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SemEval-2022-Task-10
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  1. .gitattributes +2 -0
  2. models/opener_en/sdp_byKNNi3_asc/10/model_vi_opener_en_roberta_6 +3 -0
  3. models/opener_en/sdp_byKNNi3_asc/10/model_vi_opener_en_roberta_6.train.log +540 -0
  4. models/opener_en/sdp_byKNNi3_asc/10/model_vi_opener_en_xlm_6 +3 -0
  5. models/opener_en/sdp_byKNNi3_asc/10/model_vi_opener_en_xlm_6.train.log +660 -0
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+ 2024-08-11 14:26:17 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_byKNNi3_asc/10/model_vi_opener_en_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 14:26:17 INFO Building the fields
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+ 2024-08-11 14:26:18 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-11 14:26:18 INFO Building the model
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+ 2024-08-11 14:26:19 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-11 14:26:19 INFO Loading the data
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+ 2024-08-11 14:26:20 INFO
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+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=23, n_batches=13, n_buckets=13)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 14:26:20 INFO Epoch 1 / 5000:
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+ 2024-08-11 14:26:22 INFO lr: 4.9990e-05 - loss: 0.2765 - UP: 0.33% UR: 2.77% UF: 0.59% P: 0.17% R: 1.39% F: 0.30%
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+ 2024-08-11 14:26:23 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:23 INFO test: loss: 0.2515 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:23 INFO 0:00:02.907199s elapsed
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+
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+ 2024-08-11 14:26:23 INFO Epoch 2 / 5000:
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+ 2024-08-11 14:26:25 INFO lr: 4.9980e-05 - loss: 0.1132 - UP: 10.00% UR: 0.87% UF: 1.59% P: 4.00% R: 0.35% F: 0.64%
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+ 2024-08-11 14:26:25 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:25 INFO test: loss: 0.2043 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:25 INFO 0:00:02.309402s elapsed
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+
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+ 2024-08-11 14:26:25 INFO Epoch 3 / 5000:
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+ 2024-08-11 14:26:27 INFO lr: 4.9970e-05 - loss: 0.0622 - UP: 26.19% UR: 3.81% UF: 6.66% P: 22.62% R: 3.29% F: 5.75%
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+ 2024-08-11 14:26:27 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:28 INFO test: loss: 0.2624 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:28 INFO 0:00:02.336377s elapsed
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+
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+ 2024-08-11 14:26:28 INFO Epoch 4 / 5000:
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+ 2024-08-11 14:26:29 INFO lr: 4.9960e-05 - loss: 0.0491 - UP: 47.62% UR: 1.73% UF: 3.34% P: 42.86% R: 1.56% F: 3.01%
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+ 2024-08-11 14:26:30 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:30 INFO test: loss: 0.1790 - UP: 44.94% UR: 1.21% UF: 2.35% P: 35.96% R: 0.97% F: 1.88%
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+ 2024-08-11 14:26:30 INFO 0:00:02.342320s elapsed
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+
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+ 2024-08-11 14:26:30 INFO Epoch 5 / 5000:
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+ 2024-08-11 14:26:32 INFO lr: 4.9950e-05 - loss: nan - UP: 47.73% UR: 7.28% UF: 12.63% P: 46.59% R: 7.11% F: 12.33%
