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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_roberta_6.train.log +504 -0
  4. models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_xlm_6.train.log +516 -0
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+ 2024-08-12 05:39:44 INFO
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+ ---------------------+-------------------------------
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+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNi6_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNi6_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | PlanTL-GOB-ES/roberta-base-ca
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 05:39:44 INFO Building the fields
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+ 2024-08-12 05:39:45 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 05:39:45 INFO Building the model
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+ 2024-08-12 05:39:47 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=3, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 05:39:47 INFO Loading the data
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+ 2024-08-12 05:39:47 INFO
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+ train: Dataset(n_sentences=116, n_batches=17, n_buckets=17)
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+ dev: Dataset(n_sentences=15, n_batches=10, n_buckets=10)
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+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 05:39:47 INFO Epoch 1 / 5000:
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+ 2024-08-12 05:39:49 INFO lr: 4.9990e-05 - loss: 0.4149 - UP: 9.93% UR: 9.24% UF: 9.57% P: 1.24% R: 1.16% F: 1.20%
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+ 2024-08-12 05:39:49 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 05:39:49 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 05:39:49 INFO 0:00:01.834557s elapsed
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+
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+ 2024-08-12 05:39:49 INFO Epoch 2 / 5000:
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+ 2024-08-12 05:39:50 INFO lr: 4.9980e-05 - loss: 0.1518 - UP: 53.49% UR: 15.18% UF: 23.65% P: 52.91% R: 15.02% F: 23.39%
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+ 2024-08-12 05:39:50 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 05:39:50 INFO test: loss: nan - UP: 82.00% UR: 1.72% UF: 3.36% P: 76.00% R: 1.59% F: 3.12%
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+ 2024-08-12 05:39:50 INFO 0:00:01.326513s elapsed
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+
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+ 2024-08-12 05:39:50 INFO Epoch 3 / 5000:
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+ 2024-08-12 05:39:51 INFO lr: 4.9970e-05 - loss: 0.1150 - UP: 74.53% UR: 39.11% UF: 51.30% P: 70.75% R: 37.13% F: 48.70%
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+ 2024-08-12 05:39:51 INFO dev: loss: nan - UP: 100.00% UR: 25.00% UF: 40.00% P: 100.00% R: 25.00% F: 40.00%
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+ 2024-08-12 05:39:52 INFO test: loss: nan - UP: 75.23% UR: 13.62% UF: 23.06% P: 58.33% R: 10.56% F: 17.88%
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+ 2024-08-12 05:39:54 INFO 0:00:01.359418s elapsed (saved)
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+
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+ 2024-08-12 05:39:54 INFO Epoch 4 / 5000:
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+ 2024-08-12 05:39:54 INFO lr: 4.9960e-05 - loss: 0.0783 - UP: 89.35% UR: 56.77% UF: 69.42% P: 86.75% R: 55.12% F: 67.41%
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+ 2024-08-12 05:39:55 INFO dev: loss: nan - UP: 81.82% UR: 45.00% UF: 58.06% P: 81.82% R: 45.00% F: 58.06%
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+ 2024-08-12 05:39:55 INFO test: loss: nan - UP: 53.52% UR: 21.66% UF: 30.84% P: 43.69% R: 17.68% F: 25.17%
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+ 2024-08-12 05:39:58 INFO 0:00:01.335750s elapsed (saved)
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+
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+ 2024-08-12 05:39:59 INFO lr: 4.9950e-05 - loss: 0.0469 - UP: 83.03% UR: 67.82% UF: 74.66% P: 80.20% R: 65.51% F: 72.12%
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+ 2024-08-12 05:39:59 INFO dev: loss: nan - UP: 91.67% UR: 41.25% UF: 56.90% P: 91.67% R: 41.25% F: 56.90%
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+ 2024-08-12 05:40:00 INFO test: loss: nan - UP: 60.42% UR: 24.05% UF: 34.40% P: 46.95% R: 18.68% F: 26.73%
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+ 2024-08-12 05:40:00 INFO 0:00:01.382667s elapsed
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+
