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SemEval-2022-Task-10
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  2. models/multibooked_eu/sdp_byKNNMeani3_desc/10/model_vi_multibooked_eu_berteus_6 +3 -0
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  4. models/multibooked_eu/sdp_byKNNMeani3_desc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byKNNMeani3_desc/10/model_vi_multibooked_eu_xlm_6.train.log +432 -0
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+ 2024-08-12 10:25:28 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_byKNNMeani3_desc/10/model_vi_multibooked_eu_berteus_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani3_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani3_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 10:25:28 INFO Building the fields
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+ 2024-08-12 10:25:28 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 10:25:28 INFO Building the model
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+ 2024-08-12 10:25:30 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 10:25:30 INFO Loading the data
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+ 2024-08-12 10:25:30 INFO
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+ train: Dataset(n_sentences=105, n_batches=25, n_buckets=25)
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+ dev: Dataset(n_sentences=14, n_batches=11, n_buckets=11)
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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 10:25:30 INFO Epoch 1 / 5000:
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+ 2024-08-12 10:25:32 INFO lr: 4.9990e-05 - loss: 0.3067 - UP: 4.75% UR: 6.81% UF: 5.60% P: 3.66% R: 5.25% F: 4.32%
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+ 2024-08-12 10:25:32 INFO dev: loss: nan - UP: 100.00% UR: 1.56% UF: 3.08% P: 100.00% R: 1.56% F: 3.08%
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+ 2024-08-12 10:25:32 INFO test: loss: nan - UP: 76.60% UR: 2.53% UF: 4.90% P: 74.47% R: 2.46% F: 4.77%
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+ 2024-08-12 10:25:34 INFO 0:00:02.248220s elapsed (saved)
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+
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+ 2024-08-12 10:25:34 INFO Epoch 2 / 5000:
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+ 2024-08-12 10:25:35 INFO lr: 4.9980e-05 - loss: 0.1330 - UP: 33.20% UR: 16.54% UF: 22.08% P: 30.08% R: 14.98% F: 20.00%
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+ 2024-08-12 10:25:35 INFO dev: loss: nan - UP: 100.00% UR: 7.81% UF: 14.49% P: 100.00% R: 7.81% F: 14.49%
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+ 2024-08-12 10:25:36 INFO test: loss: nan - UP: 82.35% UR: 14.77% UF: 25.04% P: 76.47% R: 13.71% F: 23.26%
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+ 2024-08-12 10:25:38 INFO 0:00:01.749489s elapsed (saved)
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+
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+ 2024-08-12 10:25:38 INFO Epoch 3 / 5000:
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+ 2024-08-12 10:25:40 INFO lr: 4.9970e-05 - loss: 0.0516 - UP: 41.43% UR: 33.85% UF: 37.26% P: 39.29% R: 32.10% F: 35.33%
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+ 2024-08-12 10:25:40 INFO dev: loss: nan - UP: 50.00% UR: 4.69% UF: 8.57% P: 33.33% R: 3.12% F: 5.71%
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+ 2024-08-12 10:25:40 INFO test: loss: nan - UP: 86.70% UR: 12.38% UF: 21.66% P: 81.77% R: 11.67% F: 20.43%
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+ 2024-08-12 10:25:40 INFO 0:00:01.880548s elapsed
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+
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+ 2024-08-12 10:25:40 INFO Epoch 4 / 5000:
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+ 2024-08-12 10:25:42 INFO lr: 4.9960e-05 - loss: 0.1271 - UP: 58.98% UR: 38.33% UF: 46.46% P: 56.89% R: 36.96% F: 44.81%
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+ 2024-08-12 10:25:42 INFO dev: loss: nan - UP: 58.33% UR: 10.94% UF: 18.42% P: 58.33% R: 10.94% F: 18.42%
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+ 2024-08-12 10:25:42 INFO test: loss: nan - UP: 80.91% UR: 18.78% UF: 30.48% P: 75.76% R: 17.58% F: 28.54%
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+ 2024-08-12 10:25:45 INFO 0:00:01.868973s elapsed (saved)
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+
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+ 2024-08-12 10:25:45 INFO Epoch 5 / 5000:
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+ 2024-08-12 10:25:46 INFO lr: 4.9950e-05 - loss: 0.0793 - UP: 52.60% UR: 49.22% UF: 50.85% P: 51.14% R: 47.86% F: 49.45%
