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SemEval-2022-Task-10
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  8. models/opener_en/sdp_bySentiment_exp_asc/80/model_vi_opener_en_xlm_9.train.log +577 -0
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+ 2024-03-22 13:30:36 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_exp_asc/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_exp_asc/80/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_exp_asc/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 13:30:36 INFO Building the fields
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+ 2024-03-22 13:30:36 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 13:30:36 INFO Building the model
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+ 2024-03-22 13:30:38 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 13:30:38 INFO Loading the data
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+ 2024-03-22 13:30:39 INFO
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+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=197, 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 13:30:39 INFO Epoch 1 / 5000:
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+ 2024-03-22 13:30:42 INFO lr: 4.9990e-05 - loss: 0.1243 - UP: 2.02% UR: 3.18% UF: 2.47% P: 0.89% R: 1.40% F: 1.09%
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+ 2024-03-22 13:30:43 INFO dev: loss: 0.2482 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-22 13:30:43 INFO test: loss: 0.1607 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-03-22 13:30:43 INFO 0:00:03.821465s elapsed
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+
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+ 2024-03-22 13:30:43 INFO Epoch 2 / 5000:
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+ 2024-03-22 13:30:46 INFO lr: 4.9980e-05 - loss: 0.1803 - UP: 53.86% UR: 6.20% UF: 11.12% P: 48.63% R: 5.60% F: 10.04%
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+ 2024-03-22 13:30:46 INFO dev: loss: 0.1602 - UP: 84.07% UR: 9.78% UF: 17.53% P: 80.77% R: 9.40% F: 16.84%
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+ 2024-03-22 13:30:46 INFO test: loss: 0.1128 - UP: 78.29% UR: 10.78% UF: 18.94% P: 76.54% R: 10.53% F: 18.52%
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+ 2024-03-22 13:30:48 INFO 0:00:03.154040s elapsed (saved)
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+
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+ 2024-03-22 13:30:48 INFO Epoch 3 / 5000:
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+ 2024-03-22 13:30:51 INFO lr: 4.9970e-05 - loss: 0.0575 - UP: 66.89% UR: 14.88% UF: 24.35% P: 63.35% R: 14.09% F: 23.06%
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+ 2024-03-22 13:30:51 INFO dev: loss: 0.1501 - UP: 90.70% UR: 4.99% UF: 9.45% P: 83.72% R: 4.60% F: 8.73%
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+ 2024-03-22 13:30:51 INFO test: loss: 0.1048 - UP: 88.03% UR: 6.22% UF: 11.62% P: 84.62% R: 5.98% F: 11.16%
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+ 2024-03-22 13:30:51 INFO 0:00:03.188425s elapsed
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+
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+ 2024-03-22 13:30:51 INFO Epoch 4 / 5000:
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+ 2024-03-22 13:30:54 INFO lr: 4.9960e-05 - loss: 0.2584 - UP: 65.54% UR: 13.83% UF: 22.85% P: 60.84% R: 12.84% F: 21.21%
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+ 2024-03-22 13:30:54 INFO dev: loss: 0.1303 - UP: 73.92% UR: 20.84% UF: 32.52% P: 70.75% R: 19.95% F: 31.12%
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+ 2024-03-22 13:30:54 INFO test: loss: 0.1074 - UP: 71.74% UR: 19.77% UF: 31.00% P: 66.27% R: 18.26% F: 28.63%
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+ 2024-03-22 13:30:57 INFO 0:00:03.198898s elapsed (saved)
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+
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+ 2024-03-22 13:30:57 INFO Epoch 5 / 5000:
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+ 2024-03-22 13:31:00 INFO lr: 4.9950e-05 - loss: 0.0589 - UP: 66.67% UR: 19.68% UF: 30.39% P: 63.65% R: 18.79% F: 29.02%
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+ 2024-03-22 13:31:00 INFO dev: loss: 0.1135 - UP: 76.63% UR: 25.58% UF: 38.35% P: 71.84% R: 23.98% F: 35.95%
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+ 2024-03-22 13:31:00 INFO test: loss: 0.0794 - UP: 71.27% UR: 27.41% UF: 39.59% P: 68.76% R: 26.44% F: 38.19%
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+ 2024-03-22 13:31:03 INFO 0:00:03.266228s elapsed (saved)
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+
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+ 2024-03-22 13:31:03 INFO Epoch 6 / 5000:
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+ 2024-03-22 13:31:06 INFO lr: 4.9940e-05 - loss: 0.0530 - UP: 69.90% UR: 25.71% UF: 37.60% P: 68.04% R: 25.03% F: 36.59%
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+ 2024-03-22 13:31:06 INFO dev: loss: 0.1008 - UP: 85.89% UR: 21.80% UF: 34.78% P: 82.62% R: 20.97% F: 33.45%
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+ 2024-03-22 13:31:06 INFO test: loss: 0.0824 - UP: 79.21% UR: 22.43% UF: 34.96% P: 76.65% R: 21.70% F: 33.83%
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+ 2024-03-22 13:31:06 INFO 0:00:03.253787s elapsed
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+ 2024-03-22 13:31:06 INFO Epoch 7 / 5000:
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+ 2024-03-22 13:31:09 INFO lr: 4.9930e-05 - loss: 0.0889 - UP: 72.22% UR: 35.03% UF: 47.17% P: 70.00% R: 33.95% F: 45.73%
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+ 2024-03-22 13:31:09 INFO dev: loss: 0.1122 - UP: 75.43% UR: 36.32% UF: 49.03% P: 72.64% R: 34.97% F: 47.22%
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+ 2024-03-22 13:31:10 INFO test: loss: 0.0861 - UP: 68.26% UR: 36.16% UF: 47.28% P: 65.98% R: 34.95% F: 45.70%
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+ 2024-03-22 13:31:12 INFO 0:00:03.197226s elapsed (saved)
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+
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+ 2024-03-22 13:31:12 INFO Epoch 8 / 5000:
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+ 2024-03-22 13:31:15 INFO lr: 4.9920e-05 - loss: 0.0409 - UP: 75.22% UR: 38.01% UF: 50.50% P: 73.34% R: 37.06% F: 49.23%
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+ 2024-03-22 13:31:15 INFO dev: loss: 0.1029 - UP: 82.15% UR: 34.14% UF: 48.24% P: 80.00% R: 33.25% F: 46.97%
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+ 2024-03-22 13:31:16 INFO test: loss: 0.0785 - UP: 73.62% UR: 33.78% UF: 46.31% P: 71.25% R: 32.69% F: 44.82%
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+ 2024-03-22 13:31:16 INFO 0:00:03.197992s elapsed
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+
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+ 2024-03-22 13:31:16 INFO Epoch 9 / 5000:
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+ 2024-03-22 13:31:18 INFO lr: 4.9910e-05 - loss: 0.0350 - UP: 76.64% UR: 42.49% UF: 54.67% P: 75.28% R: 41.74% F: 53.71%
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+ 2024-03-22 13:31:18 INFO dev: loss: 0.0971 - UP: 79.87% UR: 40.09% UF: 53.38% P: 75.92% R: 38.11% F: 50.74%
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+ 2024-03-22 13:31:19 INFO test: loss: 0.0759 - UP: 72.80% UR: 39.75% UF: 51.43% P: 70.15% R: 38.30% F: 49.55%
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+ 2024-03-22 13:31:22 INFO 0:00:03.185930s elapsed (saved)
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+
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+ 2024-03-22 13:31:22 INFO Epoch 10 / 5000:
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+ 2024-03-22 13:31:24 INFO lr: 4.9900e-05 - loss: 0.0562 - UP: 77.22% UR: 48.61% UF: 59.66% P: 75.58% R: 47.58% F: 58.40%
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+ 2024-03-22 13:31:24 INFO dev: loss: 0.1001 - UP: 78.49% UR: 43.16% UF: 55.69% P: 74.77% R: 41.11% F: 53.05%
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+ 2024-03-22 13:31:25 INFO test: loss: 0.0899 - UP: 70.86% UR: 43.83% UF: 54.16% P: 68.72% R: 42.50% F: 52.52%
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+ 2024-03-22 13:31:28 INFO 0:00:03.294512s elapsed (saved)
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+ 2024-03-22 13:31:28 INFO Epoch 11 / 5000:
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+ 2024-03-22 13:31:30 INFO lr: 4.9890e-05 - loss: 0.0308 - UP: 81.27% UR: 51.49% UF: 63.04% P: 80.51% R: 51.01% F: 62.45%
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+ 2024-03-22 13:31:30 INFO dev: loss: 0.0974 - UP: 75.61% UR: 45.40% UF: 56.73% P: 72.52% R: 43.54% F: 54.41%
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+ 2024-03-22 13:31:31 INFO test: loss: 0.0857 - UP: 68.76% UR: 45.25% UF: 54.58% P: 66.47% R: 43.74% F: 52.76%
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+ 2024-03-22 13:31:34 INFO 0:00:03.250291s elapsed (saved)
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+
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+ 2024-03-22 13:31:34 INFO Epoch 12 / 5000:
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+ 2024-03-22 13:31:36 INFO lr: 4.9880e-05 - loss: 0.0320 - UP: 79.94% UR: 54.80% UF: 65.02% P: 78.98% R: 54.14% F: 64.24%
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+ 2024-03-22 13:31:37 INFO dev: loss: 0.1071 - UP: 76.92% UR: 48.15% UF: 59.22% P: 72.73% R: 45.52% F: 56.00%
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+ 2024-03-22 13:31:37 INFO test: loss: 0.1017 - UP: 70.50% UR: 47.39% UF: 56.68% P: 67.94% R: 45.67% F: 54.62%
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+ 2024-03-22 13:31:40 INFO 0:00:03.281057s elapsed (saved)
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+ 2024-03-22 13:31:40 INFO Epoch 13 / 5000:
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+ 2024-03-22 13:31:42 INFO lr: 4.9870e-05 - loss: 0.0342 - UP: 81.82% UR: 57.38% UF: 67.45% P: 81.08% R: 56.86% F: 66.84%
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+ 2024-03-22 13:31:43 INFO dev: loss: 0.0946 - UP: 80.96% UR: 48.40% UF: 60.58% P: 77.43% R: 46.29% F: 57.94%
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+ 2024-03-22 13:31:43 INFO test: loss: 0.0872 - UP: 73.84% UR: 45.76% UF: 56.50% P: 71.89% R: 44.55% F: 55.01%
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+ 2024-03-22 13:31:46 INFO 0:00:03.261226s elapsed (saved)
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+ 2024-03-22 13:31:46 INFO Epoch 14 / 5000:
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+ 2024-03-22 13:31:48 INFO lr: 4.9860e-05 - loss: 0.0379 - UP: 85.38% UR: 62.07% UF: 71.89% P: 84.67% R: 61.55% F: 71.28%
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+ 2024-03-22 13:31:48 INFO dev: loss: 0.1098 - UP: 68.40% UR: 57.03% UF: 62.20% P: 64.95% R: 54.16% F: 59.07%
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+ 2024-03-22 13:31:49 INFO test: loss: 0.0932 - UP: 62.44% UR: 56.66% UF: 59.41% P: 60.31% R: 54.72% F: 57.38%
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+ 2024-03-22 13:31:52 INFO 0:00:03.196153s elapsed (saved)
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+ 2024-03-22 13:31:52 INFO Epoch 15 / 5000:
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+ 2024-03-22 13:31:54 INFO lr: 4.9850e-05 - loss: 0.0219 - UP: 85.40% UR: 64.47% UF: 73.47% P: 84.84% R: 64.06% F: 73.00%
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+ 2024-03-22 13:31:54 INFO dev: loss: 0.0989 - UP: 72.15% UR: 57.48% UF: 63.99% P: 68.06% R: 54.22% F: 60.36%
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+ 2024-03-22 13:31:55 INFO test: loss: 0.0890 - UP: 67.20% UR: 56.60% UF: 61.45% P: 65.09% R: 54.81% F: 59.51%
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+ 2024-03-22 13:31:57 INFO 0:00:03.193542s elapsed (saved)
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+
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+ 2024-03-22 13:31:57 INFO Epoch 16 / 5000:
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+ 2024-03-22 13:32:00 INFO lr: 4.9840e-05 - loss: 0.0263 - UP: 85.88% UR: 67.78% UF: 75.76% P: 85.25% R: 67.29% F: 75.21%
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+ 2024-03-22 13:32:00 INFO dev: loss: 0.1109 - UP: 67.26% UR: 57.67% UF: 62.10% P: 63.98% R: 54.86% F: 59.07%
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+ 2024-03-22 13:32:01 INFO test: loss: 0.0813 - UP: 64.88% UR: 57.38% UF: 60.90% P: 62.83% R: 55.57% F: 58.98%
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+ 2024-03-22 13:32:01 INFO 0:00:03.296401s elapsed
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+ 2024-03-22 13:32:01 INFO Epoch 17 / 5000:
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+ 2024-03-22 13:32:03 INFO lr: 4.9830e-05 - loss: 0.0246 - UP: 84.32% UR: 67.43% UF: 74.94% P: 83.53% R: 66.80% F: 74.24%
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+ 2024-03-22 13:32:04 INFO dev: loss: 0.1142 - UP: 74.17% UR: 50.13% UF: 59.82% P: 70.39% R: 47.57% F: 56.77%
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+ 2024-03-22 13:32:04 INFO test: loss: 0.0864 - UP: 71.39% UR: 52.58% UF: 60.56% P: 69.06% R: 50.86% F: 58.58%
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+ 2024-03-22 13:32:04 INFO 0:00:03.246743s elapsed
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+ 2024-03-22 13:32:04 INFO Epoch 18 / 5000:
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+ 2024-03-22 13:32:07 INFO lr: 4.9820e-05 - loss: 0.0237 - UP: 85.73% UR: 71.15% UF: 77.77% P: 85.15% R: 70.67% F: 77.24%
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+ 2024-03-22 13:32:07 INFO dev: loss: 0.1199 - UP: 75.51% UR: 52.24% UF: 61.75% P: 71.44% R: 49.42% F: 58.43%
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+ 2024-03-22 13:32:07 INFO test: loss: 0.0995 - UP: 72.59% UR: 50.29% UF: 59.42% P: 70.24% R: 48.66% F: 57.49%
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+ 2024-03-22 13:32:07 INFO 0:00:03.252302s elapsed
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+ 2024-03-22 13:32:32 INFO test: loss: 0.1016 - UP: 66.36% UR: 58.65% UF: 62.27% P: 63.29% R: 55.93% F: 59.38%
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+ 2024-03-22 13:32:35 INFO dev: loss: 0.1276 - UP: 70.40% UR: 59.14% UF: 64.28% P: 66.74% R: 56.07% F: 60.95%
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+ 2024-03-22 13:32:35 INFO test: loss: 0.1172 - UP: 66.62% UR: 60.13% UF: 63.21% P: 64.55% R: 58.26% F: 61.24%
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+ 2024-03-22 13:32:38 INFO dev: loss: 0.1168 - UP: 72.32% UR: 58.31% UF: 64.57% P: 67.41% R: 54.35% F: 60.18%
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+ 2024-03-22 13:32:38 INFO test: loss: 0.0887 - UP: 69.55% UR: 58.80% UF: 63.72% P: 67.08% R: 56.72% F: 61.47%
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+ 2024-03-22 13:32:42 INFO test: loss: 0.1088 - UP: 70.28% UR: 56.69% UF: 62.76% P: 67.70% R: 54.60% F: 60.45%
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+ 2024-03-22 13:32:44 INFO dev: loss: 0.1317 - UP: 74.77% UR: 57.03% UF: 64.71% P: 69.40% R: 52.94% F: 60.07%
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+ 2024-03-22 13:32:45 INFO test: loss: 0.1003 - UP: 71.93% UR: 56.78% UF: 63.46% P: 69.67% R: 55.00% F: 61.47%
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+ 2024-03-22 13:32:45 INFO 0:00:03.267664s elapsed
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+ 2024-03-22 13:32:48 INFO dev: loss: 0.1327 - UP: 71.64% UR: 61.06% UF: 65.93% P: 66.92% R: 57.03% F: 61.58%
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+ 2024-03-22 13:32:48 INFO test: loss: 0.1074 - UP: 68.46% UR: 62.57% UF: 65.38% P: 65.75% R: 60.10% F: 62.80%