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+ 2024-08-12 05:40:00 INFO lr: 4.9940e-05 - loss: 0.0378 - UP: 88.93% UR: 72.94% UF: 80.15% P: 86.72% R: 71.12% F: 78.15%
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+ 2024-08-12 05:40:01 INFO dev: loss: nan - UP: 77.08% UR: 46.25% UF: 57.81% P: 77.08% R: 46.25% F: 57.81%
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+ 2024-08-12 05:40:01 INFO test: loss: nan - UP: 60.36% UR: 25.64% UF: 35.99% P: 47.73% R: 20.28% F: 28.46%
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+ 2024-08-12 05:40:01 INFO 0:00:01.372972s elapsed
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+ 2024-08-12 05:40:02 INFO lr: 4.9930e-05 - loss: nan - UP: 86.19% UR: 80.36% UF: 83.18% P: 84.78% R: 79.04% F: 81.81%
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+ 2024-08-12 05:40:02 INFO dev: loss: nan - UP: 79.17% UR: 47.50% UF: 59.37% P: 79.17% R: 47.50% F: 59.37%
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+ 2024-08-12 05:40:02 INFO test: loss: nan - UP: 67.24% UR: 24.59% UF: 36.01% P: 53.04% R: 19.40% F: 28.40%
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+ 2024-08-12 05:40:06 INFO 0:00:01.325690s elapsed (saved)
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+ 2024-08-12 05:40:07 INFO lr: 4.9920e-05 - loss: 0.0353 - UP: 90.76% UR: 81.02% UF: 85.61% P: 89.65% R: 80.03% F: 84.57%
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+ 2024-08-12 05:40:07 INFO dev: loss: nan - UP: 85.37% UR: 43.75% UF: 57.85% P: 85.37% R: 43.75% F: 57.85%
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+ 2024-08-12 05:40:07 INFO test: loss: nan - UP: 71.77% UR: 22.37% UF: 34.11% P: 59.41% R: 18.52% F: 28.23%
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+ 2024-08-12 05:40:07 INFO 0:00:01.374612s elapsed
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+
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+ 2024-08-12 05:40:07 INFO Epoch 9 / 5000:
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+ 2024-08-12 05:40:08 INFO lr: 4.9910e-05 - loss: 0.0575 - UP: 90.76% UR: 84.32% UF: 87.43% P: 90.76% R: 84.32% F: 87.43%
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+ 2024-08-12 05:40:08 INFO dev: loss: nan - UP: 84.44% UR: 47.50% UF: 60.80% P: 84.44% R: 47.50% F: 60.80%
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+ 2024-08-12 05:40:09 INFO test: loss: nan - UP: 63.18% UR: 28.82% UF: 39.59% P: 51.42% R: 23.46% F: 32.22%
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+ 2024-08-12 05:40:12 INFO 0:00:01.312475s elapsed (saved)
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+
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+ 2024-08-12 05:40:12 INFO Epoch 10 / 5000:
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+ 2024-08-12 05:40:12 INFO lr: 4.9900e-05 - loss: 0.0163 - UP: 91.27% UR: 84.49% UF: 87.75% P: 91.27% R: 84.49% F: 87.75%
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+ 2024-08-12 05:40:13 INFO dev: loss: nan - UP: 81.25% UR: 48.75% UF: 60.94% P: 81.25% R: 48.75% F: 60.94%
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+ 2024-08-12 05:40:13 INFO test: loss: nan - UP: 66.67% UR: 27.48% UF: 38.92% P: 55.39% R: 22.83% F: 32.33%
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+ 2024-08-12 05:40:16 INFO 0:00:01.338171s elapsed (saved)
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+ 2024-08-12 05:40:16 INFO Epoch 11 / 5000:
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+ 2024-08-12 05:40:17 INFO lr: 4.9890e-05 - loss: 0.0461 - UP: 94.17% UR: 82.67% UF: 88.05% P: 94.17% R: 82.67% F: 88.05%
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+ 2024-08-12 05:40:17 INFO dev: loss: nan - UP: 82.46% UR: 58.75% UF: 68.61% P: 82.46% R: 58.75% F: 68.61%
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+ 2024-08-12 05:40:18 INFO test: loss: nan - UP: 67.45% UR: 27.78% UF: 39.35% P: 57.58% R: 23.71% F: 33.59%
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+ 2024-08-12 05:40:21 INFO 0:00:01.340968s elapsed (saved)
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+ 2024-08-12 05:40:22 INFO lr: 4.9880e-05 - loss: 0.0355 - UP: 93.49% UR: 85.31% UF: 89.21% P: 93.49% R: 85.31% F: 89.21%
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+ 2024-08-12 05:40:22 INFO dev: loss: nan - UP: 94.59% UR: 43.75% UF: 59.83% P: 94.59% R: 43.75% F: 59.83%
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+ 2024-08-12 05:40:23 INFO test: loss: nan - UP: 70.09% UR: 23.17% UF: 34.82% P: 56.78% R: 18.77% F: 28.21%
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+ 2024-08-12 05:40:23 INFO 0:00:01.383433s elapsed
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+ 2024-08-12 05:40:23 INFO lr: 4.9870e-05 - loss: 0.0498 - UP: 95.93% UR: 85.64% UF: 90.50% P: 95.93% R: 85.64% F: 90.50%
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+ 2024-08-12 05:40:24 INFO dev: loss: nan - UP: 80.85% UR: 47.50% UF: 59.84% P: 80.85% R: 47.50% F: 59.84%
