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SemEval-2022-Task-10
structured-sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_berteus_6.train.log +612 -0
  4. models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_xlm_6.train.log +450 -0
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+ 2024-08-12 11:50:31 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_random/5/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_random/5/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/5/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 11:50:31 INFO Building the fields
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+ 2024-08-12 11:50:31 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 11:50:31 INFO Building the model
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+ 2024-08-12 11:50:33 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 11:50:33 INFO Loading the data
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+ 2024-08-12 11:50:33 INFO
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+ train: Dataset(n_sentences=52, n_batches=16, n_buckets=16)
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+ dev: Dataset(n_sentences=6, n_batches=5, n_buckets=5)
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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 11:50:33 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:50:34 INFO lr: 4.9990e-05 - loss: 0.3497 - UP: 3.79% UR: 4.25% UF: 4.01% P: 1.72% R: 1.93% F: 1.82%
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+ 2024-08-12 11:50:34 INFO dev: loss: nan - UP: 23.08% UR: 21.43% UF: 22.22% P: 15.38% R: 14.29% F: 14.81%
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+ 2024-08-12 11:50:34 INFO test: loss: nan - UP: 19.65% UR: 20.82% UF: 20.22% P: 16.93% R: 17.93% F: 17.42%
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+ 2024-08-12 11:50:36 INFO 0:00:01.714284s elapsed (saved)
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+
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+ 2024-08-12 11:50:36 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:50:37 INFO lr: 4.9980e-05 - loss: 0.1999 - UP: 21.87% UR: 24.32% UF: 23.03% P: 20.49% R: 22.78% F: 21.57%
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+ 2024-08-12 11:50:37 INFO dev: loss: nan - UP: 50.00% UR: 7.14% UF: 12.50% P: 50.00% R: 7.14% F: 12.50%
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+ 2024-08-12 11:50:38 INFO test: loss: nan - UP: 58.97% UR: 9.70% UF: 16.67% P: 52.99% R: 8.72% F: 14.98%
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+ 2024-08-12 11:50:38 INFO 0:00:01.187912s elapsed
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+ 2024-08-12 11:50:38 INFO lr: 4.9970e-05 - loss: nan - UP: 18.15% UR: 35.52% UF: 24.02% P: 16.96% R: 33.20% F: 22.45%
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+ 2024-08-12 11:50:38 INFO dev: loss: nan - UP: 57.14% UR: 28.57% UF: 38.10% P: 42.86% R: 21.43% F: 28.57%
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+ 2024-08-12 11:50:39 INFO test: loss: nan - UP: 58.48% UR: 23.77% UF: 33.80% P: 53.11% R: 21.59% F: 30.70%
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+ 2024-08-12 11:50:42 INFO 0:00:01.270362s elapsed (saved)
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+ 2024-08-12 11:50:43 INFO lr: 4.9960e-05 - loss: nan - UP: 61.71% UR: 41.70% UF: 49.77% P: 59.43% R: 40.15% F: 47.93%
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+ 2024-08-12 11:50:43 INFO dev: loss: nan - UP: 26.32% UR: 35.71% UF: 30.30% P: 21.05% R: 28.57% F: 24.24%
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+ 2024-08-12 11:50:43 INFO test: loss: nan - UP: 45.43% UR: 27.99% UF: 34.64% P: 40.41% R: 24.89% F: 30.81%
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+ 2024-08-12 11:50:43 INFO 0:00:01.318965s elapsed
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+ 2024-08-12 11:50:44 INFO lr: 4.9950e-05 - loss: 0.1205 - UP: 59.07% UR: 54.05% UF: 56.45% P: 58.23% R: 53.28% F: 55.65%
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+ 2024-08-12 11:50:44 INFO dev: loss: nan - UP: 83.33% UR: 35.71% UF: 50.00% P: 66.67% R: 28.57% F: 40.00%
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+ 2024-08-12 11:50:44 INFO test: loss: nan - UP: 71.90% UR: 26.09% UF: 38.29% P: 66.28% R: 24.05% F: 35.29%
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+ 2024-08-12 11:50:47 INFO 0:00:01.208860s elapsed (saved)
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+ 2024-08-12 11:50:48 INFO lr: 4.9940e-05 - loss: 0.1216 - UP: 62.77% UR: 55.98% UF: 59.18% P: 62.77% R: 55.98% F: 59.18%
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+ 2024-08-12 11:50:48 INFO dev: loss: nan - UP: 53.85% UR: 50.00% UF: 51.85% P: 46.15% R: 42.86% F: 44.44%
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+ 2024-08-12 11:50:48 INFO test: loss: nan - UP: 57.95% UR: 35.86% UF: 44.31% P: 51.82% R: 32.07% F: 39.62%
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+ 2024-08-12 11:50:51 INFO 0:00:01.317526s elapsed (saved)
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+ 2024-08-12 11:50:52 INFO lr: 4.9930e-05 - loss: 0.0325 - UP: 73.83% UR: 61.00% UF: 66.81% P: 72.90% R: 60.23% F: 65.96%
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+ 2024-08-12 11:50:52 INFO dev: loss: nan - UP: 80.00% UR: 28.57% UF: 42.11% P: 60.00% R: 21.43% F: 31.58%