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+ 2024-03-22 13:32:48 INFO 0:00:03.243068s elapsed
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+ 2024-03-22 13:32:51 INFO dev: loss: 0.1312 - UP: 70.49% UR: 62.47% UF: 66.24% P: 65.73% R: 58.25% F: 61.76%
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+ 2024-03-22 13:32:51 INFO test: loss: 0.1062 - UP: 65.70% UR: 61.45% UF: 63.51% P: 63.21% R: 59.13% F: 61.10%
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+ 2024-03-22 13:32:54 INFO 0:00:03.295813s elapsed (saved)
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+ 2024-03-22 13:32:57 INFO dev: loss: 0.1471 - UP: 70.57% UR: 62.08% UF: 66.05% P: 65.04% R: 57.23% F: 60.88%
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+ 2024-03-22 13:32:57 INFO test: loss: 0.1252 - UP: 66.84% UR: 63.81% UF: 65.29% P: 64.27% R: 61.36% F: 62.79%
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+ 2024-03-22 13:32:57 INFO 0:00:03.230719s elapsed
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+ 2024-03-22 13:33:00 INFO lr: 4.9680e-05 - loss: 0.0088 - UP: 94.64% UR: 89.84% UF: 92.18% P: 94.49% R: 89.70% F: 92.03%
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+ 2024-03-22 13:33:00 INFO dev: loss: 0.1400 - UP: 73.59% UR: 60.74% UF: 66.55% P: 68.55% R: 56.59% F: 62.00%
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+ 2024-03-22 13:33:01 INFO test: loss: 0.1188 - UP: 69.96% UR: 60.31% UF: 64.78% P: 67.65% R: 58.32% F: 62.64%
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+ 2024-03-22 13:33:04 INFO 0:00:03.271403s elapsed (saved)
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+ 2024-03-22 13:33:04 INFO Epoch 33 / 5000:
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+ 2024-03-22 13:33:06 INFO lr: 4.9670e-05 - loss: 0.0044 - UP: 94.59% UR: 90.36% UF: 92.43% P: 94.24% R: 90.03% F: 92.09%
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+ 2024-03-22 13:33:06 INFO dev: loss: 0.1364 - UP: 73.54% UR: 58.63% UF: 65.24% P: 67.92% R: 54.16% F: 60.26%
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+ 2024-03-22 13:33:07 INFO test: loss: 0.1172 - UP: 71.66% UR: 58.62% UF: 64.49% P: 69.04% R: 56.47% F: 62.13%
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+ 2024-03-22 13:33:07 INFO 0:00:03.248505s elapsed
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+ 2024-03-22 13:33:07 INFO Epoch 34 / 5000:
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+ 2024-03-22 13:33:09 INFO lr: 4.9660e-05 - loss: 0.0140 - UP: 94.01% UR: 88.83% UF: 91.34% P: 92.86% R: 87.74% F: 90.23%
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+ 2024-03-22 13:33:10 INFO dev: loss: 0.1402 - UP: 66.06% UR: 64.71% UF: 65.37% P: 61.42% R: 60.17% F: 60.79%
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+ 2024-03-22 13:33:10 INFO test: loss: 0.1133 - UP: 61.97% UR: 65.17% UF: 63.53% P: 58.73% R: 61.76% F: 60.20%
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+ 2024-03-22 13:33:10 INFO 0:00:03.236449s elapsed
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+ 2024-03-22 13:33:10 INFO Epoch 35 / 5000:
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+ 2024-03-22 13:33:13 INFO lr: 4.9650e-05 - loss: 0.0046 - UP: 93.04% UR: 86.70% UF: 89.76% P: 92.39% R: 86.10% F: 89.14%
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+ 2024-03-22 13:33:13 INFO dev: loss: 0.1405 - UP: 69.58% UR: 58.63% UF: 63.64% P: 65.17% R: 54.92% F: 59.61%
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+ 2024-03-22 13:33:13 INFO test: loss: 0.1142 - UP: 67.17% UR: 60.34% UF: 63.57% P: 64.21% R: 57.68% F: 60.77%
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+ 2024-03-22 13:33:13 INFO 0:00:03.249632s elapsed
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+ 2024-03-22 13:33:13 INFO Epoch 36 / 5000:
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+ 2024-03-22 13:33:16 INFO lr: 4.9640e-05 - loss: 0.0189 - UP: 93.58% UR: 89.41% UF: 91.45% P: 93.21% R: 89.06% F: 91.09%
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+ 2024-03-22 13:33:16 INFO dev: loss: 0.1402 - UP: 70.66% UR: 59.14% UF: 64.39% P: 65.24% R: 54.60% F: 59.45%
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+ 2024-03-22 13:33:17 INFO test: loss: 0.1177 - UP: 69.23% UR: 59.28% UF: 63.87% P: 66.44% R: 56.90% F: 61.30%
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+ 2024-03-22 13:33:17 INFO 0:00:03.259327s elapsed
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+ 2024-03-22 13:33:17 INFO Epoch 37 / 5000:
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+ 2024-03-22 13:33:19 INFO lr: 4.9630e-05 - loss: 0.0030 - UP: 95.29% UR: 89.68% UF: 92.40% P: 95.14% R: 89.53% F: 92.25%
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+ 2024-03-22 13:33:19 INFO dev: loss: 0.1438 - UP: 69.34% UR: 61.45% UF: 65.15% P: 64.29% R: 56.97% F: 60.41%
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+ 2024-03-22 13:33:20 INFO test: loss: 0.1173 - UP: 66.78% UR: 62.51% UF: 64.58% P: 64.01% R: 59.92% F: 61.90%
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+ 2024-03-22 13:33:20 INFO 0:00:03.319780s elapsed
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+ 2024-03-22 13:33:20 INFO Epoch 38 / 5000:
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+ 2024-03-22 13:33:22 INFO lr: 4.9620e-05 - loss: 0.0033 - UP: 95.06% UR: 91.56% UF: 93.28% P: 94.91% R: 91.41% F: 93.13%
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+ 2024-03-22 13:33:23 INFO dev: loss: 0.1579 - UP: 66.76% UR: 64.32% UF: 65.52% P: 61.71% R: 59.46% F: 60.57%
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+ 2024-03-22 13:33:23 INFO test: loss: 0.1345 - UP: 63.03% UR: 64.23% UF: 63.63% P: 59.98% R: 61.12% F: 60.55%
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+ 2024-03-22 13:33:23 INFO 0:00:03.237157s elapsed
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+ 2024-03-22 13:33:26 INFO lr: 4.9610e-05 - loss: 0.0051 - UP: 96.20% UR: 92.36% UF: 94.24% P: 96.04% R: 92.21% F: 94.09%
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+ 2024-03-22 13:33:26 INFO dev: loss: 0.1684 - UP: 72.48% UR: 61.64% UF: 66.62% P: 67.14% R: 57.10% F: 61.71%
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+ 2024-03-22 13:33:26 INFO 0:00:03.306425s elapsed
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+ 2024-03-22 13:33:29 INFO lr: 4.9600e-05 - loss: 0.0043 - UP: 95.26% UR: 91.58% UF: 93.38% P: 94.99% R: 91.32% F: 93.12%
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+ 2024-03-22 13:33:29 INFO dev: loss: 0.2385 - UP: 72.05% UR: 60.49% UF: 65.76% P: 67.40% R: 56.59% F: 61.52%
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+ 2024-03-22 13:33:30 INFO test: loss: 0.1353 - UP: 68.04% UR: 60.40% UF: 63.99% P: 65.62% R: 58.26% F: 61.72%
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+ 2024-03-22 13:33:30 INFO 0:00:03.243339s elapsed
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+ 2024-03-22 13:33:32 INFO lr: 4.9590e-05 - loss: 0.0425 - UP: 93.15% UR: 87.50% UF: 90.24% P: 92.67% R: 87.05% F: 89.77%
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+ 2024-03-22 13:33:32 INFO dev: loss: 0.1441 - UP: 72.65% UR: 58.76% UF: 64.97% P: 67.51% R: 54.60% F: 60.37%
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+ 2024-03-22 13:33:33 INFO test: loss: 0.1335 - UP: 68.64% UR: 58.59% UF: 63.21% P: 66.12% R: 56.44% F: 60.90%
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+ 2024-03-22 13:33:35 INFO lr: 4.9580e-05 - loss: 0.0119 - UP: 92.81% UR: 85.81% UF: 89.18% P: 92.36% R: 85.40% F: 88.74%
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+ 2024-03-22 13:33:36 INFO test: loss: 0.1250 - UP: 68.71% UR: 59.79% UF: 63.94% P: 65.76% R: 57.23% F: 61.20%
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+ 2024-03-22 13:33:39 INFO 0:00:03.273739s elapsed (saved)
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+ 2024-03-22 13:33:41 INFO lr: 4.9570e-05 - loss: 0.0029 - UP: 94.91% UR: 89.95% UF: 92.36% P: 94.60% R: 89.66% F: 92.06%
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+ 2024-03-22 13:33:42 INFO test: loss: 0.1129 - UP: 68.36% UR: 62.93% UF: 65.54% P: 66.03% R: 60.79% F: 63.30%
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+ 2024-03-22 13:33:42 INFO 0:00:03.287314s elapsed
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+ 2024-03-22 13:33:45 INFO lr: 4.9560e-05 - loss: 0.0042 - UP: 95.46% UR: 91.17% UF: 93.27% P: 95.31% R: 91.03% F: 93.12%
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+ 2024-03-22 13:33:45 INFO dev: loss: 0.1361 - UP: 74.22% UR: 61.13% UF: 67.04% P: 70.57% R: 58.12% F: 63.74%
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+ 2024-03-22 13:33:45 INFO test: loss: 0.1347 - UP: 70.17% UR: 61.49% UF: 65.54% P: 67.76% R: 59.37% F: 63.29%
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+ 2024-03-22 13:33:48 INFO 0:00:03.227788s elapsed (saved)
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+ 2024-03-22 13:33:51 INFO test: loss: 0.1216 - UP: 69.24% UR: 63.12% UF: 66.04% P: 66.82% R: 60.91% F: 63.73%
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+ 2024-03-22 13:33:54 INFO dev: loss: 0.1448 - UP: 72.02% UR: 61.38% UF: 66.28% P: 68.04% R: 57.99% F: 62.62%
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+ 2024-03-22 13:33:55 INFO test: loss: 0.1364 - UP: 69.74% UR: 62.87% UF: 66.13% P: 67.12% R: 60.52% F: 63.65%
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+ 2024-03-22 13:33:58 INFO test: loss: 0.1318 - UP: 70.08% UR: 62.42% UF: 66.03% P: 68.11% R: 60.67% F: 64.18%
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+ 2024-03-22 13:34:00 INFO lr: 4.9520e-05 - loss: 0.0048 - UP: 96.21% UR: 92.54% UF: 94.34% P: 96.17% R: 92.49% F: 94.29%
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+ 2024-03-22 13:34:01 INFO dev: loss: 0.1640 - UP: 69.32% UR: 65.15% UF: 67.17% P: 65.37% R: 61.45% F: 63.35%
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+ 2024-03-22 13:34:01 INFO test: loss: 0.1574 - UP: 66.20% UR: 65.86% UF: 66.03% P: 64.02% R: 63.69% F: 63.85%
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+ 2024-03-22 13:34:04 INFO lr: 4.9510e-05 - loss: 0.0004 - UP: 95.81% UR: 93.58% UF: 94.68% P: 95.71% R: 93.49% F: 94.59%
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+ 2024-03-22 13:34:07 INFO lr: 4.9500e-05 - loss: 0.0102 - UP: 95.96% UR: 94.00% UF: 94.97% P: 95.83% R: 93.88% F: 94.84%
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+ 2024-03-22 13:34:17 INFO dev: loss: 0.1528 - UP: 72.10% UR: 64.45% UF: 68.06% P: 68.24% R: 61.00% F: 64.42%
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+ 2024-03-22 13:34:17 INFO test: loss: 0.1489 - UP: 67.28% UR: 63.81% UF: 65.50% P: 64.93% R: 61.58% F: 63.21%
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+ 2024-03-22 13:34:20 INFO dev: loss: 0.1594 - UP: 71.41% UR: 63.87% UF: 67.43% P: 67.83% R: 60.68% F: 64.06%
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+ 2024-03-22 13:34:20 INFO test: loss: 0.1448 - UP: 67.59% UR: 64.78% UF: 66.15% P: 65.17% R: 62.45% F: 63.78%
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+ 2024-03-22 13:34:23 INFO dev: loss: 0.1575 - UP: 71.59% UR: 63.81% UF: 67.48% P: 67.65% R: 60.29% F: 63.76%
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+ 2024-03-22 13:34:30 INFO dev: loss: 0.1718 - UP: 70.33% UR: 64.58% UF: 67.33% P: 66.57% R: 61.13% F: 63.73%
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+ 2024-03-22 13:34:30 INFO test: loss: 0.1534 - UP: 67.08% UR: 66.44% UF: 66.76% P: 64.31% R: 63.69% F: 64.00%
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+ 2024-03-22 13:34:33 INFO dev: loss: 0.1728 - UP: 72.81% UR: 63.68% UF: 67.94% P: 68.86% R: 60.23% F: 64.26%
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+ 2024-03-22 13:34:34 INFO test: loss: 0.1544 - UP: 70.03% UR: 64.05% UF: 66.91% P: 67.62% R: 61.85% F: 64.61%
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+ 2024-03-22 13:34:34 INFO 0:00:03.290440s elapsed
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+ 2024-03-22 13:34:34 INFO Epoch 58 / 5000:
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+ 2024-03-22 13:34:36 INFO lr: 4.9420e-05 - loss: 0.0007 - UP: 98.25% UR: 97.19% UF: 97.72% P: 98.24% R: 97.18% F: 97.71%
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+ 2024-03-22 13:34:36 INFO dev: loss: 0.1796 - UP: 73.80% UR: 62.15% UF: 67.48% P: 69.86% R: 58.82% F: 63.87%
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+ 2024-03-22 13:34:37 INFO test: loss: 0.1512 - UP: 70.73% UR: 63.18% UF: 66.74% P: 68.71% R: 61.36% F: 64.83%
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+ 2024-03-22 13:34:37 INFO Epoch 59 / 5000:
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+ 2024-03-22 13:34:40 INFO dev: loss: 0.1835 - UP: 72.97% UR: 63.36% UF: 67.83% P: 68.85% R: 59.78% F: 64.00%
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+ 2024-03-22 13:34:40 INFO test: loss: 0.1584 - UP: 69.67% UR: 63.78% UF: 66.59% P: 67.39% R: 61.70% F: 64.42%
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+ 2024-03-22 13:34:40 INFO 0:00:03.271295s elapsed
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+ 2024-03-22 13:34:40 INFO Epoch 60 / 5000:
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+ 2024-03-22 13:34:43 INFO dev: loss: 0.1980 - UP: 70.17% UR: 63.62% UF: 66.73% P: 65.87% R: 59.72% F: 62.64%
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+ 2024-03-22 13:34:43 INFO test: loss: 0.1700 - UP: 66.87% UR: 65.86% UF: 66.36% P: 64.60% R: 63.63% F: 64.11%
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+ 2024-03-22 13:34:43 INFO 0:00:03.279760s elapsed
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+ 2024-03-22 13:34:43 INFO Epoch 61 / 5000:
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+ 2024-03-22 13:34:46 INFO lr: 4.9390e-05 - loss: 0.0034 - UP: 97.51% UR: 95.03% UF: 96.26% P: 97.41% R: 94.94% F: 96.16%
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+ 2024-03-22 13:34:46 INFO dev: loss: 0.1637 - UP: 76.72% UR: 55.63% UF: 64.49% P: 74.07% R: 53.71% F: 62.27%
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+ 2024-03-22 13:34:47 INFO test: loss: 0.1307 - UP: 71.85% UR: 56.72% UF: 63.39% P: 69.64% R: 54.97% F: 61.44%
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+ 2024-03-22 13:34:47 INFO 0:00:03.356536s elapsed
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+ 2024-03-22 13:34:47 INFO Epoch 62 / 5000:
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+ 2024-03-22 13:34:49 INFO lr: 4.9380e-05 - loss: 0.0074 - UP: 96.50% UR: 91.95% UF: 94.17% P: 96.33% R: 91.79% F: 94.01%
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+ 2024-03-22 13:34:50 INFO dev: loss: 0.1696 - UP: 70.10% UR: 63.55% UF: 66.67% P: 66.29% R: 60.10% F: 63.04%
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+ 2024-03-22 13:34:50 INFO test: loss: 0.1509 - UP: 65.50% UR: 64.59% UF: 65.05% P: 62.57% R: 61.70% F: 62.13%
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+ 2024-03-22 13:34:50 INFO 0:00:03.349289s elapsed
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+ 2024-03-22 13:34:50 INFO Epoch 63 / 5000:
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+ 2024-03-22 13:34:53 INFO dev: loss: 0.1647 - UP: 74.68% UR: 59.97% UF: 66.52% P: 71.02% R: 57.03% F: 63.26%
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+ 2024-03-22 13:34:54 INFO test: loss: 0.1501 - UP: 70.29% UR: 60.49% UF: 65.02% P: 68.26% R: 58.74% F: 63.14%
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+ 2024-03-22 13:34:54 INFO 0:00:03.447599s elapsed
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+ 2024-03-22 13:34:54 INFO Epoch 64 / 5000:
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+ 2024-03-22 13:34:56 INFO lr: 4.9360e-05 - loss: 0.0053 - UP: 97.37% UR: 96.65% UF: 97.01% P: 97.30% R: 96.59% F: 96.94%
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+ 2024-03-22 13:34:56 INFO dev: loss: 0.1784 - UP: 71.19% UR: 63.04% UF: 66.87% P: 68.01% R: 60.23% F: 63.89%
