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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_roberta_6 +3 -0
  3. models/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_roberta_6.train.log +402 -0
  4. models/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_xlm_6 +3 -0
  5. models/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_xlm_6.train.log +702 -0
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+ 2024-08-11 16:36:32 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/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_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/opener_en/head_final/sdp_byKNNMeani6_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNMeani6_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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 | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 16:36:32 INFO Building the fields
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+ 2024-08-11 16:36:33 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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+ 2024-08-11 16:36:33 INFO Building the model
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+ 2024-08-11 16:36:34 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(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)
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+ )
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+
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+ 2024-08-11 16:36:34 INFO Loading the data
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+ 2024-08-11 16:36:35 INFO
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+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=23, n_batches=18, n_buckets=18)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 16:36:35 INFO Epoch 1 / 5000:
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+ 2024-08-11 16:36:37 INFO lr: 4.9990e-05 - loss: 0.2641 - UP: 2.14% UR: 3.70% UF: 2.71% P: 1.20% R: 2.07% F: 1.52%
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+ 2024-08-11 16:36:38 INFO dev: loss: nan - UP: 16.67% UR: 2.56% UF: 4.44% P: 13.89% R: 2.14% F: 3.70%
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+ 2024-08-11 16:36:38 INFO test: loss: 0.1979 - UP: 38.48% UR: 6.55% UF: 11.19% P: 29.26% R: 4.98% F: 8.51%
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+ 2024-08-11 16:36:40 INFO 0:00:02.896614s elapsed (saved)
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+
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+ 2024-08-11 16:36:40 INFO Epoch 2 / 5000:
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+ 2024-08-11 16:36:42 INFO lr: 4.9980e-05 - loss: 0.1238 - UP: 17.63% UR: 4.01% UF: 6.54% P: 13.50% R: 3.07% F: 5.01%
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+ 2024-08-11 16:36:42 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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+ 2024-08-11 16:36:42 INFO test: loss: 0.1841 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 16:36:42 INFO 0:00:02.406246s elapsed
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+
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+ 2024-08-11 16:36:42 INFO Epoch 3 / 5000:
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+ 2024-08-11 16:36:44 INFO lr: 4.9970e-05 - loss: 0.1010 - UP: 19.85% UR: 1.69% UF: 3.12% P: 19.85% R: 1.69% F: 3.12%
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+ 2024-08-11 16:36:44 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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+ 2024-08-11 16:36:45 INFO test: loss: 0.1586 - UP: 85.71% UR: 0.36% UF: 0.72% P: 85.71% R: 0.36% F: 0.72%
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+ 2024-08-11 16:36:45 INFO 0:00:02.393578s elapsed
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+
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+ 2024-08-11 16:36:45 INFO Epoch 4 / 5000:
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+ 2024-08-11 16:36:46 INFO lr: 4.9960e-05 - loss: 0.2167 - UP: 42.95% UR: 4.20% UF: 7.65% P: 37.82% R: 3.70% F: 6.74%
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+ 2024-08-11 16:36:47 INFO dev: loss: nan - UP: 75.00% UR: 1.28% UF: 2.52% P: 75.00% R: 1.28% F: 2.52%
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+ 2024-08-11 16:36:47 INFO test: loss: 0.1490 - UP: 60.59% UR: 8.03% UF: 14.18% P: 53.53% R: 7.09% F: 12.53%
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+ 2024-08-11 16:36:47 INFO 0:00:02.388748s elapsed
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+
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+ 2024-08-11 16:36:47 INFO Epoch 5 / 5000:
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+ 2024-08-11 16:36:49 INFO lr: 4.9950e-05 - loss: 0.0299 - UP: 26.40% UR: 6.52% UF: 10.46% P: 25.38% R: 6.27% F: 10.06%
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+ 2024-08-11 16:36:49 INFO dev: loss: nan - UP: 64.29% UR: 3.85% UF: 7.26% P: 57.14% R: 3.42% F: 6.45%
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+ 2024-08-11 16:36:49 INFO test: loss: 0.1338 - UP: 52.37% UR: 11.98% UF: 19.50% P: 50.79% R: 11.62% F: 18.91%
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+ 2024-08-11 16:36:52 INFO 0:00:02.361824s elapsed (saved)
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+
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+ 2024-08-11 16:36:52 INFO Epoch 6 / 5000:
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+ 2024-08-11 16:36:54 INFO lr: 4.9940e-05 - loss: 0.1097 - UP: 26.73% UR: 7.27% UF: 11.43% P: 26.04% R: 7.08% F: 11.14%
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+ 2024-08-11 16:36:54 INFO dev: loss: nan - UP: 28.57% UR: 0.85% UF: 1.66% P: 14.29% R: 0.43% F: 0.83%
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+ 2024-08-11 16:36:55 INFO test: loss: 0.1315 - UP: 46.79% UR: 7.49% UF: 12.91% P: 46.60% R: 7.46% F: 12.85%
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+ 2024-08-11 16:36:55 INFO 0:00:02.334554s elapsed
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+
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+ 2024-08-11 16:36:55 INFO Epoch 7 / 5000:
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+ 2024-08-11 16:36:57 INFO lr: 4.9930e-05 - loss: 0.0346 - UP: 41.14% UR: 9.03% UF: 14.81% P: 40.00% R: 8.78% F: 14.40%
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+ 2024-08-11 16:36:57 INFO dev: loss: nan - UP: 50.00% UR: 0.43% UF: 0.85% P: 50.00% R: 0.43% F: 0.85%
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+ 2024-08-11 16:36:57 INFO test: loss: 0.1370 - UP: 69.53% UR: 4.89% UF: 9.14% P: 66.09% R: 4.65% F: 8.69%
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+ 2024-08-11 16:36:57 INFO 0:00:02.401963s elapsed
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+
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+ 2024-08-11 16:36:57 INFO Epoch 8 / 5000:
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+ 2024-08-11 16:36:59 INFO lr: 4.9920e-05 - loss: 0.0388 - UP: 54.01% UR: 10.97% UF: 18.24% P: 53.70% R: 10.91% F: 18.13%
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+ 2024-08-11 16:36:59 INFO dev: loss: nan - UP: 51.72% UR: 6.41% UF: 11.41% P: 48.28% R: 5.98% F: 10.65%
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+ 2024-08-11 16:37:00 INFO test: loss: 0.1228 - UP: 51.24% UR: 16.81% UF: 25.32% P: 48.67% R: 15.97% F: 24.05%
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+ 2024-08-11 16:37:03 INFO 0:00:02.372310s elapsed (saved)
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+
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+ 2024-08-11 16:37:03 INFO Epoch 9 / 5000:
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+ 2024-08-11 16:37:05 INFO lr: 4.9910e-05 - loss: 0.0931 - UP: 62.38% UR: 15.80% UF: 25.21% P: 61.88% R: 15.67% F: 25.01%
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+ 2024-08-11 16:37:05 INFO dev: loss: nan - UP: 54.55% UR: 7.69% UF: 13.48% P: 54.55% R: 7.69% F: 13.48%
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+ 2024-08-11 16:37:05 INFO test: loss: 0.1311 - UP: 45.91% UR: 19.32% UF: 27.19% P: 44.62% R: 18.77% F: 26.43%
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+ 2024-08-11 16:37:09 INFO 0:00:02.433619s elapsed (saved)
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+
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+ 2024-08-11 16:37:09 INFO Epoch 10 / 5000:
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+ 2024-08-11 16:37:10 INFO lr: 4.9900e-05 - loss: 0.0548 - UP: 47.73% UR: 19.81% UF: 28.00% P: 45.77% R: 19.00% F: 26.85%
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+ 2024-08-11 16:37:11 INFO dev: loss: nan - UP: 63.64% UR: 2.99% UF: 5.71% P: 63.64% R: 2.99% F: 5.71%
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+ 2024-08-11 16:37:11 INFO test: loss: 0.1656 - UP: 67.34% UR: 9.09% UF: 16.01% P: 63.53% R: 8.57% F: 15.11%
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+ 2024-08-11 16:37:11 INFO 0:00:02.350588s elapsed
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+
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+ 2024-08-11 16:37:11 INFO Epoch 11 / 5000:
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+ 2024-08-11 16:37:13 INFO lr: 4.9890e-05 - loss: 0.0230 - UP: 43.12% UR: 13.35% UF: 20.39% P: 42.11% R: 13.04% F: 19.91%
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+ 2024-08-11 16:37:13 INFO dev: loss: nan - UP: 86.67% UR: 5.56% UF: 10.44% P: 86.67% R: 5.56% F: 10.44%
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+ 2024-08-11 16:37:13 INFO test: loss: 0.1748 - UP: 61.43% UR: 6.49% UF: 11.74% P: 54.57% R: 5.77% F: 10.43%
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+ 2024-08-11 16:37:13 INFO 0:00:02.344556s elapsed
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+
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+ 2024-08-11 16:37:13 INFO Epoch 12 / 5000:
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+ 2024-08-11 16:37:15 INFO lr: 4.9880e-05 - loss: 0.0317 - UP: 71.33% UR: 19.81% UF: 31.01% P: 69.98% R: 19.44% F: 30.42%
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+ 2024-08-11 16:37:15 INFO dev: loss: nan - UP: 49.02% UR: 10.68% UF: 17.54% P: 49.02% R: 10.68% F: 17.54%
