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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byLength_asc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byLength_asc/10/model_vi_multibooked_ca_roberta_6.train.log +372 -0
  4. models/multibooked_ca/sdp_byLength_asc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byLength_asc/10/model_vi_multibooked_ca_xlm_6.train.log +480 -0
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  models/multibooked_ca/sdp_byKNNMeani6_desc/10/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/sdp_byLength_asc/5/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
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  models/multibooked_ca/sdp_byLength_asc/5/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
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+ 2024-08-12 07:15:44 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_byLength_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_byLength_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byLength_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 07:15:44 INFO Building the fields
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+ 2024-08-12 07:15:45 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 07:15:45 INFO Building the model
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+ 2024-08-12 07:15:47 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 07:15:47 INFO Loading the data
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+ 2024-08-12 07:15:47 INFO
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+ train: Dataset(n_sentences=116, n_batches=6, n_buckets=6)
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+ dev: Dataset(n_sentences=15, n_batches=4, n_buckets=4)
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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 07:15:47 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:15:48 INFO lr: 4.9990e-05 - loss: 0.5076 - UP: 26.67% UR: 12.44% UF: 16.97% P: 20.95% R: 9.78% F: 13.33%
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+ 2024-08-12 07:15:48 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:15:49 INFO test: loss: 0.4278 - 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 07:15:49 INFO 0:00:01.225919s elapsed
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+
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+ 2024-08-12 07:15:49 INFO Epoch 2 / 5000:
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+ 2024-08-12 07:15:49 INFO lr: 4.9980e-05 - loss: 0.4184 - 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 07:15:49 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 07:15:49 INFO test: loss: 0.2375 - 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 07:15:49 INFO 0:00:00.732083s elapsed
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+
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+ 2024-08-12 07:15:49 INFO Epoch 3 / 5000:
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+ 2024-08-12 07:15:50 INFO lr: 4.9970e-05 - loss: 0.3497 - 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 07:15:50 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:15:50 INFO test: loss: 0.2156 - UP: 100.00% UR: 0.04% UF: 0.08% P: 100.00% R: 0.04% F: 0.08%
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+ 2024-08-12 07:15:50 INFO 0:00:00.740226s elapsed
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+ 2024-08-12 07:15:50 INFO Epoch 4 / 5000:
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+ 2024-08-12 07:15:50 INFO lr: 4.9960e-05 - loss: 0.3257 - UP: 100.00% UR: 0.44% UF: 0.88% P: 100.00% R: 0.44% F: 0.88%
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+ 2024-08-12 07:15:50 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 07:15:51 INFO test: loss: 0.2140 - UP: 20.30% UR: 1.13% UF: 2.14% P: 17.29% R: 0.96% F: 1.83%
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+ 2024-08-12 07:15:51 INFO 0:00:00.740990s elapsed
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+
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+ 2024-08-12 07:15:51 INFO Epoch 5 / 5000:
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+ 2024-08-12 07:15:51 INFO lr: 4.9950e-05 - loss: 0.1879 - UP: 82.05% UR: 14.22% UF: 24.24% P: 71.79% R: 12.44% F: 21.21%
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+ 2024-08-12 07:15:51 INFO dev: loss: nan - UP: 92.86% UR: 54.17% UF: 68.42% P: 92.86% R: 54.17% F: 68.42%
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+ 2024-08-12 07:15:51 INFO test: loss: 0.2248 - UP: 16.89% UR: 4.32% UF: 6.87% P: 12.95% R: 3.31% F: 5.27%
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+ 2024-08-12 07:15:53 INFO 0:00:00.729827s elapsed (saved)
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+
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+ 2024-08-12 07:15:53 INFO Epoch 6 / 5000:
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+ 2024-08-12 07:15:54 INFO lr: 4.9940e-05 - loss: 0.1824 - UP: 86.49% UR: 42.67% UF: 57.14% P: 72.97% R: 36.00% F: 48.21%
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+ 2024-08-12 07:15:54 INFO dev: loss: nan - UP: 92.86% UR: 54.17% UF: 68.42% P: 85.71% R: 50.00% F: 63.16%
