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SemEval-2022-Task-10
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  8. models/opener_en/sdp_bySentiment_targ_desc/80/model_vi_opener_en_xlm_9.train.log +667 -0
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+ 2024-03-22 20:15:26 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_bySentiment_targ_desc/80/model_vi_opener_en_roberta_6
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+ device | 0
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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_bySentiment_targ_desc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_targ_desc/80/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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+ 2024-03-22 20:15:26 INFO Building the fields
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+ 2024-03-22 20:15:26 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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+ 2024-03-22 20:15:26 INFO Building the model
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+ 2024-03-22 20:15:28 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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+ 2024-03-22 20:15:28 INFO Loading the data
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+ 2024-03-22 20:15:29 INFO
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+ train: Dataset(n_sentences=1274, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=180, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-03-22 20:15:29 INFO Epoch 1 / 5000:
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+ 2024-03-22 20:15:32 INFO lr: 4.9990e-05 - loss: 0.0935 - UP: 1.60% UR: 3.80% UF: 2.25% P: 0.53% R: 1.26% F: 0.75%
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+ 2024-03-22 20:15:33 INFO dev: loss: 0.1968 - UP: 71.43% UR: 2.37% UF: 4.60% P: 67.35% R: 2.24% F: 4.33%
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+ 2024-03-22 20:15:33 INFO test: loss: 0.1881 - UP: 63.41% UR: 2.35% UF: 4.54% P: 56.10% R: 2.08% F: 4.02%
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+ 2024-03-22 20:15:35 INFO 0:00:03.775582s elapsed (saved)
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+
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+ 2024-03-22 20:15:35 INFO Epoch 2 / 5000:
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+ 2024-03-22 20:15:37 INFO lr: 4.9980e-05 - loss: 0.0714 - UP: 42.32% UR: 5.44% UF: 9.64% P: 37.93% R: 4.88% F: 8.64%
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+ 2024-03-22 20:15:38 INFO dev: loss: 0.1485 - UP: 87.50% UR: 2.37% UF: 4.62% P: 85.00% R: 2.31% F: 4.49%
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+ 2024-03-22 20:15:38 INFO test: loss: 0.1341 - UP: 87.59% UR: 3.62% UF: 6.96% P: 86.13% R: 3.56% F: 6.84%
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+ 2024-03-22 20:15:41 INFO 0:00:03.130283s elapsed (saved)
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+
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+ 2024-03-22 20:15:41 INFO Epoch 3 / 5000:
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+ 2024-03-22 20:15:43 INFO lr: 4.9970e-05 - loss: 0.1801 - UP: 50.00% UR: 11.43% UF: 18.61% P: 47.95% R: 10.96% F: 17.84%
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+ 2024-03-22 20:15:43 INFO dev: loss: 0.1234 - UP: 81.61% UR: 14.45% UF: 24.55% P: 77.78% R: 13.77% F: 23.40%
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+ 2024-03-22 20:15:44 INFO test: loss: 0.1247 - UP: 73.05% UR: 14.73% UF: 24.52% P: 69.76% R: 14.07% F: 23.41%
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+ 2024-03-22 20:15:46 INFO 0:00:03.150821s elapsed (saved)
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+
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+ 2024-03-22 20:15:46 INFO Epoch 4 / 5000:
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+ 2024-03-22 20:15:49 INFO lr: 4.9960e-05 - loss: 0.2057 - UP: 67.87% UR: 14.10% UF: 23.35% P: 65.24% R: 13.56% F: 22.45%
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+ 2024-03-22 20:15:49 INFO dev: loss: 0.1185 - UP: 86.39% UR: 9.91% UF: 17.77% P: 84.62% R: 9.70% F: 17.41%
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+ 2024-03-22 20:15:50 INFO test: loss: 0.1183 - UP: 83.04% UR: 9.90% UF: 17.69% P: 80.76% R: 9.63% F: 17.21%
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+ 2024-03-22 20:15:50 INFO 0:00:03.225079s elapsed
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+
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+ 2024-03-22 20:15:50 INFO Epoch 5 / 5000:
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+ 2024-03-22 20:15:52 INFO lr: 4.9950e-05 - loss: 0.1125 - UP: 62.98% UR: 20.10% UF: 30.47% P: 60.97% R: 19.46% F: 29.50%
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+ 2024-03-22 20:15:53 INFO dev: loss: 0.1057 - UP: 71.15% UR: 26.93% UF: 39.07% P: 66.85% R: 25.31% F: 36.71%
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+ 2024-03-22 20:15:53 INFO test: loss: 0.1169 - UP: 71.42% UR: 26.17% UF: 38.30% P: 67.87% R: 24.87% F: 36.40%
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+ 2024-03-22 20:15:56 INFO 0:00:03.228882s elapsed (saved)
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+
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+ 2024-03-22 20:15:56 INFO Epoch 6 / 5000:
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+ 2024-03-22 20:15:58 INFO lr: 4.9940e-05 - loss: 0.1683 - UP: 71.57% UR: 19.77% UF: 30.99% P: 69.76% R: 19.28% F: 30.21%
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+ 2024-03-22 20:15:59 INFO dev: loss: 0.1030 - UP: 78.09% UR: 26.12% UF: 39.15% P: 76.27% R: 25.51% F: 38.23%
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+ 2024-03-22 20:15:59 INFO test: loss: 0.1013 - UP: 72.93% UR: 27.32% UF: 39.75% P: 69.54% R: 26.05% F: 37.90%
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+ 2024-03-22 20:16:02 INFO 0:00:03.191804s elapsed (saved)
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+
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+ 2024-03-22 20:16:02 INFO Epoch 7 / 5000:
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+ 2024-03-22 20:16:04 INFO lr: 4.9930e-05 - loss: 0.1072 - UP: 70.66% UR: 28.26% UF: 40.38% P: 69.63% R: 27.85% F: 39.79%
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+ 2024-03-22 20:16:04 INFO dev: loss: 0.0911 - UP: 72.54% UR: 37.45% UF: 49.40% P: 69.91% R: 36.09% F: 47.61%
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+ 2024-03-22 20:16:05 INFO test: loss: 0.0982 - UP: 68.18% UR: 37.19% UF: 48.12% P: 65.14% R: 35.53% F: 45.98%
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+ 2024-03-22 20:16:08 INFO 0:00:03.189884s elapsed (saved)
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+
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+ 2024-03-22 20:16:08 INFO Epoch 8 / 5000:
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+ 2024-03-22 20:16:10 INFO lr: 4.9920e-05 - loss: 0.0226 - UP: 76.21% UR: 36.07% UF: 48.97% P: 74.64% R: 35.32% F: 47.95%
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+ 2024-03-22 20:16:11 INFO dev: loss: 0.0858 - UP: 75.59% UR: 41.18% UF: 53.32% P: 72.48% R: 39.48% F: 51.12%
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+ 2024-03-22 20:16:11 INFO test: loss: 0.0997 - UP: 67.46% UR: 39.99% UF: 50.22% P: 64.71% R: 38.36% F: 48.17%
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+ 2024-03-22 20:16:14 INFO 0:00:03.253745s elapsed (saved)
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+
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+ 2024-03-22 20:16:14 INFO Epoch 9 / 5000:
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+ 2024-03-22 20:16:16 INFO lr: 4.9910e-05 - loss: 0.0517 - UP: 76.69% UR: 41.25% UF: 53.65% P: 75.55% R: 40.64% F: 52.85%
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+ 2024-03-22 20:16:17 INFO dev: loss: 0.0979 - UP: 70.51% UR: 43.15% UF: 53.54% P: 66.30% R: 40.57% F: 50.34%
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+ 2024-03-22 20:16:17 INFO test: loss: 0.0964 - UP: 65.86% UR: 44.13% UF: 52.85% P: 62.70% R: 42.02% F: 50.32%
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+ 2024-03-22 20:16:17 INFO 0:00:03.202611s elapsed
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+
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+ 2024-03-22 20:16:17 INFO Epoch 10 / 5000:
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+ 2024-03-22 20:16:19 INFO lr: 4.9900e-05 - loss: 0.0225 - UP: 76.54% UR: 44.89% UF: 56.59% P: 75.25% R: 44.14% F: 55.64%
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+ 2024-03-22 20:16:20 INFO dev: loss: 0.0847 - UP: 78.78% UR: 41.32% UF: 54.21% P: 75.42% R: 39.55% F: 51.89%
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+ 2024-03-22 20:16:20 INFO test: loss: 0.1027 - UP: 71.73% UR: 40.66% UF: 51.90% P: 68.85% R: 39.03% F: 49.82%
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+ 2024-03-22 20:16:23 INFO 0:00:03.151800s elapsed (saved)
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+
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+ 2024-03-22 20:16:23 INFO Epoch 11 / 5000:
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+ 2024-03-22 20:16:25 INFO lr: 4.9890e-05 - loss: 0.0800 - UP: 78.57% UR: 47.76% UF: 59.41% P: 77.84% R: 47.32% F: 58.86%
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+ 2024-03-22 20:16:26 INFO dev: loss: 0.1106 - UP: 80.59% UR: 37.18% UF: 50.88% P: 75.74% R: 34.94% F: 47.82%
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+ 2024-03-22 20:16:26 INFO test: loss: 0.1282 - UP: 76.59% UR: 35.95% UF: 48.93% P: 73.18% R: 34.35% F: 46.75%
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+ 2024-03-22 20:16:26 INFO 0:00:03.186327s elapsed
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+
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+ 2024-03-22 20:16:26 INFO Epoch 12 / 5000:
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+ 2024-03-22 20:16:28 INFO lr: 4.9880e-05 - loss: 0.0144 - UP: 78.92% UR: 51.10% UF: 62.03% P: 77.85% R: 50.41% F: 61.20%
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+ 2024-03-22 20:16:29 INFO dev: loss: 0.0869 - UP: 67.20% UR: 57.26% UF: 61.83% P: 63.69% R: 54.27% F: 58.61%
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+ 2024-03-22 20:16:29 INFO test: loss: 0.1023 - UP: 61.71% UR: 55.36% UF: 58.36% P: 58.68% R: 52.64% F: 55.50%
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+ 2024-03-22 20:16:32 INFO 0:00:03.167345s elapsed (saved)
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+
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+ 2024-03-22 20:16:32 INFO Epoch 13 / 5000:
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+ 2024-03-22 20:16:35 INFO lr: 4.9870e-05 - loss: 0.0332 - UP: 81.18% UR: 56.98% UF: 66.96% P: 79.57% R: 55.85% F: 65.63%
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+ 2024-03-22 20:16:35 INFO dev: loss: 0.0987 - UP: 73.06% UR: 52.44% UF: 61.06% P: 69.38% R: 49.80% F: 57.98%
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+ 2024-03-22 20:16:35 INFO test: loss: 0.1089 - UP: 67.51% UR: 50.50% UF: 57.78% P: 64.81% R: 48.48% F: 55.47%
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+ 2024-03-22 20:16:35 INFO 0:00:03.224438s elapsed
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+
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+ 2024-03-22 20:16:35 INFO Epoch 14 / 5000:
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+ 2024-03-22 20:16:38 INFO lr: 4.9860e-05 - loss: 0.0242 - UP: 81.50% UR: 58.77% UF: 68.29% P: 80.55% R: 58.08% F: 67.49%
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+ 2024-03-22 20:16:38 INFO dev: loss: 0.0986 - UP: 80.38% UR: 52.24% UF: 63.32% P: 76.30% R: 49.59% F: 60.12%
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+ 2024-03-22 20:16:38 INFO test: loss: 0.0975 - UP: 72.35% UR: 49.20% UF: 58.57% P: 69.24% R: 47.09% F: 56.05%
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+ 2024-03-22 20:16:41 INFO 0:00:03.140357s elapsed (saved)
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+
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+ 2024-03-22 20:16:41 INFO Epoch 15 / 5000:
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+ 2024-03-22 20:16:44 INFO lr: 4.9850e-05 - loss: 0.0176 - UP: 83.15% UR: 64.54% UF: 72.68% P: 82.21% R: 63.81% F: 71.86%
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+ 2024-03-22 20:16:44 INFO dev: loss: 0.0973 - UP: 79.48% UR: 51.76% UF: 62.70% P: 75.73% R: 49.32% F: 59.74%
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+ 2024-03-22 20:16:45 INFO test: loss: 0.1068 - UP: 72.85% UR: 48.26% UF: 58.06% P: 70.07% R: 46.42% F: 55.85%
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+ 2024-03-22 20:16:45 INFO 0:00:03.219272s elapsed
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+
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+ 2024-03-22 20:16:45 INFO Epoch 16 / 5000:
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+ 2024-03-22 20:16:47 INFO lr: 4.9840e-05 - loss: 0.0133 - UP: 84.69% UR: 65.18% UF: 73.66% P: 84.14% R: 64.75% F: 73.18%
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+ 2024-03-22 20:16:47 INFO dev: loss: 0.0907 - UP: 74.52% UR: 57.94% UF: 65.19% P: 71.29% R: 55.43% F: 62.37%