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+ 2024-03-22 13:34:57 INFO test: loss: 0.1616 - UP: 68.00% UR: 65.11% UF: 66.52% P: 65.23% R: 62.45% F: 63.81%
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+ 2024-03-22 13:34:57 INFO 0:00:03.303701s elapsed
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+ 2024-03-22 13:34:57 INFO Epoch 65 / 5000:
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+ 2024-03-22 13:34:59 INFO lr: 4.9350e-05 - loss: 0.0032 - UP: 98.02% UR: 97.00% UF: 97.51% P: 98.01% R: 96.98% F: 97.49%
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+ 2024-03-22 13:35:00 INFO dev: loss: 0.1795 - UP: 73.09% UR: 60.61% UF: 66.27% P: 69.47% R: 57.61% F: 62.98%
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+ 2024-03-22 13:35:00 INFO test: loss: 0.1637 - UP: 72.44% UR: 61.49% UF: 66.51% P: 70.13% R: 59.52% F: 64.39%
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+ 2024-03-22 13:35:00 INFO 0:00:03.294321s elapsed
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+ 2024-03-22 13:35:00 INFO Epoch 66 / 5000:
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+ 2024-03-22 13:35:03 INFO lr: 4.9340e-05 - loss: 0.0016 - UP: 98.29% UR: 97.29% UF: 97.79% P: 98.22% R: 97.23% F: 97.72%
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+ 2024-03-22 13:35:03 INFO dev: loss: 0.1883 - UP: 69.80% UR: 65.92% UF: 67.81% P: 65.94% R: 62.28% F: 64.06%
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+ 2024-03-22 13:35:03 INFO test: loss: 0.1681 - UP: 65.10% UR: 67.07% UF: 66.07% P: 62.26% R: 64.14% F: 63.19%
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+ 2024-03-22 13:35:03 INFO 0:00:03.285903s elapsed
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+ 2024-03-22 13:35:03 INFO Epoch 67 / 5000:
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+ 2024-03-22 13:35:06 INFO lr: 4.9330e-05 - loss: 0.0019 - UP: 98.29% UR: 97.45% UF: 97.87% P: 98.25% R: 97.41% F: 97.83%
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+ 2024-03-22 13:35:06 INFO dev: loss: 0.1840 - UP: 71.97% UR: 63.04% UF: 67.21% P: 68.39% R: 59.91% F: 63.87%
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+ 2024-03-22 13:35:07 INFO test: loss: 0.1572 - UP: 69.84% UR: 63.96% UF: 66.77% P: 67.50% R: 61.82% F: 64.53%
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+ 2024-03-22 13:35:07 INFO 0:00:03.279539s elapsed
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+ 2024-03-22 13:35:07 INFO Epoch 68 / 5000:
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+ 2024-03-22 13:35:09 INFO lr: 4.9320e-05 - loss: 0.0000 - UP: 98.64% UR: 97.73% UF: 98.18% P: 98.61% R: 97.69% F: 98.15%
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+ 2024-03-22 13:35:10 INFO dev: loss: 0.1787 - UP: 70.88% UR: 65.22% UF: 67.93% P: 66.99% R: 61.64% F: 64.20%
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+ 2024-03-22 13:35:10 INFO test: loss: 0.1583 - UP: 67.56% UR: 65.68% UF: 66.61% P: 65.23% R: 63.42% F: 64.31%
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+ 2024-03-22 13:35:10 INFO 0:00:03.263941s elapsed
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+ 2024-03-22 13:35:10 INFO Epoch 69 / 5000:
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+ 2024-03-22 13:35:13 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 98.16% UR: 97.09% UF: 97.62% P: 97.90% R: 96.83% F: 97.36%
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+ 2024-03-22 13:35:13 INFO dev: loss: 0.1924 - UP: 70.53% UR: 64.13% UF: 67.18% P: 66.81% R: 60.74% F: 63.63%
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+ 2024-03-22 13:35:13 INFO test: loss: 0.1588 - UP: 66.27% UR: 65.05% UF: 65.65% P: 63.90% R: 62.72% F: 63.31%
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+ 2024-03-22 13:35:13 INFO 0:00:03.257912s elapsed
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+ 2024-03-22 13:35:13 INFO Epoch 70 / 5000:
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+ 2024-03-22 13:35:16 INFO lr: 4.9300e-05 - loss: 0.0011 - UP: 97.73% UR: 97.07% UF: 97.40% P: 97.65% R: 96.99% F: 97.32%
485
+ 2024-03-22 13:35:16 INFO dev: loss: 0.2008 - UP: 69.91% UR: 65.66% UF: 67.72% P: 65.83% R: 61.83% F: 63.77%
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+ 2024-03-22 13:35:16 INFO test: loss: 0.1669 - UP: 66.20% UR: 66.10% UF: 66.15% P: 63.91% R: 63.81% F: 63.86%
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+ 2024-03-22 13:35:16 INFO 0:00:03.234740s elapsed
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+ 2024-03-22 13:35:16 INFO Epoch 71 / 5000:
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+ 2024-03-22 13:35:19 INFO lr: 4.9290e-05 - loss: 0.0049 - UP: 98.36% UR: 97.48% UF: 97.92% P: 98.24% R: 97.36% F: 97.80%
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+ 2024-03-22 13:35:19 INFO dev: loss: 0.2013 - UP: 74.00% UR: 62.60% UF: 67.82% P: 70.67% R: 59.78% F: 64.77%
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+ 2024-03-22 13:35:20 INFO test: loss: 0.1661 - UP: 70.16% UR: 63.87% UF: 66.87% P: 67.71% R: 61.64% F: 64.53%
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+ 2024-03-22 13:35:23 INFO 0:00:03.261044s elapsed (saved)
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+ 2024-03-22 13:35:23 INFO Epoch 72 / 5000:
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+ 2024-03-22 13:35:25 INFO lr: 4.9280e-05 - loss: 0.0015 - UP: 99.01% UR: 98.26% UF: 98.63% P: 98.95% R: 98.20% F: 98.58%
497
+ 2024-03-22 13:35:26 INFO dev: loss: 0.2113 - UP: 73.33% UR: 62.60% UF: 67.54% P: 69.51% R: 59.34% F: 64.02%
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+ 2024-03-22 13:35:26 INFO test: loss: 0.1718 - UP: 70.03% UR: 62.99% UF: 66.33% P: 67.52% R: 60.73% F: 63.94%
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+ 2024-03-22 13:35:26 INFO 0:00:03.302249s elapsed
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+ 2024-03-22 13:35:26 INFO Epoch 73 / 5000:
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+ 2024-03-22 13:35:28 INFO lr: 4.9270e-05 - loss: 0.0033 - UP: 98.49% UR: 98.13% UF: 98.31% P: 98.43% R: 98.06% F: 98.25%
503
+ 2024-03-22 13:35:29 INFO dev: loss: 0.2039 - UP: 70.34% UR: 64.90% UF: 67.51% P: 66.39% R: 61.25% F: 63.72%
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+ 2024-03-22 13:35:29 INFO test: loss: 0.1682 - UP: 66.86% UR: 66.07% UF: 66.46% P: 64.42% R: 63.66% F: 64.04%
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+ 2024-03-22 13:35:29 INFO 0:00:03.201200s elapsed
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+ 2024-03-22 13:35:29 INFO Epoch 74 / 5000:
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+ 2024-03-22 13:35:32 INFO lr: 4.9260e-05 - loss: 0.0013 - UP: 98.73% UR: 98.17% UF: 98.45% P: 98.70% R: 98.13% F: 98.41%
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+ 2024-03-22 13:35:32 INFO dev: loss: 0.2078 - UP: 70.52% UR: 63.94% UF: 67.07% P: 66.85% R: 60.61% F: 63.58%
510
+ 2024-03-22 13:35:32 INFO test: loss: 0.1678 - UP: 67.34% UR: 65.23% UF: 66.27% P: 64.82% R: 62.78% F: 63.78%
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+ 2024-03-22 13:35:32 INFO 0:00:03.218549s elapsed
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+ 2024-03-22 13:35:32 INFO Epoch 75 / 5000:
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+ 2024-03-22 13:35:35 INFO lr: 4.9250e-05 - loss: 0.0071 - UP: 98.93% UR: 98.30% UF: 98.61% P: 98.89% R: 98.27% F: 98.58%
515
+ 2024-03-22 13:35:35 INFO dev: loss: 0.2072 - UP: 71.78% UR: 63.75% UF: 67.52% P: 67.89% R: 60.29% F: 63.87%
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+ 2024-03-22 13:35:36 INFO test: loss: 0.1714 - UP: 69.74% UR: 64.99% UF: 67.28% P: 67.25% R: 62.66% F: 64.88%
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+ 2024-03-22 13:35:36 INFO 0:00:03.276002s elapsed
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+ 2024-03-22 13:35:36 INFO Epoch 76 / 5000:
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+ 2024-03-22 13:35:38 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 98.24% UR: 97.01% UF: 97.62% P: 98.11% R: 96.89% F: 97.50%
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+ 2024-03-22 13:35:39 INFO dev: loss: 0.2191 - UP: 63.93% UR: 68.80% UF: 66.28% P: 59.42% R: 63.94% F: 61.60%
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+ 2024-03-22 13:35:39 INFO test: loss: 0.1971 - UP: 58.51% UR: 71.48% UF: 64.35% P: 55.42% R: 67.70% F: 60.95%
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+ 2024-03-22 13:35:39 INFO 0:00:03.301400s elapsed
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+ 2024-03-22 13:35:39 INFO Epoch 77 / 5000:
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+ 2024-03-22 13:35:41 INFO lr: 4.9230e-05 - loss: 0.0017 - UP: 97.50% UR: 95.31% UF: 96.39% P: 97.16% R: 94.98% F: 96.05%
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+ 2024-03-22 13:35:42 INFO dev: loss: 0.1691 - UP: 71.40% UR: 64.32% UF: 67.68% P: 67.99% R: 61.25% F: 64.45%
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+ 2024-03-22 13:35:42 INFO test: loss: 0.1548 - UP: 68.47% UR: 65.95% UF: 67.19% P: 65.84% R: 63.42% F: 64.61%
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+ 2024-03-22 13:35:42 INFO 0:00:03.206111s elapsed
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+ 2024-03-22 13:35:42 INFO Epoch 78 / 5000:
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+ 2024-03-22 13:35:45 INFO lr: 4.9220e-05 - loss: 0.0002 - UP: 98.41% UR: 97.85% UF: 98.13% P: 98.23% R: 97.67% F: 97.95%
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+ 2024-03-22 13:35:45 INFO dev: loss: 0.1826 - UP: 69.29% UR: 64.77% UF: 66.95% P: 65.73% R: 61.45% F: 63.52%
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+ 2024-03-22 13:35:45 INFO test: loss: 0.1675 - UP: 66.50% UR: 67.76% UF: 67.13% P: 63.98% R: 65.20% F: 64.58%
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+ 2024-03-22 13:35:45 INFO 0:00:03.182297s elapsed
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+ 2024-03-22 13:35:45 INFO Epoch 79 / 5000:
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+ 2024-03-22 13:35:48 INFO lr: 4.9210e-05 - loss: 0.0025 - UP: 98.76% UR: 98.28% UF: 98.52% P: 98.71% R: 98.23% F: 98.47%
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+ 2024-03-22 13:35:48 INFO dev: loss: 0.1905 - UP: 71.43% UR: 62.34% UF: 66.58% P: 67.69% R: 59.08% F: 63.09%
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+ 2024-03-22 13:35:49 INFO test: loss: 0.1664 - UP: 69.33% UR: 64.53% UF: 66.84% P: 67.15% R: 62.51% F: 64.75%
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+ 2024-03-22 13:35:49 INFO 0:00:03.238376s elapsed
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+ 2024-03-22 13:35:49 INFO Epoch 80 / 5000:
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+ 2024-03-22 13:35:51 INFO lr: 4.9200e-05 - loss: 0.0010 - UP: 98.88% UR: 98.11% UF: 98.49% P: 98.85% R: 98.08% F: 98.47%
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+ 2024-03-22 13:35:51 INFO dev: loss: 0.1886 - UP: 72.53% UR: 62.98% UF: 67.42% P: 68.63% R: 59.59% F: 63.79%
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+ 2024-03-22 13:35:52 INFO test: loss: 0.1617 - UP: 69.67% UR: 64.47% UF: 66.97% P: 67.32% R: 62.30% F: 64.71%
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+ 2024-03-22 13:35:52 INFO 0:00:03.249518s elapsed
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+ 2024-03-22 13:35:52 INFO Epoch 81 / 5000:
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+ 2024-03-22 13:35:54 INFO lr: 4.9190e-05 - loss: 0.0010 - UP: 98.89% UR: 98.66% UF: 98.78% P: 98.78% R: 98.55% F: 98.66%
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+ 2024-03-22 13:36:08 INFO dev: loss: 0.1478 - UP: 74.73% UR: 62.02% UF: 67.78% P: 66.87% R: 55.50% F: 60.66%
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+ 2024-03-22 13:36:18 INFO dev: loss: 0.1308 - UP: 76.00% UR: 62.98% UF: 68.88% P: 71.91% R: 59.59% F: 65.17%
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+ 2024-03-22 13:36:18 INFO test: loss: 0.1277 - UP: 67.75% UR: 63.15% UF: 65.36% P: 64.73% R: 60.34% F: 62.46%
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+ 2024-03-22 13:36:24 INFO lr: 4.9110e-05 - loss: 0.0036 - UP: 97.14% UR: 94.62% UF: 95.86% P: 96.83% R: 94.32% F: 95.56%
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+ 2024-03-22 13:36:24 INFO dev: loss: 0.1446 - UP: 73.60% UR: 65.60% UF: 69.37% P: 69.66% R: 62.08% F: 65.65%
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+ 2024-03-22 13:36:30 INFO dev: loss: 0.1656 - UP: 72.08% UR: 65.22% UF: 68.48% P: 68.06% R: 61.57% F: 64.65%
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+ 2024-03-22 13:36:37 INFO test: loss: 0.1616 - UP: 68.04% UR: 64.26% UF: 66.10% P: 65.36% R: 61.73% F: 63.49%
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+ 2024-03-22 13:36:37 INFO Epoch 93 / 5000:
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+ 2024-03-22 13:36:40 INFO dev: loss: 0.1765 - UP: 80.70% UR: 57.48% UF: 67.14% P: 76.75% R: 54.67% F: 63.85%
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+ 2024-03-22 13:36:40 INFO test: loss: 0.1448 - UP: 73.36% UR: 56.87% UF: 64.07% P: 71.30% R: 55.27% F: 62.27%
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+ 2024-03-22 13:36:43 INFO dev: loss: 0.1532 - UP: 74.52% UR: 59.08% UF: 65.91% P: 70.40% R: 55.82% F: 62.27%
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+ 2024-03-22 13:36:43 INFO test: loss: 0.1491 - UP: 70.61% UR: 55.63% UF: 62.23% P: 68.28% R: 53.79% F: 60.17%
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+ 2024-03-22 13:36:43 INFO 0:00:03.201894s elapsed
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+ 2024-03-22 13:36:43 INFO Epoch 95 / 5000:
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+ 2024-03-22 13:36:46 INFO dev: loss: 0.1545 - UP: 72.01% UR: 65.47% UF: 68.59% P: 67.51% R: 61.38% F: 64.30%
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+ 2024-03-22 13:36:47 INFO test: loss: 0.1466 - UP: 66.40% UR: 64.59% UF: 65.48% P: 63.64% R: 61.91% F: 62.76%
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+ 2024-03-22 13:36:47 INFO 0:00:03.215317s elapsed
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+ 2024-03-22 13:36:47 INFO Epoch 96 / 5000:
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+ 2024-03-22 13:36:49 INFO dev: loss: 0.1748 - UP: 75.69% UR: 62.72% UF: 68.60% P: 70.91% R: 58.76% F: 64.27%
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+ 2024-03-22 13:36:50 INFO test: loss: 0.1672 - UP: 70.15% UR: 61.52% UF: 65.55% P: 67.26% R: 58.98% F: 62.85%
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+ 2024-03-22 13:36:50 INFO 0:00:03.233663s elapsed
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+ 2024-03-22 13:36:50 INFO Epoch 97 / 5000:
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+ 2024-03-22 13:36:53 INFO dev: loss: 0.1858 - UP: 72.09% UR: 66.05% UF: 68.94% P: 67.62% R: 61.96% F: 64.66%
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+ 2024-03-22 13:36:53 INFO test: loss: 0.1758 - UP: 66.62% UR: 65.65% UF: 66.13% P: 63.74% R: 62.81% F: 63.27%
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+ 2024-03-22 13:36:53 INFO 0:00:03.260777s elapsed
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+ 2024-03-22 13:36:53 INFO Epoch 98 / 5000:
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+ 2024-03-22 13:36:56 INFO lr: 4.9020e-05 - loss: 0.0048 - UP: 97.85% UR: 97.26% UF: 97.55% P: 97.74% R: 97.16% F: 97.45%
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+ 2024-03-22 13:36:56 INFO dev: loss: 0.1909 - UP: 74.49% UR: 61.25% UF: 67.23% P: 69.60% R: 57.23% F: 62.81%
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+ 2024-03-22 13:36:56 INFO test: loss: 0.1480 - UP: 70.56% UR: 62.57% UF: 66.33% P: 67.67% R: 60.01% F: 63.61%
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+ 2024-03-22 13:36:56 INFO 0:00:03.243828s elapsed
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+ 2024-03-22 13:36:56 INFO Epoch 99 / 5000:
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+ 2024-03-22 13:36:59 INFO lr: 4.9010e-05 - loss: 0.0013 - UP: 98.30% UR: 97.29% UF: 97.79% P: 98.23% R: 97.22% F: 97.72%
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+ 2024-03-22 13:36:59 INFO dev: loss: 0.1773 - UP: 73.45% UR: 63.49% UF: 68.11% P: 68.42% R: 59.14% F: 63.44%
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+ 2024-03-22 13:37:00 INFO test: loss: 0.1522 - UP: 69.56% UR: 63.05% UF: 66.15% P: 67.00% R: 60.73% F: 63.71%
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+ 2024-03-22 13:37:00 INFO 0:00:03.295596s elapsed
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+ 2024-03-22 13:37:00 INFO Epoch 100 / 5000:
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+ 2024-03-22 13:37:02 INFO lr: 4.9000e-05 - loss: 0.0031 - UP: 98.55% UR: 97.19% UF: 97.87% P: 98.49% R: 97.13% F: 97.80%
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+ 2024-03-22 13:37:03 INFO test: loss: 0.1726 - UP: 65.91% UR: 68.04% UF: 66.95% P: 63.16% R: 65.20% F: 64.16%
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+ 2024-03-22 13:37:03 INFO 0:00:03.329909s elapsed
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+ 2024-03-22 13:37:03 INFO Epoch 101 / 5000:
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+ 2024-03-22 13:37:06 INFO lr: 4.8990e-05 - loss: 0.0004 - UP: 98.45% UR: 98.03% UF: 98.24% P: 98.39% R: 97.97% F: 98.18%
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+ 2024-03-22 13:37:06 INFO dev: loss: 0.1686 - UP: 72.86% UR: 65.22% UF: 68.83% P: 68.14% R: 61.00% F: 64.37%
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+ 2024-03-22 13:37:06 INFO test: loss: 0.1554 - UP: 69.78% UR: 66.56% UF: 68.13% P: 66.93% R: 63.84% F: 65.35%
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+ 2024-03-22 13:37:06 INFO 0:00:03.352322s elapsed
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+ 2024-03-22 13:37:06 INFO Epoch 102 / 5000:
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+ 2024-03-22 13:37:09 INFO lr: 4.8980e-05 - loss: 0.0001 - UP: 98.86% UR: 98.39% UF: 98.63% P: 98.83% R: 98.35% F: 98.59%
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+ 2024-03-22 13:37:09 INFO dev: loss: 0.1824 - UP: 73.02% UR: 64.39% UF: 68.43% P: 68.24% R: 60.17% F: 63.95%
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+ 2024-03-22 13:37:10 INFO test: loss: 0.1680 - UP: 70.42% UR: 64.96% UF: 67.58% P: 67.57% R: 62.33% F: 64.85%
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+ 2024-03-22 13:37:10 INFO 0:00:03.420230s elapsed
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+ 2024-03-22 13:37:10 INFO Epoch 103 / 5000:
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+ 2024-03-22 13:37:12 INFO lr: 4.8970e-05 - loss: 0.0037 - UP: 98.76% UR: 98.34% UF: 98.55% P: 98.73% R: 98.31% F: 98.52%
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+ 2024-03-22 13:37:13 INFO dev: loss: 0.1735 - UP: 73.13% UR: 64.90% UF: 68.77% P: 68.16% R: 60.49% F: 64.09%
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+ 2024-03-22 13:37:13 INFO test: loss: 0.1633 - UP: 68.10% UR: 64.56% UF: 66.28% P: 65.49% R: 62.09% F: 63.74%
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+ 2024-03-22 13:37:13 INFO 0:00:03.406937s elapsed
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+ 2024-03-22 13:37:13 INFO Epoch 104 / 5000:
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+ 2024-03-22 13:37:16 INFO lr: 4.8960e-05 - loss: 0.0028 - UP: 97.09% UR: 97.02% UF: 97.05% P: 97.06% R: 96.99% F: 97.02%
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+ 2024-03-22 13:37:16 INFO dev: loss: 0.2046 - UP: 78.38% UR: 54.48% UF: 64.28% P: 74.33% R: 51.66% F: 60.96%
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+ 2024-03-22 13:37:17 INFO test: loss: 0.1827 - UP: 73.84% UR: 53.24% UF: 61.87% P: 71.16% R: 51.31% F: 59.63%
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+ 2024-03-22 13:37:17 INFO 0:00:03.488890s elapsed
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+ 2024-03-22 13:37:17 INFO Epoch 105 / 5000:
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+ 2024-03-22 13:37:19 INFO lr: 4.8950e-05 - loss: 0.0094 - UP: 96.18% UR: 91.37% UF: 93.71% P: 95.92% R: 91.13% F: 93.47%
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+ 2024-03-22 13:37:20 INFO dev: loss: 0.2111 - UP: 68.71% UR: 60.23% UF: 64.19% P: 64.11% R: 56.20% F: 59.90%
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+ 2024-03-22 13:37:20 INFO test: loss: 0.1340 - UP: 62.10% UR: 60.43% UF: 61.25% P: 58.90% R: 57.32% F: 58.10%
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+ 2024-03-22 13:37:20 INFO 0:00:03.357473s elapsed
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+ 2024-03-22 13:37:20 INFO Epoch 106 / 5000:
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+ 2024-03-22 13:37:23 INFO lr: 4.8940e-05 - loss: 0.0017 - UP: 93.10% UR: 88.28% UF: 90.63% P: 92.88% R: 88.07% F: 90.41%
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+ 2024-03-22 13:37:23 INFO dev: loss: 0.1567 - UP: 72.80% UR: 60.93% UF: 66.34% P: 68.75% R: 57.54% F: 62.65%
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+ 2024-03-22 13:37:23 INFO test: loss: 0.1465 - UP: 66.96% UR: 61.97% UF: 64.37% P: 63.70% R: 58.95% F: 61.23%
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+ 2024-03-22 13:37:23 INFO 0:00:03.296335s elapsed
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+ 2024-03-22 13:37:23 INFO Epoch 107 / 5000:
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+ 2024-03-22 13:37:26 INFO lr: 4.8930e-05 - loss: 0.0058 - UP: 96.64% UR: 94.77% UF: 95.70% P: 96.38% R: 94.52% F: 95.44%
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+ 2024-03-22 13:37:26 INFO dev: loss: 0.1588 - UP: 71.86% UR: 65.15% UF: 68.34% P: 67.35% R: 61.06% F: 64.05%
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+ 2024-03-22 13:37:27 INFO test: loss: 0.1583 - UP: 64.35% UR: 66.74% UF: 65.52% P: 61.38% R: 63.66% F: 62.50%
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+ 2024-03-22 13:37:27 INFO 0:00:03.331210s elapsed
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+ 2024-03-22 13:37:29 INFO lr: 4.8920e-05 - loss: 0.0006 - UP: 97.63% UR: 96.39% UF: 97.00% P: 97.54% R: 96.30% F: 96.92%
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+ 2024-03-22 13:37:30 INFO dev: loss: 0.1473 - UP: 72.55% UR: 64.90% UF: 68.51% P: 68.26% R: 61.06% F: 64.46%
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+ 2024-03-22 13:37:30 INFO test: loss: 0.1442 - UP: 64.05% UR: 66.53% UF: 65.27% P: 61.17% R: 63.54% F: 62.33%
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+ 2024-03-22 13:37:30 INFO 0:00:03.325981s elapsed
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+ 2024-03-22 13:37:30 INFO Epoch 109 / 5000:
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+ 2024-03-22 13:37:33 INFO lr: 4.8910e-05 - loss: 0.0017 - UP: 97.40% UR: 96.40% UF: 96.90% P: 97.28% R: 96.28% F: 96.78%
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+ 2024-03-22 13:37:33 INFO dev: loss: 0.1615 - UP: 74.00% UR: 62.98% UF: 68.05% P: 69.42% R: 59.08% F: 63.83%
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+ 2024-03-22 13:37:33 INFO test: loss: 0.1472 - UP: 68.13% UR: 62.66% UF: 65.28% P: 65.64% R: 60.37% F: 62.89%
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+ 2024-03-22 13:37:33 INFO 0:00:03.274006s elapsed
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+ 2024-03-22 13:37:36 INFO lr: 4.8900e-05 - loss: 0.0425 - UP: 97.63% UR: 96.18% UF: 96.90% P: 97.46% R: 96.02% F: 96.73%
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+ 2024-03-22 13:37:37 INFO test: loss: 0.1513 - UP: 64.25% UR: 62.33% UF: 63.28% P: 61.70% R: 59.86% F: 60.76%
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+ 2024-03-22 13:37:37 INFO 0:00:03.273193s elapsed
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+ 2024-03-22 13:37:39 INFO lr: 4.8890e-05 - loss: 0.0110 - UP: 97.89% UR: 96.16% UF: 97.02% P: 97.61% R: 95.90% F: 96.75%
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+ 2024-03-22 13:37:39 INFO dev: loss: 0.1493 - UP: 75.68% UR: 63.87% UF: 69.28% P: 71.21% R: 60.10% F: 65.19%
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+ 2024-03-22 13:37:40 INFO 0:00:03.293852s elapsed
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+ 2024-03-22 13:37:40 INFO Epoch 112 / 5000:
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+ 2024-03-22 13:37:42 INFO lr: 4.8880e-05 - loss: 0.0088 - UP: 97.18% UR: 95.86% UF: 96.52% P: 97.02% R: 95.70% F: 96.36%
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+ 2024-03-22 13:37:43 INFO test: loss: 0.1388 - UP: 67.66% UR: 63.21% UF: 65.36% P: 65.01% R: 60.73% F: 62.80%
739
+ 2024-03-22 13:37:43 INFO 0:00:03.287179s elapsed
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+
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+ 2024-03-22 13:37:46 INFO lr: 4.8870e-05 - loss: 0.0008 - UP: 98.49% UR: 97.41% UF: 97.95% P: 98.36% R: 97.28% F: 97.82%
743
+ 2024-03-22 13:37:46 INFO dev: loss: 0.1598 - UP: 73.30% UR: 63.36% UF: 67.97% P: 69.23% R: 59.85% F: 64.20%
744
+ 2024-03-22 13:37:46 INFO test: loss: 0.1473 - UP: 66.64% UR: 64.99% UF: 65.80% P: 63.94% R: 62.36% F: 63.14%
745
+ 2024-03-22 13:37:46 INFO 0:00:03.294084s elapsed
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+ 2024-03-22 13:37:49 INFO lr: 4.8860e-05 - loss: 0.0004 - UP: 98.82% UR: 98.30% UF: 98.56% P: 98.73% R: 98.21% F: 98.47%
749
+ 2024-03-22 13:37:49 INFO dev: loss: 0.1664 - UP: 75.00% UR: 62.34% UF: 68.09% P: 70.69% R: 58.76% F: 64.18%
750
+ 2024-03-22 13:37:50 INFO test: loss: 0.1520 - UP: 68.70% UR: 64.65% UF: 66.61% P: 65.97% R: 62.09% F: 63.97%
751
+ 2024-03-22 13:37:50 INFO 0:00:03.318226s elapsed
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+
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+ 2024-03-22 13:37:50 INFO Epoch 115 / 5000:
754
+ 2024-03-22 13:37:52 INFO lr: 4.8850e-05 - loss: 0.0010 - UP: 98.94% UR: 98.51% UF: 98.72% P: 98.88% R: 98.45% F: 98.67%
755
+ 2024-03-22 13:37:53 INFO dev: loss: 0.1657 - UP: 73.81% UR: 64.71% UF: 68.96% P: 69.51% R: 60.93% F: 64.94%
756
+ 2024-03-22 13:37:53 INFO test: loss: 0.1489 - UP: 67.22% UR: 65.50% UF: 66.35% P: 64.71% R: 63.05% F: 63.87%
757
+ 2024-03-22 13:37:53 INFO 0:00:03.306679s elapsed
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+
759
+ 2024-03-22 13:37:53 INFO Epoch 116 / 5000:
760
+ 2024-03-22 13:37:56 INFO lr: 4.8840e-05 - loss: 0.0009 - UP: 99.03% UR: 98.85% UF: 98.94% P: 98.96% R: 98.79% F: 98.87%
761
+ 2024-03-22 13:37:56 INFO dev: loss: 0.1759 - UP: 72.32% UR: 65.15% UF: 68.55% P: 68.28% R: 61.51% F: 64.72%
762
+ 2024-03-22 13:37:56 INFO test: loss: 0.1631 - UP: 66.57% UR: 65.92% UF: 66.24% P: 64.04% R: 63.42% F: 63.72%
763
+ 2024-03-22 13:37:56 INFO 0:00:03.270955s elapsed
764
+
765
+ 2024-03-22 13:37:56 INFO Epoch 117 / 5000:
766
+ 2024-03-22 13:37:59 INFO lr: 4.8830e-05 - loss: 0.0028 - UP: 98.73% UR: 97.78% UF: 98.25% P: 98.65% R: 97.70% F: 98.18%
767
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768
+ 2024-03-22 13:38:00 INFO test: loss: 0.1599 - UP: 66.28% UR: 64.90% UF: 65.58% P: 63.69% R: 62.36% F: 63.02%
769
+ 2024-03-22 13:38:00 INFO 0:00:03.297167s elapsed
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+
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773
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774
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775
+ 2024-03-22 13:38:03 INFO 0:00:03.272586s elapsed
776
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+ 2024-03-22 13:38:03 INFO Epoch 119 / 5000:
778
+ 2024-03-22 13:38:05 INFO lr: 4.8810e-05 - loss: 0.0004 - UP: 98.87% UR: 98.50% UF: 98.68% P: 98.77% R: 98.41% F: 98.59%
779
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780
+ 2024-03-22 13:38:06 INFO test: loss: 0.1589 - UP: 67.32% UR: 65.41% UF: 66.35% P: 64.62% R: 62.78% F: 63.69%
781
+ 2024-03-22 13:38:06 INFO 0:00:03.287812s elapsed
782
+
783
+ 2024-03-22 13:38:09 INFO Epoch 89 saved
784
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785
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786
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+ )
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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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+
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+ (inference): SemanticDependencyMFVI(max_iter=3)
61
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65
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68
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69
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70
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71
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72
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73
+ 2024-03-22 13:38:25 INFO 0:00:04.474144s elapsed (saved)
74
+
75
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76
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77
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78
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79
+ 2024-03-22 13:38:36 INFO 0:00:03.720305s elapsed (saved)
80
+
81
+ 2024-03-22 13:38:36 INFO Epoch 3 / 5000:
82
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83
+ 2024-03-22 13:38:39 INFO dev: loss: 0.1164 - UP: 74.75% UR: 23.85% UF: 36.16% P: 71.94% R: 22.95% F: 34.80%
84
+ 2024-03-22 13:38:40 INFO test: loss: 0.0929 - UP: 72.10% UR: 21.91% UF: 33.61% P: 68.62% R: 20.86% F: 31.99%
85
+ 2024-03-22 13:38:46 INFO 0:00:03.757007s elapsed (saved)
86
+
87
+ 2024-03-22 13:38:46 INFO Epoch 4 / 5000:
88
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89
+ 2024-03-22 13:38:50 INFO dev: loss: 0.1084 - UP: 76.27% UR: 26.92% UF: 39.79% P: 73.01% R: 25.77% F: 38.09%
90
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91
+ 2024-03-22 13:38:57 INFO 0:00:03.725810s elapsed (saved)
92
+
93
+ 2024-03-22 13:38:57 INFO Epoch 5 / 5000:
94
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95
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96
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97
+ 2024-03-22 13:39:07 INFO 0:00:03.737468s elapsed (saved)
98
+
99
+ 2024-03-22 13:39:07 INFO Epoch 6 / 5000:
100
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101
+ 2024-03-22 13:39:11 INFO dev: loss: 0.1383 - UP: 72.86% UR: 38.11% UF: 50.04% P: 70.78% R: 37.02% F: 48.61%
102
+ 2024-03-22 13:39:11 INFO test: loss: 0.0785 - UP: 70.76% UR: 35.13% UF: 46.95% P: 68.33% R: 33.93% F: 45.34%
103
+ 2024-03-22 13:39:18 INFO 0:00:03.725863s elapsed (saved)
104
+
105
+ 2024-03-22 13:39:18 INFO Epoch 7 / 5000:
106
+ 2024-03-22 13:39:21 INFO lr: 4.9930e-05 - loss: 0.0307 - UP: 73.98% UR: 37.96% UF: 50.18% P: 72.72% R: 37.31% F: 49.32%
107
+ 2024-03-22 13:39:21 INFO dev: loss: 0.1025 - UP: 71.41% UR: 43.61% UF: 54.15% P: 67.54% R: 41.24% F: 51.21%
108
+ 2024-03-22 13:39:22 INFO test: loss: 0.0798 - UP: 64.24% UR: 41.05% UF: 50.09% P: 61.60% R: 39.36% F: 48.03%
109
+ 2024-03-22 13:39:28 INFO 0:00:03.734164s elapsed (saved)
110
+
111
+ 2024-03-22 13:39:28 INFO Epoch 8 / 5000:
112
+ 2024-03-22 13:39:31 INFO lr: 4.9920e-05 - loss: 0.0791 - UP: 75.32% UR: 41.35% UF: 53.39% P: 74.02% R: 40.63% F: 52.46%
113
+ 2024-03-22 13:39:32 INFO dev: loss: 0.1044 - UP: 72.01% UR: 43.09% UF: 53.92% P: 68.80% R: 41.18% F: 51.52%
114
+ 2024-03-22 13:39:32 INFO test: loss: 0.0771 - UP: 64.37% UR: 42.11% UF: 50.91% P: 61.98% R: 40.54% F: 49.01%
115
+ 2024-03-22 13:39:39 INFO 0:00:03.716766s elapsed (saved)
116
+
117
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+ 2024-03-22 13:39:42 INFO lr: 4.9910e-05 - loss: 0.0090 - UP: 76.60% UR: 46.19% UF: 57.63% P: 75.55% R: 45.56% F: 56.84%
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+ 2024-03-22 13:39:47 INFO test: loss: 0.0880 - UP: 62.75% UR: 48.57% UF: 54.76% P: 59.63% R: 46.15% F: 52.03%