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+ 2024-08-12 07:15:54 INFO test: loss: 0.2728 - UP: 43.79% UR: 5.91% UF: 10.41% P: 35.71% R: 4.82% F: 8.49%
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+ 2024-08-12 07:15:54 INFO 0:00:00.728526s elapsed
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+ 2024-08-12 07:15:54 INFO lr: 4.9930e-05 - loss: 0.2232 - UP: 88.06% UR: 52.44% UF: 65.74% P: 78.36% R: 46.67% F: 58.50%
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+ 2024-08-12 07:15:55 INFO dev: loss: nan - UP: 91.67% UR: 91.67% UF: 91.67% P: 83.33% R: 83.33% F: 83.33%
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+ 2024-08-12 07:15:55 INFO test: loss: 0.2710 - UP: 54.04% UR: 13.74% UF: 21.91% P: 41.52% R: 10.56% F: 16.83%
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+ 2024-08-12 07:15:58 INFO 0:00:00.716482s elapsed (saved)
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+
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+ 2024-08-12 07:15:58 INFO Epoch 8 / 5000:
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+ 2024-08-12 07:15:58 INFO lr: 4.9920e-05 - loss: 0.0970 - UP: 81.74% UR: 79.56% UF: 80.63% P: 73.52% R: 71.56% F: 72.52%
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+ 2024-08-12 07:15:58 INFO dev: loss: nan - UP: 95.65% UR: 91.67% UF: 93.62% P: 86.96% R: 83.33% F: 85.11%
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+ 2024-08-12 07:15:59 INFO test: loss: 0.2176 - UP: 61.69% UR: 14.70% UF: 23.75% P: 46.92% R: 11.19% F: 18.06%
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+ 2024-08-12 07:16:02 INFO 0:00:00.731708s elapsed (saved)
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+
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+ 2024-08-12 07:16:02 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:16:02 INFO lr: 4.9910e-05 - loss: 0.0925 - UP: 90.42% UR: 67.11% UF: 77.04% P: 80.24% R: 59.56% F: 68.37%
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+ 2024-08-12 07:16:02 INFO dev: loss: nan - UP: 84.62% UR: 91.67% UF: 88.00% P: 76.92% R: 83.33% F: 80.00%
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+ 2024-08-12 07:16:03 INFO test: loss: 0.2764 - UP: 55.81% UR: 17.09% UF: 26.17% P: 40.77% R: 12.48% F: 19.11%
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+ 2024-08-12 07:16:03 INFO 0:00:00.751742s elapsed
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+
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+ 2024-08-12 07:16:03 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:16:03 INFO lr: 4.9900e-05 - loss: 0.0917 - UP: 88.15% UR: 82.67% UF: 85.32% P: 83.41% R: 78.22% F: 80.73%
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+ 2024-08-12 07:16:03 INFO dev: loss: nan - UP: 88.00% UR: 91.67% UF: 89.80% P: 80.00% R: 83.33% F: 81.63%
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+ 2024-08-12 07:16:03 INFO test: loss: 0.2434 - UP: 52.49% UR: 17.68% UF: 26.45% P: 40.55% R: 13.66% F: 20.43%
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+ 2024-08-12 07:16:03 INFO 0:00:00.725696s elapsed
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+
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+ 2024-08-12 07:16:03 INFO Epoch 11 / 5000:
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+ 2024-08-12 07:16:04 INFO lr: 4.9890e-05 - loss: 0.1128 - UP: 94.17% UR: 86.22% UF: 90.02% P: 88.83% R: 81.33% F: 84.92%
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+ 2024-08-12 07:16:04 INFO dev: loss: nan - UP: 91.67% UR: 91.67% UF: 91.67% P: 83.33% R: 83.33% F: 83.33%
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+ 2024-08-12 07:16:04 INFO test: loss: 0.4504 - UP: 13.78% UR: 21.03% UF: 16.65% P: 10.87% R: 16.59% F: 13.13%
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+ 2024-08-12 07:16:04 INFO 0:00:00.701868s elapsed
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+
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+ 2024-08-12 07:16:04 INFO Epoch 12 / 5000:
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+ 2024-08-12 07:16:04 INFO lr: 4.9880e-05 - loss: 0.0579 - UP: 95.10% UR: 86.22% UF: 90.44% P: 89.22% R: 80.89% F: 84.85%
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+ 2024-08-12 07:16:04 INFO dev: loss: nan - UP: 88.46% UR: 95.83% UF: 92.00% P: 80.77% R: 87.50% F: 84.00%
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+ 2024-08-12 07:16:05 INFO test: loss: 0.3392 - UP: 17.99% UR: 21.11% UF: 19.43% P: 14.92% R: 17.51% F: 16.11%
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+ 2024-08-12 07:16:05 INFO 0:00:00.664290s elapsed
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+ 2024-08-12 07:16:05 INFO lr: 4.9870e-05 - loss: 0.0034 - UP: 92.41% UR: 92.00% UF: 92.20% P: 90.18% R: 89.78% F: 89.98%
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+ 2024-08-12 07:16:05 INFO dev: loss: nan - UP: 88.46% UR: 95.83% UF: 92.00% P: 88.46% R: 95.83% F: 92.00%
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+ 2024-08-12 07:16:06 INFO test: loss: 0.2434 - UP: 50.91% UR: 16.46% UF: 24.88% P: 44.43% R: 14.37% F: 21.72%
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+ 2024-08-12 07:16:09 INFO 0:00:00.715525s elapsed (saved)
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+
