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.gitattributes CHANGED
@@ -4560,3 +4560,5 @@ models/norec/sdp_byGenAI_desc/10/model_vi_norec_nbbert_6 filter=lfs diff=lfs mer
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  models/norec/sdp_byKNNi3_asc/5/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
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+ 2024-08-11 22:39:42 INFO
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+ ---------------------+-------------------------------
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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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_byKNNi3_asc/10/model_vi_norec_nbbert_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi3_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi3_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | NbAiLab/nb-bert-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 22:39:42 INFO Building the fields
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+ 2024-08-11 22:39:42 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-11 22:39:42 INFO Building the model
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+ 2024-08-11 22:39:44 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(NbAiLab/nb-bert-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-11 22:39:44 INFO Loading the data
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+ 2024-08-11 22:39:46 INFO
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+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 22:39:46 INFO Epoch 1 / 5000:
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+ 2024-08-11 22:39:49 INFO lr: 4.9990e-05 - loss: nan - UP: 0.66% UR: 2.57% UF: 1.05% P: 0.38% R: 1.47% F: 0.60%
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+ 2024-08-11 22:39:50 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:50 INFO test: loss: 0.1580 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:50 INFO 0:00:04.237090s elapsed
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+ 2024-08-11 22:39:50 INFO Epoch 2 / 5000:
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+ 2024-08-11 22:39:53 INFO lr: 4.9980e-05 - loss: 0.1241 - UP: 27.78% UR: 0.16% UF: 0.31% P: 27.78% R: 0.16% F: 0.31%
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+ 2024-08-11 22:39:53 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:54 INFO test: loss: 0.1426 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:54 INFO 0:00:03.796393s elapsed
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+ 2024-08-11 22:39:54 INFO Epoch 3 / 5000:
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+ 2024-08-11 22:39:57 INFO lr: 4.9970e-05 - loss: 0.1044 - UP: 31.71% UR: 2.04% UF: 3.83% P: 26.34% R: 1.69% F: 3.18%
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+ 2024-08-11 22:39:57 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:58 INFO test: loss: 0.1694 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 22:39:58 INFO 0:00:03.772672s elapsed
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+ 2024-08-11 22:40:01 INFO lr: 4.9960e-05 - loss: 0.0348 - UP: 20.75% UR: 1.57% UF: 2.91% P: 17.84% R: 1.35% F: 2.50%
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+ 2024-08-11 22:40:01 INFO dev: loss: nan - UP: 27.27% UR: 0.46% UF: 0.90% P: 27.27% R: 0.46% F: 0.90%
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+ 2024-08-11 22:40:02 INFO test: loss: 0.1509 - UP: 34.81% UR: 0.85% UF: 1.66% P: 31.49% R: 0.77% F: 1.50%
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+ 2024-08-11 22:40:05 INFO 0:00:03.726400s elapsed (saved)
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+ 2024-08-11 22:40:05 INFO Epoch 5 / 5000:
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+ 2024-08-11 22:40:07 INFO lr: 4.9950e-05 - loss: 0.0515 - UP: 40.17% UR: 4.42% UF: 7.96% P: 37.89% R: 4.17% F: 7.51%
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+ 2024-08-11 22:40:08 INFO dev: loss: nan - UP: 48.08% UR: 3.80% UF: 7.04% P: 44.23% R: 3.50% F: 6.48%
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+ 2024-08-11 22:40:08 INFO test: loss: 0.1500 - UP: 44.01% UR: 3.76% UF: 6.92% P: 35.02% R: 2.99% F: 5.51%
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+ 2024-08-11 22:40:12 INFO 0:00:03.830591s elapsed (saved)
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+ 2024-08-11 22:40:15 INFO lr: 4.9940e-05 - loss: 0.0594 - UP: 53.80% UR: 8.21% UF: 14.24% P: 49.28% R: 7.52% F: 13.04%
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+ 2024-08-11 22:40:15 INFO dev: loss: nan - UP: 55.56% UR: 0.76% UF: 1.50% P: 55.56% R: 0.76% F: 1.50%
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+ 2024-08-11 22:40:16 INFO test: loss: 0.1495 - UP: 63.06% UR: 0.94% UF: 1.86% P: 53.15% R: 0.79% F: 1.57%
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+ 2024-08-11 22:40:16 INFO 0:00:03.809876s elapsed
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+ 2024-08-11 22:40:19 INFO lr: 4.9930e-05 - loss: 0.0497 - UP: 47.30% UR: 9.87% UF: 16.33% P: 44.74% R: 9.33% F: 15.44%
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+ 2024-08-11 22:40:19 INFO dev: loss: nan - UP: 70.59% UR: 1.82% UF: 3.56% P: 64.71% R: 1.67% F: 3.26%
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+ 2024-08-11 22:40:20 INFO test: loss: 0.1512 - UP: 73.68% UR: 1.70% UF: 3.32% P: 66.08% R: 1.52% F: 2.97%
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+ 2024-08-11 22:40:20 INFO 0:00:03.858485s elapsed
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+
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+ 2024-08-11 22:40:20 INFO Epoch 8 / 5000:
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+ 2024-08-11 22:40:23 INFO lr: 4.9920e-05 - loss: 0.0211 - UP: 62.97% UR: 10.49% UF: 17.99% P: 62.22% R: 10.37% F: 17.77%
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+ 2024-08-11 22:40:23 INFO dev: loss: nan - UP: 21.05% UR: 2.43% UF: 4.36% P: 21.05% R: 2.43% F: 4.36%
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+ 2024-08-11 22:40:24 INFO test: loss: 0.1687 - UP: 49.92% UR: 4.20% UF: 7.75% P: 42.24% R: 3.55% F: 6.56%
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+ 2024-08-11 22:40:24 INFO 0:00:03.810193s elapsed
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+
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+ 2024-08-11 22:40:24 INFO Epoch 9 / 5000:
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+ 2024-08-11 22:40:26 INFO lr: 4.9910e-05 - loss: 0.0270 - UP: 42.20% UR: 12.97% UF: 19.84% P: 40.27% R: 12.37% F: 18.93%
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+ 2024-08-11 22:40:27 INFO dev: loss: nan - UP: 40.91% UR: 1.37% UF: 2.65% P: 40.91% R: 1.37% F: 2.65%