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+ 2024-08-11 16:37:16 INFO test: loss: 0.1479 - UP: 53.52% UR: 17.69% UF: 26.59% P: 46.48% R: 15.36% F: 23.09%
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+ 2024-08-11 16:37:19 INFO 0:00:02.402000s elapsed (saved)
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+
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+ 2024-08-11 16:37:19 INFO Epoch 13 / 5000:
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+ 2024-08-11 16:37:21 INFO lr: 4.9870e-05 - loss: 0.0790 - UP: 41.13% UR: 18.75% UF: 25.75% P: 40.44% R: 18.43% F: 25.32%
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+ 2024-08-11 16:37:21 INFO dev: loss: nan - UP: 70.59% UR: 5.13% UF: 9.56% P: 70.59% R: 5.13% F: 9.56%
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+ 2024-08-11 16:37:21 INFO test: loss: 0.1410 - UP: 59.58% UR: 13.70% UF: 22.28% P: 56.04% R: 12.89% F: 20.96%
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+ 2024-08-11 16:37:21 INFO 0:00:02.401217s elapsed
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+
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+ 2024-08-11 16:37:21 INFO Epoch 14 / 5000:
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+ 2024-08-11 16:37:23 INFO lr: 4.9860e-05 - loss: 0.0345 - UP: 47.83% UR: 23.45% UF: 31.47% P: 47.06% R: 23.07% F: 30.96%
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+ 2024-08-11 16:37:23 INFO dev: loss: nan - UP: 85.71% UR: 2.56% UF: 4.98% P: 85.71% R: 2.56% F: 4.98%
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+ 2024-08-11 16:37:24 INFO test: loss: 0.1488 - UP: 74.01% UR: 9.03% UF: 16.09% P: 72.03% R: 8.78% F: 15.66%
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+ 2024-08-11 16:37:24 INFO 0:00:02.312280s elapsed
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+
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+ 2024-08-11 16:37:24 INFO Epoch 15 / 5000:
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+ 2024-08-11 16:37:25 INFO lr: 4.9850e-05 - loss: 0.0286 - UP: 74.84% UR: 29.28% UF: 42.09% P: 74.52% R: 29.15% F: 41.91%
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+ 2024-08-11 16:37:26 INFO dev: loss: nan - UP: 78.05% UR: 13.68% UF: 23.27% P: 78.05% R: 13.68% F: 23.27%
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+ 2024-08-11 16:37:26 INFO test: loss: 0.1277 - UP: 63.04% UR: 19.41% UF: 29.68% P: 59.41% R: 18.29% F: 27.97%
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+ 2024-08-11 16:37:29 INFO 0:00:02.315499s elapsed (saved)
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+ 2024-08-11 16:37:29 INFO Epoch 16 / 5000:
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+ 2024-08-11 16:37:31 INFO lr: 4.9840e-05 - loss: 0.0352 - UP: 72.58% UR: 31.54% UF: 43.97% P: 72.44% R: 31.47% F: 43.88%
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+ 2024-08-11 16:37:31 INFO dev: loss: nan - UP: 53.33% UR: 20.51% UF: 29.63% P: 50.00% R: 19.23% F: 27.78%
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+ 2024-08-11 16:37:31 INFO test: loss: 0.1358 - UP: 52.51% UR: 31.63% UF: 39.48% P: 50.40% R: 30.37% F: 37.90%
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+ 2024-08-11 16:37:34 INFO 0:00:02.348713s elapsed (saved)
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+ 2024-08-11 16:37:34 INFO Epoch 17 / 5000:
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+ 2024-08-11 16:37:36 INFO lr: 4.9830e-05 - loss: 0.0344 - UP: 69.50% UR: 34.29% UF: 45.93% P: 69.50% R: 34.29% F: 45.93%
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+ 2024-08-11 16:37:36 INFO dev: loss: nan - UP: 70.00% UR: 14.96% UF: 24.65% P: 70.00% R: 14.96% F: 24.65%
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+ 2024-08-11 16:37:37 INFO test: loss: 0.1396 - UP: 58.73% UR: 19.50% UF: 29.28% P: 55.55% R: 18.44% F: 27.69%
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+ 2024-08-11 16:37:37 INFO 0:00:02.306650s elapsed
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+ 2024-08-11 16:37:37 INFO Epoch 18 / 5000:
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+ 2024-08-11 16:37:38 INFO lr: 4.9820e-05 - loss: 0.0473 - UP: 73.91% UR: 37.30% UF: 49.58% P: 73.91% R: 37.30% F: 49.58%
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+ 2024-08-11 16:37:39 INFO dev: loss: nan - UP: 53.78% UR: 27.35% UF: 36.26% P: 52.94% R: 26.92% F: 35.69%
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+ 2024-08-11 16:37:39 INFO test: loss: 0.1342 - UP: 53.77% UR: 33.32% UF: 41.15% P: 51.63% R: 32.00% F: 39.51%
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+ 2024-08-11 16:37:42 INFO 0:00:02.394109s elapsed (saved)
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+ 2024-08-11 16:37:42 INFO Epoch 19 / 5000:
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+ 2024-08-11 16:37:44 INFO lr: 4.9810e-05 - loss: 0.0262 - UP: 71.36% UR: 38.12% UF: 49.69% P: 71.36% R: 38.12% F: 49.69%
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+ 2024-08-11 16:37:44 INFO dev: loss: nan - UP: 72.73% UR: 13.68% UF: 23.02% P: 68.18% R: 12.82% F: 21.58%
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+ 2024-08-11 16:37:44 INFO test: loss: 0.1566 - UP: 65.67% UR: 24.48% UF: 35.66% P: 63.48% R: 23.66% F: 34.48%
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+ 2024-08-11 16:37:44 INFO 0:00:02.406000s elapsed
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+ 2024-08-11 16:37:44 INFO Epoch 20 / 5000:
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+ 2024-08-11 16:37:46 INFO lr: 4.9800e-05 - loss: 0.0242 - UP: 80.45% UR: 40.75% UF: 54.10% P: 80.45% R: 40.75% F: 54.10%
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+ 2024-08-11 16:37:46 INFO dev: loss: nan - UP: 82.14% UR: 19.66% UF: 31.72% P: 80.36% R: 19.23% F: 31.03%
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+ 2024-08-11 16:37:47 INFO test: loss: 0.1517 - UP: 70.99% UR: 24.96% UF: 36.94% P: 67.55% R: 23.75% F: 35.15%
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+ 2024-08-11 16:37:47 INFO 0:00:02.395831s elapsed
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+ 2024-08-11 16:37:47 INFO Epoch 21 / 5000:
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+ 2024-08-11 16:37:48 INFO lr: 4.9790e-05 - loss: 0.0219 - UP: 74.01% UR: 45.89% UF: 56.66% P: 73.91% R: 45.83% F: 56.58%
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+ 2024-08-11 16:37:49 INFO dev: loss: nan - UP: 76.74% UR: 14.10% UF: 23.83% P: 74.42% R: 13.68% F: 23.10%
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+ 2024-08-11 16:37:54 INFO test: loss: 0.1469 - UP: 69.31% UR: 32.72% UF: 44.45% P: 65.35% R: 30.85% F: 41.91%
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+ 2024-08-11 16:37:59 INFO test: loss: 0.1561 - UP: 77.65% UR: 28.52% UF: 41.72% P: 74.28% R: 27.29% F: 39.91%
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+ 2024-08-11 16:38:02 INFO test: loss: 0.1434 - UP: 67.18% UR: 38.24% UF: 48.74% P: 63.04% R: 35.89% F: 45.74%
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+ 2024-08-11 16:38:07 INFO dev: loss: nan - UP: 84.21% UR: 34.19% UF: 48.63% P: 77.89% R: 31.62% F: 44.98%
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+ 2024-08-11 16:38:07 INFO test: loss: 0.1949 - UP: 69.97% UR: 35.80% UF: 47.36% P: 65.01% R: 33.26% F: 44.01%
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+ 2024-08-11 16:38:09 INFO test: loss: 0.1556 - UP: 77.42% UR: 32.30% UF: 45.58% P: 73.59% R: 30.70% F: 43.32%
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+ 2024-08-11 16:38:11 INFO dev: loss: nan - UP: 76.74% UR: 28.21% UF: 41.25% P: 73.26% R: 26.92% F: 39.37%
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+ 2024-08-11 16:38:14 INFO lr: 4.9710e-05 - loss: 0.0142 - UP: 84.75% UR: 63.07% UF: 72.32% P: 84.58% R: 62.95% F: 72.18%
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+ 2024-08-11 16:38:14 INFO test: loss: 0.1888 - UP: 80.32% UR: 25.51% UF: 38.72% P: 76.52% R: 24.30% F: 36.88%
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+ 2024-08-11 16:38:16 INFO lr: 4.9700e-05 - loss: 0.0031 - UP: 91.67% UR: 64.14% UF: 75.47% P: 91.58% R: 64.08% F: 75.40%
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+ 2024-08-11 16:38:16 INFO dev: loss: nan - UP: 77.48% UR: 36.75% UF: 49.86% P: 76.58% R: 36.32% F: 49.28%
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+ 2024-08-11 16:38:17 INFO test: loss: 0.1620 - UP: 70.87% UR: 38.18% UF: 49.63% P: 66.83% R: 36.01% F: 46.80%
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+ 2024-08-11 16:38:19 INFO dev: loss: nan - UP: 82.11% UR: 33.33% UF: 47.42% P: 81.05% R: 32.91% F: 46.81%
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+ 2024-08-11 16:38:19 INFO test: loss: 0.1762 - UP: 72.42% UR: 36.70% UF: 48.72% P: 68.85% R: 34.89% F: 46.31%
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+ 2024-08-11 16:38:21 INFO lr: 4.9680e-05 - loss: 0.0083 - UP: 89.35% UR: 72.60% UF: 80.11% P: 89.35% R: 72.60% F: 80.11%
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+ 2024-08-11 16:38:21 INFO dev: loss: nan - UP: 81.37% UR: 35.47% UF: 49.40% P: 80.39% R: 35.04% F: 48.81%
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+ 2024-08-11 16:38:21 INFO test: loss: 0.1712 - UP: 72.12% UR: 38.03% UF: 49.80% P: 68.52% R: 36.13% F: 47.31%
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+ 2024-08-11 16:38:23 INFO dev: loss: nan - UP: 85.71% UR: 33.33% UF: 48.00% P: 83.52% R: 32.48% F: 46.77%
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+ 2024-08-11 16:38:24 INFO test: loss: 0.1794 - UP: 74.08% UR: 35.80% UF: 48.27% P: 69.46% R: 33.56% F: 45.26%
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+ 2024-08-11 16:38:25 INFO lr: 4.9660e-05 - loss: 0.0043 - UP: 93.30% UR: 74.23% UF: 82.68% P: 93.30% R: 74.23% F: 82.68%
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+ 2024-08-11 16:38:26 INFO test: loss: 0.1858 - UP: 71.25% UR: 37.10% UF: 48.79% P: 67.36% R: 35.07% F: 46.13%
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+ 2024-08-11 16:38:28 INFO lr: 4.9650e-05 - loss: 0.0019 - UP: 91.70% UR: 75.49% UF: 82.81% P: 91.70% R: 75.49% F: 82.81%
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+ 2024-08-11 16:38:28 INFO dev: loss: nan - UP: 85.88% UR: 31.20% UF: 45.77% P: 83.53% R: 30.34% F: 44.51%
