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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_roberta_6.train.log +564 -0
  4. models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_xlm_6.train.log +720 -0
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+ 2024-08-12 05:52:28 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani3_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani3_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | PlanTL-GOB-ES/roberta-base-ca
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 05:52:28 INFO Building the fields
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+ 2024-08-12 05:52:28 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 05:52:28 INFO Building the model
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+ 2024-08-12 05:52:30 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 05:52:30 INFO Loading the data
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+ 2024-08-12 05:52:31 INFO
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+ train: Dataset(n_sentences=116, n_batches=23, n_buckets=23)
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+ dev: Dataset(n_sentences=15, n_batches=12, n_buckets=12)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 05:52:31 INFO Epoch 1 / 5000:
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+ 2024-08-12 05:52:32 INFO lr: 4.9990e-05 - loss: 0.1817 - UP: 12.18% UR: 6.69% UF: 8.63% P: 2.54% R: 1.39% F: 1.80%
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+ 2024-08-12 05:52:32 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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+ 2024-08-12 05:52:33 INFO test: loss: 0.1868 - UP: 4.87% UR: 0.46% UF: 0.84% P: 4.87% R: 0.46% F: 0.84%
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+ 2024-08-12 05:52:33 INFO 0:00:02.232692s elapsed
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+
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+ 2024-08-12 05:52:33 INFO Epoch 2 / 5000:
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+ 2024-08-12 05:52:34 INFO lr: 4.9980e-05 - loss: 0.1472 - UP: 43.13% UR: 12.67% UF: 19.59% P: 36.97% R: 10.86% F: 16.79%
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+ 2024-08-12 05:52:34 INFO dev: loss: nan - UP: 76.92% UR: 16.13% UF: 26.67% P: 69.23% R: 14.52% F: 24.00%
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+ 2024-08-12 05:52:34 INFO test: loss: 0.1594 - UP: 62.38% UR: 8.34% UF: 14.71% P: 48.90% R: 6.54% F: 11.53%
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+ 2024-08-12 05:52:36 INFO 0:00:01.636887s elapsed (saved)
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+
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+ 2024-08-12 05:52:36 INFO Epoch 3 / 5000:
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+ 2024-08-12 05:52:38 INFO lr: 4.9970e-05 - loss: 0.1074 - UP: 75.00% UR: 23.40% UF: 35.67% P: 66.52% R: 20.75% F: 31.63%
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+ 2024-08-12 05:52:38 INFO dev: loss: nan - UP: 76.00% UR: 30.65% UF: 43.68% P: 72.00% R: 29.03% F: 41.38%
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+ 2024-08-12 05:52:38 INFO test: loss: 0.1357 - UP: 69.17% UR: 15.04% UF: 24.71% P: 58.00% R: 12.61% F: 20.72%
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+ 2024-08-12 05:52:41 INFO 0:00:01.696273s elapsed (saved)
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+
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+ 2024-08-12 05:52:41 INFO Epoch 4 / 5000:
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+ 2024-08-12 05:52:42 INFO lr: 4.9960e-05 - loss: 0.1385 - UP: 75.28% UR: 46.66% UF: 57.61% P: 73.03% R: 45.26% F: 55.89%
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+ 2024-08-12 05:52:42 INFO dev: loss: nan - UP: 54.55% UR: 48.39% UF: 51.28% P: 52.73% R: 46.77% F: 49.57%
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+ 2024-08-12 05:52:43 INFO test: loss: 0.1410 - UP: 58.13% UR: 26.35% UF: 36.26% P: 53.05% R: 24.05% F: 33.09%
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+ 2024-08-12 05:52:46 INFO 0:00:01.640167s elapsed (saved)
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+
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+ 2024-08-12 05:52:46 INFO Epoch 5 / 5000:
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+ 2024-08-12 05:52:47 INFO lr: 4.9950e-05 - loss: 0.0890 - UP: 79.96% UR: 51.11% UF: 62.36% P: 78.00% R: 49.86% F: 60.83%
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+ 2024-08-12 05:52:47 INFO dev: loss: nan - UP: 80.00% UR: 19.35% UF: 31.17% P: 80.00% R: 19.35% F: 31.17%
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+ 2024-08-12 05:52:48 INFO test: loss: 0.1413 - UP: 78.93% UR: 9.89% UF: 17.57% P: 73.91% R: 9.26% F: 16.46%
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+ 2024-08-12 05:52:48 INFO 0:00:01.736230s elapsed
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+
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+ 2024-08-12 05:52:48 INFO Epoch 6 / 5000:
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+ 2024-08-12 05:52:49 INFO lr: 4.9940e-05 - loss: 0.0547 - UP: 81.01% UR: 55.85% UF: 66.12% P: 80.81% R: 55.71% F: 65.95%
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+ 2024-08-12 05:52:49 INFO dev: loss: nan - UP: 80.65% UR: 40.32% UF: 53.76% P: 70.97% R: 35.48% F: 47.31%
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+ 2024-08-12 05:52:49 INFO test: loss: 0.1348 - UP: 78.61% UR: 16.63% UF: 27.46% P: 72.87% R: 15.42% F: 25.45%
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+ 2024-08-12 05:52:49 INFO 0:00:01.731376s elapsed
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+
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+ 2024-08-12 05:52:49 INFO Epoch 7 / 5000:
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+ 2024-08-12 05:52:50 INFO lr: 4.9930e-05 - loss: 0.0511 - UP: 82.84% UR: 70.61% UF: 76.24% P: 82.52% R: 70.33% F: 75.94%
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+ 2024-08-12 05:52:51 INFO dev: loss: nan - UP: 63.46% UR: 53.23% UF: 57.89% P: 57.69% R: 48.39% F: 52.63%
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+ 2024-08-12 05:52:51 INFO test: loss: 0.1344 - UP: 57.30% UR: 31.42% UF: 40.58% P: 53.02% R: 29.07% F: 37.55%
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+ 2024-08-12 05:52:54 INFO 0:00:01.660264s elapsed (saved)
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+
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+ 2024-08-12 05:52:54 INFO Epoch 8 / 5000:
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+ 2024-08-12 05:52:55 INFO lr: 4.9920e-05 - loss: 0.0346 - UP: 87.54% UR: 69.50% UF: 77.48% P: 87.37% R: 69.36% F: 77.33%
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+ 2024-08-12 05:52:55 INFO dev: loss: nan - UP: 63.46% UR: 53.23% UF: 57.89% P: 55.77% R: 46.77% F: 50.88%
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+ 2024-08-12 05:52:56 INFO test: loss: 0.1433 - UP: 66.98% UR: 30.25% UF: 41.67% P: 62.15% R: 28.07% F: 38.67%
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+ 2024-08-12 05:52:56 INFO 0:00:01.771897s elapsed
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+
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+ 2024-08-12 05:52:56 INFO Epoch 9 / 5000:
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+ 2024-08-12 05:52:57 INFO lr: 4.9910e-05 - loss: 0.0315 - UP: 90.32% UR: 75.35% UF: 82.16% P: 90.32% R: 75.35% F: 82.16%
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+ 2024-08-12 05:52:57 INFO dev: loss: nan - UP: 67.39% UR: 50.00% UF: 57.41% P: 60.87% R: 45.16% F: 51.85%
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+ 2024-08-12 05:52:57 INFO test: loss: 0.1503 - UP: 68.84% UR: 29.16% UF: 40.97% P: 63.20% R: 26.77% F: 37.61%
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+ 2024-08-12 05:52:57 INFO 0:00:01.711120s elapsed
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+
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+ 2024-08-12 05:52:57 INFO Epoch 10 / 5000:
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+ 2024-08-12 05:52:59 INFO lr: 4.9900e-05 - loss: 0.0017 - UP: 94.13% UR: 80.36% UF: 86.70% P: 94.13% R: 80.36% F: 86.70%
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+ 2024-08-12 05:52:59 INFO dev: loss: nan - UP: 52.78% UR: 61.29% UF: 56.72% P: 45.83% R: 53.23% F: 49.25%
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+ 2024-08-12 05:52:59 INFO test: loss: 0.1625 - UP: 55.67% UR: 37.24% UF: 44.63% P: 49.66% R: 33.22% F: 39.81%
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+ 2024-08-12 05:52:59 INFO 0:00:01.657209s elapsed
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+
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+ 2024-08-12 05:52:59 INFO Epoch 11 / 5000:
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+ 2024-08-12 05:53:00 INFO lr: 4.9890e-05 - loss: 0.0310 - UP: 89.51% UR: 82.03% UF: 85.61% P: 89.51% R: 82.03% F: 85.61%
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+ 2024-08-12 05:53:00 INFO dev: loss: nan - UP: 56.90% UR: 53.23% UF: 55.00% P: 51.72% R: 48.39% F: 50.00%
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+ 2024-08-12 05:53:01 INFO test: loss: 0.1546 - UP: 64.29% UR: 33.56% UF: 44.10% P: 59.63% R: 31.13% F: 40.90%
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+ 2024-08-12 05:53:01 INFO 0:00:01.645047s elapsed
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+
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+ 2024-08-12 05:53:01 INFO Epoch 12 / 5000:
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+ 2024-08-12 05:53:02 INFO lr: 4.9880e-05 - loss: 0.0086 - UP: 92.04% UR: 85.38% UF: 88.58% P: 91.89% R: 85.24% F: 88.44%
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+ 2024-08-12 05:53:02 INFO dev: loss: nan - UP: 65.31% UR: 51.61% UF: 57.66% P: 57.14% R: 45.16% F: 50.45%
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+ 2024-08-12 05:53:02 INFO test: loss: 0.1616 - UP: 66.19% UR: 32.64% UF: 43.71% P: 61.60% R: 30.37% F: 40.68%
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+ 2024-08-12 05:53:02 INFO 0:00:01.615951s elapsed
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+
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+ 2024-08-12 05:53:02 INFO Epoch 13 / 5000:
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+ 2024-08-12 05:53:04 INFO lr: 4.9870e-05 - loss: 0.0027 - UP: 94.09% UR: 88.72% UF: 91.33% P: 94.09% R: 88.72% F: 91.33%
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+ 2024-08-12 05:53:04 INFO dev: loss: nan - UP: 54.41% UR: 59.68% UF: 56.92% P: 48.53% R: 53.23% F: 50.77%
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+ 2024-08-12 05:53:04 INFO test: loss: 0.1619 - UP: 60.35% UR: 37.24% UF: 46.06% P: 55.94% R: 34.52% F: 42.69%
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+ 2024-08-12 05:53:04 INFO 0:00:01.739672s elapsed
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+ 2024-08-12 05:53:04 INFO Epoch 14 / 5000:
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+ 2024-08-12 05:53:05 INFO lr: 4.9860e-05 - loss: 0.0228 - UP: 93.03% UR: 87.33% UF: 90.09% P: 93.03% R: 87.33% F: 90.09%
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+ 2024-08-12 05:53:05 INFO dev: loss: nan - UP: 54.55% UR: 58.06% UF: 56.25% P: 48.48% R: 51.61% F: 50.00%
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+ 2024-08-12 05:53:06 INFO test: loss: 0.1652 - UP: 57.78% UR: 37.49% UF: 45.48% P: 53.20% R: 34.52% F: 41.87%
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+ 2024-08-12 05:53:06 INFO 0:00:01.663411s elapsed
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+ 2024-08-12 05:53:07 INFO lr: 4.9850e-05 - loss: 0.0252 - UP: 95.10% UR: 89.28% UF: 92.10% P: 95.10% R: 89.28% F: 92.10%
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+ 2024-08-12 05:53:07 INFO dev: loss: nan - UP: 67.39% UR: 50.00% UF: 57.41% P: 60.87% R: 45.16% F: 51.85%
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+ 2024-08-12 05:53:07 INFO test: loss: 0.1606 - UP: 53.86% UR: 31.29% UF: 39.59% P: 50.68% R: 29.45% F: 37.25%
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+ 2024-08-12 05:53:07 INFO 0:00:01.639153s elapsed
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+ 2024-08-12 05:53:07 INFO Epoch 16 / 5000:
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+ 2024-08-12 05:53:09 INFO lr: 4.9840e-05 - loss: 0.0765 - UP: 90.66% UR: 90.53% UF: 90.59% P: 90.52% R: 90.39% F: 90.45%
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+ 2024-08-12 05:53:09 INFO dev: loss: nan - UP: 70.73% UR: 46.77% UF: 56.31% P: 70.73% R: 46.77% F: 56.31%
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+ 2024-08-12 05:53:09 INFO test: loss: 0.1540 - UP: 70.74% UR: 29.37% UF: 41.50% P: 65.39% R: 27.15% F: 38.37%
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+ 2024-08-12 05:53:12 INFO 0:00:01.792895s elapsed (saved)
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+ 2024-08-12 05:53:12 INFO Epoch 17 / 5000:
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+ 2024-08-12 05:53:14 INFO lr: 4.9830e-05 - loss: 0.0012 - UP: 94.25% UR: 86.77% UF: 90.36% P: 94.25% R: 86.77% F: 90.36%
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+ 2024-08-12 05:53:14 INFO dev: loss: nan - UP: 56.45% UR: 56.45% UF: 56.45% P: 51.61% R: 51.61% F: 51.61%
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+ 2024-08-12 05:53:14 INFO test: loss: 0.1574 - UP: 61.51% UR: 37.16% UF: 46.33% P: 56.52% R: 34.14% F: 42.57%
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+ 2024-08-12 05:53:14 INFO 0:00:01.701260s elapsed
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+ 2024-08-12 05:53:14 INFO Epoch 18 / 5000:
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+ 2024-08-12 05:53:15 INFO lr: 4.9820e-05 - loss: 0.0161 - UP: 96.26% UR: 89.69% UF: 92.86% P: 96.26% R: 89.69% F: 92.86%
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+ 2024-08-12 05:53:15 INFO dev: loss: nan - UP: 63.64% UR: 56.45% UF: 59.83% P: 58.18% R: 51.61% F: 54.70%
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+ 2024-08-12 05:53:16 INFO test: loss: 0.1697 - UP: 52.78% UR: 36.53% UF: 43.18% P: 48.91% R: 33.85% F: 40.01%
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+ 2024-08-12 05:53:16 INFO 0:00:01.695948s elapsed
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+ 2024-08-12 05:53:16 INFO Epoch 19 / 5000:
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+ 2024-08-12 05:53:17 INFO lr: 4.9810e-05 - loss: 0.0008 - UP: 95.44% UR: 93.31% UF: 94.37% P: 95.44% R: 93.31% F: 94.37%
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+ 2024-08-12 05:53:17 INFO dev: loss: nan - UP: 68.63% UR: 56.45% UF: 61.95% P: 62.75% R: 51.61% F: 56.64%
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+ 2024-08-12 05:53:17 INFO test: loss: 0.1949 - UP: 54.26% UR: 32.84% UF: 40.92% P: 50.17% R: 30.37% F: 37.84%
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+ 2024-08-12 05:53:21 INFO 0:00:01.695857s elapsed (saved)
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+ 2024-08-12 05:53:21 INFO Epoch 20 / 5000:
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+ 2024-08-12 05:53:22 INFO lr: 4.9800e-05 - loss: 0.0057 - UP: 96.52% UR: 92.62% UF: 94.53% P: 96.52% R: 92.62% F: 94.53%
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+ 2024-08-12 05:53:22 INFO dev: loss: nan - UP: 68.75% UR: 53.23% UF: 60.00% P: 62.50% R: 48.39% F: 54.55%
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+ 2024-08-12 05:53:49 INFO lr: 4.9640e-05 - loss: 0.0006 - UP: 99.72% UR: 99.72% UF: 99.72% P: 99.72% R: 99.72% F: 99.72%
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+ 2024-08-12 05:53:51 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 100.00% UR: 99.03% UF: 99.51% P: 100.00% R: 99.03% F: 99.51%
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+ 2024-08-12 05:53:52 INFO lr: 4.9620e-05 - loss: 0.0000 - UP: 99.86% UR: 99.30% UF: 99.58% P: 99.86% R: 99.30% F: 99.58%
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+ 2024-08-12 05:53:53 INFO test: loss: 0.2254 - UP: 59.82% UR: 39.55% UF: 47.62% P: 55.07% R: 36.41% F: 43.83%
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+ 2024-08-12 05:53:56 INFO 0:00:01.649626s elapsed (saved)