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+ 2024-08-12 10:25:46 INFO dev: loss: nan - UP: 77.78% UR: 21.87% UF: 34.15% P: 66.67% R: 18.75% F: 29.27%
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+ 2024-08-12 10:25:47 INFO test: loss: nan - UP: 71.28% UR: 28.97% UF: 41.20% P: 65.22% R: 26.51% F: 37.70%
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+ 2024-08-12 10:25:49 INFO 0:00:01.764077s elapsed (saved)
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+
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+ 2024-08-12 10:25:49 INFO Epoch 6 / 5000:
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+ 2024-08-12 10:25:51 INFO lr: 4.9940e-05 - loss: nan - UP: 76.52% UR: 51.36% UF: 61.47% P: 75.94% R: 50.97% F: 61.00%
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+ 2024-08-12 10:25:51 INFO dev: loss: nan - UP: 75.00% UR: 23.44% UF: 35.71% P: 75.00% R: 23.44% F: 35.71%
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+ 2024-08-12 10:25:51 INFO test: loss: nan - UP: 64.66% UR: 38.61% UF: 48.35% P: 61.01% R: 36.43% F: 45.62%
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+ 2024-08-12 10:25:54 INFO 0:00:01.860268s elapsed (saved)
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+ 2024-08-12 10:25:54 INFO Epoch 7 / 5000:
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+ 2024-08-12 10:25:55 INFO lr: 4.9930e-05 - loss: 0.0590 - UP: 76.92% UR: 54.47% UF: 63.78% P: 76.65% R: 54.28% F: 63.55%
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+ 2024-08-12 10:25:55 INFO dev: loss: nan - UP: 71.05% UR: 42.19% UF: 52.94% P: 60.53% R: 35.94% F: 45.10%
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+ 2024-08-12 10:25:56 INFO test: loss: nan - UP: 54.08% UR: 45.71% UF: 49.54% P: 50.67% R: 42.83% F: 46.42%
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+ 2024-08-12 10:25:59 INFO 0:00:01.811363s elapsed (saved)
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+
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+ 2024-08-12 10:25:59 INFO Epoch 8 / 5000:
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+ 2024-08-12 10:26:00 INFO lr: 4.9920e-05 - loss: 0.0100 - UP: 64.17% UR: 59.92% UF: 61.97% P: 64.17% R: 59.92% F: 61.97%
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+ 2024-08-12 10:26:00 INFO dev: loss: nan - UP: 71.43% UR: 15.62% UF: 25.64% P: 71.43% R: 15.62% F: 25.64%
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+ 2024-08-12 10:26:00 INFO test: loss: nan - UP: 77.12% UR: 31.29% UF: 44.52% P: 73.48% R: 29.82% F: 42.42%
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+ 2024-08-12 10:26:00 INFO 0:00:01.834477s elapsed
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+
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+ 2024-08-12 10:26:00 INFO Epoch 9 / 5000:
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+ 2024-08-12 10:26:02 INFO lr: 4.9910e-05 - loss: 0.0017 - UP: 76.58% UR: 66.15% UF: 70.98% P: 76.35% R: 65.95% F: 70.77%
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+ 2024-08-12 10:26:02 INFO dev: loss: nan - UP: 66.67% UR: 18.75% UF: 29.27% P: 66.67% R: 18.75% F: 29.27%
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+ 2024-08-12 10:26:02 INFO test: loss: nan - UP: 80.13% UR: 26.37% UF: 39.68% P: 76.07% R: 25.04% F: 37.67%
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+ 2024-08-12 10:26:02 INFO 0:00:01.783866s elapsed
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+
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+ 2024-08-12 10:26:02 INFO Epoch 10 / 5000:
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+ 2024-08-12 10:26:03 INFO lr: 4.9900e-05 - loss: 0.0661 - UP: 81.84% UR: 64.01% UF: 71.83% P: 81.59% R: 63.81% F: 71.62%
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+ 2024-08-12 10:26:04 INFO dev: loss: nan - UP: 74.19% UR: 35.94% UF: 48.42% P: 64.52% R: 31.25% F: 42.11%
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+ 2024-08-12 10:26:04 INFO test: loss: nan - UP: 65.02% UR: 41.70% UF: 50.81% P: 61.18% R: 39.24% F: 47.81%
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+ 2024-08-12 10:26:04 INFO 0:00:01.692741s elapsed
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+ 2024-08-12 10:26:04 INFO Epoch 11 / 5000:
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+ 2024-08-12 10:26:05 INFO lr: 4.9890e-05 - loss: 0.0161 - UP: 78.80% UR: 71.60% UF: 75.03% P: 78.80% R: 71.60% F: 75.03%
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+ 2024-08-12 10:26:05 INFO dev: loss: nan - UP: 73.33% UR: 17.19% UF: 27.85% P: 66.67% R: 15.62% F: 25.32%
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+ 2024-08-12 10:26:06 INFO test: loss: nan - UP: 75.40% UR: 26.51% UF: 39.23% P: 71.60% R: 25.18% F: 37.25%