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+ 2024-08-11 22:40:28 INFO test: loss: 0.1902 - UP: 62.00% UR: 1.67% UF: 3.25% P: 47.00% R: 1.27% F: 2.46%
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+ 2024-08-11 22:40:28 INFO 0:00:03.806425s elapsed
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+ 2024-08-11 22:40:30 INFO lr: 4.9900e-05 - loss: 0.0335 - UP: 54.23% UR: 10.65% UF: 17.80% P: 53.27% R: 10.46% F: 17.49%
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+ 2024-08-11 22:40:31 INFO dev: loss: nan - UP: 33.48% UR: 11.25% UF: 16.84% P: 29.86% R: 10.03% F: 15.02%
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+ 2024-08-11 22:40:31 INFO test: loss: 0.1708 - UP: 41.05% UR: 10.12% UF: 16.24% P: 31.71% R: 7.82% F: 12.55%
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+ 2024-08-11 22:40:36 INFO 0:00:03.821450s elapsed (saved)
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+ 2024-08-11 22:40:36 INFO Epoch 11 / 5000:
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+ 2024-08-11 22:40:38 INFO lr: 4.9890e-05 - loss: 0.0268 - UP: 62.15% UR: 16.82% UF: 26.47% P: 61.46% R: 16.63% F: 26.18%
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+ 2024-08-11 22:40:39 INFO dev: loss: nan - UP: 47.62% UR: 7.60% UF: 13.11% P: 41.90% R: 6.69% F: 11.53%
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+ 2024-08-11 22:40:39 INFO test: loss: 0.1555 - UP: 55.66% UR: 7.42% UF: 13.09% P: 44.24% R: 5.90% F: 10.41%
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+ 2024-08-11 22:40:39 INFO 0:00:03.809701s elapsed
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+ 2024-08-11 22:40:42 INFO lr: 4.9880e-05 - loss: 0.0168 - UP: 55.82% UR: 19.23% UF: 28.60% P: 55.09% R: 18.98% F: 28.23%
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+ 2024-08-11 22:40:42 INFO dev: loss: nan - UP: 63.24% UR: 6.53% UF: 11.85% P: 61.76% R: 6.38% F: 11.57%
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+ 2024-08-11 22:40:43 INFO test: loss: 0.1762 - UP: 57.35% UR: 3.73% UF: 7.00% P: 47.62% R: 3.10% F: 5.81%
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+ 2024-08-11 22:40:43 INFO 0:00:03.774393s elapsed
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+ 2024-08-11 22:40:46 INFO lr: 4.9870e-05 - loss: 0.0214 - UP: 74.87% UR: 22.67% UF: 34.81% P: 74.66% R: 22.61% F: 34.71%
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+ 2024-08-11 22:40:46 INFO dev: loss: nan - UP: 56.25% UR: 8.21% UF: 14.32% P: 55.21% R: 8.05% F: 14.06%
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+ 2024-08-11 22:40:47 INFO test: loss: 0.2761 - UP: 65.45% UR: 6.76% UF: 12.25% P: 56.19% R: 5.80% F: 10.52%
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+ 2024-08-11 22:40:47 INFO 0:00:03.803818s elapsed
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+ 2024-08-11 22:40:50 INFO lr: 4.9860e-05 - loss: 0.0066 - UP: 63.33% UR: 30.35% UF: 41.03% P: 62.81% R: 30.10% F: 40.69%
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+ 2024-08-11 22:40:50 INFO dev: loss: nan - UP: 41.79% UR: 12.77% UF: 19.56% P: 37.31% R: 11.40% F: 17.46%
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+ 2024-08-11 22:40:51 INFO test: loss: 0.1755 - UP: 52.01% UR: 12.01% UF: 19.51% P: 40.99% R: 9.46% F: 15.38%
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+ 2024-08-11 22:40:55 INFO 0:00:03.827296s elapsed (saved)
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+ 2024-08-11 22:40:58 INFO lr: 4.9850e-05 - loss: 0.0136 - UP: 75.61% UR: 26.12% UF: 38.83% P: 74.98% R: 25.90% F: 38.50%
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+ 2024-08-11 22:40:58 INFO dev: loss: nan - UP: 44.50% UR: 12.92% UF: 20.02% P: 42.41% R: 12.31% F: 19.08%
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+ 2024-08-11 22:40:59 INFO test: loss: 0.1649 - UP: 50.98% UR: 12.99% UF: 20.71% P: 42.79% R: 10.90% F: 17.38%
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+ 2024-08-11 22:41:04 INFO 0:00:03.881741s elapsed (saved)
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+ 2024-08-11 22:41:06 INFO lr: 4.9840e-05 - loss: 0.0161 - UP: 71.98% UR: 38.21% UF: 49.92% P: 71.92% R: 38.18% F: 49.88%
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+ 2024-08-11 22:41:06 INFO dev: loss: nan - UP: 41.74% UR: 7.29% UF: 12.42% P: 40.00% R: 6.99% F: 11.90%
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+ 2024-08-11 22:41:07 INFO test: loss: 0.1792 - UP: 62.00% UR: 6.74% UF: 12.17% P: 52.48% R: 5.71% F: 10.30%
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+ 2024-08-11 22:41:07 INFO 0:00:03.781635s elapsed
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+ 2024-08-11 22:41:10 INFO lr: 4.9830e-05 - loss: 0.0282 - UP: 78.51% UR: 41.87% UF: 54.62% P: 78.21% R: 41.72% F: 54.41%
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+ 2024-08-11 22:41:10 INFO dev: loss: nan - UP: 40.97% UR: 14.13% UF: 21.02% P: 38.33% R: 13.22% F: 19.66%
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+ 2024-08-11 22:41:11 INFO test: loss: 0.1685 - UP: 55.29% UR: 14.20% UF: 22.60% P: 45.49% R: 11.69% F: 18.59%
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+ 2024-08-11 22:41:15 INFO 0:00:03.811107s elapsed (saved)
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+ 2024-08-11 22:41:18 INFO lr: 4.9820e-05 - loss: 0.0139 - UP: 77.44% UR: 39.02% UF: 51.90% P: 76.82% R: 38.71% F: 51.48%
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+ 2024-08-11 22:41:18 INFO dev: loss: nan - UP: 53.28% UR: 9.88% UF: 16.67% P: 51.64% R: 9.57% F: 16.15%
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+ 2024-08-11 22:41:19 INFO test: loss: 0.1997 - UP: 66.60% UR: 9.07% UF: 15.97% P: 58.40% R: 7.96% F: 14.00%
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+ 2024-08-11 22:41:19 INFO 0:00:03.829349s elapsed
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+ 2024-08-11 22:41:22 INFO lr: 4.9810e-05 - loss: 0.0050 - UP: 81.64% UR: 47.20% UF: 59.81% P: 81.37% R: 47.04% F: 59.62%
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+ 2024-08-11 22:41:22 INFO dev: loss: nan - UP: 43.72% UR: 15.35% UF: 22.72% P: 40.26% R: 14.13% F: 20.92%
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+ 2024-08-11 22:41:23 INFO test: loss: 0.1873 - UP: 56.96% UR: 15.91% UF: 24.88% P: 47.28% R: 13.21% F: 20.65%
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+ 2024-08-11 22:41:27 INFO 0:00:03.857244s elapsed (saved)
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+ 2024-08-11 22:41:30 INFO lr: 4.9800e-05 - loss: 0.0060 - UP: 82.42% UR: 55.06% UF: 66.02% P: 82.14% R: 54.87% F: 65.79%
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+ 2024-08-11 22:41:30 INFO dev: loss: nan - UP: 47.28% UR: 13.22% UF: 20.67% P: 43.48% R: 12.16% F: 19.00%
