-28 05:00:21 INFO dev: loss: nan - UP: 48.66% UR: 40.68% UF: 44.31% P: 46.19% R: 38.62% F: 42.07%
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+ 2024-05-28 05:00:23 INFO test: loss: nan - UP: 44.73% UR: 38.12% UF: 41.16% P: 42.50% R: 36.21% F: 39.11%
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+ 2024-05-28 05:00:23 INFO 0:00:13.957497s elapsed
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+ 2024-05-28 05:00:34 INFO lr: 4.8610e-05 - loss: 0.0050 - UP: 88.54% UR: 77.45% UF: 82.62% P: 87.93% R: 76.91% F: 82.05%
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+ 2024-05-28 05:00:35 INFO dev: loss: nan - UP: 63.60% UR: 33.51% UF: 43.89% P: 60.72% R: 31.99% F: 41.91%
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+ 2024-05-28 05:00:37 INFO test: loss: nan - UP: 54.53% UR: 29.62% UF: 38.39% P: 52.35% R: 28.44% F: 36.86%
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+ 2024-05-28 05:00:37 INFO 0:00:13.961329s elapsed
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+ 2024-05-28 05:00:48 INFO lr: 4.8600e-05 - loss: 0.0020 - UP: 91.17% UR: 83.97% UF: 87.42% P: 90.85% R: 83.68% F: 87.12%
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+ 2024-05-28 05:00:49 INFO dev: loss: nan - UP: 63.61% UR: 30.79% UF: 41.50% P: 61.19% R: 29.62% F: 39.92%
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+ 2024-05-28 05:00:51 INFO test: loss: nan - UP: 57.56% UR: 30.40% UF: 39.79% P: 55.48% R: 29.30% F: 38.35%
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+ 2024-05-28 05:00:51 INFO 0:00:13.948880s elapsed
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+ 2024-05-28 05:00:51 INFO Epoch 141 / 5000:
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+ 2024-05-28 05:01:02 INFO lr: 4.8590e-05 - loss: nan - UP: 86.92% UR: 76.41% UF: 81.33% P: 86.40% R: 75.95% F: 80.84%
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+ 2024-05-28 05:01:03 INFO dev: loss: nan - UP: 55.22% UR: 34.63% UF: 42.57% P: 53.64% R: 33.64% F: 41.35%
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+ 2024-05-28 05:01:05 INFO test: loss: nan - UP: 49.01% UR: 32.85% UF: 39.34% P: 46.86% R: 31.42% F: 37.62%
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+ 2024-05-28 05:01:05 INFO 0:00:13.960660s elapsed
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+ 2024-05-28 05:01:16 INFO lr: 4.8580e-05 - loss: 0.0022 - UP: 93.33% UR: 86.33% UF: 89.70% P: 93.29% R: 86.29% F: 89.66%
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+ 2024-05-28 05:01:17 INFO dev: loss: nan - UP: 57.19% UR: 36.93% UF: 44.88% P: 55.09% R: 35.57% F: 43.23%
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+ 2024-05-28 05:01:19 INFO test: loss: nan - UP: 52.14% UR: 34.29% UF: 41.37% P: 49.89% R: 32.81% F: 39.59%
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+ 2024-05-28 05:01:19 INFO 0:00:13.923263s elapsed
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+ 2024-05-28 05:01:30 INFO lr: 4.8570e-05 - loss: 0.0001 - UP: 94.31% UR: 90.46% UF: 92.34% P: 94.26% R: 90.41% F: 92.29%
