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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_berteus_6.train.log +432 -0
  4. models/multibooked_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_xlm_6.train.log +570 -0
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+ 2024-08-12 10:38:44 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_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_berteus_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 10:38:44 INFO Building the fields
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+ 2024-08-12 10:38:45 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 10:38:45 INFO Building the model
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+ 2024-08-12 10:38:46 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 10:38:46 INFO Loading the data
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+ 2024-08-12 10:38:46 INFO
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+ train: Dataset(n_sentences=105, n_batches=24, n_buckets=24)
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+ dev: Dataset(n_sentences=14, n_batches=12, n_buckets=12)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 10:38:46 INFO Epoch 1 / 5000:
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+ 2024-08-12 10:38:48 INFO lr: 4.9990e-05 - loss: 0.2064 - UP: 6.24% UR: 15.25% UF: 8.86% P: 3.89% R: 9.50% F: 5.52%
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+ 2024-08-12 10:38:48 INFO dev: loss: nan - UP: 100.00% UR: 1.47% UF: 2.90% P: 100.00% R: 1.47% F: 2.90%
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+ 2024-08-12 10:38:49 INFO test: loss: nan - UP: 89.86% UR: 4.36% UF: 8.32% P: 72.46% R: 3.52% F: 6.71%
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+ 2024-08-12 10:38:50 INFO 0:00:02.282940s elapsed (saved)
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+
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+ 2024-08-12 10:38:50 INFO Epoch 2 / 5000:
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+ 2024-08-12 10:38:52 INFO lr: 4.9980e-05 - loss: 0.1963 - UP: 33.33% UR: 18.42% UF: 23.72% P: 27.24% R: 15.05% F: 19.39%
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+ 2024-08-12 10:38:52 INFO dev: loss: nan - UP: 80.00% UR: 17.65% UF: 28.92% P: 66.67% R: 14.71% F: 24.10%
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+ 2024-08-12 10:38:52 INFO test: loss: nan - UP: 54.98% UR: 29.89% UF: 38.72% P: 50.97% R: 27.71% F: 35.90%
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+ 2024-08-12 10:38:55 INFO 0:00:01.757359s elapsed (saved)
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+
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+ 2024-08-12 10:38:55 INFO Epoch 3 / 5000:
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+ 2024-08-12 10:38:56 INFO lr: 4.9970e-05 - loss: 0.1038 - UP: 58.44% UR: 44.55% UF: 50.56% P: 55.58% R: 42.38% F: 48.09%
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+ 2024-08-12 10:38:56 INFO dev: loss: nan - UP: 83.33% UR: 14.71% UF: 25.00% P: 83.33% R: 14.71% F: 25.00%
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+ 2024-08-12 10:38:57 INFO test: loss: nan - UP: 81.92% UR: 20.39% UF: 32.66% P: 78.25% R: 19.48% F: 31.19%
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+ 2024-08-12 10:38:59 INFO 0:00:01.908146s elapsed (saved)
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+ 2024-08-12 10:38:59 INFO Epoch 4 / 5000:
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+ 2024-08-12 10:39:01 INFO lr: 4.9960e-05 - loss: 0.0859 - UP: 73.42% UR: 45.94% UF: 56.52% P: 71.52% R: 44.75% F: 55.05%
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+ 2024-08-12 10:39:01 INFO dev: loss: nan - UP: 41.03% UR: 23.53% UF: 29.91% P: 38.46% R: 22.06% F: 28.04%
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+ 2024-08-12 10:39:01 INFO test: loss: nan - UP: 51.98% UR: 34.11% UF: 41.19% P: 48.77% R: 32.00% F: 38.64%
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+ 2024-08-12 10:39:04 INFO 0:00:01.845782s elapsed (saved)
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+ 2024-08-12 10:39:04 INFO Epoch 5 / 5000:
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+ 2024-08-12 10:39:05 INFO lr: 4.9950e-05 - loss: 0.0504 - UP: 75.83% UR: 54.06% UF: 63.12% P: 75.56% R: 53.86% F: 62.89%
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+ 2024-08-12 10:39:06 INFO dev: loss: nan - UP: 55.00% UR: 16.18% UF: 25.00% P: 55.00% R: 16.18% F: 25.00%
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+ 2024-08-12 10:39:06 INFO test: loss: nan - UP: 65.42% UR: 29.54% UF: 40.70% P: 60.90% R: 27.50% F: 37.89%
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+ 2024-08-12 10:39:06 INFO 0:00:01.889508s elapsed
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+ 2024-08-12 10:39:07 INFO lr: 4.9940e-05 - loss: 0.0285 - UP: 72.21% UR: 55.05% UF: 62.47% P: 71.95% R: 54.85% F: 62.25%
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+ 2024-08-12 10:39:07 INFO dev: loss: nan - UP: 53.85% UR: 20.59% UF: 29.79% P: 50.00% R: 19.12% F: 27.66%
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+ 2024-08-12 10:39:08 INFO test: loss: nan - UP: 57.63% UR: 39.03% UF: 46.54% P: 53.69% R: 36.36% F: 43.35%
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+ 2024-08-12 10:39:08 INFO 0:00:01.786023s elapsed
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+ 2024-08-12 10:39:09 INFO lr: 4.9930e-05 - loss: nan - UP: 73.86% UR: 64.36% UF: 68.78% P: 73.64% R: 64.16% F: 68.57%
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+ 2024-08-12 10:39:09 INFO dev: loss: nan - UP: 69.57% UR: 23.53% UF: 35.16% P: 65.22% R: 22.06% F: 32.97%
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+ 2024-08-12 10:39:09 INFO test: loss: nan - UP: 68.19% UR: 34.53% UF: 45.85% P: 63.33% R: 32.07% F: 42.58%
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+ 2024-08-12 10:39:12 INFO 0:00:01.728969s elapsed (saved)
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+ 2024-08-12 10:39:14 INFO lr: 4.9920e-05 - loss: nan - UP: 78.66% UR: 62.77% UF: 69.82% P: 78.41% R: 62.57% F: 69.60%
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+ 2024-08-12 10:39:14 INFO dev: loss: nan - UP: 90.91% UR: 14.71% UF: 25.32% P: 90.91% R: 14.71% F: 25.32%
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+ 2024-08-12 10:39:14 INFO test: loss: nan - UP: 86.22% UR: 20.68% UF: 33.35% P: 84.46% R: 20.25% F: 32.67%
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+ 2024-08-12 10:39:14 INFO 0:00:01.809349s elapsed
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+
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+ 2024-08-12 10:39:14 INFO Epoch 9 / 5000:
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+ 2024-08-12 10:39:15 INFO lr: 4.9910e-05 - loss: 0.0277 - UP: 90.43% UR: 67.33% UF: 77.19% P: 90.43% R: 67.33% F: 77.19%
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+ 2024-08-12 10:39:16 INFO dev: loss: nan - UP: 68.75% UR: 16.18% UF: 26.19% P: 68.75% R: 16.18% F: 26.19%
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+ 2024-08-12 10:39:16 INFO test: loss: nan - UP: 66.38% UR: 38.47% UF: 48.71% P: 62.50% R: 36.22% F: 45.86%
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+ 2024-08-12 10:39:16 INFO 0:00:01.742627s elapsed
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+
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+ 2024-08-12 10:39:16 INFO Epoch 10 / 5000:
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+ 2024-08-12 10:39:17 INFO lr: 4.9900e-05 - loss: nan - UP: 84.33% UR: 77.82% UF: 80.95% P: 84.33% R: 77.82% F: 80.95%
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+ 2024-08-12 10:39:17 INFO dev: loss: nan - UP: 72.22% UR: 19.12% UF: 30.23% P: 72.22% R: 19.12% F: 30.23%
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+ 2024-08-12 10:39:18 INFO test: loss: nan - UP: 74.81% UR: 28.41% UF: 41.18% P: 70.74% R: 26.86% F: 38.94%
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+ 2024-08-12 10:39:18 INFO 0:00:01.739659s elapsed
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+
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+ 2024-08-12 10:39:18 INFO Epoch 11 / 5000:
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+ 2024-08-12 10:39:19 INFO lr: 4.9890e-05 - loss: 0.0384 - UP: 87.83% UR: 72.87% UF: 79.65% P: 87.35% R: 72.48% F: 79.22%
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+ 2024-08-12 10:39:19 INFO dev: loss: nan - UP: 60.87% UR: 20.59% UF: 30.77% P: 56.52% R: 19.12% F: 28.57%
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+ 2024-08-12 10:39:19 INFO test: loss: nan - UP: 69.86% UR: 38.47% UF: 49.61% P: 66.67% R: 36.71% F: 47.35%
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+ 2024-08-12 10:39:19 INFO 0:00:01.788922s elapsed
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+ 2024-08-12 10:39:21 INFO lr: 4.9880e-05 - loss: nan - UP: 77.20% UR: 79.80% UF: 78.48% P: 77.20% R: 79.80% F: 78.48%
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+ 2024-08-12 10:39:21 INFO dev: loss: nan - UP: 60.00% UR: 22.06% UF: 32.26% P: 56.00% R: 20.59% F: 30.11%
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+ 2024-08-12 10:39:21 INFO test: loss: nan - UP: 59.88% UR: 42.41% UF: 49.65% P: 55.31% R: 39.17% F: 45.86%
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+ 2024-08-12 10:39:21 INFO 0:00:01.688762s elapsed
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+ 2024-08-12 10:39:22 INFO lr: 4.9870e-05 - loss: 0.0042 - UP: 86.59% UR: 78.02% UF: 82.08% P: 86.37% R: 77.82% F: 81.87%
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+ 2024-08-12 10:39:22 INFO dev: loss: nan - UP: 68.42% UR: 19.12% UF: 29.89% P: 63.16% R: 17.65% F: 27.59%
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+ 2024-08-12 10:39:23 INFO test: loss: nan - UP: 72.44% UR: 34.39% UF: 46.64% P: 67.41% R: 32.00% F: 43.40%
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+ 2024-08-12 10:39:23 INFO 0:00:01.666475s elapsed
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+ 2024-08-12 10:39:24 INFO lr: 4.9860e-05 - loss: 0.0129 - UP: 92.79% UR: 81.58% UF: 86.83% P: 92.34% R: 81.19% F: 86.41%
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+ 2024-08-12 10:39:24 INFO dev: loss: nan - UP: 78.57% UR: 16.18% UF: 26.83% P: 78.57% R: 16.18% F: 26.83%
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+ 2024-08-12 10:39:24 INFO test: loss: nan - UP: 73.48% UR: 33.12% UF: 45.66% P: 70.05% R: 31.58% F: 43.53%
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+ 2024-08-12 10:39:24 INFO 0:00:01.687698s elapsed
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+ 2024-08-12 10:39:26 INFO lr: 4.9850e-05 - loss: 0.0219 - UP: 90.26% UR: 82.57% UF: 86.25% P: 90.04% R: 82.38% F: 86.04%
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+ 2024-08-12 10:39:26 INFO dev: loss: nan - UP: 48.48% UR: 23.53% UF: 31.68% P: 45.45% R: 22.06% F: 29.70%
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+ 2024-08-12 10:39:26 INFO test: loss: nan - UP: 62.56% UR: 45.36% UF: 52.59% P: 58.58% R: 42.48% F: 49.25%
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+ 2024-08-12 10:39:26 INFO 0:00:01.678798s elapsed
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+ 2024-08-12 10:39:27 INFO lr: 4.9840e-05 - loss: 0.0455 - UP: 94.59% UR: 79.60% UF: 86.45% P: 94.59% R: 79.60% F: 86.45%
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+ 2024-08-12 10:39:28 INFO dev: loss: nan - UP: 36.17% UR: 25.00% UF: 29.57% P: 34.04% R: 23.53% F: 27.83%
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+ 2024-08-12 10:39:28 INFO test: loss: nan - UP: 48.54% UR: 55.13% UF: 51.63% P: 45.02% R: 51.13% F: 47.88%
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+ 2024-08-12 10:39:28 INFO 0:00:01.750112s elapsed
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+ 2024-08-12 10:39:29 INFO lr: 4.9830e-05 - loss: 0.0154 - UP: 82.63% UR: 85.74% UF: 84.16% P: 82.63% R: 85.74% F: 84.16%
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+ 2024-08-12 10:39:29 INFO dev: loss: nan - UP: 41.46% UR: 25.00% UF: 31.19% P: 39.02% R: 23.53% F: 29.36%
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+ 2024-08-12 10:39:30 INFO test: loss: nan - UP: 54.70% UR: 51.20% UF: 52.89% P: 50.19% R: 46.98% F: 48.53%
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+ 2024-08-12 10:39:30 INFO 0:00:01.680460s elapsed
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+ 2024-08-12 10:39:31 INFO lr: 4.9820e-05 - loss: 0.0054 - UP: 94.59% UR: 86.53% UF: 90.38% P: 94.59% R: 86.53% F: 90.38%
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+ 2024-08-12 10:39:31 INFO dev: loss: nan - UP: 50.00% UR: 26.47% UF: 34.62% P: 47.22% R: 25.00% F: 32.69%
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+ 2024-08-12 10:39:31 INFO test: loss: nan - UP: 61.99% UR: 45.99% UF: 52.81% P: 58.01% R: 43.04% F: 49.41%
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+ 2024-08-12 10:39:31 INFO 0:00:01.684026s elapsed
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+ 2024-08-12 10:39:31 INFO Epoch 19 / 5000:
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+ 2024-08-12 10:39:33 INFO lr: 4.9810e-05 - loss: 0.0118 - UP: 89.30% UR: 85.94% UF: 87.59% P: 89.09% R: 85.74% F: 87.39%
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+ 2024-08-12 10:39:33 INFO dev: loss: nan - UP: 77.78% UR: 20.59% UF: 32.56% P: 72.22% R: 19.12% F: 30.23%