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+ 2024-08-11 14:26:32 INFO dev: loss: nan - UP: 33.33% UR: 2.91% UF: 5.36% P: 11.11% R: 0.97% F: 1.79%
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+ 2024-08-11 14:26:32 INFO test: loss: 0.2511 - UP: 71.84% UR: 4.47% UF: 8.41% P: 33.01% R: 2.05% F: 3.86%
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+ 2024-08-11 14:26:34 INFO 0:00:02.361218s elapsed (saved)
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+
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+ 2024-08-11 14:26:34 INFO Epoch 6 / 5000:
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+ 2024-08-11 14:26:36 INFO lr: 4.9940e-05 - loss: 0.2195 - UP: 37.57% UR: 12.31% UF: 18.54% P: 33.33% R: 10.92% F: 16.45%
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+ 2024-08-11 14:26:36 INFO dev: loss: nan - UP: 39.47% UR: 14.56% UF: 21.28% P: 21.05% R: 7.77% F: 11.35%
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+ 2024-08-11 14:26:36 INFO test: loss: 0.3114 - UP: 7.80% UR: 14.49% UF: 10.14% P: 5.04% R: 9.36% F: 6.55%
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+ 2024-08-11 14:26:39 INFO 0:00:02.248297s elapsed (saved)
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+
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+ 2024-08-11 14:26:39 INFO Epoch 7 / 5000:
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+ 2024-08-11 14:26:41 INFO lr: 4.9930e-05 - loss: 0.0160 - UP: 45.91% UR: 12.65% UF: 19.84% P: 45.91% R: 12.65% F: 19.84%
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+ 2024-08-11 14:26:41 INFO dev: loss: nan - UP: 100.00% UR: 1.94% UF: 3.81% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:26:41 INFO test: loss: 0.2659 - UP: 75.00% UR: 2.08% UF: 4.05% P: 44.57% R: 1.24% F: 2.41%
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+ 2024-08-11 14:26:41 INFO 0:00:02.343773s elapsed
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+
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+ 2024-08-11 14:26:41 INFO Epoch 8 / 5000:
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+ 2024-08-11 14:26:43 INFO lr: 4.9920e-05 - loss: 0.0135 - UP: 57.92% UR: 24.09% UF: 34.03% P: 54.58% R: 22.70% F: 32.07%
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+ 2024-08-11 14:26:43 INFO dev: loss: nan - UP: 40.00% UR: 5.83% UF: 10.17% P: 20.00% R: 2.91% F: 5.08%
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+ 2024-08-11 14:26:44 INFO test: loss: 0.2638 - UP: 64.40% UR: 6.28% UF: 11.44% P: 26.32% R: 2.57% F: 4.68%
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+ 2024-08-11 14:26:44 INFO 0:00:02.324937s elapsed
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+
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+ 2024-08-11 14:26:44 INFO Epoch 9 / 5000:
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+ 2024-08-11 14:26:45 INFO lr: 4.9910e-05 - loss: 0.0159 - UP: 67.28% UR: 25.30% UF: 36.78% P: 62.21% R: 23.40% F: 34.01%
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+ 2024-08-11 14:26:46 INFO dev: loss: nan - UP: 50.00% UR: 1.94% UF: 3.74% P: 25.00% R: 0.97% F: 1.87%
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+ 2024-08-11 14:26:46 INFO test: loss: 0.2373 - UP: 75.54% UR: 4.20% UF: 7.95% P: 55.43% R: 3.08% F: 5.83%
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+ 2024-08-11 14:26:46 INFO 0:00:02.330342s elapsed
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+
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+ 2024-08-11 14:26:46 INFO Epoch 10 / 5000:
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+ 2024-08-11 14:26:48 INFO lr: 4.9900e-05 - loss: 0.0527 - UP: 67.07% UR: 28.60% UF: 40.10% P: 67.07% R: 28.60% F: 40.10%
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+ 2024-08-11 14:26:48 INFO dev: loss: nan - UP: 62.50% UR: 9.71% UF: 16.81% P: 31.25% R: 4.85% F: 8.40%