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+ 2024-03-22 13:40:01 INFO test: loss: 0.0903 - UP: 67.06% UR: 48.23% UF: 56.11% P: 64.37% R: 46.30% F: 53.86%
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+ 2024-03-22 13:40:11 INFO test: loss: 0.0841 - UP: 73.10% UR: 46.42% UF: 56.78% P: 70.53% R: 44.79% F: 54.79%
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+ 2024-03-22 13:40:42 INFO test: loss: 0.0918 - UP: 67.64% UR: 52.37% UF: 59.03% P: 63.08% R: 48.84% F: 55.05%
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+ 2024-03-22 13:40:46 INFO test: loss: 0.0754 - UP: 67.37% UR: 53.79% UF: 59.82% P: 64.73% R: 51.68% F: 57.47%
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+ 2024-03-22 13:40:53 INFO 0:00:03.680136s elapsed (saved)
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+ 2024-03-22 13:40:57 INFO test: loss: 0.0859 - UP: 70.23% UR: 55.96% UF: 62.29% P: 67.46% R: 53.76% F: 59.84%
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+ 2024-03-22 13:41:04 INFO 0:00:03.731109s elapsed (saved)
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+ 2024-03-22 13:41:07 INFO dev: loss: 0.1068 - UP: 72.69% UR: 60.42% UF: 65.99% P: 69.54% R: 57.80% F: 63.13%
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+ 2024-03-22 13:41:08 INFO test: loss: 0.0857 - UP: 66.80% UR: 58.74% UF: 62.51% P: 64.37% R: 56.60% F: 60.23%
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+ 2024-03-22 13:41:14 INFO 0:00:03.738112s elapsed (saved)
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+ 2024-03-22 13:41:18 INFO dev: loss: 0.1258 - UP: 77.39% UR: 51.66% UF: 61.96% P: 74.04% R: 49.42% F: 59.28%
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+ 2024-03-22 13:41:18 INFO test: loss: 0.0947 - UP: 72.34% UR: 51.55% UF: 60.20% P: 69.38% R: 49.44% F: 57.74%
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+ 2024-03-22 13:41:18 INFO 0:00:03.722133s elapsed
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+ 2024-03-22 13:41:21 INFO dev: loss: 0.1183 - UP: 76.31% UR: 56.84% UF: 65.15% P: 73.39% R: 54.67% F: 62.66%
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+ 2024-03-22 13:41:22 INFO test: loss: 0.1027 - UP: 69.95% UR: 55.57% UF: 61.93% P: 66.91% R: 53.15% F: 59.24%
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+ 2024-03-22 13:41:25 INFO dev: loss: 0.1180 - UP: 73.57% UR: 57.48% UF: 64.54% P: 70.29% R: 54.92% F: 61.67%
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+ 2024-03-22 13:41:25 INFO test: loss: 0.0957 - UP: 70.00% UR: 57.68% UF: 63.25% P: 66.78% R: 55.03% F: 60.33%
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+ 2024-03-22 13:41:25 INFO Epoch 23 / 5000:
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+ 2024-03-22 13:41:29 INFO test: loss: 0.0997 - UP: 67.32% UR: 61.36% UF: 64.20% P: 64.64% R: 58.92% F: 61.65%
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+ 2024-03-22 13:41:36 INFO 0:00:03.710801s elapsed (saved)
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+ 2024-03-22 13:41:39 INFO dev: loss: 0.1339 - UP: 75.14% UR: 60.68% UF: 67.14% P: 71.97% R: 58.12% F: 64.31%
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+ 2024-03-22 13:41:40 INFO test: loss: 0.1077 - UP: 69.32% UR: 60.55% UF: 64.64% P: 66.24% R: 57.86% F: 61.77%
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+ 2024-03-22 13:41:46 INFO 0:00:03.760452s elapsed (saved)
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+ 2024-03-22 13:41:46 INFO Epoch 25 / 5000:
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+ 2024-03-22 13:41:49 INFO lr: 4.9750e-05 - loss: 0.0197 - UP: 92.74% UR: 86.92% UF: 89.74% P: 92.63% R: 86.81% F: 89.63%
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+ 2024-03-22 13:41:49 INFO dev: loss: 0.1390 - UP: 71.23% UR: 62.21% UF: 66.42% P: 67.64% R: 59.08% F: 63.07%
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+ 2024-03-22 13:41:50 INFO test: loss: 0.1191 - UP: 65.96% UR: 61.18% UF: 63.48% P: 62.97% R: 58.41% F: 60.60%
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+ 2024-03-22 13:41:50 INFO 0:00:03.751260s elapsed
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+ 2024-03-22 13:41:50 INFO Epoch 26 / 5000:
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+ 2024-03-22 13:41:53 INFO lr: 4.9740e-05 - loss: 0.0057 - UP: 92.57% UR: 85.80% UF: 89.06% P: 92.35% R: 85.60% F: 88.85%
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+ 2024-03-22 13:41:53 INFO dev: loss: 0.1263 - UP: 74.48% UR: 60.10% UF: 66.53% P: 70.52% R: 56.91% F: 62.99%
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+ 2024-03-22 13:41:54 INFO test: loss: 0.0997 - UP: 69.61% UR: 60.49% UF: 64.73% P: 65.86% R: 57.23% F: 61.24%
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+ 2024-03-22 13:41:54 INFO 0:00:03.669858s elapsed
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+ 2024-03-22 13:41:57 INFO lr: 4.9730e-05 - loss: 0.0016 - UP: 93.47% UR: 86.00% UF: 89.58% P: 93.22% R: 85.77% F: 89.34%
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+ 2024-03-22 13:41:57 INFO dev: loss: 0.1364 - UP: 69.23% UR: 63.87% UF: 66.44% P: 66.11% R: 61.00% F: 63.45%
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+ 2024-03-22 13:41:57 INFO test: loss: 0.1066 - UP: 66.09% UR: 65.17% UF: 65.62% P: 63.12% R: 62.24% F: 62.67%
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+ 2024-03-22 13:41:57 INFO 0:00:03.718963s elapsed
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+ 2024-03-22 13:42:00 INFO lr: 4.9720e-05 - loss: 0.0094 - UP: 93.44% UR: 88.16% UF: 90.72% P: 93.23% R: 87.96% F: 90.52%
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+ 2024-03-22 13:42:01 INFO dev: loss: 0.1316 - UP: 72.47% UR: 64.13% UF: 68.05% P: 68.79% R: 60.87% F: 64.59%
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+ 2024-03-22 13:42:01 INFO test: loss: 0.1125 - UP: 67.82% UR: 63.87% UF: 65.79% P: 65.03% R: 61.24% F: 63.08%
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+ 2024-03-22 13:42:08 INFO 0:00:03.743173s elapsed (saved)
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+ 2024-03-22 13:42:11 INFO lr: 4.9710e-05 - loss: 0.0041 - UP: 94.82% UR: 89.84% UF: 92.26% P: 94.70% R: 89.72% F: 92.14%
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+ 2024-03-22 13:42:11 INFO dev: loss: 0.1469 - UP: 72.94% UR: 61.19% UF: 66.55% P: 69.36% R: 58.18% F: 63.28%
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+ 2024-03-22 13:42:12 INFO test: loss: 0.1210 - UP: 69.61% UR: 63.27% UF: 66.29% P: 66.16% R: 60.13% F: 63.00%
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+ 2024-03-22 13:42:12 INFO 0:00:03.728047s elapsed
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+ 2024-03-22 13:42:12 INFO Epoch 30 / 5000:
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+ 2024-03-22 13:42:15 INFO lr: 4.9700e-05 - loss: 0.0032 - UP: 94.94% UR: 91.41% UF: 93.14% P: 94.81% R: 91.29% F: 93.02%
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+ 2024-03-22 13:42:15 INFO dev: loss: 0.1461 - UP: 73.08% UR: 63.36% UF: 67.88% P: 69.25% R: 60.04% F: 64.32%
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+ 2024-03-22 13:42:15 INFO test: loss: 0.1269 - UP: 68.42% UR: 63.51% UF: 65.87% P: 65.20% R: 60.52% F: 62.77%
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+ 2024-03-22 13:42:15 INFO 0:00:03.753049s elapsed
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+ 2024-03-22 13:42:19 INFO lr: 4.9690e-05 - loss: 0.0043 - UP: 95.56% UR: 91.16% UF: 93.31% P: 95.51% R: 91.11% F: 93.26%
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+ 2024-03-22 13:42:19 INFO dev: loss: 0.1738 - UP: 72.96% UR: 60.55% UF: 66.18% P: 69.18% R: 57.42% F: 62.75%
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+ 2024-03-22 13:42:19 INFO test: loss: 0.1263 - UP: 69.34% UR: 62.39% UF: 65.68% P: 66.25% R: 59.61% F: 62.76%
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+ 2024-03-22 13:42:19 INFO 0:00:03.730189s elapsed
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+ 2024-03-22 13:42:22 INFO lr: 4.9680e-05 - loss: 0.0103 - UP: 95.24% UR: 91.72% UF: 93.44% P: 95.16% R: 91.64% F: 93.37%
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+ 2024-03-22 13:42:23 INFO test: loss: 0.1202 - UP: 71.64% UR: 61.61% UF: 66.24% P: 68.76% R: 59.13% F: 63.58%
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+ 2024-03-22 13:42:30 INFO 0:00:03.744791s elapsed (saved)
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+ 2024-03-22 13:42:33 INFO lr: 4.9670e-05 - loss: 0.0058 - UP: 94.91% UR: 91.92% UF: 93.39% P: 94.82% R: 91.84% F: 93.31%
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+ 2024-03-22 13:42:33 INFO dev: loss: 0.1538 - UP: 70.47% UR: 66.82% UF: 68.59% P: 67.36% R: 63.87% F: 65.57%
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+ 2024-03-22 13:42:34 INFO test: loss: 0.1242 - UP: 64.01% UR: 66.07% UF: 65.02% P: 60.85% R: 62.81% F: 61.81%
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+ 2024-03-22 13:42:40 INFO 0:00:03.700387s elapsed (saved)
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+ 2024-03-22 13:42:43 INFO lr: 4.9660e-05 - loss: 0.0148 - UP: 95.70% UR: 91.95% UF: 93.79% P: 95.61% R: 91.86% F: 93.70%
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+ 2024-03-22 13:42:44 INFO test: loss: 0.1163 - UP: 71.87% UR: 62.30% UF: 66.74% P: 68.35% R: 59.25% F: 63.48%
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+ 2024-03-22 13:42:47 INFO lr: 4.9650e-05 - loss: 0.0035 - UP: 95.15% UR: 91.06% UF: 93.06% P: 95.01% R: 90.93% F: 92.93%
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+ 2024-03-22 13:42:48 INFO test: loss: 0.1172 - UP: 70.07% UR: 61.97% UF: 65.77% P: 66.59% R: 58.89% F: 62.50%
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+ 2024-03-22 13:42:51 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 96.20% UR: 92.74% UF: 94.44% P: 96.07% R: 92.61% F: 94.31%
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+ 2024-03-22 13:42:51 INFO test: loss: 0.1163 - UP: 70.20% UR: 62.21% UF: 65.96% P: 67.20% R: 59.55% F: 63.15%
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+ 2024-03-22 13:42:54 INFO lr: 4.9630e-05 - loss: 0.0064 - UP: 95.78% UR: 93.45% UF: 94.60% P: 95.70% R: 93.37% F: 94.52%
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+ 2024-03-22 13:42:55 INFO test: loss: 0.1184 - UP: 66.00% UR: 65.98% UF: 65.99% P: 62.59% R: 62.57% F: 62.58%
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+ 2024-03-22 13:43:05 INFO lr: 4.9620e-05 - loss: 0.0035 - UP: 96.85% UR: 94.42% UF: 95.62% P: 96.77% R: 94.34% F: 95.54%
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+ 2024-03-22 13:43:05 INFO test: loss: 0.1188 - UP: 69.46% UR: 63.02% UF: 66.09% P: 66.03% R: 59.92% F: 62.83%
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+ 2024-03-22 13:43:08 INFO lr: 4.9610e-05 - loss: 0.0044 - UP: 95.66% UR: 92.48% UF: 94.04% P: 95.24% R: 92.07% F: 93.63%
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+ 2024-03-22 13:43:12 INFO lr: 4.9600e-05 - loss: 0.0141 - UP: 94.96% UR: 88.50% UF: 91.62% P: 92.76% R: 86.45% F: 89.50%
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+ 2024-03-22 13:43:24 INFO test: loss: 0.1199 - UP: 69.00% UR: 60.79% UF: 64.63% P: 65.50% R: 57.71% F: 61.36%
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+ 2024-03-22 13:43:35 INFO test: loss: 0.1253 - UP: 69.86% UR: 63.75% UF: 66.67% P: 66.19% R: 60.40% F: 63.16%
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+ 2024-03-22 13:43:43 INFO dev: loss: 0.1789 - UP: 75.98% UR: 62.28% UF: 68.45% P: 72.46% R: 59.40% F: 65.28%
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+ 2024-03-22 13:43:43 INFO test: loss: 0.1286 - UP: 71.46% UR: 62.81% UF: 66.86% P: 68.17% R: 59.92% F: 63.78%
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+ 2024-03-22 13:43:43 INFO 0:00:03.849110s elapsed
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+ 2024-03-22 13:43:47 INFO dev: loss: 0.1984 - UP: 75.06% UR: 63.30% UF: 68.68% P: 71.49% R: 60.29% F: 65.42%
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+ 2024-03-22 13:43:47 INFO test: loss: 0.1288 - UP: 70.68% UR: 64.99% UF: 67.72% P: 66.87% R: 61.49% F: 64.07%
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+ 2024-03-22 13:43:47 INFO 0:00:04.117206s elapsed
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+ 2024-03-22 13:43:51 INFO dev: loss: 0.1489 - UP: 72.28% UR: 67.84% UF: 69.99% P: 68.94% R: 64.71% F: 66.75%
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+ 2024-03-22 13:43:51 INFO 0:00:03.805709s elapsed
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+ 2024-03-22 13:43:54 INFO dev: loss: 0.1646 - UP: 74.68% UR: 66.37% UF: 70.28% P: 71.15% R: 63.24% F: 66.96%
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+ 2024-03-22 13:43:55 INFO test: loss: 0.1247 - UP: 69.34% UR: 66.22% UF: 67.75% P: 65.71% R: 62.75% F: 64.20%
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+ 2024-03-22 13:43:55 INFO 0:00:03.806833s elapsed
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+ 2024-03-22 13:43:58 INFO dev: loss: 0.1718 - UP: 71.94% UR: 68.03% UF: 69.93% P: 67.82% R: 64.13% F: 65.92%
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+ 2024-03-22 13:43:59 INFO 0:00:03.805547s elapsed
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+ 2024-03-22 13:43:59 INFO Epoch 53 / 5000:
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+ 2024-03-22 13:44:02 INFO dev: loss: 0.1740 - UP: 74.44% UR: 65.92% UF: 69.92% P: 70.69% R: 62.60% F: 66.40%
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+ 2024-03-22 13:44:02 INFO test: loss: 0.1320 - UP: 69.03% UR: 67.01% UF: 68.00% P: 65.30% R: 63.39% F: 64.33%
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+ 2024-03-22 13:44:02 INFO 0:00:03.803229s elapsed
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+ 2024-03-22 13:44:02 INFO Epoch 54 / 5000:
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+ 2024-03-22 13:44:06 INFO dev: loss: 0.1666 - UP: 72.92% UR: 69.88% UF: 71.37% P: 69.58% R: 66.69% F: 68.10%
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+ 2024-03-22 13:44:06 INFO test: loss: 0.1349 - UP: 66.07% UR: 68.94% UF: 67.47% P: 62.40% R: 65.11% F: 63.72%
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+ 2024-03-22 13:44:13 INFO 0:00:03.798704s elapsed (saved)
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+ 2024-03-22 13:44:13 INFO Epoch 55 / 5000:
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+ 2024-03-22 13:44:16 INFO dev: loss: 0.2044 - UP: 73.90% UR: 66.82% UF: 70.18% P: 69.52% R: 62.85% F: 66.02%
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+ 2024-03-22 13:44:16 INFO test: loss: 0.1501 - UP: 66.81% UR: 65.14% UF: 65.96% P: 63.16% R: 61.58% F: 62.36%
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+ 2024-03-22 13:44:16 INFO 0:00:03.744613s elapsed
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+ 2024-03-22 13:44:16 INFO Epoch 56 / 5000:
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+ 2024-03-22 13:44:20 INFO dev: loss: 0.1809 - UP: 73.22% UR: 63.11% UF: 67.79% P: 68.84% R: 59.34% F: 63.74%
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+ 2024-03-22 13:44:20 INFO test: loss: 0.1375 - UP: 69.28% UR: 64.65% UF: 66.89% P: 65.46% R: 61.09% F: 63.20%
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+ 2024-03-22 13:44:20 INFO 0:00:03.700469s elapsed
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+ 2024-03-22 13:44:20 INFO Epoch 57 / 5000:
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+ 2024-03-22 13:44:23 INFO lr: 4.9430e-05 - loss: 0.0111 - UP: 97.69% UR: 96.22% UF: 96.95% P: 97.63% R: 96.16% F: 96.89%
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+ 2024-03-22 13:44:23 INFO dev: loss: 0.1644 - UP: 73.03% UR: 65.79% UF: 69.22% P: 69.13% R: 62.28% F: 65.52%
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+ 2024-03-22 13:44:24 INFO test: loss: 0.1348 - UP: 68.16% UR: 66.89% UF: 67.52% P: 64.07% R: 62.87% F: 63.47%
