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SemEval-2022-Task-10
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  2. models/multibooked_eu/sdp_byKNNMeani6_desc/10/model_vi_multibooked_eu_berteus_6 +3 -0
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  4. models/multibooked_eu/sdp_byKNNMeani6_desc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byKNNMeani6_desc/10/model_vi_multibooked_eu_xlm_6.train.log +654 -0
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+ 2024-08-12 10:53:06 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byKNNMeani6_desc/10/model_vi_multibooked_eu_berteus_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/multibooked_eu/head_final/sdp_byKNNMeani6_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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 | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 10:53:06 INFO Building the fields
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+ 2024-08-12 10:53:07 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 10:53:07 INFO Building the model
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+ 2024-08-12 10:53:08 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 10:53:08 INFO Loading the data
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+ 2024-08-12 10:53:08 INFO
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+ train: Dataset(n_sentences=105, n_batches=25, n_buckets=25)
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+ dev: Dataset(n_sentences=14, n_batches=8, n_buckets=8)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 10:53:08 INFO Epoch 1 / 5000:
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+ 2024-08-12 10:53:10 INFO lr: 4.9990e-05 - loss: 0.3406 - UP: 3.99% UR: 5.94% UF: 4.77% P: 3.19% R: 4.75% F: 3.82%
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+ 2024-08-12 10:53:10 INFO dev: loss: nan - UP: 100.00% UR: 5.45% UF: 10.34% P: 100.00% R: 5.45% F: 10.34%
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+ 2024-08-12 10:53:10 INFO test: loss: nan - UP: 33.93% UR: 10.69% UF: 16.26% P: 29.91% R: 9.42% F: 14.33%
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+ 2024-08-12 10:53:12 INFO 0:00:02.221578s elapsed (saved)
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+
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+ 2024-08-12 10:53:12 INFO Epoch 2 / 5000:
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+ 2024-08-12 10:53:13 INFO lr: 4.9980e-05 - loss: 0.1276 - UP: 38.59% UR: 14.06% UF: 20.61% P: 36.41% R: 13.27% F: 19.45%
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+ 2024-08-12 10:53:14 INFO dev: loss: nan - UP: 100.00% UR: 9.09% UF: 16.67% P: 80.00% R: 7.27% F: 13.33%
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+ 2024-08-12 10:53:14 INFO test: loss: nan - UP: 77.40% UR: 11.32% UF: 19.75% P: 72.12% R: 10.55% F: 18.40%
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+ 2024-08-12 10:53:16 INFO 0:00:01.702689s elapsed (saved)
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+ 2024-08-12 10:53:16 INFO Epoch 3 / 5000:
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+ 2024-08-12 10:53:18 INFO lr: 4.9970e-05 - loss: 0.0466 - UP: 49.04% UR: 35.45% UF: 41.15% P: 46.85% R: 33.86% F: 39.31%
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+ 2024-08-12 10:53:18 INFO dev: loss: nan - UP: 69.57% UR: 29.09% UF: 41.03% P: 56.52% R: 23.64% F: 33.33%
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+ 2024-08-12 10:53:18 INFO test: loss: nan - UP: 65.98% UR: 26.86% UF: 38.18% P: 60.62% R: 24.68% F: 35.08%
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+ 2024-08-12 10:53:21 INFO 0:00:01.796141s elapsed (saved)
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+ 2024-08-12 10:53:21 INFO Epoch 4 / 5000:
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+ 2024-08-12 10:53:23 INFO lr: 4.9960e-05 - loss: 0.1456 - UP: 68.90% UR: 40.79% UF: 51.24% P: 67.22% R: 39.80% F: 50.00%
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+ 2024-08-12 10:53:23 INFO dev: loss: nan - UP: 100.00% UR: 21.82% UF: 35.82% P: 91.67% R: 20.00% F: 32.84%
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+ 2024-08-12 10:53:23 INFO test: loss: nan - UP: 68.77% UR: 26.02% UF: 37.76% P: 64.87% R: 24.54% F: 35.61%
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+ 2024-08-12 10:53:23 INFO 0:00:01.794330s elapsed
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+ 2024-08-12 10:53:24 INFO lr: 4.9950e-05 - loss: 0.0897 - UP: 61.89% UR: 50.50% UF: 55.62% P: 60.92% R: 49.70% F: 54.74%
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+ 2024-08-12 10:53:24 INFO dev: loss: nan - UP: 73.53% UR: 45.45% UF: 56.18% P: 61.76% R: 38.18% F: 47.19%
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+ 2024-08-12 10:53:25 INFO test: loss: nan - UP: 62.32% UR: 36.29% UF: 45.87% P: 57.00% R: 33.19% F: 41.96%
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+ 2024-08-12 10:53:28 INFO 0:00:01.745986s elapsed (saved)
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+ 2024-08-12 10:53:29 INFO lr: 4.9940e-05 - loss: nan - UP: 59.25% UR: 50.10% UF: 54.29% P: 57.38% R: 48.51% F: 52.58%
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+ 2024-08-12 10:53:29 INFO dev: loss: nan - UP: 100.00% UR: 18.18% UF: 30.77% P: 90.00% R: 16.36% F: 27.69%
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+ 2024-08-12 10:53:29 INFO test: loss: nan - UP: 80.61% UR: 20.46% UF: 32.64% P: 76.18% R: 19.34% F: 30.85%
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+ 2024-08-12 10:53:29 INFO 0:00:01.766520s elapsed
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+ 2024-08-12 10:53:29 INFO Epoch 7 / 5000:
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+ 2024-08-12 10:53:31 INFO lr: 4.9930e-05 - loss: 0.0430 - UP: 73.66% UR: 57.03% UF: 64.29% P: 73.15% R: 56.63% F: 63.84%
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+ 2024-08-12 10:53:31 INFO dev: loss: nan - UP: 93.75% UR: 27.27% UF: 42.25% P: 75.00% R: 21.82% F: 33.80%
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+ 2024-08-12 10:53:31 INFO test: loss: nan - UP: 79.55% UR: 22.43% UF: 35.00% P: 73.32% R: 20.68% F: 32.25%
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+ 2024-08-12 10:53:31 INFO 0:00:01.707782s elapsed
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+ 2024-08-12 10:53:32 INFO lr: 4.9920e-05 - loss: 0.0323 - UP: 69.86% UR: 57.82% UF: 63.27% P: 69.38% R: 57.43% F: 62.84%
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+ 2024-08-12 10:53:32 INFO dev: loss: nan - UP: 94.44% UR: 30.91% UF: 46.58% P: 72.22% R: 23.64% F: 35.62%