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+ 2024-08-12 10:39:33 INFO test: loss: nan - UP: 67.36% UR: 40.93% UF: 50.92% P: 63.08% R: 38.33% F: 47.68%
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+ 2024-08-12 10:39:33 INFO 0:00:01.710582s elapsed
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+ 2024-08-12 10:39:33 INFO Epoch 20 / 5000:
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+ 2024-08-12 10:39:34 INFO lr: 4.9800e-05 - loss: 0.0015 - UP: 94.00% UR: 89.90% UF: 91.90% P: 93.58% R: 89.50% F: 91.50%
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+ 2024-08-12 10:39:34 INFO dev: loss: nan - UP: 57.14% UR: 23.53% UF: 33.33% P: 53.57% R: 22.06% F: 31.25%
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+ 2024-08-12 10:39:35 INFO test: loss: nan - UP: 63.32% UR: 44.80% UF: 52.47% P: 58.15% R: 41.14% F: 48.19%
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+ 2024-08-12 10:39:35 INFO 0:00:01.758036s elapsed
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+ 2024-08-12 10:39:35 INFO Epoch 21 / 5000:
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+ 2024-08-12 10:39:36 INFO lr: 4.9790e-05 - loss: 0.1725 - UP: 92.68% UR: 90.30% UF: 91.47% P: 92.48% R: 90.10% F: 91.27%
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+ 2024-08-12 10:39:36 INFO dev: loss: nan - UP: 71.43% UR: 22.06% UF: 33.71% P: 66.67% R: 20.59% F: 31.46%
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+ 2024-08-12 10:39:47 INFO test: loss: nan - UP: 67.37% UR: 42.83% UF: 52.36% P: 63.50% R: 40.37% F: 49.36%
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+ 2024-08-12 10:40:10 INFO test: loss: nan - UP: 74.31% UR: 35.79% UF: 48.32% P: 69.49% R: 33.47% F: 45.18%
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+ 2024-08-12 10:40:12 INFO test: loss: nan - UP: 72.57% UR: 40.93% UF: 52.34% P: 66.33% R: 37.41% F: 47.84%
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+ 2024-08-12 10:40:16 INFO test: loss: nan - UP: 66.40% UR: 46.27% UF: 54.54% P: 60.34% R: 42.05% F: 49.56%
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+ 2024-08-12 10:40:17 INFO dev: loss: nan - UP: 65.22% UR: 22.06% UF: 32.97% P: 65.22% R: 22.06% F: 32.97%
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+ 2024-08-12 10:40:17 INFO test: loss: nan - UP: 68.62% UR: 45.22% UF: 54.51% P: 61.69% R: 40.65% F: 49.00%
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+ 2024-08-12 10:40:19 INFO test: loss: nan - UP: 66.83% UR: 47.19% UF: 55.32% P: 62.05% R: 43.81% F: 51.36%
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+ 2024-08-12 10:40:21 INFO test: loss: nan - UP: 70.94% UR: 43.95% UF: 54.28% P: 66.17% R: 41.00% F: 50.63%
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+ 2024-08-12 10:40:22 INFO test: loss: nan - UP: 72.94% UR: 42.26% UF: 53.52% P: 68.08% R: 39.45% F: 49.96%
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+ 2024-08-12 10:40:24 INFO test: loss: nan - UP: 73.59% UR: 42.33% UF: 53.75% P: 68.70% R: 39.52% F: 50.18%
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+ 2024-08-12 10:40:26 INFO test: loss: nan - UP: 74.97% UR: 39.80% UF: 52.00% P: 70.60% R: 37.48% F: 48.97%
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+ 2024-08-12 10:40:29 INFO test: loss: nan - UP: 75.63% UR: 40.37% UF: 52.64% P: 70.36% R: 37.55% F: 48.97%
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+ 2024-08-12 10:40:33 INFO test: loss: nan - UP: 69.01% UR: 44.94% UF: 54.43% P: 63.61% R: 41.42% F: 50.17%
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+ 2024-08-12 10:40:38 INFO dev: loss: nan - UP: 60.71% UR: 25.00% UF: 35.42% P: 57.14% R: 23.53% F: 33.33%
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+ 2024-08-12 10:40:38 INFO test: loss: nan - UP: 69.52% UR: 44.59% UF: 54.33% P: 65.57% R: 42.05% F: 51.24%
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+
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+ 2024-08-12 10:40:40 INFO lr: 4.9460e-05 - loss: 0.0003 - UP: 99.00% UR: 97.82% UF: 98.41% P: 99.00% R: 97.82% F: 98.41%
389
+ 2024-08-12 10:40:40 INFO dev: loss: nan - UP: 56.52% UR: 19.12% UF: 28.57% P: 52.17% R: 17.65% F: 26.37%
390
+ 2024-08-12 10:40:40 INFO test: loss: nan - UP: 74.74% UR: 40.58% UF: 52.60% P: 69.82% R: 37.90% F: 49.13%
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+ 2024-08-12 10:40:40 INFO 0:00:01.800041s elapsed
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+ 2024-08-12 10:40:41 INFO lr: 4.9450e-05 - loss: 0.0003 - UP: 98.98% UR: 95.64% UF: 97.28% P: 98.98% R: 95.64% F: 97.28%
395
+ 2024-08-12 10:40:41 INFO dev: loss: nan - UP: 56.67% UR: 25.00% UF: 34.69% P: 53.33% R: 23.53% F: 32.65%
396
+ 2024-08-12 10:40:42 INFO test: loss: nan - UP: 71.33% UR: 44.44% UF: 54.77% P: 67.04% R: 41.77% F: 51.47%
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+ 2024-08-12 10:40:42 INFO 0:00:01.813018s elapsed
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+ 2024-08-12 10:40:42 INFO Epoch 56 / 5000:
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+ 2024-08-12 10:40:43 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 97.82% UR: 97.62% UF: 97.72% P: 97.62% R: 97.43% F: 97.52%
401
+ 2024-08-12 10:40:43 INFO dev: loss: nan - UP: 53.85% UR: 30.88% UF: 39.25% P: 48.72% R: 27.94% F: 35.51%
402
+ 2024-08-12 10:40:43 INFO test: loss: nan - UP: 64.65% UR: 50.42% UF: 56.66% P: 59.87% R: 46.69% F: 52.47%
403
+ 2024-08-12 10:40:43 INFO 0:00:01.678316s elapsed
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+ 2024-08-12 10:40:45 INFO lr: 4.9430e-05 - loss: 0.0008 - UP: 99.60% UR: 97.62% UF: 98.60% P: 99.60% R: 97.62% F: 98.60%
407
+ 2024-08-12 10:40:45 INFO dev: loss: nan - UP: 61.90% UR: 19.12% UF: 29.21% P: 57.14% R: 17.65% F: 26.97%
408
+ 2024-08-12 10:40:45 INFO test: loss: nan - UP: 72.51% UR: 40.44% UF: 51.92% P: 67.84% R: 37.83% F: 48.58%
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+ 2024-08-12 10:40:45 INFO 0:00:01.738853s elapsed
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+ 2024-08-12 10:40:46 INFO lr: 4.9420e-05 - loss: 0.0025 - UP: 98.79% UR: 97.03% UF: 97.90% P: 98.59% R: 96.83% F: 97.70%
413
+ 2024-08-12 10:40:47 INFO dev: loss: nan - UP: 65.38% UR: 25.00% UF: 36.17% P: 61.54% R: 23.53% F: 34.04%
414
+ 2024-08-12 10:40:47 INFO test: loss: nan - UP: 69.51% UR: 44.73% UF: 54.43% P: 66.01% R: 42.48% F: 51.69%
415
+ 2024-08-12 10:40:47 INFO 0:00:01.649463s elapsed
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+ 2024-08-12 10:40:48 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 97.78% UR: 95.84% UF: 96.80% P: 97.78% R: 95.84% F: 96.80%
419