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+ 2024-03-22 13:44:24 INFO 0:00:03.701565s elapsed
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+ 2024-03-22 13:44:24 INFO Epoch 58 / 5000:
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+ 2024-03-22 13:44:27 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 97.90% UR: 96.78% UF: 97.34% P: 97.29% R: 96.18% F: 96.73%
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+ 2024-03-22 13:44:27 INFO dev: loss: 0.1795 - UP: 74.96% UR: 65.86% UF: 70.12% P: 70.89% R: 62.28% F: 66.30%
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+ 2024-03-22 13:44:28 INFO test: loss: 0.1464 - UP: 69.17% UR: 65.29% UF: 67.17% P: 65.59% R: 61.91% F: 63.70%
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+ 2024-03-22 13:44:28 INFO 0:00:03.731703s elapsed
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+ 2024-03-22 13:44:28 INFO Epoch 59 / 5000:
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+ 2024-03-22 13:44:31 INFO lr: 4.9410e-05 - loss: 0.0031 - UP: 95.99% UR: 92.30% UF: 94.11% P: 95.62% R: 91.95% F: 93.75%
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+ 2024-03-22 13:44:31 INFO dev: loss: 0.1477 - UP: 73.70% UR: 60.55% UF: 66.48% P: 70.58% R: 57.99% F: 63.67%
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+ 2024-03-22 13:44:31 INFO test: loss: 0.1261 - UP: 70.02% UR: 62.96% UF: 66.31% P: 66.87% R: 60.13% F: 63.32%
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+ 2024-03-22 13:44:31 INFO 0:00:03.717342s elapsed
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+ 2024-03-22 13:44:31 INFO Epoch 60 / 5000:
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+ 2024-03-22 13:44:35 INFO dev: loss: 0.1506 - UP: 74.05% UR: 64.58% UF: 68.99% P: 70.31% R: 61.32% F: 65.51%
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+ 2024-03-22 13:44:35 INFO test: loss: 0.1330 - UP: 69.49% UR: 63.99% UF: 66.62% P: 66.08% R: 60.85% F: 63.36%
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+ 2024-03-22 13:44:35 INFO 0:00:03.710967s elapsed
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+ 2024-03-22 13:44:35 INFO Epoch 61 / 5000:
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+ 2024-03-22 13:44:38 INFO lr: 4.9390e-05 - loss: 0.0013 - UP: 97.19% UR: 96.82% UF: 97.01% P: 97.15% R: 96.78% F: 96.97%
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+ 2024-03-22 13:44:38 INFO dev: loss: 0.1575 - UP: 75.09% UR: 64.39% UF: 69.33% P: 72.04% R: 61.76% F: 66.51%
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+ 2024-03-22 13:44:39 INFO test: loss: 0.1373 - UP: 71.75% UR: 64.08% UF: 67.70% P: 68.27% R: 60.97% F: 64.41%
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+ 2024-03-22 13:44:39 INFO 0:00:03.741138s elapsed
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+ 2024-03-22 13:44:39 INFO Epoch 62 / 5000:
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+ 2024-03-22 13:44:42 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 98.31% UR: 97.46% UF: 97.88% P: 98.23% R: 97.39% F: 97.81%
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+ 2024-03-22 13:44:42 INFO dev: loss: 0.1510 - UP: 72.68% UR: 67.52% UF: 70.00% P: 69.03% R: 64.13% F: 66.49%
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+ 2024-03-22 13:44:42 INFO test: loss: 0.1393 - UP: 68.16% UR: 66.34% UF: 67.24% P: 64.43% R: 62.72% F: 63.57%
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+ 2024-03-22 13:44:42 INFO 0:00:03.716375s elapsed
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+ 2024-03-22 13:44:42 INFO Epoch 63 / 5000:
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+ 2024-03-22 13:44:45 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 98.54% UR: 97.88% UF: 98.21% P: 98.43% R: 97.77% F: 98.10%
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+ 2024-03-22 13:44:46 INFO dev: loss: 0.1642 - UP: 73.36% UR: 67.07% UF: 70.07% P: 70.28% R: 64.26% F: 67.13%
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+ 2024-03-22 13:44:46 INFO test: loss: 0.1468 - UP: 68.24% UR: 66.47% UF: 67.34% P: 64.77% R: 63.08% F: 63.91%
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+ 2024-03-22 13:44:46 INFO 0:00:03.771506s elapsed
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+ 2024-03-22 13:44:46 INFO Epoch 64 / 5000:
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+ 2024-03-22 13:44:49 INFO lr: 4.9360e-05 - loss: 0.0016 - UP: 98.93% UR: 98.35% UF: 98.64% P: 98.87% R: 98.30% F: 98.58%
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+ 2024-03-22 13:44:50 INFO dev: loss: 0.1744 - UP: 73.55% UR: 66.30% UF: 69.74% P: 70.14% R: 63.24% F: 66.51%
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+ 2024-03-22 13:44:50 INFO test: loss: 0.1547 - UP: 68.97% UR: 66.28% UF: 67.60% P: 65.73% R: 63.18% F: 64.43%
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+ 2024-03-22 13:44:50 INFO 0:00:03.770819s elapsed
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+ 2024-03-22 13:44:50 INFO Epoch 65 / 5000:
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+ 2024-03-22 13:44:53 INFO lr: 4.9350e-05 - loss: 0.0018 - UP: 98.86% UR: 98.44% UF: 98.65% P: 98.78% R: 98.36% F: 98.57%
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+ 2024-03-22 13:44:53 INFO dev: loss: 0.1739 - UP: 73.40% UR: 68.29% UF: 70.75% P: 70.03% R: 65.15% F: 67.51%
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+ 2024-03-22 13:44:54 INFO test: loss: 0.1618 - UP: 67.77% UR: 68.43% UF: 68.10% P: 64.33% R: 64.96% F: 64.64%
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+ 2024-03-22 13:44:54 INFO 0:00:03.798269s elapsed
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+ 2024-03-22 13:44:57 INFO dev: loss: 0.1746 - UP: 73.41% UR: 65.86% UF: 69.43% P: 70.28% R: 63.04% F: 66.46%
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+ 2024-03-22 13:44:58 INFO test: loss: 0.1546 - UP: 70.37% UR: 66.16% UF: 68.20% P: 67.26% R: 63.24% F: 65.18%
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+ 2024-03-22 13:44:58 INFO 0:00:03.811247s elapsed
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+ 2024-03-22 13:45:01 INFO lr: 4.9330e-05 - loss: 0.0044 - UP: 97.33% UR: 95.64% UF: 96.48% P: 97.27% R: 95.58% F: 96.42%
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+ 2024-03-22 13:45:01 INFO dev: loss: 0.1455 - UP: 72.83% UR: 63.43% UF: 67.81% P: 69.53% R: 60.55% F: 64.73%
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+ 2024-03-22 13:45:01 INFO test: loss: 0.1232 - UP: 66.84% UR: 64.74% UF: 65.78% P: 64.01% R: 62.00% F: 62.99%
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+ 2024-03-22 13:45:01 INFO 0:00:03.852861s elapsed
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+ 2024-03-22 13:45:05 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 97.40% UR: 96.14% UF: 96.76% P: 97.26% R: 96.00% F: 96.62%
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+ 2024-03-22 13:45:05 INFO dev: loss: 0.1789 - UP: 73.82% UR: 59.14% UF: 65.67% P: 71.27% R: 57.10% F: 63.40%
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+ 2024-03-22 13:45:05 INFO test: loss: 0.1487 - UP: 68.81% UR: 63.12% UF: 65.84% P: 65.42% R: 60.01% F: 62.59%
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+ 2024-03-22 13:45:05 INFO 0:00:03.826961s elapsed
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+ 2024-03-22 13:45:05 INFO Epoch 69 / 5000:
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+ 2024-03-22 13:45:09 INFO dev: loss: 0.1403 - UP: 76.11% UR: 61.13% UF: 67.80% P: 72.37% R: 58.12% F: 64.47%
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+ 2024-03-22 13:45:09 INFO test: loss: 0.1118 - UP: 69.38% UR: 61.97% UF: 65.47% P: 66.00% R: 58.95% F: 62.28%
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+ 2024-03-22 13:45:09 INFO 0:00:03.784484s elapsed
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+ 2024-03-22 13:45:13 INFO test: loss: 0.1279 - UP: 69.14% UR: 64.23% UF: 66.59% P: 65.98% R: 61.30% F: 63.56%
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+ 2024-03-22 13:45:16 INFO dev: loss: 0.1954 - UP: 75.94% UR: 57.10% UF: 65.18% P: 72.28% R: 54.35% F: 62.04%
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+ 2024-03-22 13:45:17 INFO test: loss: 0.1409 - UP: 70.47% UR: 59.22% UF: 64.36% P: 67.31% R: 56.57% F: 61.47%
493
+ 2024-03-22 13:45:17 INFO 0:00:03.789775s elapsed
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+
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+ 2024-03-22 13:45:20 INFO lr: 4.9280e-05 - loss: 0.0112 - UP: 92.87% UR: 90.47% UF: 91.65% P: 92.17% R: 89.79% F: 90.96%
497
+ 2024-03-22 13:45:20 INFO dev: loss: 0.1406 - UP: 65.54% UR: 69.57% UF: 67.49% P: 61.63% R: 65.41% F: 63.46%
498
+ 2024-03-22 13:45:20 INFO test: loss: 0.1172 - UP: 58.21% UR: 69.66% UF: 63.42% P: 54.73% R: 65.50% F: 59.63%
499
+ 2024-03-22 13:45:20 INFO 0:00:03.806997s elapsed
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+ 2024-03-22 13:45:20 INFO Epoch 73 / 5000:
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+ 2024-03-22 13:45:24 INFO lr: 4.9270e-05 - loss: 0.0066 - UP: 92.40% UR: 88.60% UF: 90.46% P: 91.84% R: 88.07% F: 89.92%
503
+ 2024-03-22 13:45:24 INFO dev: loss: 0.1629 - UP: 75.34% UR: 63.30% UF: 68.80% P: 71.84% R: 60.36% F: 65.60%
504
+ 2024-03-22 13:45:24 INFO test: loss: 0.1319 - UP: 70.46% UR: 61.49% UF: 65.67% P: 67.31% R: 58.74% F: 62.73%
505
+ 2024-03-22 13:45:24 INFO 0:00:03.789606s elapsed
506
+
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+ 2024-03-22 13:45:24 INFO Epoch 74 / 5000:
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+ 2024-03-22 13:45:27 INFO lr: 4.9260e-05 - loss: 0.0036 - UP: 96.07% UR: 91.58% UF: 93.77% P: 95.83% R: 91.35% F: 93.53%
509
+ 2024-03-22 13:45:28 INFO dev: loss: 0.1457 - UP: 76.30% UR: 61.96% UF: 68.38% P: 73.07% R: 59.34% F: 65.49%
510
+ 2024-03-22 13:45:28 INFO test: loss: 0.1338 - UP: 69.87% UR: 60.28% UF: 64.72% P: 67.21% R: 57.98% F: 62.26%
511
+ 2024-03-22 13:45:28 INFO 0:00:03.769998s elapsed
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+
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+ 2024-03-22 13:45:28 INFO Epoch 75 / 5000:
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+ 2024-03-22 13:45:31 INFO lr: 4.9250e-05 - loss: 0.0111 - UP: 96.59% UR: 93.56% UF: 95.05% P: 96.45% R: 93.42% F: 94.91%
515
+ 2024-03-22 13:45:31 INFO dev: loss: 0.1406 - UP: 73.58% UR: 65.54% UF: 69.33% P: 69.85% R: 62.21% F: 65.81%
516
+ 2024-03-22 13:45:32 INFO test: loss: 0.1197 - UP: 66.73% UR: 63.33% UF: 64.98% P: 63.07% R: 59.86% F: 61.42%
517
+ 2024-03-22 13:45:32 INFO 0:00:03.769337s elapsed
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+
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+ 2024-03-22 13:45:32 INFO Epoch 76 / 5000:
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+ 2024-03-22 13:45:35 INFO lr: 4.9240e-05 - loss: 0.0028 - UP: 97.44% UR: 96.17% UF: 96.80% P: 97.33% R: 96.07% F: 96.70%
521
+ 2024-03-22 13:45:35 INFO dev: loss: 0.1514 - UP: 70.67% UR: 69.95% UF: 70.31% P: 67.57% R: 66.88% F: 67.22%
522
+ 2024-03-22 13:45:36 INFO test: loss: 0.1348 - UP: 62.82% UR: 67.61% UF: 65.13% P: 59.28% R: 63.81% F: 61.46%
523
+ 2024-03-22 13:45:36 INFO 0:00:03.776575s elapsed
524
+
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+ 2024-03-22 13:45:36 INFO Epoch 77 / 5000:
526
+ 2024-03-22 13:45:39 INFO lr: 4.9230e-05 - loss: 0.0017 - UP: 98.11% UR: 97.56% UF: 97.83% P: 98.02% R: 97.47% F: 97.74%
527
+ 2024-03-22 13:45:39 INFO dev: loss: 0.1560 - UP: 73.71% UR: 65.60% UF: 69.42% P: 70.62% R: 62.85% F: 66.51%
528
+ 2024-03-22 13:45:39 INFO test: loss: 0.1288 - UP: 68.26% UR: 65.83% UF: 67.03% P: 64.79% R: 62.48% F: 63.61%
529
+ 2024-03-22 13:45:39 INFO 0:00:03.774754s elapsed
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+
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+ 2024-03-22 13:45:39 INFO Epoch 78 / 5000:
532
+ 2024-03-22 13:45:42 INFO lr: 4.9220e-05 - loss: 0.0028 - UP: 98.34% UR: 97.64% UF: 97.99% P: 98.33% R: 97.63% F: 97.98%
533
+ 2024-03-22 13:45:43 INFO dev: loss: 0.1659 - UP: 73.12% UR: 63.49% UF: 67.97% P: 69.73% R: 60.55% F: 64.82%
534
+ 2024-03-22 13:45:43 INFO test: loss: 0.1352 - UP: 69.50% UR: 64.23% UF: 66.76% P: 66.49% R: 61.45% F: 63.87%
535
+ 2024-03-22 13:45:43 INFO 0:00:03.762289s elapsed
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+
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+ 2024-03-22 13:45:43 INFO Epoch 79 / 5000:
538
+ 2024-03-22 13:45:46 INFO lr: 4.9210e-05 - loss: 0.0018 - UP: 98.56% UR: 97.85% UF: 98.21% P: 98.50% R: 97.79% F: 98.14%
539
+ 2024-03-22 13:45:46 INFO dev: loss: 0.1666 - UP: 72.01% UR: 66.62% UF: 69.21% P: 68.83% R: 63.68% F: 66.16%
540
+ 2024-03-22 13:45:47 INFO test: loss: 0.1354 - UP: 64.91% UR: 66.10% UF: 65.50% P: 61.83% R: 62.96% F: 62.39%
541
+ 2024-03-22 13:45:47 INFO 0:00:03.775650s elapsed
542
+
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+ 2024-03-22 13:45:47 INFO Epoch 80 / 5000:
544
+ 2024-03-22 13:45:50 INFO lr: 4.9200e-05 - loss: 0.0022 - UP: 98.49% UR: 97.89% UF: 98.19% P: 98.34% R: 97.74% F: 98.04%
545
+ 2024-03-22 13:45:50 INFO dev: loss: 0.1682 - UP: 71.80% UR: 64.13% UF: 67.75% P: 69.29% R: 61.89% F: 65.38%
546
+ 2024-03-22 13:45:51 INFO test: loss: 0.1372 - UP: 69.10% UR: 64.81% UF: 66.88% P: 65.63% R: 61.55% F: 63.52%
547
+ 2024-03-22 13:45:51 INFO 0:00:03.754915s elapsed
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+
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+ 2024-03-22 13:45:51 INFO Epoch 81 / 5000:
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+ 2024-03-22 13:45:54 INFO lr: 4.9190e-05 - loss: 0.0037 - UP: 98.93% UR: 98.17% UF: 98.54% P: 98.82% R: 98.06% F: 98.44%
551
+ 2024-03-22 13:45:54 INFO dev: loss: 0.1695 - UP: 72.21% UR: 63.81% UF: 67.75% P: 69.54% R: 61.45% F: 65.24%
552
+ 2024-03-22 13:45:54 INFO test: loss: 0.1422 - UP: 69.16% UR: 64.78% UF: 66.90% P: 65.68% R: 61.52% F: 63.53%
553
+ 2024-03-22 13:45:54 INFO 0:00:03.750908s elapsed
554
+
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+ 2024-03-22 13:45:54 INFO Epoch 82 / 5000:
556
+ 2024-03-22 13:45:57 INFO lr: 4.9180e-05 - loss: 0.0004 - UP: 98.97% UR: 98.42% UF: 98.69% P: 98.90% R: 98.36% F: 98.63%
557
+ 2024-03-22 13:45:58 INFO dev: loss: 0.1694 - UP: 72.07% UR: 65.35% UF: 68.54% P: 69.25% R: 62.79% F: 65.86%
558
+ 2024-03-22 13:45:58 INFO test: loss: 0.1513 - UP: 68.37% UR: 66.28% UF: 67.31% P: 64.76% R: 62.78% F: 63.75%
559
+ 2024-03-22 13:45:58 INFO 0:00:03.738696s elapsed
560
+
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+ 2024-03-22 13:45:58 INFO Epoch 83 / 5000:
562
+ 2024-03-22 13:46:01 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 98.88% UR: 98.88% UF: 98.88% P: 98.84% R: 98.84% F: 98.84%
563
+ 2024-03-22 13:46:01 INFO dev: loss: 0.1678 - UP: 73.26% UR: 65.15% UF: 68.97% P: 70.17% R: 62.40% F: 66.06%
564
+ 2024-03-22 13:46:02 INFO test: loss: 0.1503 - UP: 68.27% UR: 65.65% UF: 66.93% P: 64.56% R: 62.09% F: 63.30%
565
+ 2024-03-22 13:46:02 INFO 0:00:03.761900s elapsed
566
+
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+ 2024-03-22 13:46:02 INFO Epoch 84 / 5000:
568
+ 2024-03-22 13:46:05 INFO lr: 4.9160e-05 - loss: 0.0011 - UP: 99.18% UR: 98.76% UF: 98.97% P: 99.14% R: 98.72% F: 98.93%
569
+ 2024-03-22 13:46:05 INFO dev: loss: 0.1669 - UP: 73.26% UR: 66.05% UF: 69.47% P: 70.50% R: 63.55% F: 66.85%
570
+ 2024-03-22 13:46:06 INFO test: loss: 0.1507 - UP: 68.39% UR: 66.62% UF: 67.49% P: 64.74% R: 63.05% F: 63.88%
571
+ 2024-03-22 13:46:06 INFO 0:00:03.719380s elapsed
572
+
573
+ 2024-03-22 13:46:13 INFO Epoch 54 saved
574
+ 2024-03-22 13:46:13 INFO dev: UP: 72.92% UR: 69.88% UF: 71.37% P: 69.58% R: 66.69% F: 68.10%
575
+ 2024-03-22 13:46:13 INFO test: UP: 66.07% UR: 68.94% UF: 67.47% P: 62.40% R: 65.11% F: 63.72%
576
+ 2024-03-22 13:46:13 INFO 0:05:15.855917s elapsed, 0:00:03.760189s/epoch
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1
+ 2024-03-22 13:46:16 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