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+ 2024-08-12 10:26:06 INFO 0:00:01.689297s elapsed
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+ 2024-08-12 10:26:07 INFO lr: 4.9880e-05 - loss: 0.0731 - UP: 81.46% UR: 64.98% UF: 72.29% P: 81.46% R: 64.98% F: 72.29%
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+ 2024-08-12 10:26:07 INFO dev: loss: nan - UP: 80.00% UR: 25.00% UF: 38.10% P: 70.00% R: 21.87% F: 33.33%
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+ 2024-08-12 10:26:07 INFO test: loss: nan - UP: 76.63% UR: 32.98% UF: 46.12% P: 72.71% R: 31.29% F: 43.76%
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+ 2024-08-12 10:26:07 INFO 0:00:01.744923s elapsed
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+ 2024-08-12 10:26:07 INFO Epoch 13 / 5000:
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+ 2024-08-12 10:26:09 INFO lr: 4.9870e-05 - loss: 0.0484 - UP: 83.94% UR: 71.21% UF: 77.05% P: 83.94% R: 71.21% F: 77.05%
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+ 2024-08-12 10:26:09 INFO dev: loss: nan - UP: 75.86% UR: 34.37% UF: 47.31% P: 65.52% R: 29.69% F: 40.86%
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+ 2024-08-12 10:26:09 INFO test: loss: nan - UP: 72.10% UR: 40.15% UF: 51.58% P: 68.43% R: 38.12% F: 48.96%
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+ 2024-08-12 10:26:09 INFO 0:00:01.843789s elapsed
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+ 2024-08-12 10:26:11 INFO lr: 4.9860e-05 - loss: 0.0213 - UP: 88.81% UR: 75.68% UF: 81.72% P: 88.81% R: 75.68% F: 81.72%
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+ 2024-08-12 10:26:11 INFO dev: loss: nan - UP: 78.26% UR: 28.12% UF: 41.38% P: 69.57% R: 25.00% F: 36.78%
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+ 2024-08-12 10:26:11 INFO test: loss: nan - UP: 69.15% UR: 41.14% UF: 51.59% P: 65.13% R: 38.75% F: 48.59%
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+ 2024-08-12 10:26:11 INFO 0:00:01.765711s elapsed
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+ 2024-08-12 10:26:12 INFO lr: 4.9850e-05 - loss: 0.0315 - UP: 89.31% UR: 78.02% UF: 83.28% P: 89.31% R: 78.02% F: 83.28%
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+ 2024-08-12 10:26:12 INFO dev: loss: nan - UP: 69.44% UR: 39.06% UF: 50.00% P: 58.33% R: 32.81% F: 42.00%
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+ 2024-08-12 10:26:13 INFO test: loss: nan - UP: 60.93% UR: 46.84% UF: 52.96% P: 57.09% R: 43.88% F: 49.62%
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+ 2024-08-12 10:26:13 INFO 0:00:01.781865s elapsed
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+ 2024-08-12 10:26:14 INFO lr: 4.9840e-05 - loss: 0.0081 - UP: 85.74% UR: 80.74% UF: 83.17% P: 85.54% R: 80.54% F: 82.97%
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+ 2024-08-12 10:26:14 INFO dev: loss: nan - UP: 80.95% UR: 26.56% UF: 40.00% P: 71.43% R: 23.44% F: 35.29%
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+ 2024-08-12 10:26:15 INFO test: loss: nan - UP: 76.78% UR: 31.86% UF: 45.03% P: 72.71% R: 30.17% F: 42.64%
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+ 2024-08-12 10:26:15 INFO 0:00:01.770060s elapsed
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+ 2024-08-12 10:26:16 INFO lr: 4.9830e-05 - loss: 0.0052 - UP: 94.70% UR: 79.96% UF: 86.71% P: 94.70% R: 79.96% F: 86.71%
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+ 2024-08-12 10:26:16 INFO dev: loss: nan - UP: 70.27% UR: 40.62% UF: 51.49% P: 56.76% R: 32.81% F: 41.58%
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+ 2024-08-12 10:26:16 INFO test: loss: nan - UP: 63.02% UR: 49.02% UF: 55.14% P: 58.68% R: 45.64% F: 51.34%
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+ 2024-08-12 10:26:16 INFO 0:00:01.863899s elapsed
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+ 2024-08-12 10:26:16 INFO Epoch 18 / 5000:
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+ 2024-08-12 10:26:18 INFO lr: 4.9820e-05 - loss: 0.0196 - UP: 93.95% UR: 87.55% UF: 90.63% P: 93.95% R: 87.55% F: 90.63%
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+ 2024-08-12 10:26:18 INFO dev: loss: nan - UP: 78.26% UR: 28.12% UF: 41.38% P: 69.57% R: 25.00% F: 36.78%
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+ 2024-08-12 10:26:18 INFO test: loss: nan - UP: 78.67% UR: 35.02% UF: 48.47% P: 73.93% R: 32.91% F: 45.55%
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+ 2024-08-12 10:26:18 INFO 0:00:01.751645s elapsed
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+ 2024-08-12 10:26:18 INFO Epoch 19 / 5000:
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+ 2024-08-12 10:26:20 INFO lr: 4.9810e-05 - loss: 0.0190 - UP: 96.38% UR: 87.94% UF: 91.96% P: 96.38% R: 87.94% F: 91.96%