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+ 2024-08-12 05:53:57 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 99.86% UR: 99.16% UF: 99.51% P: 99.86% R: 99.16% F: 99.51%
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+ 2024-08-12 05:53:59 INFO test: loss: 0.2374 - UP: 62.04% UR: 37.79% UF: 46.97% P: 57.29% R: 34.90% F: 43.37%
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+ 2024-08-12 05:54:01 INFO test: loss: 0.2530 - UP: 59.04% UR: 39.25% UF: 47.16% P: 53.81% R: 35.78% F: 42.98%
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+ 2024-08-12 05:54:02 INFO lr: 4.9580e-05 - loss: 0.0001 - UP: 100.00% UR: 99.16% UF: 99.58% P: 100.00% R: 99.16% F: 99.58%
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+ 2024-08-12 05:54:03 INFO test: loss: 0.2656 - UP: 55.76% UR: 41.60% UF: 47.65% P: 50.93% R: 38.00% F: 43.52%
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+ 2024-08-12 05:54:04 INFO lr: 4.9570e-05 - loss: 0.0004 - UP: 99.72% UR: 99.86% UF: 99.79% P: 99.72% R: 99.86% F: 99.79%
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+ 2024-08-12 05:54:05 INFO test: loss: 0.2701 - UP: 57.51% UR: 40.59% UF: 47.59% P: 52.82% R: 37.29% F: 43.71%
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+ 2024-08-12 05:54:06 INFO test: loss: 0.2627 - UP: 60.65% UR: 37.58% UF: 46.40% P: 55.98% R: 34.69% F: 42.83%
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+ 2024-08-12 05:54:08 INFO test: loss: 0.2757 - UP: 56.75% UR: 41.06% UF: 47.64% P: 51.48% R: 37.24% F: 43.22%
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+ 2024-08-12 05:54:10 INFO test: loss: 0.2556 - UP: 59.63% UR: 36.32% UF: 45.14% P: 54.54% R: 33.22% F: 41.29%
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+ 2024-08-12 05:54:44 INFO dev: loss: nan - UP: 48.24% UR: 66.13% UF: 55.78% P: 43.53% R: 59.68% F: 50.34%
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+ 2024-08-12 05:54:44 INFO test: loss: 0.2056 - UP: 44.81% UR: 42.35% UF: 43.55% P: 40.03% R: 37.83% F: 38.90%
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+ 2024-08-12 05:54:46 INFO test: loss: 0.1895 - UP: 65.26% UR: 33.14% UF: 43.96% P: 59.41% R: 30.16% F: 40.01%
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+ 2024-08-12 05:54:49 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 99.58% UR: 97.91% UF: 98.74% P: 99.58% R: 97.91% F: 98.74%
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+ 2024-08-12 05:54:49 INFO test: loss: 0.2160 - UP: 57.67% UR: 42.52% UF: 48.95% P: 51.99% R: 38.33% F: 44.13%
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+ 2024-08-12 05:54:51 INFO test: loss: 0.2205 - UP: 54.89% UR: 44.24% UF: 48.99% P: 49.17% R: 39.63% F: 43.89%
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+ 2024-08-12 05:54:51 INFO 0:00:01.733373s elapsed
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+ 2024-08-12 05:54:53 INFO test: loss: 0.2328 - UP: 61.14% UR: 37.37% UF: 46.39% P: 54.90% R: 33.56% F: 41.65%
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+ 2024-08-12 05:54:53 INFO 0:00:01.757718s elapsed
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+ 2024-08-12 05:54:56 INFO test: loss: 0.2844 - UP: 61.82% UR: 41.64% UF: 49.76% P: 55.29% R: 37.24% F: 44.51%
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+ 2024-08-12 05:54:56 INFO 0:00:01.684220s elapsed
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+ 2024-08-12 05:54:58 INFO lr: 4.9290e-05 - loss: 0.0855 - UP: 98.87% UR: 97.08% UF: 97.96% P: 98.72% R: 96.94% F: 97.82%
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+ 2024-08-12 05:54:58 INFO dev: loss: nan - UP: 47.30% UR: 56.45% UF: 51.47% P: 41.89% R: 50.00% F: 45.59%
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+ 2024-08-12 05:54:58 INFO test: loss: 0.2621 - UP: 57.69% UR: 44.49% UF: 50.24% P: 52.04% R: 40.13% F: 45.32%
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+ 2024-08-12 05:55:00 INFO test: loss: 0.2562 - UP: 56.99% UR: 43.02% UF: 49.03% P: 51.05% R: 38.54% F: 43.92%
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+ 2024-08-12 05:55:00 INFO 0:00:01.739427s elapsed
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+ 2024-08-12 05:55:01 INFO test: loss: 0.2400 - UP: 53.35% UR: 45.41% UF: 49.06% P: 47.59% R: 40.51% F: 43.77%
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+ 2024-08-12 05:55:01 INFO 0:00:01.746193s elapsed
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+ 2024-08-12 05:55:03 INFO test: loss: 0.2504 - UP: 50.81% UR: 49.94% UF: 50.37% P: 44.54% R: 43.78% F: 44.16%
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+ 2024-08-12 05:55:05 INFO dev: loss: nan - UP: 62.96% UR: 54.84% UF: 58.62% P: 55.56% R: 48.39% F: 51.72%
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+ 2024-08-12 05:55:05 INFO test: loss: 0.2472 - UP: 59.75% UR: 37.62% UF: 46.17% P: 54.29% R: 34.19% F: 41.95%
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+ 2024-08-12 05:55:06 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 96.81% UR: 97.21% UF: 97.01% P: 96.67% R: 97.08% F: 96.87%
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+ 2024-08-12 05:55:08 INFO lr: 4.9230e-05 - loss: 0.0004 - UP: 98.57% UR: 95.96% UF: 97.25% P: 98.28% R: 95.68% F: 96.97%
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+ 2024-08-12 05:55:08 INFO test: loss: 0.2581 - UP: 45.65% UR: 45.45% UF: 45.55% P: 39.92% R: 39.76% F: 39.84%
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+ 2024-08-12 05:55:17 INFO test: loss: 0.2427 - UP: 60.37% UR: 40.97% UF: 48.81% P: 54.26% R: 36.82% F: 43.87%
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+ 2024-08-12 05:55:20 INFO Epoch 52 saved
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+ 2024-08-12 05:55:20 INFO dev: UP: 67.86% UR: 61.29% UF: 64.41% P: 62.50% R: 56.45% F: 59.32%
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+ 2024-08-12 05:55:20 INFO test: UP: 61.61% UR: 37.91% UF: 46.94% P: 56.02% R: 34.48% F: 42.69%
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+ 2024-08-12 05:55:20 INFO 0:02:19.797881s elapsed, 0:00:01.704852s/epoch
models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_xlm_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_xlm_6.train.log ADDED
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1
+ 2024-08-12 05:55:23 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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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
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byKNNMeani3_asc/10/model_vi_multibooked_ca_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
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani3_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNMeani3_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
31
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 05:55:23 INFO Building the fields
39
+ 2024-08-12 05:55:24 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 05:55:24 INFO Building the model
44
+ 2024-08-12 05:55:26 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 05:55:26 INFO Loading the data
64
+ 2024-08-12 05:55:27 INFO
65
+ train: Dataset(n_sentences=116, n_batches=23, n_buckets=23)
66
+ dev: Dataset(n_sentences=15, n_batches=12, n_buckets=12)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
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+ 2024-08-12 05:55:27 INFO Epoch 1 / 5000:
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+ 2024-08-12 05:55:29 INFO lr: 4.9990e-05 - loss: 0.2027 - UP: 4.41% UR: 17.41% UF: 7.04% P: 2.65% R: 10.45% F: 4.22%
71
+ 2024-08-12 05:55:29 INFO dev: loss: nan - UP: 100.00% UR: 1.61% UF: 3.17% P: 100.00% R: 1.61% F: 3.17%
72
+ 2024-08-12 05:55:29 INFO test: loss: 0.1919 - UP: 5.13% UR: 0.08% UF: 0.16% P: 5.13% R: 0.08% F: 0.16%
73
+ 2024-08-12 05:55:34 INFO 0:00:02.602834s elapsed (saved)
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+
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+ 2024-08-12 05:55:34 INFO Epoch 2 / 5000:
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+ 2024-08-12 05:55:36 INFO lr: 4.9980e-05 - loss: 0.2160 - UP: 47.28% UR: 12.12% UF: 19.29% P: 40.76% R: 10.45% F: 16.63%