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+ 2024-08-11 14:26:48 INFO test: loss: 0.2119 - UP: 68.46% UR: 11.53% UF: 19.74% P: 43.91% R: 7.40% F: 12.66%
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+ 2024-08-11 14:26:48 INFO 0:00:02.244538s elapsed
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+
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+ 2024-08-11 14:26:48 INFO Epoch 11 / 5000:
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+ 2024-08-11 14:26:50 INFO lr: 4.9890e-05 - loss: nan - UP: 62.81% UR: 31.02% UF: 41.53% P: 62.81% R: 31.02% F: 41.53%
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+ 2024-08-11 14:26:50 INFO dev: loss: nan - UP: 55.56% UR: 4.85% UF: 8.93% P: 22.22% R: 1.94% F: 3.57%
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+ 2024-08-11 14:26:50 INFO test: loss: 0.2270 - UP: 69.68% UR: 11.65% UF: 19.96% P: 43.68% R: 7.30% F: 12.52%
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+ 2024-08-11 14:26:50 INFO 0:00:02.343409s elapsed
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+
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+ 2024-08-11 14:26:50 INFO Epoch 12 / 5000:
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+ 2024-08-11 14:26:52 INFO lr: 4.9880e-05 - loss: 0.0101 - UP: 79.53% UR: 41.07% UF: 54.17% P: 79.19% R: 40.90% F: 53.94%
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+ 2024-08-11 14:26:52 INFO dev: loss: nan - UP: 53.85% UR: 6.80% UF: 12.07% P: 23.08% R: 2.91% F: 5.17%
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+ 2024-08-11 14:26:53 INFO test: loss: 0.2468 - UP: 73.79% UR: 11.98% UF: 20.62% P: 48.70% R: 7.91% F: 13.61%
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+ 2024-08-11 14:26:53 INFO 0:00:02.286646s elapsed
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+
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+ 2024-08-11 14:26:53 INFO Epoch 13 / 5000:
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+ 2024-08-11 14:26:54 INFO lr: 4.9870e-05 - loss: 0.0207 - UP: 75.08% UR: 41.25% UF: 53.24% P: 74.45% R: 40.90% F: 52.80%
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+ 2024-08-11 14:26:55 INFO dev: loss: nan - UP: 75.00% UR: 5.83% UF: 10.81% P: 37.50% R: 2.91% F: 5.41%
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+ 2024-08-11 14:26:55 INFO test: loss: 0.2103 - UP: 76.51% UR: 7.67% UF: 13.94% P: 52.11% R: 5.22% F: 9.49%
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+ 2024-08-11 14:26:55 INFO 0:00:02.223447s elapsed
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+ 2024-08-11 14:26:55 INFO Epoch 14 / 5000:
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+ 2024-08-11 14:26:57 INFO lr: 4.9860e-05 - loss: 0.0112 - UP: 78.92% UR: 48.01% UF: 59.70% P: 78.92% R: 48.01% F: 59.70%
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+ 2024-08-11 14:26:57 INFO dev: loss: nan - UP: 73.33% UR: 10.68% UF: 18.64% P: 46.67% R: 6.80% F: 11.86%
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+ 2024-08-11 14:26:57 INFO test: loss: 0.2857 - UP: 70.24% UR: 14.25% UF: 23.69% P: 44.35% R: 8.99% F: 14.96%
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+ 2024-08-11 14:27:00 INFO 0:00:02.315069s elapsed (saved)
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+
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+ 2024-08-11 14:27:00 INFO Epoch 15 / 5000:
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+ 2024-08-11 14:27:02 INFO lr: 4.9850e-05 - loss: 0.0028 - UP: 79.26% UR: 48.35% UF: 60.06% P: 78.41% R: 47.83% F: 59.42%
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+ 2024-08-11 14:27:02 INFO dev: loss: nan - UP: 38.89% UR: 6.80% UF: 11.57% P: 27.78% R: 4.85% F: 8.26%
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+ 2024-08-11 14:27:03 INFO test: loss: 0.3103 - UP: 73.00% UR: 11.59% UF: 20.01% P: 45.44% R: 7.21% F: 12.45%