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+ 2024-08-12 10:26:20 INFO dev: loss: nan - UP: 75.00% UR: 32.81% UF: 45.65% P: 60.71% R: 26.56% F: 36.96%
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+ 2024-08-12 10:26:20 INFO test: loss: nan - UP: 72.29% UR: 38.89% UF: 50.57% P: 67.84% R: 36.50% F: 47.46%
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+ 2024-08-12 10:26:20 INFO 0:00:01.802038s elapsed
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+ 2024-08-12 10:26:20 INFO Epoch 20 / 5000:
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+ 2024-08-12 10:26:21 INFO lr: 4.9800e-05 - loss: 0.0154 - UP: 94.20% UR: 88.52% UF: 91.27% P: 94.20% R: 88.52% F: 91.27%
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+ 2024-08-12 10:26:21 INFO dev: loss: nan - UP: 80.00% UR: 25.00% UF: 38.10% P: 70.00% R: 21.87% F: 33.33%
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+ 2024-08-12 10:26:22 INFO test: loss: nan - UP: 78.80% UR: 32.42% UF: 45.94% P: 74.70% R: 30.73% F: 43.55%
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+ 2024-08-12 10:26:22 INFO 0:00:01.782309s elapsed
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+ 2024-08-12 10:27:03 INFO test: loss: nan - UP: 65.75% UR: 41.98% UF: 51.24% P: 62.11% R: 39.66% F: 48.41%
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+ 2024-08-12 10:27:05 INFO test: loss: nan - UP: 71.60% UR: 37.06% UF: 48.84% P: 68.48% R: 35.44% F: 46.71%
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+ 2024-08-12 10:27:08 INFO dev: loss: nan - UP: 86.67% UR: 40.62% UF: 55.32% P: 76.67% R: 35.94% F: 48.94%
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+ 2024-08-12 10:27:09 INFO test: loss: nan - UP: 73.18% UR: 38.96% UF: 50.85% P: 67.50% R: 35.94% F: 46.90%
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+ 2024-08-12 10:27:10 INFO dev: loss: nan - UP: 77.78% UR: 32.81% UF: 46.15% P: 62.96% R: 26.56% F: 37.36%
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+ 2024-08-12 10:27:11 INFO test: loss: nan - UP: 74.89% UR: 36.08% UF: 48.69% P: 69.64% R: 33.54% F: 45.28%
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+ 2024-08-12 10:27:12 INFO dev: loss: nan - UP: 67.50% UR: 42.19% UF: 51.92% P: 60.00% R: 37.50% F: 46.15%
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+ 2024-08-12 10:27:12 INFO test: loss: nan - UP: 64.27% UR: 42.12% UF: 50.89% P: 59.76% R: 39.17% F: 47.32%
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+ 2024-08-12 10:27:14 INFO test: loss: nan - UP: 63.09% UR: 45.08% UF: 52.58% P: 58.96% R: 42.12% F: 49.14%
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+ 2024-08-12 10:27:16 INFO dev: loss: nan - UP: 77.42% UR: 37.50% UF: 50.53% P: 67.74% R: 32.81% F: 44.21%
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+ 2024-08-12 10:27:16 INFO test: loss: nan - UP: 70.83% UR: 40.30% UF: 51.37% P: 67.00% R: 38.12% F: 48.59%
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+ 2024-08-12 10:27:19 INFO test: loss: nan - UP: 73.79% UR: 37.62% UF: 49.84% P: 69.79% R: 35.58% F: 47.14%
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+ 2024-08-12 10:27:21 INFO test: loss: nan - UP: 66.04% UR: 44.44% UF: 53.13% P: 61.55% R: 41.42% F: 49.52%
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+ 2024-08-12 10:27:42 INFO test: loss: nan - UP: 61.55% UR: 50.42% UF: 55.43% P: 57.42% R: 47.05% F: 51.72%
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+ 2024-08-12 10:27:44 INFO dev: loss: nan - UP: 75.00% UR: 42.19% UF: 54.00% P: 58.33% R: 32.81% F: 42.00%
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+ 2024-08-12 10:27:44 INFO test: loss: nan - UP: 63.89% UR: 44.30% UF: 52.33% P: 59.84% R: 41.49% F: 49.00%
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+ 2024-08-12 10:27:46 INFO dev: loss: nan - UP: 73.68% UR: 43.75% UF: 54.90% P: 57.89% R: 34.37% F: 43.14%
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+ 2024-08-12 10:27:46 INFO test: loss: nan - UP: 66.89% UR: 42.76% UF: 52.17% P: 63.48% R: 40.58% F: 49.51%
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+ 2024-08-12 10:27:48 INFO dev: loss: nan - UP: 75.00% UR: 37.50% UF: 50.00% P: 59.37% R: 29.69% F: 39.58%
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+ 2024-08-12 10:27:48 INFO test: loss: nan - UP: 70.62% UR: 39.38% UF: 50.56% P: 67.34% R: 37.55% F: 48.22%
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+ 2024-08-12 10:27:50 INFO test: loss: nan - UP: 61.39% UR: 50.42% UF: 55.37% P: 57.11% R: 46.91% F: 51.51%
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+ 2024-08-12 10:27:51 INFO dev: loss: nan - UP: 75.00% UR: 37.50% UF: 50.00% P: 56.25% R: 28.12% F: 37.50%
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+ 2024-08-12 10:27:52 INFO test: loss: nan - UP: 73.94% UR: 38.12% UF: 50.30% P: 70.40% R: 36.29% F: 47.89%