77
+ 2024-08-12 05:55:36 INFO dev: loss: nan - UP: 87.50% UR: 11.29% UF: 20.00% P: 87.50% R: 11.29% F: 20.00%
78
+ 2024-08-12 05:55:36 INFO test: loss: 0.1672 - UP: 72.33% UR: 4.82% UF: 9.03% P: 55.35% R: 3.69% F: 6.91%
79
+ 2024-08-12 05:55:44 INFO 0:00:02.029694s elapsed (saved)
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+
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+ 2024-08-12 05:55:44 INFO Epoch 3 / 5000:
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+ 2024-08-12 05:55:46 INFO lr: 4.9970e-05 - loss: 0.0844 - UP: 60.78% UR: 28.27% UF: 38.59% P: 55.69% R: 25.91% F: 35.36%
83
+ 2024-08-12 05:55:46 INFO dev: loss: nan - UP: 56.25% UR: 29.03% UF: 38.30% P: 56.25% R: 29.03% F: 38.30%
84
+ 2024-08-12 05:55:46 INFO test: loss: 0.1396 - UP: 54.59% UR: 13.70% UF: 21.90% P: 48.58% R: 12.19% F: 19.49%
85
+ 2024-08-12 05:55:54 INFO 0:00:02.045303s elapsed (saved)
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+
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+ 2024-08-12 05:55:54 INFO Epoch 4 / 5000:
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+ 2024-08-12 05:55:56 INFO lr: 4.9960e-05 - loss: 0.1092 - UP: 81.43% UR: 39.69% UF: 53.37% P: 76.00% R: 37.05% F: 49.81%
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+ 2024-08-12 05:55:56 INFO dev: loss: nan - UP: 47.06% UR: 38.71% UF: 42.48% P: 41.18% R: 33.87% F: 37.17%
90
+ 2024-08-12 05:55:56 INFO test: loss: 0.1549 - UP: 48.54% UR: 15.96% UF: 24.02% P: 41.53% R: 13.66% F: 20.55%
91
+ 2024-08-12 05:55:56 INFO 0:00:02.022274s elapsed
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+
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+ 2024-08-12 05:55:56 INFO Epoch 5 / 5000:
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+ 2024-08-12 05:55:58 INFO lr: 4.9950e-05 - loss: 0.0468 - UP: 74.70% UR: 52.23% UF: 61.48% P: 70.32% R: 49.16% F: 57.87%
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+ 2024-08-12 05:55:58 INFO dev: loss: nan - UP: 39.53% UR: 54.84% UF: 45.95% P: 34.88% R: 48.39% F: 40.54%
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+ 2024-08-12 05:55:58 INFO test: loss: 0.1532 - UP: 37.27% UR: 35.69% UF: 36.46% P: 32.55% R: 31.17% F: 31.84%
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+ 2024-08-12 05:56:05 INFO 0:00:02.033521s elapsed (saved)
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+
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+ 2024-08-12 05:56:05 INFO Epoch 6 / 5000:
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+ 2024-08-12 05:56:07 INFO lr: 4.9940e-05 - loss: 0.0450 - UP: 74.92% UR: 63.23% UF: 68.58% P: 73.76% R: 62.26% F: 67.52%
101
+ 2024-08-12 05:56:07 INFO dev: loss: nan - UP: 57.69% UR: 48.39% UF: 52.63% P: 51.92% R: 43.55% F: 47.37%
102
+ 2024-08-12 05:56:07 INFO test: loss: 0.1306 - UP: 65.72% UR: 22.33% UF: 33.33% P: 58.57% R: 19.90% F: 29.71%
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+ 2024-08-12 05:56:15 INFO 0:00:01.984581s elapsed (saved)
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+
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+ 2024-08-12 05:56:15 INFO Epoch 7 / 5000:
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+ 2024-08-12 05:56:16 INFO lr: 4.9930e-05 - loss: 0.1310 - UP: 70.57% UR: 41.09% UF: 51.94% P: 68.66% R: 39.97% F: 50.53%
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+ 2024-08-12 05:56:16 INFO dev: loss: nan - UP: 50.00% UR: 20.97% UF: 29.55% P: 38.46% R: 16.13% F: 22.73%
108
+ 2024-08-12 05:56:17 INFO test: loss: 0.1590 - UP: 36.92% UR: 7.04% UF: 11.82% P: 28.57% R: 5.45% F: 9.15%
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+ 2024-08-12 05:56:17 INFO 0:00:01.964713s elapsed
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+
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+ 2024-08-12 05:56:17 INFO Epoch 8 / 5000:
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+ 2024-08-12 05:56:18 INFO lr: 4.9920e-05 - loss: 0.0572 - UP: 82.80% UR: 54.32% UF: 65.60% P: 81.95% R: 53.76% F: 64.93%
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+ 2024-08-12 05:56:19 INFO dev: loss: nan - UP: 62.50% UR: 48.39% UF: 54.55% P: 56.25% R: 43.55% F: 49.09%
114
+ 2024-08-12 05:56:19 INFO test: loss: 0.1664 - UP: 43.29% UR: 31.34% UF: 36.35% P: 39.06% R: 28.28% F: 32.81%
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+ 2024-08-12 05:56:27 INFO 0:00:02.097944s elapsed (saved)
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+
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+ 2024-08-12 05:56:27 INFO Epoch 9 / 5000:
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+ 2024-08-12 05:56:28 INFO lr: 4.9910e-05 - loss: 0.0805 - UP: 83.03% UR: 64.07% UF: 72.33% P: 81.41% R: 62.81% F: 70.91%
119
+ 2024-08-12 05:56:28 INFO dev: loss: nan - UP: 31.07% UR: 51.61% UF: 38.79% P: 28.16% R: 46.77% F: 35.15%
120
+ 2024-08-12 05:56:29 INFO test: loss: 0.1530 - UP: 42.85% UR: 38.54% UF: 40.58% P: 38.15% R: 34.31% F: 36.13%
121
+ 2024-08-12 05:56:29 INFO 0:00:02.026248s elapsed
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+
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+ 2024-08-12 05:56:29 INFO Epoch 10 / 5000:
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+ 2024-08-12 05:56:30 INFO lr: 4.9900e-05 - loss: 0.0618 - UP: 89.01% UR: 67.69% UF: 76.90% P: 88.28% R: 67.13% F: 76.27%
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+ 2024-08-12 05:56:31 INFO dev: loss: nan - UP: 36.17% UR: 54.84% UF: 43.59% P: 31.91% R: 48.39% F: 38.46%
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+ 2024-08-12 05:56:31 INFO test: loss: 0.1979 - UP: 28.46% UR: 40.26% UF: 33.34% P: 24.96% R: 35.32% F: 29.25%
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+ 2024-08-12 05:56:31 INFO 0:00:02.032711s elapsed
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+ 2024-08-12 05:56:31 INFO Epoch 11 / 5000:
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+ 2024-08-12 05:56:32 INFO lr: 4.9890e-05 - loss: 0.0600 - UP: 82.34% UR: 69.50% UF: 75.38% P: 81.68% R: 68.94% F: 74.77%
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+ 2024-08-12 05:56:33 INFO dev: loss: nan - UP: 61.22% UR: 48.39% UF: 54.05% P: 57.14% R: 45.16% F: 50.45%
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+ 2024-08-12 05:56:33 INFO test: loss: 0.1595 - UP: 54.57% UR: 29.49% UF: 38.29% P: 48.45% R: 26.18% F: 34.00%
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+ 2024-08-12 05:56:41 INFO 0:00:02.023909s elapsed (saved)
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+
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+ 2024-08-12 05:56:41 INFO Epoch 12 / 5000:
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+ 2024-08-12 05:56:42 INFO lr: 4.9880e-05 - loss: 0.1219 - UP: 84.62% UR: 73.54% UF: 78.69% P: 84.46% R: 73.40% F: 78.54%
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+ 2024-08-12 05:56:42 INFO dev: loss: nan - UP: 55.93% UR: 53.23% UF: 54.55% P: 49.15% R: 46.77% F: 47.93%
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+ 2024-08-12 05:56:43 INFO test: loss: 0.1629 - UP: 55.69% UR: 32.17% UF: 40.79% P: 49.38% R: 28.53% F: 36.17%
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+ 2024-08-12 05:56:43 INFO 0:00:02.022793s elapsed
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+
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+ 2024-08-12 05:56:43 INFO Epoch 13 / 5000:
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+ 2024-08-12 05:56:44 INFO lr: 4.9870e-05 - loss: 0.0269 - UP: 89.69% UR: 76.32% UF: 82.47% P: 89.69% R: 76.32% F: 82.47%
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+ 2024-08-12 05:56:44 INFO dev: loss: nan - UP: 50.00% UR: 50.00% UF: 50.00% P: 45.16% R: 45.16% F: 45.16%
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+ 2024-08-12 05:56:45 INFO test: loss: 0.1679 - UP: 59.82% UR: 30.62% UF: 40.51% P: 52.86% R: 27.06% F: 35.80%
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+ 2024-08-12 05:56:45 INFO 0:00:02.037960s elapsed
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+
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+ 2024-08-12 05:56:45 INFO Epoch 14 / 5000:
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+ 2024-08-12 05:56:46 INFO lr: 4.9860e-05 - loss: 0.0104 - UP: 88.06% UR: 77.02% UF: 82.17% P: 87.58% R: 76.60% F: 81.72%
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+ 2024-08-12 05:56:46 INFO dev: loss: nan - UP: 63.64% UR: 45.16% UF: 52.83% P: 61.36% R: 43.55% F: 50.94%
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+ 2024-08-12 05:56:47 INFO test: loss: 0.1802 - UP: 56.41% UR: 30.25% UF: 39.38% P: 50.86% R: 27.27% F: 35.51%
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+ 2024-08-12 05:56:55 INFO 0:00:01.948469s elapsed (saved)
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+
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+ 2024-08-12 05:56:55 INFO Epoch 15 / 5000:
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+ 2024-08-12 05:56:56 INFO lr: 4.9850e-05 - loss: 0.0225 - UP: 87.72% UR: 82.59% UF: 85.08% P: 87.43% R: 82.31% F: 84.79%
155
+ 2024-08-12 05:56:56 INFO dev: loss: nan - UP: 75.68% UR: 45.16% UF: 56.57% P: 67.57% R: 40.32% F: 50.51%
156
+ 2024-08-12 05:56:57 INFO test: loss: 0.1704 - UP: 66.38% UR: 22.41% UF: 33.51% P: 60.55% R: 20.44% F: 30.57%
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+ 2024-08-12 05:56:57 INFO 0:00:02.009002s elapsed
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+
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+ 2024-08-12 05:56:57 INFO Epoch 16 / 5000:
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+ 2024-08-12 05:56:58 INFO lr: 4.9840e-05 - loss: 0.0183 - UP: 87.14% UR: 83.98% UF: 85.53% P: 86.85% R: 83.70% F: 85.25%
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+ 2024-08-12 05:56:58 INFO dev: loss: nan - UP: 58.49% UR: 50.00% UF: 53.91% P: 50.94% R: 43.55% F: 46.96%
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+ 2024-08-12 05:56:59 INFO test: loss: 0.1725 - UP: 61.55% UR: 28.36% UF: 38.83% P: 53.64% R: 24.72% F: 33.84%
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+ 2024-08-12 05:56:59 INFO 0:00:01.996727s elapsed
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+
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+ 2024-08-12 05:56:59 INFO Epoch 17 / 5000:
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+ 2024-08-12 05:57:00 INFO lr: 4.9830e-05 - loss: 0.0631 - UP: 93.78% UR: 81.89% UF: 87.43% P: 93.46% R: 81.62% F: 87.14%
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+ 2024-08-12 05:57:00 INFO dev: loss: nan - UP: 63.46% UR: 53.23% UF: 57.89% P: 57.69% R: 48.39% F: 52.63%
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+ 2024-08-12 05:57:01 INFO test: loss: 0.1768 - UP: 62.54% UR: 27.27% UF: 37.98% P: 57.16% R: 24.93% F: 34.71%
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+ 2024-08-12 05:57:09 INFO 0:00:01.977121s elapsed (saved)
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+
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+ 2024-08-12 05:57:09 INFO Epoch 18 / 5000:
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+ 2024-08-12 05:57:11 INFO lr: 4.9820e-05 - loss: 0.0140 - UP: 92.37% UR: 84.26% UF: 88.13% P: 92.21% R: 84.12% F: 87.98%
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+ 2024-08-12 05:57:11 INFO dev: loss: nan - UP: 61.82% UR: 54.84% UF: 58.12% P: 56.36% R: 50.00% F: 52.99%
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+ 2024-08-12 05:57:11 INFO test: loss: 0.1677 - UP: 56.07% UR: 34.06% UF: 42.38% P: 49.79% R: 30.25% F: 37.63%
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+ 2024-08-12 05:57:19 INFO 0:00:02.015377s elapsed (saved)
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+ 2024-08-12 05:57:19 INFO Epoch 19 / 5000:
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+ 2024-08-12 05:57:21 INFO lr: 4.9810e-05 - loss: 0.0202 - UP: 93.55% UR: 88.86% UF: 91.14% P: 93.55% R: 88.86% F: 91.14%
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+ 2024-08-12 05:57:21 INFO dev: loss: nan - UP: 59.26% UR: 51.61% UF: 55.17% P: 53.70% R: 46.77% F: 50.00%
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+ 2024-08-12 05:57:21 INFO test: loss: 0.1680 - UP: 53.87% UR: 34.44% UF: 42.01% P: 47.38% R: 30.29% F: 36.95%
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+ 2024-08-12 05:57:21 INFO 0:00:01.971777s elapsed
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+ 2024-08-12 05:57:21 INFO Epoch 20 / 5000:
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+ 2024-08-12 05:57:22 INFO lr: 4.9800e-05 - loss: 0.0146 - UP: 93.73% UR: 87.47% UF: 90.49% P: 93.73% R: 87.47% F: 90.49%
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+ 2024-08-12 05:57:23 INFO dev: loss: nan - UP: 61.11% UR: 53.23% UF: 56.90% P: 57.41% R: 50.00% F: 53.45%
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+ 2024-08-12 05:57:23 INFO test: loss: 0.1665 - UP: 67.32% UR: 30.12% UF: 41.62% P: 59.64% R: 26.69% F: 36.87%
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+ 2024-08-12 05:57:31 INFO 0:00:01.984346s elapsed (saved)
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+ 2024-08-12 05:57:31 INFO Epoch 21 / 5000:
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+ 2024-08-12 05:57:32 INFO lr: 4.9790e-05 - loss: 0.0367 - UP: 92.95% UR: 89.97% UF: 91.44% P: 92.95% R: 89.97% F: 91.44%
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+ 2024-08-12 05:57:32 INFO dev: loss: nan - UP: 61.82% UR: 54.84% UF: 58.12% P: 54.55% R: 48.39% F: 51.28%
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+ 2024-08-12 05:57:33 INFO test: loss: 0.2007 - UP: 43.49% UR: 36.53% UF: 39.71% P: 38.95% R: 32.72% F: 35.56%
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+ 2024-08-12 05:57:33 INFO 0:00:02.036056s elapsed
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+ 2024-08-12 05:57:33 INFO Epoch 22 / 5000:
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+ 2024-08-12 05:57:34 INFO lr: 4.9780e-05 - loss: 0.0207 - UP: 96.15% UR: 90.53% UF: 93.26% P: 96.15% R: 90.53% F: 93.26%
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+ 2024-08-12 05:57:34 INFO dev: loss: nan - UP: 58.62% UR: 54.84% UF: 56.67% P: 51.72% R: 48.39% F: 50.00%
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+ 2024-08-12 05:57:35 INFO test: loss: 0.1840 - UP: 60.26% UR: 33.60% UF: 43.14% P: 53.42% R: 29.79% F: 38.25%
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+ 2024-08-12 05:57:35 INFO 0:00:02.017323s elapsed
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+ 2024-08-12 05:57:36 INFO lr: 4.9770e-05 - loss: 0.0084 - UP: 95.37% UR: 89.00% UF: 92.07% P: 95.37% R: 89.00% F: 92.07%
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+ 2024-08-12 05:57:36 INFO dev: loss: nan - UP: 52.94% UR: 58.06% UF: 55.38% P: 45.59% R: 50.00% F: 47.69%
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+ 2024-08-12 05:57:37 INFO test: loss: 0.1973 - UP: 48.56% UR: 40.26% UF: 44.02% P: 42.45% R: 35.19% F: 38.48%
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+ 2024-08-12 05:57:53 INFO test: loss: 0.2186 - UP: 62.70% UR: 24.51% UF: 35.24% P: 55.63% R: 21.74% F: 31.27%
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+ 2024-08-12 05:58:05 INFO lr: 4.9630e-05 - loss: 0.0199 - UP: 96.69% UR: 93.59% UF: 95.12% P: 96.40% R: 93.31% F: 94.83%
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+ 2024-08-12 05:58:07 INFO lr: 4.9620e-05 - loss: 0.0091 - UP: 95.59% UR: 93.59% UF: 94.58% P: 95.45% R: 93.45% F: 94.44%
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+ 2024-08-12 05:58:07 INFO test: loss: 0.2994 - UP: 49.10% UR: 42.14% UF: 45.36% P: 42.61% R: 36.57% F: 39.36%
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+ 2024-08-12 05:58:09 INFO 0:00:02.004939s elapsed
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+ 2024-08-12 05:58:11 INFO lr: 4.9600e-05 - loss: 0.0032 - UP: 96.70% UR: 93.73% UF: 95.19% P: 95.83% R: 92.90% F: 94.34%
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+ 2024-08-12 05:58:11 INFO dev: loss: nan - UP: 66.00% UR: 53.23% UF: 58.93% P: 60.00% R: 48.39% F: 53.57%
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+ 2024-08-12 05:58:11 INFO test: loss: 0.1992 - UP: 61.31% UR: 37.37% UF: 46.43% P: 54.98% R: 33.51% F: 41.64%