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+ 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_exp_asc/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_exp_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_bySentiment_exp_asc/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 13:46:16 INFO Building the fields
40
+ 2024-03-22 13:46:17 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-22 13:46:17 INFO Building the model
45
+ 2024-03-22 13:46:20 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 13:46:20 INFO Loading the data
65
+ 2024-03-22 13:46:21 INFO
66
+ train: Dataset(n_sentences=1394, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=197, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
69
+
70
+ 2024-03-22 13:46:21 INFO Epoch 1 / 5000:
71
+ 2024-03-22 13:46:25 INFO lr: 4.9990e-05 - loss: 0.1949 - UP: 4.16% UR: 3.89% UF: 4.02% P: 2.77% R: 2.59% F: 2.67%
72
+ 2024-03-22 13:46:25 INFO dev: loss: 0.1730 - UP: 78.79% UR: 6.65% UF: 12.26% P: 75.00% R: 6.33% F: 11.67%
73
+ 2024-03-22 13:46:26 INFO test: loss: 0.1375 - UP: 75.50% UR: 6.79% UF: 12.46% P: 68.46% R: 6.16% F: 11.30%
74
+ 2024-03-22 13:46:30 INFO 0:00:04.421468s elapsed (saved)
75
+
76
+ 2024-03-22 13:46:30 INFO Epoch 2 / 5000:
77
+ 2024-03-22 13:46:33 INFO lr: 4.9980e-05 - loss: 0.1432 - UP: 57.98% UR: 7.01% UF: 12.50% P: 53.53% R: 6.47% F: 11.54%
78
+ 2024-03-22 13:46:33 INFO dev: loss: 0.1393 - UP: 88.14% UR: 10.93% UF: 19.45% P: 86.08% R: 10.68% F: 19.00%
79
+ 2024-03-22 13:46:34 INFO test: loss: 0.1053 - UP: 79.90% UR: 9.72% UF: 17.33% P: 77.67% R: 9.45% F: 16.85%
80
+ 2024-03-22 13:46:41 INFO 0:00:03.711821s elapsed (saved)
81
+
82
+ 2024-03-22 13:46:41 INFO Epoch 3 / 5000:
83
+ 2024-03-22 13:46:44 INFO lr: 4.9970e-05 - loss: 0.0254 - UP: 65.68% UR: 14.42% UF: 23.65% P: 63.02% R: 13.83% F: 22.69%
84
+ 2024-03-22 13:46:44 INFO dev: loss: 0.1164 - UP: 74.75% UR: 23.85% UF: 36.16% P: 71.94% R: 22.95% F: 34.80%
85
+ 2024-03-22 13:46:45 INFO test: loss: 0.0929 - UP: 72.10% UR: 21.91% UF: 33.61% P: 68.62% R: 20.86% F: 31.99%
86
+ 2024-03-22 13:46:51 INFO 0:00:03.696710s elapsed (saved)
87
+
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+ 2024-03-22 13:46:51 INFO Epoch 4 / 5000:
89
+ 2024-03-22 13:46:54 INFO lr: 4.9960e-05 - loss: 0.0128 - UP: 68.27% UR: 22.99% UF: 34.40% P: 64.94% R: 21.87% F: 32.72%
90
+ 2024-03-22 13:46:55 INFO dev: loss: 0.1084 - UP: 76.27% UR: 26.92% UF: 39.79% P: 73.01% R: 25.77% F: 38.09%
91
+ 2024-03-22 13:46:55 INFO test: loss: 0.0910 - UP: 74.57% UR: 26.20% UF: 38.78% P: 69.85% R: 24.54% F: 36.32%
92
+ 2024-03-22 13:47:02 INFO 0:00:03.733436s elapsed (saved)
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+
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+ 2024-03-22 13:47:02 INFO Epoch 5 / 5000:
95
+ 2024-03-22 13:47:05 INFO lr: 4.9950e-05 - loss: 0.0240 - UP: 73.71% UR: 28.50% UF: 41.11% P: 71.20% R: 27.53% F: 39.71%
96
+ 2024-03-22 13:47:05 INFO dev: loss: 0.0985 - UP: 81.92% UR: 31.59% UF: 45.59% P: 78.61% R: 30.31% F: 43.75%
97
+ 2024-03-22 13:47:06 INFO test: loss: 0.0773 - UP: 75.26% UR: 30.12% UF: 43.03% P: 73.30% R: 29.34% F: 41.91%
98
+ 2024-03-22 13:47:12 INFO 0:00:03.751713s elapsed (saved)
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+
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+ 2024-03-22 13:47:12 INFO Epoch 6 / 5000:
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+ 2024-03-22 13:47:15 INFO lr: 4.9940e-05 - loss: 0.0868 - UP: 73.30% UR: 35.16% UF: 47.52% P: 71.75% R: 34.41% F: 46.52%
102
+ 2024-03-22 13:47:16 INFO dev: loss: 0.1383 - UP: 72.86% UR: 38.11% UF: 50.04% P: 70.78% R: 37.02% F: 48.61%
103
+ 2024-03-22 13:47:16 INFO test: loss: 0.0785 - UP: 70.76% UR: 35.13% UF: 46.95% P: 68.33% R: 33.93% F: 45.34%
104
+ 2024-03-22 13:47:23 INFO 0:00:03.733631s elapsed (saved)
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+
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+ 2024-03-22 13:47:23 INFO Epoch 7 / 5000:
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+ 2024-03-22 13:47:26 INFO lr: 4.9930e-05 - loss: 0.0307 - UP: 73.98% UR: 37.96% UF: 50.18% P: 72.72% R: 37.31% F: 49.32%
108
+ 2024-03-22 13:47:26 INFO dev: loss: 0.1025 - UP: 71.41% UR: 43.61% UF: 54.15% P: 67.54% R: 41.24% F: 51.21%
109
+ 2024-03-22 13:47:27 INFO test: loss: 0.0798 - UP: 64.24% UR: 41.05% UF: 50.09% P: 61.60% R: 39.36% F: 48.03%
110
+ 2024-03-22 13:47:33 INFO 0:00:03.747983s elapsed (saved)
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+
112
+ 2024-03-22 13:47:33 INFO Epoch 8 / 5000:
113
+ 2024-03-22 13:47:36 INFO lr: 4.9920e-05 - loss: 0.0791 - UP: 75.32% UR: 41.35% UF: 53.39% P: 74.02% R: 40.63% F: 52.46%
114
+ 2024-03-22 13:47:37 INFO dev: loss: 0.1044 - UP: 72.01% UR: 43.09% UF: 53.92% P: 68.80% R: 41.18% F: 51.52%
115
+ 2024-03-22 13:47:37 INFO test: loss: 0.0771 - UP: 64.37% UR: 42.11% UF: 50.91% P: 61.98% R: 40.54% F: 49.01%
116
+ 2024-03-22 13:47:44 INFO 0:00:03.752745s elapsed (saved)
117
+
118
+ 2024-03-22 13:47:44 INFO Epoch 9 / 5000:
119
+ 2024-03-22 13:47:47 INFO lr: 4.9910e-05 - loss: 0.0090 - UP: 76.60% UR: 46.19% UF: 57.63% P: 75.55% R: 45.56% F: 56.84%
120
+ 2024-03-22 13:47:47 INFO dev: loss: 0.0917 - UP: 76.18% UR: 41.30% UF: 53.57% P: 73.00% R: 39.58% F: 51.33%
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+ 2024-03-22 13:49:33 INFO test: loss: 0.0997 - UP: 67.32% UR: 61.36% UF: 64.20% P: 64.64% R: 58.92% F: 61.65%
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+ 2024-03-22 13:49:41 INFO 0:00:03.700936s elapsed (saved)
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+ 2024-03-22 13:49:44 INFO dev: loss: 0.1339 - UP: 75.14% UR: 60.68% UF: 67.14% P: 71.97% R: 58.12% F: 64.31%
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+ 2024-03-22 13:49:45 INFO test: loss: 0.1077 - UP: 69.32% UR: 60.55% UF: 64.64% P: 66.24% R: 57.86% F: 61.77%
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+ 2024-03-22 13:49:54 INFO 0:00:03.723397s elapsed (saved)
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+ 2024-03-22 13:49:54 INFO Epoch 25 / 5000:
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+ 2024-03-22 13:49:57 INFO lr: 4.9750e-05 - loss: 0.0197 - UP: 92.74% UR: 86.92% UF: 89.74% P: 92.63% R: 86.81% F: 89.63%
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+ 2024-03-22 13:49:57 INFO dev: loss: 0.1390 - UP: 71.23% UR: 62.21% UF: 66.42% P: 67.64% R: 59.08% F: 63.07%
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+ 2024-03-22 13:49:58 INFO test: loss: 0.1191 - UP: 65.96% UR: 61.18% UF: 63.48% P: 62.97% R: 58.41% F: 60.60%
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+ 2024-03-22 13:49:58 INFO 0:00:03.715576s elapsed
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+ 2024-03-22 13:50:01 INFO dev: loss: 0.1263 - UP: 74.48% UR: 60.10% UF: 66.53% P: 70.52% R: 56.91% F: 62.99%
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+ 2024-03-22 13:50:01 INFO test: loss: 0.0997 - UP: 69.61% UR: 60.49% UF: 64.73% P: 65.86% R: 57.23% F: 61.24%
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+ 2024-03-22 13:50:01 INFO 0:00:03.734750s elapsed
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+ 2024-03-22 13:50:05 INFO lr: 4.9730e-05 - loss: 0.0016 - UP: 93.47% UR: 86.00% UF: 89.58% P: 93.22% R: 85.77% F: 89.34%
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+ 2024-03-22 13:50:05 INFO dev: loss: 0.1364 - UP: 69.23% UR: 63.87% UF: 66.44% P: 66.11% R: 61.00% F: 63.45%
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+ 2024-03-22 13:50:05 INFO test: loss: 0.1066 - UP: 66.09% UR: 65.17% UF: 65.62% P: 63.12% R: 62.24% F: 62.67%
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+ 2024-03-22 13:50:05 INFO 0:00:03.722403s elapsed
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+ 2024-03-22 13:50:08 INFO lr: 4.9720e-05 - loss: 0.0094 - UP: 93.44% UR: 88.16% UF: 90.72% P: 93.23% R: 87.96% F: 90.52%
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+ 2024-03-22 13:50:09 INFO dev: loss: 0.1316 - UP: 72.47% UR: 64.13% UF: 68.05% P: 68.79% R: 60.87% F: 64.59%
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+ 2024-03-22 13:50:09 INFO test: loss: 0.1125 - UP: 67.82% UR: 63.87% UF: 65.79% P: 65.03% R: 61.24% F: 63.08%
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+ 2024-03-22 13:50:16 INFO 0:00:03.748372s elapsed (saved)
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+ 2024-03-22 13:50:19 INFO dev: loss: 0.1469 - UP: 72.94% UR: 61.19% UF: 66.55% P: 69.36% R: 58.18% F: 63.28%
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+ 2024-03-22 13:50:20 INFO test: loss: 0.1210 - UP: 69.61% UR: 63.27% UF: 66.29% P: 66.16% R: 60.13% F: 63.00%
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+ 2024-03-22 13:50:20 INFO 0:00:03.684195s elapsed
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+ 2024-03-22 13:50:23 INFO lr: 4.9700e-05 - loss: 0.0032 - UP: 94.94% UR: 91.41% UF: 93.14% P: 94.81% R: 91.29% F: 93.02%
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+ 2024-03-22 13:50:23 INFO dev: loss: 0.1461 - UP: 73.08% UR: 63.36% UF: 67.88% P: 69.25% R: 60.04% F: 64.32%
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+ 2024-03-22 13:50:23 INFO test: loss: 0.1269 - UP: 68.42% UR: 63.51% UF: 65.87% P: 65.20% R: 60.52% F: 62.77%
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+ 2024-03-22 13:50:27 INFO dev: loss: 0.1738 - UP: 72.96% UR: 60.55% UF: 66.18% P: 69.18% R: 57.42% F: 62.75%
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+ 2024-03-22 13:50:27 INFO test: loss: 0.1263 - UP: 69.34% UR: 62.39% UF: 65.68% P: 66.25% R: 59.61% F: 62.76%
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+ 2024-03-22 13:50:27 INFO 0:00:03.727060s elapsed
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+ 2024-03-22 13:50:30 INFO lr: 4.9680e-05 - loss: 0.0103 - UP: 95.24% UR: 91.72% UF: 93.44% P: 95.16% R: 91.64% F: 93.37%
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+ 2024-03-22 13:50:31 INFO test: loss: 0.1202 - UP: 71.64% UR: 61.61% UF: 66.24% P: 68.76% R: 59.13% F: 63.58%
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+ 2024-03-22 13:50:37 INFO 0:00:03.727825s elapsed (saved)
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+ 2024-03-22 13:50:40 INFO lr: 4.9670e-05 - loss: 0.0058 - UP: 94.91% UR: 91.92% UF: 93.39% P: 94.82% R: 91.84% F: 93.31%
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+ 2024-03-22 13:50:41 INFO test: loss: 0.1242 - UP: 64.01% UR: 66.07% UF: 65.02% P: 60.85% R: 62.81% F: 61.81%
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+ 2024-03-22 13:50:48 INFO 0:00:03.743350s elapsed (saved)
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+ 2024-03-22 13:50:51 INFO lr: 4.9660e-05 - loss: 0.0148 - UP: 95.70% UR: 91.95% UF: 93.79% P: 95.61% R: 91.86% F: 93.70%
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+ 2024-03-22 13:50:55 INFO test: loss: 0.1172 - UP: 70.07% UR: 61.97% UF: 65.77% P: 66.59% R: 58.89% F: 62.50%
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+ 2024-03-22 13:50:58 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 96.20% UR: 92.74% UF: 94.44% P: 96.07% R: 92.61% F: 94.31%
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+ 2024-03-22 13:51:02 INFO lr: 4.9630e-05 - loss: 0.0064 - UP: 95.78% UR: 93.45% UF: 94.60% P: 95.70% R: 93.37% F: 94.52%
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+ 2024-03-22 13:51:43 INFO dev: loss: 0.1555 - UP: 75.27% UR: 62.08% UF: 68.04% P: 71.01% R: 58.57% F: 64.19%
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+ 2024-03-22 13:51:43 INFO test: loss: 0.1253 - UP: 69.86% UR: 63.75% UF: 66.67% P: 66.19% R: 60.40% F: 63.16%
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+ 2024-03-22 13:51:47 INFO dev: loss: 0.1605 - UP: 76.17% UR: 62.34% UF: 68.57% P: 72.34% R: 59.21% F: 65.12%
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+ 2024-03-22 13:51:47 INFO test: loss: 0.1297 - UP: 71.38% UR: 63.84% UF: 67.40% P: 68.01% R: 60.82% F: 64.21%
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+ 2024-03-22 13:51:47 INFO 0:00:03.840440s elapsed
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+ 2024-03-22 13:51:50 INFO dev: loss: 0.1789 - UP: 75.98% UR: 62.28% UF: 68.45% P: 72.46% R: 59.40% F: 65.28%
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+ 2024-03-22 13:51:54 INFO dev: loss: 0.1984 - UP: 75.06% UR: 63.30% UF: 68.68% P: 71.49% R: 60.29% F: 65.42%
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+ 2024-03-22 13:51:55 INFO test: loss: 0.1288 - UP: 70.68% UR: 64.99% UF: 67.72% P: 66.87% R: 61.49% F: 64.07%
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+ 2024-03-22 13:51:55 INFO 0:00:03.859251s elapsed
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+ 2024-03-22 13:51:58 INFO dev: loss: 0.1489 - UP: 72.28% UR: 67.84% UF: 69.99% P: 68.94% R: 64.71% F: 66.75%
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+ 2024-03-22 13:51:59 INFO 0:00:04.050740s elapsed
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+ 2024-03-22 13:52:02 INFO lr: 4.9490e-05 - loss: 0.0023 - UP: 98.05% UR: 96.65% UF: 97.34% P: 98.01% R: 96.60% F: 97.30%
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+ 2024-03-22 13:52:02 INFO dev: loss: 0.1646 - UP: 74.68% UR: 66.37% UF: 70.28% P: 71.15% R: 63.24% F: 66.96%
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+ 2024-03-22 13:52:03 INFO test: loss: 0.1247 - UP: 69.34% UR: 66.22% UF: 67.75% P: 65.71% R: 62.75% F: 64.20%
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+ 2024-03-22 13:52:03 INFO 0:00:03.832319s elapsed
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+ 2024-03-22 13:52:03 INFO Epoch 52 / 5000:
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+ 2024-03-22 13:52:06 INFO dev: loss: 0.1718 - UP: 71.94% UR: 68.03% UF: 69.93% P: 67.82% R: 64.13% F: 65.92%
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+ 2024-03-22 13:52:06 INFO test: loss: 0.1337 - UP: 66.56% UR: 69.21% UF: 67.86% P: 62.90% R: 65.41% F: 64.13%
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+ 2024-03-22 13:52:06 INFO 0:00:03.803209s elapsed
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+ 2024-03-22 13:52:06 INFO Epoch 53 / 5000:
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+ 2024-03-22 13:52:10 INFO dev: loss: 0.1740 - UP: 74.44% UR: 65.92% UF: 69.92% P: 70.69% R: 62.60% F: 66.40%
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+ 2024-03-22 13:52:10 INFO test: loss: 0.1320 - UP: 69.03% UR: 67.01% UF: 68.00% P: 65.30% R: 63.39% F: 64.33%
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+ 2024-03-22 13:52:10 INFO 0:00:03.834985s elapsed
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+ 2024-03-22 13:52:10 INFO Epoch 54 / 5000:
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+ 2024-03-22 13:52:14 INFO dev: loss: 0.1666 - UP: 72.92% UR: 69.88% UF: 71.37% P: 69.58% R: 66.69% F: 68.10%
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+ 2024-03-22 13:52:14 INFO test: loss: 0.1349 - UP: 66.07% UR: 68.94% UF: 67.47% P: 62.40% R: 65.11% F: 63.72%
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+ 2024-03-22 13:52:21 INFO 0:00:03.791998s elapsed (saved)
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+ 2024-03-22 13:52:21 INFO Epoch 55 / 5000:
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+ 2024-03-22 13:52:24 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 98.19% UR: 97.84% UF: 98.01% P: 98.08% R: 97.73% F: 97.90%
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+ 2024-03-22 13:52:24 INFO dev: loss: 0.2044 - UP: 73.90% UR: 66.82% UF: 70.18% P: 69.52% R: 62.85% F: 66.02%
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+ 2024-03-22 13:52:24 INFO test: loss: 0.1501 - UP: 66.81% UR: 65.14% UF: 65.96% P: 63.16% R: 61.58% F: 62.36%
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+ 2024-03-22 13:52:24 INFO 0:00:03.769664s elapsed
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+ 2024-03-22 13:52:28 INFO dev: loss: 0.1809 - UP: 73.22% UR: 63.11% UF: 67.79% P: 68.84% R: 59.34% F: 63.74%