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+ 2024-08-11 22:41:31 INFO test: loss: 0.1940 - UP: 58.93% UR: 14.04% UF: 22.68% P: 48.53% R: 11.56% F: 18.68%
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+ 2024-08-11 22:41:31 INFO 0:00:03.858804s elapsed
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+ 2024-08-11 22:41:31 INFO Epoch 21 / 5000:
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+ 2024-08-11 22:41:34 INFO lr: 4.9790e-05 - loss: 0.0098 - UP: 82.18% UR: 56.19% UF: 66.74% P: 82.09% R: 56.12% F: 66.67%
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+ 2024-08-11 22:41:34 INFO dev: loss: nan - UP: 41.33% UR: 14.13% UF: 21.06% P: 37.78% R: 12.92% F: 19.25%
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+ 2024-08-11 22:41:35 INFO test: loss: 0.1959 - UP: 58.02% UR: 15.58% UF: 24.56% P: 48.60% R: 13.05% F: 20.57%
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+ 2024-08-11 22:41:35 INFO 0:00:03.860505s elapsed
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+ 2024-08-11 22:41:37 INFO lr: 4.9780e-05 - loss: 0.0093 - UP: 83.27% UR: 61.42% UF: 70.69% P: 83.10% R: 61.29% F: 70.55%
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+ 2024-08-11 22:41:38 INFO dev: loss: nan - UP: 46.31% UR: 14.29% UF: 21.84% P: 45.81% R: 14.13% F: 21.60%
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+ 2024-08-11 22:41:39 INFO test: loss: 0.2197 - UP: 60.71% UR: 14.35% UF: 23.21% P: 52.68% R: 12.45% F: 20.14%
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+ 2024-08-11 22:41:43 INFO 0:00:03.828259s elapsed (saved)
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+ 2024-08-11 22:41:47 INFO test: loss: 0.2329 - UP: 56.90% UR: 19.75% UF: 29.32% P: 45.77% R: 15.89% F: 23.59%
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+ 2024-08-11 22:41:55 INFO test: loss: 0.2132 - UP: 51.52% UR: 15.01% UF: 23.25% P: 44.50% R: 12.96% F: 20.08%
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+ 2024-08-11 22:41:59 INFO test: loss: 0.2019 - UP: 52.87% UR: 22.83% UF: 31.89% P: 42.52% R: 18.36% F: 25.65%
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+ 2024-08-11 22:42:07 INFO test: loss: 0.2056 - UP: 49.88% UR: 22.25% UF: 30.78% P: 41.67% R: 18.59% F: 25.71%
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+ 2024-08-11 22:42:15 INFO test: loss: 0.2177 - UP: 50.81% UR: 25.24% UF: 33.73% P: 39.54% R: 19.64% F: 26.25%
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+ 2024-08-11 22:42:44 INFO lr: 4.9650e-05 - loss: 0.0161 - UP: 83.80% UR: 63.67% UF: 72.36% P: 83.47% R: 63.42% F: 72.08%
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+ 2024-08-11 22:42:45 INFO test: loss: 0.2327 - UP: 64.94% UR: 7.58% UF: 13.57% P: 48.33% R: 5.64% F: 10.10%
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+ 2024-08-11 22:42:48 INFO lr: 4.9640e-05 - loss: 0.0065 - UP: 77.17% UR: 50.61% UF: 61.13% P: 76.60% R: 50.23% F: 60.68%
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+ 2024-08-11 22:42:48 INFO dev: loss: nan - UP: 46.70% UR: 15.05% UF: 22.76% P: 40.09% R: 12.92% F: 19.54%
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+ 2024-08-11 22:42:49 INFO test: loss: 0.1891 - UP: 55.14% UR: 15.16% UF: 23.78% P: 43.83% R: 12.05% F: 18.90%
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+ 2024-08-11 22:42:52 INFO lr: 4.9630e-05 - loss: nan - UP: 83.78% UR: 64.70% UF: 73.02% P: 83.50% R: 64.48% F: 72.77%
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+ 2024-08-11 22:42:52 INFO dev: loss: nan - UP: 44.70% UR: 8.97% UF: 14.94% P: 40.91% R: 8.21% F: 13.67%
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+ 2024-08-11 22:42:53 INFO test: loss: 0.2225 - UP: 61.77% UR: 9.22% UF: 16.05% P: 50.14% R: 7.49% F: 13.03%
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+ 2024-08-11 22:42:53 INFO 0:00:03.941639s elapsed
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+ 2024-08-11 22:42:56 INFO lr: 4.9620e-05 - loss: 0.0097 - UP: 77.99% UR: 41.40% UF: 54.09% P: 77.82% R: 41.31% F: 53.97%
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+ 2024-08-11 22:42:56 INFO dev: loss: nan - UP: 33.43% UR: 18.39% UF: 23.73% P: 28.45% R: 15.65% F: 20.20%
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+ 2024-08-11 22:42:57 INFO test: loss: 0.1639 - UP: 52.42% UR: 20.09% UF: 29.04% P: 42.06% R: 16.11% F: 23.30%
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+ 2024-08-11 22:42:57 INFO 0:00:03.902765s elapsed
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+ 2024-08-11 22:43:00 INFO lr: 4.9610e-05 - loss: 0.0138 - UP: 86.33% UR: 63.08% UF: 72.89% P: 85.47% R: 62.45% F: 72.17%
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+ 2024-08-11 22:43:00 INFO dev: loss: nan - UP: 35.54% UR: 15.50% UF: 21.59% P: 32.75% R: 14.29% F: 19.89%
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+ 2024-08-11 22:43:01 INFO 0:00:03.904629s elapsed
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+ 2024-08-11 22:43:04 INFO lr: 4.9600e-05 - loss: 0.0003 - UP: 84.11% UR: 66.30% UF: 74.15% P: 83.91% R: 66.14% F: 73.98%
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+ 2024-08-11 22:43:04 INFO dev: loss: nan - UP: 34.90% UR: 21.43% UF: 26.55% P: 26.24% R: 16.11% F: 19.96%
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+ 2024-08-11 22:43:05 INFO test: loss: 0.2679 - UP: 48.96% UR: 22.87% UF: 31.18% P: 39.28% R: 18.35% F: 25.01%
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+ 2024-08-11 22:43:05 INFO 0:00:03.931386s elapsed
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+ 2024-08-11 22:43:08 INFO lr: 4.9590e-05 - loss: 0.0043 - UP: 86.16% UR: 69.62% UF: 77.01% P: 84.38% R: 68.18% F: 75.42%
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+ 2024-08-11 22:43:08 INFO dev: loss: nan - UP: 37.96% UR: 18.69% UF: 25.05% P: 35.19% R: 17.33% F: 23.22%
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+ 2024-08-11 22:43:09 INFO test: loss: 0.2879 - UP: 53.83% UR: 23.77% UF: 32.98% P: 42.00% R: 18.55% F: 25.74%
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+ 2024-08-11 22:43:12 INFO lr: 4.9580e-05 - loss: 0.0107 - UP: 87.40% UR: 70.18% UF: 77.85% P: 87.21% R: 70.03% F: 77.68%
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+ 2024-08-11 22:43:12 INFO dev: loss: nan - UP: 38.16% UR: 17.63% UF: 24.12% P: 34.54% R: 15.96% F: 21.83%
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+ 2024-08-11 22:43:13 INFO test: loss: 0.2274 - UP: 55.06% UR: 19.92% UF: 29.26% P: 45.09% R: 16.32% F: 23.96%
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+ 2024-08-11 22:43:16 INFO lr: 4.9570e-05 - loss: 0.0018 - UP: 88.56% UR: 77.54% UF: 82.68% P: 88.34% R: 77.36% F: 82.48%
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+ 2024-08-11 22:43:16 INFO dev: loss: nan - UP: 41.67% UR: 17.48% UF: 24.63% P: 38.41% R: 16.11% F: 22.70%