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+ 2024-03-22 20:16:48 INFO test: loss: 0.0997 - UP: 68.65% UR: 56.32% UF: 61.88% P: 66.23% R: 54.33% F: 59.69%
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+ 2024-03-22 20:16:51 INFO 0:00:03.155184s elapsed (saved)
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+ 2024-03-22 20:16:51 INFO Epoch 17 / 5000:
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+ 2024-03-22 20:16:53 INFO lr: 4.9830e-05 - loss: 0.0115 - UP: 87.53% UR: 70.00% UF: 77.79% P: 87.09% R: 69.65% F: 77.40%
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+ 2024-03-22 20:16:54 INFO dev: loss: 0.0982 - UP: 66.88% UR: 63.84% UF: 65.32% P: 62.97% R: 60.11% F: 61.51%
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+ 2024-03-22 20:16:54 INFO test: loss: 0.1100 - UP: 60.36% UR: 61.73% UF: 61.04% P: 57.05% R: 58.35% F: 57.69%
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+ 2024-03-22 20:16:54 INFO 0:00:03.197979s elapsed
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+ 2024-03-22 20:16:54 INFO Epoch 18 / 5000:
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+ 2024-03-22 20:16:56 INFO lr: 4.9820e-05 - loss: 0.0113 - UP: 86.64% UR: 71.13% UF: 78.12% P: 86.06% R: 70.66% F: 77.60%
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+ 2024-03-22 20:16:57 INFO dev: loss: 0.0926 - UP: 76.38% UR: 55.50% UF: 64.28% P: 71.80% R: 52.17% F: 60.43%
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+ 2024-03-22 20:16:57 INFO test: loss: 0.0941 - UP: 72.17% UR: 54.39% UF: 62.03% P: 69.44% R: 52.34% F: 59.69%
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+ 2024-03-22 20:16:57 INFO 0:00:03.185865s elapsed
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+
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+ 2024-03-22 20:16:57 INFO Epoch 19 / 5000:
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+ 2024-03-22 20:17:00 INFO lr: 4.9810e-05 - loss: 0.0256 - UP: 89.18% UR: 75.83% UF: 81.97% P: 88.71% R: 75.43% F: 81.53%
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+ 2024-03-22 20:17:00 INFO dev: loss: 0.1041 - UP: 78.09% UR: 53.93% UF: 63.80% P: 73.87% R: 51.02% F: 60.35%
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+ 2024-03-22 20:17:00 INFO test: loss: 0.0986 - UP: 74.61% UR: 53.58% UF: 62.37% P: 72.01% R: 51.71% F: 60.19%
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+ 2024-03-22 20:17:00 INFO 0:00:03.244080s elapsed
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+ 2024-03-22 20:17:16 INFO test: loss: 0.1249 - UP: 70.56% UR: 55.12% UF: 61.89% P: 67.47% R: 52.70% F: 59.18%
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+ 2024-03-22 20:17:19 INFO test: loss: 0.1013 - UP: 73.72% UR: 53.76% UF: 62.17% P: 71.19% R: 51.92% F: 60.05%
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+ 2024-03-22 20:17:25 INFO test: loss: 0.1230 - UP: 67.09% UR: 60.73% UF: 63.75% P: 64.19% R: 58.10% F: 60.99%
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+ 2024-03-22 20:17:35 INFO test: loss: 0.1168 - UP: 66.19% UR: 61.64% UF: 63.83% P: 63.63% R: 59.25% F: 61.36%
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+ 2024-03-22 20:17:45 INFO test: loss: 0.1349 - UP: 69.03% UR: 58.41% UF: 63.28% P: 65.89% R: 55.75% F: 60.40%
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+ 2024-03-22 20:17:51 INFO test: loss: 0.1337 - UP: 68.79% UR: 61.39% UF: 64.88% P: 64.90% R: 57.92% F: 61.21%
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+ 2024-03-22 20:17:54 INFO test: loss: 0.1485 - UP: 68.36% UR: 62.93% UF: 65.54% P: 65.11% R: 59.95% F: 62.42%
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+ 2024-03-22 20:17:58 INFO 0:00:03.295773s elapsed
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+ 2024-03-22 20:18:00 INFO lr: 4.9650e-05 - loss: 0.0150 - UP: 95.23% UR: 89.81% UF: 92.44% P: 94.96% R: 89.56% F: 92.18%
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+ 2024-03-22 20:18:01 INFO test: loss: 0.1281 - UP: 69.74% UR: 63.51% UF: 66.48% P: 65.99% R: 60.10% F: 62.91%
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+ 2024-03-22 20:18:01 INFO 0:00:03.466452s elapsed
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+ 2024-03-22 20:18:04 INFO lr: 4.9640e-05 - loss: 0.0075 - UP: 94.97% UR: 90.32% UF: 92.59% P: 94.70% R: 90.07% F: 92.33%
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+ 2024-03-22 20:18:04 INFO dev: loss: 0.1446 - UP: 70.24% UR: 62.62% UF: 66.21% P: 65.45% R: 58.34% F: 61.69%
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+ 2024-03-22 20:18:04 INFO test: loss: 0.1493 - UP: 64.52% UR: 64.11% UF: 64.31% P: 61.00% R: 60.61% F: 60.80%
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+ 2024-03-22 20:18:04 INFO 0:00:03.322254s elapsed
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+ 2024-03-22 20:18:07 INFO lr: 4.9630e-05 - loss: 0.0064 - UP: 94.17% UR: 89.29% UF: 91.66% P: 93.82% R: 88.95% F: 91.32%
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+ 2024-03-22 20:18:07 INFO dev: loss: 0.1273 - UP: 73.33% UR: 63.23% UF: 67.91% P: 68.14% R: 58.75% F: 63.10%
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+ 2024-03-22 20:18:08 INFO test: loss: 0.1125 - UP: 67.88% UR: 63.99% UF: 65.88% P: 64.59% R: 60.88% F: 62.68%
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+ 2024-03-22 20:18:08 INFO 0:00:03.241625s elapsed
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+ 2024-03-22 20:18:10 INFO lr: 4.9620e-05 - loss: 0.0017 - UP: 95.31% UR: 91.48% UF: 93.36% P: 95.17% R: 91.35% F: 93.22%
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+ 2024-03-22 20:18:10 INFO dev: loss: 0.1310 - UP: 72.18% UR: 63.70% UF: 67.68% P: 67.87% R: 59.91% F: 63.64%
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+ 2024-03-22 20:18:11 INFO test: loss: 0.1427 - UP: 65.73% UR: 65.26% UF: 65.50% P: 62.21% R: 61.76% F: 61.98%
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+ 2024-03-22 20:18:11 INFO 0:00:03.334240s elapsed
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+ 2024-03-22 20:18:14 INFO lr: 4.9610e-05 - loss: 0.0045 - UP: 96.24% UR: 92.99% UF: 94.59% P: 96.18% R: 92.93% F: 94.53%
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+ 2024-03-22 20:18:14 INFO 0:00:03.318739s elapsed
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+ 2024-03-22 20:18:17 INFO dev: loss: 0.1450 - UP: 72.96% UR: 61.87% UF: 66.96% P: 69.12% R: 58.62% F: 63.44%
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+ 2024-03-22 20:18:17 INFO test: loss: 0.1476 - UP: 66.95% UR: 64.02% UF: 65.45% P: 63.13% R: 60.37% F: 61.72%
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+ 2024-03-22 20:18:20 INFO dev: loss: 0.1446 - UP: 74.03% UR: 62.28% UF: 67.65% P: 69.68% R: 58.62% F: 63.67%
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+ 2024-03-22 20:18:21 INFO test: loss: 0.1452 - UP: 68.87% UR: 63.63% UF: 66.14% P: 65.21% R: 60.25% F: 62.63%
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+ 2024-03-22 20:18:24 INFO test: loss: 0.1529 - UP: 67.80% UR: 65.26% UF: 66.50% P: 64.35% R: 61.94% F: 63.12%
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+ 2024-03-22 20:18:27 INFO test: loss: 0.1420 - UP: 70.78% UR: 63.84% UF: 67.13% P: 67.54% R: 60.91% F: 64.05%
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+ 2024-03-22 20:18:30 INFO dev: loss: 0.1609 - UP: 72.71% UR: 63.43% UF: 67.75% P: 68.58% R: 59.84% F: 63.91%
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+ 2024-03-22 20:18:30 INFO test: loss: 0.1524 - UP: 68.60% UR: 65.56% UF: 67.05% P: 65.03% R: 62.15% F: 63.56%
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+ 2024-03-22 20:18:37 INFO test: loss: 0.1385 - UP: 68.84% UR: 64.81% UF: 66.76% P: 65.69% R: 61.85% F: 63.71%
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+ 2024-03-22 20:18:43 INFO test: loss: 0.1431 - UP: 68.62% UR: 63.51% UF: 65.97% P: 65.59% R: 60.70% F: 63.05%
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+ 2024-03-22 20:18:47 INFO test: loss: 0.1439 - UP: 67.77% UR: 66.83% UF: 67.29% P: 64.22% R: 63.33% F: 63.77%
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+ 2024-03-22 20:18:58 INFO lr: 4.9490e-05 - loss: 0.0040 - UP: 96.84% UR: 94.81% UF: 95.81% P: 96.16% R: 94.15% F: 95.14%
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+ 2024-03-22 20:18:58 INFO dev: loss: 0.1899 - UP: 69.21% UR: 66.49% UF: 67.82% P: 63.14% R: 60.65% F: 61.87%
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+ 2024-03-22 20:19:01 INFO dev: loss: 0.1519 - UP: 74.52% UR: 60.11% UF: 66.54% P: 70.40% R: 56.78% F: 62.86%
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+ 2024-03-22 20:19:02 INFO test: loss: 0.1605 - UP: 69.18% UR: 60.49% UF: 64.54% P: 66.48% R: 58.13% F: 62.03%
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+ 2024-03-22 20:19:05 INFO dev: loss: 0.1494 - UP: 80.32% UR: 57.87% UF: 67.27% P: 75.89% R: 54.68% F: 63.56%
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+ 2024-03-22 20:19:05 INFO test: loss: 0.1376 - UP: 71.71% UR: 57.23% UF: 63.66% P: 68.84% R: 54.94% F: 61.10%
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+ 2024-03-22 20:19:08 INFO dev: loss: 0.1530 - UP: 74.21% UR: 62.08% UF: 67.60% P: 70.07% R: 58.62% F: 63.83%
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+ 2024-03-22 20:19:08 INFO test: loss: 0.1489 - UP: 68.84% UR: 62.54% UF: 65.54% P: 65.98% R: 59.95% F: 62.82%
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+ 2024-03-22 20:19:08 INFO 0:00:03.147042s elapsed
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+ 2024-03-22 20:19:11 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 96.31% UR: 93.56% UF: 94.92% P: 96.11% R: 93.37% F: 94.72%
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+ 2024-03-22 20:19:11 INFO dev: loss: 0.1485 - UP: 72.23% UR: 63.70% UF: 67.70% P: 67.15% R: 59.23% F: 62.94%
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+ 2024-03-22 20:19:11 INFO test: loss: 0.1386 - UP: 68.65% UR: 64.99% UF: 66.77% P: 65.72% R: 62.21% F: 63.92%
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+ 2024-03-22 20:19:11 INFO 0:00:03.262604s elapsed
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+ 2024-03-22 20:19:14 INFO lr: 4.9440e-05 - loss: 0.0023 - UP: 97.11% UR: 94.63% UF: 95.85% P: 96.94% R: 94.46% F: 95.69%
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+ 2024-03-22 20:19:14 INFO dev: loss: 0.1527 - UP: 70.24% UR: 66.28% UF: 68.20% P: 66.07% R: 62.35% F: 64.15%
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+ 2024-03-22 20:19:15 INFO test: loss: 0.1598 - UP: 64.71% UR: 67.37% UF: 66.02% P: 61.73% R: 64.26% F: 62.97%
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+ 2024-03-22 20:19:15 INFO 0:00:03.202496s elapsed
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+ 2024-03-22 20:19:15 INFO Epoch 57 / 5000:
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+ 2024-03-22 20:19:17 INFO lr: 4.9430e-05 - loss: 0.0030 - UP: 97.07% UR: 95.38% UF: 96.22% P: 96.99% R: 95.30% F: 96.13%
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+ 2024-03-22 20:19:17 INFO dev: loss: 0.1699 - UP: 72.20% UR: 63.77% UF: 67.72% P: 67.20% R: 59.36% F: 63.04%
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+ 2024-03-22 20:19:18 INFO test: loss: 0.1466 - UP: 68.11% UR: 66.53% UF: 67.31% P: 64.43% R: 62.93% F: 63.67%
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+ 2024-03-22 20:19:18 INFO 0:00:03.187584s elapsed
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+ 2024-03-22 20:19:18 INFO Epoch 58 / 5000:
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+ 2024-03-22 20:19:20 INFO lr: 4.9420e-05 - loss: 0.0020 - UP: 98.01% UR: 96.54% UF: 97.27% P: 97.95% R: 96.48% F: 97.21%
413
+ 2024-03-22 20:19:21 INFO dev: loss: 0.1715 - UP: 71.02% UR: 65.33% UF: 68.06% P: 65.78% R: 60.52% F: 63.04%
414
+ 2024-03-22 20:19:21 INFO test: loss: 0.1720 - UP: 67.92% UR: 68.13% UF: 68.02% P: 64.37% R: 64.56% F: 64.47%
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+ 2024-03-22 20:19:21 INFO 0:00:03.206151s elapsed
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+ 2024-03-22 20:19:21 INFO Epoch 59 / 5000:
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+ 2024-03-22 20:19:24 INFO lr: 4.9410e-05 - loss: 0.0003 - UP: 98.02% UR: 97.20% UF: 97.61% P: 97.86% R: 97.05% F: 97.46%
419
+ 2024-03-22 20:19:24 INFO dev: loss: 0.1743 - UP: 73.07% UR: 63.70% UF: 68.07% P: 68.09% R: 59.36% F: 63.43%
420
+ 2024-03-22 20:19:24 INFO test: loss: 0.1611 - UP: 68.69% UR: 65.56% UF: 67.09% P: 65.31% R: 62.33% F: 63.78%
421
+ 2024-03-22 20:19:24 INFO 0:00:03.176797s elapsed
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+ 2024-03-22 20:19:24 INFO Epoch 60 / 5000:
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+ 2024-03-22 20:19:27 INFO lr: 4.9400e-05 - loss: 0.0025 - UP: 97.97% UR: 96.84% UF: 97.40% P: 97.93% R: 96.79% F: 97.35%
425
+ 2024-03-22 20:19:27 INFO dev: loss: 0.1740 - UP: 72.07% UR: 63.36% UF: 67.44% P: 67.21% R: 59.09% F: 62.89%
426
+ 2024-03-22 20:19:27 INFO test: loss: 0.1657 - UP: 67.68% UR: 65.80% UF: 66.73% P: 64.86% R: 63.05% F: 63.94%
427
+ 2024-03-22 20:19:27 INFO 0:00:03.191654s elapsed
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+ 2024-03-22 20:19:27 INFO Epoch 61 / 5000:
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+ 2024-03-22 20:19:30 INFO lr: 4.9390e-05 - loss: 0.0022 - UP: 98.60% UR: 97.12% UF: 97.85% P: 98.53% R: 97.05% F: 97.78%
431
+ 2024-03-22 20:19:30 INFO dev: loss: 0.1720 - UP: 73.91% UR: 63.43% UF: 68.27% P: 68.62% R: 58.89% F: 63.38%