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+ 2024-08-11 14:27:03 INFO 0:00:02.370658s elapsed
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+ 2024-08-11 14:27:03 INFO Epoch 16 / 5000:
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+ 2024-08-11 14:27:05 INFO lr: 4.9840e-05 - loss: 0.0288 - UP: 85.94% UR: 56.15% UF: 67.92% P: 84.88% R: 55.46% F: 67.09%
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+ 2024-08-11 14:27:05 INFO dev: loss: nan - UP: 56.25% UR: 8.74% UF: 15.13% P: 31.25% R: 4.85% F: 8.40%
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+ 2024-08-11 14:27:05 INFO test: loss: 0.2470 - UP: 72.45% UR: 12.86% UF: 21.84% P: 48.30% R: 8.57% F: 14.56%
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+ 2024-08-11 14:27:05 INFO 0:00:02.409480s elapsed
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+ 2024-08-11 14:27:05 INFO Epoch 17 / 5000:
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+ 2024-08-11 14:27:07 INFO lr: 4.9830e-05 - loss: 0.0523 - UP: 83.08% UR: 57.89% UF: 68.23% P: 82.59% R: 57.54% F: 67.82%
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+ 2024-08-11 14:27:07 INFO dev: loss: nan - UP: 50.00% UR: 5.83% UF: 10.43% P: 25.00% R: 2.91% F: 5.22%
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+ 2024-08-11 14:27:07 INFO test: loss: 0.2649 - UP: 77.04% UR: 9.12% UF: 16.30% P: 53.57% R: 6.34% F: 11.34%
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+ 2024-08-11 14:27:07 INFO 0:00:02.327711s elapsed
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+ 2024-08-11 14:27:07 INFO Epoch 18 / 5000:
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+ 2024-08-11 14:27:09 INFO lr: 4.9820e-05 - loss: 0.0024 - UP: 87.13% UR: 61.01% UF: 71.76% P: 86.88% R: 60.83% F: 71.56%
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+ 2024-08-11 14:27:09 INFO dev: loss: nan - UP: 57.89% UR: 10.68% UF: 18.03% P: 31.58% R: 5.83% F: 9.84%
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+ 2024-08-11 14:27:10 INFO test: loss: 0.3597 - UP: 62.60% UR: 14.25% UF: 23.21% P: 39.66% R: 9.03% F: 14.70%
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+ 2024-08-11 14:27:10 INFO 0:00:02.378039s elapsed
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+ 2024-08-11 14:27:10 INFO Epoch 19 / 5000:
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+ 2024-08-11 14:27:12 INFO lr: 4.9810e-05 - loss: 0.0095 - UP: 79.61% UR: 62.91% UF: 70.28% P: 79.17% R: 62.56% F: 69.89%
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+ 2024-08-11 14:27:12 INFO dev: loss: nan - UP: 64.00% UR: 15.53% UF: 25.00% P: 40.00% R: 9.71% F: 15.62%
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+ 2024-08-11 14:27:12 INFO test: loss: 0.2161 - UP: 65.42% UR: 16.96% UF: 26.94% P: 45.87% R: 11.89% F: 18.89%
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+ 2024-08-11 14:27:15 INFO 0:00:02.320008s elapsed (saved)
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+ 2024-08-11 14:27:15 INFO Epoch 20 / 5000:
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+ 2024-08-11 14:27:17 INFO lr: 4.9800e-05 - loss: 0.0316 - UP: 84.69% UR: 61.35% UF: 71.16% P: 84.69% R: 61.35% F: 71.16%
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+ 2024-08-11 14:27:17 INFO dev: loss: nan - UP: 59.26% UR: 15.53% UF: 24.62% P: 40.74% R: 10.68% F: 16.92%
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+ 2024-08-11 14:27:17 INFO test: loss: 0.2368 - UP: 55.37% UR: 18.53% UF: 27.77% P: 42.65% R: 14.28% F: 21.39%
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+ 2024-08-11 14:27:21 INFO 0:00:02.245541s elapsed (saved)
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+ 2024-08-11 14:27:30 INFO test: loss: 0.2731 - UP: 69.29% UR: 13.28% UF: 22.29% P: 51.50% R: 9.87% F: 16.57%