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+ 2024-08-12 10:53:33 INFO test: loss: nan - UP: 76.31% UR: 25.60% UF: 38.34% P: 71.07% R: 23.84% F: 35.70%
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+ 2024-08-12 10:53:33 INFO 0:00:01.803826s elapsed
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+ 2024-08-12 10:53:33 INFO Epoch 9 / 5000:
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+ 2024-08-12 10:53:34 INFO lr: 4.9910e-05 - loss: 0.0044 - UP: 81.82% UR: 55.25% UF: 65.96% P: 81.82% R: 55.25% F: 65.96%
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+ 2024-08-12 10:53:34 INFO dev: loss: nan - UP: 78.57% UR: 40.00% UF: 53.01% P: 67.86% R: 34.55% F: 45.78%
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+ 2024-08-12 10:53:34 INFO test: loss: nan - UP: 58.73% UR: 43.04% UF: 49.68% P: 54.61% R: 40.01% F: 46.19%
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+ 2024-08-12 10:53:34 INFO 0:00:01.674037s elapsed
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+
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+ 2024-08-12 10:53:34 INFO Epoch 10 / 5000:
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+ 2024-08-12 10:53:36 INFO lr: 4.9900e-05 - loss: 0.0571 - UP: 76.52% UR: 67.13% UF: 71.52% P: 76.52% R: 67.13% F: 71.52%
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+ 2024-08-12 10:53:36 INFO dev: loss: nan - UP: 84.00% UR: 38.18% UF: 52.50% P: 72.00% R: 32.73% F: 45.00%
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+ 2024-08-12 10:53:36 INFO test: loss: nan - UP: 61.03% UR: 45.15% UF: 51.90% P: 57.13% R: 42.26% F: 48.59%
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+ 2024-08-12 10:53:36 INFO 0:00:01.738448s elapsed
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+ 2024-08-12 10:53:36 INFO Epoch 11 / 5000:
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+ 2024-08-12 10:53:38 INFO lr: 4.9890e-05 - loss: 0.0276 - UP: 81.35% UR: 69.11% UF: 74.73% P: 81.12% R: 68.91% F: 74.52%
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+ 2024-08-12 10:53:38 INFO dev: loss: nan - UP: 86.36% UR: 34.55% UF: 49.35% P: 68.18% R: 27.27% F: 38.96%
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+ 2024-08-12 10:53:38 INFO test: loss: nan - UP: 76.67% UR: 31.43% UF: 44.59% P: 71.18% R: 29.18% F: 41.40%
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+ 2024-08-12 10:53:38 INFO 0:00:01.879585s elapsed
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+ 2024-08-12 10:53:40 INFO lr: 4.9880e-05 - loss: 0.1712 - UP: 89.60% UR: 66.53% UF: 76.36% P: 88.27% R: 65.54% F: 75.23%
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+ 2024-08-12 10:53:40 INFO dev: loss: nan - UP: 95.24% UR: 36.36% UF: 52.63% P: 80.95% R: 30.91% F: 44.74%
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+ 2024-08-12 10:53:40 INFO test: loss: nan - UP: 68.76% UR: 38.54% UF: 49.39% P: 64.87% R: 36.36% F: 46.60%
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+ 2024-08-12 10:53:40 INFO 0:00:01.881422s elapsed
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+ 2024-08-12 10:53:41 INFO lr: 4.9870e-05 - loss: 0.0319 - UP: 80.67% UR: 76.04% UF: 78.29% P: 80.25% R: 75.64% F: 77.88%
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+ 2024-08-12 10:53:42 INFO dev: loss: nan - UP: 88.89% UR: 43.64% UF: 58.54% P: 77.78% R: 38.18% F: 51.22%
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+ 2024-08-12 10:53:42 INFO test: loss: nan - UP: 71.23% UR: 36.92% UF: 48.63% P: 63.50% R: 32.91% F: 43.35%
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+ 2024-08-12 10:53:45 INFO 0:00:01.846762s elapsed (saved)
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+ 2024-08-12 10:53:46 INFO lr: 4.9860e-05 - loss: 0.0078 - UP: 91.69% UR: 76.44% UF: 83.37% P: 91.45% R: 76.24% F: 83.15%
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+ 2024-08-12 10:53:46 INFO dev: loss: nan - UP: 84.62% UR: 40.00% UF: 54.32% P: 73.08% R: 34.55% F: 46.91%
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+ 2024-08-12 10:53:47 INFO test: loss: nan - UP: 68.00% UR: 43.04% UF: 52.71% P: 63.33% R: 40.08% F: 49.10%
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+ 2024-08-12 10:53:47 INFO 0:00:01.768918s elapsed
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+ 2024-08-12 10:53:48 INFO lr: 4.9850e-05 - loss: 0.0643 - UP: 86.31% UR: 77.43% UF: 81.63% P: 86.31% R: 77.43% F: 81.63%
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+ 2024-08-12 10:53:48 INFO dev: loss: nan - UP: 80.00% UR: 43.64% UF: 56.47% P: 70.00% R: 38.18% F: 49.41%
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+ 2024-08-12 10:53:48 INFO test: loss: nan - UP: 64.83% UR: 43.04% UF: 51.73% P: 59.00% R: 39.17% F: 47.08%
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+ 2024-08-12 10:53:50 INFO lr: 4.9840e-05 - loss: 0.0012 - UP: 86.90% UR: 78.81% UF: 82.66% P: 86.90% R: 78.81% F: 82.66%
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+ 2024-08-12 10:53:50 INFO dev: loss: nan - UP: 90.48% UR: 34.55% UF: 50.00% P: 76.19% R: 29.09% F: 42.11%
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+ 2024-08-12 10:53:50 INFO test: loss: nan - UP: 72.49% UR: 36.50% UF: 48.55% P: 68.72% R: 34.60% F: 46.02%
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+ 2024-08-12 10:53:50 INFO 0:00:01.669375s elapsed
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+ 2024-08-12 10:53:51 INFO lr: 4.9830e-05 - loss: 0.0005 - UP: 90.83% UR: 84.36% UF: 87.47% P: 90.83% R: 84.36% F: 87.47%
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+ 2024-08-12 10:53:51 INFO dev: loss: nan - UP: 100.00% UR: 25.45% UF: 40.58% P: 78.57% R: 20.00% F: 31.88%
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+ 2024-08-12 10:53:52 INFO test: loss: nan - UP: 78.40% UR: 25.53% UF: 38.51% P: 73.65% R: 23.98% F: 36.18%
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+ 2024-08-12 10:53:52 INFO 0:00:01.828503s elapsed
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+ 2024-08-12 10:53:52 INFO Epoch 18 / 5000:
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+ 2024-08-12 10:53:53 INFO lr: 4.9820e-05 - loss: 0.0074 - UP: 92.20% UR: 79.60% UF: 85.44% P: 91.74% R: 79.21% F: 85.02%
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+ 2024-08-12 10:53:53 INFO dev: loss: nan - UP: 100.00% UR: 27.27% UF: 42.86% P: 73.33% R: 20.00% F: 31.43%
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+ 2024-08-12 10:53:54 INFO test: loss: nan - UP: 80.32% UR: 28.13% UF: 41.67% P: 75.90% R: 26.58% F: 39.37%
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+ 2024-08-12 10:53:54 INFO 0:00:01.891178s elapsed