432
+ 2024-03-22 20:19:31 INFO test: loss: 0.1568 - UP: 68.51% UR: 64.90% UF: 66.66% P: 65.77% R: 62.30% F: 63.99%
433
+ 2024-03-22 20:19:31 INFO 0:00:03.203451s elapsed
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+
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+ 2024-03-22 20:19:31 INFO Epoch 62 / 5000:
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+ 2024-03-22 20:19:33 INFO lr: 4.9380e-05 - loss: 0.0015 - UP: 97.52% UR: 95.56% UF: 96.53% P: 97.37% R: 95.42% F: 96.39%
437
+ 2024-03-22 20:19:33 INFO dev: loss: 0.1738 - UP: 71.97% UR: 64.11% UF: 67.81% P: 66.64% R: 59.36% F: 62.79%
438
+ 2024-03-22 20:19:34 INFO test: loss: 0.1583 - UP: 67.80% UR: 64.26% UF: 65.98% P: 64.55% R: 61.18% F: 62.82%
439
+ 2024-03-22 20:19:34 INFO 0:00:03.230134s elapsed
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+ 2024-03-22 20:19:34 INFO Epoch 63 / 5000:
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+ 2024-03-22 20:19:36 INFO lr: 4.9370e-05 - loss: 0.0021 - UP: 97.59% UR: 95.80% UF: 96.69% P: 97.34% R: 95.55% F: 96.44%
443
+ 2024-03-22 20:19:37 INFO dev: loss: 0.1558 - UP: 71.14% UR: 65.06% UF: 67.97% P: 66.02% R: 60.38% F: 63.08%
444
+ 2024-03-22 20:19:37 INFO test: loss: 0.1621 - UP: 67.43% UR: 65.92% UF: 66.67% P: 64.22% R: 62.78% F: 63.49%
445
+ 2024-03-22 20:19:37 INFO 0:00:03.240148s elapsed
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+ 2024-03-22 20:19:37 INFO Epoch 64 / 5000:
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+ 2024-03-22 20:19:40 INFO lr: 4.9360e-05 - loss: 0.0013 - UP: 95.46% UR: 93.88% UF: 94.66% P: 95.23% R: 93.65% F: 94.43%
449
+ 2024-03-22 20:19:40 INFO dev: loss: 0.1413 - UP: 72.93% UR: 62.69% UF: 67.42% P: 68.35% R: 58.75% F: 63.19%
450
+ 2024-03-22 20:19:40 INFO test: loss: 0.1484 - UP: 68.33% UR: 62.96% UF: 65.54% P: 65.28% R: 60.16% F: 62.61%
451
+ 2024-03-22 20:19:40 INFO 0:00:03.237812s elapsed
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+
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+ 2024-03-22 20:19:40 INFO Epoch 65 / 5000:
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+ 2024-03-22 20:19:43 INFO lr: 4.9350e-05 - loss: 0.0036 - UP: 96.42% UR: 94.31% UF: 95.36% P: 96.39% R: 94.27% F: 95.32%
455
+ 2024-03-22 20:19:43 INFO dev: loss: 0.1346 - UP: 70.23% UR: 61.94% UF: 65.83% P: 66.31% R: 58.48% F: 62.15%
456
+ 2024-03-22 20:19:44 INFO test: loss: 0.1387 - UP: 66.49% UR: 64.02% UF: 65.23% P: 63.64% R: 61.27% F: 62.43%
457
+ 2024-03-22 20:19:44 INFO 0:00:03.299277s elapsed
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+
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+ 2024-03-22 20:19:44 INFO Epoch 66 / 5000:
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+ 2024-03-22 20:19:46 INFO lr: 4.9340e-05 - loss: 0.0051 - UP: 96.13% UR: 92.30% UF: 94.17% P: 96.05% R: 92.22% F: 94.10%
461
+ 2024-03-22 20:19:47 INFO dev: loss: 0.1375 - UP: 71.11% UR: 60.45% UF: 65.35% P: 66.88% R: 56.85% F: 61.46%
462
+ 2024-03-22 20:19:47 INFO test: loss: 0.1359 - UP: 66.99% UR: 60.34% UF: 63.49% P: 64.01% R: 57.65% F: 60.66%
463
+ 2024-03-22 20:19:47 INFO 0:00:03.379319s elapsed
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+
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+ 2024-03-22 20:19:47 INFO Epoch 67 / 5000:
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+ 2024-03-22 20:19:50 INFO lr: 4.9330e-05 - loss: 0.0013 - UP: 97.01% UR: 96.11% UF: 96.56% P: 96.80% R: 95.90% F: 96.35%
467
+ 2024-03-22 20:19:50 INFO dev: loss: 0.1515 - UP: 69.72% UR: 68.25% UF: 68.97% P: 64.17% R: 62.82% F: 63.49%
468
+ 2024-03-22 20:19:50 INFO test: loss: 0.1678 - UP: 61.53% UR: 67.43% UF: 64.34% P: 58.44% R: 64.05% F: 61.12%
469
+ 2024-03-22 20:19:50 INFO 0:00:03.259241s elapsed
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+
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+ 2024-03-22 20:19:50 INFO Epoch 68 / 5000:
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+ 2024-03-22 20:19:53 INFO lr: 4.9320e-05 - loss: 0.0106 - UP: 97.64% UR: 95.33% UF: 96.48% P: 97.53% R: 95.22% F: 96.36%
473
+ 2024-03-22 20:19:53 INFO dev: loss: 0.1522 - UP: 68.73% UR: 65.60% UF: 67.13% P: 64.11% R: 61.19% F: 62.62%
474
+ 2024-03-22 20:19:53 INFO test: loss: 0.1813 - UP: 61.95% UR: 65.74% UF: 63.79% P: 59.24% R: 62.87% F: 61.00%
475
+ 2024-03-22 20:19:53 INFO 0:00:03.231490s elapsed
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+
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+ 2024-03-22 20:19:53 INFO Epoch 69 / 5000:
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+ 2024-03-22 20:19:56 INFO lr: 4.9310e-05 - loss: 0.0087 - UP: 96.91% UR: 96.45% UF: 96.68% P: 96.77% R: 96.30% F: 96.53%
479
+ 2024-03-22 20:19:56 INFO dev: loss: 0.1668 - UP: 76.10% UR: 59.84% UF: 67.00% P: 72.04% R: 56.65% F: 63.43%
480
+ 2024-03-22 20:19:57 INFO test: loss: 0.1533 - UP: 69.06% UR: 60.70% UF: 64.61% P: 65.76% R: 57.80% F: 61.53%
481
+ 2024-03-22 20:19:57 INFO 0:00:03.215768s elapsed
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+
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+ 2024-03-22 20:19:57 INFO Epoch 70 / 5000:
484
+ 2024-03-22 20:19:59 INFO lr: 4.9300e-05 - loss: 0.0026 - UP: 97.55% UR: 95.11% UF: 96.32% P: 97.48% R: 95.05% F: 96.25%
485
+ 2024-03-22 20:20:00 INFO dev: loss: 0.1585 - UP: 70.90% UR: 64.79% UF: 67.71% P: 66.22% R: 60.52% F: 63.24%
486
+ 2024-03-22 20:20:00 INFO test: loss: 0.1495 - UP: 66.05% UR: 64.53% UF: 65.28% P: 63.33% R: 61.88% F: 62.60%
487
+ 2024-03-22 20:20:00 INFO 0:00:03.233613s elapsed
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+
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+ 2024-03-22 20:20:00 INFO Epoch 71 / 5000:
490
+ 2024-03-22 20:20:02 INFO lr: 4.9290e-05 - loss: 0.0005 - UP: 97.72% UR: 95.73% UF: 96.71% P: 97.62% R: 95.63% F: 96.62%
491
+ 2024-03-22 20:20:03 INFO dev: loss: 0.1590 - UP: 67.63% UR: 66.76% UF: 67.19% P: 63.57% R: 62.75% F: 63.16%
492
+ 2024-03-22 20:20:03 INFO test: loss: 0.1625 - UP: 63.83% UR: 66.74% UF: 65.25% P: 61.17% R: 63.96% F: 62.54%
493
+ 2024-03-22 20:20:03 INFO 0:00:03.232511s elapsed
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+
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+ 2024-03-22 20:20:03 INFO Epoch 72 / 5000:
496
+ 2024-03-22 20:20:06 INFO lr: 4.9280e-05 - loss: 0.0003 - UP: 97.52% UR: 96.88% UF: 97.20% P: 97.47% R: 96.83% F: 97.15%
497
+ 2024-03-22 20:20:06 INFO dev: loss: 0.1660 - UP: 69.66% UR: 64.65% UF: 67.07% P: 65.13% R: 60.45% F: 62.70%
498
+ 2024-03-22 20:20:06 INFO test: loss: 0.1654 - UP: 63.63% UR: 66.74% UF: 65.14% P: 60.60% R: 63.57% F: 62.05%
499
+ 2024-03-22 20:20:06 INFO 0:00:03.242097s elapsed
500
+
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+ 2024-03-22 20:20:06 INFO Epoch 73 / 5000:
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+ 2024-03-22 20:20:09 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 97.47% UR: 96.05% UF: 96.76% P: 97.38% R: 95.96% F: 96.66%
503
+ 2024-03-22 20:20:09 INFO dev: loss: 0.1437 - UP: 72.14% UR: 66.21% UF: 69.05% P: 68.14% R: 62.55% F: 65.23%
504
+ 2024-03-22 20:20:10 INFO test: loss: 0.1482 - UP: 66.38% UR: 67.04% UF: 66.71% P: 63.24% R: 63.87% F: 63.55%
505
+ 2024-03-22 20:20:10 INFO 0:00:03.252049s elapsed
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+
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+ 2024-03-22 20:20:10 INFO Epoch 74 / 5000:
508
+ 2024-03-22 20:20:12 INFO lr: 4.9260e-05 - loss: 0.0022 - UP: 98.32% UR: 96.84% UF: 97.57% P: 98.27% R: 96.79% F: 97.52%
509
+ 2024-03-22 20:20:12 INFO dev: loss: 0.1452 - UP: 71.44% UR: 64.99% UF: 68.06% P: 67.79% R: 61.67% F: 64.58%
510
+ 2024-03-22 20:20:13 INFO test: loss: 0.1464 - UP: 67.40% UR: 65.77% UF: 66.58% P: 64.58% R: 63.02% F: 63.79%
511
+ 2024-03-22 20:20:13 INFO 0:00:03.218227s elapsed
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+
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+ 2024-03-22 20:20:13 INFO Epoch 75 / 5000:
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+ 2024-03-22 20:20:15 INFO lr: 4.9250e-05 - loss: 0.0140 - UP: 97.17% UR: 94.37% UF: 95.75% P: 97.07% R: 94.27% F: 95.65%
515
+ 2024-03-22 20:20:16 INFO dev: loss: 0.1511 - UP: 75.36% UR: 56.65% UF: 64.68% P: 71.84% R: 54.00% F: 61.66%
516
+ 2024-03-22 20:20:16 INFO test: loss: 0.1549 - UP: 70.49% UR: 57.11% UF: 63.10% P: 67.62% R: 54.78% F: 60.53%
517
+ 2024-03-22 20:20:16 INFO 0:00:03.233341s elapsed
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+ 2024-03-22 20:20:16 INFO Epoch 76 / 5000:
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+ 2024-03-22 20:20:19 INFO lr: 4.9240e-05 - loss: 0.0040 - UP: 96.19% UR: 92.83% UF: 94.48% P: 96.06% R: 92.71% F: 94.35%
521
+ 2024-03-22 20:20:19 INFO dev: loss: 0.1580 - UP: 68.73% UR: 64.72% UF: 66.67% P: 64.41% R: 60.65% F: 62.47%
522
+ 2024-03-22 20:20:19 INFO test: loss: 0.1834 - UP: 64.68% UR: 65.62% UF: 65.15% P: 61.83% R: 62.72% F: 62.27%
523
+ 2024-03-22 20:20:19 INFO 0:00:03.287178s elapsed
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+ 2024-03-22 20:20:19 INFO Epoch 77 / 5000:
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+ 2024-03-22 20:20:22 INFO lr: 4.9230e-05 - loss: 0.0048 - UP: 96.30% UR: 93.61% UF: 94.94% P: 95.20% R: 92.54% F: 93.85%
527
+ 2024-03-22 20:20:22 INFO dev: loss: 0.1209 - UP: 71.05% UR: 63.77% UF: 67.21% P: 65.99% R: 59.23% F: 62.42%
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+ 2024-03-22 20:20:23 INFO test: loss: 0.1238 - UP: 66.58% UR: 63.87% UF: 65.20% P: 62.65% R: 60.10% F: 61.35%
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+ 2024-03-22 20:20:23 INFO 0:00:03.259526s elapsed
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+ 2024-03-22 20:20:25 INFO lr: 4.9220e-05 - loss: 0.0679 - UP: 94.36% UR: 89.70% UF: 91.97% P: 92.74% R: 88.17% F: 90.40%
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+ 2024-03-22 20:20:25 INFO dev: loss: 0.1350 - UP: 73.29% UR: 59.02% UF: 65.39% P: 68.91% R: 55.50% F: 61.48%
534
+ 2024-03-22 20:20:26 INFO test: loss: 0.1484 - UP: 67.88% UR: 56.78% UF: 61.83% P: 65.79% R: 55.03% F: 59.93%
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+ 2024-03-22 20:20:26 INFO 0:00:03.210291s elapsed
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+ 2024-03-22 20:20:26 INFO Epoch 79 / 5000:
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+ 2024-03-22 20:20:28 INFO lr: 4.9210e-05 - loss: 0.0123 - UP: 85.98% UR: 80.18% UF: 82.98% P: 84.70% R: 78.99% F: 81.75%
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+ 2024-03-22 20:20:29 INFO dev: loss: 0.1210 - UP: 70.48% UR: 60.24% UF: 64.96% P: 67.14% R: 57.39% F: 61.89%
540
+ 2024-03-22 20:20:29 INFO test: loss: 0.1236 - UP: 67.49% UR: 60.52% UF: 63.81% P: 64.09% R: 57.47% F: 60.60%
541
+ 2024-03-22 20:20:29 INFO 0:00:03.218101s elapsed
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+ 2024-03-22 20:20:29 INFO Epoch 80 / 5000:
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+ 2024-03-22 20:20:32 INFO lr: 4.9200e-05 - loss: 0.0044 - UP: 93.61% UR: 86.78% UF: 90.07% P: 92.63% R: 85.87% F: 89.12%
545
+ 2024-03-22 20:20:32 INFO dev: loss: 0.1329 - UP: 71.41% UR: 62.35% UF: 66.57% P: 67.21% R: 58.68% F: 62.66%
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+ 2024-03-22 20:20:32 INFO test: loss: 0.1346 - UP: 66.02% UR: 62.69% UF: 64.31% P: 62.65% R: 59.49% F: 61.03%
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+ 2024-03-22 20:20:32 INFO 0:00:03.208438s elapsed
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+
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+ 2024-03-22 20:20:35 INFO Epoch 50 saved
550
+ 2024-03-22 20:20:35 INFO dev: UP: 74.58% UR: 63.70% UF: 68.72% P: 70.93% R: 60.58% F: 65.35%
551
+ 2024-03-22 20:20:35 INFO test: UP: 66.97% UR: 63.15% UF: 65.00% P: 64.05% R: 60.40% F: 62.17%
552
+ 2024-03-22 20:20:35 INFO 0:04:18.804300s elapsed, 0:00:03.235054s/epoch
models/opener_en/sdp_bySentiment_targ_desc/80/model_vi_opener_en_xlm_10.train.log ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-22 20:37:56 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
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65
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73
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77
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79
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83
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85
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89
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91
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95
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97
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101
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103
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107
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108
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109
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+ 2024-03-22 20:21:48 INFO Epoch 8 / 5000:
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113
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114
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115
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118
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119
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120
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121
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125