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+ 2024-08-12 11:50:53 INFO test: loss: nan - UP: 79.73% UR: 21.03% UF: 33.28% P: 73.60% R: 19.41% F: 30.72%
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+ 2024-08-12 11:50:53 INFO 0:00:01.297377s elapsed
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+ 2024-08-12 11:50:53 INFO lr: 4.9920e-05 - loss: 0.0546 - UP: 83.92% UR: 64.48% UF: 72.93% P: 83.42% R: 64.09% F: 72.49%
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+ 2024-08-12 11:50:53 INFO dev: loss: nan - UP: 62.50% UR: 35.71% UF: 45.45% P: 50.00% R: 28.57% F: 36.36%
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+ 2024-08-12 11:50:54 INFO test: loss: nan - UP: 68.92% UR: 28.69% UF: 40.52% P: 63.34% R: 26.37% F: 37.24%
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+ 2024-08-12 11:50:54 INFO 0:00:01.183769s elapsed
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+ 2024-08-12 11:50:55 INFO lr: 4.9910e-05 - loss: 0.0682 - UP: 63.82% UR: 74.90% UF: 68.92% P: 63.49% R: 74.52% F: 68.56%
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+ 2024-08-12 11:50:55 INFO dev: loss: nan - UP: 40.00% UR: 42.86% UF: 41.38% P: 33.33% R: 35.71% F: 34.48%
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+ 2024-08-12 11:50:55 INFO test: loss: nan - UP: 61.54% UR: 32.07% UF: 42.16% P: 55.33% R: 28.83% F: 37.91%
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+ 2024-08-12 11:50:55 INFO 0:00:01.270781s elapsed
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+
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+ 2024-08-12 11:50:55 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:50:56 INFO lr: 4.9900e-05 - loss: 0.1058 - UP: 84.28% UR: 74.52% UF: 79.10% P: 82.53% R: 72.97% F: 77.46%
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+ 2024-08-12 11:50:56 INFO dev: loss: nan - UP: 62.50% UR: 35.71% UF: 45.45% P: 50.00% R: 28.57% F: 36.36%
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+ 2024-08-12 11:50:56 INFO test: loss: nan - UP: 72.74% UR: 28.90% UF: 41.37% P: 64.60% R: 25.67% F: 36.74%
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+ 2024-08-12 11:50:56 INFO 0:00:01.301298s elapsed
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+ 2024-08-12 11:50:57 INFO lr: 4.9890e-05 - loss: 0.0792 - UP: 86.70% UR: 77.99% UF: 82.11% P: 85.84% R: 77.22% F: 81.30%
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+ 2024-08-12 11:50:57 INFO dev: loss: nan - UP: 62.50% UR: 35.71% UF: 45.45% P: 50.00% R: 28.57% F: 36.36%
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+ 2024-08-12 11:50:58 INFO test: loss: nan - UP: 64.43% UR: 35.16% UF: 45.50% P: 58.76% R: 32.07% F: 41.49%
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+ 2024-08-12 11:50:58 INFO lr: 4.9880e-05 - loss: 0.0109 - UP: 88.98% UR: 81.08% UF: 84.85% P: 88.98% R: 81.08% F: 84.85%
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+ 2024-08-12 11:50:59 INFO dev: loss: nan - UP: 66.67% UR: 28.57% UF: 40.00% P: 50.00% R: 21.43% F: 30.00%
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+ 2024-08-12 11:50:59 INFO test: loss: nan - UP: 69.92% UR: 25.67% UF: 37.55% P: 64.37% R: 23.63% F: 34.57%
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+ 2024-08-12 11:50:59 INFO 0:00:01.216789s elapsed
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+ 2024-08-12 11:51:00 INFO lr: 4.9870e-05 - loss: 0.0014 - UP: 91.67% UR: 84.94% UF: 88.18% P: 91.25% R: 84.56% F: 87.78%
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+ 2024-08-12 11:51:00 INFO dev: loss: nan - UP: 100.00% UR: 35.71% UF: 52.63% P: 80.00% R: 28.57% F: 42.11%
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+ 2024-08-12 11:51:00 INFO test: loss: nan - UP: 78.16% UR: 23.91% UF: 36.62% P: 70.11% R: 21.45% F: 32.85%
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+ 2024-08-12 11:51:00 INFO 0:00:01.250591s elapsed
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+ 2024-08-12 11:51:01 INFO lr: 4.9860e-05 - loss: 0.0407 - UP: 90.99% UR: 77.99% UF: 83.99% P: 90.54% R: 77.61% F: 83.58%
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+ 2024-08-12 11:51:01 INFO dev: loss: nan - UP: 71.43% UR: 35.71% UF: 47.62% P: 57.14% R: 28.57% F: 38.10%
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+ 2024-08-12 11:51:01 INFO test: loss: nan - UP: 71.74% UR: 32.84% UF: 45.06% P: 64.98% R: 29.75% F: 40.81%
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+ 2024-08-12 11:51:02 INFO lr: 4.9850e-05 - loss: 0.0011 - UP: 73.38% UR: 87.26% UF: 79.72% P: 73.38% R: 87.26% F: 79.72%
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+ 2024-08-12 11:51:02 INFO dev: loss: nan - UP: 83.33% UR: 35.71% UF: 50.00% P: 66.67% R: 28.57% F: 40.00%
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+ 2024-08-12 11:51:03 INFO test: loss: nan - UP: 73.07% UR: 29.96% UF: 42.49% P: 66.04% R: 27.07% F: 38.40%
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+ 2024-08-12 11:51:04 INFO lr: 4.9840e-05 - loss: 0.0117 - UP: 96.20% UR: 88.03% UF: 91.94% P: 96.20% R: 88.03% F: 91.94%
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+ 2024-08-12 11:51:04 INFO dev: loss: nan - UP: 47.06% UR: 57.14% UF: 51.61% P: 35.29% R: 42.86% F: 38.71%
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+ 2024-08-12 11:51:04 INFO test: loss: nan - UP: 60.70% UR: 39.10% UF: 47.56% P: 55.24% R: 35.58% F: 43.28%
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+ 2024-08-12 11:51:05 INFO lr: 4.9830e-05 - loss: nan - UP: 81.10% UR: 91.12% UF: 85.82% P: 80.76% R: 90.73% F: 85.45%