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+ 2024-08-11 22:43:17 INFO test: loss: 0.2108 - UP: 57.55% UR: 17.45% UF: 26.78% P: 47.56% R: 14.42% F: 22.13%
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+ 2024-08-11 22:43:17 INFO 0:00:03.899121s elapsed
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+ 2024-08-11 22:43:19 INFO lr: 4.9560e-05 - loss: 0.0002 - UP: 89.36% UR: 78.11% UF: 83.36% P: 89.32% R: 78.08% F: 83.32%
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+ 2024-08-11 22:43:20 INFO dev: loss: nan - UP: 46.36% UR: 15.50% UF: 23.23% P: 42.27% R: 14.13% F: 21.18%
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+ 2024-08-11 22:43:21 INFO test: loss: 0.2124 - UP: 62.34% UR: 15.71% UF: 25.10% P: 52.46% R: 13.22% F: 21.12%
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+ 2024-08-11 22:43:23 INFO lr: 4.9550e-05 - loss: 0.0000 - UP: 91.43% UR: 79.89% UF: 85.27% P: 91.33% R: 79.80% F: 85.17%
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+ 2024-08-11 22:43:24 INFO dev: loss: nan - UP: 35.62% UR: 19.76% UF: 25.42% P: 30.96% R: 17.17% F: 22.09%
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+ 2024-08-11 22:43:25 INFO test: loss: 0.2165 - UP: 55.05% UR: 22.90% UF: 32.34% P: 44.76% R: 18.62% F: 26.30%
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+ 2024-08-11 22:43:27 INFO lr: 4.9540e-05 - loss: 0.0019 - UP: 90.92% UR: 79.64% UF: 84.91% P: 90.85% R: 79.58% F: 84.84%
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+ 2024-08-11 22:43:28 INFO dev: loss: nan - UP: 36.66% UR: 19.00% UF: 25.03% P: 33.43% R: 17.33% F: 22.82%
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+ 2024-08-11 22:43:28 INFO test: loss: 0.2114 - UP: 55.50% UR: 22.08% UF: 31.59% P: 46.60% R: 18.54% F: 26.52%
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+ 2024-08-11 22:43:31 INFO lr: 4.9530e-05 - loss: 0.0002 - UP: 90.35% UR: 82.68% UF: 86.35% P: 90.31% R: 82.65% F: 86.31%
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+ 2024-08-11 22:43:32 INFO dev: loss: nan - UP: 34.95% UR: 21.88% UF: 26.92% P: 31.31% R: 19.60% F: 24.11%
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+ 2024-08-11 22:43:32 INFO test: loss: 0.2156 - UP: 54.35% UR: 24.25% UF: 33.53% P: 44.03% R: 19.64% F: 27.16%
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+ 2024-08-11 22:43:35 INFO lr: 4.9520e-05 - loss: 0.0024 - UP: 93.82% UR: 84.62% UF: 88.98% P: 93.82% R: 84.62% F: 88.98%
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+ 2024-08-11 22:43:35 INFO dev: loss: nan - UP: 35.56% UR: 20.21% UF: 25.78% P: 33.16% R: 18.84% F: 24.03%
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+ 2024-08-11 22:43:36 INFO test: loss: 0.2311 - UP: 54.96% UR: 23.49% UF: 32.92% P: 44.50% R: 19.02% F: 26.65%
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+ 2024-08-11 22:43:39 INFO lr: 4.9510e-05 - loss: 0.0028 - UP: 92.59% UR: 87.28% UF: 89.86% P: 92.59% R: 87.28% F: 89.86%
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+ 2024-08-11 22:43:39 INFO dev: loss: nan - UP: 34.83% UR: 20.06% UF: 25.46% P: 31.66% R: 18.24% F: 23.14%
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+ 2024-08-11 22:43:40 INFO test: loss: 0.2264 - UP: 56.25% UR: 23.56% UF: 33.21% P: 45.61% R: 19.10% F: 26.93%
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+ 2024-08-11 22:43:43 INFO lr: 4.9500e-05 - loss: 0.0008 - UP: 94.58% UR: 89.60% UF: 92.02% P: 94.55% R: 89.57% F: 91.99%
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+ 2024-08-11 22:43:43 INFO dev: loss: nan - UP: 36.77% UR: 20.06% UF: 25.96% P: 33.43% R: 18.24% F: 23.60%
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+ 2024-08-11 22:43:44 INFO test: loss: 0.2242 - UP: 56.61% UR: 22.99% UF: 32.70% P: 46.34% R: 18.82% F: 26.77%
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+ 2024-08-11 22:43:47 INFO lr: 4.9490e-05 - loss: 0.0016 - UP: 93.77% UR: 88.13% UF: 90.86% P: 93.70% R: 88.07% F: 90.80%
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+ 2024-08-11 22:43:48 INFO test: loss: 0.2277 - UP: 55.33% UR: 23.75% UF: 33.23% P: 44.07% R: 18.91% F: 26.47%
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+ 2024-08-11 22:43:51 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 91.12% UR: 83.84% UF: 87.33% P: 91.08% R: 83.81% F: 87.29%
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+ 2024-08-11 22:43:52 INFO test: loss: 0.2642 - UP: 57.26% UR: 21.93% UF: 31.71% P: 46.57% R: 17.84% F: 25.80%
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+ 2024-08-11 22:43:55 INFO lr: 4.9470e-05 - loss: 0.0032 - UP: 91.61% UR: 84.09% UF: 87.69% P: 91.57% R: 84.06% F: 87.66%
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+ 2024-08-11 22:43:56 INFO test: loss: 0.2346 - UP: 56.29% UR: 23.63% UF: 33.28% P: 45.41% R: 19.06% F: 26.85%
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+ 2024-08-11 22:43:58 INFO lr: 4.9460e-05 - loss: 0.0000 - UP: 93.80% UR: 87.25% UF: 90.41% P: 93.80% R: 87.25% F: 90.41%
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+ 2024-08-11 22:44:00 INFO test: loss: 0.2402 - UP: 61.23% UR: 18.13% UF: 27.98% P: 48.64% R: 14.40% F: 22.23%
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+ 2024-08-11 22:44:00 INFO 0:00:03.866629s elapsed
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+ 2024-08-11 22:44:00 INFO Epoch 55 / 5000:
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+ 2024-08-11 22:44:02 INFO lr: 4.9450e-05 - loss: 0.0070 - UP: 94.22% UR: 87.88% UF: 90.94% P: 94.16% R: 87.82% F: 90.88%
395
+ 2024-08-11 22:44:03 INFO dev: loss: nan - UP: 39.68% UR: 22.49% UF: 28.71% P: 35.92% R: 20.36% F: 25.99%
396
+ 2024-08-11 22:44:04 INFO test: loss: 0.2361 - UP: 54.87% UR: 25.08% UF: 34.43% P: 44.71% R: 20.44% F: 28.05%
397
+ 2024-08-11 22:44:04 INFO 0:00:03.887653s elapsed
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+ 2024-08-11 22:44:06 INFO lr: 4.9440e-05 - loss: 0.0053 - UP: 94.06% UR: 89.73% UF: 91.84% P: 93.99% R: 89.66% F: 91.78%
401
+ 2024-08-11 22:44:07 INFO dev: loss: nan - UP: 39.57% UR: 22.19% UF: 28.43% P: 35.50% R: 19.91% F: 25.51%
402
+ 2024-08-11 22:44:07 INFO test: loss: 0.2397 - UP: 56.05% UR: 24.95% UF: 34.53% P: 45.28% R: 20.15% F: 27.89%
403
+ 2024-08-11 22:44:07 INFO 0:00:03.858728s elapsed
404
+
405
+ 2024-08-11 22:44:13 INFO Epoch 26 saved
406
+ 2024-08-11 22:44:13 INFO dev: UP: 39.69% UR: 23.71% UF: 29.69% P: 37.91% R: 22.64% F: 28.35%
407
+ 2024-08-11 22:44:13 INFO test: UP: 49.88% UR: 22.25% UF: 30.78% P: 41.67% R: 18.59% F: 25.71%
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+ 2024-08-11 22:44:13 INFO 0:03:36.122507s elapsed, 0:00:03.859330s/epoch
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1