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+ 2024-08-11 16:38:28 INFO test: loss: 0.1904 - UP: 75.31% UR: 34.98% UF: 47.77% P: 70.37% R: 32.69% F: 44.64%
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+ 2024-08-11 16:38:28 INFO 0:00:02.338509s elapsed
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+ 2024-08-11 16:38:30 INFO lr: 4.9640e-05 - loss: 0.0096 - UP: 91.47% UR: 74.61% UF: 82.18% P: 91.47% R: 74.61% F: 82.18%
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+ 2024-08-11 16:38:30 INFO dev: loss: nan - UP: 81.05% UR: 32.91% UF: 46.81% P: 77.89% R: 31.62% F: 44.98%
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+ 2024-08-11 16:38:31 INFO test: loss: 0.1907 - UP: 73.25% UR: 37.19% UF: 49.33% P: 68.97% R: 35.01% F: 46.45%
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+ 2024-08-11 16:38:31 INFO 0:00:02.361194s elapsed
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+ 2024-08-11 16:38:33 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 90.92% UR: 72.23% UF: 80.50% P: 90.84% R: 72.16% F: 80.43%
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+ 2024-08-11 16:38:33 INFO dev: loss: nan - UP: 81.82% UR: 34.62% UF: 48.65% P: 77.78% R: 32.91% F: 46.25%
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+ 2024-08-11 16:38:33 INFO test: loss: 0.1856 - UP: 72.74% UR: 39.54% UF: 51.23% P: 68.46% R: 37.22% F: 48.22%
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+ 2024-08-11 16:38:33 INFO 0:00:02.480857s elapsed
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+ 2024-08-11 16:38:35 INFO lr: 4.9620e-05 - loss: 0.0216 - UP: 90.02% UR: 75.17% UF: 81.93% P: 90.02% R: 75.17% F: 81.93%
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+ 2024-08-11 16:38:35 INFO dev: loss: nan - UP: 74.55% UR: 35.04% UF: 47.67% P: 70.00% R: 32.91% F: 44.77%
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+ 2024-08-11 16:38:36 INFO test: loss: 0.1766 - UP: 69.03% UR: 40.84% UF: 51.32% P: 64.34% R: 38.06% F: 47.83%
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+ 2024-08-11 16:38:36 INFO 0:00:02.398740s elapsed
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+ 2024-08-11 16:38:37 INFO lr: 4.9610e-05 - loss: 0.0047 - UP: 91.33% UR: 77.93% UF: 84.10% P: 91.26% R: 77.87% F: 84.03%
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+ 2024-08-11 16:38:37 INFO dev: loss: nan - UP: 76.27% UR: 38.46% UF: 51.14% P: 72.03% R: 36.32% F: 48.30%
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+ 2024-08-11 16:38:38 INFO test: loss: 0.1950 - UP: 65.95% UR: 45.25% UF: 53.67% P: 60.98% R: 41.84% F: 49.62%
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+ 2024-08-11 16:38:38 INFO 0:00:02.289991s elapsed
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+ 2024-08-11 16:38:40 INFO lr: 4.9600e-05 - loss: 0.0162 - UP: 90.21% UR: 74.48% UF: 81.59% P: 89.22% R: 73.67% F: 80.70%
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+ 2024-08-11 16:38:40 INFO dev: loss: nan - UP: 82.50% UR: 28.21% UF: 42.04% P: 78.75% R: 26.92% F: 40.13%
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+ 2024-08-11 16:38:40 INFO test: loss: 0.2245 - UP: 75.82% UR: 33.32% UF: 46.30% P: 71.63% R: 31.48% F: 43.74%
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+ 2024-08-11 16:38:40 INFO 0:00:02.365657s elapsed
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+ 2024-08-11 16:38:42 INFO lr: 4.9590e-05 - loss: 0.0183 - UP: 86.92% UR: 69.59% UF: 77.30% P: 85.67% R: 68.59% F: 76.18%
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+ 2024-08-11 16:38:42 INFO dev: loss: nan - UP: 64.94% UR: 42.74% UF: 51.55% P: 53.90% R: 35.47% F: 42.78%
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+ 2024-08-11 16:38:43 INFO test: loss: 0.1780 - UP: 58.03% UR: 49.38% UF: 53.36% P: 52.43% R: 44.61% F: 48.21%
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+ 2024-08-11 16:38:44 INFO lr: 4.9580e-05 - loss: 0.0022 - UP: 90.13% UR: 70.41% UF: 79.06% P: 89.09% R: 69.59% F: 78.14%
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+ 2024-08-11 16:38:44 INFO dev: loss: nan - UP: 80.00% UR: 35.90% UF: 49.56% P: 75.24% R: 33.76% F: 46.61%
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+ 2024-08-11 16:38:45 INFO test: loss: 0.1821 - UP: 70.71% UR: 39.93% UF: 51.04% P: 65.79% R: 37.16% F: 47.49%
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+ 2024-08-11 16:38:45 INFO 0:00:02.353969s elapsed
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+ 2024-08-11 16:38:47 INFO lr: 4.9570e-05 - loss: 0.0176 - UP: 85.86% UR: 73.48% UF: 79.19% P: 85.79% R: 73.42% F: 79.12%
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+ 2024-08-11 16:38:47 INFO dev: loss: nan - UP: 89.16% UR: 31.62% UF: 46.69% P: 86.75% R: 30.77% F: 45.43%
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+ 2024-08-11 16:38:47 INFO test: loss: 0.1875 - UP: 77.58% UR: 33.41% UF: 46.71% P: 73.44% R: 31.63% F: 44.22%
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+ 2024-08-11 16:38:49 INFO lr: 4.9560e-05 - loss: 0.0071 - UP: 89.93% UR: 68.90% UF: 78.03% P: 89.85% R: 68.84% F: 77.96%
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+ 2024-08-11 16:38:49 INFO dev: loss: nan - UP: 77.78% UR: 38.89% UF: 51.85% P: 70.94% R: 35.47% F: 47.29%
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+ 2024-08-11 16:38:50 INFO test: loss: 0.1679 - UP: 69.13% UR: 42.38% UF: 52.54% P: 64.11% R: 39.30% F: 48.73%
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+ 2024-08-11 16:38:51 INFO lr: 4.9550e-05 - loss: 0.0028 - UP: 90.39% UR: 74.29% UF: 81.56% P: 90.39% R: 74.29% F: 81.56%
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+ 2024-08-11 16:38:51 INFO dev: loss: nan - UP: 79.52% UR: 28.21% UF: 41.64% P: 77.11% R: 27.35% F: 40.38%
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+ 2024-08-11 16:38:52 INFO test: loss: 0.1942 - UP: 75.30% UR: 34.23% UF: 47.06% P: 71.05% R: 32.30% F: 44.41%
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+ 2024-08-11 16:38:54 INFO lr: 4.9540e-05 - loss: 0.0151 - UP: 92.94% UR: 74.23% UF: 82.54% P: 92.94% R: 74.23% F: 82.54%
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+ 2024-08-11 16:38:54 INFO dev: loss: nan - UP: 83.87% UR: 33.33% UF: 47.71% P: 78.49% R: 31.20% F: 44.65%
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+ 2024-08-11 16:38:54 INFO test: loss: 0.1820 - UP: 73.97% UR: 36.79% UF: 49.14% P: 68.81% R: 34.23% F: 45.72%
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+ 2024-08-11 16:38:56 INFO lr: 4.9530e-05 - loss: 0.0071 - UP: 91.93% UR: 79.31% UF: 85.16% P: 91.93% R: 79.31% F: 85.16%
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+ 2024-08-11 16:38:56 INFO dev: loss: nan - UP: 83.00% UR: 35.47% UF: 49.70% P: 79.00% R: 33.76% F: 47.31%
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+ 2024-08-11 16:38:57 INFO test: loss: 0.1882 - UP: 73.78% UR: 39.99% UF: 51.87% P: 69.60% R: 37.73% F: 48.93%
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+ 2024-08-11 16:38:58 INFO lr: 4.9520e-05 - loss: 0.0077 - UP: 94.14% UR: 79.62% UF: 86.28% P: 94.07% R: 79.56% F: 86.21%
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+ 2024-08-11 16:38:59 INFO dev: loss: nan - UP: 80.22% UR: 31.20% UF: 44.92% P: 74.73% R: 29.06% F: 41.85%
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+ 2024-08-11 16:38:59 INFO test: loss: 0.2250 - UP: 69.53% UR: 34.44% UF: 46.06% P: 65.14% R: 32.27% F: 43.16%
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+ 2024-08-11 16:39:01 INFO lr: 4.9510e-05 - loss: 0.0306 - UP: 73.55% UR: 48.65% UF: 58.57% P: 72.80% R: 48.15% F: 57.96%
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+ 2024-08-11 16:39:01 INFO dev: loss: nan - UP: 83.87% UR: 22.22% UF: 35.14% P: 82.26% R: 21.79% F: 34.46%
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+ 2024-08-11 16:39:01 INFO test: loss: 0.1530 - UP: 77.64% UR: 25.57% UF: 38.47% P: 72.23% R: 23.79% F: 35.79%
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+ 2024-08-11 16:39:03 INFO lr: 4.9500e-05 - loss: 0.0101 - UP: 80.96% UR: 60.50% UF: 69.25% P: 79.19% R: 59.18% F: 67.74%
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+ 2024-08-11 16:39:03 INFO dev: loss: nan - UP: 80.39% UR: 35.04% UF: 48.81% P: 72.55% R: 31.62% F: 44.05%
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+ 2024-08-11 16:39:04 INFO test: loss: 0.1631 - UP: 71.58% UR: 34.89% UF: 46.92% P: 66.81% R: 32.57% F: 43.79%
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+ 2024-08-11 16:39:06 INFO lr: 4.9490e-05 - loss: 0.0271 - UP: 85.12% UR: 57.74% UF: 68.81% P: 84.47% R: 57.30% F: 68.29%
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+ 2024-08-11 16:39:06 INFO test: loss: 0.1793 - UP: 65.40% UR: 30.12% UF: 41.25% P: 61.07% R: 28.13% F: 38.52%
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+ 2024-08-11 16:39:08 INFO lr: 4.9480e-05 - loss: 0.0017 - UP: 89.41% UR: 67.77% UF: 77.10% P: 89.25% R: 67.65% F: 76.96%
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+ 2024-08-11 16:39:09 INFO test: loss: 0.1724 - UP: 59.95% UR: 51.10% UF: 55.17% P: 54.89% R: 46.79% F: 50.51%
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+ 2024-08-11 16:39:09 INFO Epoch 53 / 5000:
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+ 2024-08-11 16:39:10 INFO lr: 4.9470e-05 - loss: 0.0115 - UP: 89.32% UR: 69.22% UF: 77.99% P: 88.75% R: 68.78% F: 77.50%
383
+ 2024-08-11 16:39:11 INFO dev: loss: nan - UP: 77.17% UR: 30.34% UF: 43.56% P: 70.65% R: 27.78% F: 39.88%
384
+ 2024-08-11 16:39:11 INFO test: loss: 0.1670 - UP: 70.92% UR: 37.61% UF: 49.15% P: 65.91% R: 34.95% F: 45.68%
385
+ 2024-08-11 16:39:11 INFO 0:00:02.424331s elapsed
386
+
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+ 2024-08-11 16:39:11 INFO Epoch 54 / 5000:
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+ 2024-08-11 16:39:13 INFO lr: 4.9460e-05 - loss: 0.0314 - UP: 89.03% UR: 76.87% UF: 82.50% P: 88.89% R: 76.74% F: 82.37%
389
+ 2024-08-11 16:39:13 INFO dev: loss: nan - UP: 70.59% UR: 41.03% UF: 51.89% P: 61.03% R: 35.47% F: 44.86%
390
+ 2024-08-11 16:39:13 INFO test: loss: 0.1918 - UP: 65.55% UR: 44.85% UF: 53.26% P: 61.45% R: 42.05% F: 49.93%
391
+ 2024-08-11 16:39:13 INFO 0:00:02.388633s elapsed
392
+
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+ 2024-08-11 16:39:13 INFO Epoch 55 / 5000:
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+ 2024-08-11 16:39:15 INFO lr: 4.9450e-05 - loss: 0.0097 - UP: 90.58% UR: 71.72% UF: 80.06% P: 90.58% R: 71.72% F: 80.06%
395
+ 2024-08-11 16:39:15 INFO dev: loss: nan - UP: 79.21% UR: 34.19% UF: 47.76% P: 75.25% R: 32.48% F: 45.37%
396
+ 2024-08-11 16:39:16 INFO test: loss: 0.1761 - UP: 71.88% UR: 37.88% UF: 49.61% P: 67.41% R: 35.53% F: 46.53%
397
+ 2024-08-11 16:39:16 INFO 0:00:02.410394s elapsed
398
+
399
+ 2024-08-11 16:39:19 INFO Epoch 25 saved
400
+ 2024-08-11 16:39:19 INFO dev: UP: 74.80% UR: 39.32% UF: 51.54% P: 71.54% R: 37.61% F: 49.30%
401
+ 2024-08-11 16:39:19 INFO test: UP: 67.18% UR: 38.24% UF: 48.74% P: 63.04% R: 35.89% F: 45.74%
402
+ 2024-08-11 16:39:19 INFO 0:02:10.763067s elapsed, 0:00:02.377510s/epoch
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1
+ 2024-08-11 16:39:21 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
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+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_byKNNMeani6_desc/10/model_vi_opener_en_xlm_6
17
+ device | 1
18
+ 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
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNMeani6_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNMeani6_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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
+ 2024-08-11 16:39:21 INFO Building the fields
39
+ 2024-08-11 16:39:23 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 16:39:23 INFO Building the model
44
+ 2024-08-11 16:39:25 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 16:39:25 INFO Loading the data
64
+ 2024-08-11 16:39:25 INFO
65
+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=23, n_batches=18, n_buckets=18)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 16:39:25 INFO Epoch 1 / 5000:
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+ 2024-08-11 16:39:28 INFO lr: 4.9990e-05 - loss: 0.3191 - UP: 2.19% UR: 5.58% UF: 3.15% P: 0.71% R: 1.82% F: 1.03%
71
+ 2024-08-11 16:39:28 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 16:39:29 INFO test: loss: 0.2049 - UP: 90.32% UR: 0.85% UF: 1.67% P: 80.65% R: 0.75% F: 1.50%
73
+ 2024-08-11 16:39:29 INFO 0:00:03.352878s elapsed
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+
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+ 2024-08-11 16:39:29 INFO Epoch 2 / 5000:
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+ 2024-08-11 16:39:31 INFO lr: 4.9980e-05 - loss: 0.1297 - UP: 24.30% UR: 5.96% UF: 9.57% P: 18.93% R: 4.64% F: 7.45%
77
+ 2024-08-11 16:39:31 INFO dev: loss: nan - UP: 66.67% UR: 0.85% UF: 1.69% P: 66.67% R: 0.85% F: 1.69%
78
+ 2024-08-11 16:39:32 INFO test: loss: 0.1863 - UP: 90.48% UR: 0.57% UF: 1.14% P: 80.95% R: 0.51% F: 1.02%
79
+ 2024-08-11 16:39:36 INFO 0:00:02.799821s elapsed (saved)
80
+
81
+ 2024-08-11 16:39:36 INFO Epoch 3 / 5000:
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+ 2024-08-11 16:39:39 INFO lr: 4.9970e-05 - loss: 0.0924 - UP: 41.77% UR: 8.59% UF: 14.25% P: 36.89% R: 7.59% F: 12.58%
83
+ 2024-08-11 16:39:39 INFO dev: loss: nan - UP: 85.71% UR: 10.26% UF: 18.32% P: 78.57% R: 9.40% F: 16.79%
84
+ 2024-08-11 16:39:39 INFO test: loss: 0.1469 - UP: 80.48% UR: 13.07% UF: 22.49% P: 74.35% R: 12.07% F: 20.77%
85
+ 2024-08-11 16:39:47 INFO 0:00:02.810785s elapsed (saved)
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+
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+ 2024-08-11 16:39:47 INFO Epoch 4 / 5000:
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+ 2024-08-11 16:39:49 INFO lr: 4.9960e-05 - loss: 0.1863 - UP: 37.92% UR: 9.15% UF: 14.75% P: 35.58% R: 8.59% F: 13.84%
89
+ 2024-08-11 16:39:50 INFO dev: loss: nan - UP: 75.00% UR: 1.28% UF: 2.52% P: 75.00% R: 1.28% F: 2.52%
90
+ 2024-08-11 16:39:50 INFO test: loss: 0.1303 - UP: 87.76% UR: 6.49% UF: 12.09% P: 85.31% R: 6.31% F: 11.75%
91
+ 2024-08-11 16:39:50 INFO 0:00:02.850346s elapsed
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+
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+ 2024-08-11 16:39:50 INFO Epoch 5 / 5000:
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+ 2024-08-11 16:39:52 INFO lr: 4.9950e-05 - loss: 0.0487 - UP: 57.38% UR: 10.97% UF: 18.42% P: 54.10% R: 10.34% F: 17.37%
95
+ 2024-08-11 16:39:52 INFO dev: loss: nan - UP: 78.05% UR: 13.68% UF: 23.27% P: 73.17% R: 12.82% F: 21.82%
96
+ 2024-08-11 16:39:53 INFO test: loss: 0.1125 - UP: 70.57% UR: 17.08% UF: 27.51% P: 66.71% R: 16.15% F: 26.00%
97
+ 2024-08-11 16:40:00 INFO 0:00:02.904717s elapsed (saved)
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+
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+ 2024-08-11 16:40:00 INFO Epoch 6 / 5000:
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+ 2024-08-11 16:40:02 INFO lr: 4.9940e-05 - loss: 0.0935 - UP: 52.57% UR: 18.62% UF: 27.50% P: 50.09% R: 17.74% F: 26.20%
101
+ 2024-08-11 16:40:03 INFO dev: loss: nan - UP: 50.00% UR: 0.43% UF: 0.85% P: 50.00% R: 0.43% F: 0.85%
102
+ 2024-08-11 16:40:03 INFO test: loss: 0.1594 - UP: 81.84% UR: 10.75% UF: 19.00% P: 79.77% R: 10.47% F: 18.52%
103
+ 2024-08-11 16:40:03 INFO 0:00:02.849985s elapsed
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+
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+ 2024-08-11 16:40:03 INFO Epoch 7 / 5000:
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+ 2024-08-11 16:40:05 INFO lr: 4.9930e-05 - loss: 0.0352 - UP: 42.06% UR: 16.93% UF: 24.14% P: 41.74% R: 16.80% F: 23.96%
107
+ 2024-08-11 16:40:05 INFO dev: loss: nan - UP: 92.00% UR: 9.83% UF: 17.76% P: 84.00% R: 8.97% F: 16.22%
108
+ 2024-08-11 16:40:06 INFO test: loss: 0.1397 - UP: 80.41% UR: 16.60% UF: 27.52% P: 77.19% R: 15.94% F: 26.42%
109
+ 2024-08-11 16:40:06 INFO 0:00:02.893791s elapsed
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+
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+ 2024-08-11 16:40:06 INFO Epoch 8 / 5000:
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+ 2024-08-11 16:40:08 INFO lr: 4.9920e-05 - loss: 0.0419 - UP: 70.40% UR: 23.26% UF: 34.97% P: 69.45% R: 22.95% F: 34.50%
113
+ 2024-08-11 16:40:08 INFO dev: loss: nan - UP: 90.00% UR: 7.69% UF: 14.17% P: 85.00% R: 7.26% F: 13.39%
114
+ 2024-08-11 16:40:09 INFO test: loss: 0.1469 - UP: 78.36% UR: 18.47% UF: 29.90% P: 74.14% R: 17.48% F: 28.29%
115
+ 2024-08-11 16:40:09 INFO 0:00:02.854369s elapsed
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+
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+ 2024-08-11 16:40:09 INFO Epoch 9 / 5000:
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+ 2024-08-11 16:40:11 INFO lr: 4.9910e-05 - loss: 0.0721 - UP: 60.10% UR: 22.95% UF: 33.21% P: 58.95% R: 22.51% F: 32.58%
119
+ 2024-08-11 16:40:11 INFO dev: loss: nan - UP: 89.74% UR: 14.96% UF: 25.64% P: 84.62% R: 14.10% F: 24.18%
120
+ 2024-08-11 16:40:12 INFO test: loss: 0.1424 - UP: 69.99% UR: 23.09% UF: 34.73% P: 66.88% R: 22.06% F: 33.18%
121
+ 2024-08-11 16:40:19 INFO 0:00:02.848839s elapsed (saved)
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+
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+ 2024-08-11 16:40:19 INFO Epoch 10 / 5000:
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+ 2024-08-11 16:40:22 INFO lr: 4.9900e-05 - loss: 0.0280 - UP: 55.88% UR: 25.02% UF: 34.56% P: 54.34% R: 24.33% F: 33.61%
125
+ 2024-08-11 16:40:22 INFO dev: loss: nan - UP: 76.47% UR: 16.67% UF: 27.37% P: 66.67% R: 14.53% F: 23.86%
126
+ 2024-08-11 16:40:22 INFO test: loss: 0.1426 - UP: 71.32% UR: 26.20% UF: 38.32% P: 66.31% R: 24.36% F: 35.63%
127
+ 2024-08-11 16:40:22 INFO 0:00:02.895886s elapsed
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+
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+ 2024-08-11 16:40:22 INFO Epoch 11 / 5000:
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+ 2024-08-11 16:40:24 INFO lr: 4.9890e-05 - loss: 0.0286 - UP: 74.81% UR: 31.10% UF: 43.93% P: 74.36% R: 30.91% F: 43.67%
131
+ 2024-08-11 16:40:25 INFO dev: loss: nan - UP: 77.27% UR: 14.53% UF: 24.46% P: 68.18% R: 12.82% F: 21.58%
132
+ 2024-08-11 16:40:25 INFO test: loss: 0.1835 - UP: 77.55% UR: 22.52% UF: 34.90% P: 72.25% R: 20.98% F: 32.51%
133
+ 2024-08-11 16:40:25 INFO 0:00:02.809721s elapsed
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+
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+ 2024-08-11 16:40:25 INFO Epoch 12 / 5000:
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+ 2024-08-11 16:40:27 INFO lr: 4.9880e-05 - loss: 0.0311 - UP: 70.39% UR: 35.17% UF: 46.91% P: 70.26% R: 35.11% F: 46.82%
137
+ 2024-08-11 16:40:27 INFO dev: loss: nan - UP: 77.19% UR: 18.80% UF: 30.24% P: 73.68% R: 17.95% F: 28.87%
138
+ 2024-08-11 16:40:28 INFO test: loss: 0.1446 - UP: 72.94% UR: 30.43% UF: 42.94% P: 70.19% R: 29.28% F: 41.32%
139
+ 2024-08-11 16:40:36 INFO 0:00:02.905986s elapsed (saved)
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+
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+ 2024-08-11 16:40:36 INFO Epoch 13 / 5000:
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+ 2024-08-11 16:40:38 INFO lr: 4.9870e-05 - loss: 0.0187 - UP: 76.26% UR: 37.05% UF: 49.87% P: 75.87% R: 36.87% F: 49.62%
143
+ 2024-08-11 16:40:38 INFO dev: loss: nan - UP: 88.24% UR: 12.82% UF: 22.39% P: 82.35% R: 11.97% F: 20.90%
144
+ 2024-08-11 16:40:39 INFO test: loss: 0.1620 - UP: 80.39% UR: 22.16% UF: 34.74% P: 76.67% R: 21.13% F: 33.13%
145
+ 2024-08-11 16:40:39 INFO 0:00:02.832509s elapsed
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+
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+ 2024-08-11 16:40:39 INFO Epoch 14 / 5000:
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+ 2024-08-11 16:40:41 INFO lr: 4.9860e-05 - loss: 0.0250 - UP: 81.20% UR: 39.00% UF: 52.69% P: 81.07% R: 38.93% F: 52.60%
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+ 2024-08-11 16:40:41 INFO dev: loss: nan - UP: 59.74% UR: 19.66% UF: 29.58% P: 55.84% R: 18.38% F: 27.65%
150
+ 2024-08-11 16:40:41 INFO test: loss: 0.1484 - UP: 67.00% UR: 32.30% UF: 43.58% P: 65.00% R: 31.33% F: 42.28%
151
+ 2024-08-11 16:40:41 INFO 0:00:02.838420s elapsed
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+
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+ 2024-08-11 16:40:44 INFO lr: 4.9850e-05 - loss: 0.0293 - UP: 78.77% UR: 41.88% UF: 54.69% P: 78.42% R: 41.69% F: 54.44%