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+ 2024-08-12 11:51:05 INFO dev: loss: nan - UP: 29.63% UR: 57.14% UF: 39.02% P: 22.22% R: 42.86% F: 29.27%
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+ 2024-08-12 11:51:05 INFO test: loss: nan - UP: 56.85% UR: 39.66% UF: 46.73% P: 51.51% R: 35.94% F: 42.34%
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+ 2024-08-12 11:51:05 INFO 0:00:01.251641s elapsed
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+ 2024-08-12 11:51:06 INFO lr: 4.9820e-05 - loss: 0.1592 - UP: 92.58% UR: 91.51% UF: 92.04% P: 92.19% R: 91.12% F: 91.65%
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+ 2024-08-12 11:51:06 INFO dev: loss: nan - UP: 100.00% UR: 35.71% UF: 52.63% P: 80.00% R: 28.57% F: 42.11%
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+ 2024-08-12 11:51:06 INFO test: loss: nan - UP: 76.86% UR: 25.46% UF: 38.25% P: 71.13% R: 23.56% F: 35.39%
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+ 2024-08-12 11:51:06 INFO 0:00:01.310167s elapsed
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+ 2024-08-12 11:51:06 INFO Epoch 19 / 5000:
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+ 2024-08-12 11:51:07 INFO lr: 4.9810e-05 - loss: 0.0576 - UP: 96.20% UR: 88.03% UF: 91.94% P: 95.36% R: 87.26% F: 91.13%
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+ 2024-08-12 11:51:07 INFO dev: loss: nan - UP: 33.33% UR: 64.29% UF: 43.90% P: 25.93% R: 50.00% F: 34.15%
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+ 2024-08-12 11:51:08 INFO test: loss: nan - UP: 49.78% UR: 48.03% UF: 48.89% P: 44.75% R: 43.18% F: 43.95%
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+ 2024-08-12 11:51:08 INFO 0:00:01.234136s elapsed
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+ 2024-08-12 11:51:09 INFO lr: 4.9800e-05 - loss: 0.0048 - UP: 93.20% UR: 89.96% UF: 91.55% P: 93.20% R: 89.96% F: 91.55%
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+ 2024-08-12 11:51:09 INFO dev: loss: nan - UP: 85.71% UR: 42.86% UF: 57.14% P: 71.43% R: 35.71% F: 47.62%
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+ 2024-08-12 11:51:09 INFO test: loss: nan - UP: 74.60% UR: 29.32% UF: 42.10% P: 68.34% R: 26.86% F: 38.57%
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+ 2024-08-12 11:51:11 INFO 0:00:01.273409s elapsed (saved)
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+ 2024-08-12 11:51:44 INFO test: loss: nan - UP: 75.25% UR: 31.22% UF: 44.14% P: 68.64% R: 28.48% F: 40.26%
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+ 2024-08-12 11:51:45 INFO dev: loss: nan - UP: 80.00% UR: 57.14% UF: 66.67% P: 70.00% R: 50.00% F: 58.33%
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+ 2024-08-12 11:51:46 INFO test: loss: nan - UP: 60.59% UR: 37.83% UF: 46.58% P: 53.72% R: 33.54% F: 41.30%
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+ 2024-08-12 11:51:48 INFO test: loss: nan - UP: 68.27% UR: 31.93% UF: 43.51% P: 61.80% R: 28.90% F: 39.39%
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+ 2024-08-12 11:51:54 INFO test: loss: nan - UP: 75.35% UR: 30.10% UF: 43.02% P: 68.49% R: 27.36% F: 39.10%
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+ 2024-08-12 11:52:08 INFO test: loss: nan - UP: 53.63% UR: 42.62% UF: 47.49% P: 47.96% R: 38.12% F: 42.48%
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+ 2024-08-12 11:52:09 INFO test: loss: nan - UP: 74.84% UR: 33.05% UF: 45.85% P: 67.52% R: 29.82% F: 41.37%
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+ 2024-08-12 11:52:18 INFO test: loss: nan - UP: 70.77% UR: 34.39% UF: 46.28% P: 64.11% R: 31.15% F: 41.93%
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+ 2024-08-12 11:52:19 INFO test: loss: nan - UP: 56.36% UR: 45.50% UF: 50.35% P: 50.70% R: 40.93% F: 45.29%
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+ 2024-08-12 11:52:21 INFO test: loss: nan - UP: 71.80% UR: 37.06% UF: 48.89% P: 64.85% R: 33.47% F: 44.16%
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+ 2024-08-12 11:52:22 INFO test: loss: nan - UP: 66.63% UR: 39.45% UF: 49.56% P: 61.05% R: 36.15% F: 45.41%
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+ 2024-08-12 11:52:23 INFO test: loss: nan - UP: 68.68% UR: 41.49% UF: 51.73% P: 62.51% R: 37.76% F: 47.08%
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+ 2024-08-12 11:52:24 INFO test: loss: nan - UP: 69.69% UR: 39.45% UF: 50.38% P: 63.11% R: 35.72% F: 45.62%
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+ 2024-08-12 11:52:24 INFO 0:00:01.171398s elapsed
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+ 2024-08-12 11:52:25 INFO dev: loss: nan - UP: 40.00% UR: 57.14% UF: 47.06% P: 35.00% R: 50.00% F: 41.18%
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+ 2024-08-12 11:52:26 INFO test: loss: nan - UP: 63.84% UR: 43.95% UF: 52.06% P: 57.61% R: 39.66% F: 46.98%
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+ 2024-08-12 11:52:27 INFO test: loss: nan - UP: 66.08% UR: 42.48% UF: 51.71% P: 59.52% R: 38.26% F: 46.58%
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+ 2024-08-12 11:52:27 INFO 0:00:01.290508s elapsed
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+ 2024-08-12 11:52:28 INFO lr: 4.9270e-05 - loss: 0.5976 - UP: 91.11% UR: 94.98% UF: 93.01% P: 91.11% R: 94.98% F: 93.01%