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+ 2024-08-12 05:40:24 INFO test: loss: nan - UP: 67.24% UR: 27.94% UF: 39.48% P: 57.46% R: 23.88% F: 33.74%
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+ 2024-08-12 05:40:24 INFO 0:00:01.325569s elapsed
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+ 2024-08-12 05:40:25 INFO lr: 4.9860e-05 - loss: 0.0366 - UP: 95.09% UR: 89.44% UF: 92.18% P: 95.09% R: 89.44% F: 92.18%
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+ 2024-08-12 05:40:25 INFO dev: loss: nan - UP: 87.50% UR: 43.75% UF: 58.33% P: 87.50% R: 43.75% F: 58.33%
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+ 2024-08-12 05:40:25 INFO test: loss: nan - UP: 74.93% UR: 23.17% UF: 35.39% P: 65.04% R: 20.11% F: 30.72%
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+ 2024-08-12 05:40:25 INFO 0:00:01.298905s elapsed
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+ 2024-08-12 05:40:26 INFO lr: 4.9850e-05 - loss: 0.0223 - UP: 95.62% UR: 90.10% UF: 92.78% P: 95.45% R: 89.93% F: 92.61%
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+ 2024-08-12 05:40:26 INFO dev: loss: nan - UP: 83.67% UR: 51.25% UF: 63.57% P: 83.67% R: 51.25% F: 63.57%
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+ 2024-08-12 05:40:27 INFO test: loss: nan - UP: 70.83% UR: 28.28% UF: 40.42% P: 62.33% R: 24.88% F: 35.57%
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+ 2024-08-12 05:40:27 INFO lr: 4.9840e-05 - loss: 0.0007 - UP: 93.29% UR: 89.44% UF: 91.32% P: 93.29% R: 89.44% F: 91.32%
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+ 2024-08-12 05:40:28 INFO dev: loss: nan - UP: 94.87% UR: 46.25% UF: 62.18% P: 94.87% R: 46.25% F: 62.18%
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+ 2024-08-12 05:40:28 INFO test: loss: nan - UP: 63.25% UR: 28.99% UF: 39.76% P: 52.29% R: 23.96% F: 32.86%
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+ 2024-08-12 05:40:29 INFO lr: 4.9830e-05 - loss: 0.0120 - UP: 96.32% UR: 90.76% UF: 93.46% P: 96.32% R: 90.76% F: 93.46%
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+ 2024-08-12 05:40:29 INFO dev: loss: nan - UP: 97.30% UR: 45.00% UF: 61.54% P: 97.30% R: 45.00% F: 61.54%
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+ 2024-08-12 05:40:29 INFO test: loss: nan - UP: 68.66% UR: 27.90% UF: 39.68% P: 57.22% R: 23.25% F: 33.07%
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+ 2024-08-12 05:40:29 INFO 0:00:01.385775s elapsed
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+ 2024-08-12 05:40:30 INFO lr: 4.9820e-05 - loss: 0.0067 - UP: 96.85% UR: 91.25% UF: 93.97% P: 96.85% R: 91.25% F: 93.97%
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+ 2024-08-12 05:40:30 INFO dev: loss: nan - UP: 97.22% UR: 43.75% UF: 60.34% P: 97.22% R: 43.75% F: 60.34%
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+ 2024-08-12 05:40:31 INFO test: loss: nan - UP: 71.20% UR: 26.10% UF: 38.20% P: 60.34% R: 22.12% F: 32.37%
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+ 2024-08-12 05:40:31 INFO 0:00:01.402040s elapsed
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+ 2024-08-12 05:40:31 INFO Epoch 19 / 5000:
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+ 2024-08-12 05:40:32 INFO lr: 4.9810e-05 - loss: 0.0484 - UP: 98.76% UR: 91.75% UF: 95.12% P: 98.58% R: 91.58% F: 94.95%
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+ 2024-08-12 05:40:32 INFO dev: loss: nan - UP: 97.62% UR: 51.25% UF: 67.21% P: 97.62% R: 51.25% F: 67.21%
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+ 2024-08-12 05:40:32 INFO test: loss: nan - UP: 69.11% UR: 26.81% UF: 38.64% P: 58.53% R: 22.71% F: 32.72%
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+ 2024-08-12 05:40:32 INFO 0:00:01.414990s elapsed
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+ 2024-08-12 05:40:32 INFO Epoch 20 / 5000:
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+ 2024-08-12 05:40:33 INFO lr: 4.9800e-05 - loss: 0.0103 - UP: 97.93% UR: 93.73% UF: 95.78% P: 97.93% R: 93.73% F: 95.78%
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+ 2024-08-12 05:40:33 INFO dev: loss: nan - UP: 93.18% UR: 51.25% UF: 66.13% P: 93.18% R: 51.25% F: 66.13%
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+ 2024-08-12 05:40:33 INFO test: loss: nan - UP: 58.76% UR: 34.27% UF: 43.29% P: 48.42% R: 28.24% F: 35.67%
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+ 2024-08-12 05:40:33 INFO 0:00:01.349545s elapsed
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+ 2024-08-12 05:41:05 INFO test: loss: nan - UP: 54.29% UR: 35.23% UF: 42.73% P: 46.55% R: 30.21% F: 36.64%
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+ 2024-08-12 05:41:11 INFO test: loss: nan - UP: 58.84% UR: 36.53% UF: 45.08% P: 48.04% R: 29.83% F: 36.81%
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+ 2024-08-12 05:41:12 INFO dev: loss: nan - UP: 95.83% UR: 57.50% UF: 71.87% P: 95.83% R: 57.50% F: 71.87%