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+ 2024-05-28 05:01:31 INFO dev: loss: nan - UP: 47.87% UR: 48.12% UF: 48.00% P: 46.13% R: 46.37% F: 46.25%
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+ 2024-05-28 05:01:33 INFO test: loss: nan - UP: 44.67% UR: 42.89% UF: 43.76% P: 42.72% R: 41.01% F: 41.85%
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+ 2024-05-28 05:01:33 INFO 0:00:13.930815s elapsed
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+ 2024-05-28 05:01:44 INFO lr: 4.8560e-05 - loss: 0.0004 - UP: 95.99% UR: 93.08% UF: 94.51% P: 95.97% R: 93.06% F: 94.49%
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+ 2024-05-28 05:01:45 INFO dev: loss: nan - UP: 57.42% UR: 41.70% UF: 48.31% P: 55.62% R: 40.40% F: 46.80%
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+ 2024-05-28 05:01:47 INFO test: loss: nan - UP: 52.57% UR: 37.80% UF: 43.98% P: 50.51% R: 36.32% F: 42.26%
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+ 2024-05-28 05:01:47 INFO 0:00:13.899495s elapsed
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+ 2024-05-28 05:01:58 INFO lr: 4.8550e-05 - loss: 0.0006 - UP: 96.12% UR: 94.43% UF: 95.27% P: 96.11% R: 94.42% F: 95.26%
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+ 2024-05-28 05:02:00 INFO test: loss: nan - UP: 53.02% UR: 36.93% UF: 43.54% P: 50.83% R: 35.41% F: 41.74%
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+ 2024-05-28 05:02:00 INFO 0:00:13.910130s elapsed
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+ 2024-05-28 05:02:12 INFO lr: 4.8540e-05 - loss: 0.0010 - UP: 96.69% UR: 94.46% UF: 95.56% P: 96.65% R: 94.42% F: 95.52%
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+ 2024-05-28 05:02:14 INFO 0:00:13.917424s elapsed
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+ 2024-05-28 05:02:25 INFO lr: 4.8530e-05 - loss: 0.0001 - UP: 97.55% UR: 95.26% UF: 96.39% P: 97.54% R: 95.25% F: 96.38%
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+ 2024-05-28 05:02:39 INFO lr: 4.8520e-05 - loss: 0.0007 - UP: 98.08% UR: 96.89% UF: 97.48% P: 98.07% R: 96.89% F: 97.48%
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+ 2024-05-28 05:02:53 INFO lr: 4.8510e-05 - loss: 0.0003 - UP: 98.09% UR: 96.51% UF: 97.29% P: 98.09% R: 96.51% F: 97.29%
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+ 2024-05-28 05:02:55 INFO dev: loss: nan - UP: 50.44% UR: 44.57% UF: 47.33% P: 48.55% R: 42.90% F: 45.55%
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+ 2024-05-28 05:03:07 INFO lr: 4.8500e-05 - loss: 0.0006 - UP: 97.95% UR: 96.89% UF: 97.42% P: 97.95% R: 96.89% F: 97.42%
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+ 2024-05-28 05:03:10 INFO 0:00:13.928086s elapsed
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+ 2024-05-28 05:03:10 INFO Epoch 151 / 5000:
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+ 2024-05-28 05:03:21 INFO lr: 4.8490e-05 - loss: nan - UP: 98.44% UR: 97.44% UF: 97.94% P: 98.42% R: 97.42% F: 97.91%
972
+ 2024-05-28 05:03:22 INFO dev: loss: nan - UP: 51.61% UR: 44.78% UF: 47.95% P: 49.92% R: 43.32% F: 46.39%
973
+ 2024-05-28 05:03:24 INFO test: loss: nan - UP: 51.43% UR: 44.05% UF: 47.46% P: 49.61% R: 42.49% F: 45.77%
974
+ 2024-05-28 05:03:24 INFO 0:00:13.924629s elapsed
975
+
976
+ 2024-05-28 05:03:24 INFO Epoch 152 / 5000:
977
+ 2024-05-28 05:03:35 INFO lr: 4.8480e-05 - loss: 0.0001 - UP: 98.24% UR: 97.85% UF: 98.04% P: 98.23% R: 97.84% F: 98.04%
978
+ 2024-05-28 05:03:36 INFO dev: loss: nan - UP: 54.60% UR: 43.19% UF: 48.23% P: 52.66% R: 41.65% F: 46.51%
979
+ 2024-05-28 05:03:38 INFO test: loss: nan - UP: 53.38% UR: 42.74% UF: 47.47% P: 51.48% R: 41.22% F: 45.78%
980
+ 2024-05-28 05:03:38 INFO 0:00:13.883248s elapsed
981
+
982
+ 2024-05-28 05:03:38 INFO Epoch 153 / 5000:
983
+ 2024-05-28 05:03:49 INFO lr: 4.8470e-05 - loss: 0.0008 - UP: 98.40% UR: 97.08% UF: 97.73% P: 98.40% R: 97.08% F: 97.73%
984
+ 2024-05-28 05:03:50 INFO dev: loss: nan - UP: 56.30% UR: 42.07% UF: 48.16% P: 54.73% R: 40.89% F: 46.81%
985
+ 2024-05-28 05:03:52 INFO test: loss: nan - UP: 54.43% UR: 39.24% UF: 45.60% P: 52.70% R: 37.99% F: 44.15%
986
+ 2024-05-28 05:03:52 INFO 0:00:13.903819s elapsed
987
+
988
+ 2024-05-28 05:03:52 INFO Epoch 154 / 5000:
989
+ 2024-05-28 05:04:03 INFO lr: 4.8460e-05 - loss: 0.0003 - UP: 98.46% UR: 97.89% UF: 98.17% P: 98.43% R: 97.86% F: 98.14%
990
+ 2024-05-28 05:04:04 INFO dev: loss: nan - UP: 56.38% UR: 40.47% UF: 47.12% P: 54.53% R: 39.14% F: 45.57%
991
+ 2024-05-28 05:04:06 INFO test: loss: nan - UP: 54.62% UR: 38.98% UF: 45.49% P: 52.58% R: 37.52% F: 43.79%
992
+ 2024-05-28 05:04:06 INFO 0:00:13.907057s elapsed
993
+
994
+ 2024-05-28 05:04:06 INFO Epoch 155 / 5000:
995
+ 2024-05-28 05:04:17 INFO lr: 4.8450e-05 - loss: 0.0006 - UP: 98.44% UR: 98.26% UF: 98.35% P: 98.44% R: 98.26% F: 98.35%
996
+ 2024-05-28 05:04:18 INFO dev: loss: nan - UP: 51.86% UR: 43.22% UF: 47.15% P: 49.77% R: 41.47% F: 45.24%
997
+ 2024-05-28 05:04:20 INFO test: loss: nan - UP: 49.76% UR: 41.12% UF: 45.03% P: 47.97% R: 39.64% F: 43.41%
998
+ 2024-05-28 05:04:20 INFO 0:00:13.931579s elapsed
999
+
1000
+ 2024-05-28 05:04:20 INFO Epoch 156 / 5000:
1001
+ 2024-05-28 05:04:31 INFO lr: 4.8440e-05 - loss: 0.0000 - UP: 98.80% UR: 98.01% UF: 98.40% P: 98.80% R: 98.01% F: 98.40%
1002
+ 2024-05-28 05:04:32 INFO dev: loss: nan - UP: 54.58% UR: 42.12% UF: 47.55% P: 52.49% R: 40.50% F: 45.72%
1003
+ 2024-05-28 05:04:34 INFO test: loss: nan - UP: 52.47% UR: 39.97% UF: 45.38% P: 50.61% R: 38.56% F: 43.77%
1004
+ 2024-05-28 05:04:34 INFO 0:00:13.911210s elapsed
1005
+
1006
+ 2024-05-28 05:04:34 INFO Epoch 157 / 5000:
1007
+ 2024-05-28 05:04:45 INFO lr: 4.8430e-05 - loss: 0.0003 - UP: 98.05% UR: 96.97% UF: 97.51% P: 98.05% R: 96.97% F: 97.51%
1008
+ 2024-05-28 05:04:46 INFO dev: loss: nan - UP: 57.61% UR: 37.94% UF: 45.75% P: 55.67% R: 36.66% F: 44.21%