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+ 2024-08-12 11:52:28 INFO dev: loss: nan - UP: 60.00% UR: 64.29% UF: 62.07% P: 53.33% R: 57.14% F: 55.17%
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+ 2024-08-12 11:52:28 INFO test: loss: nan - UP: 63.47% UR: 44.23% UF: 52.13% P: 57.72% R: 40.23% F: 47.41%
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+ 2024-08-12 11:52:28 INFO 0:00:01.192718s elapsed
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+ 2024-08-12 11:52:29 INFO lr: 4.9260e-05 - loss: 0.0014 - UP: 98.84% UR: 98.46% UF: 98.65% P: 98.84% R: 98.46% F: 98.65%
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+ 2024-08-12 11:52:29 INFO dev: loss: nan - UP: 70.00% UR: 50.00% UF: 58.33% P: 60.00% R: 42.86% F: 50.00%
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+ 2024-08-12 11:52:29 INFO test: loss: nan - UP: 74.60% UR: 32.42% UF: 45.20% P: 68.12% R: 29.61% F: 41.27%
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+ 2024-08-12 11:52:29 INFO 0:00:01.195409s elapsed
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+ 2024-08-12 11:52:30 INFO lr: 4.9250e-05 - loss: 0.0002 - UP: 100.00% UR: 96.14% UF: 98.03% P: 100.00% R: 96.14% F: 98.03%
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+ 2024-08-12 11:52:30 INFO dev: loss: nan - UP: 53.85% UR: 50.00% UF: 51.85% P: 46.15% R: 42.86% F: 44.44%
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+ 2024-08-12 11:52:30 INFO test: loss: nan - UP: 62.28% UR: 43.88% UF: 51.49% P: 56.49% R: 39.80% F: 46.70%
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+ 2024-08-12 11:52:31 INFO lr: 4.9240e-05 - loss: 0.0000 - UP: 96.55% UR: 97.30% UF: 96.92% P: 96.55% R: 97.30% F: 96.92%
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+ 2024-08-12 11:52:31 INFO dev: loss: nan - UP: 63.64% UR: 50.00% UF: 56.00% P: 54.55% R: 42.86% F: 48.00%
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+ 2024-08-12 11:52:32 INFO test: loss: nan - UP: 71.17% UR: 38.19% UF: 49.70% P: 64.09% R: 34.39% F: 44.76%
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+ 2024-08-12 11:52:32 INFO 0:00:01.271122s elapsed
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+ 2024-08-12 11:52:33 INFO lr: 4.9230e-05 - loss: 0.0015 - UP: 98.79% UR: 94.21% UF: 96.44% P: 98.79% R: 94.21% F: 96.44%
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+ 2024-08-12 11:52:33 INFO dev: loss: nan - UP: 58.33% UR: 50.00% UF: 53.85% P: 50.00% R: 42.86% F: 46.15%
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+ 2024-08-12 11:52:33 INFO test: loss: nan - UP: 64.53% UR: 41.70% UF: 50.66% P: 57.02% R: 36.85% F: 44.77%
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+ 2024-08-12 11:52:33 INFO 0:00:01.191579s elapsed
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+ 2024-08-12 11:52:34 INFO dev: loss: nan - UP: 70.00% UR: 50.00% UF: 58.33% P: 60.00% R: 42.86% F: 50.00%
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+ 2024-08-12 11:52:34 INFO test: loss: nan - UP: 68.88% UR: 37.97% UF: 48.96% P: 61.10% R: 33.68% F: 43.43%
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+ 2024-08-12 11:52:34 INFO 0:00:01.209636s elapsed
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+ 2024-08-12 11:52:35 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 96.44% UR: 94.21% UF: 95.31% P: 96.44% R: 94.21% F: 95.31%
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+ 2024-08-12 11:52:35 INFO dev: loss: nan - UP: 42.86% UR: 64.29% UF: 51.43% P: 38.10% R: 57.14% F: 45.71%
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+ 2024-08-12 11:52:35 INFO test: loss: nan - UP: 49.10% UR: 49.72% UF: 49.41% P: 43.12% R: 43.67% F: 43.40%
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+ 2024-08-12 11:52:36 INFO lr: 4.9200e-05 - loss: 0.1701 - UP: 94.16% UR: 99.61% UF: 96.81% P: 94.16% R: 99.61% F: 96.81%
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+ 2024-08-12 11:52:36 INFO dev: loss: nan - UP: 50.00% UR: 50.00% UF: 50.00% P: 42.86% R: 42.86% F: 42.86%
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+ 2024-08-12 11:52:37 INFO test: loss: nan - UP: 67.10% UR: 39.87% UF: 50.02% P: 59.41% R: 35.30% F: 44.29%
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+ 2024-08-12 11:52:38 INFO test: loss: nan - UP: 63.94% UR: 42.90% UF: 51.35% P: 57.23% R: 38.40% F: 45.96%
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+ 2024-08-12 11:52:39 INFO dev: loss: nan - UP: 77.78% UR: 50.00% UF: 60.87% P: 66.67% R: 42.86% F: 52.17%
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+ 2024-08-12 11:52:39 INFO test: loss: nan - UP: 75.00% UR: 35.02% UF: 47.75% P: 67.32% R: 31.43% F: 42.86%
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+ 2024-08-12 11:52:40 INFO test: loss: nan - UP: 71.37% UR: 38.75% UF: 50.23% P: 63.47% R: 34.46% F: 44.67%
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+ 2024-08-12 11:52:42 INFO lr: 4.9150e-05 - loss: 0.0082 - UP: 98.08% UR: 98.46% UF: 98.27% P: 96.92% R: 97.30% F: 97.11%
575
+ 2024-08-12 11:52:42 INFO dev: loss: nan - UP: 42.86% UR: 42.86% UF: 42.86% P: 42.86% R: 42.86% F: 42.86%
576
+ 2024-08-12 11:52:43 INFO test: loss: nan - UP: 68.58% UR: 37.76% UF: 48.71% P: 60.66% R: 33.40% F: 43.08%
577
+ 2024-08-12 11:52:43 INFO 0:00:01.212831s elapsed
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+ 2024-08-12 11:52:44 INFO lr: 4.9140e-05 - loss: 0.0008 - UP: 99.23% UR: 99.61% UF: 99.42% P: 98.46% R: 98.84% F: 98.65%
581
+ 2024-08-12 11:52:44 INFO dev: loss: nan - UP: 43.75% UR: 50.00% UF: 46.67% P: 37.50% R: 42.86% F: 40.00%