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+ 2024-08-12 05:41:13 INFO test: loss: nan - UP: 66.81% UR: 32.64% UF: 43.85% P: 55.32% R: 27.02% F: 36.31%
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+ 2024-08-12 05:41:14 INFO test: loss: nan - UP: 64.90% UR: 33.85% UF: 44.49% P: 54.06% R: 28.19% F: 37.06%
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+ 2024-08-12 05:41:19 INFO test: loss: nan - UP: 71.27% UR: 31.38% UF: 43.57% P: 59.37% R: 26.14% F: 36.30%
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+ 2024-08-12 05:41:20 INFO dev: loss: nan - UP: 93.62% UR: 55.00% UF: 69.29% P: 93.62% R: 55.00% F: 69.29%
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+ 2024-08-12 05:41:32 INFO dev: loss: nan - UP: 92.45% UR: 61.25% UF: 73.68% P: 92.45% R: 61.25% F: 73.68%
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+ 2024-08-12 05:41:33 INFO test: loss: nan - UP: 64.97% UR: 36.99% UF: 47.14% P: 54.89% R: 31.25% F: 39.83%
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+ 2024-08-12 05:41:33 INFO 0:00:01.358701s elapsed
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+ 2024-08-12 05:41:34 INFO dev: loss: nan - UP: 92.45% UR: 61.25% UF: 73.68% P: 92.45% R: 61.25% F: 73.68%
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+ 2024-08-12 05:41:34 INFO test: loss: nan - UP: 70.51% UR: 33.56% UF: 45.47% P: 59.86% R: 28.49% F: 38.60%
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+ 2024-08-12 05:41:35 INFO dev: loss: nan - UP: 91.07% UR: 63.75% UF: 75.00% P: 91.07% R: 63.75% F: 75.00%
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+ 2024-08-12 05:41:35 INFO test: loss: nan - UP: 67.19% UR: 35.94% UF: 46.83% P: 56.62% R: 30.29% F: 39.47%
397
+ 2024-08-12 05:41:35 INFO 0:00:01.331568s elapsed
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401
+ 2024-08-12 05:41:36 INFO dev: loss: nan - UP: 89.47% UR: 63.75% UF: 74.45% P: 89.47% R: 63.75% F: 74.45%
402
+ 2024-08-12 05:41:37 INFO test: loss: nan - UP: 65.93% UR: 36.32% UF: 46.84% P: 55.67% R: 30.67% F: 39.55%
403
+ 2024-08-12 05:41:37 INFO 0:00:01.327779s elapsed
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+ 2024-08-12 05:41:38 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
407
+ 2024-08-12 05:41:38 INFO dev: loss: nan - UP: 89.83% UR: 66.25% UF: 76.26% P: 89.83% R: 66.25% F: 76.26%
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+ 2024-08-12 05:41:38 INFO test: loss: nan - UP: 62.11% UR: 37.70% UF: 46.92% P: 52.45% R: 31.84% F: 39.62%
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+ 2024-08-12 05:41:38 INFO 0:00:01.365030s elapsed
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+
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+ 2024-08-12 05:41:39 INFO lr: 4.9420e-05 - loss: 0.0006 - UP: 100.00% UR: 99.83% UF: 99.92% P: 100.00% R: 99.83% F: 99.92%
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+ 2024-08-12 05:41:39 INFO dev: loss: nan - UP: 82.54% UR: 65.00% UF: 72.73% P: 82.54% R: 65.00% F: 72.73%
414
+ 2024-08-12 05:41:40 INFO test: loss: nan - UP: 61.87% UR: 37.12% UF: 46.40% P: 52.30% R: 31.38% F: 39.22%
415
+ 2024-08-12 05:41:40 INFO 0:00:01.375327s elapsed
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+ 2024-08-12 05:41:40 INFO lr: 4.9410e-05 - loss: 0.0044 - UP: 99.34% UR: 99.01% UF: 99.17% P: 99.34% R: 99.01% F: 99.17%
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+ 2024-08-12 05:41:41 INFO dev: loss: nan - UP: 86.00% UR: 53.75% UF: 66.15% P: 86.00% R: 53.75% F: 66.15%
420
+ 2024-08-12 05:41:41 INFO test: loss: nan - UP: 66.81% UR: 33.47% UF: 44.60% P: 57.27% R: 28.70% F: 38.24%
421
+ 2024-08-12 05:41:41 INFO 0:00:01.357690s elapsed
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+ 2024-08-12 05:41:42 INFO lr: 4.9400e-05 - loss: 0.0019 - UP: 97.86% UR: 98.18% UF: 98.02% P: 97.86% R: 98.18% F: 98.02%
425
+ 2024-08-12 05:41:42 INFO dev: loss: nan - UP: 90.74% UR: 61.25% UF: 73.13% P: 90.74% R: 61.25% F: 73.13%
426
+ 2024-08-12 05:41:42 INFO test: loss: nan - UP: 66.48% UR: 30.16% UF: 41.50% P: 56.69% R: 25.72% F: 35.39%
427
+ 2024-08-12 05:41:42 INFO 0:00:01.322899s elapsed
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+
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+ 2024-08-12 05:41:43 INFO lr: 4.9390e-05 - loss: nan - UP: 96.83% UR: 95.87% UF: 96.35% P: 96.83% R: 95.87% F: 96.35%
431
+ 2024-08-12 05:41:43 INFO dev: loss: nan - UP: 90.91% UR: 62.50% UF: 74.07% P: 90.91% R: 62.50% F: 74.07%
432
+ 2024-08-12 05:41:44 INFO test: loss: nan - UP: 65.97% UR: 33.05% UF: 44.04% P: 54.10% R: 27.11% F: 36.11%
433
+ 2024-08-12 05:41:44 INFO 0:00:01.313773s elapsed
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+
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+ 2024-08-12 05:41:44 INFO lr: 4.9380e-05 - loss: 0.0121 - UP: 98.99% UR: 97.19% UF: 98.08% P: 98.99% R: 97.19% F: 98.08%
437
+ 2024-08-12 05:41:45 INFO dev: loss: nan - UP: 92.86% UR: 65.00% UF: 76.47% P: 92.86% R: 65.00% F: 76.47%