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126
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131
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132
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133
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+
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+ 2024-03-22 20:22:16 INFO Epoch 12 / 5000:
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137
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138
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+
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+ 2024-03-22 20:22:20 INFO Epoch 13 / 5000:
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143
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144
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+ 2024-03-22 20:22:23 INFO 0:00:03.610170s elapsed
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149
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150
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155
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+ 2024-03-22 20:23:29 INFO test: loss: 0.1164 - UP: 72.07% UR: 58.10% UF: 64.34% P: 69.94% R: 56.38% F: 62.43%
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+ 2024-03-22 20:23:43 INFO test: loss: 0.1272 - UP: 62.61% UR: 62.51% UF: 62.56% P: 60.31% R: 60.22% F: 60.26%
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+ 2024-03-22 20:23:47 INFO test: loss: 0.1088 - UP: 72.84% UR: 54.15% UF: 62.12% P: 70.52% R: 52.43% F: 60.15%
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+ 2024-03-22 20:23:58 INFO test: loss: 0.1240 - UP: 63.98% UR: 64.44% UF: 64.21% P: 60.92% R: 61.36% F: 61.14%
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+ 2024-03-22 20:24:05 INFO 0:00:03.626124s elapsed (saved)
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+ 2024-03-22 20:24:12 INFO 0:00:03.643475s elapsed
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+ 2024-03-22 20:24:15 INFO lr: 4.9670e-05 - loss: 0.0220 - UP: 91.86% UR: 84.05% UF: 87.78% P: 90.39% R: 82.70% F: 86.37%
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+ 2024-03-22 20:24:16 INFO test: loss: 0.1196 - UP: 69.12% UR: 61.06% UF: 64.84% P: 65.94% R: 58.26% F: 61.86%
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+ 2024-03-22 20:24:19 INFO test: loss: 0.1059 - UP: 70.05% UR: 56.90% UF: 62.79% P: 66.82% R: 54.27% F: 59.89%
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+ 2024-03-22 20:24:30 INFO 0:00:03.621148s elapsed (saved)
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+ 2024-03-22 20:24:33 INFO test: loss: 0.1128 - UP: 68.46% UR: 63.54% UF: 65.90% P: 65.59% R: 60.88% F: 63.15%
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+ 2024-03-22 20:24:43 INFO lr: 4.9630e-05 - loss: 0.0108 - UP: 94.85% UR: 90.59% UF: 92.67% P: 94.61% R: 90.36% F: 92.44%
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+ 2024-03-22 20:24:44 INFO test: loss: 0.1151 - UP: 71.31% UR: 59.19% UF: 64.69% P: 69.02% R: 57.29% F: 62.61%
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+ 2024-03-22 20:24:48 INFO test: loss: 0.1291 - UP: 69.93% UR: 60.85% UF: 65.07% P: 67.71% R: 58.92% F: 63.01%
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+ 2024-03-22 20:24:54 INFO lr: 4.9600e-05 - loss: 0.0047 - UP: 96.39% UR: 93.24% UF: 94.79% P: 96.18% R: 93.03% F: 94.57%
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+ 2024-03-22 20:24:58 INFO test: loss: 0.1258 - UP: 67.12% UR: 65.56% UF: 66.33% P: 64.71% R: 63.21% F: 63.95%
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+ 2024-03-22 20:25:01 INFO lr: 4.9580e-05 - loss: 0.0025 - UP: 96.82% UR: 93.94% UF: 95.36% P: 96.72% R: 93.84% F: 95.26%
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+ 2024-03-22 20:25:30 INFO test: loss: 0.1356 - UP: 68.57% UR: 64.47% UF: 66.46% P: 66.16% R: 62.21% F: 64.13%
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+ 2024-03-22 20:25:55 INFO dev: loss: 0.1792 - UP: 73.50% UR: 68.11% UF: 70.70% P: 70.13% R: 64.99% F: 67.46%
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+ 2024-03-22 20:25:55 INFO test: loss: 0.1409 - UP: 65.91% UR: 68.28% UF: 67.07% P: 62.91% R: 65.17% F: 64.02%
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+ 2024-03-22 20:26:06 INFO test: loss: 0.1409 - UP: 73.71% UR: 61.27% UF: 66.92% P: 71.06% R: 59.07% F: 64.51%
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+ 2024-03-22 20:26:09 INFO dev: loss: 0.1968 - UP: 73.18% UR: 66.28% UF: 69.56% P: 69.29% R: 62.75% F: 65.86%
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+ 2024-03-22 20:26:10 INFO test: loss: 0.1321 - UP: 67.87% UR: 66.50% UF: 67.17% P: 65.16% R: 63.84% F: 64.49%
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+ 2024-03-22 20:26:17 INFO test: loss: 0.1435 - UP: 71.13% UR: 64.26% UF: 67.52% P: 68.86% R: 62.21% F: 65.37%
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+ 2024-03-22 20:26:20 INFO dev: loss: 0.1995 - UP: 72.45% UR: 64.93% UF: 68.48% P: 68.21% R: 61.13% F: 64.47%
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+ 2024-03-22 20:26:21 INFO test: loss: 0.1367 - UP: 68.85% UR: 65.98% UF: 67.39% P: 65.98% R: 63.24% F: 64.58%
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+ 2024-03-22 20:26:24 INFO dev: loss: 0.1835 - UP: 74.38% UR: 67.16% UF: 70.59% P: 70.47% R: 63.64% F: 66.88%
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+ 2024-03-22 20:26:24 INFO test: loss: 0.1413 - UP: 67.73% UR: 66.95% UF: 67.33% P: 64.89% R: 64.14% F: 64.51%
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+ 2024-03-22 20:26:24 INFO 0:00:03.637130s elapsed
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+ 2024-03-22 20:26:27 INFO dev: loss: 0.1985 - UP: 73.77% UR: 65.06% UF: 69.14% P: 70.00% R: 61.74% F: 65.61%
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+ 2024-03-22 20:26:28 INFO test: loss: 0.1341 - UP: 69.41% UR: 66.44% UF: 67.89% P: 66.57% R: 63.72% F: 65.11%
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+ 2024-03-22 20:26:28 INFO 0:00:03.666262s elapsed
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+ 2024-03-22 20:26:28 INFO Epoch 59 / 5000:
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+ 2024-03-22 20:26:31 INFO dev: loss: 0.2136 - UP: 73.58% UR: 63.30% UF: 68.05% P: 69.87% R: 60.11% F: 64.62%
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+ 2024-03-22 20:26:32 INFO test: loss: 0.1436 - UP: 69.90% UR: 65.83% UF: 67.81% P: 67.34% R: 63.42% F: 65.32%
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+ 2024-03-22 20:26:32 INFO 0:00:03.643620s elapsed
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+ 2024-03-22 20:26:32 INFO Epoch 60 / 5000:
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+ 2024-03-22 20:26:35 INFO dev: loss: 0.2128 - UP: 72.51% UR: 66.21% UF: 69.22% P: 68.50% R: 62.55% F: 65.39%
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+ 2024-03-22 20:26:35 INFO test: loss: 0.1460 - UP: 65.99% UR: 67.82% UF: 66.89% P: 63.55% R: 65.32% F: 64.42%
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+ 2024-03-22 20:26:35 INFO 0:00:03.712750s elapsed
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+ 2024-03-22 20:26:35 INFO Epoch 61 / 5000:
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+ 2024-03-22 20:26:39 INFO dev: loss: 0.2131 - UP: 74.36% UR: 64.93% UF: 69.32% P: 71.17% R: 62.14% F: 66.35%
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+ 2024-03-22 20:26:39 INFO test: loss: 0.1557 - UP: 69.86% UR: 66.53% UF: 68.15% P: 67.64% R: 64.41% F: 65.99%
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+ 2024-03-22 20:26:39 INFO 0:00:03.704141s elapsed
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+ 2024-03-22 20:26:39 INFO Epoch 62 / 5000:
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+ 2024-03-22 20:26:42 INFO dev: loss: 0.2185 - UP: 74.21% UR: 66.96% UF: 70.40% P: 70.98% R: 64.04% F: 67.33%
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+ 2024-03-22 20:26:43 INFO test: loss: 0.1524 - UP: 69.13% UR: 67.46% UF: 68.29% P: 66.53% R: 64.93% F: 65.72%
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+ 2024-03-22 20:26:43 INFO 0:00:03.764173s elapsed
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+ 2024-03-22 20:26:43 INFO Epoch 63 / 5000:
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+ 2024-03-22 20:26:46 INFO lr: 4.9370e-05 - loss: 0.0015 - UP: 98.65% UR: 98.16% UF: 98.41% P: 98.59% R: 98.10% F: 98.35%
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+ 2024-03-22 20:26:46 INFO dev: loss: 0.2254 - UP: 73.49% UR: 66.21% UF: 69.66% P: 69.80% R: 62.89% F: 66.17%
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+ 2024-03-22 20:26:46 INFO test: loss: 0.1528 - UP: 68.93% UR: 67.49% UF: 68.20% P: 66.34% R: 64.96% F: 65.64%
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+ 2024-03-22 20:26:46 INFO 0:00:03.775578s elapsed
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+ 2024-03-22 20:26:46 INFO Epoch 64 / 5000:
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+ 2024-03-22 20:26:50 INFO lr: 4.9360e-05 - loss: 0.0003 - UP: 99.16% UR: 98.29% UF: 98.72% P: 99.11% R: 98.24% F: 98.67%
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+ 2024-03-22 20:26:50 INFO dev: loss: 0.2372 - UP: 73.80% UR: 66.49% UF: 69.95% P: 70.26% R: 63.30% F: 66.60%
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+ 2024-03-22 20:26:50 INFO test: loss: 0.1534 - UP: 69.27% UR: 67.10% UF: 68.17% P: 66.69% R: 64.59% F: 65.62%
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+ 2024-03-22 20:26:50 INFO 0:00:03.733538s elapsed
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+ 2024-03-22 20:26:50 INFO Epoch 65 / 5000:
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+ 2024-03-22 20:26:53 INFO lr: 4.9350e-05 - loss: 0.0001 - UP: 98.90% UR: 98.42% UF: 98.66% P: 98.84% R: 98.35% F: 98.59%
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+ 2024-03-22 20:26:54 INFO dev: loss: 0.2256 - UP: 75.15% UR: 66.49% UF: 70.55% P: 71.47% R: 63.23% F: 67.10%
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+ 2024-03-22 20:26:54 INFO test: loss: 0.1544 - UP: 70.08% UR: 66.95% UF: 68.48% P: 67.42% R: 64.41% F: 65.88%
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+ 2024-03-22 20:26:54 INFO 0:00:03.747624s elapsed
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+ 2024-03-22 20:26:54 INFO Epoch 66 / 5000:
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+ 2024-03-22 20:26:57 INFO lr: 4.9340e-05 - loss: 0.0018 - UP: 99.17% UR: 98.63% UF: 98.90% P: 99.11% R: 98.57% F: 98.84%
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+ 2024-03-22 20:26:57 INFO dev: loss: 0.2399 - UP: 73.14% UR: 66.69% UF: 69.77% P: 70.01% R: 63.84% F: 66.78%
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+ 2024-03-22 20:26:58 INFO test: loss: 0.1617 - UP: 68.43% UR: 68.31% UF: 68.37% P: 65.89% R: 65.77% F: 65.83%
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+ 2024-03-22 20:26:58 INFO 0:00:03.751443s elapsed
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+ 2024-03-22 20:26:58 INFO Epoch 67 / 5000:
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+ 2024-03-22 20:27:01 INFO lr: 4.9330e-05 - loss: 0.0000 - UP: 98.92% UR: 98.65% UF: 98.79% P: 98.88% R: 98.60% F: 98.74%
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+ 2024-03-22 20:27:01 INFO dev: loss: 0.2217 - UP: 72.69% UR: 67.37% UF: 69.93% P: 69.62% R: 64.52% F: 66.97%
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+ 2024-03-22 20:27:01 INFO test: loss: 0.1586 - UP: 66.15% UR: 69.54% UF: 67.80% P: 62.99% R: 66.22% F: 64.57%
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+ 2024-03-22 20:27:01 INFO 0:00:03.722731s elapsed
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+ 2024-03-22 20:27:01 INFO Epoch 68 / 5000:
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+ 2024-03-22 20:27:04 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 98.96% UR: 98.32% UF: 98.64% P: 98.90% R: 98.27% F: 98.58%
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+ 2024-03-22 20:27:05 INFO dev: loss: 0.2273 - UP: 75.51% UR: 63.36% UF: 68.90% P: 72.11% R: 60.52% F: 65.81%
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+ 2024-03-22 20:27:05 INFO test: loss: 0.1571 - UP: 70.49% UR: 65.62% UF: 67.97% P: 67.57% R: 62.90% F: 65.16%
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+ 2024-03-22 20:27:05 INFO 0:00:03.729214s elapsed
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+ 2024-03-22 20:27:05 INFO Epoch 69 / 5000:
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+ 2024-03-22 20:27:08 INFO lr: 4.9310e-05 - loss: 0.0004 - UP: 98.88% UR: 98.49% UF: 98.68% P: 98.86% R: 98.46% F: 98.66%
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+ 2024-03-22 20:27:08 INFO dev: loss: 0.2337 - UP: 73.95% UR: 68.18% UF: 70.95% P: 70.57% R: 65.06% F: 67.70%
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+ 2024-03-22 20:27:09 INFO test: loss: 0.1605 - UP: 66.92% UR: 68.10% UF: 67.50% P: 64.37% R: 65.50% F: 64.93%
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+ 2024-03-22 20:27:16 INFO 0:00:03.706927s elapsed (saved)
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+ 2024-03-22 20:27:16 INFO Epoch 70 / 5000:
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+ 2024-03-22 20:27:19 INFO lr: 4.9300e-05 - loss: 0.0027 - UP: 98.55% UR: 98.18% UF: 98.36% P: 98.49% R: 98.12% F: 98.31%
485