582
+ 2024-08-12 11:52:44 INFO test: loss: nan - UP: 64.58% UR: 38.47% UF: 48.22% P: 57.62% R: 34.32% F: 43.01%
583
+ 2024-08-12 11:52:44 INFO 0:00:01.260542s elapsed
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+ 2024-08-12 11:52:44 INFO Epoch 87 / 5000:
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+ 2024-08-12 11:52:45 INFO lr: 4.9130e-05 - loss: 0.0004 - UP: 100.00% UR: 98.07% UF: 99.03% P: 99.61% R: 97.68% F: 98.64%
587
+ 2024-08-12 11:52:45 INFO dev: loss: nan - UP: 47.37% UR: 64.29% UF: 54.55% P: 36.84% R: 50.00% F: 42.42%
588
+ 2024-08-12 11:52:45 INFO test: loss: nan - UP: 61.97% UR: 39.87% UF: 48.52% P: 54.97% R: 35.37% F: 43.05%
589
+ 2024-08-12 11:52:45 INFO 0:00:01.241538s elapsed
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+
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+ 2024-08-12 11:52:45 INFO Epoch 88 / 5000:
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+ 2024-08-12 11:52:46 INFO lr: 4.9120e-05 - loss: 0.0001 - UP: 98.84% UR: 98.84% UF: 98.84% P: 98.84% R: 98.84% F: 98.84%
593
+ 2024-08-12 11:52:46 INFO dev: loss: nan - UP: 43.75% UR: 50.00% UF: 46.67% P: 37.50% R: 42.86% F: 40.00%
594
+ 2024-08-12 11:52:47 INFO test: loss: nan - UP: 58.97% UR: 39.52% UF: 47.33% P: 52.47% R: 35.16% F: 42.11%
595
+ 2024-08-12 11:52:47 INFO 0:00:01.224178s elapsed
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+ 2024-08-12 11:52:47 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 99.22% UR: 98.84% UF: 99.03% P: 99.22% R: 98.84% F: 99.03%
599
+ 2024-08-12 11:52:47 INFO dev: loss: nan - UP: 63.64% UR: 50.00% UF: 56.00% P: 63.64% R: 50.00% F: 56.00%
600
+ 2024-08-12 11:52:48 INFO test: loss: nan - UP: 67.29% UR: 37.76% UF: 48.38% P: 61.28% R: 34.39% F: 44.05%
601
+ 2024-08-12 11:52:48 INFO 0:00:01.228718s elapsed
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+ 2024-08-12 11:52:49 INFO lr: 4.9100e-05 - loss: 0.0169 - UP: 98.83% UR: 98.07% UF: 98.45% P: 98.83% R: 98.07% F: 98.45%
605
+ 2024-08-12 11:52:49 INFO dev: loss: nan - UP: 52.38% UR: 78.57% UF: 62.86% P: 42.86% R: 64.29% F: 51.43%
606
+ 2024-08-12 11:52:49 INFO test: loss: nan - UP: 51.49% UR: 43.81% UF: 47.34% P: 45.45% R: 38.68% F: 41.79%
607
+ 2024-08-12 11:52:49 INFO 0:00:01.256489s elapsed
608
+
609
+ 2024-08-12 11:52:52 INFO Epoch 60 saved
610
+ 2024-08-12 11:52:52 INFO dev: UP: 100.00% UR: 57.14% UF: 72.73% P: 87.50% R: 50.00% F: 63.64%
611
+ 2024-08-12 11:52:52 INFO test: UP: 74.84% UR: 33.05% UF: 45.85% P: 67.52% R: 29.82% F: 41.37%
612
+ 2024-08-12 11:52:52 INFO 0:01:52.082455s elapsed, 0:00:01.245361s/epoch
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1
+ 2024-08-12 11:52:54 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
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+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/5/model_vi_multibooked_eu_xlm_6
17
+ device | 1
18
+ seed | 1
19
+ 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_eu/head_final/sdp_random/5/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/5/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
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 11:52:54 INFO Building the fields
39
+ 2024-08-12 11:52:56 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 11:52:56 INFO Building the model
44
+ 2024-08-12 11:52:58 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 11:52:58 INFO Loading the data
64
+ 2024-08-12 11:52:58 INFO
65
+ train: Dataset(n_sentences=52, n_batches=16, n_buckets=16)
66
+ dev: Dataset(n_sentences=6, n_batches=5, n_buckets=5)
67
+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 11:52:58 INFO Epoch 1 / 5000:
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+ 2024-08-12 11:53:00 INFO lr: 4.9990e-05 - loss: 0.3605 - UP: 1.77% UR: 5.02% UF: 2.62% P: 0.82% R: 2.32% F: 1.21%
71
+ 2024-08-12 11:53:00 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 11:53:00 INFO test: loss: nan - UP: 3.12% UR: 0.07% UF: 0.14% P: 3.12% R: 0.07% F: 0.14%
73
+ 2024-08-12 11:53:00 INFO 0:00:01.911180s elapsed
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+
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+ 2024-08-12 11:53:00 INFO Epoch 2 / 5000:
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+ 2024-08-12 11:53:01 INFO lr: 4.9980e-05 - loss: 0.2726 - UP: 37.29% UR: 8.49% UF: 13.84% P: 28.81% R: 6.56% F: 10.69%
77
+ 2024-08-12 11:53:01 INFO dev: loss: nan - UP: 50.00% UR: 7.14% UF: 12.50% P: 50.00% R: 7.14% F: 12.50%
78
+ 2024-08-12 11:53:02 INFO test: loss: nan - UP: 58.42% UR: 4.15% UF: 7.75% P: 53.47% R: 3.80% F: 7.09%
79
+ 2024-08-12 11:53:06 INFO 0:00:01.468501s elapsed (saved)
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+
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+ 2024-08-12 11:53:06 INFO Epoch 3 / 5000:
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+ 2024-08-12 11:53:07 INFO lr: 4.9970e-05 - loss: nan - UP: 38.67% UR: 11.20% UF: 17.37% P: 29.33% R: 8.49% F: 13.17%
83
+ 2024-08-12 11:53:08 INFO dev: loss: nan - UP: 50.00% UR: 7.14% UF: 12.50% P: 50.00% R: 7.14% F: 12.50%
84
+ 2024-08-12 11:53:08 INFO test: loss: nan - UP: 68.35% UR: 3.80% UF: 7.20% P: 67.09% R: 3.73% F: 7.06%
85
+ 2024-08-12 11:53:08 INFO 0:00:01.460083s elapsed
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+
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+ 2024-08-12 11:53:09 INFO lr: 4.9960e-05 - loss: nan - UP: 53.23% UR: 25.48% UF: 34.46% P: 48.39% R: 23.17% F: 31.33%