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+ 2024-08-12 10:53:54 INFO Epoch 19 / 5000:
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+ 2024-08-12 10:53:55 INFO lr: 4.9810e-05 - loss: 0.0523 - UP: 90.58% UR: 83.76% UF: 87.04% P: 90.36% R: 83.56% F: 86.83%
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+ 2024-08-12 10:53:55 INFO dev: loss: nan - UP: 93.75% UR: 27.27% UF: 42.25% P: 75.00% R: 21.82% F: 33.80%
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+ 2024-08-12 10:53:56 INFO test: loss: nan - UP: 76.11% UR: 36.29% UF: 49.14% P: 70.80% R: 33.76% F: 45.71%
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+ 2024-08-12 10:53:56 INFO 0:00:01.801734s elapsed
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+ 2024-08-12 10:53:56 INFO Epoch 20 / 5000:
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+ 2024-08-12 10:53:57 INFO lr: 4.9800e-05 - loss: 0.0031 - UP: 93.54% UR: 83.17% UF: 88.05% P: 93.54% R: 83.17% F: 88.05%
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+ 2024-08-12 10:53:57 INFO dev: loss: nan - UP: 95.83% UR: 41.82% UF: 58.23% P: 79.17% R: 34.55% F: 48.10%
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+ 2024-08-12 10:53:57 INFO test: loss: nan - UP: 70.01% UR: 42.69% UF: 53.04% P: 65.40% R: 39.87% F: 49.54%
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+ 2024-08-12 10:53:57 INFO 0:00:01.804036s elapsed
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+ 2024-08-12 10:54:31 INFO test: loss: nan - UP: 64.31% UR: 44.73% UF: 52.76% P: 59.45% R: 41.35% F: 48.78%
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+ 2024-08-12 10:54:35 INFO test: loss: nan - UP: 72.30% UR: 40.01% UF: 51.52% P: 68.23% R: 37.76% F: 48.62%
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+ 2024-08-12 10:54:37 INFO dev: loss: nan - UP: 94.44% UR: 30.91% UF: 46.58% P: 83.33% R: 27.27% F: 41.10%
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+ 2024-08-12 10:54:37 INFO test: loss: nan - UP: 69.28% UR: 39.80% UF: 50.56% P: 65.48% R: 37.62% F: 47.79%
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+ 2024-08-12 10:54:38 INFO dev: loss: nan - UP: 88.46% UR: 41.82% UF: 56.79% P: 80.77% R: 38.18% F: 51.85%
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+ 2024-08-12 10:54:44 INFO test: loss: nan - UP: 57.79% UR: 48.52% UF: 52.75% P: 54.27% R: 45.57% F: 49.54%
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+ 2024-08-12 10:55:01 INFO test: loss: nan - UP: 68.13% UR: 43.74% UF: 53.28% P: 65.17% R: 41.84% F: 50.96%
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+ 2024-08-12 10:55:03 INFO test: loss: nan - UP: 71.30% UR: 38.96% UF: 50.39% P: 67.95% R: 37.13% F: 48.02%
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+ 2024-08-12 10:55:04 INFO dev: loss: nan - UP: 82.14% UR: 41.82% UF: 55.42% P: 67.86% R: 34.55% F: 45.78%
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+ 2024-08-12 10:55:04 INFO test: loss: nan - UP: 66.00% UR: 41.77% UF: 51.16% P: 62.33% R: 39.45% F: 48.32%
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+ 2024-08-12 10:55:06 INFO lr: 4.9440e-05 - loss: 0.0007 - UP: 92.47% UR: 97.23% UF: 94.79% P: 92.47% R: 97.23% F: 94.79%
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+ 2024-08-12 10:55:06 INFO dev: loss: nan - UP: 88.00% UR: 40.00% UF: 55.00% P: 76.00% R: 34.55% F: 47.50%
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+ 2024-08-12 10:55:06 INFO test: loss: nan - UP: 73.13% UR: 38.47% UF: 50.41% P: 69.79% R: 36.71% F: 48.11%
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+ 2024-08-12 10:55:06 INFO 0:00:01.753415s elapsed
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+ 2024-08-12 10:55:08 INFO dev: loss: nan - UP: 88.46% UR: 41.82% UF: 56.79% P: 76.92% R: 36.36% F: 49.38%
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+ 2024-08-12 10:55:08 INFO test: loss: nan - UP: 66.91% UR: 44.37% UF: 53.36% P: 63.41% R: 42.05% F: 50.57%
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+ 2024-08-12 10:55:08 INFO 0:00:01.795364s elapsed
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+ 2024-08-12 10:55:09 INFO dev: loss: nan - UP: 86.36% UR: 34.55% UF: 49.35% P: 77.27% R: 30.91% F: 44.16%
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+ 2024-08-12 10:55:10 INFO test: loss: nan - UP: 70.44% UR: 42.41% UF: 52.94% P: 66.59% R: 40.08% F: 50.04%
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+ 2024-08-12 10:55:10 INFO 0:00:01.750541s elapsed
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+ 2024-08-12 10:55:11 INFO dev: loss: nan - UP: 84.62% UR: 40.00% UF: 54.32% P: 73.08% R: 34.55% F: 46.91%
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+ 2024-08-12 10:55:12 INFO test: loss: nan - UP: 69.85% UR: 42.19% UF: 52.61% P: 66.12% R: 39.94% F: 49.80%
421
+ 2024-08-12 10:55:12 INFO 0:00:01.851871s elapsed
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+ 2024-08-12 10:55:13 INFO lr: 4.9400e-05 - loss: 0.0014 - UP: 99.20% UR: 98.42% UF: 98.81% P: 99.00% R: 98.22% F: 98.61%
425
+ 2024-08-12 10:55:13 INFO dev: loss: nan - UP: 86.21% UR: 45.45% UF: 59.52% P: 75.86% R: 40.00% F: 52.38%
426
+ 2024-08-12 10:55:13 INFO test: loss: nan - UP: 68.23% UR: 44.09% UF: 53.57% P: 63.87% R: 41.28% F: 50.15%
427
+ 2024-08-12 10:55:13 INFO 0:00:01.737528s elapsed
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+ 2024-08-12 10:55:15 INFO lr: 4.9390e-05 - loss: 0.0154 - UP: 98.17% UR: 95.64% UF: 96.89% P: 98.17% R: 95.64% F: 96.89%
431
+ 2024-08-12 10:55:15 INFO dev: loss: nan - UP: 84.37% UR: 49.09% UF: 62.07% P: 68.75% R: 40.00% F: 50.57%
432
+ 2024-08-12 10:55:15 INFO test: loss: nan - UP: 62.14% UR: 48.95% UF: 54.76% P: 57.95% R: 45.64% F: 51.06%
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+ 2024-08-12 10:55:15 INFO 0:00:01.752605s elapsed
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+ 2024-08-12 10:55:16 INFO lr: 4.9380e-05 - loss: 0.0055 - UP: 96.79% UR: 95.64% UF: 96.22% P: 96.59% R: 95.45% F: 96.02%
437
+ 2024-08-12 10:55:17 INFO dev: loss: nan - UP: 85.71% UR: 54.55% UF: 66.67% P: 74.29% R: 47.27% F: 57.78%
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+ 2024-08-12 10:55:17 INFO test: loss: nan - UP: 57.39% UR: 48.59% UF: 52.63% P: 53.57% R: 45.36% F: 49.12%
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+ 2024-08-12 10:55:17 INFO 0:00:01.750378s elapsed
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+ 2024-08-12 10:55:18 INFO dev: loss: nan - UP: 82.61% UR: 34.55% UF: 48.72% P: 78.26% R: 32.73% F: 46.15%
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+ 2024-08-12 10:55:19 INFO test: loss: nan - UP: 62.03% UR: 40.44% UF: 48.96% P: 57.82% R: 37.69% F: 45.64%