155
+ 2024-08-11 16:40:44 INFO dev: loss: nan - UP: 84.09% UR: 15.81% UF: 26.62% P: 72.73% R: 13.68% F: 23.02%
156
+ 2024-08-11 16:40:44 INFO test: loss: 0.1559 - UP: 74.53% UR: 25.26% UF: 37.74% P: 70.26% R: 23.82% F: 35.57%
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+ 2024-08-11 16:40:44 INFO 0:00:02.879823s elapsed
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+
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+ 2024-08-11 16:40:44 INFO Epoch 16 / 5000:
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+ 2024-08-11 16:40:47 INFO lr: 4.9840e-05 - loss: 0.0454 - UP: 74.02% UR: 35.55% UF: 48.03% P: 73.76% R: 35.42% F: 47.86%
161
+ 2024-08-11 16:40:47 INFO dev: loss: nan - UP: 66.13% UR: 17.52% UF: 27.70% P: 64.52% R: 17.09% F: 27.03%
162
+ 2024-08-11 16:40:47 INFO test: loss: 0.1418 - UP: 66.86% UR: 31.48% UF: 42.81% P: 63.33% R: 29.82% F: 40.55%
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+ 2024-08-11 16:40:47 INFO 0:00:02.887214s elapsed
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+
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+ 2024-08-11 16:40:47 INFO Epoch 17 / 5000:
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+ 2024-08-11 16:40:49 INFO lr: 4.9830e-05 - loss: 0.0475 - UP: 69.80% UR: 36.80% UF: 48.19% P: 69.32% R: 36.55% F: 47.87%
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+ 2024-08-11 16:40:49 INFO dev: loss: nan - UP: 83.33% UR: 4.27% UF: 8.13% P: 83.33% R: 4.27% F: 8.13%
168
+ 2024-08-11 16:40:50 INFO test: loss: 0.1669 - UP: 83.69% UR: 11.77% UF: 20.64% P: 78.11% R: 10.99% F: 19.26%
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+ 2024-08-11 16:40:50 INFO 0:00:02.720957s elapsed
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+
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+ 2024-08-11 16:40:50 INFO Epoch 18 / 5000:
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+ 2024-08-11 16:40:52 INFO lr: 4.9820e-05 - loss: 0.0564 - UP: 80.49% UR: 35.17% UF: 48.95% P: 78.19% R: 34.17% F: 47.56%
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+ 2024-08-11 16:40:52 INFO dev: loss: nan - UP: 72.92% UR: 14.96% UF: 24.82% P: 68.75% R: 14.10% F: 23.40%
174
+ 2024-08-11 16:40:53 INFO test: loss: 0.1518 - UP: 74.51% UR: 24.09% UF: 36.41% P: 66.48% R: 21.49% F: 32.48%
175
+ 2024-08-11 16:40:53 INFO 0:00:02.813230s elapsed
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+
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+ 2024-08-11 16:40:53 INFO Epoch 19 / 5000:
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+ 2024-08-11 16:40:55 INFO lr: 4.9810e-05 - loss: 0.0679 - UP: 76.28% UR: 41.13% UF: 53.44% P: 74.88% R: 40.38% F: 52.46%
179
+ 2024-08-11 16:40:55 INFO dev: loss: nan - UP: 65.48% UR: 23.50% UF: 34.59% P: 61.90% R: 22.22% F: 32.70%
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+ 2024-08-11 16:40:56 INFO test: loss: 0.1437 - UP: 67.49% UR: 33.02% UF: 44.35% P: 64.40% R: 31.51% F: 42.32%
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+ 2024-08-11 16:41:03 INFO 0:00:02.909147s elapsed (saved)
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+
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+ 2024-08-11 16:41:06 INFO test: loss: 0.1479 - UP: 70.91% UR: 28.25% UF: 40.41% P: 67.05% R: 26.71% F: 38.20%
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+ 2024-08-11 16:41:22 INFO test: loss: 0.1471 - UP: 64.89% UR: 35.59% UF: 45.96% P: 62.36% R: 34.20% F: 44.17%
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+ 2024-08-11 16:41:24 INFO test: loss: 0.1455 - UP: 69.23% UR: 32.66% UF: 44.38% P: 66.09% R: 31.18% F: 42.37%
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+ 2024-08-11 16:41:27 INFO test: loss: 0.1403 - UP: 71.87% UR: 25.45% UF: 37.58% P: 68.20% R: 24.15% F: 35.67%
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+ 2024-08-11 16:41:30 INFO dev: loss: nan - UP: 68.54% UR: 26.07% UF: 37.77% P: 64.04% R: 24.36% F: 35.29%
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+ 2024-08-11 16:41:30 INFO test: loss: 0.1376 - UP: 68.76% UR: 36.61% UF: 47.78% P: 65.87% R: 35.07% F: 45.78%
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+ 2024-08-11 16:41:33 INFO test: loss: 0.1455 - UP: 72.51% UR: 34.47% UF: 46.73% P: 70.16% R: 33.35% F: 45.21%
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+ 2024-08-11 16:41:35 INFO dev: loss: nan - UP: 57.69% UR: 32.05% UF: 41.21% P: 51.54% R: 28.63% F: 36.81%
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+ 2024-08-11 16:41:36 INFO test: loss: 0.1505 - UP: 70.37% UR: 39.00% UF: 50.18% P: 67.10% R: 37.19% F: 47.85%
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+ 2024-08-11 16:41:48 INFO lr: 4.9700e-05 - loss: 0.0035 - UP: 87.52% UR: 63.76% UF: 73.78% P: 87.52% R: 63.76% F: 73.78%
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+ 2024-08-11 16:41:49 INFO dev: loss: nan - UP: 81.05% UR: 32.91% UF: 46.81% P: 80.00% R: 32.48% F: 46.20%
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+ 2024-08-11 16:41:49 INFO test: loss: 0.1643 - UP: 70.58% UR: 36.85% UF: 48.42% P: 66.59% R: 34.77% F: 45.69%
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+ 2024-08-11 16:41:59 INFO dev: loss: nan - UP: 74.67% UR: 23.93% UF: 36.25% P: 72.00% R: 23.08% F: 34.95%
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+ 2024-08-11 16:41:59 INFO test: loss: 0.1563 - UP: 72.76% UR: 34.98% UF: 47.25% P: 68.93% R: 33.14% F: 44.76%
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+ 2024-08-11 16:42:02 INFO lr: 4.9680e-05 - loss: 0.0071 - UP: 87.85% UR: 65.27% UF: 74.89% P: 87.85% R: 65.27% F: 74.89%
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+ 2024-08-11 16:42:02 INFO dev: loss: nan - UP: 78.49% UR: 31.20% UF: 44.65% P: 75.27% R: 29.91% F: 42.81%
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+ 2024-08-11 16:42:02 INFO test: loss: 0.1728 - UP: 72.55% UR: 38.70% UF: 50.47% P: 68.93% R: 36.76% F: 47.95%
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+ 2024-08-11 16:42:04 INFO lr: 4.9670e-05 - loss: 0.0000 - UP: 90.01% UR: 68.34% UF: 77.69% P: 90.01% R: 68.34% F: 77.69%
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+ 2024-08-11 16:42:05 INFO dev: loss: nan - UP: 76.53% UR: 32.05% UF: 45.18% P: 73.47% R: 30.77% F: 43.37%
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+ 2024-08-11 16:42:05 INFO test: loss: 0.1826 - UP: 73.90% UR: 37.43% UF: 49.69% P: 70.86% R: 35.89% F: 47.65%
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+ 2024-08-11 16:42:07 INFO lr: 4.9660e-05 - loss: 0.0219 - UP: 89.46% UR: 67.59% UF: 77.00% P: 89.46% R: 67.59% F: 77.00%
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+ 2024-08-11 16:42:08 INFO dev: loss: nan - UP: 84.78% UR: 33.33% UF: 47.85% P: 81.52% R: 32.05% F: 46.01%
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+ 2024-08-11 16:42:08 INFO test: loss: 0.1770 - UP: 74.57% UR: 36.73% UF: 49.22% P: 71.26% R: 35.10% F: 47.04%
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+ 2024-08-11 16:42:08 INFO 0:00:02.891746s elapsed
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+ 2024-08-11 16:42:10 INFO lr: 4.9650e-05 - loss: 0.0004 - UP: 90.60% UR: 69.53% UF: 78.68% P: 90.60% R: 69.53% F: 78.68%
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+ 2024-08-11 16:42:10 INFO dev: loss: nan - UP: 88.75% UR: 30.34% UF: 45.22% P: 85.00% R: 29.06% F: 43.31%
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+ 2024-08-11 16:42:11 INFO test: loss: 0.1915 - UP: 77.70% UR: 34.92% UF: 48.19% P: 74.61% R: 33.53% F: 46.27%
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+ 2024-08-11 16:42:11 INFO 0:00:02.936005s elapsed
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+ 2024-08-11 16:42:13 INFO lr: 4.9640e-05 - loss: 0.0071 - UP: 90.89% UR: 65.64% UF: 76.23% P: 90.10% R: 65.08% F: 75.57%
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+ 2024-08-11 16:42:13 INFO dev: loss: nan - UP: 72.00% UR: 23.08% UF: 34.95% P: 72.00% R: 23.08% F: 34.95%
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+ 2024-08-11 16:42:14 INFO test: loss: 0.1467 - UP: 78.41% UR: 28.28% UF: 41.57% P: 71.80% R: 25.90% F: 38.07%
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+ 2024-08-11 16:42:14 INFO 0:00:02.799714s elapsed
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+ 2024-08-11 16:42:16 INFO lr: 4.9630e-05 - loss: 0.0093 - UP: 89.72% UR: 67.34% UF: 76.93% P: 89.64% R: 67.27% F: 76.86%
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+ 2024-08-11 16:42:16 INFO dev: loss: nan - UP: 65.49% UR: 39.74% UF: 49.47% P: 61.27% R: 37.18% F: 46.28%
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+ 2024-08-11 16:42:16 INFO test: loss: 0.1536 - UP: 66.55% UR: 40.78% UF: 50.57% P: 62.32% R: 38.18% F: 47.35%
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+ 2024-08-11 16:42:24 INFO 0:00:02.799088s elapsed (saved)
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+ 2024-08-11 16:42:26 INFO lr: 4.9620e-05 - loss: 0.0056 - UP: 87.37% UR: 71.16% UF: 78.44% P: 87.37% R: 71.16% F: 78.44%
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+ 2024-08-11 16:42:26 INFO dev: loss: nan - UP: 83.33% UR: 38.46% UF: 52.63% P: 78.70% R: 36.32% F: 49.71%
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+ 2024-08-11 16:42:26 INFO test: loss: 0.1783 - UP: 74.46% UR: 37.76% UF: 50.11% P: 71.13% R: 36.07% F: 47.87%
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+ 2024-08-11 16:42:34 INFO 0:00:02.871429s elapsed (saved)
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+ 2024-08-11 16:42:36 INFO lr: 4.9610e-05 - loss: 0.0088 - UP: 90.96% UR: 67.52% UF: 77.51% P: 90.96% R: 67.52% F: 77.51%
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+ 2024-08-11 16:42:36 INFO dev: loss: nan - UP: 63.23% UR: 41.88% UF: 50.39% P: 58.06% R: 38.46% F: 46.27%
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+ 2024-08-11 16:42:36 INFO test: loss: 0.1676 - UP: 67.77% UR: 43.86% UF: 53.25% P: 63.76% R: 41.26% F: 50.10%
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+ 2024-08-11 16:42:36 INFO 0:00:02.814050s elapsed
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+ 2024-08-11 16:42:39 INFO lr: 4.9600e-05 - loss: 0.0115 - UP: 89.80% UR: 72.29% UF: 80.10% P: 89.72% R: 72.23% F: 80.03%