89
+ 2024-08-12 11:53:09 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
90
+ 2024-08-12 11:53:09 INFO test: loss: nan - UP: 100.00% UR: 0.98% UF: 1.95% P: 100.00% R: 0.98% F: 1.95%
91
+ 2024-08-12 11:53:09 INFO 0:00:01.546162s elapsed
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+
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+ 2024-08-12 11:53:09 INFO Epoch 5 / 5000:
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+ 2024-08-12 11:53:11 INFO lr: 4.9950e-05 - loss: 0.1696 - UP: 55.75% UR: 24.32% UF: 33.87% P: 51.33% R: 22.39% F: 31.18%
95
+ 2024-08-12 11:53:11 INFO dev: loss: nan - UP: 50.00% UR: 42.86% UF: 46.15% P: 41.67% R: 35.71% F: 38.46%
96
+ 2024-08-12 11:53:11 INFO test: loss: nan - UP: 62.96% UR: 23.07% UF: 33.76% P: 56.62% R: 20.75% F: 30.37%
97
+ 2024-08-12 11:53:18 INFO 0:00:01.546620s elapsed (saved)
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+
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+ 2024-08-12 11:53:19 INFO lr: 4.9940e-05 - loss: 0.1735 - UP: 59.14% UR: 42.47% UF: 49.44% P: 52.15% R: 37.45% F: 43.60%
101
+ 2024-08-12 11:53:19 INFO dev: loss: nan - UP: 45.45% UR: 35.71% UF: 40.00% P: 27.27% R: 21.43% F: 24.00%
102
+ 2024-08-12 11:53:19 INFO test: loss: nan - UP: 64.62% UR: 23.63% UF: 34.60% P: 56.73% R: 20.75% F: 30.38%
103
+ 2024-08-12 11:53:19 INFO 0:00:01.437878s elapsed
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+
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+ 2024-08-12 11:53:19 INFO Epoch 7 / 5000:
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+ 2024-08-12 11:53:21 INFO lr: 4.9930e-05 - loss: 0.0584 - UP: 77.16% UR: 48.26% UF: 59.38% P: 72.84% R: 45.56% F: 56.06%
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+ 2024-08-12 11:53:21 INFO dev: loss: nan - UP: 55.56% UR: 35.71% UF: 43.48% P: 22.22% R: 14.29% F: 17.39%
108
+ 2024-08-12 11:53:21 INFO test: loss: nan - UP: 66.88% UR: 21.59% UF: 32.64% P: 57.95% R: 18.71% F: 28.28%
109
+ 2024-08-12 11:53:21 INFO 0:00:01.465499s elapsed
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+
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+ 2024-08-12 11:53:21 INFO Epoch 8 / 5000:
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+ 2024-08-12 11:53:22 INFO lr: 4.9920e-05 - loss: 0.0593 - UP: 74.11% UR: 64.09% UF: 68.74% P: 67.41% R: 58.30% F: 62.53%
113
+ 2024-08-12 11:53:22 INFO dev: loss: nan - UP: 30.77% UR: 28.57% UF: 29.63% P: 15.38% R: 14.29% F: 14.81%
114
+ 2024-08-12 11:53:22 INFO test: loss: nan - UP: 59.83% UR: 25.46% UF: 35.72% P: 52.40% R: 22.29% F: 31.28%
115
+ 2024-08-12 11:53:22 INFO 0:00:01.522320s elapsed
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+
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+ 2024-08-12 11:53:22 INFO Epoch 9 / 5000:
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+ 2024-08-12 11:53:24 INFO lr: 4.9910e-05 - loss: 0.0961 - UP: 77.73% UR: 63.32% UF: 69.79% P: 72.04% R: 58.69% F: 64.68%
119
+ 2024-08-12 11:53:24 INFO dev: loss: nan - UP: 33.33% UR: 64.29% UF: 43.90% P: 25.93% R: 50.00% F: 34.15%
120
+ 2024-08-12 11:53:24 INFO test: loss: nan - UP: 52.98% UR: 33.76% UF: 41.24% P: 47.57% R: 30.31% F: 37.03%
121
+ 2024-08-12 11:53:24 INFO 0:00:01.538126s elapsed
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+
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+ 2024-08-12 11:53:24 INFO Epoch 10 / 5000:
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+ 2024-08-12 11:53:25 INFO lr: 4.9900e-05 - loss: 0.0714 - UP: 76.96% UR: 56.76% UF: 65.33% P: 75.39% R: 55.60% F: 64.00%
125
+ 2024-08-12 11:53:25 INFO dev: loss: nan - UP: 33.33% UR: 50.00% UF: 40.00% P: 19.05% R: 28.57% F: 22.86%
126
+ 2024-08-12 11:53:25 INFO test: loss: nan - UP: 45.45% UR: 41.07% UF: 43.15% P: 38.99% R: 35.23% F: 37.02%
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+ 2024-08-12 11:53:25 INFO 0:00:01.455298s elapsed
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+
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+ 2024-08-12 11:53:25 INFO Epoch 11 / 5000:
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+ 2024-08-12 11:53:27 INFO lr: 4.9890e-05 - loss: 0.0673 - UP: 81.87% UR: 57.53% UF: 67.57% P: 80.22% R: 56.37% F: 66.21%
131
+ 2024-08-12 11:53:27 INFO dev: loss: nan - UP: 33.33% UR: 35.71% UF: 34.48% P: 26.67% R: 28.57% F: 27.59%
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+ 2024-08-12 11:53:27 INFO test: loss: nan - UP: 55.97% UR: 32.00% UF: 40.72% P: 47.97% R: 27.43% F: 34.90%
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+ 2024-08-12 11:53:27 INFO 0:00:01.498437s elapsed
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+
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+ 2024-08-12 11:53:28 INFO lr: 4.9880e-05 - loss: 0.0284 - UP: 82.06% UR: 70.66% UF: 75.93% P: 82.06% R: 70.66% F: 75.93%
137
+ 2024-08-12 11:53:28 INFO dev: loss: nan - UP: 31.82% UR: 50.00% UF: 38.89% P: 27.27% R: 42.86% F: 33.33%
138
+ 2024-08-12 11:53:28 INFO test: loss: nan - UP: 53.11% UR: 32.98% UF: 40.69% P: 46.09% R: 28.62% F: 35.31%
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+ 2024-08-12 11:53:28 INFO 0:00:01.507756s elapsed
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+
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+ 2024-08-12 11:53:30 INFO lr: 4.9870e-05 - loss: 0.0094 - UP: 79.65% UR: 71.04% UF: 75.10% P: 78.35% R: 69.88% F: 73.88%