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+ 2024-08-12 07:16:09 INFO Epoch 14 / 5000:
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+ 2024-08-12 07:16:10 INFO lr: 4.9860e-05 - loss: 0.0013 - UP: 95.45% UR: 93.33% UF: 94.38% P: 94.09% R: 92.00% F: 93.03%
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+ 2024-08-12 07:16:10 INFO dev: loss: nan - UP: 88.46% UR: 95.83% UF: 92.00% P: 80.77% R: 87.50% F: 84.00%
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+ 2024-08-12 07:16:10 INFO test: loss: 0.2888 - UP: 62.10% UR: 15.37% UF: 24.65% P: 52.12% R: 12.90% F: 20.69%
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+ 2024-08-12 07:16:10 INFO 0:00:00.727428s elapsed
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+ 2024-08-12 07:16:10 INFO Epoch 15 / 5000:
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+ 2024-08-12 07:16:10 INFO lr: 4.9850e-05 - loss: 0.0397 - UP: 98.15% UR: 94.22% UF: 96.15% P: 97.22% R: 93.33% F: 95.24%
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+ 2024-08-12 07:16:10 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 84.00% R: 87.50% F: 85.71%
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+ 2024-08-12 07:16:11 INFO test: loss: 0.3397 - UP: 59.59% UR: 15.75% UF: 24.92% P: 48.49% R: 12.82% F: 20.28%
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+ 2024-08-12 07:16:11 INFO 0:00:00.720237s elapsed
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+ 2024-08-12 07:16:11 INFO lr: 4.9840e-05 - loss: 0.0189 - UP: 99.07% UR: 94.22% UF: 96.58% P: 98.60% R: 93.78% F: 96.13%
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+ 2024-08-12 07:16:11 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 84.00% R: 87.50% F: 85.71%
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+ 2024-08-12 07:16:12 INFO test: loss: 0.3578 - UP: 55.29% UR: 16.21% UF: 25.07% P: 44.14% R: 12.95% F: 20.02%
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+ 2024-08-12 07:16:12 INFO 0:00:00.708196s elapsed
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+ 2024-08-12 07:16:12 INFO Epoch 17 / 5000:
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+ 2024-08-12 07:16:12 INFO lr: 4.9830e-05 - loss: 0.0374 - UP: 97.75% UR: 96.44% UF: 97.09% P: 95.05% R: 93.78% F: 94.41%
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+ 2024-08-12 07:16:12 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:16:12 INFO test: loss: 0.3283 - UP: 52.45% UR: 17.05% UF: 25.74% P: 44.59% R: 14.50% F: 21.88%
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+ 2024-08-12 07:16:15 INFO 0:00:00.710799s elapsed (saved)
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+ 2024-08-12 07:16:15 INFO Epoch 18 / 5000:
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+ 2024-08-12 07:16:16 INFO lr: 4.9820e-05 - loss: 0.0109 - UP: 99.10% UR: 97.78% UF: 98.43% P: 98.20% R: 96.89% F: 97.54%
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+ 2024-08-12 07:16:16 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:16:16 INFO test: loss: 0.3155 - UP: 53.44% UR: 17.60% UF: 26.47% P: 46.18% R: 15.21% F: 22.88%
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+ 2024-08-12 07:16:16 INFO 0:00:00.717102s elapsed
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+ 2024-08-12 07:16:16 INFO Epoch 19 / 5000:
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+ 2024-08-12 07:16:16 INFO lr: 4.9810e-05 - loss: 0.0099 - UP: 98.18% UR: 96.00% UF: 97.08% P: 97.27% R: 95.11% F: 96.18%
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+ 2024-08-12 07:16:16 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:16:17 INFO test: loss: 0.3190 - UP: 55.62% UR: 17.01% UF: 26.05% P: 48.36% R: 14.79% F: 22.65%
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+ 2024-08-12 07:16:17 INFO 0:00:00.702870s elapsed
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+ 2024-08-12 07:16:17 INFO Epoch 20 / 5000:
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+ 2024-08-12 07:16:17 INFO lr: 4.9800e-05 - loss: 0.0147 - UP: 98.17% UR: 95.11% UF: 96.61% P: 97.71% R: 94.67% F: 96.16%
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+ 2024-08-12 07:16:17 INFO dev: loss: nan - UP: 92.31% UR: 100.00% UF: 96.00% P: 92.31% R: 100.00% F: 96.00%
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+ 2024-08-12 07:16:17 INFO test: loss: 0.3835 - UP: 48.03% UR: 19.94% UF: 28.18% P: 40.57% R: 16.84% F: 23.80%
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+ 2024-08-12 07:16:21 INFO 0:00:00.737037s elapsed (saved)
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+ 2024-08-12 07:16:21 INFO Epoch 21 / 5000:
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+ 2024-08-12 07:16:22 INFO lr: 4.9790e-05 - loss: 0.0055 - UP: 97.82% UR: 99.56% UF: 98.68% P: 97.82% R: 99.56% F: 98.68%
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+ 2024-08-12 07:16:22 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 88.00% R: 91.67% F: 89.80%
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+ 2024-08-12 07:16:36 INFO test: loss: 0.5120 - UP: 43.85% UR: 17.93% UF: 25.45% P: 38.32% R: 15.67% F: 22.24%
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+ 2024-08-12 07:16:36 INFO test: loss: 0.5235 - UP: 44.05% UR: 17.68% UF: 25.23% P: 38.62% R: 15.50% F: 22.12%