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+ 2024-08-12 10:27:53 INFO dev: loss: nan - UP: 73.53% UR: 39.06% UF: 51.02% P: 55.88% R: 29.69% F: 38.78%
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+ 2024-08-12 10:27:53 INFO test: loss: nan - UP: 69.01% UR: 41.49% UF: 51.82% P: 64.80% R: 38.96% F: 48.66%
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+ 2024-08-12 10:27:53 INFO 0:00:01.852038s elapsed
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+ 2024-08-12 10:27:55 INFO dev: loss: nan - UP: 80.77% UR: 32.81% UF: 46.67% P: 65.38% R: 26.56% F: 37.78%
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+ 2024-08-12 10:27:55 INFO test: loss: nan - UP: 72.01% UR: 41.98% UF: 53.04% P: 67.67% R: 39.45% F: 49.84%
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+ 2024-08-12 10:27:55 INFO 0:00:01.815885s elapsed
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+ 2024-08-12 10:27:57 INFO dev: loss: nan - UP: 81.25% UR: 40.62% UF: 54.17% P: 68.75% R: 34.37% F: 45.83%
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+ 2024-08-12 10:27:57 INFO test: loss: nan - UP: 69.98% UR: 43.60% UF: 53.73% P: 65.91% R: 41.07% F: 50.61%
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+ 2024-08-12 10:27:57 INFO 0:00:01.841640s elapsed
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+ 2024-08-12 10:27:58 INFO dev: loss: nan - UP: 74.42% UR: 50.00% UF: 59.81% P: 65.12% R: 43.75% F: 52.34%
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+ 2024-08-12 10:27:59 INFO test: loss: nan - UP: 64.88% UR: 46.77% UF: 54.35% P: 60.68% R: 43.74% F: 50.84%
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+ 2024-08-12 10:27:59 INFO 0:00:01.696531s elapsed
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+ 2024-08-12 10:28:00 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 97.28% UR: 97.47% UF: 97.38% P: 97.28% R: 97.47% F: 97.38%
461
+ 2024-08-12 10:28:00 INFO dev: loss: nan - UP: 80.56% UR: 45.31% UF: 58.00% P: 66.67% R: 37.50% F: 48.00%
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+ 2024-08-12 10:28:00 INFO test: loss: nan - UP: 68.93% UR: 46.34% UF: 55.42% P: 64.64% R: 43.46% F: 51.98%
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+ 2024-08-12 10:28:00 INFO 0:00:01.723394s elapsed
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+ 2024-08-12 10:28:02 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 98.82% UR: 97.47% UF: 98.14% P: 98.82% R: 97.47% F: 98.14%
467
+ 2024-08-12 10:28:02 INFO dev: loss: nan - UP: 79.49% UR: 48.44% UF: 60.19% P: 61.54% R: 37.50% F: 46.60%
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+ 2024-08-12 10:28:02 INFO test: loss: nan - UP: 68.16% UR: 45.92% UF: 54.87% P: 63.67% R: 42.90% F: 51.26%
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+ 2024-08-12 10:28:02 INFO 0:00:01.689684s elapsed
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+ 2024-08-12 10:28:03 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 97.70% UR: 99.22% UF: 98.46% P: 97.70% R: 99.22% F: 98.46%
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+ 2024-08-12 10:28:04 INFO dev: loss: nan - UP: 83.87% UR: 40.62% UF: 54.74% P: 70.97% R: 34.37% F: 46.32%
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+ 2024-08-12 10:28:04 INFO test: loss: nan - UP: 74.27% UR: 41.42% UF: 53.18% P: 70.24% R: 39.17% F: 50.29%
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+ 2024-08-12 10:28:04 INFO 0:00:01.730975s elapsed
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+ 2024-08-12 10:28:04 INFO Epoch 69 / 5000:
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+ 2024-08-12 10:28:05 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 99.80% UR: 99.42% UF: 99.61% P: 99.80% R: 99.42% F: 99.61%
479
+ 2024-08-12 10:28:05 INFO dev: loss: nan - UP: 77.14% UR: 42.19% UF: 54.55% P: 65.71% R: 35.94% F: 46.46%
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+ 2024-08-12 10:28:06 INFO test: loss: nan - UP: 69.77% UR: 44.30% UF: 54.19% P: 65.78% R: 41.77% F: 51.10%
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+ 2024-08-12 10:28:06 INFO 0:00:01.692033s elapsed
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+ 2024-08-12 10:28:07 INFO lr: 4.9300e-05 - loss: 0.0050 - UP: 99.22% UR: 99.03% UF: 99.12% P: 99.22% R: 99.03% F: 99.12%
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+ 2024-08-12 10:28:07 INFO dev: loss: nan - UP: 76.92% UR: 46.87% UF: 58.25% P: 66.67% R: 40.62% F: 50.49%
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+ 2024-08-12 10:28:07 INFO test: loss: nan - UP: 66.57% UR: 46.06% UF: 54.45% P: 62.50% R: 43.25% F: 51.12%
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+ 2024-08-12 10:28:07 INFO 0:00:01.748056s elapsed