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+ 2024-08-12 05:58:19 INFO 0:00:02.021102s elapsed (saved)
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+ 2024-08-12 05:58:21 INFO lr: 4.9590e-05 - loss: 0.0135 - UP: 96.50% UR: 95.96% UF: 96.23% P: 96.36% R: 95.82% F: 96.09%
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+ 2024-08-12 05:58:21 INFO dev: loss: nan - UP: 64.00% UR: 51.61% UF: 57.14% P: 56.00% R: 45.16% F: 50.00%
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+ 2024-08-12 05:58:21 INFO test: loss: 0.2088 - UP: 56.82% UR: 36.49% UF: 44.44% P: 50.75% R: 32.59% F: 39.69%
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+ 2024-08-12 05:58:23 INFO lr: 4.9580e-05 - loss: 0.0021 - UP: 97.42% UR: 94.85% UF: 96.12% P: 97.28% R: 94.71% F: 95.98%
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+ 2024-08-12 05:58:23 INFO dev: loss: nan - UP: 63.16% UR: 58.06% UF: 60.50% P: 57.89% R: 53.23% F: 55.46%
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+ 2024-08-12 05:58:23 INFO test: loss: 0.2124 - UP: 59.18% UR: 39.84% UF: 47.62% P: 53.33% R: 35.90% F: 42.91%
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+ 2024-08-12 05:58:30 INFO 0:00:01.997494s elapsed (saved)
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+ 2024-08-12 05:58:32 INFO lr: 4.9570e-05 - loss: 0.0206 - UP: 98.41% UR: 94.99% UF: 96.67% P: 98.41% R: 94.99% F: 96.67%
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+ 2024-08-12 05:58:32 INFO test: loss: 0.2278 - UP: 49.60% UR: 46.54% UF: 48.02% P: 44.06% R: 41.35% F: 42.66%
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+ 2024-08-12 05:58:34 INFO lr: 4.9560e-05 - loss: 0.0009 - UP: 97.87% UR: 95.96% UF: 96.91% P: 97.87% R: 95.96% F: 96.91%
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+ 2024-08-12 05:58:34 INFO dev: loss: nan - UP: 48.61% UR: 56.45% UF: 52.24% P: 44.44% R: 51.61% F: 47.76%
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+ 2024-08-12 05:58:34 INFO test: loss: 0.2520 - UP: 52.35% UR: 41.56% UF: 46.33% P: 45.44% R: 36.07% F: 40.21%
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+ 2024-08-12 05:58:36 INFO lr: 4.9550e-05 - loss: 0.0036 - UP: 99.29% UR: 97.63% UF: 98.46% P: 99.29% R: 97.63% F: 98.46%
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+ 2024-08-12 05:58:36 INFO dev: loss: nan - UP: 47.67% UR: 66.13% UF: 55.41% P: 39.53% R: 54.84% F: 45.95%
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+ 2024-08-12 05:58:36 INFO test: loss: 0.2706 - UP: 46.79% UR: 48.47% UF: 47.61% P: 40.44% R: 41.89% F: 41.15%
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+ 2024-08-12 05:58:38 INFO lr: 4.9540e-05 - loss: nan - UP: 97.77% UR: 97.91% UF: 97.84% P: 97.77% R: 97.91% F: 97.84%
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+ 2024-08-12 05:58:38 INFO test: loss: 0.2562 - UP: 60.11% UR: 33.51% UF: 43.03% P: 52.89% R: 29.49% F: 37.87%
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+ 2024-08-12 05:58:40 INFO lr: 4.9530e-05 - loss: 0.0062 - UP: 97.34% UR: 96.66% UF: 97.00% P: 97.05% R: 96.38% F: 96.72%
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+ 2024-08-12 05:58:40 INFO test: loss: 0.2411 - UP: 53.69% UR: 39.00% UF: 45.18% P: 47.17% R: 34.27% F: 39.70%
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+ 2024-08-12 05:58:42 INFO lr: 4.9520e-05 - loss: 0.0102 - UP: 98.10% UR: 93.59% UF: 95.79% P: 97.96% R: 93.45% F: 95.65%
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+ 2024-08-12 05:58:43 INFO test: loss: 0.2181 - UP: 51.35% UR: 39.72% UF: 44.79% P: 44.91% R: 34.73% F: 39.17%
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+ 2024-08-12 05:58:50 INFO 0:00:02.022988s elapsed (saved)
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+ 2024-08-12 05:58:51 INFO lr: 4.9510e-05 - loss: 0.0023 - UP: 97.30% UR: 95.54% UF: 96.42% P: 97.30% R: 95.54% F: 96.42%
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+ 2024-08-12 05:58:52 INFO test: loss: 0.2430 - UP: 60.72% UR: 32.38% UF: 42.24% P: 53.02% R: 28.28% F: 36.89%
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+ 2024-08-12 05:58:53 INFO lr: 4.9500e-05 - loss: 0.0212 - UP: 97.92% UR: 91.78% UF: 94.75% P: 97.47% R: 91.36% F: 94.32%
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+ 2024-08-12 05:58:54 INFO test: loss: 0.2145 - UP: 51.35% UR: 36.74% UF: 42.83% P: 44.32% R: 31.71% F: 36.97%
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+ 2024-08-12 05:58:56 INFO test: loss: 0.2766 - UP: 38.42% UR: 46.12% UF: 41.92% P: 32.73% R: 39.30% F: 35.71%
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+ 2024-08-12 05:58:58 INFO test: loss: 0.2644 - UP: 44.16% UR: 36.57% UF: 40.01% P: 38.80% R: 32.13% F: 35.15%
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+ 2024-08-12 05:59:16 INFO test: loss: 0.2359 - UP: 57.88% UR: 39.84% UF: 47.20% P: 50.58% R: 34.81% F: 41.24%
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+ 2024-08-12 05:59:18 INFO test: loss: 0.2491 - UP: 61.98% UR: 35.86% UF: 45.44% P: 54.53% R: 31.55% F: 39.97%
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+ 2024-08-12 05:59:20 INFO test: loss: 0.2760 - UP: 52.51% UR: 43.32% UF: 47.47% P: 44.08% R: 36.36% F: 39.85%
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+ 2024-08-12 05:59:35 INFO test: loss: 0.2474 - UP: 58.30% UR: 37.96% UF: 45.98% P: 50.51% R: 32.89% F: 39.84%
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+ 2024-08-12 05:59:36 INFO dev: loss: nan - UP: 54.79% UR: 64.52% UF: 59.26% P: 49.32% R: 58.06% F: 53.33%
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+ 2024-08-12 05:59:37 INFO test: loss: 0.2518 - UP: 45.61% UR: 44.57% UF: 45.08% P: 38.79% R: 37.91% F: 38.35%
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+ 2024-08-12 05:59:39 INFO test: loss: 0.2464 - UP: 49.92% UR: 39.67% UF: 44.21% P: 43.38% R: 34.48% F: 38.42%
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+ 2024-08-12 05:59:40 INFO lr: 4.9270e-05 - loss: 0.0004 - UP: 99.15% UR: 97.77% UF: 98.46% P: 99.15% R: 97.77% F: 98.46%
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+ 2024-08-12 05:59:41 INFO test: loss: 0.2595 - UP: 55.28% UR: 40.80% UF: 46.95% P: 48.35% R: 35.69% F: 41.07%
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+ 2024-08-12 05:59:41 INFO 0:00:02.064535s elapsed
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+ 2024-08-12 05:59:42 INFO lr: 4.9260e-05 - loss: 0.0037 - UP: 99.58% UR: 99.72% UF: 99.65% P: 99.58% R: 99.72% F: 99.65%
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+ 2024-08-12 05:59:43 INFO dev: loss: nan - UP: 61.29% UR: 61.29% UF: 61.29% P: 54.84% R: 54.84% F: 54.84%
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+ 2024-08-12 05:59:43 INFO test: loss: 0.2626 - UP: 57.95% UR: 39.38% UF: 46.89% P: 51.05% R: 34.69% F: 41.31%
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+ 2024-08-12 05:59:43 INFO 0:00:02.016565s elapsed
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+ 2024-08-12 05:59:44 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 99.44% UR: 98.89% UF: 99.16% P: 99.44% R: 98.89% F: 99.16%
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+ 2024-08-12 05:59:45 INFO test: loss: 0.2735 - UP: 54.96% UR: 42.94% UF: 48.21% P: 48.47% R: 37.87% F: 42.52%
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+ 2024-08-12 05:59:45 INFO 0:00:02.034946s elapsed
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+ 2024-08-12 05:59:45 INFO Epoch 76 / 5000:
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+ 2024-08-12 05:59:47 INFO lr: 4.9240e-05 - loss: nan - UP: 99.44% UR: 99.03% UF: 99.23% P: 99.30% R: 98.89% F: 99.09%
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+ 2024-08-12 05:59:47 INFO dev: loss: nan - UP: 61.90% UR: 62.90% UF: 62.40% P: 55.56% R: 56.45% F: 56.00%
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+ 2024-08-12 05:59:47 INFO test: loss: 0.2736 - UP: 54.61% UR: 38.96% UF: 45.48% P: 48.44% R: 34.56% F: 40.34%
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+ 2024-08-12 05:59:47 INFO 0:00:02.093479s elapsed