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+ 2024-08-12 11:53:30 INFO dev: loss: nan - UP: 40.00% UR: 42.86% UF: 41.38% P: 26.67% R: 28.57% F: 27.59%
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+ 2024-08-12 11:53:30 INFO test: loss: nan - UP: 59.23% UR: 30.24% UF: 40.04% P: 50.28% R: 25.67% F: 33.99%
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+ 2024-08-12 11:53:30 INFO 0:00:01.507413s elapsed
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+
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+ 2024-08-12 11:53:30 INFO Epoch 14 / 5000:
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+ 2024-08-12 11:53:31 INFO lr: 4.9860e-05 - loss: 0.0292 - UP: 86.22% UR: 74.90% UF: 80.17% P: 86.22% R: 74.90% F: 80.17%
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+ 2024-08-12 11:53:31 INFO dev: loss: nan - UP: 42.86% UR: 42.86% UF: 42.86% P: 35.71% R: 35.71% F: 35.71%
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+ 2024-08-12 11:53:31 INFO test: loss: nan - UP: 57.89% UR: 30.17% UF: 39.67% P: 50.07% R: 26.09% F: 34.30%
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+ 2024-08-12 11:53:31 INFO 0:00:01.486267s elapsed
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+
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+ 2024-08-12 11:53:33 INFO lr: 4.9850e-05 - loss: 0.0217 - UP: 90.83% UR: 76.45% UF: 83.02% P: 90.83% R: 76.45% F: 83.02%
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+ 2024-08-12 11:53:33 INFO dev: loss: nan - UP: 58.33% UR: 50.00% UF: 53.85% P: 50.00% R: 42.86% F: 46.15%
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+ 2024-08-12 11:53:33 INFO test: loss: nan - UP: 62.35% UR: 29.47% UF: 40.02% P: 54.76% R: 25.88% F: 35.15%
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+ 2024-08-12 11:53:40 INFO 0:00:01.505303s elapsed (saved)
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+
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+ 2024-08-12 11:53:41 INFO lr: 4.9840e-05 - loss: 0.0192 - UP: 83.46% UR: 81.85% UF: 82.65% P: 81.89% R: 80.31% F: 81.09%
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+ 2024-08-12 11:53:41 INFO dev: loss: nan - UP: 41.67% UR: 35.71% UF: 38.46% P: 33.33% R: 28.57% F: 30.77%
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+ 2024-08-12 11:53:41 INFO test: loss: nan - UP: 64.60% UR: 21.94% UF: 32.76% P: 57.56% R: 19.55% F: 29.19%
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+ 2024-08-12 11:53:41 INFO 0:00:01.507189s elapsed
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+
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+ 2024-08-12 11:53:41 INFO Epoch 17 / 5000:
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+ 2024-08-12 11:53:42 INFO lr: 4.9830e-05 - loss: nan - UP: 89.47% UR: 72.20% UF: 79.91% P: 89.00% R: 71.81% F: 79.49%
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+ 2024-08-12 11:53:43 INFO dev: loss: nan - UP: 29.03% UR: 64.29% UF: 40.00% P: 22.58% R: 50.00% F: 31.11%
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+ 2024-08-12 11:53:43 INFO test: loss: nan - UP: 47.27% UR: 39.52% UF: 43.05% P: 39.19% R: 32.77% F: 35.70%
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+ 2024-08-12 11:53:43 INFO 0:00:01.508397s elapsed
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+
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+ 2024-08-12 11:53:44 INFO lr: 4.9820e-05 - loss: 0.0075 - UP: 89.18% UR: 79.54% UF: 84.08% P: 88.31% R: 78.76% F: 83.27%
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+ 2024-08-12 11:53:44 INFO dev: loss: nan - UP: 40.00% UR: 42.86% UF: 41.38% P: 33.33% R: 35.71% F: 34.48%
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+ 2024-08-12 11:54:02 INFO test: loss: nan - UP: 73.00% UR: 30.80% UF: 43.32% P: 65.00% R: 27.43% F: 38.58%
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+ 2024-08-12 11:54:24 INFO test: loss: nan - UP: 62.51% UR: 37.41% UF: 46.81% P: 53.70% R: 32.14% F: 40.21%
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+ 2024-08-12 11:54:26 INFO test: loss: nan - UP: 64.67% UR: 34.25% UF: 44.78% P: 55.78% R: 29.54% F: 38.62%
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+ 2024-08-12 11:54:29 INFO test: loss: nan - UP: 74.74% UR: 30.38% UF: 43.20% P: 66.61% R: 27.07% F: 38.50%
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+ 2024-08-12 11:54:39 INFO dev: loss: nan - UP: 46.67% UR: 50.00% UF: 48.28% P: 40.00% R: 42.86% F: 41.38%
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+ 2024-08-12 11:54:40 INFO test: loss: nan - UP: 65.55% UR: 37.20% UF: 47.47% P: 56.75% R: 32.21% F: 41.09%
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+ 2024-08-12 11:54:41 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 99.61% UR: 98.84% UF: 99.22% P: 99.61% R: 98.84% F: 99.22%
371
+ 2024-08-12 11:54:41 INFO dev: loss: nan - UP: 43.75% UR: 50.00% UF: 46.67% P: 37.50% R: 42.86% F: 40.00%
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+ 2024-08-12 11:54:41 INFO test: loss: nan - UP: 61.59% UR: 40.93% UF: 49.18% P: 53.44% R: 35.51% F: 42.67%
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+ 2024-08-12 11:54:42 INFO lr: 4.9480e-05 - loss: 0.0015 - UP: 99.62% UR: 100.00% UF: 99.81% P: 99.62% R: 100.00% F: 99.81%
377
+ 2024-08-12 11:54:42 INFO dev: loss: nan - UP: 46.67% UR: 50.00% UF: 48.28% P: 40.00% R: 42.86% F: 41.38%
378
+ 2024-08-12 11:54:43 INFO test: loss: nan - UP: 64.34% UR: 38.19% UF: 47.93% P: 56.04% R: 33.26% F: 41.75%