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models/multibooked_ca/sdp_byLength_asc/10/model_vi_multibooked_ca_xlm_6 ADDED
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1
+ 2024-08-12 07:16:48 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
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+ patience | 30
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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_byLength_asc/10/model_vi_multibooked_ca_xlm_6
17
+ device | 1
18
+ seed | 1
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+ threads | 16
20
+ local_rank | -1
21
+ 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_byLength_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byLength_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 07:16:48 INFO Building the fields
39
+ 2024-08-12 07:16:50 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 07:16:50 INFO Building the model
44
+ 2024-08-12 07:16:52 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)
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+ (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 07:16:52 INFO Loading the data
64
+ 2024-08-12 07:16:53 INFO
65
+ train: Dataset(n_sentences=116, n_batches=6, n_buckets=6)
66
+ dev: Dataset(n_sentences=15, n_batches=4, n_buckets=4)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 07:16:53 INFO Epoch 1 / 5000:
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+ 2024-08-12 07:16:54 INFO lr: 4.9990e-05 - loss: 0.7339 - UP: 14.40% UR: 41.33% UF: 21.35% P: 2.01% R: 5.78% F: 2.99%
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+ 2024-08-12 07:16:54 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 07:16:54 INFO test: loss: 0.3790 - UP: 47.37% UR: 0.38% UF: 0.75% P: 36.84% R: 0.29% F: 0.58%
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+ 2024-08-12 07:16:54 INFO 0:00:01.278730s elapsed
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+ 2024-08-12 07:16:54 INFO lr: 4.9980e-05 - loss: 0.4605 - UP: 16.18% UR: 4.89% UF: 7.51% P: 10.29% R: 3.11% F: 4.78%
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+ 2024-08-12 07:16:54 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 07:16:55 INFO test: loss: 0.3624 - 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 07:16:55 INFO 0:00:00.799120s elapsed
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+ 2024-08-12 07:16:55 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 07:16:56 INFO test: loss: 0.3653 - UP: 23.08% UR: 0.75% UF: 1.46% P: 16.67% R: 0.54% F: 1.05%
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+ 2024-08-12 07:16:56 INFO 0:00:00.808334s elapsed
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+ 2024-08-12 07:16:56 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 07:16:56 INFO test: loss: 0.3451 - 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 07:16:56 INFO 0:00:00.774306s elapsed
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+ 2024-08-12 07:16:56 INFO Epoch 5 / 5000:
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+ 2024-08-12 07:16:57 INFO lr: 4.9950e-05 - loss: 0.4553 - UP: 40.00% UR: 4.44% UF: 8.00% P: 40.00% R: 4.44% F: 8.00%
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+ 2024-08-12 07:16:57 INFO dev: loss: nan - UP: 33.33% UR: 4.17% UF: 7.41% P: 33.33% R: 4.17% F: 7.41%
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+ 2024-08-12 07:16:57 INFO test: loss: 0.2907 - UP: 25.30% UR: 0.88% UF: 1.70% P: 19.28% R: 0.67% F: 1.30%
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+ 2024-08-12 07:17:02 INFO 0:00:00.824866s elapsed (saved)
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+ 2024-08-12 07:17:02 INFO lr: 4.9940e-05 - loss: 0.2425 - UP: 35.44% UR: 12.44% UF: 18.42% P: 30.38% R: 10.67% F: 15.79%
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+ 2024-08-12 07:17:02 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 07:17:03 INFO test: loss: 0.2865 - UP: 37.04% UR: 0.42% UF: 0.83% P: 25.93% R: 0.29% F: 0.58%
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+ 2024-08-12 07:17:03 INFO 0:00:00.806392s elapsed
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+ 2024-08-12 07:17:03 INFO lr: 4.9930e-05 - loss: 0.3817 - UP: 48.48% UR: 14.22% UF: 21.99% P: 25.76% R: 7.56% F: 11.68%
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+ 2024-08-12 07:17:03 INFO dev: loss: nan - UP: 60.00% UR: 25.00% UF: 35.29% P: 50.00% R: 20.83% F: 29.41%
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+ 2024-08-12 07:17:04 INFO test: loss: 0.3173 - UP: 33.05% UR: 6.49% UF: 10.85% P: 23.67% R: 4.65% F: 7.77%
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+ 2024-08-12 07:17:12 INFO 0:00:00.787075s elapsed (saved)
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+ 2024-08-12 07:17:12 INFO dev: loss: nan - UP: 50.00% UR: 12.50% UF: 20.00% P: 50.00% R: 12.50% F: 20.00%
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+ 2024-08-12 07:17:12 INFO test: loss: 0.3313 - UP: 54.05% UR: 2.51% UF: 4.80% P: 37.84% R: 1.76% F: 3.36%
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+ 2024-08-12 07:17:12 INFO 0:00:00.816245s elapsed
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+ 2024-08-12 07:17:12 INFO Epoch 9 / 5000:
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+ 2024-08-12 07:17:13 INFO lr: 4.9910e-05 - loss: 0.1945 - UP: 48.68% UR: 16.44% UF: 24.58% P: 38.16% R: 12.89% F: 19.27%
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+ 2024-08-12 07:17:13 INFO dev: loss: nan - UP: 70.00% UR: 29.17% UF: 41.18% P: 70.00% R: 29.17% F: 41.18%
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+ 2024-08-12 07:17:13 INFO test: loss: 0.3577 - UP: 56.03% UR: 5.45% UF: 9.93% P: 43.10% R: 4.19% F: 7.64%
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+ 2024-08-12 07:17:21 INFO 0:00:00.790847s elapsed (saved)
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+
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+ 2024-08-12 07:17:21 INFO Epoch 10 / 5000:
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+ 2024-08-12 07:17:22 INFO lr: 4.9900e-05 - loss: 0.2507 - UP: 67.12% UR: 43.56% UF: 52.83% P: 53.42% R: 34.67% F: 42.05%
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+ 2024-08-12 07:17:22 INFO dev: loss: nan - UP: 72.73% UR: 33.33% UF: 45.71% P: 63.64% R: 29.17% F: 40.00%
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+ 2024-08-12 07:17:22 INFO test: loss: 0.3568 - UP: 57.63% UR: 6.33% UF: 11.40% P: 44.27% R: 4.86% F: 8.76%
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+ 2024-08-12 07:17:22 INFO 0:00:00.812588s elapsed
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+ 2024-08-12 07:17:22 INFO lr: 4.9890e-05 - loss: 0.2491 - UP: 72.13% UR: 39.11% UF: 50.72% P: 59.02% R: 32.00% F: 41.50%
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+ 2024-08-12 07:17:22 INFO dev: loss: nan - UP: 69.23% UR: 75.00% UF: 72.00% P: 61.54% R: 66.67% F: 64.00%
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+ 2024-08-12 07:17:23 INFO test: loss: 0.3132 - UP: 39.91% UR: 10.68% UF: 16.85% P: 30.83% R: 8.25% F: 13.02%
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+ 2024-08-12 07:17:31 INFO 0:00:00.795712s elapsed (saved)
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+ 2024-08-12 07:17:31 INFO lr: 4.9880e-05 - loss: 0.3991 - UP: 75.61% UR: 55.11% UF: 63.75% P: 63.41% R: 46.22% F: 53.47%
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+ 2024-08-12 07:17:31 INFO dev: loss: nan - UP: 84.21% UR: 66.67% UF: 74.42% P: 84.21% R: 66.67% F: 74.42%
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+ 2024-08-12 07:17:31 INFO test: loss: 0.3077 - UP: 65.37% UR: 7.75% UF: 13.86% P: 48.76% R: 5.78% F: 10.34%
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+ 2024-08-12 07:17:40 INFO 0:00:00.809011s elapsed (saved)
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+ 2024-08-12 07:17:40 INFO lr: 4.9870e-05 - loss: 0.1799 - UP: 88.73% UR: 56.00% UF: 68.66% P: 75.35% R: 47.56% F: 58.31%
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+ 2024-08-12 07:17:40 INFO dev: loss: nan - UP: 70.83% UR: 70.83% UF: 70.83% P: 62.50% R: 62.50% F: 62.50%
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+ 2024-08-12 07:17:40 INFO test: loss: 0.2999 - UP: 26.40% UR: 11.44% UF: 15.96% P: 21.08% R: 9.13% F: 12.74%
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+ 2024-08-12 07:17:40 INFO 0:00:00.802311s elapsed
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+ 2024-08-12 07:17:41 INFO lr: 4.9860e-05 - loss: 0.1410 - UP: 77.57% UR: 73.78% UF: 75.63% P: 69.63% R: 66.22% F: 67.88%
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+ 2024-08-12 07:17:41 INFO dev: loss: nan - UP: 83.33% UR: 83.33% UF: 83.33% P: 75.00% R: 75.00% F: 75.00%
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+ 2024-08-12 07:17:41 INFO test: loss: 0.2737 - UP: 57.61% UR: 9.51% UF: 16.33% P: 47.21% R: 7.79% F: 13.38%
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+ 2024-08-12 07:17:50 INFO 0:00:00.813208s elapsed (saved)
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+ 2024-08-12 07:17:50 INFO lr: 4.9850e-05 - loss: 0.1533 - UP: 90.18% UR: 65.33% UF: 75.77% P: 85.89% R: 62.22% F: 72.16%
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+ 2024-08-12 07:17:50 INFO dev: loss: nan - UP: 95.65% UR: 91.67% UF: 93.62% P: 95.65% R: 91.67% F: 93.62%
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+ 2024-08-12 07:17:50 INFO test: loss: 0.2621 - UP: 63.90% UR: 10.98% UF: 18.73% P: 52.44% R: 9.01% F: 15.37%
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+ 2024-08-12 07:17:58 INFO 0:00:00.780793s elapsed (saved)
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+ 2024-08-12 07:17:59 INFO lr: 4.9840e-05 - loss: 0.1365 - UP: 86.39% UR: 73.33% UF: 79.33% P: 79.58% R: 67.56% F: 73.08%
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+ 2024-08-12 07:17:59 INFO dev: loss: nan - UP: 75.00% UR: 87.50% UF: 80.77% P: 71.43% R: 83.33% F: 76.92%
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+ 2024-08-12 07:17:59 INFO test: loss: 0.3463 - UP: 47.65% UR: 16.17% UF: 24.15% P: 35.19% R: 11.94% F: 17.83%
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+ 2024-08-12 07:17:59 INFO 0:00:00.810889s elapsed
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+ 2024-08-12 07:17:59 INFO lr: 4.9830e-05 - loss: 0.0492 - UP: 88.89% UR: 81.78% UF: 85.19% P: 82.61% R: 76.00% F: 79.17%
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+ 2024-08-12 07:17:59 INFO dev: loss: nan - UP: 95.24% UR: 83.33% UF: 88.89% P: 90.48% R: 79.17% F: 84.44%