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+ 2024-08-12 10:55:19 INFO 0:00:01.789093s elapsed
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+ 2024-08-12 10:55:20 INFO lr: 4.9360e-05 - loss: 0.0007 - UP: 95.01% UR: 94.26% UF: 94.63% P: 94.81% R: 94.06% F: 94.43%
449
+ 2024-08-12 10:55:20 INFO dev: loss: nan - UP: 100.00% UR: 34.55% UF: 51.35% P: 94.74% R: 32.73% F: 48.65%
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+ 2024-08-12 10:55:20 INFO test: loss: nan - UP: 71.61% UR: 36.36% UF: 48.23% P: 66.90% R: 33.97% F: 45.06%
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+ 2024-08-12 10:55:20 INFO 0:00:01.744425s elapsed
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+ 2024-08-12 10:55:22 INFO lr: 4.9350e-05 - loss: 0.0012 - UP: 94.18% UR: 92.87% UF: 93.52% P: 93.98% R: 92.67% F: 93.32%
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+ 2024-08-12 10:55:22 INFO dev: loss: nan - UP: 100.00% UR: 40.00% UF: 57.14% P: 90.91% R: 36.36% F: 51.95%
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+ 2024-08-12 10:55:22 INFO test: loss: nan - UP: 73.47% UR: 35.44% UF: 47.82% P: 68.22% R: 32.91% F: 44.40%
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+ 2024-08-12 10:55:22 INFO 0:00:01.701642s elapsed
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+ 2024-08-12 10:55:23 INFO lr: 4.9340e-05 - loss: 0.0111 - UP: 96.58% UR: 89.50% UF: 92.91% P: 96.58% R: 89.50% F: 92.91%
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+ 2024-08-12 10:55:23 INFO dev: loss: nan - UP: 84.85% UR: 50.91% UF: 63.64% P: 72.73% R: 43.64% F: 54.55%
462
+ 2024-08-12 10:55:24 INFO test: loss: nan - UP: 59.25% UR: 44.16% UF: 50.60% P: 54.06% R: 40.30% F: 46.17%
463
+ 2024-08-12 10:55:24 INFO 0:00:01.738961s elapsed
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+ 2024-08-12 10:55:25 INFO lr: 4.9330e-05 - loss: 0.0048 - UP: 97.66% UR: 91.09% UF: 94.26% P: 97.24% R: 90.69% F: 93.85%
467
+ 2024-08-12 10:55:25 INFO dev: loss: nan - UP: 78.95% UR: 54.55% UF: 64.52% P: 68.42% R: 47.27% F: 55.91%
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+ 2024-08-12 10:55:26 INFO test: loss: nan - UP: 53.57% UR: 49.65% UF: 51.53% P: 49.01% R: 45.43% F: 47.15%
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+ 2024-08-12 10:55:26 INFO 0:00:01.711161s elapsed
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473
+ 2024-08-12 10:55:27 INFO dev: loss: nan - UP: 81.08% UR: 54.55% UF: 65.22% P: 72.97% R: 49.09% F: 58.70%
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+ 2024-08-12 10:55:27 INFO test: loss: nan - UP: 59.68% UR: 46.62% UF: 52.35% P: 55.09% R: 43.04% F: 48.32%
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+ 2024-08-12 10:55:27 INFO 0:00:01.692326s elapsed
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+ 2024-08-12 10:55:29 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 98.61% UR: 98.02% UF: 98.31% P: 98.41% R: 97.82% F: 98.11%
479
+ 2024-08-12 10:55:29 INFO dev: loss: nan - UP: 83.33% UR: 45.45% UF: 58.82% P: 70.00% R: 38.18% F: 49.41%
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+ 2024-08-12 10:55:29 INFO test: loss: nan - UP: 62.96% UR: 45.78% UF: 53.01% P: 58.32% R: 42.41% F: 49.10%
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+ 2024-08-12 10:55:29 INFO 0:00:01.820864s elapsed
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+ 2024-08-12 10:55:30 INFO lr: 4.9300e-05 - loss: 0.0030 - UP: 97.80% UR: 96.83% UF: 97.31% P: 97.60% R: 96.63% F: 97.11%
485
+ 2024-08-12 10:55:30 INFO dev: loss: nan - UP: 80.00% UR: 43.64% UF: 56.47% P: 70.00% R: 38.18% F: 49.41%
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+ 2024-08-12 10:55:31 INFO test: loss: nan - UP: 60.55% UR: 43.60% UF: 50.70% P: 57.13% R: 41.14% F: 47.83%
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+ 2024-08-12 10:55:31 INFO 0:00:01.761875s elapsed
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+ 2024-08-12 10:55:32 INFO lr: 4.9290e-05 - loss: 0.0050 - UP: 95.58% UR: 98.42% UF: 96.98% P: 95.38% R: 98.22% F: 96.78%
491
+ 2024-08-12 10:55:32 INFO dev: loss: nan - UP: 82.35% UR: 50.91% UF: 62.92% P: 73.53% R: 45.45% F: 56.18%
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+ 2024-08-12 10:55:33 INFO test: loss: nan - UP: 60.04% UR: 47.54% UF: 53.06% P: 55.60% R: 44.02% F: 49.14%
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+ 2024-08-12 10:55:33 INFO 0:00:01.816892s elapsed
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+ 2024-08-12 10:55:34 INFO lr: 4.9280e-05 - loss: 0.0050 - UP: 98.22% UR: 98.22% UF: 98.22% P: 98.22% R: 98.22% F: 98.22%
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+ 2024-08-12 10:55:34 INFO dev: loss: nan - UP: 90.32% UR: 50.91% UF: 65.12% P: 80.65% R: 45.45% F: 58.14%
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+ 2024-08-12 10:55:34 INFO test: loss: nan - UP: 64.58% UR: 45.01% UF: 53.05% P: 60.75% R: 42.33% F: 49.90%
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+ 2024-08-12 10:55:34 INFO 0:00:01.742698s elapsed
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+ 2024-08-12 10:55:36 INFO lr: 4.9270e-05 - loss: 0.0337 - UP: 98.99% UR: 97.23% UF: 98.10% P: 98.99% R: 97.23% F: 98.10%
503
+ 2024-08-12 10:55:36 INFO dev: loss: nan - UP: 75.00% UR: 65.45% UF: 69.90% P: 64.58% R: 56.36% F: 60.19%
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+ 2024-08-12 10:55:36 INFO test: loss: nan - UP: 51.15% UR: 51.62% UF: 51.38% P: 47.32% R: 47.75% F: 47.53%
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+ 2024-08-12 10:55:36 INFO 0:00:01.794775s elapsed
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+ 2024-08-12 10:55:38 INFO lr: 4.9260e-05 - loss: 0.0039 - UP: 98.61% UR: 98.22% UF: 98.41% P: 98.61% R: 98.22% F: 98.41%
509
+ 2024-08-12 10:55:38 INFO dev: loss: nan - UP: 96.43% UR: 49.09% UF: 65.06% P: 78.57% R: 40.00% F: 53.01%
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+ 2024-08-12 10:55:38 INFO test: loss: nan - UP: 67.72% UR: 40.58% UF: 50.75% P: 63.85% R: 38.26% F: 47.85%
511
+ 2024-08-12 10:55:38 INFO 0:00:01.821463s elapsed
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+ 2024-08-12 10:55:39 INFO lr: 4.9250e-05 - loss: 0.0063 - UP: 98.60% UR: 97.82% UF: 98.21% P: 98.20% R: 97.43% F: 97.81%
515
+ 2024-08-12 10:55:39 INFO dev: loss: nan - UP: 90.62% UR: 52.73% UF: 66.67% P: 75.00% R: 43.64% F: 55.17%
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+ 2024-08-12 10:55:40 INFO test: loss: nan - UP: 63.17% UR: 47.05% UF: 53.93% P: 57.60% R: 42.90% F: 49.17%
517
+ 2024-08-12 10:55:40 INFO 0:00:01.784867s elapsed