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+ 2024-08-12 11:54:44 INFO lr: 4.9470e-05 - loss: 0.0005 - UP: 98.84% UR: 98.84% UF: 98.84% P: 98.84% R: 98.84% F: 98.84%
383
+ 2024-08-12 11:54:44 INFO dev: loss: nan - UP: 42.86% UR: 42.86% UF: 42.86% P: 35.71% R: 35.71% F: 35.71%
384
+ 2024-08-12 11:54:44 INFO test: loss: nan - UP: 68.38% UR: 33.61% UF: 45.07% P: 60.37% R: 29.68% F: 39.79%
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+ 2024-08-12 11:54:45 INFO lr: 4.9460e-05 - loss: nan - UP: 99.22% UR: 98.46% UF: 98.84% P: 99.22% R: 98.46% F: 98.84%
389
+ 2024-08-12 11:54:45 INFO dev: loss: nan - UP: 33.33% UR: 50.00% UF: 40.00% P: 23.81% R: 35.71% F: 28.57%
390
+ 2024-08-12 11:54:46 INFO test: loss: nan - UP: 58.77% UR: 41.00% UF: 48.30% P: 50.81% R: 35.44% F: 41.76%
391
+ 2024-08-12 11:54:46 INFO 0:00:01.463894s elapsed
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+ 2024-08-12 11:54:47 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 100.00% UR: 99.61% UF: 99.81% P: 100.00% R: 99.61% F: 99.81%
395
+ 2024-08-12 11:54:47 INFO dev: loss: nan - UP: 41.67% UR: 35.71% UF: 38.46% P: 33.33% R: 28.57% F: 30.77%
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+ 2024-08-12 11:54:47 INFO test: loss: nan - UP: 63.69% UR: 39.59% UF: 48.83% P: 56.56% R: 35.16% F: 43.37%
397
+ 2024-08-12 11:54:47 INFO 0:00:01.411677s elapsed
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+ 2024-08-12 11:54:48 INFO lr: 4.9440e-05 - loss: 0.0017 - UP: 99.61% UR: 99.61% UF: 99.61% P: 99.61% R: 99.61% F: 99.61%
401
+ 2024-08-12 11:54:48 INFO dev: loss: nan - UP: 45.45% UR: 35.71% UF: 40.00% P: 36.36% R: 28.57% F: 32.00%
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+ 2024-08-12 11:54:49 INFO test: loss: nan - UP: 67.71% UR: 37.90% UF: 48.60% P: 60.05% R: 33.61% F: 43.10%
403
+ 2024-08-12 11:54:49 INFO 0:00:01.481105s elapsed
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+ 2024-08-12 11:54:50 INFO lr: 4.9430e-05 - loss: nan - UP: 100.00% UR: 99.23% UF: 99.61% P: 100.00% R: 99.23% F: 99.61%
407
+ 2024-08-12 11:54:50 INFO dev: loss: nan - UP: 50.00% UR: 35.71% UF: 41.67% P: 40.00% R: 28.57% F: 33.33%
408
+ 2024-08-12 11:54:50 INFO test: loss: nan - UP: 70.73% UR: 36.71% UF: 48.33% P: 61.79% R: 32.07% F: 42.22%
409
+ 2024-08-12 11:54:50 INFO 0:00:01.469756s elapsed
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+ 2024-08-12 11:54:51 INFO lr: 4.9420e-05 - loss: 0.0005 - UP: 99.23% UR: 99.23% UF: 99.23% P: 99.23% R: 99.23% F: 99.23%
413
+ 2024-08-12 11:54:51 INFO dev: loss: nan - UP: 37.50% UR: 42.86% UF: 40.00% P: 31.25% R: 35.71% F: 33.33%
414
+ 2024-08-12 11:54:52 INFO test: loss: nan - UP: 63.69% UR: 38.61% UF: 48.07% P: 56.03% R: 33.97% F: 42.29%
415
+ 2024-08-12 11:54:52 INFO 0:00:01.514827s elapsed
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+ 2024-08-12 11:54:53 INFO lr: 4.9410e-05 - loss: 0.0029 - UP: 99.61% UR: 99.61% UF: 99.61% P: 99.61% R: 99.61% F: 99.61%
419
+ 2024-08-12 11:54:53 INFO dev: loss: nan - UP: 33.33% UR: 42.86% UF: 37.50% P: 27.78% R: 35.71% F: 31.25%
420
+ 2024-08-12 11:54:53 INFO test: loss: nan - UP: 59.30% UR: 40.58% UF: 48.18% P: 50.77% R: 34.74% F: 41.25%
421
+ 2024-08-12 11:54:53 INFO 0:00:01.442418s elapsed
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+ 2024-08-12 11:54:54 INFO lr: 4.9400e-05 - loss: 0.0027 - UP: 99.61% UR: 99.61% UF: 99.61% P: 99.61% R: 99.61% F: 99.61%
425
+ 2024-08-12 11:54:54 INFO dev: loss: nan - UP: 40.00% UR: 42.86% UF: 41.38% P: 33.33% R: 35.71% F: 34.48%
426
+ 2024-08-12 11:54:55 INFO test: loss: nan - UP: 56.33% UR: 39.10% UF: 46.16% P: 48.02% R: 33.33% F: 39.35%
427
+ 2024-08-12 11:54:55 INFO 0:00:01.525384s elapsed
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+ 2024-08-12 11:54:56 INFO lr: 4.9390e-05 - loss: 0.0130 - UP: 98.81% UR: 96.14% UF: 97.46% P: 98.41% R: 95.75% F: 97.06%
431
+ 2024-08-12 11:54:56 INFO dev: loss: nan - UP: 38.89% UR: 50.00% UF: 43.75% P: 27.78% R: 35.71% F: 31.25%
432
+ 2024-08-12 11:54:56 INFO test: loss: nan - UP: 52.69% UR: 41.28% UF: 46.29% P: 45.42% R: 35.58% F: 39.91%
433
+ 2024-08-12 11:54:56 INFO 0:00:01.522397s elapsed
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+ 2024-08-12 11:54:57 INFO lr: 4.9380e-05 - loss: 0.0018 - UP: 97.23% UR: 94.98% UF: 96.09% P: 96.05% R: 93.82% F: 94.92%
437
+ 2024-08-12 11:54:57 INFO dev: loss: nan - UP: 30.77% UR: 57.14% UF: 40.00% P: 23.08% R: 42.86% F: 30.00%
438
+ 2024-08-12 11:54:58 INFO test: loss: nan - UP: 52.51% UR: 40.44% UF: 45.69% P: 44.84% R: 34.53% F: 39.01%
439
+ 2024-08-12 11:54:58 INFO 0:00:01.539606s elapsed
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+ 2024-08-12 11:54:59 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 97.31% UR: 97.68% UF: 97.50% P: 96.54% R: 96.91% F: 96.72%
443
+ 2024-08-12 11:54:59 INFO dev: loss: nan - UP: 53.33% UR: 57.14% UF: 55.17% P: 46.67% R: 50.00% F: 48.28%
444
+ 2024-08-12 11:54:59 INFO test: loss: nan - UP: 60.77% UR: 34.53% UF: 44.04% P: 50.25% R: 28.55% F: 36.41%
445
+ 2024-08-12 11:54:59 INFO 0:00:01.451908s elapsed
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+ 2024-08-12 11:55:07 INFO Epoch 33 saved
448
+ 2024-08-12 11:55:07 INFO dev: UP: 60.00% UR: 64.29% UF: 62.07% P: 46.67% R: 50.00% F: 48.28%
449
+ 2024-08-12 11:55:07 INFO test: UP: 60.98% UR: 37.69% UF: 46.59% P: 52.45% R: 32.42% F: 40.07%
450
+ 2024-08-12 11:55:07 INFO 0:01:35.012937s elapsed, 0:00:01.508142s/epoch