+ 2024-08-12 10:40:48 INFO dev: loss: nan - UP: 57.69% UR: 22.06% UF: 31.91% P: 53.85% R: 20.59% F: 29.79%
420
+ 2024-08-12 10:40:49 INFO test: loss: nan - UP: 71.15% UR: 41.63% UF: 52.53% P: 66.35% R: 38.82% F: 48.98%
421
+ 2024-08-12 10:40:49 INFO 0:00:01.752694s elapsed
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+
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+ 2024-08-12 10:40:49 INFO Epoch 60 / 5000:
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+ 2024-08-12 10:40:50 INFO lr: 4.9400e-05 - loss: 0.0774 - UP: 96.35% UR: 94.06% UF: 95.19% P: 96.35% R: 94.06% F: 95.19%
425
+ 2024-08-12 10:40:50 INFO dev: loss: nan - UP: 60.87% UR: 20.59% UF: 30.77% P: 60.87% R: 20.59% F: 30.77%
426
+ 2024-08-12 10:40:50 INFO test: loss: nan - UP: 68.71% UR: 41.84% UF: 52.01% P: 63.74% R: 38.82% F: 48.25%
427
+ 2024-08-12 10:40:50 INFO 0:00:01.775989s elapsed
428
+
429
+ 2024-08-12 10:40:53 INFO Epoch 30 saved
430
+ 2024-08-12 10:40:53 INFO dev: UP: 51.28% UR: 29.41% UF: 37.38% P: 48.72% R: 27.94% F: 35.51%
431
+ 2024-08-12 10:40:53 INFO test: UP: 58.95% UR: 51.41% UF: 54.92% P: 54.76% R: 47.75% F: 51.01%
432
+ 2024-08-12 10:40:53 INFO 0:01:45.325500s elapsed, 0:00:01.755425s/epoch
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1
+ 2024-08-12 10:40:56 INFO
2
+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ 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
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byKNNMeani6_asc/10/model_vi_multibooked_eu_xlm_6
17
+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani6_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 10:40:56 INFO Building the fields
39
+ 2024-08-12 10:40:57 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 10:40:57 INFO Building the model
44
+ 2024-08-12 10:41:00 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 10:41:00 INFO Loading the data
64
+ 2024-08-12 10:41:00 INFO
65
+ train: Dataset(n_sentences=105, n_batches=24, n_buckets=24)
66
+ dev: Dataset(n_sentences=14, n_batches=12, n_buckets=12)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 10:41:00 INFO Epoch 1 / 5000:
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+ 2024-08-12 10:41:02 INFO lr: 4.9990e-05 - loss: 0.1589 - UP: 12.66% UR: 11.49% UF: 12.05% P: 6.33% R: 5.74% F: 6.02%
71
+ 2024-08-12 10:41:02 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 10:41:02 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 10:41:02 INFO 0:00:02.644993s elapsed
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+
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+ 2024-08-12 10:41:02 INFO Epoch 2 / 5000:
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+ 2024-08-12 10:41:04 INFO lr: 4.9980e-05 - loss: 0.3590 - UP: 22.22% UR: 1.98% UF: 3.64% P: 17.78% R: 1.58% F: 2.91%
77
+ 2024-08-12 10:41:04 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-12 10:41:05 INFO test: loss: nan - UP: 100.00% UR: 0.77% UF: 1.54% P: 100.00% R: 0.77% F: 1.54%
79
+ 2024-08-12 10:41:05 INFO 0:00:02.172350s elapsed
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+
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+ 2024-08-12 10:41:05 INFO Epoch 3 / 5000:
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+ 2024-08-12 10:41:06 INFO lr: 4.9970e-05 - loss: 0.2754 - UP: 53.75% UR: 8.51% UF: 14.70% P: 42.50% R: 6.73% F: 11.62%
83
+ 2024-08-12 10:41:06 INFO dev: loss: nan - UP: 71.43% UR: 7.35% UF: 13.33% P: 71.43% R: 7.35% F: 13.33%
84
+ 2024-08-12 10:41:07 INFO test: loss: nan - UP: 52.89% UR: 13.50% UF: 21.51% P: 47.93% R: 12.24% F: 19.50%
85
+ 2024-08-12 10:41:12 INFO 0:00:02.147181s elapsed (saved)
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+
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+ 2024-08-12 10:41:12 INFO Epoch 4 / 5000:
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+ 2024-08-12 10:41:13 INFO lr: 4.9960e-05 - loss: 0.1046 - UP: 55.90% UR: 21.58% UF: 31.14% P: 49.23% R: 19.01% F: 27.43%
89
+ 2024-08-12 10:41:13 INFO dev: loss: nan - UP: 50.00% UR: 7.35% UF: 12.82% P: 50.00% R: 7.35% F: 12.82%
90
+ 2024-08-12 10:41:14 INFO test: loss: nan - UP: 90.08% UR: 8.30% UF: 15.20% P: 85.50% R: 7.88% F: 14.42%
91
+ 2024-08-12 10:41:14 INFO 0:00:02.161748s elapsed
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+
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+ 2024-08-12 10:41:14 INFO Epoch 5 / 5000:
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+ 2024-08-12 10:41:16 INFO lr: 4.9950e-05 - loss: 0.2224 - UP: 63.41% UR: 30.89% UF: 41.54% P: 56.50% R: 27.52% F: 37.02%
95
+ 2024-08-12 10:41:16 INFO dev: loss: nan - UP: 47.06% UR: 11.76% UF: 18.82% P: 41.18% R: 10.29% F: 16.47%
96
+ 2024-08-12 10:41:16 INFO test: loss: nan - UP: 70.03% UR: 18.07% UF: 28.73% P: 64.58% R: 16.67% F: 26.50%
97
+ 2024-08-12 10:41:23 INFO 0:00:02.169281s elapsed (saved)
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+
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+ 2024-08-12 10:41:23 INFO Epoch 6 / 5000:
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+ 2024-08-12 10:41:25 INFO lr: 4.9940e-05 - loss: 0.0415 - UP: 66.77% UR: 41.78% UF: 51.40% P: 62.03% R: 38.81% F: 47.75%
101
+ 2024-08-12 10:41:25 INFO dev: loss: nan - UP: 42.86% UR: 8.82% UF: 14.63% P: 42.86% R: 8.82% F: 14.63%
102
+ 2024-08-12 10:41:25 INFO test: loss: nan - UP: 75.97% UR: 16.46% UF: 27.05% P: 70.45% R: 15.26% F: 25.09%
103
+ 2024-08-12 10:41:25 INFO 0:00:02.142482s elapsed
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+
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+ 2024-08-12 10:41:25 INFO Epoch 7 / 5000:
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+ 2024-08-12 10:41:27 INFO lr: 4.9930e-05 - loss: nan - UP: 67.80% UR: 43.37% UF: 52.90% P: 67.18% R: 42.97% F: 52.42%
107
+ 2024-08-12 10:41:27 INFO dev: loss: nan - UP: 32.00% UR: 11.76% UF: 17.20% P: 32.00% R: 11.76% F: 17.20%
108
+ 2024-08-12 10:41:27 INFO test: loss: nan - UP: 67.53% UR: 20.18% UF: 31.08% P: 62.59% R: 18.71% F: 28.80%
109
+ 2024-08-12 10:41:34 INFO 0:00:02.142545s elapsed (saved)
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+
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+ 2024-08-12 10:41:34 INFO Epoch 8 / 5000:
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+ 2024-08-12 10:41:36 INFO lr: 4.9920e-05 - loss: nan - UP: 74.53% UR: 46.93% UF: 57.59% P: 73.27% R: 46.14% F: 56.62%
113
+ 2024-08-12 10:41:36 INFO dev: loss: nan - UP: 37.14% UR: 19.12% UF: 25.24% P: 34.29% R: 17.65% F: 23.30%
114
+ 2024-08-12 10:41:36 INFO test: loss: nan - UP: 61.71% UR: 30.38% UF: 40.72% P: 57.29% R: 28.20% F: 37.79%
115
+ 2024-08-12 10:41:43 INFO 0:00:02.118154s elapsed (saved)
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+