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+ 2024-08-11 14:27:32 INFO test: loss: 0.2875 - UP: 54.90% UR: 23.33% UF: 32.75% P: 34.94% R: 14.85% F: 20.84%
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+ 2024-08-11 14:27:35 INFO test: loss: 0.2391 - UP: 78.21% UR: 7.91% UF: 14.36% P: 65.67% R: 6.64% F: 12.06%
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+ 2024-08-11 14:27:36 INFO dev: loss: nan - UP: 54.84% UR: 16.50% UF: 25.37% P: 38.71% R: 11.65% F: 17.91%
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+ 2024-08-11 14:27:37 INFO test: loss: 0.2587 - UP: 70.14% UR: 16.24% UF: 26.37% P: 51.37% R: 11.89% F: 19.31%
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+ 2024-08-11 14:27:39 INFO test: loss: 0.2739 - UP: 66.79% UR: 16.99% UF: 27.09% P: 48.40% R: 12.32% F: 19.63%
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+ 2024-08-11 14:27:44 INFO dev: loss: nan - UP: 64.29% UR: 8.74% UF: 15.38% P: 50.00% R: 6.80% F: 11.97%
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+ 2024-08-11 14:27:44 INFO test: loss: 0.2858 - UP: 83.43% UR: 8.66% UF: 15.70% P: 62.50% R: 6.49% F: 11.76%
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+ 2024-08-11 14:27:46 INFO lr: 4.9710e-05 - loss: 0.0458 - UP: 86.87% UR: 68.80% UF: 76.79% P: 86.65% R: 68.63% F: 76.60%
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+ 2024-08-11 14:27:47 INFO test: loss: 0.2711 - UP: 73.01% UR: 14.94% UF: 24.81% P: 53.69% R: 10.99% F: 18.24%
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+ 2024-08-11 14:27:48 INFO lr: 4.9700e-05 - loss: 0.0079 - UP: 88.09% UR: 74.35% UF: 80.64% P: 88.09% R: 74.35% F: 80.64%
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+ 2024-08-11 14:27:49 INFO test: loss: 0.3189 - UP: 73.92% UR: 13.43% UF: 22.73% P: 51.33% R: 9.33% F: 15.79%
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+ 2024-08-11 14:27:51 INFO dev: loss: nan - UP: 65.22% UR: 14.56% UF: 23.81% P: 43.48% R: 9.71% F: 15.87%
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+ 2024-08-11 14:27:51 INFO test: loss: 0.3280 - UP: 71.18% UR: 13.49% UF: 22.68% P: 49.84% R: 9.45% F: 15.88%
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+ 2024-08-11 14:27:53 INFO lr: 4.9680e-05 - loss: 0.0064 - UP: 91.05% UR: 72.27% UF: 80.58% P: 91.05% R: 72.27% F: 80.58%
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+ 2024-08-11 14:27:53 INFO test: loss: 0.2869 - UP: 69.04% UR: 15.48% UF: 25.30% P: 54.24% R: 12.16% F: 19.87%
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+ 2024-08-11 14:27:55 INFO lr: 4.9670e-05 - loss: 0.0009 - UP: 89.74% UR: 83.36% UF: 86.43% P: 89.55% R: 83.19% F: 86.25%
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+ 2024-08-11 14:27:55 INFO dev: loss: nan - UP: 61.90% UR: 12.62% UF: 20.97% P: 47.62% R: 9.71% F: 16.13%
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+ 2024-08-11 14:27:56 INFO test: loss: 0.3378 - UP: 71.05% UR: 12.07% UF: 20.64% P: 56.66% R: 9.63% F: 16.46%
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+ 2024-08-11 14:27:57 INFO lr: 4.9660e-05 - loss: 0.0002 - UP: 94.74% UR: 84.23% UF: 89.17% P: 94.15% R: 83.71% F: 88.62%
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+ 2024-08-11 14:27:57 INFO dev: loss: nan - UP: 66.67% UR: 7.77% UF: 13.91% P: 50.00% R: 5.83% F: 10.43%
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+ 2024-08-11 14:27:58 INFO test: loss: 0.3117 - UP: 80.32% UR: 10.59% UF: 18.72% P: 64.53% R: 8.51% F: 15.04%
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+ 2024-08-11 14:28:00 INFO lr: 4.9650e-05 - loss: 0.0011 - UP: 94.04% UR: 87.52% UF: 90.66% P: 94.04% R: 87.52% F: 90.66%
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+ 2024-08-11 14:28:00 INFO dev: loss: nan - UP: 64.00% UR: 15.53% UF: 25.00% P: 44.00% R: 10.68% F: 17.19%
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+ 2024-08-11 14:28:00 INFO test: loss: 0.3104 - UP: 72.63% UR: 14.58% UF: 24.28% P: 53.68% R: 10.78% F: 17.95%