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+ 2024-08-12 07:18:00 INFO test: loss: 0.3076 - UP: 39.70% UR: 16.80% UF: 23.61% P: 30.30% R: 12.82% F: 18.02%
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+ 2024-08-12 07:18:00 INFO lr: 4.9820e-05 - loss: 0.1663 - UP: 88.73% UR: 80.44% UF: 84.38% P: 84.80% R: 76.89% F: 80.65%
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+ 2024-08-12 07:18:00 INFO dev: loss: nan - UP: 85.19% UR: 95.83% UF: 90.20% P: 85.19% R: 95.83% F: 90.20%
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+ 2024-08-12 07:18:01 INFO test: loss: 0.3713 - UP: 33.71% UR: 19.94% UF: 25.06% P: 25.85% R: 15.29% F: 19.22%
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+ 2024-08-12 07:18:01 INFO 0:00:00.787601s elapsed
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+ 2024-08-12 07:18:01 INFO lr: 4.9810e-05 - loss: 0.0541 - UP: 79.76% UR: 87.56% UF: 83.47% P: 75.71% R: 83.11% F: 79.24%
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+ 2024-08-12 07:18:01 INFO dev: loss: nan - UP: 91.30% UR: 87.50% UF: 89.36% P: 91.30% R: 87.50% F: 89.36%
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+ 2024-08-12 07:18:01 INFO test: loss: 0.4204 - UP: 50.00% UR: 15.71% UF: 23.91% P: 40.67% R: 12.78% F: 19.45%
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+ 2024-08-12 07:18:01 INFO 0:00:00.795629s elapsed
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+ 2024-08-12 07:18:02 INFO lr: 4.9800e-05 - loss: 0.0135 - UP: 92.78% UR: 74.22% UF: 82.47% P: 88.89% R: 71.11% F: 79.01%
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+ 2024-08-12 07:18:02 INFO dev: loss: nan - UP: 84.00% UR: 87.50% UF: 85.71% P: 80.00% R: 83.33% F: 81.63%
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+ 2024-08-12 07:18:02 INFO test: loss: 0.3350 - UP: 50.87% UR: 16.00% UF: 24.35% P: 37.95% R: 11.94% F: 18.16%
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+ 2024-08-12 07:18:02 INFO 0:00:00.771426s elapsed
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+ 2024-08-12 07:18:03 INFO lr: 4.9790e-05 - loss: 0.1358 - UP: 88.24% UR: 86.67% UF: 87.44% P: 82.35% R: 80.89% F: 81.61%
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+ 2024-08-12 07:18:03 INFO dev: loss: nan - UP: 82.14% UR: 95.83% UF: 88.46% P: 82.14% R: 95.83% F: 88.46%
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+ 2024-08-12 07:18:03 INFO test: loss: 0.3019 - UP: 42.48% UR: 18.22% UF: 25.51% P: 34.08% R: 14.62% F: 20.46%
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+ 2024-08-12 07:18:03 INFO 0:00:00.809747s elapsed
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+ 2024-08-12 07:18:03 INFO lr: 4.9780e-05 - loss: 0.1563 - UP: 93.53% UR: 83.56% UF: 88.26% P: 90.05% R: 80.44% F: 84.98%
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+ 2024-08-12 07:18:03 INFO dev: loss: nan - UP: 95.65% UR: 91.67% UF: 93.62% P: 95.65% R: 91.67% F: 93.62%
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+ 2024-08-12 07:18:04 INFO test: loss: 0.3234 - UP: 52.23% UR: 16.67% UF: 25.28% P: 44.09% R: 14.08% F: 21.34%
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+ 2024-08-12 07:18:04 INFO lr: 4.9770e-05 - loss: 0.1544 - UP: 93.24% UR: 85.78% UF: 89.35% P: 91.79% R: 84.44% F: 87.96%
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+ 2024-08-12 07:18:04 INFO dev: loss: nan - UP: 85.19% UR: 95.83% UF: 90.20% P: 81.48% R: 91.67% F: 86.27%
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+ 2024-08-12 07:18:05 INFO test: loss: 0.3925 - UP: 38.62% UR: 20.19% UF: 26.52% P: 29.73% R: 15.54% F: 20.41%
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+ 2024-08-12 07:18:05 INFO lr: 4.9760e-05 - loss: 0.1359 - UP: 93.60% UR: 84.44% UF: 88.79% P: 92.61% R: 83.56% F: 87.85%
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+ 2024-08-12 07:18:05 INFO dev: loss: nan - UP: 85.19% UR: 95.83% UF: 90.20% P: 85.19% R: 95.83% F: 90.20%
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+ 2024-08-12 07:18:05 INFO test: loss: 0.4903 - UP: 31.68% UR: 20.57% UF: 24.94% P: 25.16% R: 16.34% F: 19.81%
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+ 2024-08-12 07:18:06 INFO test: loss: 0.3481 - UP: 39.85% UR: 17.93% UF: 24.73% P: 32.03% R: 14.41% F: 19.88%
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+ 2024-08-12 07:18:07 INFO test: loss: 0.4064 - UP: 36.13% UR: 22.58% UF: 27.79% P: 29.02% R: 18.14% F: 22.33%
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+ 2024-08-12 07:18:10 INFO dev: loss: nan - UP: 75.00% UR: 87.50% UF: 80.77% P: 75.00% R: 87.50% F: 80.77%
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+ 2024-08-12 07:18:10 INFO test: loss: 0.5108 - UP: 41.68% UR: 21.83% UF: 28.65% P: 33.68% R: 17.64% F: 23.15%
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+ 2024-08-12 07:18:14 INFO test: loss: 0.4757 - UP: 50.38% UR: 19.40% UF: 28.01% P: 41.02% R: 15.79% F: 22.81%
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+ 2024-08-12 07:18:15 INFO test: loss: 0.5256 - UP: 47.35% UR: 20.99% UF: 29.09% P: 36.39% R: 16.13% F: 22.35%
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+ 2024-08-12 07:18:17 INFO test: loss: 0.3728 - UP: 51.71% UR: 18.98% UF: 27.77% P: 43.95% R: 16.13% F: 23.60%