+ 2024-08-11 22:44:15 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_byKNNi3_asc/10/model_vi_norec_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi3_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_byKNNi3_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-11 22:44:15 INFO Building the fields
39
+ 2024-08-11 22:44:17 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 22:44:17 INFO Building the model
44
+ 2024-08-11 22:44:19 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 22:44:19 INFO Loading the data
64
+ 2024-08-11 22:44:21 INFO
65
+ train: Dataset(n_sentences=862, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
68
+
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+ 2024-08-11 22:44:21 INFO Epoch 1 / 5000:
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+ 2024-08-11 22:44:25 INFO lr: 4.9990e-05 - loss: nan - UP: 0.74% UR: 2.91% UF: 1.18% P: 0.40% R: 1.60% F: 0.64%
71
+ 2024-08-11 22:44:25 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 22:44:26 INFO test: loss: 0.1618 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-11 22:44:26 INFO 0:00:04.719121s elapsed
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+
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+ 2024-08-11 22:44:26 INFO Epoch 2 / 5000:
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+ 2024-08-11 22:44:29 INFO lr: 4.9980e-05 - loss: 0.1454 - UP: 2.89% UR: 0.16% UF: 0.30% P: 0.58% R: 0.03% F: 0.06%
77
+ 2024-08-11 22:44:29 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-11 22:44:30 INFO test: loss: 0.1457 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-08-11 22:44:30 INFO 0:00:04.148148s elapsed
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+
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+ 2024-08-11 22:44:30 INFO Epoch 3 / 5000:
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+ 2024-08-11 22:44:33 INFO lr: 4.9970e-05 - loss: 0.1244 - UP: 8.73% UR: 0.69% UF: 1.28% P: 2.78% R: 0.22% F: 0.41%
83
+ 2024-08-11 22:44:33 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-11 22:44:34 INFO test: loss: 0.1522 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2024-08-11 22:44:34 INFO 0:00:04.148044s elapsed
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+
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+ 2024-08-11 22:44:34 INFO Epoch 4 / 5000:
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+ 2024-08-11 22:44:37 INFO lr: 4.9960e-05 - loss: 0.0720 - UP: 21.87% UR: 0.88% UF: 1.69% P: 13.28% R: 0.53% F: 1.02%
89
+ 2024-08-11 22:44:37 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
90
+ 2024-08-11 22:44:38 INFO test: loss: 0.1637 - UP: 46.67% UR: 0.09% UF: 0.19% P: 40.00% R: 0.08% F: 0.16%
91
+ 2024-08-11 22:44:38 INFO 0:00:04.121391s elapsed
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+
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+ 2024-08-11 22:44:38 INFO Epoch 5 / 5000:
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+ 2024-08-11 22:44:41 INFO lr: 4.9950e-05 - loss: 0.0393 - UP: 31.56% UR: 3.16% UF: 5.75% P: 28.12% R: 2.82% F: 5.12%
95
+ 2024-08-11 22:44:41 INFO dev: loss: nan - UP: 52.78% UR: 2.89% UF: 5.48% P: 41.67% R: 2.28% F: 4.32%
96
+ 2024-08-11 22:44:42 INFO test: loss: 0.1347 - UP: 58.59% UR: 1.79% UF: 3.47% P: 44.93% R: 1.37% F: 2.66%
97
+ 2024-08-11 22:44:47 INFO 0:00:04.084727s elapsed (saved)
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+
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+ 2024-08-11 22:44:47 INFO Epoch 6 / 5000:
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+ 2024-08-11 22:44:50 INFO lr: 4.9940e-05 - loss: 0.0735 - UP: 41.39% UR: 5.42% UF: 9.58% P: 34.93% R: 4.57% F: 8.09%
101
+ 2024-08-11 22:44:50 INFO dev: loss: nan - UP: 47.62% UR: 1.52% UF: 2.95% P: 38.10% R: 1.22% F: 2.36%
102
+ 2024-08-11 22:44:51 INFO test: loss: 0.1443 - UP: 57.47% UR: 1.35% UF: 2.63% P: 44.83% R: 1.05% F: 2.05%
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+ 2024-08-11 22:44:51 INFO 0:00:04.056895s elapsed
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+
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+ 2024-08-11 22:44:51 INFO Epoch 7 / 5000:
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+ 2024-08-11 22:44:54 INFO lr: 4.9930e-05 - loss: 0.0547 - UP: 50.51% UR: 9.30% UF: 15.71% P: 47.45% R: 8.74% F: 14.76%
107
+ 2024-08-11 22:44:54 INFO dev: loss: nan - UP: 66.67% UR: 0.61% UF: 1.20% P: 50.00% R: 0.46% F: 0.90%
108
+ 2024-08-11 22:44:55 INFO test: loss: 0.1454 - UP: 82.61% UR: 0.51% UF: 1.02% P: 58.70% R: 0.36% F: 0.72%
109
+ 2024-08-11 22:44:55 INFO 0:00:04.163065s elapsed
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+
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+ 2024-08-11 22:44:55 INFO Epoch 8 / 5000:
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+ 2024-08-11 22:44:58 INFO lr: 4.9920e-05 - loss: 0.0219 - UP: 61.48% UR: 10.90% UF: 18.52% P: 59.54% R: 10.55% F: 17.93%
113
+ 2024-08-11 22:44:59 INFO dev: loss: nan - UP: 38.79% UR: 6.84% UF: 11.63% P: 26.72% R: 4.71% F: 8.01%
114
+ 2024-08-11 22:44:59 INFO test: loss: 0.1432 - UP: 58.05% UR: 4.32% UF: 8.04% P: 39.96% R: 2.98% F: 5.54%
115
+ 2024-08-11 22:45:06 INFO 0:00:04.113515s elapsed (saved)
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+
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+ 2024-08-11 22:45:06 INFO Epoch 9 / 5000:
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+ 2024-08-11 22:45:09 INFO lr: 4.9910e-05 - loss: 0.0124 - UP: 54.44% UR: 11.71% UF: 19.28% P: 53.28% R: 11.46% F: 18.87%
119
+ 2024-08-11 22:45:10 INFO dev: loss: nan - UP: 51.16% UR: 3.34% UF: 6.28% P: 46.51% R: 3.04% F: 5.71%
120
+ 2024-08-11 22:45:10 INFO test: loss: 0.1601 - UP: 58.11% UR: 2.65% UF: 5.07% P: 44.25% R: 2.02% F: 3.86%
121
+ 2024-08-11 22:45:10 INFO 0:00:04.154533s elapsed
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+
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+ 2024-08-11 22:45:10 INFO Epoch 10 / 5000:
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+ 2024-08-11 22:45:13 INFO lr: 4.9900e-05 - loss: 0.0315 - UP: 57.45% UR: 21.48% UF: 31.27% P: 56.11% R: 20.98% F: 30.54%
125
+ 2024-08-11 22:45:14 INFO dev: loss: nan - UP: 41.21% UR: 10.33% UF: 16.52% P: 36.97% R: 9.27% F: 14.82%
126
+ 2024-08-11 22:45:15 INFO test: loss: 0.1632 - UP: 53.59% UR: 8.75% UF: 15.04% P: 42.79% R: 6.99% F: 12.01%
127
+ 2024-08-11 22:45:22 INFO 0:00:04.188305s elapsed (saved)
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+
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+ 2024-08-11 22:45:22 INFO Epoch 11 / 5000:
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+ 2024-08-11 22:45:25 INFO lr: 4.9890e-05 - loss: 0.0569 - UP: 65.86% UR: 21.33% UF: 32.22% P: 64.99% R: 21.05% F: 31.80%
131
+ 2024-08-11 22:45:25 INFO dev: loss: nan - UP: 49.02% UR: 7.60% UF: 13.16% P: 45.10% R: 6.99% F: 12.11%