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+ 2024-03-22 13:52:28 INFO test: loss: 0.1375 - UP: 69.28% UR: 64.65% UF: 66.89% P: 65.46% R: 61.09% F: 63.20%
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+ 2024-03-22 13:52:28 INFO 0:00:03.764151s elapsed
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+ 2024-03-22 13:52:28 INFO Epoch 57 / 5000:
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+ 2024-03-22 13:52:32 INFO dev: loss: 0.1644 - UP: 73.03% UR: 65.79% UF: 69.22% P: 69.13% R: 62.28% F: 65.52%
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+ 2024-03-22 13:52:32 INFO test: loss: 0.1348 - UP: 68.16% UR: 66.89% UF: 67.52% P: 64.07% R: 62.87% F: 63.47%
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+ 2024-03-22 13:52:32 INFO 0:00:03.768182s elapsed
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+ 2024-03-22 13:52:32 INFO Epoch 58 / 5000:
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+ 2024-03-22 13:52:35 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 97.90% UR: 96.78% UF: 97.34% P: 97.29% R: 96.18% F: 96.73%
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+ 2024-03-22 13:52:35 INFO dev: loss: 0.1795 - UP: 74.96% UR: 65.86% UF: 70.12% P: 70.89% R: 62.28% F: 66.30%
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+ 2024-03-22 13:52:36 INFO test: loss: 0.1464 - UP: 69.17% UR: 65.29% UF: 67.17% P: 65.59% R: 61.91% F: 63.70%
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+ 2024-03-22 13:52:36 INFO 0:00:03.771470s elapsed
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+ 2024-03-22 13:52:36 INFO Epoch 59 / 5000:
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+ 2024-03-22 13:52:39 INFO lr: 4.9410e-05 - loss: 0.0031 - UP: 95.99% UR: 92.30% UF: 94.11% P: 95.62% R: 91.95% F: 93.75%
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+ 2024-03-22 13:52:39 INFO dev: loss: 0.1477 - UP: 73.70% UR: 60.55% UF: 66.48% P: 70.58% R: 57.99% F: 63.67%
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+ 2024-03-22 13:52:39 INFO test: loss: 0.1261 - UP: 70.02% UR: 62.96% UF: 66.31% P: 66.87% R: 60.13% F: 63.32%
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+ 2024-03-22 13:52:39 INFO 0:00:03.731833s elapsed
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+ 2024-03-22 13:52:39 INFO Epoch 60 / 5000:
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+ 2024-03-22 13:52:43 INFO lr: 4.9400e-05 - loss: 0.0042 - UP: 96.55% UR: 94.51% UF: 95.52% P: 96.35% R: 94.30% F: 95.31%
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+ 2024-03-22 13:52:43 INFO dev: loss: 0.1506 - UP: 74.05% UR: 64.58% UF: 68.99% P: 70.31% R: 61.32% F: 65.51%
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+ 2024-03-22 13:52:43 INFO test: loss: 0.1330 - UP: 69.49% UR: 63.99% UF: 66.62% P: 66.08% R: 60.85% F: 63.36%
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+ 2024-03-22 13:52:43 INFO 0:00:03.772807s elapsed
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+ 2024-03-22 13:52:43 INFO Epoch 61 / 5000:
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+ 2024-03-22 13:52:46 INFO lr: 4.9390e-05 - loss: 0.0013 - UP: 97.19% UR: 96.82% UF: 97.01% P: 97.15% R: 96.78% F: 96.97%
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+ 2024-03-22 13:52:47 INFO dev: loss: 0.1575 - UP: 75.09% UR: 64.39% UF: 69.33% P: 72.04% R: 61.76% F: 66.51%
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+ 2024-03-22 13:52:47 INFO test: loss: 0.1373 - UP: 71.75% UR: 64.08% UF: 67.70% P: 68.27% R: 60.97% F: 64.41%
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+ 2024-03-22 13:52:47 INFO 0:00:03.793230s elapsed
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+ 2024-03-22 13:52:47 INFO Epoch 62 / 5000:
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+ 2024-03-22 13:52:50 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 98.31% UR: 97.46% UF: 97.88% P: 98.23% R: 97.39% F: 97.81%
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+ 2024-03-22 13:52:50 INFO dev: loss: 0.1510 - UP: 72.68% UR: 67.52% UF: 70.00% P: 69.03% R: 64.13% F: 66.49%
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+ 2024-03-22 13:52:51 INFO test: loss: 0.1393 - UP: 68.16% UR: 66.34% UF: 67.24% P: 64.43% R: 62.72% F: 63.57%
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+ 2024-03-22 13:52:51 INFO 0:00:03.811321s elapsed
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+ 2024-03-22 13:52:51 INFO Epoch 63 / 5000:
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+ 2024-03-22 13:52:54 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 98.54% UR: 97.88% UF: 98.21% P: 98.43% R: 97.77% F: 98.10%
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+ 2024-03-22 13:52:54 INFO dev: loss: 0.1642 - UP: 73.36% UR: 67.07% UF: 70.07% P: 70.28% R: 64.26% F: 67.13%
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+ 2024-03-22 13:52:55 INFO test: loss: 0.1468 - UP: 68.24% UR: 66.47% UF: 67.34% P: 64.77% R: 63.08% F: 63.91%
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+ 2024-03-22 13:52:55 INFO 0:00:03.805685s elapsed
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+ 2024-03-22 13:52:55 INFO Epoch 64 / 5000:
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+ 2024-03-22 13:52:58 INFO lr: 4.9360e-05 - loss: 0.0016 - UP: 98.93% UR: 98.35% UF: 98.64% P: 98.87% R: 98.30% F: 98.58%
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+ 2024-03-22 13:52:58 INFO dev: loss: 0.1744 - UP: 73.55% UR: 66.30% UF: 69.74% P: 70.14% R: 63.24% F: 66.51%
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+ 2024-03-22 13:52:59 INFO test: loss: 0.1547 - UP: 68.97% UR: 66.28% UF: 67.60% P: 65.73% R: 63.18% F: 64.43%
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+ 2024-03-22 13:52:59 INFO 0:00:03.840541s elapsed
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+ 2024-03-22 13:52:59 INFO Epoch 65 / 5000:
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+ 2024-03-22 13:53:02 INFO lr: 4.9350e-05 - loss: 0.0018 - UP: 98.86% UR: 98.44% UF: 98.65% P: 98.78% R: 98.36% F: 98.57%
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+ 2024-03-22 13:53:02 INFO dev: loss: 0.1739 - UP: 73.40% UR: 68.29% UF: 70.75% P: 70.03% R: 65.15% F: 67.51%
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+ 2024-03-22 13:53:02 INFO test: loss: 0.1618 - UP: 67.77% UR: 68.43% UF: 68.10% P: 64.33% R: 64.96% F: 64.64%
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+ 2024-03-22 13:53:02 INFO 0:00:03.859840s elapsed
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+ 2024-03-22 13:53:06 INFO lr: 4.9340e-05 - loss: 0.0010 - UP: 98.71% UR: 98.42% UF: 98.57% P: 98.63% R: 98.35% F: 98.49%
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+ 2024-03-22 13:53:06 INFO dev: loss: 0.1746 - UP: 73.41% UR: 65.86% UF: 69.43% P: 70.28% R: 63.04% F: 66.46%
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+ 2024-03-22 13:53:06 INFO test: loss: 0.1546 - UP: 70.37% UR: 66.16% UF: 68.20% P: 67.26% R: 63.24% F: 65.18%
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+ 2024-03-22 13:53:06 INFO 0:00:03.884122s elapsed
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+ 2024-03-22 13:53:10 INFO dev: loss: 0.1455 - UP: 72.83% UR: 63.43% UF: 67.81% P: 69.53% R: 60.55% F: 64.73%
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+ 2024-03-22 13:53:10 INFO test: loss: 0.1232 - UP: 66.84% UR: 64.74% UF: 65.78% P: 64.01% R: 62.00% F: 62.99%
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+ 2024-03-22 13:53:10 INFO 0:00:03.866685s elapsed
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+ 2024-03-22 13:53:10 INFO Epoch 68 / 5000:
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+ 2024-03-22 13:53:14 INFO test: loss: 0.1487 - UP: 68.81% UR: 63.12% UF: 65.84% P: 65.42% R: 60.01% F: 62.59%
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+ 2024-03-22 13:53:14 INFO 0:00:03.870062s elapsed
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+ 2024-03-22 13:53:17 INFO dev: loss: 0.1403 - UP: 76.11% UR: 61.13% UF: 67.80% P: 72.37% R: 58.12% F: 64.47%
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+ 2024-03-22 13:53:18 INFO test: loss: 0.1118 - UP: 69.38% UR: 61.97% UF: 65.47% P: 66.00% R: 58.95% F: 62.28%
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+ 2024-03-22 13:53:18 INFO 0:00:03.862737s elapsed
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+ 2024-03-22 13:53:22 INFO test: loss: 0.1279 - UP: 69.14% UR: 64.23% UF: 66.59% P: 65.98% R: 61.30% F: 63.56%
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+ 2024-03-22 13:53:22 INFO 0:00:03.893602s elapsed
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+ 2024-03-22 13:53:26 INFO test: loss: 0.1409 - UP: 70.47% UR: 59.22% UF: 64.36% P: 67.31% R: 56.57% F: 61.47%
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+ 2024-03-22 13:53:26 INFO 0:00:03.863676s elapsed
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+ 2024-03-22 13:53:26 INFO Epoch 72 / 5000:
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+ 2024-03-22 13:53:29 INFO lr: 4.9280e-05 - loss: 0.0112 - UP: 92.87% UR: 90.47% UF: 91.65% P: 92.17% R: 89.79% F: 90.96%
498
+ 2024-03-22 13:53:29 INFO dev: loss: 0.1406 - UP: 65.54% UR: 69.57% UF: 67.49% P: 61.63% R: 65.41% F: 63.46%
499
+ 2024-03-22 13:53:29 INFO test: loss: 0.1172 - UP: 58.21% UR: 69.66% UF: 63.42% P: 54.73% R: 65.50% F: 59.63%
500
+ 2024-03-22 13:53:29 INFO 0:00:03.856884s elapsed
501
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+ 2024-03-22 13:53:29 INFO Epoch 73 / 5000:
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+ 2024-03-22 13:53:33 INFO lr: 4.9270e-05 - loss: 0.0066 - UP: 92.40% UR: 88.60% UF: 90.46% P: 91.84% R: 88.07% F: 89.92%
504
+ 2024-03-22 13:53:33 INFO dev: loss: 0.1629 - UP: 75.34% UR: 63.30% UF: 68.80% P: 71.84% R: 60.36% F: 65.60%
505
+ 2024-03-22 13:53:33 INFO test: loss: 0.1319 - UP: 70.46% UR: 61.49% UF: 65.67% P: 67.31% R: 58.74% F: 62.73%
506
+ 2024-03-22 13:53:33 INFO 0:00:03.846614s elapsed
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+ 2024-03-22 13:53:33 INFO Epoch 74 / 5000:
509
+ 2024-03-22 13:53:36 INFO lr: 4.9260e-05 - loss: 0.0036 - UP: 96.07% UR: 91.58% UF: 93.77% P: 95.83% R: 91.35% F: 93.53%
510
+ 2024-03-22 13:53:37 INFO dev: loss: 0.1457 - UP: 76.30% UR: 61.96% UF: 68.38% P: 73.07% R: 59.34% F: 65.49%
511
+ 2024-03-22 13:53:37 INFO test: loss: 0.1338 - UP: 69.87% UR: 60.28% UF: 64.72% P: 67.21% R: 57.98% F: 62.26%
512
+ 2024-03-22 13:53:37 INFO 0:00:03.848649s elapsed
513
+
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+ 2024-03-22 13:53:37 INFO Epoch 75 / 5000:
515
+ 2024-03-22 13:53:40 INFO lr: 4.9250e-05 - loss: 0.0111 - UP: 96.59% UR: 93.56% UF: 95.05% P: 96.45% R: 93.42% F: 94.91%
516
+ 2024-03-22 13:53:41 INFO dev: loss: 0.1406 - UP: 73.58% UR: 65.54% UF: 69.33% P: 69.85% R: 62.21% F: 65.81%
517
+ 2024-03-22 13:53:41 INFO test: loss: 0.1197 - UP: 66.73% UR: 63.33% UF: 64.98% P: 63.07% R: 59.86% F: 61.42%
518
+ 2024-03-22 13:53:41 INFO 0:00:03.838564s elapsed
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+
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+ 2024-03-22 13:53:41 INFO Epoch 76 / 5000:
521
+ 2024-03-22 13:53:44 INFO lr: 4.9240e-05 - loss: 0.0028 - UP: 97.44% UR: 96.17% UF: 96.80% P: 97.33% R: 96.07% F: 96.70%
522
+ 2024-03-22 13:53:44 INFO dev: loss: 0.1514 - UP: 70.67% UR: 69.95% UF: 70.31% P: 67.57% R: 66.88% F: 67.22%
523
+ 2024-03-22 13:53:45 INFO test: loss: 0.1348 - UP: 62.82% UR: 67.61% UF: 65.13% P: 59.28% R: 63.81% F: 61.46%
524
+ 2024-03-22 13:53:45 INFO 0:00:03.826570s elapsed
525
+
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+ 2024-03-22 13:53:45 INFO Epoch 77 / 5000:
527
+ 2024-03-22 13:53:48 INFO lr: 4.9230e-05 - loss: 0.0017 - UP: 98.11% UR: 97.56% UF: 97.83% P: 98.02% R: 97.47% F: 97.74%
528
+ 2024-03-22 13:53:48 INFO dev: loss: 0.1560 - UP: 73.71% UR: 65.60% UF: 69.42% P: 70.62% R: 62.85% F: 66.51%
529
+ 2024-03-22 13:53:49 INFO test: loss: 0.1288 - UP: 68.26% UR: 65.83% UF: 67.03% P: 64.79% R: 62.48% F: 63.61%
530
+ 2024-03-22 13:53:49 INFO 0:00:03.821690s elapsed
531
+
532
+ 2024-03-22 13:53:49 INFO Epoch 78 / 5000:
533
+ 2024-03-22 13:53:52 INFO lr: 4.9220e-05 - loss: 0.0028 - UP: 98.34% UR: 97.64% UF: 97.99% P: 98.33% R: 97.63% F: 97.98%
534
+ 2024-03-22 13:53:52 INFO dev: loss: 0.1659 - UP: 73.12% UR: 63.49% UF: 67.97% P: 69.73% R: 60.55% F: 64.82%
535
+ 2024-03-22 13:53:52 INFO test: loss: 0.1352 - UP: 69.50% UR: 64.23% UF: 66.76% P: 66.49% R: 61.45% F: 63.87%
536
+ 2024-03-22 13:53:52 INFO 0:00:03.812908s elapsed
537
+
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+ 2024-03-22 13:53:52 INFO Epoch 79 / 5000:
539
+ 2024-03-22 13:53:56 INFO lr: 4.9210e-05 - loss: 0.0018 - UP: 98.56% UR: 97.85% UF: 98.21% P: 98.50% R: 97.79% F: 98.14%
540
+ 2024-03-22 13:53:56 INFO dev: loss: 0.1666 - UP: 72.01% UR: 66.62% UF: 69.21% P: 68.83% R: 63.68% F: 66.16%
541
+ 2024-03-22 13:53:56 INFO test: loss: 0.1354 - UP: 64.91% UR: 66.10% UF: 65.50% P: 61.83% R: 62.96% F: 62.39%
542
+ 2024-03-22 13:53:56 INFO 0:00:03.806607s elapsed
543
+
544
+ 2024-03-22 13:53:56 INFO Epoch 80 / 5000:
545
+ 2024-03-22 13:53:59 INFO lr: 4.9200e-05 - loss: 0.0022 - UP: 98.49% UR: 97.89% UF: 98.19% P: 98.34% R: 97.74% F: 98.04%
546
+ 2024-03-22 13:54:00 INFO dev: loss: 0.1682 - UP: 71.80% UR: 64.13% UF: 67.75% P: 69.29% R: 61.89% F: 65.38%
547
+ 2024-03-22 13:54:00 INFO test: loss: 0.1372 - UP: 69.10% UR: 64.81% UF: 66.88% P: 65.63% R: 61.55% F: 63.52%
548
+ 2024-03-22 13:54:00 INFO 0:00:03.818776s elapsed
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+
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+ 2024-03-22 13:54:00 INFO Epoch 81 / 5000:
551
+ 2024-03-22 13:54:03 INFO lr: 4.9190e-05 - loss: 0.0037 - UP: 98.93% UR: 98.17% UF: 98.54% P: 98.82% R: 98.06% F: 98.44%
552
+ 2024-03-22 13:54:03 INFO dev: loss: 0.1695 - UP: 72.21% UR: 63.81% UF: 67.75% P: 69.54% R: 61.45% F: 65.24%
553
+ 2024-03-22 13:54:04 INFO test: loss: 0.1422 - UP: 69.16% UR: 64.78% UF: 66.90% P: 65.68% R: 61.52% F: 63.53%
554
+ 2024-03-22 13:54:04 INFO 0:00:03.758444s elapsed
555
+
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+ 2024-03-22 13:54:04 INFO Epoch 82 / 5000:
557
+ 2024-03-22 13:54:07 INFO lr: 4.9180e-05 - loss: 0.0004 - UP: 98.97% UR: 98.42% UF: 98.69% P: 98.90% R: 98.36% F: 98.63%
558
+ 2024-03-22 13:54:07 INFO dev: loss: 0.1694 - UP: 72.07% UR: 65.35% UF: 68.54% P: 69.25% R: 62.79% F: 65.86%
559
+ 2024-03-22 13:54:08 INFO test: loss: 0.1513 - UP: 68.37% UR: 66.28% UF: 67.31% P: 64.76% R: 62.78% F: 63.75%
560
+ 2024-03-22 13:54:08 INFO 0:00:03.750470s elapsed
561
+
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+ 2024-03-22 13:54:08 INFO Epoch 83 / 5000:
563
+ 2024-03-22 13:54:11 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 98.88% UR: 98.88% UF: 98.88% P: 98.84% R: 98.84% F: 98.84%
564
+ 2024-03-22 13:54:11 INFO dev: loss: 0.1678 - UP: 73.26% UR: 65.15% UF: 68.97% P: 70.17% R: 62.40% F: 66.06%
565
+ 2024-03-22 13:54:11 INFO test: loss: 0.1503 - UP: 68.27% UR: 65.65% UF: 66.93% P: 64.56% R: 62.09% F: 63.30%
566
+ 2024-03-22 13:54:11 INFO 0:00:03.786912s elapsed
567
+
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+ 2024-03-22 13:54:11 INFO Epoch 84 / 5000:
569
+ 2024-03-22 13:54:14 INFO lr: 4.9160e-05 - loss: 0.0011 - UP: 99.18% UR: 98.76% UF: 98.97% P: 99.14% R: 98.72% F: 98.93%
570
+ 2024-03-22 13:54:15 INFO dev: loss: 0.1669 - UP: 73.26% UR: 66.05% UF: 69.47% P: 70.50% R: 63.55% F: 66.85%
571
+ 2024-03-22 13:54:15 INFO test: loss: 0.1507 - UP: 68.39% UR: 66.62% UF: 67.49% P: 64.74% R: 63.05% F: 63.88%
572
+ 2024-03-22 13:54:15 INFO 0:00:03.766485s elapsed
573
+
574
+ 2024-03-22 13:54:23 INFO Epoch 54 saved
575
+ 2024-03-22 13:54:23 INFO dev: UP: 72.92% UR: 69.88% UF: 71.37% P: 69.58% R: 66.69% F: 68.10%
576
+ 2024-03-22 13:54:23 INFO test: UP: 66.07% UR: 68.94% UF: 67.47% P: 62.40% R: 65.11% F: 63.72%
577
+ 2024-03-22 13:54:23 INFO 0:05:17.206551s elapsed, 0:00:03.776268s/epoch