+ 2024-03-22 20:27:19 INFO dev: loss: 0.2407 - UP: 75.32% UR: 64.18% UF: 69.30% P: 71.82% R: 61.19% F: 66.08%
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+ 2024-03-22 20:27:19 INFO test: loss: 0.1661 - UP: 69.12% UR: 65.59% UF: 67.31% P: 66.48% R: 63.08% F: 64.74%
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+ 2024-03-22 20:27:19 INFO 0:00:03.649269s elapsed
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+ 2024-03-22 20:27:19 INFO Epoch 71 / 5000:
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+ 2024-03-22 20:27:22 INFO lr: 4.9290e-05 - loss: 0.0003 - UP: 98.87% UR: 98.03% UF: 98.45% P: 98.82% R: 97.98% F: 98.40%
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+ 2024-03-22 20:27:23 INFO dev: loss: 0.2473 - UP: 74.74% UR: 63.23% UF: 68.50% P: 71.69% R: 60.65% F: 65.71%
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+ 2024-03-22 20:27:23 INFO test: loss: 0.1654 - UP: 69.58% UR: 65.17% UF: 67.30% P: 67.23% R: 62.96% F: 65.02%
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+ 2024-03-22 20:27:23 INFO 0:00:03.610861s elapsed
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+ 2024-03-22 20:27:26 INFO dev: loss: 0.2128 - UP: 69.40% UR: 68.32% UF: 68.85% P: 65.89% R: 64.86% F: 65.37%
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+ 2024-03-22 20:27:27 INFO test: loss: 0.1461 - UP: 62.16% UR: 69.66% UF: 65.70% P: 59.63% R: 66.83% F: 63.02%
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+ 2024-03-22 20:27:27 INFO 0:00:03.626519s elapsed
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+ 2024-03-22 20:27:27 INFO Epoch 73 / 5000:
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+ 2024-03-22 20:27:30 INFO lr: 4.9270e-05 - loss: 0.0010 - UP: 96.76% UR: 95.92% UF: 96.34% P: 96.66% R: 95.81% F: 96.23%
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+ 2024-03-22 20:27:30 INFO dev: loss: 0.2021 - UP: 72.50% UR: 62.42% UF: 67.08% P: 68.64% R: 59.09% F: 63.51%
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+ 2024-03-22 20:27:30 INFO test: loss: 0.1256 - UP: 67.50% UR: 63.05% UF: 65.20% P: 64.68% R: 60.43% F: 62.48%
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+ 2024-03-22 20:27:30 INFO 0:00:03.624561s elapsed
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+ 2024-03-22 20:27:33 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 97.94% UR: 95.99% UF: 96.95% P: 97.86% R: 95.91% F: 96.87%
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+ 2024-03-22 20:27:34 INFO dev: loss: 0.2042 - UP: 71.95% UR: 63.70% UF: 67.58% P: 68.58% R: 60.72% F: 64.41%
510
+ 2024-03-22 20:27:34 INFO test: loss: 0.1340 - UP: 68.32% UR: 66.19% UF: 67.24% P: 65.95% R: 63.90% F: 64.91%
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+ 2024-03-22 20:27:34 INFO 0:00:03.655665s elapsed
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+ 2024-03-22 20:27:37 INFO lr: 4.9250e-05 - loss: 0.0021 - UP: 98.41% UR: 97.42% UF: 97.92% P: 98.37% R: 97.38% F: 97.88%
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+ 2024-03-22 20:27:37 INFO dev: loss: 0.1989 - UP: 71.84% UR: 64.72% UF: 68.09% P: 68.60% R: 61.80% F: 65.02%
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+ 2024-03-22 20:27:38 INFO test: loss: 0.1339 - UP: 69.21% UR: 67.04% UF: 68.11% P: 66.81% R: 64.71% F: 65.75%
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+ 2024-03-22 20:27:38 INFO 0:00:03.626274s elapsed
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+ 2024-03-22 20:27:41 INFO lr: 4.9240e-05 - loss: 0.0010 - UP: 98.74% UR: 98.42% UF: 98.58% P: 98.73% R: 98.41% F: 98.57%
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+ 2024-03-22 20:27:41 INFO dev: loss: 0.2149 - UP: 72.42% UR: 65.74% UF: 68.92% P: 69.06% R: 62.69% F: 65.72%
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+ 2024-03-22 20:27:41 INFO test: loss: 0.1411 - UP: 68.55% UR: 68.94% UF: 68.74% P: 66.33% R: 66.71% F: 66.52%
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+ 2024-03-22 20:27:41 INFO 0:00:03.664901s elapsed
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+ 2024-03-22 20:27:45 INFO dev: loss: 0.2198 - UP: 74.24% UR: 64.93% UF: 69.27% P: 70.83% R: 61.94% F: 66.09%
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+ 2024-03-22 20:27:45 INFO test: loss: 0.1525 - UP: 69.77% UR: 66.53% UF: 68.11% P: 67.36% R: 64.23% F: 65.76%
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+ 2024-03-22 20:27:45 INFO 0:00:03.676747s elapsed
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+ 2024-03-22 20:27:48 INFO lr: 4.9220e-05 - loss: 0.0007 - UP: 98.89% UR: 98.35% UF: 98.62% P: 98.86% R: 98.32% F: 98.59%
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+ 2024-03-22 20:27:48 INFO dev: loss: 0.2363 - UP: 73.07% UR: 65.54% UF: 69.10% P: 69.44% R: 62.28% F: 65.67%
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+ 2024-03-22 20:27:49 INFO test: loss: 0.1528 - UP: 68.12% UR: 67.58% UF: 67.85% P: 65.93% R: 65.41% F: 65.67%
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+ 2024-03-22 20:27:49 INFO 0:00:03.657123s elapsed
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+ 2024-03-22 20:27:52 INFO lr: 4.9210e-05 - loss: 0.0010 - UP: 98.94% UR: 98.54% UF: 98.74% P: 98.91% R: 98.52% F: 98.71%
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+ 2024-03-22 20:27:52 INFO test: loss: 0.1609 - UP: 65.86% UR: 68.43% UF: 67.12% P: 63.51% R: 65.98% F: 64.72%
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+ 2024-03-22 20:27:55 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 98.94% UR: 98.47% UF: 98.70% P: 98.91% R: 98.44% F: 98.67%
545
+ 2024-03-22 20:27:56 INFO dev: loss: 0.2400 - UP: 73.25% UR: 65.40% UF: 69.10% P: 69.98% R: 62.48% F: 66.02%
546
+ 2024-03-22 20:27:56 INFO test: loss: 0.1558 - UP: 68.63% UR: 67.22% UF: 67.92% P: 66.41% R: 65.05% F: 65.72%
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+ 2024-03-22 20:27:56 INFO 0:00:03.691646s elapsed
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551
+ 2024-03-22 20:27:59 INFO dev: loss: 0.2486 - UP: 74.85% UR: 58.96% UF: 65.96% P: 72.09% R: 56.78% F: 63.53%
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+ 2024-03-22 20:28:00 INFO test: loss: 0.1481 - UP: 71.01% UR: 60.40% UF: 65.27% P: 68.70% R: 58.44% F: 63.15%
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+ 2024-03-22 20:28:00 INFO 0:00:03.723803s elapsed
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+ 2024-03-22 20:28:03 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 94.76% UR: 91.55% UF: 93.13% P: 94.41% R: 91.21% F: 92.78%
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+ 2024-03-22 20:28:03 INFO dev: loss: 0.2119 - UP: 69.25% UR: 64.93% UF: 67.02% P: 66.64% R: 62.48% F: 64.50%
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+ 2024-03-22 20:28:03 INFO test: loss: 0.1691 - UP: 63.99% UR: 67.37% UF: 65.64% P: 60.55% R: 63.75% F: 62.11%
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+ 2024-03-22 20:28:03 INFO 0:00:03.729323s elapsed
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+ 2024-03-22 20:28:07 INFO lr: 4.9170e-05 - loss: 0.0056 - UP: 97.21% UR: 95.17% UF: 96.18% P: 97.06% R: 95.03% F: 96.04%
563
+ 2024-03-22 20:28:07 INFO dev: loss: 0.2111 - UP: 73.43% UR: 62.08% UF: 67.28% P: 69.90% R: 59.09% F: 64.04%
564
+ 2024-03-22 20:28:07 INFO test: loss: 0.1742 - UP: 69.37% UR: 65.14% UF: 67.19% P: 66.57% R: 62.51% F: 64.48%
565
+ 2024-03-22 20:28:07 INFO 0:00:03.850710s elapsed
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+ 2024-03-22 20:28:10 INFO lr: 4.9160e-05 - loss: 0.0025 - UP: 97.49% UR: 95.15% UF: 96.31% P: 97.31% R: 94.98% F: 96.13%
569
+ 2024-03-22 20:28:11 INFO dev: loss: 0.2055 - UP: 73.75% UR: 64.25% UF: 68.67% P: 68.22% R: 59.43% F: 63.52%
570
+ 2024-03-22 20:28:11 INFO test: loss: 0.1647 - UP: 69.17% UR: 64.32% UF: 66.66% P: 66.47% R: 61.82% F: 64.06%
571
+ 2024-03-22 20:28:11 INFO 0:00:03.740598s elapsed
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+ 2024-03-22 20:28:14 INFO lr: 4.9150e-05 - loss: 0.0035 - UP: 96.20% UR: 94.75% UF: 95.47% P: 95.87% R: 94.42% F: 95.14%
575
+ 2024-03-22 20:28:14 INFO dev: loss: 0.2060 - UP: 71.45% UR: 62.14% UF: 66.47% P: 68.02% R: 59.16% F: 63.28%
576
+ 2024-03-22 20:28:15 INFO test: loss: 0.1729 - UP: 68.68% UR: 65.26% UF: 66.92% P: 66.20% R: 62.90% F: 64.51%
577
+ 2024-03-22 20:28:15 INFO 0:00:03.730777s elapsed
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+ 2024-03-22 20:28:18 INFO lr: 4.9140e-05 - loss: 0.0034 - UP: 97.60% UR: 96.30% UF: 96.95% P: 97.33% R: 96.03% F: 96.68%
581
+ 2024-03-22 20:28:18 INFO dev: loss: 0.2309 - UP: 75.04% UR: 64.25% UF: 69.23% P: 69.41% R: 59.43% F: 64.04%
582
+ 2024-03-22 20:28:18 INFO test: loss: 0.1983 - UP: 68.37% UR: 65.11% UF: 66.70% P: 64.60% R: 61.52% F: 63.02%
583
+ 2024-03-22 20:28:18 INFO 0:00:03.740891s elapsed
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+ 2024-03-22 20:28:21 INFO lr: 4.9130e-05 - loss: 0.0069 - UP: 96.03% UR: 94.27% UF: 95.14% P: 95.43% R: 93.69% F: 94.55%
587
+ 2024-03-22 20:28:22 INFO dev: loss: 0.1424 - UP: 70.40% UR: 67.30% UF: 68.82% P: 65.72% R: 62.82% F: 64.24%
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+ 2024-03-22 20:28:22 INFO test: loss: 0.1599 - UP: 61.61% UR: 67.61% UF: 64.47% P: 58.09% R: 63.75% F: 60.79%
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+ 2024-03-22 20:28:22 INFO 0:00:03.727050s elapsed
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+
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+ 2024-03-22 20:28:25 INFO lr: 4.9120e-05 - loss: 0.0288 - UP: 96.52% UR: 94.89% UF: 95.70% P: 96.06% R: 94.44% F: 95.25%
593
+ 2024-03-22 20:28:25 INFO dev: loss: 0.2123 - UP: 71.25% UR: 65.06% UF: 68.01% P: 66.57% R: 60.79% F: 63.55%
594
+ 2024-03-22 20:28:26 INFO test: loss: 0.1624 - UP: 65.70% UR: 66.89% UF: 66.29% P: 62.32% R: 63.45% F: 62.88%
595
+ 2024-03-22 20:28:26 INFO 0:00:03.723928s elapsed
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+ 2024-03-22 20:28:29 INFO lr: 4.9110e-05 - loss: 0.0017 - UP: 97.28% UR: 94.19% UF: 95.71% P: 96.62% R: 93.55% F: 95.06%
599
+ 2024-03-22 20:28:29 INFO dev: loss: 0.1896 - UP: 77.94% UR: 60.65% UF: 68.22% P: 74.28% R: 57.80% F: 65.01%
600
+ 2024-03-22 20:28:30 INFO test: loss: 0.1488 - UP: 72.25% UR: 61.70% UF: 66.56% P: 69.42% R: 59.28% F: 63.95%
601
+ 2024-03-22 20:28:30 INFO 0:00:03.732048s elapsed
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+
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+ 2024-03-22 20:28:30 INFO Epoch 90 / 5000:
604
+ 2024-03-22 20:28:33 INFO lr: 4.9100e-05 - loss: 0.0111 - UP: 96.79% UR: 93.10% UF: 94.91% P: 96.29% R: 92.62% F: 94.42%
605
+ 2024-03-22 20:28:33 INFO dev: loss: 0.1851 - UP: 70.45% UR: 69.06% UF: 69.75% P: 64.91% R: 63.64% F: 64.27%
606
+ 2024-03-22 20:28:33 INFO test: loss: 0.1527 - UP: 60.05% UR: 67.61% UF: 63.61% P: 55.39% R: 62.36% F: 58.67%
607
+ 2024-03-22 20:28:33 INFO 0:00:03.722080s elapsed
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+
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+ 2024-03-22 20:28:36 INFO lr: 4.9090e-05 - loss: 0.0019 - UP: 94.51% UR: 91.77% UF: 93.12% P: 93.64% R: 90.92% F: 92.26%
611
+ 2024-03-22 20:28:37 INFO dev: loss: 0.1809 - UP: 68.79% UR: 66.69% UF: 67.72% P: 64.80% R: 62.82% F: 63.80%
612
+ 2024-03-22 20:28:37 INFO test: loss: 0.1769 - UP: 61.81% UR: 66.13% UF: 63.90% P: 56.73% R: 60.70% F: 58.65%
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+ 2024-03-22 20:28:37 INFO 0:00:03.721366s elapsed
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+ 2024-03-22 20:28:40 INFO lr: 4.9080e-05 - loss: 0.0038 - UP: 96.76% UR: 94.64% UF: 95.69% P: 96.23% R: 94.13% F: 95.17%
617
+ 2024-03-22 20:28:40 INFO dev: loss: 0.1890 - UP: 72.52% UR: 68.05% UF: 70.21% P: 68.19% R: 63.98% F: 66.01%
618
+ 2024-03-22 20:28:41 INFO test: loss: 0.1484 - UP: 65.45% UR: 66.95% UF: 66.19% P: 62.29% R: 63.72% F: 63.00%
619
+ 2024-03-22 20:28:41 INFO 0:00:03.706932s elapsed
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+ 2024-03-22 20:28:44 INFO lr: 4.9070e-05 - loss: 0.0012 - UP: 98.09% UR: 97.57% UF: 97.83% P: 97.95% R: 97.42% F: 97.68%
623
+ 2024-03-22 20:28:44 INFO dev: loss: 0.2121 - UP: 74.19% UR: 66.89% UF: 70.35% P: 70.50% R: 63.57% F: 66.86%
624
+ 2024-03-22 20:28:44 INFO test: loss: 0.1616 - UP: 66.49% UR: 66.71% UF: 66.60% P: 63.27% R: 63.48% F: 63.37%
625
+ 2024-03-22 20:28:44 INFO 0:00:03.721023s elapsed
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628
+ 2024-03-22 20:28:48 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 98.34% UR: 97.68% UF: 98.01% P: 98.28% R: 97.62% F: 97.95%
629
+ 2024-03-22 20:28:48 INFO dev: loss: 0.2085 - UP: 73.95% UR: 69.13% UF: 71.46% P: 70.03% R: 65.47% F: 67.67%
630
+ 2024-03-22 20:28:48 INFO test: loss: 0.1539 - UP: 65.10% UR: 66.68% UF: 65.88% P: 61.95% R: 63.45% F: 62.69%
631
+ 2024-03-22 20:28:48 INFO 0:00:03.725433s elapsed
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+
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634
+ 2024-03-22 20:28:51 INFO lr: 4.9050e-05 - loss: 0.0020 - UP: 98.91% UR: 97.92% UF: 98.41% P: 98.88% R: 97.89% F: 98.38%
635
+ 2024-03-22 20:28:52 INFO dev: loss: 0.2259 - UP: 72.84% UR: 69.34% UF: 71.05% P: 68.00% R: 64.72% F: 66.32%
636
+ 2024-03-22 20:28:52 INFO test: loss: 0.1640 - UP: 63.94% UR: 67.28% UF: 65.57% P: 60.56% R: 63.72% F: 62.10%
637
+ 2024-03-22 20:28:52 INFO 0:00:03.711171s elapsed