132
+ 2024-08-11 22:45:26 INFO test: loss: 0.1657 - UP: 63.11% UR: 6.93% UF: 12.49% P: 52.21% R: 5.74% F: 10.33%
133
+ 2024-08-11 22:45:26 INFO 0:00:04.136228s elapsed
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+
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+ 2024-08-11 22:45:26 INFO Epoch 12 / 5000:
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+ 2024-08-11 22:45:29 INFO lr: 4.9880e-05 - loss: 0.0163 - UP: 61.54% UR: 21.80% UF: 32.19% P: 61.18% R: 21.67% F: 32.01%
137
+ 2024-08-11 22:45:29 INFO dev: loss: nan - UP: 50.00% UR: 4.71% UF: 8.61% P: 30.65% R: 2.89% F: 5.28%
138
+ 2024-08-11 22:45:30 INFO test: loss: 0.1772 - UP: 62.11% UR: 4.04% UF: 7.58% P: 49.28% R: 3.20% F: 6.02%
139
+ 2024-08-11 22:45:30 INFO 0:00:04.085146s elapsed
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+
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+ 2024-08-11 22:45:33 INFO lr: 4.9870e-05 - loss: 0.0213 - UP: 69.58% UR: 24.93% UF: 36.71% P: 68.88% R: 24.68% F: 36.34%
143
+ 2024-08-11 22:45:33 INFO dev: loss: nan - UP: 47.50% UR: 5.78% UF: 10.30% P: 46.25% R: 5.62% F: 10.03%
144
+ 2024-08-11 22:45:34 INFO test: loss: 0.1757 - UP: 67.32% UR: 4.60% UF: 8.62% P: 52.95% R: 3.62% F: 6.78%
145
+ 2024-08-11 22:45:34 INFO 0:00:04.120198s elapsed
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+
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+ 2024-08-11 22:45:34 INFO Epoch 14 / 5000:
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+ 2024-08-11 22:45:37 INFO lr: 4.9860e-05 - loss: 0.0047 - UP: 72.70% UR: 29.44% UF: 41.91% P: 72.47% R: 29.35% F: 41.77%
149
+ 2024-08-11 22:45:37 INFO dev: loss: nan - UP: 48.31% UR: 6.53% UF: 11.51% P: 43.82% R: 5.93% F: 10.44%
150
+ 2024-08-11 22:45:38 INFO test: loss: 0.1821 - UP: 67.69% UR: 7.14% UF: 12.91% P: 56.32% R: 5.94% F: 10.74%
151
+ 2024-08-11 22:45:38 INFO 0:00:04.193012s elapsed
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+
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+ 2024-08-11 22:45:41 INFO lr: 4.9850e-05 - loss: 0.0132 - UP: 75.55% UR: 34.36% UF: 47.23% P: 75.34% R: 34.26% F: 47.10%
155
+ 2024-08-11 22:45:42 INFO dev: loss: nan - UP: 51.52% UR: 7.75% UF: 13.47% P: 50.51% R: 7.60% F: 13.21%
156
+ 2024-08-11 22:45:42 INFO test: loss: 0.1933 - UP: 62.95% UR: 7.14% UF: 12.82% P: 52.73% R: 5.98% F: 10.74%
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+ 2024-08-11 22:45:42 INFO 0:00:04.134132s elapsed
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+
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+ 2024-08-11 22:45:42 INFO Epoch 16 / 5000:
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+ 2024-08-11 22:45:45 INFO lr: 4.9840e-05 - loss: 0.0215 - UP: 73.53% UR: 45.76% UF: 56.41% P: 72.62% R: 45.19% F: 55.71%
161
+ 2024-08-11 22:45:46 INFO dev: loss: nan - UP: 47.66% UR: 9.27% UF: 15.52% P: 45.31% R: 8.81% F: 14.76%
162
+ 2024-08-11 22:45:47 INFO test: loss: 0.1787 - UP: 60.99% UR: 8.93% UF: 15.57% P: 48.11% R: 7.04% F: 12.28%
163
+ 2024-08-11 22:45:47 INFO 0:00:04.177700s elapsed
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+
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+ 2024-08-11 22:45:47 INFO Epoch 17 / 5000:
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+ 2024-08-11 22:45:50 INFO lr: 4.9830e-05 - loss: 0.0226 - UP: 78.02% UR: 44.35% UF: 56.55% P: 77.69% R: 44.16% F: 56.31%
167
+ 2024-08-11 22:45:50 INFO dev: loss: nan - UP: 48.94% UR: 10.49% UF: 17.27% P: 46.81% R: 10.03% F: 16.52%
168
+ 2024-08-11 22:45:51 INFO test: loss: 0.1946 - UP: 64.83% UR: 10.60% UF: 18.21% P: 53.87% R: 8.80% F: 15.14%
169
+ 2024-08-11 22:45:58 INFO 0:00:04.121782s elapsed (saved)
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+
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+ 2024-08-11 22:45:58 INFO Epoch 18 / 5000:
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+ 2024-08-11 22:46:01 INFO lr: 4.9820e-05 - loss: 0.0135 - UP: 77.04% UR: 49.08% UF: 59.96% P: 76.75% R: 48.89% F: 59.73%
173
+ 2024-08-11 22:46:01 INFO dev: loss: nan - UP: 48.11% UR: 13.53% UF: 21.12% P: 43.24% R: 12.16% F: 18.98%
174
+ 2024-08-11 22:46:02 INFO test: loss: 0.1937 - UP: 60.47% UR: 11.74% UF: 19.66% P: 50.28% R: 9.76% F: 16.35%
175
+ 2024-08-11 22:46:09 INFO 0:00:04.132731s elapsed (saved)
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+
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+ 2024-08-11 22:46:09 INFO Epoch 19 / 5000:
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+ 2024-08-11 22:46:12 INFO lr: 4.9810e-05 - loss: 0.0060 - UP: 80.35% UR: 50.45% UF: 61.99% P: 79.75% R: 50.08% F: 61.52%
179
+ 2024-08-11 22:46:12 INFO dev: loss: nan - UP: 51.54% UR: 10.18% UF: 17.01% P: 43.08% R: 8.51% F: 14.21%
180
+ 2024-08-11 22:46:13 INFO test: loss: 0.1875 - UP: 65.23% UR: 8.94% UF: 15.72% P: 53.05% R: 7.27% F: 12.79%
181
+ 2024-08-11 22:46:13 INFO 0:00:04.123133s elapsed
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+
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+ 2024-08-11 22:46:13 INFO Epoch 20 / 5000:
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+ 2024-08-11 22:46:16 INFO lr: 4.9800e-05 - loss: 0.0109 - UP: 73.09% UR: 45.76% UF: 56.28% P: 72.19% R: 45.19% F: 55.59%
185
+ 2024-08-11 22:46:16 INFO dev: loss: nan - UP: 53.33% UR: 4.86% UF: 8.91% P: 48.33% R: 4.41% F: 8.08%
186
+ 2024-08-11 22:46:17 INFO test: loss: 0.1893 - UP: 68.17% UR: 5.68% UF: 10.49% P: 58.00% R: 4.83% F: 8.92%
187
+ 2024-08-11 22:46:17 INFO 0:00:04.099249s elapsed
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+ 2024-08-11 22:46:17 INFO Epoch 21 / 5000:
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+ 2024-08-11 22:46:20 INFO lr: 4.9790e-05 - loss: 0.0145 - UP: 80.64% UR: 51.52% UF: 62.87% P: 80.25% R: 51.27% F: 62.56%
191
+ 2024-08-11 22:46:20 INFO dev: loss: nan - UP: 43.92% UR: 12.61% UF: 19.60% P: 41.80% R: 12.01% F: 18.65%
192
+ 2024-08-11 22:46:21 INFO test: loss: 0.1963 - UP: 62.52% UR: 12.17% UF: 20.37% P: 52.97% R: 10.31% F: 17.26%
193
+ 2024-08-11 22:46:21 INFO 0:00:04.105638s elapsed
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+
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+ 2024-08-11 22:46:40 INFO test: loss: 0.2272 - UP: 68.58% UR: 6.61% UF: 12.06% P: 58.94% R: 5.68% F: 10.36%
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+ 2024-08-11 22:46:48 INFO test: loss: 0.2096 - UP: 65.79% UR: 11.08% UF: 18.97% P: 57.15% R: 9.63% F: 16.48%
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+ 2024-08-11 22:46:52 INFO dev: loss: nan - UP: 46.40% UR: 15.65% UF: 23.41% P: 41.44% R: 13.98% F: 20.91%
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+ 2024-08-11 22:46:52 INFO test: loss: 0.2225 - UP: 61.44% UR: 14.46% UF: 23.41% P: 51.26% R: 12.06% F: 19.53%