438
+ 2024-08-12 05:41:45 INFO test: loss: nan - UP: 64.30% UR: 35.69% UF: 45.91% P: 55.40% R: 30.75% F: 39.55%
439
+ 2024-08-12 05:41:45 INFO 0:00:01.315349s elapsed
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+
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+ 2024-08-12 05:41:46 INFO lr: 4.9370e-05 - loss: 0.0005 - UP: 98.69% UR: 99.17% UF: 98.93% P: 98.69% R: 99.17% F: 98.93%
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+ 2024-08-12 05:41:46 INFO dev: loss: nan - UP: 91.07% UR: 63.75% UF: 75.00% P: 91.07% R: 63.75% F: 75.00%
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+ 2024-08-12 05:41:46 INFO test: loss: nan - UP: 67.81% UR: 36.45% UF: 47.41% P: 58.38% R: 31.38% F: 40.82%
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449
+ 2024-08-12 05:41:47 INFO dev: loss: nan - UP: 91.23% UR: 65.00% UF: 75.91% P: 91.23% R: 65.00% F: 75.91%
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+ 2024-08-12 05:41:48 INFO test: loss: nan - UP: 69.54% UR: 35.48% UF: 46.99% P: 59.44% R: 30.33% F: 40.17%
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+ 2024-08-12 05:41:48 INFO 0:00:01.358203s elapsed
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455
+ 2024-08-12 05:41:49 INFO dev: loss: nan - UP: 96.15% UR: 62.50% UF: 75.76% P: 96.15% R: 62.50% F: 75.76%
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+ 2024-08-12 05:41:49 INFO test: loss: nan - UP: 69.78% UR: 32.22% UF: 44.08% P: 58.53% R: 27.02% F: 36.97%
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+ 2024-08-12 05:41:49 INFO 0:00:01.368055s elapsed
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+ 2024-08-12 05:41:50 INFO lr: 4.9340e-05 - loss: 0.0006 - UP: 99.50% UR: 97.85% UF: 98.67% P: 99.50% R: 97.85% F: 98.67%
461
+ 2024-08-12 05:41:50 INFO dev: loss: nan - UP: 90.91% UR: 62.50% UF: 74.07% P: 90.91% R: 62.50% F: 74.07%
462
+ 2024-08-12 05:41:50 INFO test: loss: nan - UP: 61.10% UR: 37.58% UF: 46.54% P: 50.27% R: 30.92% F: 38.29%
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+ 2024-08-12 05:41:50 INFO 0:00:01.401755s elapsed
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+ 2024-08-12 05:41:51 INFO lr: 4.9330e-05 - loss: 0.0061 - UP: 98.48% UR: 96.20% UF: 97.33% P: 98.48% R: 96.20% F: 97.33%
467
+ 2024-08-12 05:41:51 INFO dev: loss: nan - UP: 98.00% UR: 61.25% UF: 75.38% P: 98.00% R: 61.25% F: 75.38%
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+ 2024-08-12 05:41:52 INFO test: loss: nan - UP: 63.93% UR: 31.63% UF: 42.32% P: 51.99% R: 25.72% F: 34.42%
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+ 2024-08-12 05:41:52 INFO 0:00:01.366653s elapsed
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+ 2024-08-12 05:41:53 INFO lr: 4.9320e-05 - loss: 0.0096 - UP: 95.45% UR: 97.03% UF: 96.24% P: 95.29% R: 96.86% F: 96.07%
473
+ 2024-08-12 05:41:53 INFO dev: loss: nan - UP: 89.80% UR: 55.00% UF: 68.22% P: 89.80% R: 55.00% F: 68.22%
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+ 2024-08-12 05:41:53 INFO test: loss: nan - UP: 71.08% UR: 23.38% UF: 35.18% P: 60.25% R: 19.82% F: 29.82%
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+ 2024-08-12 05:41:53 INFO 0:00:01.393818s elapsed
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+ 2024-08-12 05:41:54 INFO lr: 4.9310e-05 - loss: 0.0033 - UP: 98.29% UR: 94.72% UF: 96.47% P: 98.12% R: 94.55% F: 96.30%
479
+ 2024-08-12 05:41:54 INFO dev: loss: nan - UP: 89.83% UR: 66.25% UF: 76.26% P: 89.83% R: 66.25% F: 76.26%
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+ 2024-08-12 05:41:55 INFO test: loss: nan - UP: 58.55% UR: 39.00% UF: 46.82% P: 49.31% R: 32.84% F: 39.43%
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+ 2024-08-12 05:41:55 INFO 0:00:01.394087s elapsed
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+ 2024-08-12 05:41:56 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 99.00% UR: 98.51% UF: 98.76% P: 99.00% R: 98.51% F: 98.76%
485
+ 2024-08-12 05:41:56 INFO dev: loss: nan - UP: 92.00% UR: 57.50% UF: 70.77% P: 92.00% R: 57.50% F: 70.77%
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+ 2024-08-12 05:41:56 INFO test: loss: nan - UP: 69.35% UR: 32.80% UF: 44.54% P: 59.08% R: 27.94% F: 37.94%
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+ 2024-08-12 05:41:56 INFO 0:00:01.397066s elapsed
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+ 2024-08-12 05:41:57 INFO lr: 4.9290e-05 - loss: 0.0053 - UP: 99.83% UR: 98.18% UF: 99.00% P: 99.83% R: 98.18% F: 99.00%
491
+ 2024-08-12 05:41:57 INFO dev: loss: nan - UP: 89.83% UR: 66.25% UF: 76.26% P: 89.83% R: 66.25% F: 76.26%
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+ 2024-08-12 05:41:57 INFO test: loss: nan - UP: 66.67% UR: 37.12% UF: 47.69% P: 57.26% R: 31.88% F: 40.96%
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+ 2024-08-12 05:41:57 INFO 0:00:01.366349s elapsed