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+ 2024-08-11 16:42:39 INFO dev: loss: nan - UP: 78.70% UR: 36.32% UF: 49.71% P: 77.78% R: 35.90% F: 49.12%
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+ 2024-08-11 16:42:39 INFO test: loss: 0.2005 - UP: 74.86% UR: 37.04% UF: 49.56% P: 71.69% R: 35.47% F: 47.46%
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+ 2024-08-11 16:42:39 INFO 0:00:02.821613s elapsed
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+ 2024-08-11 16:42:41 INFO lr: 4.9590e-05 - loss: 0.0070 - UP: 79.80% UR: 71.10% UF: 75.20% P: 79.80% R: 71.10% F: 75.20%
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+ 2024-08-11 16:42:42 INFO dev: loss: nan - UP: 84.78% UR: 33.33% UF: 47.85% P: 82.61% R: 32.48% F: 46.63%
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+ 2024-08-11 16:42:42 INFO test: loss: 0.1822 - UP: 74.45% UR: 39.06% UF: 51.24% P: 69.51% R: 36.46% F: 47.83%
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+ 2024-08-11 16:42:44 INFO lr: 4.9580e-05 - loss: 0.0035 - UP: 91.35% UR: 66.21% UF: 76.77% P: 90.92% R: 65.89% F: 76.41%
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+ 2024-08-11 16:42:44 INFO dev: loss: nan - UP: 79.22% UR: 26.07% UF: 39.23% P: 76.62% R: 25.21% F: 37.94%
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+ 2024-08-11 16:42:45 INFO test: loss: 0.1708 - UP: 77.05% UR: 32.84% UF: 46.05% P: 73.09% R: 31.15% F: 43.68%
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+ 2024-08-11 16:42:47 INFO lr: 4.9570e-05 - loss: 0.0036 - UP: 88.80% UR: 64.14% UF: 74.48% P: 88.45% R: 63.89% F: 74.19%
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+ 2024-08-11 16:42:47 INFO dev: loss: nan - UP: 68.53% UR: 41.88% UF: 51.99% P: 62.94% R: 38.46% F: 47.75%
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+ 2024-08-11 16:42:48 INFO test: loss: 0.1862 - UP: 63.16% UR: 45.13% UF: 52.64% P: 58.68% R: 41.93% F: 48.91%
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+ 2024-08-11 16:42:50 INFO lr: 4.9560e-05 - loss: 0.0114 - UP: 90.13% UR: 65.83% UF: 76.09% P: 90.04% R: 65.77% F: 76.01%
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+ 2024-08-11 16:42:50 INFO dev: loss: nan - UP: 49.02% UR: 32.05% UF: 38.76% P: 43.14% R: 28.21% F: 34.11%
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+ 2024-08-11 16:42:51 INFO test: loss: 0.2006 - UP: 60.77% UR: 30.49% UF: 40.60% P: 55.78% R: 27.98% F: 37.27%
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+ 2024-08-11 16:42:53 INFO lr: 4.9550e-05 - loss: 0.0205 - UP: 80.96% UR: 62.13% UF: 70.31% P: 80.88% R: 62.07% F: 70.24%
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+ 2024-08-11 16:42:53 INFO dev: loss: nan - UP: 70.19% UR: 31.20% UF: 43.20% P: 68.27% R: 30.34% F: 42.01%
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+ 2024-08-11 16:42:53 INFO test: loss: 0.1924 - UP: 72.32% UR: 37.94% UF: 49.77% P: 67.72% R: 35.53% F: 46.60%
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+ 2024-08-11 16:42:56 INFO lr: 4.9540e-05 - loss: 0.0014 - UP: 89.83% UR: 63.70% UF: 74.54% P: 89.66% R: 63.57% F: 74.39%
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+ 2024-08-11 16:42:56 INFO dev: loss: nan - UP: 67.55% UR: 43.59% UF: 52.99% P: 61.59% R: 39.74% F: 48.31%
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+ 2024-08-11 16:42:56 INFO test: loss: 0.1881 - UP: 66.44% UR: 45.06% UF: 53.71% P: 61.50% R: 41.71% F: 49.71%
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+ 2024-08-11 16:42:59 INFO lr: 4.9530e-05 - loss: 0.0009 - UP: 93.21% UR: 70.53% UF: 80.30% P: 93.21% R: 70.53% F: 80.30%
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+ 2024-08-11 16:42:59 INFO dev: loss: nan - UP: 77.60% UR: 41.45% UF: 54.04% P: 72.00% R: 38.46% F: 50.14%
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+ 2024-08-11 16:42:59 INFO test: loss: 0.1915 - UP: 70.53% UR: 43.50% UF: 53.81% P: 66.08% R: 40.75% F: 50.41%
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+ 2024-08-11 16:43:09 INFO lr: 4.9520e-05 - loss: 0.0049 - UP: 93.88% UR: 75.99% UF: 83.99% P: 93.88% R: 75.99% F: 83.99%
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+ 2024-08-11 16:43:09 INFO dev: loss: nan - UP: 73.48% UR: 41.45% UF: 53.01% P: 67.42% R: 38.03% F: 48.63%
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+ 2024-08-11 16:43:09 INFO test: loss: 0.1944 - UP: 70.83% UR: 44.13% UF: 54.38% P: 66.33% R: 41.32% F: 50.92%
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+ 2024-08-11 16:43:12 INFO lr: 4.9510e-05 - loss: 0.0200 - UP: 91.01% UR: 77.43% UF: 83.67% P: 90.86% R: 77.30% F: 83.54%
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+ 2024-08-11 16:43:12 INFO dev: loss: nan - UP: 82.18% UR: 35.47% UF: 49.55% P: 79.21% R: 34.19% F: 47.76%
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+ 2024-08-11 16:43:12 INFO test: loss: 0.2133 - UP: 78.49% UR: 39.00% UF: 52.11% P: 73.39% R: 36.46% F: 48.72%
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+ 2024-08-11 16:43:14 INFO lr: 4.9500e-05 - loss: 0.0055 - UP: 94.80% UR: 77.74% UF: 85.43% P: 94.80% R: 77.74% F: 85.43%
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+ 2024-08-11 16:43:15 INFO dev: loss: nan - UP: 76.42% UR: 40.17% UF: 52.66% P: 72.36% R: 38.03% F: 49.86%
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+ 2024-08-11 16:43:15 INFO test: loss: 0.2055 - UP: 72.82% UR: 42.77% UF: 53.89% P: 68.29% R: 40.11% F: 50.54%
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+ 2024-08-11 16:43:17 INFO lr: 4.9490e-05 - loss: 0.0031 - UP: 94.28% UR: 80.56% UF: 86.88% P: 94.28% R: 80.56% F: 86.88%
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+ 2024-08-11 16:43:18 INFO test: loss: 0.2220 - UP: 75.72% UR: 41.90% UF: 53.94% P: 71.14% R: 39.36% F: 50.68%
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+ 2024-08-11 16:43:45 INFO lr: 4.9420e-05 - loss: 0.0009 - UP: 92.82% UR: 84.33% UF: 88.37% P: 92.75% R: 84.26% F: 88.30%
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+ 2024-08-11 16:43:45 INFO test: loss: 0.2323 - UP: 77.22% UR: 39.18% UF: 51.98% P: 73.29% R: 37.19% F: 49.34%
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+ 2024-08-11 16:43:48 INFO test: loss: 0.2235 - UP: 75.31% UR: 41.53% UF: 53.54% P: 71.05% R: 39.18% F: 50.51%
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+ 2024-08-11 16:43:48 INFO 0:00:02.853965s elapsed
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+ 2024-08-11 16:43:51 INFO test: loss: 0.2398 - UP: 72.87% UR: 46.94% UF: 57.10% P: 68.98% R: 44.43% F: 54.05%
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+ 2024-08-11 16:44:01 INFO dev: loss: nan - UP: 80.00% UR: 42.74% UF: 55.71% P: 73.60% R: 39.32% F: 51.25%
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+ 2024-08-11 16:44:01 INFO test: loss: 0.2631 - UP: 75.51% UR: 43.19% UF: 54.95% P: 68.71% R: 39.30% F: 50.00%
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+ 2024-08-11 16:44:09 INFO 0:00:02.888233s elapsed (saved)
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+ 2024-08-11 16:44:11 INFO lr: 4.9380e-05 - loss: 0.0342 - UP: 95.85% UR: 78.12% UF: 86.08% P: 94.31% R: 76.87% F: 84.70%
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+ 2024-08-11 16:44:11 INFO dev: loss: nan - UP: 68.35% UR: 40.60% UF: 50.94% P: 56.83% R: 33.76% F: 42.36%
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+ 2024-08-11 16:44:11 INFO test: loss: 0.2123 - UP: 69.15% UR: 38.64% UF: 49.57% P: 61.97% R: 34.62% F: 44.42%
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+ 2024-08-11 16:44:14 INFO dev: loss: nan - UP: 47.08% UR: 48.29% UF: 47.68% P: 38.75% R: 39.74% F: 39.24%
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+ 2024-08-11 16:44:14 INFO test: loss: 0.1927 - UP: 65.13% UR: 49.05% UF: 55.96% P: 60.24% R: 45.37% F: 51.76%
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449
+ 2024-08-11 16:44:17 INFO dev: loss: nan - UP: 68.75% UR: 42.31% UF: 52.38% P: 61.11% R: 37.61% F: 46.56%
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+ 2024-08-11 16:44:17 INFO test: loss: 0.1984 - UP: 73.78% UR: 42.38% UF: 53.83% P: 68.94% R: 39.60% F: 50.31%
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+ 2024-08-11 16:44:17 INFO 0:00:02.890485s elapsed
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+ 2024-08-11 16:44:19 INFO dev: loss: nan - UP: 67.81% UR: 42.31% UF: 52.11% P: 63.01% R: 39.32% F: 48.42%
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+ 2024-08-11 16:44:20 INFO test: loss: 0.1639 - UP: 69.71% UR: 41.68% UF: 52.17% P: 65.17% R: 38.97% F: 48.77%
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+ 2024-08-11 16:44:22 INFO lr: 4.9340e-05 - loss: 0.0100 - UP: 92.81% UR: 72.04% UF: 81.12% P: 92.65% R: 71.91% F: 80.97%
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+ 2024-08-11 16:44:22 INFO dev: loss: nan - UP: 67.74% UR: 44.87% UF: 53.98% P: 57.42% R: 38.03% F: 45.76%
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+ 2024-08-11 16:44:23 INFO test: loss: 0.1866 - UP: 70.12% UR: 44.49% UF: 54.44% P: 64.32% R: 40.81% F: 49.94%
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+ 2024-08-11 16:44:23 INFO 0:00:02.875708s elapsed
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+ 2024-08-11 16:44:25 INFO lr: 4.9330e-05 - loss: 0.0016 - UP: 92.99% UR: 75.67% UF: 83.44% P: 92.53% R: 75.30% F: 83.03%
467
+ 2024-08-11 16:44:25 INFO dev: loss: nan - UP: 75.19% UR: 41.45% UF: 53.44% P: 68.22% R: 37.61% F: 48.48%
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+ 2024-08-11 16:44:26 INFO test: loss: 0.1844 - UP: 74.74% UR: 41.17% UF: 53.09% P: 68.88% R: 37.94% F: 48.93%
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+ 2024-08-11 16:44:26 INFO 0:00:02.918456s elapsed
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+ 2024-08-11 16:44:28 INFO lr: 4.9320e-05 - loss: 0.0083 - UP: 93.29% UR: 80.25% UF: 86.28% P: 93.00% R: 80.00% F: 86.01%
473
+ 2024-08-11 16:44:28 INFO dev: loss: nan - UP: 72.95% UR: 38.03% UF: 50.00% P: 69.67% R: 36.32% F: 47.75%
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+ 2024-08-11 16:44:29 INFO test: loss: 0.2314 - UP: 76.05% UR: 40.54% UF: 52.88% P: 70.55% R: 37.61% F: 49.06%
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+ 2024-08-11 16:44:29 INFO 0:00:02.860979s elapsed
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+ 2024-08-11 16:44:31 INFO lr: 4.9310e-05 - loss: 0.0008 - UP: 96.04% UR: 82.19% UF: 88.58% P: 95.90% R: 82.07% F: 88.45%