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+ 2024-08-11 22:46:56 INFO dev: loss: nan - UP: 42.99% UR: 6.99% UF: 12.03% P: 41.12% R: 6.69% F: 11.50%
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+ 2024-08-11 22:46:57 INFO test: loss: 0.2605 - UP: 66.67% UR: 8.59% UF: 15.22% P: 55.49% R: 7.15% F: 12.67%
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+ 2024-08-11 22:47:00 INFO lr: 4.9710e-05 - loss: 0.0299 - UP: 86.12% UR: 66.08% UF: 74.78% P: 85.88% R: 65.89% F: 74.57%
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+ 2024-08-11 22:47:00 INFO dev: loss: nan - UP: 47.20% UR: 8.97% UF: 15.07% P: 45.60% R: 8.66% F: 14.56%
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+ 2024-08-11 22:47:01 INFO test: loss: 0.2303 - UP: 68.45% UR: 10.34% UF: 17.96% P: 56.86% R: 8.59% F: 14.92%
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+ 2024-08-11 22:47:04 INFO lr: 4.9700e-05 - loss: 0.0057 - UP: 89.36% UR: 66.30% UF: 76.12% P: 89.02% R: 66.05% F: 75.84%
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+ 2024-08-11 22:47:04 INFO dev: loss: nan - UP: 40.87% UR: 12.92% UF: 19.63% P: 37.02% R: 11.70% F: 17.78%
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+ 2024-08-11 22:47:05 INFO test: loss: 0.2434 - UP: 60.83% UR: 13.80% UF: 22.50% P: 49.14% R: 11.15% F: 18.17%
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+ 2024-08-11 22:47:08 INFO lr: 4.9690e-05 - loss: 0.0033 - UP: 85.55% UR: 70.65% UF: 77.39% P: 84.95% R: 70.15% F: 76.84%
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+ 2024-08-11 22:47:08 INFO dev: loss: nan - UP: 51.40% UR: 13.98% UF: 21.98% P: 48.04% R: 13.07% F: 20.55%
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+ 2024-08-11 22:47:09 INFO test: loss: 0.2302 - UP: 60.68% UR: 13.46% UF: 22.04% P: 47.69% R: 10.58% F: 17.32%
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+ 2024-08-11 22:47:12 INFO lr: 4.9680e-05 - loss: nan - UP: 86.43% UR: 73.60% UF: 79.50% P: 86.06% R: 73.29% F: 79.16%
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+ 2024-08-11 22:47:12 INFO dev: loss: nan - UP: 53.51% UR: 9.27% UF: 15.80% P: 52.63% R: 9.12% F: 15.54%
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+ 2024-08-11 22:47:13 INFO test: loss: 0.2564 - UP: 65.72% UR: 9.96% UF: 17.30% P: 54.88% R: 8.32% F: 14.45%
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+ 2024-08-11 22:47:16 INFO lr: 4.9670e-05 - loss: 0.0010 - UP: 90.13% UR: 73.76% UF: 81.12% P: 90.01% R: 73.66% F: 81.02%
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+ 2024-08-11 22:47:17 INFO dev: loss: nan - UP: 49.36% UR: 11.70% UF: 18.92% P: 46.15% R: 10.94% F: 17.69%
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+ 2024-08-11 22:47:17 INFO test: loss: 0.2220 - UP: 63.12% UR: 13.50% UF: 22.25% P: 51.92% R: 11.11% F: 18.30%
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+ 2024-08-11 22:47:20 INFO lr: 4.9660e-05 - loss: 0.0044 - UP: 90.31% UR: 74.76% UF: 81.80% P: 90.28% R: 74.73% F: 81.77%
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+ 2024-08-11 22:47:21 INFO dev: loss: nan - UP: 49.73% UR: 13.98% UF: 21.83% P: 46.49% R: 13.07% F: 20.40%
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+ 2024-08-11 22:47:22 INFO test: loss: 0.2223 - UP: 59.93% UR: 16.01% UF: 25.27% P: 48.79% R: 13.03% F: 20.57%
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+ 2024-08-11 22:47:25 INFO lr: 4.9650e-05 - loss: 0.0042 - UP: 90.28% UR: 78.23% UF: 83.83% P: 90.28% R: 78.23% F: 83.83%
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+ 2024-08-11 22:47:25 INFO dev: loss: nan - UP: 47.64% UR: 13.83% UF: 21.44% P: 46.60% R: 13.53% F: 20.97%
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+ 2024-08-11 22:47:26 INFO test: loss: 0.2413 - UP: 58.92% UR: 15.25% UF: 24.23% P: 49.35% R: 12.78% F: 20.30%
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+ 2024-08-11 22:47:29 INFO lr: 4.9640e-05 - loss: 0.0099 - UP: 90.07% UR: 83.78% UF: 86.81% P: 90.07% R: 83.78% F: 86.81%
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+ 2024-08-11 22:47:29 INFO dev: loss: nan - UP: 51.92% UR: 12.31% UF: 19.90% P: 50.00% R: 11.85% F: 19.16%
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+ 2024-08-11 22:47:30 INFO test: loss: 0.2462 - UP: 64.94% UR: 13.19% UF: 21.93% P: 55.14% R: 11.20% F: 18.62%
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+ 2024-08-11 22:47:30 INFO 0:00:04.185634s elapsed
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+ 2024-08-11 22:47:33 INFO lr: 4.9630e-05 - loss: nan - UP: 91.21% UR: 82.52% UF: 86.65% P: 91.10% R: 82.43% F: 86.55%
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+ 2024-08-11 22:47:33 INFO dev: loss: nan - UP: 45.05% UR: 15.20% UF: 22.73% P: 43.69% R: 14.74% F: 22.05%
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+ 2024-08-11 22:47:34 INFO test: loss: 0.2375 - UP: 60.98% UR: 18.43% UF: 28.31% P: 51.80% R: 15.66% F: 24.05%
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+ 2024-08-11 22:47:34 INFO 0:00:04.150857s elapsed
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+ 2024-08-11 22:47:37 INFO lr: 4.9620e-05 - loss: 0.0018 - UP: 93.34% UR: 84.31% UF: 88.60% P: 93.34% R: 84.31% F: 88.60%
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+ 2024-08-11 22:47:37 INFO dev: loss: nan - UP: 49.65% UR: 10.64% UF: 17.52% P: 48.23% R: 10.33% F: 17.02%
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+ 2024-08-11 22:47:38 INFO test: loss: 0.2547 - UP: 64.53% UR: 13.42% UF: 22.22% P: 54.95% R: 11.43% F: 18.92%
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+ 2024-08-11 22:47:41 INFO lr: 4.9610e-05 - loss: 0.0057 - UP: 93.60% UR: 85.72% UF: 89.49% P: 93.57% R: 85.69% F: 89.46%
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+ 2024-08-11 22:47:42 INFO dev: loss: nan - UP: 50.00% UR: 10.33% UF: 17.13% P: 47.06% R: 9.73% F: 16.12%
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+ 2024-08-11 22:47:42 INFO test: loss: 0.2581 - UP: 64.83% UR: 13.00% UF: 21.66% P: 54.09% R: 10.85% F: 18.08%
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+ 2024-08-11 22:47:42 INFO 0:00:04.160946s elapsed
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+ 2024-08-11 22:47:45 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 91.78% UR: 88.10% UF: 89.90% P: 91.71% R: 88.04% F: 89.84%
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+ 2024-08-11 22:47:46 INFO dev: loss: nan - UP: 47.22% UR: 7.75% UF: 13.32% P: 45.37% R: 7.45% F: 12.79%
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+ 2024-08-11 22:47:47 INFO test: loss: 0.2709 - UP: 68.04% UR: 10.89% UF: 18.78% P: 58.96% R: 9.44% F: 16.27%
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+ 2024-08-11 22:47:47 INFO 0:00:04.135644s elapsed