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+ 2024-08-12 10:41:43 INFO Epoch 9 / 5000:
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+ 2024-08-12 10:41:44 INFO lr: 4.9910e-05 - loss: 0.0517 - UP: 78.61% UR: 53.86% UF: 63.92% P: 77.75% R: 53.27% F: 63.22%
119
+ 2024-08-12 10:41:44 INFO dev: loss: nan - UP: 30.77% UR: 11.76% UF: 17.02% P: 30.77% R: 11.76% F: 17.02%
120
+ 2024-08-12 10:41:45 INFO test: loss: nan - UP: 62.16% UR: 28.76% UF: 39.33% P: 57.45% R: 26.58% F: 36.35%
121
+ 2024-08-12 10:41:45 INFO 0:00:02.127164s elapsed
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+
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+ 2024-08-12 10:41:45 INFO Epoch 10 / 5000:
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+ 2024-08-12 10:41:46 INFO lr: 4.9900e-05 - loss: nan - UP: 78.46% UR: 60.59% UF: 68.38% P: 77.69% R: 60.00% F: 67.71%
125
+ 2024-08-12 10:41:46 INFO dev: loss: nan - UP: 48.28% UR: 20.59% UF: 28.87% P: 48.28% R: 20.59% F: 28.87%
126
+ 2024-08-12 10:41:47 INFO test: loss: nan - UP: 69.89% UR: 26.93% UF: 38.88% P: 63.69% R: 24.54% F: 35.43%
127
+ 2024-08-12 10:41:54 INFO 0:00:02.028931s elapsed (saved)
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+
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+ 2024-08-12 10:41:55 INFO lr: 4.9890e-05 - loss: 0.0494 - UP: 82.23% UR: 64.16% UF: 72.08% P: 81.98% R: 63.96% F: 71.86%
131
+ 2024-08-12 10:41:55 INFO dev: loss: nan - UP: 40.91% UR: 26.47% UF: 32.14% P: 36.36% R: 23.53% F: 28.57%
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+ 2024-08-12 10:41:56 INFO test: loss: nan - UP: 55.54% UR: 38.05% UF: 45.16% P: 50.00% R: 34.25% F: 40.65%
133
+ 2024-08-12 10:41:56 INFO 0:00:02.079307s elapsed
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+
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+ 2024-08-12 10:41:57 INFO lr: 4.9880e-05 - loss: nan - UP: 86.39% UR: 65.35% UF: 74.41% P: 86.13% R: 65.15% F: 74.18%
137
+ 2024-08-12 10:41:57 INFO dev: loss: nan - UP: 50.00% UR: 19.12% UF: 27.66% P: 50.00% R: 19.12% F: 27.66%
138
+ 2024-08-12 10:41:58 INFO test: loss: nan - UP: 61.46% UR: 29.61% UF: 39.96% P: 55.18% R: 26.58% F: 35.88%
139
+ 2024-08-12 10:41:58 INFO 0:00:02.018849s elapsed
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+
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+ 2024-08-12 10:41:59 INFO lr: 4.9870e-05 - loss: 0.0918 - UP: 82.68% UR: 67.13% UF: 74.10% P: 81.95% R: 66.53% F: 73.44%
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+ 2024-08-12 10:41:59 INFO dev: loss: nan - UP: 40.74% UR: 16.18% UF: 23.16% P: 40.74% R: 16.18% F: 23.16%
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+ 2024-08-12 10:42:00 INFO test: loss: nan - UP: 64.32% UR: 28.90% UF: 39.88% P: 58.06% R: 26.09% F: 36.00%
145
+ 2024-08-12 10:42:00 INFO 0:00:02.052805s elapsed
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+
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+ 2024-08-12 10:42:00 INFO Epoch 14 / 5000:
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+ 2024-08-12 10:42:01 INFO lr: 4.9860e-05 - loss: 0.0179 - UP: 83.95% UR: 71.49% UF: 77.22% P: 83.95% R: 71.49% F: 77.22%
149
+ 2024-08-12 10:42:01 INFO dev: loss: nan - UP: 39.13% UR: 13.24% UF: 19.78% P: 39.13% R: 13.24% F: 19.78%
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+ 2024-08-12 10:42:02 INFO test: loss: nan - UP: 75.76% UR: 24.40% UF: 36.91% P: 67.25% R: 21.66% F: 32.77%
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+ 2024-08-12 10:42:02 INFO 0:00:02.083882s elapsed
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+
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+ 2024-08-12 10:42:03 INFO lr: 4.9850e-05 - loss: 0.0436 - UP: 83.37% UR: 72.48% UF: 77.54% P: 83.14% R: 72.28% F: 77.33%
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+ 2024-08-12 10:42:04 INFO dev: loss: nan - UP: 21.62% UR: 23.53% UF: 22.54% P: 21.62% R: 23.53% F: 22.54%
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+ 2024-08-12 10:42:04 INFO test: loss: nan - UP: 50.78% UR: 43.53% UF: 46.88% P: 45.61% R: 39.10% F: 42.11%
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+ 2024-08-12 10:42:04 INFO 0:00:02.147656s elapsed
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+
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+ 2024-08-12 10:42:27 INFO test: loss: nan - UP: 62.14% UR: 35.09% UF: 44.85% P: 54.79% R: 30.94% F: 39.55%
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+ 2024-08-12 10:42:29 INFO test: loss: nan - UP: 72.34% UR: 27.78% UF: 40.14% P: 65.75% R: 25.25% F: 36.48%
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+ 2024-08-12 10:42:31 INFO test: loss: nan - UP: 68.06% UR: 27.43% UF: 39.10% P: 62.13% R: 25.04% F: 35.69%
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+ 2024-08-12 10:42:35 INFO test: loss: nan - UP: 62.29% UR: 36.01% UF: 45.63% P: 55.60% R: 32.14% F: 40.73%
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+ 2024-08-12 10:42:37 INFO dev: loss: nan - UP: 40.91% UR: 26.47% UF: 32.14% P: 38.64% R: 25.00% F: 30.36%
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+ 2024-08-12 10:42:37 INFO test: loss: nan - UP: 65.12% UR: 37.55% UF: 47.64% P: 57.80% R: 33.33% F: 42.28%
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+ 2024-08-12 10:42:41 INFO dev: loss: nan - UP: 34.69% UR: 25.00% UF: 29.06% P: 32.65% R: 23.53% F: 27.35%
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+ 2024-08-12 10:42:42 INFO test: loss: nan - UP: 61.06% UR: 42.12% UF: 49.85% P: 55.25% R: 38.12% F: 45.11%
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+ 2024-08-12 10:42:44 INFO test: loss: nan - UP: 68.78% UR: 28.97% UF: 40.77% P: 61.77% R: 26.02% F: 36.62%
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+ 2024-08-12 10:42:45 INFO lr: 4.9680e-05 - loss: 0.1482 - UP: 94.61% UR: 86.93% UF: 90.61% P: 94.18% R: 86.53% F: 90.20%
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+ 2024-08-12 10:42:45 INFO dev: loss: nan - UP: 45.45% UR: 22.06% UF: 29.70% P: 42.42% R: 20.59% F: 27.72%
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+ 2024-08-12 10:42:46 INFO test: loss: nan - UP: 69.85% UR: 35.02% UF: 46.65% P: 62.13% R: 31.15% F: 41.50%
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+ 2024-08-12 10:42:47 INFO lr: 4.9670e-05 - loss: 0.0067 - UP: 92.58% UR: 88.91% UF: 90.71% P: 92.37% R: 88.71% F: 90.51%
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+ 2024-08-12 10:42:47 INFO dev: loss: nan - UP: 40.00% UR: 17.65% UF: 24.49% P: 40.00% R: 17.65% F: 24.49%
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+ 2024-08-12 10:42:48 INFO test: loss: nan - UP: 70.46% UR: 32.21% UF: 44.21% P: 63.23% R: 28.90% F: 39.67%