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+ 2024-08-12 10:55:43 INFO Epoch 45 saved
520
+ 2024-08-12 10:55:43 INFO dev: UP: 85.00% UR: 61.82% UF: 71.58% P: 75.00% R: 54.55% F: 63.16%
521
+ 2024-08-12 10:55:43 INFO test: UP: 57.79% UR: 48.52% UF: 52.75% P: 54.27% R: 45.57% F: 49.54%
522
+ 2024-08-12 10:55:43 INFO 0:02:12.723101s elapsed, 0:00:01.769641s/epoch
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1
+ 2024-08-12 10:55:45 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byKNNMeani6_desc/10/model_vi_multibooked_eu_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
23
+ 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/multibooked_eu/head_final/sdp_byKNNMeani6_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 10:55:45 INFO Building the fields
39
+ 2024-08-12 10:55:47 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 10:55:47 INFO Building the model
44
+ 2024-08-12 10:55:49 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 10:55:49 INFO Loading the data
64
+ 2024-08-12 10:55:49 INFO
65
+ train: Dataset(n_sentences=105, n_batches=25, n_buckets=25)
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+ dev: Dataset(n_sentences=14, n_batches=8, n_buckets=8)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+ 2024-08-12 10:56:23 INFO lr: 4.9930e-05 - loss: 0.0731 - UP: 69.20% UR: 36.04% UF: 47.40% P: 66.54% R: 34.65% F: 45.57%
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+ 2024-08-12 10:56:32 INFO lr: 4.9920e-05 - loss: 0.0999 - UP: 66.08% UR: 44.75% UF: 53.36% P: 63.45% R: 42.97% F: 51.24%
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+ 2024-08-12 10:56:32 INFO test: loss: nan - UP: 83.33% UR: 13.01% UF: 22.51% P: 78.83% R: 12.31% F: 21.29%
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+ 2024-08-12 10:56:34 INFO lr: 4.9910e-05 - loss: 0.0432 - UP: 78.17% UR: 43.96% UF: 56.27% P: 76.06% R: 42.77% F: 54.75%
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+ 2024-08-12 10:56:34 INFO dev: loss: nan - UP: 73.08% UR: 34.55% UF: 46.91% P: 65.38% R: 30.91% F: 41.98%
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+ 2024-08-12 10:56:42 INFO 0:00:02.185407s elapsed (saved)
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+ 2024-08-12 10:56:43 INFO lr: 4.9900e-05 - loss: 0.0687 - UP: 79.38% UR: 51.09% UF: 62.17% P: 77.23% R: 49.70% F: 60.48%
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+ 2024-08-12 10:56:44 INFO test: loss: nan - UP: 68.41% UR: 25.74% UF: 37.40% P: 63.18% R: 23.77% F: 34.54%
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+ 2024-08-12 10:56:45 INFO lr: 4.9890e-05 - loss: 0.0980 - UP: 80.31% UR: 60.59% UF: 69.07% P: 78.74% R: 59.41% F: 67.72%
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+ 2024-08-12 10:56:46 INFO dev: loss: nan - UP: 74.29% UR: 47.27% UF: 57.78% P: 65.71% R: 41.82% F: 51.11%
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+ 2024-08-12 10:56:55 INFO lr: 4.9880e-05 - loss: 0.1955 - UP: 83.38% UR: 62.57% UF: 71.49% P: 80.74% R: 60.59% F: 69.23%
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+ 2024-08-12 10:56:55 INFO dev: loss: nan - UP: 84.21% UR: 29.09% UF: 43.24% P: 84.21% R: 29.09% F: 43.24%
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+ 2024-08-12 10:56:55 INFO test: loss: nan - UP: 71.10% UR: 30.10% UF: 42.29% P: 63.12% R: 26.72% F: 37.55%
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+ 2024-08-12 10:56:57 INFO lr: 4.9870e-05 - loss: 0.0433 - UP: 88.59% UR: 64.55% UF: 74.68% P: 87.50% R: 63.76% F: 73.77%
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+ 2024-08-12 10:56:57 INFO test: loss: nan - UP: 64.86% UR: 31.93% UF: 42.79% P: 59.57% R: 29.32% F: 39.30%
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+ 2024-08-12 10:56:59 INFO lr: 4.9860e-05 - loss: 0.0178 - UP: 83.00% UR: 65.74% UF: 73.37% P: 82.25% R: 65.15% F: 72.71%
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+ 2024-08-12 10:57:01 INFO lr: 4.9850e-05 - loss: 0.0547 - UP: 85.20% UR: 66.14% UF: 74.47% P: 84.95% R: 65.94% F: 74.25%
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+ 2024-08-12 10:57:02 INFO test: loss: nan - UP: 62.38% UR: 40.93% UF: 49.43% P: 57.34% R: 37.62% F: 45.44%
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+ 2024-08-12 10:57:03 INFO lr: 4.9840e-05 - loss: 0.0355 - UP: 80.10% UR: 66.14% UF: 72.45% P: 78.90% R: 65.15% F: 71.37%
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+ 2024-08-12 10:57:04 INFO test: loss: nan - UP: 51.84% UR: 48.59% UF: 50.16% P: 45.99% R: 43.11% F: 44.50%
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+ 2024-08-12 10:57:05 INFO lr: 4.9830e-05 - loss: 0.0411 - UP: 82.26% UR: 63.37% UF: 71.59% P: 81.23% R: 62.57% F: 70.69%
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+ 2024-08-12 10:57:06 INFO dev: loss: nan - UP: 68.00% UR: 30.91% UF: 42.50% P: 60.00% R: 27.27% F: 37.50%
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+ 2024-08-12 10:57:06 INFO test: loss: nan - UP: 61.44% UR: 39.10% UF: 47.79% P: 53.59% R: 34.11% F: 41.68%
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+ 2024-08-12 10:57:06 INFO 0:00:02.134460s elapsed
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+ 2024-08-12 10:57:08 INFO lr: 4.9820e-05 - loss: 0.0177 - UP: 87.32% UR: 70.89% UF: 78.25% P: 84.63% R: 68.71% F: 75.85%
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+ 2024-08-12 10:57:08 INFO test: loss: nan - UP: 63.00% UR: 37.48% UF: 47.00% P: 56.26% R: 33.47% F: 41.98%
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+ 2024-08-12 10:57:08 INFO 0:00:02.115352s elapsed
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+ 2024-08-12 10:57:10 INFO lr: 4.9810e-05 - loss: 0.0603 - UP: 83.90% UR: 73.27% UF: 78.22% P: 83.22% R: 72.67% F: 77.59%
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+ 2024-08-12 10:57:10 INFO test: loss: nan - UP: 56.60% UR: 43.74% UF: 49.35% P: 50.59% R: 39.10% F: 44.11%
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+ 2024-08-12 10:57:12 INFO lr: 4.9800e-05 - loss: 0.0020 - UP: 89.89% UR: 77.43% UF: 83.19% P: 89.66% R: 77.23% F: 82.98%
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+ 2024-08-12 10:57:12 INFO dev: loss: nan - UP: 86.96% UR: 36.36% UF: 51.28% P: 69.57% R: 29.09% F: 41.03%
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+ 2024-08-12 10:57:12 INFO test: loss: nan - UP: 64.55% UR: 35.09% UF: 45.47% P: 59.64% R: 32.42% F: 42.00%
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+ 2024-08-12 10:57:14 INFO lr: 4.9790e-05 - loss: 0.0294 - UP: 89.98% UR: 80.00% UF: 84.70% P: 89.53% R: 79.60% F: 84.28%