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+ 2024-08-12 05:59:49 INFO lr: 4.9230e-05 - loss: nan - UP: 98.32% UR: 97.63% UF: 97.97% P: 98.32% R: 97.63% F: 97.97%
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+ 2024-08-12 05:59:49 INFO test: loss: 0.2742 - UP: 53.22% UR: 39.17% UF: 45.13% P: 47.24% R: 34.77% F: 40.06%
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+ 2024-08-12 05:59:49 INFO 0:00:02.022825s elapsed
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+ 2024-08-12 05:59:51 INFO lr: 4.9220e-05 - loss: 0.0025 - UP: 98.88% UR: 98.19% UF: 98.53% P: 98.32% R: 97.63% F: 97.97%
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+ 2024-08-12 05:59:51 INFO dev: loss: nan - UP: 59.70% UR: 64.52% UF: 62.02% P: 55.22% R: 59.68% F: 57.36%
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+ 2024-08-12 05:59:51 INFO test: loss: 0.2264 - UP: 55.63% UR: 39.72% UF: 46.35% P: 48.53% R: 34.65% F: 40.43%
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+ 2024-08-12 05:59:59 INFO 0:00:02.102130s elapsed (saved)
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+ 2024-08-12 06:00:00 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 100.00% UR: 99.16% UF: 99.58% P: 99.02% R: 98.19% F: 98.60%
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+ 2024-08-12 06:00:01 INFO test: loss: 0.2618 - UP: 54.80% UR: 42.06% UF: 47.59% P: 46.34% R: 35.57% F: 40.25%
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+ 2024-08-12 06:00:02 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 99.45% UR: 99.86% UF: 99.65% P: 99.17% R: 99.58% F: 99.37%
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+ 2024-08-12 06:00:03 INFO test: loss: 0.2808 - UP: 49.83% UR: 43.78% UF: 46.61% P: 43.68% R: 38.37% F: 40.86%
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+ 2024-08-12 06:00:05 INFO lr: 4.9190e-05 - loss: 0.0016 - UP: 99.86% UR: 99.44% UF: 99.65% P: 99.86% R: 99.44% F: 99.65%
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+ 2024-08-12 06:00:05 INFO test: loss: 0.2979 - UP: 49.24% UR: 41.94% UF: 45.29% P: 42.79% R: 36.45% F: 39.37%
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+ 2024-08-12 06:00:05 INFO 0:00:02.087922s elapsed
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+ 2024-08-12 06:00:07 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 99.58% UR: 99.03% UF: 99.30% P: 99.44% R: 98.89% F: 99.16%
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+ 2024-08-12 06:00:07 INFO test: loss: 0.3110 - UP: 51.14% UR: 40.30% UF: 45.08% P: 43.91% R: 34.60% F: 38.71%
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+ 2024-08-12 06:00:09 INFO lr: 4.9170e-05 - loss: 0.0004 - UP: 99.44% UR: 99.72% UF: 99.58% P: 99.44% R: 99.72% F: 99.58%
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+ 2024-08-12 06:00:09 INFO test: loss: 0.2751 - UP: 46.90% UR: 45.08% UF: 45.97% P: 41.28% R: 39.67% F: 40.46%
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+ 2024-08-12 06:00:11 INFO test: loss: 0.2599 - UP: 55.86% UR: 41.52% UF: 47.63% P: 48.53% R: 36.07% F: 41.38%
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+ 2024-08-12 06:00:11 INFO 0:00:02.115866s elapsed
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+ 2024-08-12 06:00:13 INFO lr: 4.9150e-05 - loss: 0.0133 - UP: 96.23% UR: 96.10% UF: 96.17% P: 96.23% R: 96.10% F: 96.17%
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+ 2024-08-12 06:00:13 INFO test: loss: 0.2884 - UP: 37.14% UR: 49.18% UF: 42.32% P: 31.48% R: 41.68% F: 35.87%
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+ 2024-08-12 06:00:13 INFO 0:00:02.089901s elapsed
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+ 2024-08-12 06:00:15 INFO lr: 4.9140e-05 - loss: 0.0010 - UP: 97.00% UR: 94.43% UF: 95.70% P: 96.85% R: 94.29% F: 95.55%
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+ 2024-08-12 06:00:15 INFO Epoch 87 / 5000:
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+ 2024-08-12 06:00:17 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 98.16% UR: 96.66% UF: 97.40% P: 98.16% R: 96.66% F: 97.40%
587
+ 2024-08-12 06:00:17 INFO dev: loss: nan - UP: 49.28% UR: 54.84% UF: 51.91% P: 43.48% R: 48.39% F: 45.80%
588
+ 2024-08-12 06:00:17 INFO test: loss: 0.2308 - UP: 49.62% UR: 40.64% UF: 44.68% P: 43.12% R: 35.32% F: 38.83%
589
+ 2024-08-12 06:00:17 INFO 0:00:02.070021s elapsed
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+ 2024-08-12 06:00:17 INFO Epoch 88 / 5000:
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+ 2024-08-12 06:00:19 INFO lr: 4.9120e-05 - loss: 0.0004 - UP: 99.02% UR: 98.33% UF: 98.67% P: 99.02% R: 98.33% F: 98.67%
593
+ 2024-08-12 06:00:19 INFO dev: loss: nan - UP: 50.00% UR: 56.45% UF: 53.03% P: 42.86% R: 48.39% F: 45.45%
594
+ 2024-08-12 06:00:20 INFO test: loss: 0.2493 - UP: 47.28% UR: 42.98% UF: 45.03% P: 41.61% R: 37.83% F: 39.63%
595
+ 2024-08-12 06:00:20 INFO 0:00:02.092875s elapsed
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+ 2024-08-12 06:00:20 INFO Epoch 89 / 5000:
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+ 2024-08-12 06:00:21 INFO lr: 4.9110e-05 - loss: 0.0002 - UP: 98.20% UR: 98.75% UF: 98.47% P: 98.20% R: 98.75% F: 98.47%
599
+ 2024-08-12 06:00:21 INFO dev: loss: nan - UP: 59.02% UR: 58.06% UF: 58.54% P: 50.82% R: 50.00% F: 50.41%
600
+ 2024-08-12 06:00:22 INFO test: loss: 0.2724 - UP: 50.52% UR: 38.71% UF: 43.83% P: 44.78% R: 34.31% F: 38.85%
601
+ 2024-08-12 06:00:22 INFO 0:00:02.053578s elapsed
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+ 2024-08-12 06:00:22 INFO Epoch 90 / 5000:
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+ 2024-08-12 06:00:23 INFO lr: 4.9100e-05 - loss: 0.0031 - UP: 99.15% UR: 97.35% UF: 98.24% P: 99.15% R: 97.35% F: 98.24%
605
+ 2024-08-12 06:00:23 INFO dev: loss: nan - UP: 50.00% UR: 54.84% UF: 52.31% P: 41.18% R: 45.16% F: 43.08%
606
+ 2024-08-12 06:00:24 INFO test: loss: 0.2734 - UP: 58.77% UR: 35.36% UF: 44.15% P: 50.70% R: 30.50% F: 38.09%
607
+ 2024-08-12 06:00:24 INFO 0:00:02.081160s elapsed
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+ 2024-08-12 06:00:24 INFO Epoch 91 / 5000:
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+ 2024-08-12 06:00:25 INFO lr: 4.9090e-05 - loss: 0.0070 - UP: 99.30% UR: 98.61% UF: 98.95% P: 99.30% R: 98.61% F: 98.95%
611
+ 2024-08-12 06:00:25 INFO dev: loss: nan - UP: 53.95% UR: 66.13% UF: 59.42% P: 47.37% R: 58.06% F: 52.17%
612
+ 2024-08-12 06:00:26 INFO test: loss: 0.2480 - UP: 53.54% UR: 41.81% UF: 46.95% P: 46.30% R: 36.15% F: 40.60%
613
+ 2024-08-12 06:00:26 INFO 0:00:02.087507s elapsed
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+
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+ 2024-08-12 06:00:26 INFO Epoch 92 / 5000:
616
+ 2024-08-12 06:00:27 INFO lr: 4.9080e-05 - loss: 0.0024 - UP: 98.61% UR: 98.47% UF: 98.54% P: 98.61% R: 98.47% F: 98.54%
617
+ 2024-08-12 06:00:28 INFO dev: loss: nan - UP: 57.97% UR: 64.52% UF: 61.07% P: 49.28% R: 54.84% F: 51.91%
618
+ 2024-08-12 06:00:28 INFO test: loss: 0.2392 - UP: 53.11% UR: 42.23% UF: 47.05% P: 46.26% R: 36.78% F: 40.98%
619
+ 2024-08-12 06:00:28 INFO 0:00:02.081789s elapsed
620
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+ 2024-08-12 06:00:28 INFO Epoch 93 / 5000:
622
+ 2024-08-12 06:00:29 INFO lr: 4.9070e-05 - loss: 0.0001 - UP: 99.30% UR: 98.75% UF: 99.02% P: 99.30% R: 98.75% F: 99.02%
623
+ 2024-08-12 06:00:30 INFO dev: loss: nan - UP: 55.22% UR: 59.68% UF: 57.36% P: 47.76% R: 51.61% F: 49.61%
624
+ 2024-08-12 06:00:30 INFO test: loss: 0.2750 - UP: 51.59% UR: 45.45% UF: 48.33% P: 44.60% R: 39.30% F: 41.78%
625
+ 2024-08-12 06:00:30 INFO 0:00:02.056398s elapsed
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+
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+ 2024-08-12 06:00:30 INFO Epoch 94 / 5000:
628
+ 2024-08-12 06:00:32 INFO lr: 4.9060e-05 - loss: 0.0004 - UP: 99.72% UR: 99.72% UF: 99.72% P: 99.72% R: 99.72% F: 99.72%
629
+ 2024-08-12 06:00:32 INFO dev: loss: nan - UP: 52.94% UR: 58.06% UF: 55.38% P: 45.59% R: 50.00% F: 47.69%
630
+ 2024-08-12 06:00:32 INFO test: loss: 0.3044 - UP: 48.62% UR: 45.04% UF: 46.76% P: 41.88% R: 38.79% F: 40.28%
631
+ 2024-08-12 06:00:32 INFO 0:00:02.039182s elapsed