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+ 2024-08-12 10:42:49 INFO lr: 4.9660e-05 - loss: 0.0112 - UP: 95.39% UR: 90.10% UF: 92.67% P: 95.39% R: 90.10% F: 92.67%
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+ 2024-08-12 10:42:50 INFO test: loss: nan - UP: 65.20% UR: 36.50% UF: 46.80% P: 58.92% R: 32.98% F: 42.29%
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+ 2024-08-12 10:42:51 INFO lr: 4.9650e-05 - loss: nan - UP: 97.47% UR: 91.68% UF: 94.49% P: 97.47% R: 91.68% F: 94.49%
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+ 2024-08-12 10:42:52 INFO dev: loss: nan - UP: 39.53% UR: 25.00% UF: 30.63% P: 39.53% R: 25.00% F: 30.63%
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+ 2024-08-12 10:42:52 INFO test: loss: nan - UP: 60.86% UR: 41.98% UF: 49.69% P: 54.43% R: 37.55% F: 44.44%
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+ 2024-08-12 10:42:54 INFO lr: 4.9640e-05 - loss: 0.0015 - UP: 95.20% UR: 94.26% UF: 94.73% P: 95.20% R: 94.26% F: 94.73%
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+ 2024-08-12 10:42:54 INFO dev: loss: nan - UP: 41.38% UR: 17.65% UF: 24.74% P: 41.38% R: 17.65% F: 24.74%
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+ 2024-08-12 10:42:54 INFO test: loss: nan - UP: 74.58% UR: 28.06% UF: 40.78% P: 67.29% R: 25.32% F: 36.79%
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+ 2024-08-12 10:42:56 INFO lr: 4.9630e-05 - loss: 0.0026 - UP: 97.49% UR: 92.48% UF: 94.92% P: 97.49% R: 92.48% F: 94.92%
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+ 2024-08-12 10:42:56 INFO dev: loss: nan - UP: 45.45% UR: 22.06% UF: 29.70% P: 45.45% R: 22.06% F: 29.70%
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+ 2024-08-12 10:42:56 INFO test: loss: nan - UP: 65.41% UR: 34.18% UF: 44.90% P: 58.14% R: 30.38% F: 39.91%
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+ 2024-08-12 10:42:58 INFO lr: 4.9620e-05 - loss: 0.0074 - UP: 95.33% UR: 93.07% UF: 94.19% P: 95.33% R: 93.07% F: 94.19%
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+ 2024-08-12 10:42:58 INFO dev: loss: nan - UP: 33.33% UR: 17.65% UF: 23.08% P: 33.33% R: 17.65% F: 23.08%
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+ 2024-08-12 10:42:58 INFO test: loss: nan - UP: 71.41% UR: 32.14% UF: 44.33% P: 65.78% R: 29.61% F: 40.83%
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+ 2024-08-12 10:43:00 INFO test: loss: nan - UP: 69.03% UR: 29.47% UF: 41.30% P: 61.12% R: 26.09% F: 36.57%
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+ 2024-08-12 10:43:02 INFO lr: 4.9600e-05 - loss: 0.0040 - UP: 96.55% UR: 94.26% UF: 95.39% P: 96.55% R: 94.26% F: 95.39%
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+ 2024-08-12 10:43:02 INFO dev: loss: nan - UP: 34.78% UR: 23.53% UF: 28.07% P: 32.61% R: 22.06% F: 26.32%
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+ 2024-08-12 10:43:02 INFO test: loss: nan - UP: 59.21% UR: 40.23% UF: 47.91% P: 52.17% R: 35.44% F: 42.21%
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+ 2024-08-12 10:43:04 INFO dev: loss: nan - UP: 43.33% UR: 19.12% UF: 26.53% P: 43.33% R: 19.12% F: 26.53%
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+ 2024-08-12 10:43:05 INFO test: loss: nan - UP: 72.65% UR: 29.32% UF: 41.78% P: 65.51% R: 26.44% F: 37.68%
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+ 2024-08-12 10:43:06 INFO dev: loss: nan - UP: 38.64% UR: 25.00% UF: 30.36% P: 36.36% R: 23.53% F: 28.57%
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+ 2024-08-12 10:43:07 INFO test: loss: nan - UP: 63.26% UR: 40.93% UF: 49.70% P: 55.33% R: 35.79% F: 43.47%
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+ 2024-08-12 10:43:09 INFO test: loss: nan - UP: 65.76% UR: 35.51% UF: 46.12% P: 58.46% R: 31.58% F: 41.00%
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+ 2024-08-12 10:43:10 INFO dev: loss: nan - UP: 36.36% UR: 23.53% UF: 28.57% P: 36.36% R: 23.53% F: 28.57%
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+ 2024-08-12 10:43:11 INFO test: loss: nan - UP: 64.17% UR: 40.30% UF: 49.50% P: 55.88% R: 35.09% F: 43.11%
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+ 2024-08-12 10:43:12 INFO dev: loss: nan - UP: 50.00% UR: 26.47% UF: 34.62% P: 44.44% R: 23.53% F: 30.77%
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+ 2024-08-12 10:43:13 INFO test: loss: nan - UP: 68.54% UR: 37.69% UF: 48.64% P: 59.08% R: 32.49% F: 41.92%
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+ 2024-08-12 10:43:15 INFO test: loss: nan - UP: 56.03% UR: 45.43% UF: 50.17% P: 47.96% R: 38.89% F: 42.95%
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+ 2024-08-12 10:43:17 INFO test: loss: nan - UP: 68.12% UR: 29.75% UF: 41.41% P: 60.06% R: 26.23% F: 36.51%
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+ 2024-08-12 10:43:25 INFO test: loss: nan - UP: 59.15% UR: 33.19% UF: 42.52% P: 53.26% R: 29.89% F: 38.29%
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+ 2024-08-12 10:43:34 INFO test: loss: nan - UP: 75.05% UR: 28.34% UF: 41.14% P: 69.65% R: 26.30% F: 38.18%
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+ 2024-08-12 10:43:36 INFO test: loss: nan - UP: 70.30% UR: 28.13% UF: 40.18% P: 63.44% R: 25.39% F: 36.26%
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+ 2024-08-12 10:43:45 INFO test: loss: nan - UP: 77.32% UR: 23.98% UF: 36.61% P: 69.16% R: 21.45% F: 32.74%
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+ 2024-08-12 10:43:47 INFO lr: 4.9450e-05 - loss: 0.0054 - UP: 95.17% UR: 89.70% UF: 92.35% P: 94.75% R: 89.31% F: 91.95%
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+ 2024-08-12 10:43:47 INFO test: loss: nan - UP: 65.56% UR: 36.01% UF: 46.48% P: 59.41% R: 32.63% F: 42.12%
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+ 2024-08-12 10:43:49 INFO test: loss: nan - UP: 61.13% UR: 34.18% UF: 43.84% P: 53.58% R: 29.96% F: 38.43%
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+ 2024-08-12 10:43:52 INFO test: loss: nan - UP: 63.05% UR: 35.51% UF: 45.43% P: 55.43% R: 31.22% F: 39.95%
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+ 2024-08-12 10:43:54 INFO test: loss: nan - UP: 69.84% UR: 33.05% UF: 44.87% P: 63.30% R: 29.96% F: 40.67%
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+ 2024-08-12 10:43:55 INFO dev: loss: nan - UP: 40.00% UR: 23.53% UF: 29.63% P: 37.50% R: 22.06% F: 27.78%
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+ 2024-08-12 10:43:56 INFO test: loss: nan - UP: 58.28% UR: 35.65% UF: 44.24% P: 51.49% R: 31.50% F: 39.09%
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+ 2024-08-12 10:43:56 INFO 0:00:02.123469s elapsed