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+ 2024-08-12 10:57:14 INFO test: loss: nan - UP: 63.90% UR: 38.96% UF: 48.41% P: 58.02% R: 35.37% F: 43.95%
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+ 2024-08-12 10:57:16 INFO lr: 4.9780e-05 - loss: 0.0274 - UP: 88.55% UR: 79.60% UF: 83.84% P: 88.55% R: 79.60% F: 83.84%
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+ 2024-08-12 10:57:17 INFO test: loss: nan - UP: 67.21% UR: 35.02% UF: 46.05% P: 62.21% R: 32.42% F: 42.63%
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+ 2024-08-12 10:57:18 INFO lr: 4.9770e-05 - loss: 0.0014 - UP: 94.23% UR: 80.79% UF: 86.99% P: 94.23% R: 80.79% F: 86.99%
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+ 2024-08-12 10:57:18 INFO dev: loss: nan - UP: 94.12% UR: 29.09% UF: 44.44% P: 82.35% R: 25.45% F: 38.89%
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+ 2024-08-12 10:57:19 INFO test: loss: nan - UP: 70.60% UR: 34.11% UF: 45.99% P: 66.38% R: 32.07% F: 43.24%
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+ 2024-08-12 10:57:20 INFO lr: 4.9760e-05 - loss: 0.0035 - UP: 90.85% UR: 80.59% UF: 85.41% P: 90.85% R: 80.59% F: 85.41%
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+ 2024-08-12 10:57:20 INFO dev: loss: nan - UP: 85.19% UR: 41.82% UF: 56.10% P: 74.07% R: 36.36% F: 48.78%
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+ 2024-08-12 10:57:21 INFO test: loss: nan - UP: 63.68% UR: 39.45% UF: 48.72% P: 58.34% R: 36.15% F: 44.64%
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+ 2024-08-12 10:57:22 INFO lr: 4.9750e-05 - loss: nan - UP: 91.59% UR: 81.98% UF: 86.52% P: 91.59% R: 81.98% F: 86.52%
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+ 2024-08-12 10:57:23 INFO dev: loss: nan - UP: 79.41% UR: 49.09% UF: 60.67% P: 61.76% R: 38.18% F: 47.19%
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+ 2024-08-12 10:57:23 INFO test: loss: nan - UP: 47.84% UR: 52.25% UF: 49.95% P: 41.85% R: 45.71% F: 43.70%
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+ 2024-08-12 10:57:25 INFO lr: 4.9740e-05 - loss: 0.0083 - UP: 90.45% UR: 78.81% UF: 84.23% P: 90.00% R: 78.42% F: 83.81%
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+ 2024-08-12 10:57:25 INFO dev: loss: nan - UP: 80.00% UR: 43.64% UF: 56.47% P: 70.00% R: 38.18% F: 49.41%
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+ 2024-08-12 10:57:25 INFO test: loss: nan - UP: 65.23% UR: 38.26% UF: 48.23% P: 60.31% R: 35.37% F: 44.59%
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+ 2024-08-12 10:57:27 INFO lr: 4.9730e-05 - loss: 0.0099 - UP: 90.97% UR: 83.76% UF: 87.22% P: 90.97% R: 83.76% F: 87.22%
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+ 2024-08-12 10:57:27 INFO test: loss: nan - UP: 66.29% UR: 32.77% UF: 43.86% P: 62.30% R: 30.80% F: 41.22%
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+ 2024-08-12 10:57:29 INFO lr: 4.9720e-05 - loss: 0.0136 - UP: 89.41% UR: 83.56% UF: 86.39% P: 89.41% R: 83.56% F: 86.39%
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+ 2024-08-12 10:57:29 INFO test: loss: nan - UP: 70.89% UR: 34.60% UF: 46.50% P: 66.71% R: 32.56% F: 43.76%
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+ 2024-08-12 10:57:31 INFO lr: 4.9710e-05 - loss: 0.0173 - UP: 92.62% UR: 81.98% UF: 86.97% P: 92.62% R: 81.98% F: 86.97%
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+ 2024-08-12 10:57:31 INFO test: loss: nan - UP: 68.40% UR: 36.99% UF: 48.01% P: 62.81% R: 33.97% F: 44.09%
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+ 2024-08-12 10:57:33 INFO lr: 4.9700e-05 - loss: 0.0012 - UP: 94.38% UR: 86.53% UF: 90.29% P: 94.17% R: 86.34% F: 90.08%
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+ 2024-08-12 10:57:33 INFO dev: loss: nan - UP: 75.68% UR: 50.91% UF: 60.87% P: 64.86% R: 43.64% F: 52.17%
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+ 2024-08-12 10:57:34 INFO test: loss: nan - UP: 62.79% UR: 42.48% UF: 50.67% P: 57.38% R: 38.82% F: 46.31%
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+ 2024-08-12 10:57:42 INFO lr: 4.9690e-05 - loss: 0.0005 - UP: 95.25% UR: 87.33% UF: 91.12% P: 95.03% R: 87.13% F: 90.91%
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+ 2024-08-12 10:57:43 INFO test: loss: nan - UP: 67.12% UR: 41.77% UF: 51.50% P: 60.45% R: 37.62% F: 46.38%
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+ 2024-08-12 10:57:44 INFO lr: 4.9680e-05 - loss: 0.0086 - UP: 97.82% UR: 88.91% UF: 93.15% P: 97.82% R: 88.91% F: 93.15%
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+ 2024-08-12 10:58:37 INFO test: loss: nan - UP: 67.67% UR: 37.83% UF: 48.53% P: 62.14% R: 34.74% F: 44.56%
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+ 2024-08-12 10:58:41 INFO test: loss: nan - UP: 64.50% UR: 35.51% UF: 45.80% P: 58.49% R: 32.21% F: 41.54%
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+ 2024-08-12 10:58:43 INFO test: loss: nan - UP: 67.86% UR: 34.60% UF: 45.83% P: 61.79% R: 31.50% F: 41.73%
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+ 2024-08-12 10:58:45 INFO test: loss: nan - UP: 60.80% UR: 36.43% UF: 45.56% P: 55.99% R: 33.54% F: 41.95%
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+ 2024-08-12 10:58:47 INFO lr: 4.9450e-05 - loss: 0.0002 - UP: 95.15% UR: 93.27% UF: 94.20% P: 94.14% R: 92.28% F: 93.20%
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+ 2024-08-12 10:58:47 INFO test: loss: nan - UP: 56.90% UR: 42.90% UF: 48.92% P: 51.59% R: 38.89% F: 44.35%
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+ 2024-08-12 10:58:49 INFO test: loss: nan - UP: 62.65% UR: 36.57% UF: 46.18% P: 56.02% R: 32.70% F: 41.30%
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+ 2024-08-12 10:58:51 INFO dev: loss: nan - UP: 78.57% UR: 20.00% UF: 31.88% P: 78.57% R: 20.00% F: 31.88%
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+ 2024-08-12 10:58:51 INFO test: loss: nan - UP: 71.04% UR: 35.02% UF: 46.91% P: 63.34% R: 31.22% F: 41.83%
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+ 2024-08-12 10:58:53 INFO lr: 4.9420e-05 - loss: 0.0024 - UP: 95.98% UR: 94.65% UF: 95.31% P: 94.18% R: 92.87% F: 93.52%
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+ 2024-08-12 10:58:53 INFO dev: loss: nan - UP: 61.76% UR: 38.18% UF: 47.19% P: 58.82% R: 36.36% F: 44.94%
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+ 2024-08-12 10:58:55 INFO lr: 4.9410e-05 - loss: 0.0016 - UP: 93.12% UR: 88.51% UF: 90.76% P: 92.29% R: 87.72% F: 89.95%
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+ 2024-08-12 10:58:56 INFO test: loss: nan - UP: 65.24% UR: 33.12% UF: 43.94% P: 60.66% R: 30.80% F: 40.86%