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+ 2024-08-11 14:28:02 INFO lr: 4.9640e-05 - loss: 0.0117 - UP: 96.92% UR: 87.18% UF: 91.79% P: 96.92% R: 87.18% F: 91.79%
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+ 2024-08-11 14:28:02 INFO dev: loss: nan - UP: 66.67% UR: 19.42% UF: 30.08% P: 46.67% R: 13.59% F: 21.05%
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+ 2024-08-11 14:28:02 INFO test: loss: 0.2893 - UP: 69.15% UR: 19.08% UF: 29.90% P: 53.39% R: 14.73% F: 23.09%
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+ 2024-08-11 14:28:05 INFO 0:00:02.227150s elapsed (saved)
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+ 2024-08-11 14:28:07 INFO lr: 4.9630e-05 - loss: 0.0002 - UP: 95.80% UR: 90.99% UF: 93.33% P: 95.62% R: 90.81% F: 93.16%
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+ 2024-08-11 14:28:07 INFO dev: loss: nan - UP: 57.14% UR: 11.65% UF: 19.35% P: 47.62% R: 9.71% F: 16.13%
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+ 2024-08-11 14:28:08 INFO test: loss: 0.2781 - UP: 75.65% UR: 14.82% UF: 24.79% P: 63.64% R: 12.47% F: 20.85%
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+ 2024-08-11 14:28:09 INFO lr: 4.9620e-05 - loss: nan - UP: 95.23% UR: 89.95% UF: 92.51% P: 95.05% R: 89.77% F: 92.34%
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+ 2024-08-11 14:28:10 INFO dev: loss: nan - UP: 63.33% UR: 18.45% UF: 28.57% P: 53.33% R: 15.53% F: 24.06%
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+ 2024-08-11 14:28:10 INFO test: loss: 0.3271 - UP: 71.58% UR: 18.62% UF: 29.56% P: 51.39% R: 13.37% F: 21.22%
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+ 2024-08-11 14:28:15 INFO lr: 4.9610e-05 - loss: 0.0027 - UP: 95.74% UR: 93.41% UF: 94.56% P: 95.56% R: 93.24% F: 94.39%
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+ 2024-08-11 14:28:15 INFO dev: loss: nan - UP: 75.00% UR: 14.56% UF: 24.39% P: 60.00% R: 11.65% F: 19.51%
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+ 2024-08-11 14:28:15 INFO test: loss: 0.2870 - UP: 72.54% UR: 18.02% UF: 28.87% P: 55.53% R: 13.79% F: 22.10%
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+ 2024-08-11 14:28:17 INFO lr: 4.9600e-05 - loss: 0.0114 - UP: 97.97% UR: 91.85% UF: 94.81% P: 97.97% R: 91.85% F: 94.81%
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+ 2024-08-11 14:28:17 INFO dev: loss: nan - UP: 68.97% UR: 19.42% UF: 30.30% P: 55.17% R: 15.53% F: 24.24%
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+ 2024-08-11 14:28:18 INFO test: loss: 0.2630 - UP: 66.73% UR: 22.64% UF: 33.81% P: 52.58% R: 17.84% F: 26.64%
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+ 2024-08-11 14:28:21 INFO 0:00:02.401511s elapsed (saved)
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+ 2024-08-11 14:28:22 INFO lr: 4.9590e-05 - loss: 0.0110 - UP: 94.43% UR: 91.16% UF: 92.77% P: 94.43% R: 91.16% F: 92.77%
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+ 2024-08-11 14:28:22 INFO dev: loss: nan - UP: 52.38% UR: 10.68% UF: 17.74% P: 47.62% R: 9.71% F: 16.13%
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+ 2024-08-11 14:28:23 INFO test: loss: 0.3183 - UP: 71.15% UR: 14.52% UF: 24.12% P: 56.07% R: 11.44% F: 19.00%
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+ 2024-08-11 14:28:25 INFO lr: 4.9580e-05 - loss: 0.0041 - UP: 94.13% UR: 86.14% UF: 89.95% P: 94.13% R: 86.14% F: 89.95%
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+ 2024-08-11 14:28:25 INFO dev: loss: nan - UP: 54.17% UR: 12.62% UF: 20.47% P: 45.83% R: 10.68% F: 17.32%
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+ 2024-08-11 14:28:25 INFO test: loss: 0.2760 - UP: 61.38% UR: 18.47% UF: 28.40% P: 43.63% R: 13.13% F: 20.19%