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+ 2024-08-12 10:43:57 INFO dev: loss: nan - UP: 63.64% UR: 20.59% UF: 31.11% P: 63.64% R: 20.59% F: 31.11%
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+ 2024-08-12 10:43:58 INFO test: loss: nan - UP: 68.07% UR: 26.09% UF: 37.72% P: 61.10% R: 23.42% F: 33.86%
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+ 2024-08-12 10:43:58 INFO 0:00:02.011345s elapsed
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+ 2024-08-12 10:43:59 INFO lr: 4.9390e-05 - loss: 0.0002 - UP: 97.73% UR: 93.66% UF: 95.65% P: 97.11% R: 93.07% F: 95.05%
431
+ 2024-08-12 10:44:00 INFO dev: loss: nan - UP: 44.83% UR: 19.12% UF: 26.80% P: 31.03% R: 13.24% F: 18.56%
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+ 2024-08-12 10:44:00 INFO test: loss: nan - UP: 71.40% UR: 28.97% UF: 41.22% P: 62.39% R: 25.32% F: 36.02%
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+ 2024-08-12 10:44:00 INFO 0:00:02.090380s elapsed
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+ 2024-08-12 10:44:02 INFO test: loss: nan - UP: 67.97% UR: 33.12% UF: 44.54% P: 61.47% R: 29.96% F: 40.28%
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+ 2024-08-12 10:44:02 INFO 0:00:02.052012s elapsed
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+ 2024-08-12 10:44:04 INFO lr: 4.9370e-05 - loss: 0.0270 - UP: 96.04% UR: 91.29% UF: 93.60% P: 95.21% R: 90.50% F: 92.79%
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+ 2024-08-12 10:44:04 INFO dev: loss: nan - UP: 37.21% UR: 23.53% UF: 28.83% P: 37.21% R: 23.53% F: 28.83%
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+ 2024-08-12 10:44:04 INFO test: loss: nan - UP: 60.45% UR: 37.62% UF: 46.38% P: 52.43% R: 32.63% F: 40.23%
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+ 2024-08-12 10:44:04 INFO 0:00:02.107297s elapsed
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+ 2024-08-12 10:44:06 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 95.94% UR: 93.66% UF: 94.79% P: 95.33% R: 93.07% F: 94.19%
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+ 2024-08-12 10:44:06 INFO dev: loss: nan - UP: 45.45% UR: 22.06% UF: 29.70% P: 45.45% R: 22.06% F: 29.70%
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+ 2024-08-12 10:44:06 INFO test: loss: nan - UP: 65.14% UR: 32.07% UF: 42.98% P: 57.86% R: 28.48% F: 38.17%
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+ 2024-08-12 10:44:06 INFO 0:00:02.085566s elapsed
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+ 2024-08-12 10:44:08 INFO lr: 4.9350e-05 - loss: 0.0519 - UP: 95.93% UR: 93.47% UF: 94.68% P: 95.73% R: 93.27% F: 94.48%
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+ 2024-08-12 10:44:08 INFO dev: loss: nan - UP: 46.00% UR: 33.82% UF: 38.98% P: 42.00% R: 30.88% F: 35.59%
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+ 2024-08-12 10:44:08 INFO test: loss: nan - UP: 63.13% UR: 36.01% UF: 45.86% P: 55.49% R: 31.65% F: 40.30%
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+ 2024-08-12 10:44:08 INFO 0:00:02.089316s elapsed
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+ 2024-08-12 10:44:10 INFO lr: 4.9340e-05 - loss: 0.0015 - UP: 94.54% UR: 96.04% UF: 95.28% P: 93.96% R: 95.45% F: 94.70%
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+ 2024-08-12 10:44:10 INFO dev: loss: nan - UP: 44.12% UR: 22.06% UF: 29.41% P: 41.18% R: 20.59% F: 27.45%
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+ 2024-08-12 10:44:10 INFO test: loss: nan - UP: 64.08% UR: 36.64% UF: 46.62% P: 56.33% R: 32.21% F: 40.98%
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+ 2024-08-12 10:44:10 INFO 0:00:02.089612s elapsed
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+ 2024-08-12 10:44:12 INFO lr: 4.9330e-05 - loss: 0.0067 - UP: 98.31% UR: 91.88% UF: 94.98% P: 98.09% R: 91.68% F: 94.78%
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+ 2024-08-12 10:44:12 INFO dev: loss: nan - UP: 25.00% UR: 26.47% UF: 25.71% P: 25.00% R: 26.47% F: 25.71%
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+ 2024-08-12 10:44:12 INFO test: loss: nan - UP: 50.00% UR: 42.62% UF: 46.01% P: 44.47% R: 37.90% F: 40.93%
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+ 2024-08-12 10:44:12 INFO 0:00:02.145405s elapsed
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+ 2024-08-12 10:44:14 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 93.85% UR: 96.63% UF: 95.22% P: 93.46% R: 96.24% F: 94.83%
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+ 2024-08-12 10:44:14 INFO dev: loss: nan - UP: 29.82% UR: 25.00% UF: 27.20% P: 29.82% R: 25.00% F: 27.20%
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+ 2024-08-12 10:44:15 INFO test: loss: nan - UP: 59.19% UR: 38.96% UF: 46.99% P: 52.67% R: 34.67% F: 41.82%
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+ 2024-08-12 10:44:15 INFO 0:00:02.075491s elapsed
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+ 2024-08-12 10:44:16 INFO lr: 4.9310e-05 - loss: 0.0009 - UP: 96.22% UR: 95.64% UF: 95.93% P: 96.22% R: 95.64% F: 95.93%
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+ 2024-08-12 10:44:16 INFO dev: loss: nan - UP: 45.45% UR: 22.06% UF: 29.70% P: 45.45% R: 22.06% F: 29.70%
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+ 2024-08-12 10:44:17 INFO test: loss: nan - UP: 71.21% UR: 22.43% UF: 34.12% P: 65.85% R: 20.75% F: 31.55%
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+ 2024-08-12 10:44:17 INFO 0:00:02.096730s elapsed
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+ 2024-08-12 10:44:18 INFO lr: 4.9300e-05 - loss: 0.0007 - UP: 98.77% UR: 95.05% UF: 96.87% P: 98.77% R: 95.05% F: 96.87%
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+ 2024-08-12 10:44:18 INFO dev: loss: nan - UP: 37.25% UR: 27.94% UF: 31.93% P: 37.25% R: 27.94% F: 31.93%
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+ 2024-08-12 10:44:19 INFO test: loss: nan - UP: 58.71% UR: 37.90% UF: 46.07% P: 52.51% R: 33.90% F: 41.20%
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+ 2024-08-12 10:44:19 INFO 0:00:02.150771s elapsed
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+ 2024-08-12 10:44:20 INFO lr: 4.9290e-05 - loss: 0.0011 - UP: 98.38% UR: 96.04% UF: 97.19% P: 98.38% R: 96.04% F: 97.19%
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+ 2024-08-12 10:44:21 INFO dev: loss: nan - UP: 36.54% UR: 27.94% UF: 31.67% P: 36.54% R: 27.94% F: 31.67%
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+ 2024-08-12 10:44:21 INFO test: loss: nan - UP: 61.49% UR: 38.40% UF: 47.27% P: 54.73% R: 34.18% F: 42.08%
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+ 2024-08-12 10:44:21 INFO 0:00:02.156473s elapsed