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+ 2024-03-22 20:28:55 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 98.65% UR: 98.00% UF: 98.32% P: 98.61% R: 97.96% F: 98.28%
641
+ 2024-03-22 20:28:55 INFO dev: loss: 0.2196 - UP: 74.70% UR: 66.89% UF: 70.58% P: 69.92% R: 62.62% F: 66.07%
642
+ 2024-03-22 20:28:56 INFO test: loss: 0.1504 - UP: 67.06% UR: 66.25% UF: 66.66% P: 63.76% R: 62.99% F: 63.38%
643
+ 2024-03-22 20:28:56 INFO 0:00:03.693709s elapsed
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+
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646
+ 2024-03-22 20:28:59 INFO lr: 4.9030e-05 - loss: 0.0037 - UP: 98.98% UR: 98.21% UF: 98.59% P: 98.93% R: 98.16% F: 98.54%
647
+ 2024-03-22 20:28:59 INFO dev: loss: 0.2317 - UP: 73.62% UR: 67.98% UF: 70.69% P: 68.99% R: 63.70% F: 66.24%
648
+ 2024-03-22 20:28:59 INFO test: loss: 0.1813 - UP: 64.70% UR: 67.43% UF: 66.04% P: 61.19% R: 63.78% F: 62.46%
649
+ 2024-03-22 20:28:59 INFO 0:00:03.690837s elapsed
650
+
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652
+ 2024-03-22 20:29:02 INFO lr: 4.9020e-05 - loss: 0.0004 - UP: 98.87% UR: 98.52% UF: 98.69% P: 98.80% R: 98.46% F: 98.63%
653
+ 2024-03-22 20:29:03 INFO dev: loss: 0.2271 - UP: 74.83% UR: 66.55% UF: 70.45% P: 69.95% R: 62.21% F: 65.85%
654
+ 2024-03-22 20:29:03 INFO test: loss: 0.1712 - UP: 67.68% UR: 65.74% UF: 66.70% P: 64.17% R: 62.33% F: 63.24%
655
+ 2024-03-22 20:29:03 INFO 0:00:03.688905s elapsed
656
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+ 2024-03-22 20:29:06 INFO lr: 4.9010e-05 - loss: 0.0020 - UP: 99.07% UR: 98.44% UF: 98.76% P: 99.03% R: 98.39% F: 98.71%
659
+ 2024-03-22 20:29:06 INFO dev: loss: 0.2389 - UP: 75.74% UR: 65.67% UF: 70.35% P: 70.74% R: 61.33% F: 65.70%
660
+ 2024-03-22 20:29:07 INFO test: loss: 0.1716 - UP: 68.04% UR: 64.90% UF: 66.43% P: 64.59% R: 61.61% F: 63.06%
661
+ 2024-03-22 20:29:07 INFO 0:00:03.685390s elapsed
662
+
663
+ 2024-03-22 20:29:15 INFO Epoch 69 saved
664
+ 2024-03-22 20:29:15 INFO dev: UP: 73.95% UR: 68.18% UF: 70.95% P: 70.57% R: 65.06% F: 67.70%
665
+ 2024-03-22 20:29:15 INFO test: UP: 66.92% UR: 68.10% UF: 67.50% P: 64.37% R: 65.50% F: 64.93%
666
+ 2024-03-22 20:29:15 INFO 0:06:03.432308s elapsed, 0:00:03.671033s/epoch
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1
+ 2024-03-22 20:29:17 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
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_bySentiment_targ_desc/80/model_vi_opener_en_xlm_9
18
+ device | 0
19
+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_targ_desc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_targ_desc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-22 20:29:18 INFO Building the fields
40
+ 2024-03-22 20:29:19 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-22 20:29:19 INFO Building the model
45
+ 2024-03-22 20:29:21 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-03-22 20:29:21 INFO Loading the data
65
+ 2024-03-22 20:29:23 INFO
66
+ train: Dataset(n_sentences=1274, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=180, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
69
+
70
+ 2024-03-22 20:29:23 INFO Epoch 1 / 5000:
71
+ 2024-03-22 20:29:26 INFO lr: 4.9990e-05 - loss: 0.1387 - UP: 3.71% UR: 9.23% UF: 5.29% P: 1.53% R: 3.80% F: 2.18%
72
+ 2024-03-22 20:29:27 INFO dev: loss: 0.1924 - UP: 85.71% UR: 2.85% UF: 5.52% P: 77.55% R: 2.58% F: 4.99%
73
+ 2024-03-22 20:29:27 INFO test: loss: 0.1680 - UP: 76.86% UR: 2.81% UF: 5.42% P: 68.60% R: 2.51% F: 4.83%
74
+ 2024-03-22 20:29:32 INFO 0:00:04.221718s elapsed (saved)
75
+
76
+ 2024-03-22 20:29:32 INFO Epoch 2 / 5000:
77
+ 2024-03-22 20:29:34 INFO lr: 4.9980e-05 - loss: 0.1164 - UP: 52.37% UR: 6.77% UF: 12.00% P: 48.07% R: 6.22% F: 11.01%
78
+ 2024-03-22 20:29:35 INFO dev: loss: 0.1521 - UP: 59.11% UR: 19.81% UF: 29.67% P: 54.05% R: 18.11% F: 27.13%
79
+ 2024-03-22 20:29:35 INFO test: loss: 0.1335 - UP: 55.54% UR: 20.28% UF: 29.71% P: 50.25% R: 18.35% F: 26.88%
80
+ 2024-03-22 20:29:42 INFO 0:00:03.585118s elapsed (saved)
81
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+ 2024-03-22 20:30:18 INFO test: loss: 0.0861 - UP: 70.90% UR: 33.17% UF: 45.20% P: 68.19% R: 31.90% F: 43.47%
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+ 2024-03-22 20:30:33 INFO dev: loss: 0.1029 - UP: 79.09% UR: 39.01% UF: 52.25% P: 74.14% R: 36.57% F: 48.98%
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+ 2024-03-22 20:30:36 INFO dev: loss: 0.1141 - UP: 82.35% UR: 29.44% UF: 43.38% P: 79.13% R: 28.29% F: 41.68%
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+ 2024-03-22 20:30:37 INFO test: loss: 0.1019 - UP: 77.85% UR: 28.64% UF: 41.88% P: 75.64% R: 27.83% F: 40.69%
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+ 2024-03-22 20:30:37 INFO 0:00:03.580850s elapsed
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+ 2024-03-22 20:30:40 INFO dev: loss: 0.1017 - UP: 75.34% UR: 41.66% UF: 53.65% P: 71.78% R: 39.69% F: 51.11%
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+ 2024-03-22 20:30:40 INFO test: loss: 0.0918 - UP: 72.48% UR: 41.02% UF: 52.39% P: 69.33% R: 39.24% F: 50.12%
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+ 2024-03-22 20:30:47 INFO 0:00:03.581786s elapsed (saved)
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+ 2024-03-22 20:31:01 INFO test: loss: 0.1000 - UP: 67.40% UR: 43.37% UF: 52.78% P: 65.48% R: 42.14% F: 51.28%
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+ 2024-03-22 20:31:01 INFO 0:00:03.591509s elapsed
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+ 2024-03-22 20:31:05 INFO test: loss: 0.0958 - UP: 72.72% UR: 43.28% UF: 54.27% P: 71.04% R: 42.29% F: 53.02%
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+ 2024-03-22 20:31:05 INFO 0:00:03.630257s elapsed
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+ 2024-03-22 20:31:08 INFO test: loss: 0.0919 - UP: 64.59% UR: 55.00% UF: 59.41% P: 62.32% R: 53.06% F: 57.32%
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+ 2024-03-22 20:31:15 INFO 0:00:03.576565s elapsed (saved)
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+ 2024-03-22 20:31:19 INFO test: loss: 0.1039 - UP: 68.60% UR: 54.39% UF: 60.67% P: 66.62% R: 52.82% F: 58.92%
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+ 2024-03-22 20:31:19 INFO 0:00:03.669935s elapsed
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+ 2024-03-22 20:31:22 INFO dev: loss: 0.1116 - UP: 74.48% UR: 53.87% UF: 62.52% P: 71.11% R: 51.42% F: 59.69%
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+ 2024-03-22 20:31:23 INFO test: loss: 0.1028 - UP: 69.91% UR: 51.89% UF: 59.56% P: 68.00% R: 50.47% F: 57.93%
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+ 2024-03-22 20:31:23 INFO 0:00:03.650959s elapsed
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+ 2024-03-22 20:31:26 INFO lr: 4.9830e-05 - loss: 0.0251 - UP: 89.05% UR: 70.84% UF: 78.91% P: 88.80% R: 70.64% F: 78.68%
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+ 2024-03-22 20:31:26 INFO test: loss: 0.1052 - UP: 66.68% UR: 56.17% UF: 60.98% P: 64.60% R: 54.42% F: 59.08%
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+ 2024-03-22 20:31:33 INFO 0:00:03.616684s elapsed (saved)
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+ 2024-03-22 20:31:36 INFO lr: 4.9820e-05 - loss: 0.0116 - UP: 89.48% UR: 75.49% UF: 81.90% P: 89.03% R: 75.11% F: 81.48%
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+ 2024-03-22 20:31:37 INFO dev: loss: 0.1343 - UP: 73.94% UR: 54.68% UF: 62.87% P: 69.63% R: 51.49% F: 59.20%
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+ 2024-03-22 20:31:37 INFO test: loss: 0.1080 - UP: 68.93% UR: 53.31% UF: 60.12% P: 66.24% R: 51.22% F: 57.77%
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+ 2024-03-22 20:31:37 INFO 0:00:03.648821s elapsed
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+ 2024-03-22 20:31:40 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 88.67% UR: 76.70% UF: 82.25% P: 88.44% R: 76.50% F: 82.04%
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+ 2024-03-22 20:31:40 INFO dev: loss: 0.1302 - UP: 79.56% UR: 49.12% UF: 60.74% P: 76.59% R: 47.29% F: 58.47%
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+ 2024-03-22 20:31:41 INFO test: loss: 0.1087 - UP: 76.10% UR: 49.11% UF: 59.70% P: 74.13% R: 47.84% F: 58.15%
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+ 2024-03-22 20:31:41 INFO 0:00:03.614919s elapsed
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+ 2024-03-22 20:31:41 INFO Epoch 20 / 5000:
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+ 2024-03-22 20:31:44 INFO lr: 4.9800e-05 - loss: 0.0083 - UP: 89.37% UR: 79.08% UF: 83.91% P: 89.16% R: 78.89% F: 83.71%
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+ 2024-03-22 20:31:44 INFO dev: loss: 0.1433 - UP: 76.09% UR: 56.58% UF: 64.90% P: 72.63% R: 54.00% F: 61.95%
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+ 2024-03-22 20:31:44 INFO test: loss: 0.1070 - UP: 69.97% UR: 55.36% UF: 61.81% P: 67.65% R: 53.52% F: 59.76%
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+ 2024-03-22 20:31:44 INFO 0:00:03.634030s elapsed
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+ 2024-03-22 20:31:47 INFO lr: 4.9790e-05 - loss: 0.0155 - UP: 91.32% UR: 81.13% UF: 85.92% P: 91.01% R: 80.85% F: 85.63%
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+ 2024-03-22 20:31:48 INFO dev: loss: 0.1400 - UP: 72.91% UR: 60.24% UF: 65.97% P: 69.13% R: 57.12% F: 62.56%
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+ 2024-03-22 20:31:48 INFO test: loss: 0.1158 - UP: 68.29% UR: 57.59% UF: 62.49% P: 65.60% R: 55.33% F: 60.03%
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+ 2024-03-22 20:31:55 INFO 0:00:03.633171s elapsed (saved)
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+ 2024-03-22 20:31:55 INFO Epoch 22 / 5000:
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+ 2024-03-22 20:31:58 INFO lr: 4.9780e-05 - loss: 0.0086 - UP: 92.17% UR: 82.77% UF: 87.22% P: 91.85% R: 82.49% F: 86.92%
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+ 2024-03-22 20:31:58 INFO dev: loss: 0.1450 - UP: 73.39% UR: 58.75% UF: 65.26% P: 70.00% R: 56.04% F: 62.25%
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+ 2024-03-22 20:31:58 INFO test: loss: 0.1236 - UP: 69.08% UR: 59.07% UF: 63.68% P: 66.61% R: 56.96% F: 61.41%
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+ 2024-03-22 20:31:58 INFO 0:00:03.619855s elapsed
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+ 2024-03-22 20:32:01 INFO lr: 4.9770e-05 - loss: 0.0078 - UP: 92.41% UR: 82.53% UF: 87.19% P: 92.28% R: 82.42% F: 87.07%
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+ 2024-03-22 20:32:01 INFO dev: loss: 0.1512 - UP: 70.79% UR: 63.64% UF: 67.02% P: 67.55% R: 60.72% F: 63.95%
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+ 2024-03-22 20:32:02 INFO test: loss: 0.1175 - UP: 64.77% UR: 62.00% UF: 63.36% P: 62.03% R: 59.37% F: 60.67%
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+ 2024-03-22 20:32:08 INFO 0:00:03.630363s elapsed (saved)
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+ 2024-03-22 20:32:11 INFO lr: 4.9760e-05 - loss: 0.0055 - UP: 92.89% UR: 85.46% UF: 89.02% P: 92.73% R: 85.31% F: 88.87%
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+ 2024-03-22 20:32:12 INFO dev: loss: 0.1505 - UP: 77.23% UR: 59.36% UF: 67.13% P: 74.14% R: 56.99% F: 64.44%
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+ 2024-03-22 20:32:12 INFO test: loss: 0.1164 - UP: 72.07% UR: 58.10% UF: 64.34% P: 69.94% R: 56.38% F: 62.43%
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+ 2024-03-22 20:32:19 INFO 0:00:03.575862s elapsed (saved)
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+ 2024-03-22 20:32:22 INFO lr: 4.9750e-05 - loss: 0.0064 - UP: 93.06% UR: 85.42% UF: 89.08% P: 92.91% R: 85.28% F: 88.94%
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+ 2024-03-22 20:32:22 INFO dev: loss: 0.1549 - UP: 73.72% UR: 61.47% UF: 67.04% P: 70.22% R: 58.55% F: 63.85%
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+ 2024-03-22 20:32:22 INFO test: loss: 0.1243 - UP: 67.46% UR: 59.19% UF: 63.05% P: 65.26% R: 57.26% F: 61.00%
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+ 2024-03-22 20:32:22 INFO 0:00:03.641096s elapsed
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+ 2024-03-22 20:32:25 INFO lr: 4.9740e-05 - loss: 0.0098 - UP: 92.92% UR: 85.31% UF: 88.95% P: 92.78% R: 85.19% F: 88.82%
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+ 2024-03-22 20:32:26 INFO dev: loss: 0.1646 - UP: 70.68% UR: 64.93% UF: 67.68% P: 66.62% R: 61.19% F: 63.79%
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+ 2024-03-22 20:32:26 INFO test: loss: 0.1272 - UP: 62.61% UR: 62.51% UF: 62.56% P: 60.31% R: 60.22% F: 60.26%
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+ 2024-03-22 20:32:26 INFO 0:00:03.583641s elapsed
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+ 2024-03-22 20:32:29 INFO lr: 4.9730e-05 - loss: 0.0131 - UP: 91.50% UR: 83.78% UF: 87.47% P: 91.12% R: 83.43% F: 87.10%
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+ 2024-03-22 20:32:29 INFO dev: loss: 0.1566 - UP: 78.50% UR: 55.22% UF: 64.83% P: 74.25% R: 52.24% F: 61.33%
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+ 2024-03-22 20:32:30 INFO test: loss: 0.1088 - UP: 72.84% UR: 54.15% UF: 62.12% P: 70.52% R: 52.43% F: 60.15%