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+ 2024-08-12 05:41:58 INFO lr: 4.9280e-05 - loss: 0.0009 - UP: 99.18% UR: 99.83% UF: 99.51% P: 99.18% R: 99.83% F: 99.51%
497
+ 2024-08-12 05:41:58 INFO dev: loss: nan - UP: 89.83% UR: 66.25% UF: 76.26% P: 89.83% R: 66.25% F: 76.26%
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+ 2024-08-12 05:41:59 INFO test: loss: nan - UP: 66.77% UR: 37.12% UF: 47.71% P: 56.52% R: 31.42% F: 40.39%
499
+ 2024-08-12 05:41:59 INFO 0:00:01.414097s elapsed
500
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+ 2024-08-12 05:42:02 INFO Epoch 42 saved
502
+ 2024-08-12 05:42:02 INFO dev: UP: 96.36% UR: 66.25% UF: 78.52% P: 96.36% R: 66.25% F: 78.52%
503
+ 2024-08-12 05:42:02 INFO test: UP: 64.90% UR: 33.85% UF: 44.49% P: 54.06% R: 28.19% F: 37.06%
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+ 2024-08-12 05:42:02 INFO 0:01:39.023414s elapsed, 0:00:01.375325s/epoch
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1
+ 2024-08-12 05:42:04 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_byKNNi6_desc/10/model_vi_multibooked_ca_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_ca/head_final/sdp_byKNNi6_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNi6_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 05:42:04 INFO Building the fields
39
+ 2024-08-12 05:42:06 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 05:42:06 INFO Building the model
44
+ 2024-08-12 05:42:09 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=3, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 05:42:09 INFO Loading the data
64
+ 2024-08-12 05:42:09 INFO
65
+ train: Dataset(n_sentences=116, n_batches=17, n_buckets=17)
66
+ dev: Dataset(n_sentences=15, n_batches=10, n_buckets=10)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 05:42:09 INFO Epoch 1 / 5000:
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+ 2024-08-12 05:42:11 INFO lr: 4.9990e-05 - loss: 0.4782 - UP: 10.94% UR: 15.51% UF: 12.83% P: 4.77% R: 6.77% F: 5.60%
71
+ 2024-08-12 05:42:11 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 05:42:11 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 05:42:11 INFO 0:00:02.036622s elapsed
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+
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+ 2024-08-12 05:42:11 INFO Epoch 2 / 5000:
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+ 2024-08-12 05:42:12 INFO lr: 4.9980e-05 - loss: 0.4218 - UP: 9.82% UR: 5.28% UF: 6.87% P: 6.44% R: 3.47% F: 4.51%
77
+ 2024-08-12 05:42:12 INFO dev: loss: nan - UP: 69.23% UR: 11.25% UF: 19.35% P: 69.23% R: 11.25% F: 19.35%
78
+ 2024-08-12 05:42:13 INFO test: loss: nan - UP: 40.50% UR: 6.16% UF: 10.69% P: 30.03% R: 4.57% F: 7.93%
79
+ 2024-08-12 05:42:17 INFO 0:00:01.607932s elapsed (saved)
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+
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+ 2024-08-12 05:42:17 INFO Epoch 3 / 5000:
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+ 2024-08-12 05:42:19 INFO lr: 4.9970e-05 - loss: 0.1751 - UP: 52.15% UR: 17.99% UF: 26.75% P: 49.28% R: 17.00% F: 25.28%
83
+ 2024-08-12 05:42:19 INFO dev: loss: nan - UP: 84.62% UR: 13.75% UF: 23.66% P: 84.62% R: 13.75% F: 23.66%
84
+ 2024-08-12 05:42:19 INFO test: loss: nan - UP: 60.81% UR: 6.95% UF: 12.48% P: 42.86% R: 4.90% F: 8.80%
85
+ 2024-08-12 05:42:27 INFO 0:00:01.644991s elapsed (saved)
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+
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+ 2024-08-12 05:42:52 INFO dev: loss: nan - UP: 79.66% UR: 58.75% UF: 67.63% P: 79.66% R: 58.75% F: 67.63%
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+ 2024-08-12 05:43:01 INFO lr: 4.9850e-05 - loss: 0.1054 - UP: 92.20% UR: 83.83% UF: 87.81% P: 91.83% R: 83.50% F: 87.47%
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+ 2024-08-12 05:43:06 INFO lr: 4.9820e-05 - loss: 0.0161 - UP: 95.71% UR: 84.65% UF: 89.84% P: 95.52% R: 84.49% F: 89.67%
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+ 2024-08-12 05:43:24 INFO lr: 4.9800e-05 - loss: 0.0075 - UP: 94.97% UR: 87.29% UF: 90.97% P: 94.97% R: 87.29% F: 90.97%
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+ 2024-08-12 05:43:24 INFO dev: loss: nan - UP: 92.16% UR: 58.75% UF: 71.76% P: 92.16% R: 58.75% F: 71.76%
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+ 2024-08-12 05:43:36 INFO lr: 4.9790e-05 - loss: 0.0024 - UP: 97.55% UR: 92.08% UF: 94.74% P: 97.55% R: 92.08% F: 94.74%
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+ 2024-08-12 05:43:36 INFO test: loss: nan - UP: 52.30% UR: 32.89% UF: 40.38% P: 42.04% R: 26.43% F: 32.46%
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+ 2024-08-12 05:43:44 INFO lr: 4.9780e-05 - loss: 0.0088 - UP: 97.54% UR: 91.42% UF: 94.38% P: 97.36% R: 91.25% F: 94.21%
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+ 2024-08-12 05:43:53 INFO lr: 4.9770e-05 - loss: 0.0152 - UP: 97.24% UR: 93.07% UF: 95.11% P: 97.24% R: 93.07% F: 95.11%