479
+ 2024-08-11 16:44:31 INFO dev: loss: nan - UP: 75.71% UR: 45.30% UF: 56.68% P: 66.43% R: 39.74% F: 49.73%
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+ 2024-08-11 16:44:31 INFO test: loss: 0.2280 - UP: 73.90% UR: 44.01% UF: 55.16% P: 68.22% R: 40.63% F: 50.93%
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+ 2024-08-11 16:44:31 INFO 0:00:02.881326s elapsed
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+ 2024-08-11 16:44:34 INFO lr: 4.9300e-05 - loss: 0.0103 - UP: 93.54% UR: 81.76% UF: 87.25% P: 93.33% R: 81.57% F: 87.05%
485
+ 2024-08-11 16:44:34 INFO dev: loss: nan - UP: 74.83% UR: 45.73% UF: 56.76% P: 61.54% R: 37.61% F: 46.68%
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+ 2024-08-11 16:44:34 INFO test: loss: 0.2212 - UP: 70.10% UR: 44.22% UF: 54.23% P: 63.40% R: 39.99% F: 49.05%
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+ 2024-08-11 16:44:34 INFO 0:00:02.925544s elapsed
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+ 2024-08-11 16:44:37 INFO lr: 4.9290e-05 - loss: 0.0001 - UP: 94.90% UR: 82.88% UF: 88.49% P: 94.69% R: 82.70% F: 88.29%
491
+ 2024-08-11 16:44:37 INFO dev: loss: nan - UP: 70.20% UR: 45.30% UF: 55.06% P: 61.59% R: 39.74% F: 48.31%
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+ 2024-08-11 16:44:37 INFO test: loss: 0.1933 - UP: 69.75% UR: 46.15% UF: 55.55% P: 64.01% R: 42.35% F: 50.97%
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+ 2024-08-11 16:44:37 INFO 0:00:02.834796s elapsed
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+ 2024-08-11 16:44:39 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 95.38% UR: 86.65% UF: 90.80% P: 95.31% R: 86.58% F: 90.74%
497
+ 2024-08-11 16:44:40 INFO dev: loss: nan - UP: 75.74% UR: 44.02% UF: 55.68% P: 66.91% R: 38.89% F: 49.19%
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+ 2024-08-11 16:44:40 INFO test: loss: 0.2072 - UP: 76.16% UR: 42.71% UF: 54.73% P: 71.15% R: 39.90% F: 51.13%
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+ 2024-08-11 16:44:40 INFO 0:00:02.867447s elapsed
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+ 2024-08-11 16:44:40 INFO Epoch 73 / 5000:
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+ 2024-08-11 16:44:42 INFO lr: 4.9270e-05 - loss: 0.0008 - UP: 95.96% UR: 87.96% UF: 91.79% P: 95.90% R: 87.90% F: 91.72%
503
+ 2024-08-11 16:44:43 INFO dev: loss: nan - UP: 75.54% UR: 44.87% UF: 56.30% P: 66.19% R: 39.32% F: 49.33%
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+ 2024-08-11 16:44:43 INFO test: loss: 0.2117 - UP: 74.66% UR: 43.31% UF: 54.82% P: 69.93% R: 40.57% F: 51.35%
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+ 2024-08-11 16:44:43 INFO 0:00:02.858134s elapsed
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+ 2024-08-11 16:44:45 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 96.66% UR: 88.97% UF: 92.65% P: 96.66% R: 88.97% F: 92.65%
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+ 2024-08-11 16:44:45 INFO dev: loss: nan - UP: 77.46% UR: 47.01% UF: 58.51% P: 67.61% R: 41.03% F: 51.06%
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+ 2024-08-11 16:44:46 INFO test: loss: 0.2129 - UP: 75.05% UR: 44.40% UF: 55.79% P: 70.00% R: 41.41% F: 52.04%
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+ 2024-08-11 16:44:46 INFO 0:00:02.849117s elapsed
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+ 2024-08-11 16:44:46 INFO Epoch 75 / 5000:
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+ 2024-08-11 16:44:48 INFO lr: 4.9250e-05 - loss: 0.0007 - UP: 92.34% UR: 86.21% UF: 89.17% P: 92.34% R: 86.21% F: 89.17%
515
+ 2024-08-11 16:44:48 INFO dev: loss: nan - UP: 71.87% UR: 49.15% UF: 58.38% P: 64.37% R: 44.02% F: 52.28%
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+ 2024-08-11 16:44:49 INFO test: loss: 0.2112 - UP: 68.83% UR: 46.33% UF: 55.39% P: 63.68% R: 42.86% F: 51.24%
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+ 2024-08-11 16:44:56 INFO 0:00:02.793324s elapsed (saved)
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+ 2024-08-11 16:44:58 INFO lr: 4.9240e-05 - loss: 0.0052 - UP: 94.96% UR: 82.76% UF: 88.44% P: 94.96% R: 82.76% F: 88.44%
521
+ 2024-08-11 16:44:58 INFO dev: loss: nan - UP: 72.60% UR: 45.30% UF: 55.79% P: 63.70% R: 39.74% F: 48.95%
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+ 2024-08-11 16:44:58 INFO test: loss: 0.2081 - UP: 73.25% UR: 44.31% UF: 55.22% P: 67.56% R: 40.87% F: 50.93%
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+ 2024-08-11 16:44:58 INFO 0:00:02.907884s elapsed
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+ 2024-08-11 16:45:01 INFO lr: 4.9230e-05 - loss: 0.0005 - UP: 95.67% UR: 83.13% UF: 88.96% P: 95.67% R: 83.13% F: 88.96%
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+ 2024-08-11 16:45:01 INFO dev: loss: nan - UP: 70.29% UR: 41.45% UF: 52.15% P: 64.49% R: 38.03% F: 47.85%
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+ 2024-08-11 16:45:01 INFO test: loss: 0.2141 - UP: 73.11% UR: 44.55% UF: 55.36% P: 68.15% R: 41.53% F: 51.61%
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+ 2024-08-11 16:45:01 INFO 0:00:02.883431s elapsed
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+ 2024-08-11 16:45:04 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 96.43% UR: 84.58% UF: 90.11% P: 96.43% R: 84.58% F: 90.11%
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+ 2024-08-11 16:45:04 INFO dev: loss: nan - UP: 64.88% UR: 46.58% UF: 54.23% P: 56.55% R: 40.60% F: 47.26%
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+ 2024-08-11 16:45:04 INFO test: loss: 0.2061 - UP: 71.88% UR: 44.82% UF: 55.21% P: 66.70% R: 41.59% F: 51.24%
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+ 2024-08-11 16:45:04 INFO 0:00:02.809528s elapsed
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+ 2024-08-11 16:45:07 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 96.87% UR: 87.27% UF: 91.82% P: 96.87% R: 87.27% F: 91.82%
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+ 2024-08-11 16:45:07 INFO dev: loss: nan - UP: 66.09% UR: 49.15% UF: 56.37% P: 58.05% R: 43.16% F: 49.51%
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+ 2024-08-11 16:45:07 INFO test: loss: 0.2233 - UP: 70.66% UR: 46.30% UF: 55.94% P: 65.22% R: 42.74% F: 51.64%
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+ 2024-08-11 16:45:07 INFO 0:00:02.917589s elapsed
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+ 2024-08-11 16:45:09 INFO lr: 4.9200e-05 - loss: 0.0041 - UP: 96.53% UR: 88.90% UF: 92.56% P: 96.26% R: 88.65% F: 92.30%
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+ 2024-08-11 16:45:10 INFO dev: loss: nan - UP: 61.67% UR: 47.44% UF: 53.62% P: 52.22% R: 40.17% F: 45.41%
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+ 2024-08-11 16:45:10 INFO test: loss: 0.2183 - UP: 72.30% UR: 45.31% UF: 55.71% P: 66.33% R: 41.56% F: 51.10%
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+ 2024-08-11 16:45:10 INFO 0:00:02.939607s elapsed
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+ 2024-08-11 16:45:12 INFO lr: 4.9190e-05 - loss: 0.0025 - UP: 85.13% UR: 83.64% UF: 84.38% P: 84.94% R: 83.45% F: 84.19%
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+ 2024-08-11 16:45:12 INFO dev: loss: nan - UP: 68.38% UR: 34.19% UF: 45.58% P: 63.25% R: 31.62% F: 42.17%
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+ 2024-08-11 16:45:13 INFO test: loss: 0.2069 - UP: 78.13% UR: 37.64% UF: 50.80% P: 71.37% R: 34.38% F: 46.40%
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+ 2024-08-11 16:45:13 INFO 0:00:02.850156s elapsed
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+ 2024-08-11 16:45:15 INFO lr: 4.9180e-05 - loss: 0.0394 - UP: 95.10% UR: 82.76% UF: 88.50% P: 94.60% R: 82.32% F: 88.03%
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+ 2024-08-11 16:45:15 INFO dev: loss: nan - UP: 67.38% UR: 40.60% UF: 50.67% P: 60.28% R: 36.32% F: 45.33%
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+ 2024-08-11 16:45:16 INFO test: loss: 0.2330 - UP: 67.45% UR: 43.98% UF: 53.24% P: 58.56% R: 38.18% F: 46.23%
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+ 2024-08-11 16:45:16 INFO 0:00:02.882456s elapsed
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+ 2024-08-11 16:45:18 INFO lr: 4.9170e-05 - loss: 0.0081 - UP: 92.39% UR: 79.87% UF: 85.68% P: 91.95% R: 79.50% F: 85.27%
563
+ 2024-08-11 16:45:18 INFO dev: loss: nan - UP: 66.45% UR: 43.16% UF: 52.33% P: 57.24% R: 37.18% F: 45.08%
564
+ 2024-08-11 16:45:19 INFO test: loss: 0.2134 - UP: 70.81% UR: 42.47% UF: 53.09% P: 65.37% R: 39.21% F: 49.02%
565
+ 2024-08-11 16:45:19 INFO 0:00:02.783814s elapsed
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+ 2024-08-11 16:45:21 INFO lr: 4.9160e-05 - loss: 0.0061 - UP: 94.23% UR: 82.88% UF: 88.19% P: 94.08% R: 82.76% F: 88.06%
569
+ 2024-08-11 16:45:21 INFO dev: loss: nan - UP: 67.10% UR: 44.44% UF: 53.47% P: 58.71% R: 38.89% F: 46.79%
570
+ 2024-08-11 16:45:21 INFO test: loss: 0.2092 - UP: 72.01% UR: 43.65% UF: 54.35% P: 65.69% R: 39.81% F: 49.58%
571
+ 2024-08-11 16:45:21 INFO 0:00:02.899644s elapsed
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+ 2024-08-11 16:45:24 INFO lr: 4.9150e-05 - loss: 0.0032 - UP: 94.93% UR: 86.83% UF: 90.70% P: 94.86% R: 86.77% F: 90.64%
575
+ 2024-08-11 16:45:24 INFO dev: loss: nan - UP: 74.22% UR: 40.60% UF: 52.49% P: 64.06% R: 35.04% F: 45.30%
576
+ 2024-08-11 16:45:24 INFO test: loss: 0.2568 - UP: 78.42% UR: 38.73% UF: 51.85% P: 72.49% R: 35.80% F: 47.93%
577
+ 2024-08-11 16:45:24 INFO 0:00:02.920785s elapsed
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+ 2024-08-11 16:45:27 INFO lr: 4.9140e-05 - loss: 0.0046 - UP: 91.88% UR: 77.37% UF: 84.00% P: 91.73% R: 77.24% F: 83.87%
581
+ 2024-08-11 16:45:27 INFO dev: loss: nan - UP: 78.15% UR: 39.74% UF: 52.69% P: 70.59% R: 35.90% F: 47.59%
582
+ 2024-08-11 16:45:27 INFO test: loss: 0.2463 - UP: 74.23% UR: 37.91% UF: 50.19% P: 66.78% R: 34.11% F: 45.15%
583
+ 2024-08-11 16:45:27 INFO 0:00:02.793269s elapsed
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+ 2024-08-11 16:45:29 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 91.69% UR: 83.70% UF: 87.51% P: 91.62% R: 83.64% F: 87.45%
587