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+ 2024-08-12 10:58:58 INFO test: loss: nan - UP: 66.88% UR: 36.36% UF: 47.11% P: 61.97% R: 33.68% F: 43.64%
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+ 2024-08-12 10:59:00 INFO test: loss: nan - UP: 66.88% UR: 36.22% UF: 46.99% P: 62.47% R: 33.83% F: 43.89%
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+ 2024-08-12 10:59:02 INFO test: loss: nan - UP: 67.69% UR: 35.65% UF: 46.71% P: 65.15% R: 34.32% F: 44.96%
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+ 2024-08-12 10:59:21 INFO test: loss: nan - UP: 64.12% UR: 40.08% UF: 49.33% P: 60.07% R: 37.55% F: 46.21%
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+ 2024-08-12 10:59:34 INFO test: loss: nan - UP: 61.65% UR: 38.89% UF: 47.69% P: 55.85% R: 35.23% F: 43.21%
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+ 2024-08-12 10:59:36 INFO lr: 4.9250e-05 - loss: 0.0041 - UP: 97.12% UR: 93.47% UF: 95.26% P: 97.12% R: 93.47% F: 95.26%
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+ 2024-08-12 10:59:36 INFO test: loss: nan - UP: 67.48% UR: 32.98% UF: 44.31% P: 63.45% R: 31.01% F: 41.66%
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+ 2024-08-12 10:59:38 INFO lr: 4.9240e-05 - loss: 0.0240 - UP: 91.31% UR: 89.50% UF: 90.40% P: 90.30% R: 88.51% F: 89.40%
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+ 2024-08-12 10:59:38 INFO test: loss: nan - UP: 72.54% UR: 34.18% UF: 46.46% P: 61.64% R: 29.04% F: 39.48%
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+ 2024-08-12 10:59:38 INFO 0:00:02.088655s elapsed
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+ 2024-08-12 10:59:40 INFO test: loss: nan - UP: 53.73% UR: 45.57% UF: 49.32% P: 47.68% R: 40.44% F: 43.76%
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+ 2024-08-12 10:59:40 INFO 0:00:02.131710s elapsed
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+ 2024-08-12 10:59:43 INFO test: loss: nan - UP: 55.53% UR: 43.11% UF: 48.54% P: 49.55% R: 38.47% F: 43.31%
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+ 2024-08-12 10:59:44 INFO lr: 4.9210e-05 - loss: 0.0069 - UP: 94.25% UR: 90.89% UF: 92.54% P: 94.25% R: 90.89% F: 92.54%
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+ 2024-08-12 10:59:45 INFO test: loss: nan - UP: 63.12% UR: 40.93% UF: 49.66% P: 56.40% R: 36.57% F: 44.37%
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+ 2024-08-12 10:59:45 INFO 0:00:02.102587s elapsed
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+ 2024-08-12 10:59:46 INFO lr: 4.9200e-05 - loss: 0.0280 - UP: 91.56% UR: 88.12% UF: 89.81% P: 91.56% R: 88.12% F: 89.81%
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+ 2024-08-12 10:59:46 INFO dev: loss: nan - UP: 69.70% UR: 41.82% UF: 52.27% P: 63.64% R: 38.18% F: 47.73%
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+ 2024-08-12 10:59:47 INFO test: loss: nan - UP: 57.21% UR: 41.00% UF: 47.77% P: 51.42% R: 36.85% F: 42.93%
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+ 2024-08-12 10:59:47 INFO 0:00:02.081265s elapsed
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+ 2024-08-12 10:59:47 INFO Epoch 81 / 5000:
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+ 2024-08-12 10:59:48 INFO lr: 4.9190e-05 - loss: 0.0045 - UP: 95.26% UR: 91.49% UF: 93.33% P: 95.26% R: 91.49% F: 93.33%
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+ 2024-08-12 10:59:48 INFO dev: loss: nan - UP: 80.95% UR: 30.91% UF: 44.74% P: 66.67% R: 25.45% F: 36.84%
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+ 2024-08-12 10:59:49 INFO test: loss: nan - UP: 70.02% UR: 30.38% UF: 42.37% P: 65.32% R: 28.34% F: 39.53%
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+ 2024-08-12 10:59:49 INFO 0:00:02.069184s elapsed
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+ 2024-08-12 10:59:49 INFO Epoch 82 / 5000:
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+ 2024-08-12 10:59:50 INFO lr: 4.9180e-05 - loss: 0.0003 - UP: 93.59% UR: 95.45% UF: 94.51% P: 93.40% R: 95.25% F: 94.31%
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+ 2024-08-12 10:59:51 INFO dev: loss: nan - UP: 72.97% UR: 49.09% UF: 58.70% P: 62.16% R: 41.82% F: 50.00%
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+ 2024-08-12 10:59:51 INFO test: loss: nan - UP: 55.87% UR: 43.18% UF: 48.71% P: 50.41% R: 38.96% F: 43.95%
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+ 2024-08-12 10:59:51 INFO 0:00:02.091799s elapsed
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+ 2024-08-12 10:59:53 INFO lr: 4.9170e-05 - loss: nan - UP: 96.97% UR: 95.05% UF: 96.00% P: 96.97% R: 95.05% F: 96.00%
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+ 2024-08-12 10:59:53 INFO dev: loss: nan - UP: 75.00% UR: 21.82% UF: 33.80% P: 68.75% R: 20.00% F: 30.99%
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+ 2024-08-12 10:59:53 INFO test: loss: nan - UP: 68.94% UR: 32.00% UF: 43.71% P: 63.64% R: 29.54% F: 40.35%
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+ 2024-08-12 10:59:53 INFO 0:00:02.116471s elapsed
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+ 2024-08-12 10:59:53 INFO Epoch 84 / 5000:
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+ 2024-08-12 10:59:55 INFO lr: 4.9160e-05 - loss: nan - UP: 93.21% UR: 92.48% UF: 92.84% P: 93.21% R: 92.48% F: 92.84%
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+ 2024-08-12 10:59:55 INFO dev: loss: nan - UP: 83.87% UR: 47.27% UF: 60.47% P: 74.19% R: 41.82% F: 53.49%
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+ 2024-08-12 10:59:55 INFO test: loss: nan - UP: 56.96% UR: 42.90% UF: 48.94% P: 50.14% R: 37.76% F: 43.08%
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+ 2024-08-12 10:59:55 INFO 0:00:02.126564s elapsed
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+ 2024-08-12 10:59:55 INFO Epoch 85 / 5000:
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+ 2024-08-12 10:59:57 INFO lr: 4.9150e-05 - loss: 0.1174 - UP: 97.29% UR: 92.28% UF: 94.72% P: 97.29% R: 92.28% F: 94.72%
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+ 2024-08-12 10:59:57 INFO dev: loss: nan - UP: 78.12% UR: 45.45% UF: 57.47% P: 65.62% R: 38.18% F: 48.28%
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+ 2024-08-12 10:59:57 INFO test: loss: nan - UP: 61.46% UR: 39.03% UF: 47.74% P: 54.82% R: 34.81% F: 42.58%
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+ 2024-08-12 10:59:57 INFO 0:00:02.120709s elapsed
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+ 2024-08-12 10:59:59 INFO lr: 4.9140e-05 - loss: 0.0535 - UP: 91.13% UR: 89.50% UF: 90.31% P: 90.93% R: 89.31% F: 90.11%