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+ 2024-08-12 05:43:53 INFO dev: loss: nan - UP: 89.47% UR: 63.75% UF: 74.45% P: 89.47% R: 63.75% F: 74.45%
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+ 2024-08-12 05:43:54 INFO test: loss: nan - UP: 57.74% UR: 33.14% UF: 42.11% P: 49.05% R: 28.15% F: 35.77%
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+ 2024-08-12 05:44:01 INFO 0:00:01.614167s elapsed (saved)
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+ 2024-08-12 05:44:03 INFO lr: 4.9760e-05 - loss: 0.0003 - UP: 95.74% UR: 92.74% UF: 94.22% P: 95.74% R: 92.74% F: 94.22%
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+ 2024-08-12 05:44:03 INFO dev: loss: nan - UP: 86.21% UR: 62.50% UF: 72.46% P: 84.48% R: 61.25% F: 71.01%
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+ 2024-08-12 05:44:03 INFO test: loss: nan - UP: 56.80% UR: 34.81% UF: 43.17% P: 47.98% R: 29.41% F: 36.47%
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+ 2024-08-12 05:44:04 INFO lr: 4.9750e-05 - loss: 0.0090 - UP: 96.05% UR: 92.41% UF: 94.20% P: 96.05% R: 92.41% F: 94.20%
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+ 2024-08-12 05:44:05 INFO dev: loss: nan - UP: 89.29% UR: 62.50% UF: 73.53% P: 89.29% R: 62.50% F: 73.53%
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+ 2024-08-12 05:44:05 INFO test: loss: nan - UP: 65.50% UR: 28.95% UF: 40.15% P: 55.64% R: 24.59% F: 34.11%
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+ 2024-08-12 05:44:06 INFO lr: 4.9740e-05 - loss: nan - UP: 97.22% UR: 92.41% UF: 94.75% P: 97.22% R: 92.41% F: 94.75%
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+ 2024-08-12 05:44:06 INFO dev: loss: nan - UP: 89.66% UR: 65.00% UF: 75.36% P: 89.66% R: 65.00% F: 75.36%
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+ 2024-08-12 05:44:07 INFO test: loss: nan - UP: 57.87% UR: 34.52% UF: 43.24% P: 47.68% R: 28.45% F: 35.63%
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+ 2024-08-12 05:44:16 INFO lr: 4.9730e-05 - loss: 0.0003 - UP: 96.47% UR: 94.72% UF: 95.59% P: 96.47% R: 94.72% F: 95.59%
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+ 2024-08-12 05:44:16 INFO dev: loss: nan - UP: 88.89% UR: 60.00% UF: 71.64% P: 88.89% R: 60.00% F: 71.64%
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+ 2024-08-12 05:44:16 INFO test: loss: nan - UP: 64.40% UR: 29.41% UF: 40.38% P: 53.49% R: 24.42% F: 33.53%
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+ 2024-08-12 05:44:17 INFO lr: 4.9720e-05 - loss: 0.0007 - UP: 98.95% UR: 93.07% UF: 95.92% P: 98.95% R: 93.07% F: 95.92%
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+ 2024-08-12 05:44:17 INFO dev: loss: nan - UP: 89.29% UR: 62.50% UF: 73.53% P: 87.50% R: 61.25% F: 72.06%
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+ 2024-08-12 05:44:18 INFO test: loss: nan - UP: 60.40% UR: 36.61% UF: 45.59% P: 51.35% R: 31.13% F: 38.76%
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+ 2024-08-12 05:44:19 INFO lr: 4.9710e-05 - loss: 0.0264 - UP: 96.98% UR: 95.38% UF: 96.17% P: 96.98% R: 95.38% F: 96.17%
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+ 2024-08-12 05:44:19 INFO test: loss: nan - UP: 64.21% UR: 32.47% UF: 43.13% P: 53.94% R: 27.27% F: 36.23%
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+ 2024-08-12 05:44:20 INFO lr: 4.9700e-05 - loss: 0.0018 - UP: 97.99% UR: 96.70% UF: 97.34% P: 97.99% R: 96.70% F: 97.34%
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+ 2024-08-12 05:44:21 INFO dev: loss: nan - UP: 86.27% UR: 55.00% UF: 67.18% P: 86.27% R: 55.00% F: 67.18%
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+ 2024-08-12 05:44:21 INFO test: loss: nan - UP: 63.62% UR: 33.26% UF: 43.69% P: 53.37% R: 27.90% F: 36.64%
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+ 2024-08-12 05:44:22 INFO lr: 4.9690e-05 - loss: nan - UP: 99.15% UR: 95.71% UF: 97.40% P: 98.80% R: 95.38% F: 97.06%
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+ 2024-08-12 05:44:22 INFO dev: loss: nan - UP: 91.38% UR: 66.25% UF: 76.81% P: 91.38% R: 66.25% F: 76.81%
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+ 2024-08-12 05:44:23 INFO test: loss: nan - UP: 58.94% UR: 36.74% UF: 45.26% P: 49.53% R: 30.88% F: 38.04%
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+ 2024-08-12 05:44:33 INFO lr: 4.9670e-05 - loss: 0.0069 - UP: 98.12% UR: 94.88% UF: 96.48% P: 97.95% R: 94.72% F: 96.31%
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+ 2024-08-12 05:45:11 INFO test: loss: nan - UP: 65.58% UR: 31.21% UF: 42.29% P: 53.17% R: 25.30% F: 34.29%
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+ 2024-08-12 05:45:17 INFO test: loss: nan - UP: 63.88% UR: 35.19% UF: 45.38% P: 53.84% R: 29.66% F: 38.25%
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+ 2024-08-12 05:45:19 INFO test: loss: nan - UP: 61.73% UR: 36.49% UF: 45.87% P: 51.81% R: 30.62% F: 38.49%