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+ 2024-08-11 22:47:50 INFO lr: 4.9590e-05 - loss: 0.0347 - UP: 94.04% UR: 86.44% UF: 90.08% P: 94.00% R: 86.41% F: 90.05%
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+ 2024-08-11 22:47:50 INFO dev: loss: nan - UP: 47.03% UR: 13.22% UF: 20.64% P: 44.32% R: 12.46% F: 19.45%
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+ 2024-08-11 22:47:51 INFO test: loss: 0.2525 - UP: 64.36% UR: 15.90% UF: 25.50% P: 53.84% R: 13.30% F: 21.33%
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+ 2024-08-11 22:47:54 INFO lr: 4.9580e-05 - loss: 0.0038 - UP: 92.70% UR: 86.69% UF: 89.59% P: 92.70% R: 86.69% F: 89.59%
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+ 2024-08-11 22:47:54 INFO dev: loss: nan - UP: 51.43% UR: 10.94% UF: 18.05% P: 50.71% R: 10.79% F: 17.79%
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+ 2024-08-11 22:47:55 INFO test: loss: 0.2611 - UP: 65.43% UR: 11.42% UF: 19.44% P: 56.40% R: 9.84% F: 16.76%
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+ 2024-08-11 22:47:58 INFO lr: 4.9570e-05 - loss: 0.0190 - UP: 91.60% UR: 83.71% UF: 87.48% P: 91.57% R: 83.68% F: 87.45%
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+ 2024-08-11 22:47:58 INFO dev: loss: nan - UP: 36.65% UR: 8.97% UF: 14.41% P: 34.16% R: 8.36% F: 13.43%
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+ 2024-08-11 22:47:59 INFO test: loss: 0.2523 - UP: 57.35% UR: 13.40% UF: 21.72% P: 44.73% R: 10.45% F: 16.94%
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+ 2024-08-11 22:47:59 INFO 0:00:04.128325s elapsed
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+ 2024-08-11 22:48:02 INFO lr: 4.9560e-05 - loss: 0.0987 - UP: 91.36% UR: 78.45% UF: 84.41% P: 91.28% R: 78.39% F: 84.35%
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+ 2024-08-11 22:48:02 INFO dev: loss: nan - UP: 38.86% UR: 11.40% UF: 17.63% P: 38.86% R: 11.40% F: 17.63%
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+ 2024-08-11 22:48:03 INFO test: loss: 0.2775 - UP: 60.02% UR: 13.87% UF: 22.53% P: 50.41% R: 11.65% F: 18.92%
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+ 2024-08-11 22:48:06 INFO lr: 4.9550e-05 - loss: 0.0067 - UP: 85.87% UR: 74.63% UF: 79.86% P: 85.26% R: 74.10% F: 79.29%
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+ 2024-08-11 22:48:07 INFO dev: loss: nan - UP: 45.85% UR: 14.29% UF: 21.78% P: 44.39% R: 13.83% F: 21.09%
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+ 2024-08-11 22:48:08 INFO test: loss: 0.2794 - UP: 59.76% UR: 14.26% UF: 23.02% P: 49.89% R: 11.90% F: 19.22%
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+ 2024-08-11 22:48:08 INFO 0:00:04.219655s elapsed
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+ 2024-08-11 22:48:11 INFO lr: 4.9540e-05 - loss: 0.0177 - UP: 79.67% UR: 62.48% UF: 70.04% P: 78.47% R: 61.54% F: 68.98%
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+ 2024-08-11 22:48:11 INFO dev: loss: nan - UP: 43.23% UR: 10.18% UF: 16.48% P: 40.65% R: 9.57% F: 15.50%
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+ 2024-08-11 22:48:12 INFO test: loss: 0.2224 - UP: 58.14% UR: 9.76% UF: 16.71% P: 44.51% R: 7.47% F: 12.80%
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+ 2024-08-11 22:48:12 INFO 0:00:04.176735s elapsed
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+ 2024-08-11 22:48:15 INFO lr: 4.9530e-05 - loss: 0.0172 - UP: 79.58% UR: 63.11% UF: 70.39% P: 78.83% R: 62.51% F: 69.73%
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+ 2024-08-11 22:48:15 INFO dev: loss: nan - UP: 36.69% UR: 9.42% UF: 14.99% P: 36.09% R: 9.27% F: 14.75%
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+ 2024-08-11 22:48:16 INFO test: loss: 0.2529 - UP: 53.53% UR: 11.03% UF: 18.29% P: 42.88% R: 8.83% F: 14.65%
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+ 2024-08-11 22:48:19 INFO lr: 4.9520e-05 - loss: 0.1346 - UP: 87.55% UR: 74.44% UF: 80.47% P: 87.00% R: 73.97% F: 79.96%
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+ 2024-08-11 22:48:19 INFO dev: loss: nan - UP: 41.33% UR: 9.42% UF: 15.35% P: 40.67% R: 9.27% F: 15.10%
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+ 2024-08-11 22:48:20 INFO test: loss: 0.2439 - UP: 61.90% UR: 10.85% UF: 18.47% P: 52.46% R: 9.19% F: 15.65%
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+ 2024-08-11 22:48:23 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 86.10% UR: 70.40% UF: 77.46% P: 85.79% R: 70.15% F: 77.19%
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+ 2024-08-11 22:48:23 INFO dev: loss: nan - UP: 52.38% UR: 11.70% UF: 19.13% P: 47.62% R: 10.64% F: 17.39%
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+ 2024-08-11 22:48:24 INFO test: loss: 0.2436 - UP: 56.56% UR: 11.25% UF: 18.77% P: 47.77% R: 9.50% F: 15.85%
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+ 2024-08-11 22:48:27 INFO lr: 4.9500e-05 - loss: 0.0097 - UP: 85.60% UR: 73.19% UF: 78.91% P: 85.57% R: 73.16% F: 78.88%
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+ 2024-08-11 22:48:28 INFO dev: loss: nan - UP: 42.60% UR: 17.93% UF: 25.24% P: 38.63% R: 16.26% F: 22.89%
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+ 2024-08-11 22:48:28 INFO test: loss: 0.2277 - UP: 55.72% UR: 17.25% UF: 26.34% P: 45.67% R: 14.14% F: 21.59%
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+ 2024-08-11 22:48:31 INFO lr: 4.9490e-05 - loss: 0.0015 - UP: 90.13% UR: 73.76% UF: 81.12% P: 89.97% R: 73.63% F: 80.99%
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+ 2024-08-11 22:48:32 INFO dev: loss: nan - UP: 44.39% UR: 13.83% UF: 21.09% P: 41.46% R: 12.92% F: 19.70%
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+ 2024-08-11 22:48:32 INFO test: loss: 0.2316 - UP: 60.70% UR: 15.01% UF: 24.07% P: 51.88% R: 12.83% F: 20.57%
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+ 2024-08-11 22:48:35 INFO lr: 4.9480e-05 - loss: 0.0041 - UP: 89.18% UR: 79.99% UF: 84.33% P: 88.79% R: 79.64% F: 83.97%
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+ 2024-08-11 22:48:36 INFO dev: loss: nan - UP: 36.58% UR: 16.57% UF: 22.80% P: 33.22% R: 15.05% F: 20.71%
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+ 2024-08-11 22:48:37 INFO test: loss: 0.2576 - UP: 58.15% UR: 19.64% UF: 29.36% P: 47.91% R: 16.18% F: 24.19%
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+ 2024-08-11 22:48:45 INFO Epoch 22 saved
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+ 2024-08-11 22:48:45 INFO dev: UP: 48.20% UR: 16.26% UF: 24.32% P: 45.95% R: 15.50% F: 23.18%
383
+ 2024-08-11 22:48:45 INFO test: UP: 62.22% UR: 15.59% UF: 24.93% P: 52.61% R: 13.18% F: 21.08%
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+ 2024-08-11 22:48:45 INFO 0:03:36.154466s elapsed, 0:00:04.156817s/epoch