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+
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+ 2024-08-12 06:00:32 INFO Epoch 95 / 5000:
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+ 2024-08-12 06:00:34 INFO lr: 4.9050e-05 - loss: 0.0014 - UP: 99.02% UR: 98.75% UF: 98.88% P: 99.02% R: 98.75% F: 98.88%
635
+ 2024-08-12 06:00:34 INFO dev: loss: nan - UP: 49.37% UR: 62.90% UF: 55.32% P: 43.04% R: 54.84% F: 48.23%
636
+ 2024-08-12 06:00:34 INFO test: loss: 0.4212 - UP: 35.94% UR: 51.07% UF: 42.19% P: 30.28% R: 43.02% F: 35.54%
637
+ 2024-08-12 06:00:34 INFO 0:00:02.036790s elapsed
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+
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+ 2024-08-12 06:00:34 INFO Epoch 96 / 5000:
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+ 2024-08-12 06:00:36 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 98.87% UR: 97.77% UF: 98.32% P: 98.87% R: 97.77% F: 98.32%
641
+ 2024-08-12 06:00:36 INFO dev: loss: nan - UP: 62.26% UR: 53.23% UF: 57.39% P: 56.60% R: 48.39% F: 52.17%
642
+ 2024-08-12 06:00:36 INFO test: loss: 0.3184 - UP: 41.98% UR: 44.16% UF: 43.04% P: 35.72% R: 37.58% F: 36.63%
643
+ 2024-08-12 06:00:36 INFO 0:00:02.001095s elapsed
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+
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+ 2024-08-12 06:00:36 INFO Epoch 97 / 5000:
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+ 2024-08-12 06:00:38 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 98.47% UR: 98.47% UF: 98.47% P: 98.47% R: 98.47% F: 98.47%
647
+ 2024-08-12 06:00:38 INFO dev: loss: nan - UP: 57.38% UR: 56.45% UF: 56.91% P: 52.46% R: 51.61% F: 52.03%
648
+ 2024-08-12 06:00:38 INFO test: loss: 0.2861 - UP: 44.39% UR: 47.26% UF: 45.78% P: 37.54% R: 39.97% F: 38.72%
649
+ 2024-08-12 06:00:38 INFO 0:00:02.085917s elapsed
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+
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+ 2024-08-12 06:00:38 INFO Epoch 98 / 5000:
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+ 2024-08-12 06:00:40 INFO lr: 4.9020e-05 - loss: 0.0002 - UP: 98.47% UR: 98.61% UF: 98.54% P: 98.47% R: 98.61% F: 98.54%
653
+ 2024-08-12 06:00:40 INFO dev: loss: nan - UP: 50.62% UR: 66.13% UF: 57.34% P: 46.91% R: 61.29% F: 53.15%
654
+ 2024-08-12 06:00:40 INFO test: loss: 0.3178 - UP: 44.62% UR: 51.91% UF: 47.99% P: 38.03% R: 44.24% F: 40.90%
655
+ 2024-08-12 06:00:40 INFO 0:00:02.044960s elapsed
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+ 2024-08-12 06:00:40 INFO Epoch 99 / 5000:
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+ 2024-08-12 06:00:42 INFO lr: 4.9010e-05 - loss: 0.0007 - UP: 98.08% UR: 99.72% UF: 98.90% P: 98.08% R: 99.72% F: 98.90%
659
+ 2024-08-12 06:00:42 INFO dev: loss: nan - UP: 59.62% UR: 50.00% UF: 54.39% P: 53.85% R: 45.16% F: 49.12%
660
+ 2024-08-12 06:00:42 INFO test: loss: 0.2979 - UP: 61.03% UR: 36.87% UF: 45.97% P: 53.95% R: 32.59% F: 40.64%
661
+ 2024-08-12 06:00:42 INFO 0:00:02.068962s elapsed
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+ 2024-08-12 06:00:42 INFO Epoch 100 / 5000:
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+ 2024-08-12 06:00:44 INFO lr: 4.9000e-05 - loss: 0.0196 - UP: 97.59% UR: 95.96% UF: 96.77% P: 97.59% R: 95.96% F: 96.77%
665
+ 2024-08-12 06:00:44 INFO dev: loss: nan - UP: 47.30% UR: 56.45% UF: 51.47% P: 41.89% R: 50.00% F: 45.59%
666
+ 2024-08-12 06:00:44 INFO test: loss: 0.3755 - UP: 35.13% UR: 43.36% UF: 38.81% P: 29.36% R: 36.24% F: 32.44%
667
+ 2024-08-12 06:00:44 INFO 0:00:02.081279s elapsed
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+ 2024-08-12 06:00:44 INFO Epoch 101 / 5000:
670
+ 2024-08-12 06:00:46 INFO lr: 4.8990e-05 - loss: 0.0258 - UP: 96.93% UR: 92.20% UF: 94.50% P: 96.93% R: 92.20% F: 94.50%
671
+ 2024-08-12 06:00:46 INFO dev: loss: nan - UP: 56.67% UR: 54.84% UF: 55.74% P: 46.67% R: 45.16% F: 45.90%
672
+ 2024-08-12 06:00:46 INFO test: loss: 0.2398 - UP: 54.04% UR: 36.74% UF: 43.74% P: 46.77% R: 31.80% F: 37.86%
673
+ 2024-08-12 06:00:46 INFO 0:00:01.966779s elapsed
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+ 2024-08-12 06:00:46 INFO Epoch 102 / 5000:
676
+ 2024-08-12 06:00:48 INFO lr: 4.8980e-05 - loss: 0.0011 - UP: 95.28% UR: 95.54% UF: 95.41% P: 95.14% R: 95.40% F: 95.27%
677
+ 2024-08-12 06:00:48 INFO dev: loss: nan - UP: 58.93% UR: 53.23% UF: 55.93% P: 55.36% R: 50.00% F: 52.54%
678
+ 2024-08-12 06:00:48 INFO test: loss: 0.2615 - UP: 61.41% UR: 36.07% UF: 45.45% P: 53.14% R: 31.21% F: 39.32%
679
+ 2024-08-12 06:00:48 INFO 0:00:02.001407s elapsed
680
+
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+ 2024-08-12 06:00:48 INFO Epoch 103 / 5000:
682
+ 2024-08-12 06:00:50 INFO lr: 4.8970e-05 - loss: 0.0002 - UP: 96.86% UR: 94.43% UF: 95.63% P: 96.43% R: 94.01% F: 95.20%
683
+ 2024-08-12 06:00:50 INFO dev: loss: nan - UP: 45.78% UR: 61.29% UF: 52.41% P: 39.76% R: 53.23% F: 45.52%
684
+ 2024-08-12 06:00:50 INFO test: loss: 0.2505 - UP: 45.78% UR: 41.77% UF: 43.68% P: 38.80% R: 35.40% F: 37.02%
685
+ 2024-08-12 06:00:50 INFO 0:00:02.054475s elapsed
686
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+ 2024-08-12 06:00:50 INFO Epoch 104 / 5000:
688
+ 2024-08-12 06:00:52 INFO lr: 4.8960e-05 - loss: 0.0393 - UP: 95.78% UR: 91.64% UF: 93.67% P: 95.05% R: 90.95% F: 92.95%
689
+ 2024-08-12 06:00:52 INFO dev: loss: nan - UP: 44.44% UR: 51.61% UF: 47.76% P: 34.72% R: 40.32% F: 37.31%
690
+ 2024-08-12 06:00:52 INFO test: loss: 0.2364 - UP: 41.01% UR: 31.34% UF: 35.53% P: 35.58% R: 27.19% F: 30.82%
691
+ 2024-08-12 06:00:52 INFO 0:00:02.040577s elapsed
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+
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+ 2024-08-12 06:00:52 INFO Epoch 105 / 5000:
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+ 2024-08-12 06:00:54 INFO lr: 4.8950e-05 - loss: 0.0212 - UP: 96.14% UR: 86.77% UF: 91.22% P: 95.22% R: 85.93% F: 90.34%
695
+ 2024-08-12 06:00:54 INFO dev: loss: nan - UP: 53.95% UR: 66.13% UF: 59.42% P: 43.42% R: 53.23% F: 47.83%
696
+ 2024-08-12 06:00:54 INFO test: loss: 0.2576 - UP: 43.85% UR: 46.59% UF: 45.18% P: 36.04% R: 38.29% F: 37.13%
697
+ 2024-08-12 06:00:54 INFO 0:00:02.032385s elapsed
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+
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+ 2024-08-12 06:00:54 INFO Epoch 106 / 5000:
700
+ 2024-08-12 06:00:56 INFO lr: 4.8940e-05 - loss: 0.0017 - UP: 96.35% UR: 95.68% UF: 96.02% P: 96.21% R: 95.54% F: 95.88%
701
+ 2024-08-12 06:00:56 INFO dev: loss: nan - UP: 49.30% UR: 56.45% UF: 52.63% P: 45.07% R: 51.61% F: 48.12%
702
+ 2024-08-12 06:00:56 INFO test: loss: 0.2791 - UP: 41.30% UR: 44.32% UF: 42.76% P: 35.48% R: 38.08% F: 36.73%
703
+ 2024-08-12 06:00:56 INFO 0:00:02.027658s elapsed
704
+
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+ 2024-08-12 06:00:56 INFO Epoch 107 / 5000:
706
+ 2024-08-12 06:00:58 INFO lr: 4.8930e-05 - loss: 0.0032 - UP: 96.18% UR: 94.71% UF: 95.44% P: 96.04% R: 94.57% F: 95.30%
707
+ 2024-08-12 06:00:58 INFO dev: loss: nan - UP: 54.41% UR: 59.68% UF: 56.92% P: 50.00% R: 54.84% F: 52.31%
708
+ 2024-08-12 06:00:58 INFO test: loss: 0.2452 - UP: 46.10% UR: 40.59% UF: 43.17% P: 39.96% R: 35.19% F: 37.42%
709
+ 2024-08-12 06:00:58 INFO 0:00:02.045481s elapsed
710
+
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+ 2024-08-12 06:00:58 INFO Epoch 108 / 5000:
712
+ 2024-08-12 06:01:00 INFO lr: 4.8920e-05 - loss: 0.0489 - UP: 97.71% UR: 94.99% UF: 96.33% P: 97.56% R: 94.85% F: 96.19%
713
+ 2024-08-12 06:01:00 INFO dev: loss: nan - UP: 46.15% UR: 58.06% UF: 51.43% P: 42.31% R: 53.23% F: 47.14%
714
+ 2024-08-12 06:01:01 INFO test: loss: 0.2412 - UP: 45.50% UR: 41.35% UF: 43.33% P: 38.77% R: 35.23% F: 36.92%
715
+ 2024-08-12 06:01:01 INFO 0:00:02.049782s elapsed
716
+
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+ 2024-08-12 06:01:09 INFO Epoch 78 saved
718
+ 2024-08-12 06:01:09 INFO dev: UP: 59.70% UR: 64.52% UF: 62.02% P: 55.22% R: 59.68% F: 57.36%
719
+ 2024-08-12 06:01:09 INFO test: UP: 55.63% UR: 39.72% UF: 46.35% P: 48.53% R: 34.65% F: 40.43%
720
+ 2024-08-12 06:01:09 INFO 0:03:40.638885s elapsed, 0:00:02.042953s/epoch