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+ 2024-08-12 05:45:21 INFO test: loss: nan - UP: 62.49% UR: 36.78% UF: 46.31% P: 50.96% R: 30.00% F: 37.76%
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+ 2024-08-12 05:45:22 INFO test: loss: nan - UP: 63.96% UR: 35.32% UF: 45.51% P: 52.50% R: 28.99% F: 37.35%
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+ 2024-08-12 05:45:24 INFO test: loss: nan - UP: 61.37% UR: 35.94% UF: 45.34% P: 48.93% R: 28.66% F: 36.14%
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+ 2024-08-12 05:45:25 INFO test: loss: nan - UP: 62.90% UR: 31.46% UF: 41.94% P: 52.68% R: 26.35% F: 35.13%
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+ 2024-08-12 05:45:27 INFO test: loss: nan - UP: 56.66% UR: 34.39% UF: 42.81% P: 45.76% R: 27.78% F: 34.57%
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+ 2024-08-12 05:45:30 INFO test: loss: nan - UP: 54.24% UR: 36.70% UF: 43.78% P: 44.02% R: 29.79% F: 35.53%
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+ 2024-08-12 05:45:33 INFO test: loss: nan - UP: 53.50% UR: 37.83% UF: 44.32% P: 43.36% R: 30.67% F: 35.93%
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+ 2024-08-12 05:45:35 INFO test: loss: nan - UP: 64.06% UR: 34.27% UF: 44.65% P: 53.64% R: 28.70% F: 37.39%
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+ 2024-08-12 05:45:36 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 99.33% UR: 97.69% UF: 98.50% P: 99.33% R: 97.69% F: 98.50%
473
+ 2024-08-12 05:45:36 INFO dev: loss: nan - UP: 89.83% UR: 66.25% UF: 76.26% P: 89.83% R: 66.25% F: 76.26%
474
+ 2024-08-12 05:45:37 INFO test: loss: nan - UP: 51.97% UR: 39.80% UF: 45.08% P: 42.72% R: 32.72% F: 37.06%
475
+ 2024-08-12 05:45:37 INFO 0:00:01.649289s elapsed
476
+
477
+ 2024-08-12 05:45:37 INFO Epoch 69 / 5000:
478
+ 2024-08-12 05:45:38 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 99.51% UR: 99.67% UF: 99.59% P: 99.51% R: 99.67% F: 99.59%
479
+ 2024-08-12 05:45:38 INFO dev: loss: nan - UP: 90.74% UR: 61.25% UF: 73.13% P: 90.74% R: 61.25% F: 73.13%
480
+ 2024-08-12 05:45:38 INFO test: loss: nan - UP: 56.45% UR: 36.11% UF: 44.05% P: 46.95% R: 30.04% F: 36.64%
481
+ 2024-08-12 05:45:38 INFO 0:00:01.646512s elapsed
482
+
483
+ 2024-08-12 05:45:38 INFO Epoch 70 / 5000:
484
+ 2024-08-12 05:45:40 INFO lr: 4.9300e-05 - loss: 0.0373 - UP: 99.49% UR: 95.87% UF: 97.65% P: 99.49% R: 95.87% F: 97.65%
485
+ 2024-08-12 05:45:40 INFO dev: loss: nan - UP: 49.51% UR: 63.75% UF: 55.74% P: 49.51% R: 63.75% F: 55.74%
486
+ 2024-08-12 05:45:40 INFO test: loss: nan - UP: 44.75% UR: 37.16% UF: 40.60% P: 37.54% R: 31.17% F: 34.06%
487
+ 2024-08-12 05:45:40 INFO 0:00:01.661871s elapsed
488
+
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+ 2024-08-12 05:45:40 INFO Epoch 71 / 5000:
490
+ 2024-08-12 05:45:41 INFO lr: 4.9290e-05 - loss: 0.0008 - UP: 97.88% UR: 99.17% UF: 98.52% P: 97.88% R: 99.17% F: 98.52%
491
+ 2024-08-12 05:45:41 INFO dev: loss: nan - UP: 91.23% UR: 65.00% UF: 75.91% P: 91.23% R: 65.00% F: 75.91%
492
+ 2024-08-12 05:45:42 INFO test: loss: nan - UP: 58.20% UR: 33.89% UF: 42.84% P: 49.42% R: 28.78% F: 36.38%
493
+ 2024-08-12 05:45:42 INFO 0:00:01.660285s elapsed
494
+
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+ 2024-08-12 05:45:42 INFO Epoch 72 / 5000:
496
+ 2024-08-12 05:45:43 INFO lr: 4.9280e-05 - loss: 0.0758 - UP: 98.50% UR: 97.69% UF: 98.09% P: 98.50% R: 97.69% F: 98.09%
497
+ 2024-08-12 05:45:43 INFO dev: loss: nan - UP: 91.23% UR: 65.00% UF: 75.91% P: 89.47% R: 63.75% F: 74.45%
498
+ 2024-08-12 05:45:43 INFO test: loss: nan - UP: 52.70% UR: 36.41% UF: 43.06% P: 43.36% R: 29.95% F: 35.43%
499
+ 2024-08-12 05:45:43 INFO 0:00:01.620111s elapsed
500
+
501
+ 2024-08-12 05:45:43 INFO Epoch 73 / 5000:
502
+ 2024-08-12 05:45:45 INFO lr: 4.9270e-05 - loss: 0.0049 - UP: 97.80% UR: 95.38% UF: 96.57% P: 97.80% R: 95.38% F: 96.57%
503
+ 2024-08-12 05:45:45 INFO dev: loss: nan - UP: 90.38% UR: 58.75% UF: 71.21% P: 88.46% R: 57.50% F: 69.70%
504
+ 2024-08-12 05:45:45 INFO test: loss: nan - UP: 57.86% UR: 31.92% UF: 41.14% P: 47.23% R: 26.06% F: 33.59%
505
+ 2024-08-12 05:45:45 INFO 0:00:01.685029s elapsed
506
+
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+ 2024-08-12 05:45:45 INFO Epoch 74 / 5000:
508
+ 2024-08-12 05:45:46 INFO lr: 4.9260e-05 - loss: 0.0684 - UP: 92.92% UR: 93.07% UF: 92.99% P: 92.42% R: 92.57% F: 92.50%
509
+ 2024-08-12 05:45:46 INFO dev: loss: nan - UP: 89.29% UR: 62.50% UF: 73.53% P: 87.50% R: 61.25% F: 72.06%
510
+ 2024-08-12 05:45:47 INFO test: loss: nan - UP: 58.25% UR: 32.38% UF: 41.63% P: 46.57% R: 25.89% F: 33.28%
511
+ 2024-08-12 05:45:47 INFO 0:00:01.693376s elapsed
512
+
513
+ 2024-08-12 05:45:55 INFO Epoch 44 saved
514
+ 2024-08-12 05:45:55 INFO dev: UP: 92.98% UR: 66.25% UF: 77.37% P: 92.98% R: 66.25% F: 77.37%
515
+ 2024-08-12 05:45:55 INFO test: UP: 58.43% UR: 34.39% UF: 43.30% P: 47.12% R: 27.73% F: 34.92%
516
+ 2024-08-12 05:45:55 INFO 0:02:00.483285s elapsed, 0:00:01.628152s/epoch