+ 2024-08-11 16:45:30 INFO dev: loss: nan - UP: 67.88% UR: 47.86% UF: 56.14% P: 60.00% R: 42.31% F: 49.62%
588
+ 2024-08-11 16:45:30 INFO test: loss: 0.2292 - UP: 68.69% UR: 42.32% UF: 52.37% P: 62.32% R: 38.39% F: 47.52%
589
+ 2024-08-11 16:45:30 INFO 0:00:02.804598s elapsed
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+ 2024-08-11 16:45:32 INFO lr: 4.9120e-05 - loss: 0.0008 - UP: 94.48% UR: 88.03% UF: 91.14% P: 94.41% R: 87.96% F: 91.07%
593
+ 2024-08-11 16:45:32 INFO dev: loss: nan - UP: 73.64% UR: 40.60% UF: 52.34% P: 63.57% R: 35.04% F: 45.18%
594
+ 2024-08-11 16:45:33 INFO test: loss: 0.2555 - UP: 76.18% UR: 40.36% UF: 52.76% P: 70.14% R: 37.16% F: 48.58%
595
+ 2024-08-11 16:45:33 INFO 0:00:02.891329s elapsed
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+ 2024-08-11 16:45:35 INFO lr: 4.9110e-05 - loss: 0.0005 - UP: 97.12% UR: 84.45% UF: 90.34% P: 97.12% R: 84.45% F: 90.34%
599
+ 2024-08-11 16:45:35 INFO dev: loss: nan - UP: 74.84% UR: 49.57% UF: 59.64% P: 63.23% R: 41.88% F: 50.39%
600
+ 2024-08-11 16:45:36 INFO test: loss: 0.2479 - UP: 73.46% UR: 45.37% UF: 56.09% P: 67.69% R: 41.81% F: 51.69%
601
+ 2024-08-11 16:45:36 INFO 0:00:02.842641s elapsed
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+ 2024-08-11 16:45:36 INFO Epoch 90 / 5000:
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+ 2024-08-11 16:45:38 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 96.69% UR: 86.02% UF: 91.04% P: 96.62% R: 85.96% F: 90.98%
605
+ 2024-08-11 16:45:38 INFO dev: loss: nan - UP: 75.35% UR: 45.73% UF: 56.91% P: 65.49% R: 39.74% F: 49.47%
606
+ 2024-08-11 16:45:39 INFO test: loss: 0.2277 - UP: 71.39% UR: 45.13% UF: 55.30% P: 65.71% R: 41.53% F: 50.90%
607
+ 2024-08-11 16:45:39 INFO 0:00:02.885866s elapsed
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+ 2024-08-11 16:45:41 INFO lr: 4.9090e-05 - loss: 0.0008 - UP: 96.00% UR: 88.71% UF: 92.21% P: 96.00% R: 88.71% F: 92.21%
611
+ 2024-08-11 16:45:41 INFO dev: loss: nan - UP: 76.69% UR: 43.59% UF: 55.59% P: 65.41% R: 37.18% F: 47.41%
612
+ 2024-08-11 16:45:41 INFO test: loss: 0.2403 - UP: 77.05% UR: 41.14% UF: 53.64% P: 71.00% R: 37.91% F: 49.43%
613
+ 2024-08-11 16:45:41 INFO 0:00:02.798487s elapsed
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+ 2024-08-11 16:45:41 INFO Epoch 92 / 5000:
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+ 2024-08-11 16:45:44 INFO lr: 4.9080e-05 - loss: 0.0006 - UP: 95.94% UR: 88.84% UF: 92.25% P: 95.73% R: 88.65% F: 92.06%
617
+ 2024-08-11 16:45:44 INFO dev: loss: nan - UP: 66.28% UR: 48.72% UF: 56.16% P: 55.23% R: 40.60% F: 46.80%
618
+ 2024-08-11 16:45:44 INFO test: loss: 0.2576 - UP: 70.81% UR: 46.42% UF: 56.08% P: 65.52% R: 42.95% F: 51.89%
619
+ 2024-08-11 16:45:44 INFO 0:00:02.846022s elapsed
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+ 2024-08-11 16:45:44 INFO Epoch 93 / 5000:
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+ 2024-08-11 16:45:46 INFO lr: 4.9070e-05 - loss: 0.0046 - UP: 95.38% UR: 89.22% UF: 92.19% P: 95.38% R: 89.22% F: 92.19%
623
+ 2024-08-11 16:45:47 INFO dev: loss: nan - UP: 69.88% UR: 49.57% UF: 58.00% P: 60.24% R: 42.74% F: 50.00%
624
+ 2024-08-11 16:45:47 INFO test: loss: 0.2047 - UP: 70.30% UR: 46.57% UF: 56.03% P: 64.97% R: 43.04% F: 51.78%
625
+ 2024-08-11 16:45:47 INFO 0:00:02.813322s elapsed
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+ 2024-08-11 16:45:47 INFO Epoch 94 / 5000:
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+ 2024-08-11 16:45:49 INFO lr: 4.9060e-05 - loss: 0.0224 - UP: 94.83% UR: 85.02% UF: 89.65% P: 94.76% R: 84.95% F: 89.59%
629
+ 2024-08-11 16:45:50 INFO dev: loss: nan - UP: 77.10% UR: 43.16% UF: 55.34% P: 66.41% R: 37.18% F: 47.67%
630
+ 2024-08-11 16:45:50 INFO test: loss: 0.2260 - UP: 73.27% UR: 41.11% UF: 52.67% P: 67.67% R: 37.97% F: 48.65%
631
+ 2024-08-11 16:45:50 INFO 0:00:02.886148s elapsed
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+ 2024-08-11 16:45:50 INFO Epoch 95 / 5000:
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+ 2024-08-11 16:45:52 INFO lr: 4.9050e-05 - loss: 0.0172 - UP: 90.00% UR: 77.30% UF: 83.17% P: 90.00% R: 77.30% F: 83.17%
635
+ 2024-08-11 16:45:52 INFO dev: loss: nan - UP: 79.71% UR: 23.50% UF: 36.30% P: 72.46% R: 21.37% F: 33.00%
636
+ 2024-08-11 16:45:53 INFO test: loss: 0.1761 - UP: 79.83% UR: 30.46% UF: 44.09% P: 74.76% R: 28.52% F: 41.29%
637
+ 2024-08-11 16:45:53 INFO 0:00:02.878481s elapsed
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+ 2024-08-11 16:45:53 INFO Epoch 96 / 5000:
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+ 2024-08-11 16:45:55 INFO lr: 4.9040e-05 - loss: 0.0754 - UP: 84.54% UR: 75.42% UF: 79.72% P: 83.91% R: 74.86% F: 79.13%
641
+ 2024-08-11 16:45:55 INFO dev: loss: nan - UP: 67.97% UR: 44.44% UF: 53.75% P: 54.90% R: 35.90% F: 43.41%
642
+ 2024-08-11 16:45:56 INFO test: loss: 0.2226 - UP: 65.26% UR: 47.00% UF: 54.64% P: 58.72% R: 42.29% F: 49.17%
643
+ 2024-08-11 16:45:56 INFO 0:00:02.853961s elapsed
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+ 2024-08-11 16:45:56 INFO Epoch 97 / 5000:
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+ 2024-08-11 16:45:58 INFO lr: 4.9030e-05 - loss: 0.0541 - UP: 85.49% UR: 73.48% UF: 79.03% P: 85.27% R: 73.29% F: 78.83%
647
+ 2024-08-11 16:45:58 INFO dev: loss: nan - UP: 75.31% UR: 26.07% UF: 38.73% P: 67.90% R: 23.50% F: 34.92%
648
+ 2024-08-11 16:45:58 INFO test: loss: 0.2172 - UP: 76.43% UR: 35.44% UF: 48.42% P: 70.64% R: 32.75% F: 44.75%
649
+ 2024-08-11 16:45:58 INFO 0:00:02.791892s elapsed
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+ 2024-08-11 16:45:58 INFO Epoch 98 / 5000:
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+ 2024-08-11 16:46:01 INFO lr: 4.9020e-05 - loss: 0.0041 - UP: 92.63% UR: 71.66% UF: 80.81% P: 92.63% R: 71.66% F: 80.81%
653
+ 2024-08-11 16:46:01 INFO dev: loss: nan - UP: 70.97% UR: 37.61% UF: 49.16% P: 62.90% R: 33.33% F: 43.58%
654
+ 2024-08-11 16:46:01 INFO test: loss: 0.2082 - UP: 71.34% UR: 39.90% UF: 51.18% P: 65.52% R: 36.64% F: 47.00%
655
+ 2024-08-11 16:46:01 INFO 0:00:02.855167s elapsed
656
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+ 2024-08-11 16:46:01 INFO Epoch 99 / 5000:
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+ 2024-08-11 16:46:04 INFO lr: 4.9010e-05 - loss: 0.0001 - UP: 93.33% UR: 73.73% UF: 82.38% P: 93.25% R: 73.67% F: 82.31%
659
+ 2024-08-11 16:46:04 INFO dev: loss: nan - UP: 81.51% UR: 41.45% UF: 54.96% P: 72.27% R: 36.75% F: 48.73%
660
+ 2024-08-11 16:46:04 INFO test: loss: 0.1976 - UP: 69.30% UR: 42.92% UF: 53.01% P: 63.16% R: 39.12% F: 48.31%
661
+ 2024-08-11 16:46:04 INFO 0:00:02.864028s elapsed
662
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+ 2024-08-11 16:46:04 INFO Epoch 100 / 5000:
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+ 2024-08-11 16:46:06 INFO lr: 4.9000e-05 - loss: 0.0010 - UP: 95.66% UR: 80.19% UF: 87.24% P: 95.66% R: 80.19% F: 87.24%
665
+ 2024-08-11 16:46:07 INFO dev: loss: nan - UP: 75.83% UR: 38.89% UF: 51.41% P: 68.33% R: 35.04% F: 46.33%
666
+ 2024-08-11 16:46:07 INFO test: loss: 0.2022 - UP: 71.32% UR: 40.75% UF: 51.86% P: 65.24% R: 37.28% F: 47.45%
667
+ 2024-08-11 16:46:07 INFO 0:00:02.891266s elapsed
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+ 2024-08-11 16:46:07 INFO Epoch 101 / 5000:
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+ 2024-08-11 16:46:09 INFO lr: 4.8990e-05 - loss: 0.0083 - UP: 93.60% UR: 80.69% UF: 86.67% P: 93.38% R: 80.50% F: 86.46%
671
+ 2024-08-11 16:46:09 INFO dev: loss: nan - UP: 65.73% UR: 40.17% UF: 49.87% P: 58.74% R: 35.90% F: 44.56%
672
+ 2024-08-11 16:46:10 INFO test: loss: 0.2032 - UP: 66.36% UR: 42.05% UF: 51.48% P: 60.36% R: 38.24% F: 46.82%
673
+ 2024-08-11 16:46:10 INFO 0:00:02.830402s elapsed
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+ 2024-08-11 16:46:10 INFO Epoch 102 / 5000:
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+ 2024-08-11 16:46:12 INFO lr: 4.8980e-05 - loss: 0.0142 - UP: 94.16% UR: 77.81% UF: 85.20% P: 92.79% R: 76.68% F: 83.97%
677
+ 2024-08-11 16:46:12 INFO dev: loss: nan - UP: 68.39% UR: 45.30% UF: 54.50% P: 54.19% R: 35.90% F: 43.19%
678
+ 2024-08-11 16:46:13 INFO test: loss: 0.2135 - UP: 67.74% UR: 45.70% UF: 54.58% P: 61.07% R: 41.20% F: 49.21%
679
+ 2024-08-11 16:46:13 INFO 0:00:02.835136s elapsed
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+ 2024-08-11 16:46:13 INFO Epoch 103 / 5000:
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+ 2024-08-11 16:46:15 INFO lr: 4.8970e-05 - loss: 0.0013 - UP: 93.26% UR: 84.14% UF: 88.46% P: 93.12% R: 84.01% F: 88.33%
683
+ 2024-08-11 16:46:15 INFO dev: loss: nan - UP: 76.38% UR: 41.45% UF: 53.74% P: 62.99% R: 34.19% F: 44.32%
684
+ 2024-08-11 16:46:16 INFO test: loss: 0.2178 - UP: 75.29% UR: 41.84% UF: 53.78% P: 70.56% R: 39.21% F: 50.41%
685
+ 2024-08-11 16:46:16 INFO 0:00:02.876111s elapsed
686
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+ 2024-08-11 16:46:16 INFO Epoch 104 / 5000:
688
+ 2024-08-11 16:46:18 INFO lr: 4.8960e-05 - loss: 0.0002 - UP: 96.75% UR: 85.89% UF: 91.00% P: 96.26% R: 85.45% F: 90.53%
689
+ 2024-08-11 16:46:18 INFO dev: loss: nan - UP: 57.14% UR: 42.74% UF: 48.90% P: 46.86% R: 35.04% F: 40.10%
690
+ 2024-08-11 16:46:18 INFO test: loss: 0.2373 - UP: 65.50% UR: 45.79% UF: 53.90% P: 58.81% R: 41.11% F: 48.39%
691
+ 2024-08-11 16:46:18 INFO 0:00:02.841470s elapsed
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+ 2024-08-11 16:46:18 INFO Epoch 105 / 5000:
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+ 2024-08-11 16:46:21 INFO lr: 4.8950e-05 - loss: 0.0030 - UP: 95.15% UR: 88.59% UF: 91.75% P: 94.75% R: 88.21% F: 91.36%
695
+ 2024-08-11 16:46:21 INFO dev: loss: nan - UP: 71.09% UR: 38.89% UF: 50.28% P: 65.62% R: 35.90% F: 46.41%
696
+ 2024-08-11 16:46:21 INFO test: loss: 0.2766 - UP: 73.98% UR: 40.69% UF: 52.50% P: 68.00% R: 37.40% F: 48.26%
697
+ 2024-08-11 16:46:21 INFO 0:00:02.827429s elapsed
698
+
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+ 2024-08-11 16:46:29 INFO Epoch 75 saved
700
+ 2024-08-11 16:46:29 INFO dev: UP: 71.87% UR: 49.15% UF: 58.38% P: 64.37% R: 44.02% F: 52.28%
701
+ 2024-08-11 16:46:29 INFO test: UP: 68.83% UR: 46.33% UF: 55.39% P: 63.68% R: 42.86% F: 51.24%
702
+ 2024-08-11 16:46:29 INFO 0:05:00.630055s elapsed, 0:00:02.863143s/epoch