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+ 2024-08-12 10:28:09 INFO lr: 4.9290e-05 - loss: 0.0001 - UP: 99.61% UR: 99.22% UF: 99.42% P: 99.61% R: 99.22% F: 99.42%
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+ 2024-08-12 10:28:09 INFO dev: loss: nan - UP: 76.32% UR: 45.31% UF: 56.86% P: 63.16% R: 37.50% F: 47.06%
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+ 2024-08-12 10:28:09 INFO test: loss: nan - UP: 69.06% UR: 44.59% UF: 54.19% P: 64.81% R: 41.84% F: 50.85%
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+ 2024-08-12 10:28:09 INFO 0:00:01.762425s elapsed
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+ 2024-08-12 10:28:10 INFO lr: 4.9280e-05 - loss: 0.0003 - UP: 99.61% UR: 99.81% UF: 99.71% P: 99.61% R: 99.81% F: 99.71%
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+ 2024-08-12 10:28:10 INFO dev: loss: nan - UP: 78.38% UR: 45.31% UF: 57.43% P: 64.86% R: 37.50% F: 47.52%
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+ 2024-08-12 10:28:11 INFO test: loss: nan - UP: 73.26% UR: 41.42% UF: 52.92% P: 69.03% R: 39.03% F: 49.87%
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+ 2024-08-12 10:28:11 INFO 0:00:01.708068s elapsed
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+ 2024-08-12 10:28:12 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 99.81% UR: 99.81% UF: 99.81% P: 99.81% R: 99.81% F: 99.81%
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+ 2024-08-12 10:28:12 INFO dev: loss: nan - UP: 76.32% UR: 45.31% UF: 56.86% P: 63.16% R: 37.50% F: 47.06%
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+ 2024-08-12 10:28:13 INFO test: loss: nan - UP: 69.71% UR: 44.51% UF: 54.33% P: 64.98% R: 41.49% F: 50.64%
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+ 2024-08-12 10:28:13 INFO 0:00:01.749860s elapsed
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+ 2024-08-12 10:28:14 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 99.80% UR: 98.83% UF: 99.32% P: 99.80% R: 98.83% F: 99.32%
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+ 2024-08-12 10:28:14 INFO dev: loss: nan - UP: 76.19% UR: 50.00% UF: 60.38% P: 61.90% R: 40.62% F: 49.06%
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+ 2024-08-12 10:28:14 INFO test: loss: nan - UP: 66.90% UR: 47.05% UF: 55.24% P: 62.20% R: 43.74% F: 51.36%
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+ 2024-08-12 10:28:14 INFO 0:00:01.744421s elapsed
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+ 2024-08-12 10:28:16 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 99.81% UR: 99.61% UF: 99.71% P: 99.81% R: 99.61% F: 99.71%
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+ 2024-08-12 10:28:16 INFO dev: loss: nan - UP: 77.50% UR: 48.44% UF: 59.62% P: 65.00% R: 40.62% F: 50.00%
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+ 2024-08-12 10:28:16 INFO test: loss: nan - UP: 69.13% UR: 45.36% UF: 54.78% P: 64.63% R: 42.41% F: 51.21%
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+ 2024-08-12 10:28:16 INFO 0:00:01.751216s elapsed
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+ 2024-08-12 10:28:17 INFO lr: 4.9240e-05 - loss: 0.0002 - UP: 99.61% UR: 100.00% UF: 99.81% P: 99.61% R: 100.00% F: 99.81%
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+ 2024-08-12 10:28:18 INFO dev: loss: nan - UP: 78.95% UR: 46.87% UF: 58.82% P: 65.79% R: 39.06% F: 49.02%
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+ 2024-08-12 10:28:18 INFO test: loss: nan - UP: 72.35% UR: 43.25% UF: 54.14% P: 68.12% R: 40.72% F: 50.97%
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+ 2024-08-12 10:28:18 INFO 0:00:01.784510s elapsed
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+ 2024-08-12 10:28:19 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 100.00% UR: 99.81% UF: 99.90% P: 100.00% R: 99.81% F: 99.90%
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+ 2024-08-12 10:28:19 INFO dev: loss: nan - UP: 80.56% UR: 45.31% UF: 58.00% P: 66.67% R: 37.50% F: 48.00%
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+ 2024-08-12 10:28:20 INFO test: loss: nan - UP: 71.66% UR: 43.39% UF: 54.05% P: 67.60% R: 40.93% F: 50.99%
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+ 2024-08-12 10:28:20 INFO 0:00:01.732011s elapsed
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+ 2024-08-12 10:28:21 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 99.61% UR: 99.81% UF: 99.71% P: 99.61% R: 99.81% F: 99.71%
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+ 2024-08-12 10:28:21 INFO dev: loss: nan - UP: 78.95% UR: 46.87% UF: 58.82% P: 63.16% R: 37.50% F: 47.06%
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+ 2024-08-12 10:28:21 INFO test: loss: nan - UP: 70.55% UR: 44.30% UF: 54.43% P: 66.07% R: 41.49% F: 50.97%