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+ 2024-08-12 10:44:23 INFO lr: 4.9280e-05 - loss: 0.0045 - UP: 90.20% UR: 87.52% UF: 88.84% P: 90.00% R: 87.33% F: 88.64%
497
+ 2024-08-12 10:44:23 INFO dev: loss: nan - UP: 35.19% UR: 27.94% UF: 31.15% P: 35.19% R: 27.94% F: 31.15%
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+ 2024-08-12 10:44:23 INFO test: loss: nan - UP: 64.27% UR: 36.43% UF: 46.50% P: 57.20% R: 32.42% F: 41.38%
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+ 2024-08-12 10:44:23 INFO 0:00:02.146572s elapsed
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+ 2024-08-12 10:44:25 INFO lr: 4.9270e-05 - loss: 0.0286 - UP: 95.73% UR: 93.27% UF: 94.48% P: 95.73% R: 93.27% F: 94.48%
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+ 2024-08-12 10:44:25 INFO dev: loss: nan - UP: 37.78% UR: 25.00% UF: 30.09% P: 35.56% R: 23.53% F: 28.32%
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+ 2024-08-12 10:44:25 INFO test: loss: nan - UP: 62.44% UR: 36.01% UF: 45.67% P: 55.37% R: 31.93% F: 40.50%
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+ 2024-08-12 10:44:25 INFO 0:00:02.186158s elapsed
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+ 2024-08-12 10:44:27 INFO lr: 4.9260e-05 - loss: 0.0102 - UP: 96.60% UR: 95.64% UF: 96.12% P: 96.60% R: 95.64% F: 96.12%
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+ 2024-08-12 10:44:27 INFO dev: loss: nan - UP: 27.66% UR: 19.12% UF: 22.61% P: 25.53% R: 17.65% F: 20.87%
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+ 2024-08-12 10:44:27 INFO test: loss: nan - UP: 60.62% UR: 35.51% UF: 44.79% P: 53.30% R: 31.22% F: 39.38%
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+ 2024-08-12 10:44:27 INFO 0:00:02.147895s elapsed
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+ 2024-08-12 10:44:29 INFO lr: 4.9250e-05 - loss: 0.0031 - UP: 97.58% UR: 95.64% UF: 96.60% P: 97.58% R: 95.64% F: 96.60%
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+ 2024-08-12 10:44:29 INFO dev: loss: nan - UP: 34.48% UR: 29.41% UF: 31.75% P: 32.76% R: 27.94% F: 30.16%
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+ 2024-08-12 10:44:30 INFO test: loss: nan - UP: 59.18% UR: 40.79% UF: 48.29% P: 51.73% R: 35.65% F: 42.21%
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+ 2024-08-12 10:44:31 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 97.80% UR: 97.03% UF: 97.42% P: 97.80% R: 97.03% F: 97.42%
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+ 2024-08-12 10:44:31 INFO dev: loss: nan - UP: 36.73% UR: 26.47% UF: 30.77% P: 34.69% R: 25.00% F: 29.06%
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+ 2024-08-12 10:44:32 INFO test: loss: nan - UP: 62.20% UR: 38.54% UF: 47.59% P: 54.71% R: 33.90% F: 41.86%
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+ 2024-08-12 10:44:33 INFO lr: 4.9230e-05 - loss: nan - UP: 98.58% UR: 96.24% UF: 97.39% P: 98.58% R: 96.24% F: 97.39%
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+ 2024-08-12 10:44:33 INFO dev: loss: nan - UP: 37.78% UR: 25.00% UF: 30.09% P: 37.78% R: 25.00% F: 30.09%
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+ 2024-08-12 10:44:34 INFO test: loss: nan - UP: 57.18% UR: 32.49% UF: 41.43% P: 51.49% R: 29.25% F: 37.31%
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+ 2024-08-12 10:44:34 INFO 0:00:02.095965s elapsed
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+ 2024-08-12 10:44:35 INFO lr: 4.9220e-05 - loss: nan - UP: 99.18% UR: 95.84% UF: 97.48% P: 99.18% R: 95.84% F: 97.48%
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+ 2024-08-12 10:44:36 INFO dev: loss: nan - UP: 35.94% UR: 33.82% UF: 34.85% P: 35.94% R: 33.82% F: 34.85%
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+ 2024-08-12 10:44:36 INFO test: loss: nan - UP: 56.85% UR: 43.18% UF: 49.08% P: 49.72% R: 37.76% F: 42.93%
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+ 2024-08-12 10:44:37 INFO lr: 4.9210e-05 - loss: 0.0027 - UP: 97.99% UR: 96.44% UF: 97.21% P: 97.99% R: 96.44% F: 97.21%
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+ 2024-08-12 10:44:38 INFO dev: loss: nan - UP: 38.64% UR: 25.00% UF: 30.36% P: 38.64% R: 25.00% F: 30.36%
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+ 2024-08-12 10:44:38 INFO test: loss: nan - UP: 69.17% UR: 32.35% UF: 44.08% P: 62.56% R: 29.25% F: 39.87%
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+ 2024-08-12 10:44:40 INFO lr: 4.9200e-05 - loss: nan - UP: 97.21% UR: 96.63% UF: 96.92% P: 97.01% R: 96.44% F: 96.72%
545
+ 2024-08-12 10:44:40 INFO dev: loss: nan - UP: 39.66% UR: 33.82% UF: 36.51% P: 39.66% R: 33.82% F: 36.51%
546
+ 2024-08-12 10:44:40 INFO test: loss: nan - UP: 53.03% UR: 44.94% UF: 48.65% P: 46.72% R: 39.59% F: 42.86%
547
+ 2024-08-12 10:44:40 INFO 0:00:02.123404s elapsed
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+ 2024-08-12 10:44:40 INFO Epoch 81 / 5000:
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+ 2024-08-12 10:44:42 INFO lr: 4.9190e-05 - loss: 0.0091 - UP: 99.19% UR: 96.83% UF: 98.00% P: 98.78% R: 96.44% F: 97.60%
551
+ 2024-08-12 10:44:42 INFO dev: loss: nan - UP: 41.67% UR: 29.41% UF: 34.48% P: 37.50% R: 26.47% F: 31.03%
552
+ 2024-08-12 10:44:42 INFO test: loss: nan - UP: 65.12% UR: 33.47% UF: 44.22% P: 58.28% R: 29.96% F: 39.57%
553
+ 2024-08-12 10:44:42 INFO 0:00:02.138876s elapsed
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+ 2024-08-12 10:44:42 INFO Epoch 82 / 5000:
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+ 2024-08-12 10:44:44 INFO lr: 4.9180e-05 - loss: 0.0009 - UP: 97.93% UR: 93.47% UF: 95.64% P: 97.93% R: 93.47% F: 95.64%
557
+ 2024-08-12 10:44:44 INFO dev: loss: nan - UP: 31.67% UR: 27.94% UF: 29.69% P: 30.00% R: 26.47% F: 28.12%
558
+ 2024-08-12 10:44:44 INFO test: loss: nan - UP: 56.38% UR: 44.09% UF: 49.49% P: 49.10% R: 38.40% F: 43.09%
559
+ 2024-08-12 10:44:44 INFO 0:00:02.083272s elapsed
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+ 2024-08-12 10:44:44 INFO Epoch 83 / 5000:
562
+ 2024-08-12 10:44:46 INFO lr: 4.9170e-05 - loss: 0.0003 - UP: 97.01% UR: 96.24% UF: 96.62% P: 96.81% R: 96.04% F: 96.42%
563
+ 2024-08-12 10:44:46 INFO dev: loss: nan - UP: 37.84% UR: 20.59% UF: 26.67% P: 37.84% R: 20.59% F: 26.67%
564
+ 2024-08-12 10:44:46 INFO test: loss: nan - UP: 66.89% UR: 28.13% UF: 39.60% P: 60.37% R: 25.39% F: 35.74%
565
+ 2024-08-12 10:44:46 INFO 0:00:02.041561s elapsed
566
+
567
+ 2024-08-12 10:44:54 INFO Epoch 53 saved
568
+ 2024-08-12 10:44:54 INFO dev: UP: 62.50% UR: 29.41% UF: 40.00% P: 62.50% R: 29.41% F: 40.00%
569
+ 2024-08-12 10:44:54 INFO test: UP: 70.30% UR: 28.13% UF: 40.18% P: 63.44% R: 25.39% F: 36.26%
570
+ 2024-08-12 10:44:54 INFO 0:02:54.529957s elapsed, 0:00:02.102771s/epoch