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+ 2024-08-12 07:18:25 INFO 0:00:00.813901s elapsed (saved)
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+ 2024-08-12 07:18:26 INFO lr: 4.9600e-05 - loss: 0.0028 - UP: 94.69% UR: 95.11% UF: 94.90% P: 93.81% R: 94.22% F: 94.01%
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+ 2024-08-12 07:18:26 INFO test: loss: 0.5355 - UP: 26.58% UR: 30.33% UF: 28.33% P: 21.15% R: 24.13% F: 22.54%
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+ 2024-08-12 07:18:27 INFO lr: 4.9590e-05 - loss: 0.0130 - UP: 98.17% UR: 95.56% UF: 96.85% P: 97.26% R: 94.67% F: 95.95%
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+ 2024-08-12 07:18:27 INFO dev: loss: nan - UP: 82.76% UR: 100.00% UF: 90.57% P: 79.31% R: 95.83% F: 86.79%
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+ 2024-08-12 07:18:27 INFO test: loss: 0.4288 - UP: 27.54% UR: 28.19% UF: 27.86% P: 22.50% R: 23.04% F: 22.77%
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+ 2024-08-12 07:18:28 INFO lr: 4.9580e-05 - loss: 0.0529 - UP: 98.65% UR: 97.33% UF: 97.99% P: 98.65% R: 97.33% F: 97.99%
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+ 2024-08-12 07:18:28 INFO test: loss: 0.4012 - UP: 29.80% UR: 26.77% UF: 28.21% P: 24.11% R: 21.66% F: 22.82%
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+ 2024-08-12 07:18:29 INFO test: loss: 0.4482 - UP: 30.67% UR: 27.19% UF: 28.83% P: 25.43% R: 22.54% F: 23.90%
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+ 2024-08-12 07:18:29 INFO dev: loss: nan - UP: 88.00% UR: 91.67% UF: 89.80% P: 88.00% R: 91.67% F: 89.80%
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+ 2024-08-12 07:18:30 INFO test: loss: 0.4561 - UP: 35.08% UR: 26.14% UF: 29.96% P: 29.23% R: 21.78% F: 24.96%
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+ 2024-08-12 07:18:30 INFO lr: 4.9550e-05 - loss: 0.0154 - UP: 100.00% UR: 98.22% UF: 99.10% P: 100.00% R: 98.22% F: 99.10%
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+ 2024-08-12 07:18:30 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:18:31 INFO test: loss: 0.4693 - UP: 37.06% UR: 26.39% UF: 30.83% P: 30.88% R: 21.99% F: 25.69%
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+ 2024-08-12 07:18:31 INFO dev: loss: nan - UP: 85.19% UR: 95.83% UF: 90.20% P: 81.48% R: 91.67% F: 86.27%
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+ 2024-08-12 07:18:31 INFO test: loss: 0.4926 - UP: 32.88% UR: 28.36% UF: 30.45% P: 27.00% R: 23.29% F: 25.01%
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+ 2024-08-12 07:18:32 INFO test: loss: 0.4988 - UP: 28.76% UR: 30.04% UF: 29.39% P: 23.63% R: 24.68% F: 24.14%
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+ 2024-08-12 07:18:33 INFO test: loss: 0.4915 - UP: 28.32% UR: 28.66% UF: 28.49% P: 23.52% R: 23.80% F: 23.66%
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+ 2024-08-12 07:18:34 INFO test: loss: 0.6105 - UP: 22.76% UR: 31.21% UF: 26.32% P: 18.75% R: 25.72% F: 21.69%
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+ 2024-08-12 07:18:34 INFO lr: 4.9500e-05 - loss: 0.2642 - UP: 98.25% UR: 100.00% UF: 99.12% P: 98.25% R: 100.00% F: 99.12%
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+ 2024-08-12 07:18:35 INFO test: loss: 0.5328 - UP: 27.01% UR: 30.16% UF: 28.50% P: 22.36% R: 24.97% F: 23.59%
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+ 2024-08-12 07:18:35 INFO test: loss: 0.4030 - UP: 39.65% UR: 23.92% UF: 29.84% P: 33.06% R: 19.94% F: 24.88%
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+ 2024-08-12 07:18:36 INFO test: loss: 0.4464 - UP: 36.05% UR: 26.52% UF: 30.56% P: 28.99% R: 21.32% F: 24.57%
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+ 2024-08-12 07:18:37 INFO test: loss: 0.4686 - UP: 38.48% UR: 23.92% UF: 29.50% P: 31.06% R: 19.31% F: 23.82%
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+ 2024-08-12 07:18:39 INFO test: loss: 0.5180 - UP: 47.30% UR: 20.19% UF: 28.30% P: 38.17% R: 16.30% F: 22.84%
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+ 2024-08-12 07:18:40 INFO lr: 4.9430e-05 - loss: 0.0502 - UP: 96.87% UR: 96.44% UF: 96.66% P: 95.54% R: 95.11% F: 95.32%
407
+ 2024-08-12 07:18:40 INFO dev: loss: nan - UP: 100.00% UR: 100.00% UF: 100.00% P: 91.67% R: 91.67% F: 91.67%
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+ 2024-08-12 07:18:40 INFO test: loss: 0.4422 - UP: 53.83% UR: 18.85% UF: 27.92% P: 44.14% R: 15.46% F: 22.90%
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+ 2024-08-12 07:18:41 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 98.60% UR: 94.22% UF: 96.36% P: 98.14% R: 93.78% F: 95.91%
413
+ 2024-08-12 07:18:41 INFO dev: loss: nan - UP: 96.00% UR: 100.00% UF: 97.96% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:18:41 INFO test: loss: 0.4443 - UP: 36.42% UR: 27.02% UF: 31.02% P: 30.04% R: 22.29% F: 25.59%
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+ 2024-08-12 07:18:41 INFO lr: 4.9410e-05 - loss: 0.0298 - UP: 97.37% UR: 98.67% UF: 98.01% P: 96.49% R: 97.78% F: 97.13%
419
+ 2024-08-12 07:18:42 INFO dev: loss: nan - UP: 77.42% UR: 100.00% UF: 87.27% P: 74.19% R: 95.83% F: 83.64%