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+ 2024-08-12 10:28:21 INFO 0:00:01.812388s elapsed
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+ 2024-08-12 10:28:23 INFO lr: 4.9210e-05 - loss: 0.0002 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
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+ 2024-08-12 10:28:23 INFO dev: loss: nan - UP: 78.38% UR: 45.31% UF: 57.43% P: 62.16% R: 35.94% F: 45.54%
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+ 2024-08-12 10:28:23 INFO test: loss: nan - UP: 71.94% UR: 44.16% UF: 54.73% P: 67.70% R: 41.56% F: 51.50%
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+ 2024-08-12 10:28:23 INFO 0:00:01.772918s elapsed
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+ 2024-08-12 10:28:24 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 99.61% UR: 99.81% UF: 99.71% P: 99.61% R: 99.81% F: 99.71%
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+ 2024-08-12 10:28:25 INFO dev: loss: nan - UP: 80.56% UR: 45.31% UF: 58.00% P: 66.67% R: 37.50% F: 48.00%
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+ 2024-08-12 10:28:25 INFO test: loss: nan - UP: 73.11% UR: 43.60% UF: 54.63% P: 68.75% R: 41.00% F: 51.37%
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+ 2024-08-12 10:28:25 INFO 0:00:01.737866s elapsed
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+ 2024-08-12 10:28:26 INFO lr: 4.9190e-05 - loss: 0.0000 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
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+ 2024-08-12 10:28:26 INFO dev: loss: nan - UP: 81.58% UR: 48.44% UF: 60.78% P: 68.42% R: 40.62% F: 50.98%
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+ 2024-08-12 10:28:27 INFO test: loss: nan - UP: 70.71% UR: 44.66% UF: 54.74% P: 66.26% R: 41.84% F: 51.29%
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+ 2024-08-12 10:28:27 INFO 0:00:01.766681s elapsed
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+ 2024-08-12 10:28:30 INFO Epoch 51 saved
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+ 2024-08-12 10:28:30 INFO dev: UP: 77.78% UR: 54.69% UF: 64.22% P: 68.89% R: 48.44% F: 56.88%
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+ 2024-08-12 10:28:30 INFO test: UP: 57.71% UR: 47.40% UF: 52.05% P: 53.77% R: 44.16% F: 48.49%
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+ 2024-08-12 10:28:30 INFO 0:02:24.687085s elapsed, 0:00:01.786260s/epoch
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+ 2024-08-12 10:28:32 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ 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_byKNNMeani3_desc/10/model_vi_multibooked_eu_xlm_6
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+ device | 1
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+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ 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_byKNNMeani3_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNMeani3_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
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+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 10:28:32 INFO Building the fields
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+ 2024-08-12 10:28:34 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 10:28:34 INFO Building the model
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+ 2024-08-12 10:28:36 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
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+
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+ 2024-08-12 10:28:36 INFO Loading the data
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+ 2024-08-12 10:28:36 INFO
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+ train: Dataset(n_sentences=105, n_batches=25, n_buckets=25)
66
+ dev: Dataset(n_sentences=14, n_batches=11, n_buckets=11)
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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 10:28:36 INFO Epoch 1 / 5000:
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+ 2024-08-12 10:28:38 INFO lr: 4.9990e-05 - loss: 0.3324 - UP: 3.43% UR: 5.06% UF: 4.09% P: 2.77% R: 4.09% F: 3.30%
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+ 2024-08-12 10:28:38 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 10:28:38 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 10:28:40 INFO dev: loss: nan - UP: 100.00% UR: 1.56% UF: 3.08% P: 100.00% R: 1.56% F: 3.08%
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+ 2024-08-12 10:28:41 INFO test: loss: nan - UP: 83.87% UR: 3.66% UF: 7.01% P: 74.19% R: 3.23% F: 6.20%
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+ 2024-08-12 10:28:45 INFO 0:00:02.146581s elapsed (saved)