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+ 2024-03-22 20:32:32 INFO lr: 4.9720e-05 - loss: 0.0115 - UP: 92.53% UR: 83.14% UF: 87.58% P: 92.31% R: 82.95% F: 87.38%
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+ 2024-03-22 20:32:33 INFO dev: loss: 0.1524 - UP: 72.47% UR: 63.77% UF: 67.85% P: 68.47% R: 60.24% F: 64.09%
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+ 2024-03-22 20:32:33 INFO test: loss: 0.1146 - UP: 67.70% UR: 61.42% UF: 64.41% P: 65.30% R: 59.25% F: 62.13%
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+ 2024-03-22 20:32:36 INFO lr: 4.9710e-05 - loss: 0.0112 - UP: 93.62% UR: 88.20% UF: 90.83% P: 93.45% R: 88.03% F: 90.66%
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+ 2024-03-22 20:32:36 INFO dev: loss: 0.1610 - UP: 74.26% UR: 62.82% UF: 68.06% P: 70.25% R: 59.43% F: 64.39%
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+ 2024-03-22 20:32:37 INFO test: loss: 0.1160 - UP: 69.78% UR: 59.79% UF: 64.40% P: 67.35% R: 57.71% F: 62.16%
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+ 2024-03-22 20:32:40 INFO lr: 4.9700e-05 - loss: 0.0050 - UP: 94.12% UR: 88.35% UF: 91.14% P: 93.88% R: 88.12% F: 90.91%
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+ 2024-03-22 20:32:40 INFO dev: loss: 0.1434 - UP: 70.29% UR: 66.62% UF: 68.41% P: 66.36% R: 62.89% F: 64.58%
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+ 2024-03-22 20:32:40 INFO test: loss: 0.1240 - UP: 63.98% UR: 64.44% UF: 64.21% P: 60.92% R: 61.36% F: 61.14%
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+ 2024-03-22 20:32:47 INFO 0:00:03.608977s elapsed (saved)
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+ 2024-03-22 20:32:50 INFO lr: 4.9690e-05 - loss: 0.0196 - UP: 91.88% UR: 82.57% UF: 86.98% P: 91.00% R: 81.79% F: 86.15%
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+ 2024-03-22 20:32:50 INFO dev: loss: 0.1267 - UP: 67.84% UR: 65.26% UF: 66.53% P: 62.83% R: 60.45% F: 61.62%
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+ 2024-03-22 20:32:51 INFO test: loss: 0.1215 - UP: 61.73% UR: 63.87% UF: 62.78% P: 58.08% R: 60.10% F: 59.07%
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+ 2024-03-22 20:32:54 INFO lr: 4.9680e-05 - loss: 0.0046 - UP: 89.06% UR: 78.35% UF: 83.36% P: 87.75% R: 77.20% F: 82.14%
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+ 2024-03-22 20:32:54 INFO dev: loss: 0.1296 - UP: 71.48% UR: 65.47% UF: 68.34% P: 66.74% R: 61.13% F: 63.81%
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+ 2024-03-22 20:32:54 INFO test: loss: 0.0946 - UP: 65.77% UR: 63.51% UF: 64.62% P: 63.36% R: 61.18% F: 62.25%
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+ 2024-03-22 20:32:57 INFO lr: 4.9670e-05 - loss: 0.0220 - UP: 91.86% UR: 84.05% UF: 87.78% P: 90.39% R: 82.70% F: 86.37%
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+ 2024-03-22 20:32:58 INFO test: loss: 0.1196 - UP: 69.12% UR: 61.06% UF: 64.84% P: 65.94% R: 58.26% F: 61.86%
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+ 2024-03-22 20:33:01 INFO lr: 4.9660e-05 - loss: 0.0232 - UP: 93.04% UR: 85.99% UF: 89.38% P: 92.23% R: 85.24% F: 88.59%
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+ 2024-03-22 20:33:44 INFO 0:00:03.630480s elapsed
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+ 2024-03-22 20:33:58 INFO 0:00:03.625952s elapsed (saved)
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+ 2024-03-22 20:34:08 INFO 0:00:03.635084s elapsed (saved)
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+ 2024-03-22 20:34:12 INFO test: loss: 0.1356 - UP: 68.57% UR: 64.47% UF: 66.46% P: 66.16% R: 62.21% F: 64.13%
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+ 2024-03-22 20:34:19 INFO 0:00:03.654320s elapsed (saved)
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+ 2024-03-22 20:34:25 INFO dev: loss: 0.1863 - UP: 76.22% UR: 63.70% UF: 69.40% P: 72.32% R: 60.45% F: 65.85%
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+ 2024-03-22 20:34:26 INFO test: loss: 0.1343 - UP: 69.80% UR: 64.59% UF: 67.10% P: 67.09% R: 62.09% F: 64.49%
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+ 2024-03-22 20:34:26 INFO 0:00:03.642056s elapsed
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+ 2024-03-22 20:34:29 INFO test: loss: 0.1345 - UP: 68.26% UR: 66.34% UF: 67.29% P: 65.62% R: 63.78% F: 64.69%
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+ 2024-03-22 20:34:29 INFO 0:00:03.613968s elapsed
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+ 2024-03-22 20:34:29 INFO Epoch 50 / 5000:
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+ 2024-03-22 20:34:33 INFO test: loss: 0.1494 - UP: 57.11% UR: 72.41% UF: 63.85% P: 54.58% R: 69.21% F: 61.03%
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+ 2024-03-22 20:34:33 INFO 0:00:03.620729s elapsed
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+ 2024-03-22 20:34:33 INFO Epoch 51 / 5000:
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+ 2024-03-22 20:34:36 INFO lr: 4.9490e-05 - loss: 0.0025 - UP: 95.37% UR: 94.11% UF: 94.73% P: 95.22% R: 93.96% F: 94.59%
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+ 2024-03-22 20:34:36 INFO dev: loss: 0.1792 - UP: 73.50% UR: 68.11% UF: 70.70% P: 70.13% R: 64.99% F: 67.46%
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+ 2024-03-22 20:34:37 INFO test: loss: 0.1409 - UP: 65.91% UR: 68.28% UF: 67.07% P: 62.91% R: 65.17% F: 64.02%
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+ 2024-03-22 20:34:43 INFO 0:00:03.596870s elapsed (saved)
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+ 2024-03-22 20:34:43 INFO Epoch 52 / 5000:
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+ 2024-03-22 20:34:47 INFO dev: loss: 0.2056 - UP: 77.35% UR: 59.77% UF: 67.43% P: 73.40% R: 56.72% F: 63.99%
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+ 2024-03-22 20:34:47 INFO test: loss: 0.1409 - UP: 73.71% UR: 61.27% UF: 66.92% P: 71.06% R: 59.07% F: 64.51%
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+ 2024-03-22 20:34:47 INFO 0:00:03.605864s elapsed
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+ 2024-03-22 20:34:47 INFO Epoch 53 / 5000:
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+ 2024-03-22 20:34:50 INFO dev: loss: 0.1968 - UP: 73.18% UR: 66.28% UF: 69.56% P: 69.29% R: 62.75% F: 65.86%
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+ 2024-03-22 20:34:51 INFO test: loss: 0.1321 - UP: 67.87% UR: 66.50% UF: 67.17% P: 65.16% R: 63.84% F: 64.49%
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+ 2024-03-22 20:34:51 INFO 0:00:03.609291s elapsed
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+ 2024-03-22 20:34:51 INFO Epoch 54 / 5000:
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+ 2024-03-22 20:34:54 INFO dev: loss: 0.1999 - UP: 73.20% UR: 64.65% UF: 68.66% P: 69.20% R: 61.13% F: 64.91%
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+ 2024-03-22 20:34:54 INFO test: loss: 0.1382 - UP: 68.57% UR: 65.65% UF: 67.08% P: 66.02% R: 63.21% F: 64.58%
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+ 2024-03-22 20:34:54 INFO 0:00:03.581376s elapsed
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+ 2024-03-22 20:34:54 INFO Epoch 55 / 5000:
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+ 2024-03-22 20:34:58 INFO test: loss: 0.1435 - UP: 71.13% UR: 64.26% UF: 67.52% P: 68.86% R: 62.21% F: 65.37%
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+ 2024-03-22 20:34:58 INFO 0:00:03.597203s elapsed
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+ 2024-03-22 20:35:01 INFO dev: loss: 0.1995 - UP: 72.45% UR: 64.93% UF: 68.48% P: 68.21% R: 61.13% F: 64.47%
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+ 2024-03-22 20:35:01 INFO test: loss: 0.1367 - UP: 68.85% UR: 65.98% UF: 67.39% P: 65.98% R: 63.24% F: 64.58%
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+ 2024-03-22 20:35:01 INFO 0:00:03.607207s elapsed
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+ 2024-03-22 20:35:04 INFO lr: 4.9430e-05 - loss: 0.0018 - UP: 98.01% UR: 96.89% UF: 97.45% P: 97.82% R: 96.69% F: 97.25%
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+ 2024-03-22 20:35:05 INFO dev: loss: 0.1835 - UP: 74.38% UR: 67.16% UF: 70.59% P: 70.47% R: 63.64% F: 66.88%
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+ 2024-03-22 20:35:05 INFO test: loss: 0.1413 - UP: 67.73% UR: 66.95% UF: 67.33% P: 64.89% R: 64.14% F: 64.51%
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+ 2024-03-22 20:35:05 INFO 0:00:03.650398s elapsed
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+ 2024-03-22 20:35:08 INFO lr: 4.9420e-05 - loss: 0.0007 - UP: 98.18% UR: 96.73% UF: 97.45% P: 98.08% R: 96.64% F: 97.36%
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+ 2024-03-22 20:35:09 INFO test: loss: 0.1341 - UP: 69.41% UR: 66.44% UF: 67.89% P: 66.57% R: 63.72% F: 65.11%
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+ 2024-03-22 20:35:09 INFO 0:00:03.640536s elapsed
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+ 2024-03-22 20:35:12 INFO lr: 4.9410e-05 - loss: 0.0055 - UP: 98.15% UR: 97.36% UF: 97.75% P: 98.03% R: 97.24% F: 97.63%
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+ 2024-03-22 20:35:12 INFO test: loss: 0.1436 - UP: 69.90% UR: 65.83% UF: 67.81% P: 67.34% R: 63.42% F: 65.32%
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+ 2024-03-22 20:35:12 INFO 0:00:03.630406s elapsed
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+ 2024-03-22 20:35:16 INFO test: loss: 0.1460 - UP: 65.99% UR: 67.82% UF: 66.89% P: 63.55% R: 65.32% F: 64.42%
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+ 2024-03-22 20:35:16 INFO 0:00:03.647505s elapsed
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+ 2024-03-22 20:35:20 INFO test: loss: 0.1557 - UP: 69.86% UR: 66.53% UF: 68.15% P: 67.64% R: 64.41% F: 65.99%
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+ 2024-03-22 20:35:23 INFO test: loss: 0.1524 - UP: 69.13% UR: 67.46% UF: 68.29% P: 66.53% R: 64.93% F: 65.72%
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+ 2024-03-22 20:35:23 INFO 0:00:03.738924s elapsed
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+ 2024-03-22 20:35:26 INFO lr: 4.9370e-05 - loss: 0.0015 - UP: 98.65% UR: 98.16% UF: 98.41% P: 98.59% R: 98.10% F: 98.35%
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+ 2024-03-22 20:35:27 INFO test: loss: 0.1528 - UP: 68.93% UR: 67.49% UF: 68.20% P: 66.34% R: 64.96% F: 65.64%
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+ 2024-03-22 20:35:30 INFO lr: 4.9360e-05 - loss: 0.0003 - UP: 99.16% UR: 98.29% UF: 98.72% P: 99.11% R: 98.24% F: 98.67%
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+ 2024-03-22 20:35:59 INFO dev: loss: 0.2407 - UP: 75.32% UR: 64.18% UF: 69.30% P: 71.82% R: 61.19% F: 66.08%
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+ 2024-03-22 20:36:03 INFO dev: loss: 0.2473 - UP: 74.74% UR: 63.23% UF: 68.50% P: 71.69% R: 60.65% F: 65.71%
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+ 2024-03-22 20:36:03 INFO test: loss: 0.1654 - UP: 69.58% UR: 65.17% UF: 67.30% P: 67.23% R: 62.96% F: 65.02%
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+ 2024-03-22 20:36:10 INFO dev: loss: 0.2021 - UP: 72.50% UR: 62.42% UF: 67.08% P: 68.64% R: 59.09% F: 63.51%
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+ 2024-03-22 20:36:14 INFO dev: loss: 0.2042 - UP: 71.95% UR: 63.70% UF: 67.58% P: 68.58% R: 60.72% F: 64.41%
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+ 2024-03-22 20:36:14 INFO test: loss: 0.1340 - UP: 68.32% UR: 66.19% UF: 67.24% P: 65.95% R: 63.90% F: 64.91%
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+ 2024-03-22 20:36:18 INFO dev: loss: 0.1989 - UP: 71.84% UR: 64.72% UF: 68.09% P: 68.60% R: 61.80% F: 65.02%
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+ 2024-03-22 20:36:18 INFO test: loss: 0.1339 - UP: 69.21% UR: 67.04% UF: 68.11% P: 66.81% R: 64.71% F: 65.75%
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+ 2024-03-22 20:36:18 INFO 0:00:03.609420s elapsed
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+ 2024-03-22 20:36:18 INFO Epoch 76 / 5000:
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+ 2024-03-22 20:36:21 INFO dev: loss: 0.2149 - UP: 72.42% UR: 65.74% UF: 68.92% P: 69.06% R: 62.69% F: 65.72%
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+ 2024-03-22 20:36:22 INFO test: loss: 0.1411 - UP: 68.55% UR: 68.94% UF: 68.74% P: 66.33% R: 66.71% F: 66.52%
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+ 2024-03-22 20:36:25 INFO dev: loss: 0.2198 - UP: 74.24% UR: 64.93% UF: 69.27% P: 70.83% R: 61.94% F: 66.09%
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+ 2024-03-22 20:36:25 INFO test: loss: 0.1525 - UP: 69.77% UR: 66.53% UF: 68.11% P: 67.36% R: 64.23% F: 65.76%
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+ 2024-03-22 20:36:25 INFO 0:00:03.629309s elapsed
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+ 2024-03-22 20:36:25 INFO Epoch 78 / 5000:
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+ 2024-03-22 20:36:28 INFO dev: loss: 0.2363 - UP: 73.07% UR: 65.54% UF: 69.10% P: 69.44% R: 62.28% F: 65.67%
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+ 2024-03-22 20:36:29 INFO test: loss: 0.1528 - UP: 68.12% UR: 67.58% UF: 67.85% P: 65.93% R: 65.41% F: 65.67%
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+ 2024-03-22 20:36:29 INFO 0:00:03.645276s elapsed
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+ 2024-03-22 20:36:29 INFO Epoch 79 / 5000:
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+ 2024-03-22 20:36:32 INFO dev: loss: 0.2346 - UP: 70.51% UR: 66.01% UF: 68.19% P: 67.39% R: 63.09% F: 65.17%
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+ 2024-03-22 20:36:32 INFO test: loss: 0.1609 - UP: 65.86% UR: 68.43% UF: 67.12% P: 63.51% R: 65.98% F: 64.72%
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+ 2024-03-22 20:36:32 INFO 0:00:03.650399s elapsed
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+ 2024-03-22 20:36:32 INFO Epoch 80 / 5000:
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+ 2024-03-22 20:36:35 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 98.94% UR: 98.47% UF: 98.70% P: 98.91% R: 98.44% F: 98.67%
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+ 2024-03-22 20:36:36 INFO dev: loss: 0.2400 - UP: 73.25% UR: 65.40% UF: 69.10% P: 69.98% R: 62.48% F: 66.02%
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+ 2024-03-22 20:36:36 INFO test: loss: 0.1558 - UP: 68.63% UR: 67.22% UF: 67.92% P: 66.41% R: 65.05% F: 65.72%
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+ 2024-03-22 20:36:36 INFO 0:00:03.685363s elapsed
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+ 2024-03-22 20:36:39 INFO lr: 4.9190e-05 - loss: 0.0011 - UP: 98.77% UR: 97.96% UF: 98.36% P: 98.73% R: 97.92% F: 98.33%
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+ 2024-03-22 20:36:39 INFO dev: loss: 0.2486 - UP: 74.85% UR: 58.96% UF: 65.96% P: 72.09% R: 56.78% F: 63.53%
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+ 2024-03-22 20:36:40 INFO test: loss: 0.1481 - UP: 71.01% UR: 60.40% UF: 65.27% P: 68.70% R: 58.44% F: 63.15%
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+ 2024-03-22 20:36:40 INFO 0:00:03.713723s elapsed
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+ 2024-03-22 20:36:40 INFO Epoch 82 / 5000:
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+ 2024-03-22 20:36:43 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 94.76% UR: 91.55% UF: 93.13% P: 94.41% R: 91.21% F: 92.78%
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+ 2024-03-22 20:36:43 INFO dev: loss: 0.2119 - UP: 69.25% UR: 64.93% UF: 67.02% P: 66.64% R: 62.48% F: 64.50%
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+ 2024-03-22 20:36:44 INFO test: loss: 0.1691 - UP: 63.99% UR: 67.37% UF: 65.64% P: 60.55% R: 63.75% F: 62.11%
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+ 2024-03-22 20:36:44 INFO 0:00:03.705505s elapsed
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+ 2024-03-22 20:36:44 INFO Epoch 83 / 5000:
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+ 2024-03-22 20:36:47 INFO lr: 4.9170e-05 - loss: 0.0056 - UP: 97.21% UR: 95.17% UF: 96.18% P: 97.06% R: 95.03% F: 96.04%
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+ 2024-03-22 20:36:47 INFO dev: loss: 0.2111 - UP: 73.43% UR: 62.08% UF: 67.28% P: 69.90% R: 59.09% F: 64.04%
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+ 2024-03-22 20:36:47 INFO test: loss: 0.1742 - UP: 69.37% UR: 65.14% UF: 67.19% P: 66.57% R: 62.51% F: 64.48%
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+ 2024-03-22 20:36:47 INFO 0:00:03.713679s elapsed
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+ 2024-03-22 20:36:47 INFO Epoch 84 / 5000:
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+ 2024-03-22 20:36:50 INFO lr: 4.9160e-05 - loss: 0.0025 - UP: 97.49% UR: 95.15% UF: 96.31% P: 97.31% R: 94.98% F: 96.13%
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+ 2024-03-22 20:36:51 INFO dev: loss: 0.2055 - UP: 73.75% UR: 64.25% UF: 68.67% P: 68.22% R: 59.43% F: 63.52%
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+ 2024-03-22 20:36:51 INFO test: loss: 0.1647 - UP: 69.17% UR: 64.32% UF: 66.66% P: 66.47% R: 61.82% F: 64.06%
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+ 2024-03-22 20:36:51 INFO 0:00:03.712549s elapsed
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+ 2024-03-22 20:36:51 INFO Epoch 85 / 5000:
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+ 2024-03-22 20:36:54 INFO lr: 4.9150e-05 - loss: 0.0035 - UP: 96.20% UR: 94.75% UF: 95.47% P: 95.87% R: 94.42% F: 95.14%
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+ 2024-03-22 20:36:54 INFO dev: loss: 0.2060 - UP: 71.45% UR: 62.14% UF: 66.47% P: 68.02% R: 59.16% F: 63.28%
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+ 2024-03-22 20:36:55 INFO test: loss: 0.1729 - UP: 68.68% UR: 65.26% UF: 66.92% P: 66.20% R: 62.90% F: 64.51%
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+ 2024-03-22 20:36:55 INFO 0:00:03.714325s elapsed
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+ 2024-03-22 20:36:55 INFO Epoch 86 / 5000:
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+ 2024-03-22 20:36:58 INFO lr: 4.9140e-05 - loss: 0.0034 - UP: 97.60% UR: 96.30% UF: 96.95% P: 97.33% R: 96.03% F: 96.68%
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+ 2024-03-22 20:36:58 INFO dev: loss: 0.2309 - UP: 75.04% UR: 64.25% UF: 69.23% P: 69.41% R: 59.43% F: 64.04%
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+ 2024-03-22 20:36:58 INFO test: loss: 0.1983 - UP: 68.37% UR: 65.11% UF: 66.70% P: 64.60% R: 61.52% F: 63.02%
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+ 2024-03-22 20:36:58 INFO 0:00:03.691067s elapsed
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+ 2024-03-22 20:36:58 INFO Epoch 87 / 5000:
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+ 2024-03-22 20:37:01 INFO lr: 4.9130e-05 - loss: 0.0069 - UP: 96.03% UR: 94.27% UF: 95.14% P: 95.43% R: 93.69% F: 94.55%
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+ 2024-03-22 20:37:02 INFO dev: loss: 0.1424 - UP: 70.40% UR: 67.30% UF: 68.82% P: 65.72% R: 62.82% F: 64.24%
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+ 2024-03-22 20:37:02 INFO test: loss: 0.1599 - UP: 61.61% UR: 67.61% UF: 64.47% P: 58.09% R: 63.75% F: 60.79%
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+ 2024-03-22 20:37:02 INFO 0:00:03.694096s elapsed
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+ 2024-03-22 20:37:02 INFO Epoch 88 / 5000:
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+ 2024-03-22 20:37:05 INFO lr: 4.9120e-05 - loss: 0.0288 - UP: 96.52% UR: 94.89% UF: 95.70% P: 96.06% R: 94.44% F: 95.25%
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+ 2024-03-22 20:37:05 INFO dev: loss: 0.2123 - UP: 71.25% UR: 65.06% UF: 68.01% P: 66.57% R: 60.79% F: 63.55%
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+ 2024-03-22 20:37:06 INFO test: loss: 0.1624 - UP: 65.70% UR: 66.89% UF: 66.29% P: 62.32% R: 63.45% F: 62.88%
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+ 2024-03-22 20:37:06 INFO 0:00:03.683545s elapsed
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+ 2024-03-22 20:37:06 INFO Epoch 89 / 5000:
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+ 2024-03-22 20:37:09 INFO lr: 4.9110e-05 - loss: 0.0017 - UP: 97.28% UR: 94.19% UF: 95.71% P: 96.62% R: 93.55% F: 95.06%
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+ 2024-03-22 20:37:09 INFO dev: loss: 0.1896 - UP: 77.94% UR: 60.65% UF: 68.22% P: 74.28% R: 57.80% F: 65.01%
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+ 2024-03-22 20:37:09 INFO test: loss: 0.1488 - UP: 72.25% UR: 61.70% UF: 66.56% P: 69.42% R: 59.28% F: 63.95%
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+ 2024-03-22 20:37:09 INFO 0:00:03.677508s elapsed
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+ 2024-03-22 20:37:09 INFO Epoch 90 / 5000:
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+ 2024-03-22 20:37:12 INFO lr: 4.9100e-05 - loss: 0.0111 - UP: 96.79% UR: 93.10% UF: 94.91% P: 96.29% R: 92.62% F: 94.42%
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+ 2024-03-22 20:37:13 INFO dev: loss: 0.1851 - UP: 70.45% UR: 69.06% UF: 69.75% P: 64.91% R: 63.64% F: 64.27%
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+ 2024-03-22 20:37:13 INFO test: loss: 0.1527 - UP: 60.05% UR: 67.61% UF: 63.61% P: 55.39% R: 62.36% F: 58.67%
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+ 2024-03-22 20:37:13 INFO 0:00:03.663220s elapsed
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+ 2024-03-22 20:37:13 INFO Epoch 91 / 5000:
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+ 2024-03-22 20:37:16 INFO lr: 4.9090e-05 - loss: 0.0019 - UP: 94.51% UR: 91.77% UF: 93.12% P: 93.64% R: 90.92% F: 92.26%
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+ 2024-03-22 20:37:16 INFO dev: loss: 0.1809 - UP: 68.79% UR: 66.69% UF: 67.72% P: 64.80% R: 62.82% F: 63.80%
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+ 2024-03-22 20:37:17 INFO test: loss: 0.1769 - UP: 61.81% UR: 66.13% UF: 63.90% P: 56.73% R: 60.70% F: 58.65%
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+ 2024-03-22 20:37:17 INFO 0:00:03.672312s elapsed
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+ 2024-03-22 20:37:17 INFO Epoch 92 / 5000:
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+ 2024-03-22 20:37:20 INFO lr: 4.9080e-05 - loss: 0.0038 - UP: 96.76% UR: 94.64% UF: 95.69% P: 96.23% R: 94.13% F: 95.17%
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+ 2024-03-22 20:37:20 INFO dev: loss: 0.1890 - UP: 72.52% UR: 68.05% UF: 70.21% P: 68.19% R: 63.98% F: 66.01%
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+ 2024-03-22 20:37:20 INFO test: loss: 0.1484 - UP: 65.45% UR: 66.95% UF: 66.19% P: 62.29% R: 63.72% F: 63.00%
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+ 2024-03-22 20:37:20 INFO 0:00:03.665794s elapsed
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+ 2024-03-22 20:37:20 INFO Epoch 93 / 5000:
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+ 2024-03-22 20:37:24 INFO dev: loss: 0.2121 - UP: 74.19% UR: 66.89% UF: 70.35% P: 70.50% R: 63.57% F: 66.86%
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+ 2024-03-22 20:37:24 INFO test: loss: 0.1616 - UP: 66.49% UR: 66.71% UF: 66.60% P: 63.27% R: 63.48% F: 63.37%
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+ 2024-03-22 20:37:24 INFO Epoch 94 / 5000:
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+ 2024-03-22 20:37:27 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 98.34% UR: 97.68% UF: 98.01% P: 98.28% R: 97.62% F: 97.95%
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+ 2024-03-22 20:37:27 INFO dev: loss: 0.2085 - UP: 73.95% UR: 69.13% UF: 71.46% P: 70.03% R: 65.47% F: 67.67%
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+ 2024-03-22 20:37:28 INFO test: loss: 0.1539 - UP: 65.10% UR: 66.68% UF: 65.88% P: 61.95% R: 63.45% F: 62.69%
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+ 2024-03-22 20:37:28 INFO 0:00:03.651507s elapsed
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+ 2024-03-22 20:37:28 INFO Epoch 95 / 5000:
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+ 2024-03-22 20:37:31 INFO lr: 4.9050e-05 - loss: 0.0020 - UP: 98.91% UR: 97.92% UF: 98.41% P: 98.88% R: 97.89% F: 98.38%
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+ 2024-03-22 20:37:31 INFO test: loss: 0.1640 - UP: 63.94% UR: 67.28% UF: 65.57% P: 60.56% R: 63.72% F: 62.10%
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+ 2024-03-22 20:37:31 INFO 0:00:03.646762s elapsed
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+ 2024-03-22 20:37:31 INFO Epoch 96 / 5000:
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+ 2024-03-22 20:37:35 INFO test: loss: 0.1504 - UP: 67.06% UR: 66.25% UF: 66.66% P: 63.76% R: 62.99% F: 63.38%
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+ 2024-03-22 20:37:35 INFO 0:00:03.681147s elapsed
645
+
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+ 2024-03-22 20:37:35 INFO Epoch 97 / 5000:
647
+ 2024-03-22 20:37:38 INFO lr: 4.9030e-05 - loss: 0.0037 - UP: 98.98% UR: 98.21% UF: 98.59% P: 98.93% R: 98.16% F: 98.54%
648
+ 2024-03-22 20:37:38 INFO dev: loss: 0.2317 - UP: 73.62% UR: 67.98% UF: 70.69% P: 68.99% R: 63.70% F: 66.24%
649
+ 2024-03-22 20:37:39 INFO test: loss: 0.1813 - UP: 64.70% UR: 67.43% UF: 66.04% P: 61.19% R: 63.78% F: 62.46%
650
+ 2024-03-22 20:37:39 INFO 0:00:03.682587s elapsed
651
+
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+ 2024-03-22 20:37:39 INFO Epoch 98 / 5000:
653
+ 2024-03-22 20:37:42 INFO lr: 4.9020e-05 - loss: 0.0004 - UP: 98.87% UR: 98.52% UF: 98.69% P: 98.80% R: 98.46% F: 98.63%
654
+ 2024-03-22 20:37:42 INFO dev: loss: 0.2271 - UP: 74.83% UR: 66.55% UF: 70.45% P: 69.95% R: 62.21% F: 65.85%
655
+ 2024-03-22 20:37:42 INFO test: loss: 0.1712 - UP: 67.68% UR: 65.74% UF: 66.70% P: 64.17% R: 62.33% F: 63.24%
656
+ 2024-03-22 20:37:42 INFO 0:00:03.620290s elapsed
657
+
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+ 2024-03-22 20:37:42 INFO Epoch 99 / 5000:
659
+ 2024-03-22 20:37:45 INFO lr: 4.9010e-05 - loss: 0.0020 - UP: 99.07% UR: 98.44% UF: 98.76% P: 99.03% R: 98.39% F: 98.71%
660
+ 2024-03-22 20:37:46 INFO dev: loss: 0.2389 - UP: 75.74% UR: 65.67% UF: 70.35% P: 70.74% R: 61.33% F: 65.70%
661
+ 2024-03-22 20:37:46 INFO test: loss: 0.1716 - UP: 68.04% UR: 64.90% UF: 66.43% P: 64.59% R: 61.61% F: 63.06%
662
+ 2024-03-22 20:37:46 INFO 0:00:03.621317s elapsed
663
+
664
+ 2024-03-22 20:37:53 INFO Epoch 69 saved
665
+ 2024-03-22 20:37:53 INFO dev: UP: 73.95% UR: 68.18% UF: 70.95% P: 70.57% R: 65.06% F: 67.70%
666
+ 2024-03-22 20:37:53 INFO test: UP: 66.92% UR: 68.10% UF: 67.50% P: 64.37% R: 65.50% F: 64.93%
667
+ 2024-03-22 20:37:53 INFO 0:06:01.168642s elapsed, 0:00:03.648168s/epoch