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+ 2024-08-12 07:18:42 INFO test: loss: 0.6085 - UP: 24.32% UR: 32.09% UF: 27.67% P: 19.94% R: 26.31% F: 22.68%
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+ 2024-08-12 07:18:42 INFO 0:00:00.806933s elapsed
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+ 2024-08-12 07:18:42 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 98.67% UR: 98.67% UF: 98.67% P: 98.67% R: 98.67% F: 98.67%
425
+ 2024-08-12 07:18:42 INFO dev: loss: nan - UP: 80.00% UR: 100.00% UF: 88.89% P: 76.67% R: 95.83% F: 85.19%
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+ 2024-08-12 07:18:43 INFO test: loss: 0.5235 - UP: 27.33% UR: 29.87% UF: 28.54% P: 22.15% R: 24.21% F: 23.14%
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+ 2024-08-12 07:18:43 INFO 0:00:00.802087s elapsed
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+ 2024-08-12 07:18:43 INFO lr: 4.9390e-05 - loss: 0.0678 - UP: 99.09% UR: 96.44% UF: 97.75% P: 98.63% R: 96.00% F: 97.30%
431
+ 2024-08-12 07:18:43 INFO dev: loss: nan - UP: 85.71% UR: 100.00% UF: 92.31% P: 82.14% R: 95.83% F: 88.46%
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+ 2024-08-12 07:18:43 INFO test: loss: 0.4899 - UP: 30.78% UR: 27.73% UF: 29.18% P: 24.55% R: 22.12% F: 23.27%
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+ 2024-08-12 07:18:43 INFO 0:00:00.805070s elapsed
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+ 2024-08-12 07:18:44 INFO lr: 4.9380e-05 - loss: 0.0141 - UP: 99.55% UR: 97.33% UF: 98.43% P: 99.09% R: 96.89% F: 97.98%
437
+ 2024-08-12 07:18:44 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:18:44 INFO test: loss: 0.5437 - UP: 23.65% UR: 28.15% UF: 25.70% P: 18.90% R: 22.50% F: 20.54%
439
+ 2024-08-12 07:18:44 INFO 0:00:00.822718s elapsed
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+ 2024-08-12 07:18:45 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 98.21% UR: 97.78% UF: 98.00% P: 97.77% R: 97.33% F: 97.55%
443
+ 2024-08-12 07:18:45 INFO dev: loss: nan - UP: 92.31% UR: 100.00% UF: 96.00% P: 88.46% R: 95.83% F: 92.00%
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+ 2024-08-12 07:18:45 INFO test: loss: 0.5467 - UP: 27.99% UR: 26.35% UF: 27.15% P: 22.07% R: 20.78% F: 21.41%
445
+ 2024-08-12 07:18:45 INFO 0:00:00.793804s elapsed
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+ 2024-08-12 07:18:45 INFO lr: 4.9360e-05 - loss: 0.0013 - UP: 99.54% UR: 96.89% UF: 98.20% P: 98.63% R: 96.00% F: 97.30%
449
+ 2024-08-12 07:18:46 INFO dev: loss: nan - UP: 85.71% UR: 100.00% UF: 92.31% P: 82.14% R: 95.83% F: 88.46%
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+ 2024-08-12 07:18:46 INFO test: loss: 0.5706 - UP: 31.72% UR: 24.97% UF: 27.94% P: 24.48% R: 19.27% F: 21.57%
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+ 2024-08-12 07:18:46 INFO 0:00:00.796936s elapsed
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+ 2024-08-12 07:18:46 INFO lr: 4.9350e-05 - loss: 0.0665 - UP: 98.68% UR: 99.56% UF: 99.12% P: 98.68% R: 99.56% F: 99.12%
455
+ 2024-08-12 07:18:46 INFO dev: loss: nan - UP: 82.76% UR: 100.00% UF: 90.57% P: 79.31% R: 95.83% F: 86.79%
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+ 2024-08-12 07:18:47 INFO test: loss: 0.5284 - UP: 33.93% UR: 24.42% UF: 28.40% P: 26.54% R: 19.10% F: 22.22%
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+ 2024-08-12 07:18:47 INFO 0:00:00.768577s elapsed
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+ 2024-08-12 07:18:47 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 98.65% UR: 97.33% UF: 97.99% P: 98.65% R: 97.33% F: 97.99%
461
+ 2024-08-12 07:18:47 INFO dev: loss: nan - UP: 95.83% UR: 95.83% UF: 95.83% P: 91.67% R: 91.67% F: 91.67%
462
+ 2024-08-12 07:18:47 INFO test: loss: 0.4268 - UP: 29.45% UR: 24.26% UF: 26.60% P: 23.25% R: 19.15% F: 21.00%
463
+ 2024-08-12 07:18:47 INFO 0:00:00.807564s elapsed
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+ 2024-08-12 07:18:48 INFO lr: 4.9330e-05 - loss: 0.0051 - UP: 97.78% UR: 97.78% UF: 97.78% P: 97.78% R: 97.78% F: 97.78%
467
+ 2024-08-12 07:18:48 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
468
+ 2024-08-12 07:18:48 INFO test: loss: 0.4024 - UP: 31.03% UR: 25.93% UF: 28.25% P: 24.71% R: 20.65% F: 22.50%
469
+ 2024-08-12 07:18:48 INFO 0:00:00.758916s elapsed
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+ 2024-08-12 07:18:48 INFO Epoch 68 / 5000:
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+ 2024-08-12 07:18:49 INFO lr: 4.9320e-05 - loss: 0.0019 - UP: 99.55% UR: 98.67% UF: 99.11% P: 99.55% R: 98.67% F: 99.11%
473
+ 2024-08-12 07:18:49 INFO dev: loss: nan - UP: 92.00% UR: 95.83% UF: 93.88% P: 92.00% R: 95.83% F: 93.88%
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+ 2024-08-12 07:18:49 INFO test: loss: 0.3829 - UP: 40.47% UR: 24.63% UF: 30.62% P: 34.00% R: 20.70% F: 25.73%
475
+ 2024-08-12 07:18:49 INFO 0:00:00.801271s elapsed
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+ 2024-08-12 07:18:57 INFO Epoch 38 saved
478
+ 2024-08-12 07:18:57 INFO dev: UP: 92.31% UR: 100.00% UF: 96.00% P: 92.31% R: 100.00% F: 96.00%
479
+ 2024-08-12 07:18:57 INFO test: UP: 51.71% UR: 18.98% UF: 27.77% P: 43.95% R: 16.13% F: 23.60%
480
+ 2024-08-12 07:18:57 INFO 0:00:55.215938s elapsed, 0:00:00.811999s/epoch