1009
+ 2024-05-28 05:04:47 INFO test: loss: nan - UP: 57.09% UR: 36.32% UF: 44.40% P: 54.97% R: 34.97% F: 42.74%
1010
+ 2024-05-28 05:04:47 INFO 0:00:13.941628s elapsed
1011
+
1012
+ 2024-05-28 05:04:47 INFO Epoch 158 / 5000:
1013
+ 2024-05-28 05:04:59 INFO lr: 4.8420e-05 - loss: 0.0001 - UP: 98.64% UR: 97.64% UF: 98.14% P: 98.64% R: 97.64% F: 98.14%
1014
+ 2024-05-28 05:05:00 INFO dev: loss: nan - UP: 53.77% UR: 42.64% UF: 47.56% P: 52.02% R: 41.26% F: 46.02%
1015
+ 2024-05-28 05:05:01 INFO test: loss: nan - UP: 53.26% UR: 40.52% UF: 46.03% P: 51.35% R: 39.07% F: 44.37%
1016
+ 2024-05-28 05:05:01 INFO 0:00:13.902997s elapsed
1017
+
1018
+ 2024-05-28 05:05:01 INFO Epoch 159 / 5000:
1019
+ 2024-05-28 05:05:13 INFO lr: 4.8410e-05 - loss: 0.0003 - UP: 98.76% UR: 97.41% UF: 98.08% P: 98.76% R: 97.41% F: 98.08%
1020
+ 2024-05-28 05:05:14 INFO dev: loss: nan - UP: 55.14% UR: 37.63% UF: 44.73% P: 53.46% R: 36.48% F: 43.37%
1021
+ 2024-05-28 05:05:15 INFO test: loss: nan - UP: 56.59% UR: 37.82% UF: 45.34% P: 54.76% R: 36.59% F: 43.87%
1022
+ 2024-05-28 05:05:15 INFO 0:00:13.913632s elapsed
1023
+
1024
+ 2024-05-28 05:05:15 INFO Epoch 160 / 5000:
1025
+ 2024-05-28 05:05:26 INFO lr: 4.8400e-05 - loss: nan - UP: 97.97% UR: 96.87% UF: 97.42% P: 97.96% R: 96.86% F: 97.41%
1026
+ 2024-05-28 05:05:28 INFO dev: loss: nan - UP: 65.20% UR: 30.22% UF: 41.30% P: 62.89% R: 29.15% F: 39.84%
1027
+ 2024-05-28 05:05:29 INFO test: loss: nan - UP: 62.61% UR: 31.52% UF: 41.93% P: 60.09% R: 30.26% F: 40.25%
1028
+ 2024-05-28 05:05:29 INFO 0:00:13.947941s elapsed
1029
+
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+ 2024-05-28 05:05:29 INFO Epoch 161 / 5000:
1031
+ 2024-05-28 05:05:40 INFO lr: 4.8390e-05 - loss: 0.0036 - UP: 93.82% UR: 91.62% UF: 92.71% P: 93.75% R: 91.55% F: 92.64%
1032
+ 2024-05-28 05:05:42 INFO dev: loss: nan - UP: 51.47% UR: 43.76% UF: 47.31% P: 49.54% R: 42.12% F: 45.53%
1033
+ 2024-05-28 05:05:43 INFO test: loss: nan - UP: 47.94% UR: 38.16% UF: 42.49% P: 45.47% R: 36.19% F: 40.31%
1034
+ 2024-05-28 05:05:43 INFO 0:00:13.873746s elapsed
1035
+
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+ 2024-05-28 05:05:43 INFO Epoch 162 / 5000:
1037
+ 2024-05-28 05:05:54 INFO lr: 4.8380e-05 - loss: 0.0020 - UP: 92.56% UR: 83.91% UF: 88.03% P: 92.36% R: 83.73% F: 87.84%
1038
+ 2024-05-28 05:05:55 INFO dev: loss: nan - UP: 41.80% UR: 44.75% UF: 43.23% P: 40.26% R: 43.11% F: 41.64%
1039
+ 2024-05-28 05:05:57 INFO test: loss: nan - UP: 40.71% UR: 44.22% UF: 42.39% P: 38.98% R: 42.34% F: 40.59%
1040
+ 2024-05-28 05:05:57 INFO 0:00:13.864223s elapsed
1041
+
1042
+ 2024-05-28 05:06:07 INFO Epoch 132 saved
1043
+ 2024-05-28 05:06:07 INFO dev: UP: 58.57% UR: 45.56% UF: 51.25% P: 56.36% R: 43.84% F: 49.32%
1044
+ 2024-05-28 05:06:07 INFO test: UP: 52.78% UR: 41.58% UF: 46.51% P: 50.95% R: 40.14% F: 44.91%
1045
+ 2024-05-28 05:06:07 INFO 0:37:29.742776s elapsed, 0:00:13.887301s/epoch