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+ 2024-08-12 10:59:59 INFO dev: loss: nan - UP: 88.89% UR: 29.09% UF: 43.84% P: 83.33% R: 27.27% F: 41.10%
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+ 2024-08-12 10:59:59 INFO test: loss: nan - UP: 67.54% UR: 34.53% UF: 45.70% P: 63.14% R: 32.28% F: 42.72%
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+ 2024-08-12 10:59:59 INFO 0:00:02.140441s elapsed
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+ 2024-08-12 10:59:59 INFO Epoch 87 / 5000:
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+ 2024-08-12 11:00:01 INFO lr: 4.9130e-05 - loss: 0.0018 - UP: 95.10% UR: 88.32% UF: 91.58% P: 94.24% R: 87.52% F: 90.76%
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+ 2024-08-12 11:00:01 INFO dev: loss: nan - UP: 77.78% UR: 38.18% UF: 51.22% P: 55.56% R: 27.27% F: 36.59%
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+ 2024-08-12 11:00:02 INFO test: loss: nan - UP: 57.53% UR: 42.19% UF: 48.68% P: 52.16% R: 38.26% F: 44.14%
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+ 2024-08-12 11:00:02 INFO 0:00:02.135885s elapsed
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+ 2024-08-12 11:00:03 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 96.44% UR: 91.09% UF: 93.69% P: 96.23% R: 90.89% F: 93.48%
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+ 2024-08-12 11:00:03 INFO dev: loss: nan - UP: 79.17% UR: 34.55% UF: 48.10% P: 66.67% R: 29.09% F: 40.51%
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+ 2024-08-12 11:00:04 INFO test: loss: nan - UP: 61.79% UR: 35.37% UF: 44.99% P: 55.28% R: 31.65% F: 40.25%
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+ 2024-08-12 11:00:04 INFO 0:00:02.124020s elapsed
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+ 2024-08-12 11:00:05 INFO lr: 4.9110e-05 - loss: 0.0016 - UP: 96.39% UR: 95.25% UF: 95.82% P: 96.19% R: 95.05% F: 95.62%
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+ 2024-08-12 11:00:05 INFO dev: loss: nan - UP: 75.00% UR: 38.18% UF: 50.60% P: 60.71% R: 30.91% F: 40.96%
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+ 2024-08-12 11:00:06 INFO test: loss: nan - UP: 62.25% UR: 37.34% UF: 46.68% P: 56.74% R: 34.04% F: 42.55%
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+ 2024-08-12 11:00:06 INFO 0:00:02.103161s elapsed
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+ 2024-08-12 11:00:07 INFO lr: 4.9100e-05 - loss: 0.0085 - UP: 97.12% UR: 93.47% UF: 95.26% P: 97.12% R: 93.47% F: 95.26%
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+ 2024-08-12 11:00:08 INFO dev: loss: nan - UP: 82.76% UR: 43.64% UF: 57.14% P: 65.52% R: 34.55% F: 45.24%
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+ 2024-08-12 11:00:08 INFO test: loss: nan - UP: 63.20% UR: 36.36% UF: 46.16% P: 58.56% R: 33.68% F: 42.77%
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+ 2024-08-12 11:00:10 INFO lr: 4.9090e-05 - loss: 0.0106 - UP: 92.19% UR: 86.53% UF: 89.27% P: 91.77% R: 86.14% F: 88.87%
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+ 2024-08-12 11:00:10 INFO dev: loss: nan - UP: 79.41% UR: 49.09% UF: 60.67% P: 64.71% R: 40.00% F: 49.44%
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+ 2024-08-12 11:00:10 INFO test: loss: nan - UP: 61.60% UR: 39.59% UF: 48.20% P: 53.50% R: 34.39% F: 41.87%
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+ 2024-08-12 11:00:10 INFO 0:00:02.111916s elapsed
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+ 2024-08-12 11:00:12 INFO lr: 4.9080e-05 - loss: 0.0003 - UP: 97.25% UR: 91.09% UF: 94.07% P: 97.04% R: 90.89% F: 93.87%
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+ 2024-08-12 11:00:12 INFO dev: loss: nan - UP: 72.22% UR: 47.27% UF: 57.14% P: 61.11% R: 40.00% F: 48.35%
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+ 2024-08-12 11:00:12 INFO test: loss: nan - UP: 59.84% UR: 43.39% UF: 50.31% P: 54.32% R: 39.38% F: 45.66%
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+ 2024-08-12 11:00:12 INFO 0:00:02.208790s elapsed
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+ 2024-08-12 11:00:14 INFO lr: 4.9070e-05 - loss: 0.0078 - UP: 96.98% UR: 95.25% UF: 96.10% P: 96.98% R: 95.25% F: 96.10%
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+ 2024-08-12 11:00:14 INFO test: loss: nan - UP: 69.11% UR: 31.15% UF: 42.95% P: 63.34% R: 28.55% F: 39.36%
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+ 2024-08-12 11:00:16 INFO lr: 4.9060e-05 - loss: 0.0003 - UP: 96.36% UR: 94.26% UF: 95.30% P: 96.15% R: 94.06% F: 95.10%
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+ 2024-08-12 11:00:16 INFO test: loss: nan - UP: 65.51% UR: 37.13% UF: 47.40% P: 60.67% R: 34.39% F: 43.90%
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+ 2024-08-12 11:00:16 INFO 0:00:02.111132s elapsed
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+ 2024-08-12 11:00:18 INFO lr: 4.9050e-05 - loss: 0.0879 - UP: 96.47% UR: 92.08% UF: 94.22% P: 96.47% R: 92.08% F: 94.22%
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+ 2024-08-12 11:00:18 INFO dev: loss: nan - UP: 68.42% UR: 47.27% UF: 55.91% P: 57.89% R: 40.00% F: 47.31%
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+ 2024-08-12 11:00:18 INFO test: loss: nan - UP: 54.75% UR: 44.59% UF: 49.15% P: 49.65% R: 40.44% F: 44.57%
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+ 2024-08-12 11:00:20 INFO lr: 4.9040e-05 - loss: 0.0837 - UP: 97.34% UR: 94.26% UF: 95.77% P: 97.14% R: 94.06% F: 95.57%
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+ 2024-08-12 11:00:20 INFO dev: loss: nan - UP: 72.22% UR: 47.27% UF: 57.14% P: 58.33% R: 38.18% F: 46.15%
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+ 2024-08-12 11:00:20 INFO test: loss: nan - UP: 55.84% UR: 46.06% UF: 50.48% P: 50.30% R: 41.49% F: 45.47%
643
+ 2024-08-12 11:00:20 INFO 0:00:02.056285s elapsed
644
+
645
+ 2024-08-12 11:00:20 INFO Epoch 97 / 5000:
646
+ 2024-08-12 11:00:22 INFO lr: 4.9030e-05 - loss: 0.0001 - UP: 97.81% UR: 97.43% UF: 97.62% P: 97.81% R: 97.43% F: 97.62%
647
+ 2024-08-12 11:00:22 INFO dev: loss: nan - UP: 81.48% UR: 40.00% UF: 53.66% P: 62.96% R: 30.91% F: 41.46%
648
+ 2024-08-12 11:00:23 INFO test: loss: nan - UP: 71.64% UR: 33.40% UF: 45.56% P: 65.61% R: 30.59% F: 41.73%
649
+ 2024-08-12 11:00:23 INFO 0:00:02.077129s elapsed
650
+
651
+ 2024-08-12 11:00:30 INFO Epoch 67 saved
652
+ 2024-08-12 11:00:30 INFO dev: UP: 96.67% UR: 52.73% UF: 68.24% P: 80.00% R: 43.64% F: 56.47%
653
+ 2024-08-12 11:00:30 INFO test: UP: 57.79% UR: 46.41% UF: 51.48% P: 52.63% R: 42.26% F: 46.88%
654
+ 2024-08-12 11:00:30 INFO 0:03:26.916116s elapsed, 0:00:02.133156s/epoch