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+ 2024-08-12 10:28:48 INFO test: loss: nan - UP: 71.47% UR: 16.74% UF: 27.12% P: 61.26% R: 14.35% F: 23.25%
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+ 2024-08-12 10:28:59 INFO test: loss: nan - UP: 79.93% UR: 15.40% UF: 25.83% P: 74.09% R: 14.28% F: 23.94%
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+ 2024-08-12 10:29:01 INFO dev: loss: nan - UP: 62.50% UR: 15.62% UF: 25.00% P: 50.00% R: 12.50% F: 20.00%
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+ 2024-08-12 10:29:01 INFO test: loss: nan - UP: 72.02% UR: 12.31% UF: 21.02% P: 64.61% R: 11.04% F: 18.86%
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+ 2024-08-12 10:29:17 INFO 0:00:02.194705s elapsed (saved)
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+ 2024-08-12 10:29:19 INFO dev: loss: nan - UP: 65.22% UR: 23.44% UF: 34.48% P: 47.83% R: 17.19% F: 25.29%
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+ 2024-08-12 10:29:19 INFO test: loss: nan - UP: 64.08% UR: 34.25% UF: 44.64% P: 59.21% R: 31.65% F: 41.25%
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+ 2024-08-12 10:29:19 INFO 0:00:02.187134s elapsed
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+ 2024-08-12 10:29:21 INFO lr: 4.9910e-05 - loss: 0.0714 - UP: 68.00% UR: 52.92% UF: 59.52% P: 64.50% R: 50.19% F: 56.46%
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+ 2024-08-12 10:29:21 INFO dev: loss: nan - UP: 68.42% UR: 20.31% UF: 31.33% P: 47.37% R: 14.06% F: 21.69%
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+ 2024-08-12 10:29:21 INFO test: loss: nan - UP: 64.96% UR: 26.72% UF: 37.87% P: 59.32% R: 24.40% F: 34.58%
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+ 2024-08-12 10:29:21 INFO 0:00:02.109507s elapsed
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+ 2024-08-12 10:29:23 INFO dev: loss: nan - UP: 65.52% UR: 29.69% UF: 40.86% P: 51.72% R: 23.44% F: 32.26%
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+ 2024-08-12 10:29:24 INFO test: loss: nan - UP: 56.82% UR: 33.97% UF: 42.52% P: 52.24% R: 31.22% F: 39.08%
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+ 2024-08-12 10:29:34 INFO lr: 4.9880e-05 - loss: 0.0864 - UP: 77.98% UR: 58.56% UF: 66.89% P: 75.65% R: 56.81% F: 64.89%
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+ 2024-08-12 10:29:34 INFO dev: loss: nan - UP: 72.41% UR: 32.81% UF: 45.16% P: 55.17% R: 25.00% F: 34.41%
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+ 2024-08-12 10:29:35 INFO test: loss: nan - UP: 59.80% UR: 38.82% UF: 47.08% P: 53.85% R: 34.95% F: 42.39%
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+ 2024-08-12 10:29:42 INFO 0:00:02.114160s elapsed (saved)
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+ 2024-08-12 10:29:44 INFO test: loss: nan - UP: 54.11% UR: 42.12% UF: 47.37% P: 47.61% R: 37.06% F: 41.68%
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+ 2024-08-12 10:30:02 INFO test: loss: nan - UP: 60.67% UR: 41.98% UF: 49.63% P: 54.88% R: 37.97% F: 44.89%
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+ 2024-08-12 10:30:24 INFO test: loss: nan - UP: 64.78% UR: 39.45% UF: 49.04% P: 58.89% R: 35.86% F: 44.58%
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+ 2024-08-12 10:31:22 INFO test: loss: nan - UP: 61.84% UR: 42.62% UF: 50.46% P: 56.02% R: 38.61% F: 45.71%
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+ 2024-08-12 10:31:24 INFO test: loss: nan - UP: 65.23% UR: 36.15% UF: 46.52% P: 58.38% R: 32.35% F: 41.63%
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+ 2024-08-12 10:31:27 INFO test: loss: nan - UP: 59.36% UR: 45.50% UF: 51.51% P: 53.94% R: 41.35% F: 46.82%
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+ 2024-08-12 10:31:50 INFO dev: loss: nan - UP: 67.86% UR: 29.69% UF: 41.30% P: 50.00% R: 21.87% F: 30.43%
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+ 2024-08-12 10:31:50 INFO test: loss: nan - UP: 64.00% UR: 45.50% UF: 53.19% P: 57.76% R: 41.07% F: 48.01%
421
+ 2024-08-12 10:31:50 INFO 0:00:02.180473s elapsed
422
+
423
+ 2024-08-12 10:31:50 INFO Epoch 60 / 5000:
424
+ 2024-08-12 10:31:52 INFO lr: 4.9400e-05 - loss: 0.0011 - UP: 97.81% UR: 95.53% UF: 96.65% P: 97.41% R: 95.14% F: 96.26%
425
+ 2024-08-12 10:31:52 INFO dev: loss: nan - UP: 68.18% UR: 23.44% UF: 34.88% P: 54.55% R: 18.75% F: 27.91%
426
+ 2024-08-12 10:31:52 INFO test: loss: nan - UP: 70.10% UR: 38.75% UF: 49.91% P: 63.87% R: 35.30% F: 45.47%
427
+ 2024-08-12 10:31:52 INFO 0:00:02.178110s elapsed
428
+
429
+ 2024-08-12 10:32:00 INFO Epoch 30 saved
430
+ 2024-08-12 10:32:00 INFO dev: UP: 65.22% UR: 46.87% UF: 54.55% P: 54.35% R: 39.06% F: 45.45%
431
+ 2024-08-12 10:32:00 INFO test: UP: 54.58% UR: 44.02% UF: 48.73% P: 46.99% R: 37.90% F: 41.96%
432
+ 2024-08-12 10:32:00 INFO 0:02:09.164059s elapsed, 0:00:02.152734s/epoch