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+ 2024-08-11 14:28:27 INFO lr: 4.9570e-05 - loss: nan - UP: 89.73% UR: 75.74% UF: 82.14% P: 89.32% R: 75.39% F: 81.77%
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+ 2024-08-11 14:28:27 INFO dev: loss: nan - UP: 67.65% UR: 22.33% UF: 33.58% P: 50.00% R: 16.50% F: 24.82%
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+ 2024-08-11 14:28:27 INFO test: loss: 0.2475 - UP: 61.75% UR: 21.88% UF: 32.32% P: 48.72% R: 17.27% F: 25.50%
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+ 2024-08-11 14:28:32 INFO lr: 4.9560e-05 - loss: 0.0051 - UP: 89.80% UR: 83.88% UF: 86.74% P: 89.61% R: 83.71% F: 86.56%
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+ 2024-08-11 14:28:32 INFO dev: loss: nan - UP: 60.00% UR: 11.65% UF: 19.51% P: 50.00% R: 9.71% F: 16.26%
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+ 2024-08-11 14:28:33 INFO test: loss: 0.3114 - UP: 75.97% UR: 14.79% UF: 24.76% P: 52.56% R: 10.23% F: 17.13%
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+ 2024-08-11 14:28:34 INFO lr: 4.9550e-05 - loss: nan - UP: 95.59% UR: 82.67% UF: 88.66% P: 95.59% R: 82.67% F: 88.66%
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+ 2024-08-11 14:28:35 INFO dev: loss: nan - UP: 62.07% UR: 17.48% UF: 27.27% P: 48.28% R: 13.59% F: 21.21%
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+ 2024-08-11 14:28:35 INFO test: loss: 0.3375 - UP: 65.25% UR: 21.82% UF: 32.71% P: 44.40% R: 14.85% F: 22.26%
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+ 2024-08-11 14:28:37 INFO lr: 4.9540e-05 - loss: nan - UP: 93.97% UR: 89.08% UF: 91.46% P: 93.97% R: 89.08% F: 91.46%
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+ 2024-08-11 14:28:37 INFO dev: loss: nan - UP: 68.75% UR: 21.36% UF: 32.59% P: 53.12% R: 16.50% F: 25.19%
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+ 2024-08-11 14:28:37 INFO test: loss: 0.3237 - UP: 72.44% UR: 21.97% UF: 33.72% P: 49.55% R: 15.03% F: 23.07%
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+ 2024-08-11 14:28:42 INFO lr: 4.9530e-05 - loss: 0.0008 - UP: 94.78% UR: 91.33% UF: 93.03% P: 94.78% R: 91.33% F: 93.03%
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+ 2024-08-11 14:28:42 INFO dev: loss: nan - UP: 67.86% UR: 18.45% UF: 29.01% P: 53.57% R: 14.56% F: 22.90%
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+ 2024-08-11 14:28:43 INFO test: loss: 0.3397 - UP: 74.27% UR: 18.38% UF: 29.47% P: 50.24% R: 12.44% F: 19.94%
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+ 2024-08-11 14:28:44 INFO lr: 4.9520e-05 - loss: nan - UP: 96.58% UR: 88.04% UF: 92.11% P: 96.20% R: 87.69% F: 91.75%
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+ 2024-08-11 14:28:45 INFO test: loss: 0.2757 - UP: 57.10% UR: 29.37% UF: 38.79% P: 44.13% R: 22.70% F: 29.98%
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+ 2024-08-11 14:28:50 INFO test: loss: 0.3583 - UP: 72.13% UR: 18.74% UF: 29.76% P: 47.27% R: 12.28% F: 19.50%
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+ 2024-08-11 14:28:52 INFO dev: loss: nan - UP: 43.75% UR: 6.80% UF: 11.76% P: 25.00% R: 3.88% F: 6.72%
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+ 2024-08-11 14:28:53 INFO test: loss: 0.2892 - UP: 76.05% UR: 15.33% UF: 25.52% P: 60.33% R: 12.16% F: 20.25%
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+ 2024-08-11 14:28:55 INFO test: loss: 0.3649 - UP: 75.14% UR: 15.97% UF: 26.34% P: 50.99% R: 10.84% F: 17.87%
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+ 2024-08-11 14:28:57 INFO lr: 4.9480e-05 - loss: 0.0029 - UP: 95.08% UR: 90.47% UF: 92.72% P: 94.90% R: 90.29% F: 92.54%
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+ 2024-08-11 14:28:57 INFO test: loss: 0.3254 - UP: 72.64% UR: 18.11% UF: 28.99% P: 50.61% R: 12.62% F: 20.20%
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+ 2024-08-11 14:29:01 INFO dev: loss: nan - UP: 77.78% UR: 20.39% UF: 32.31% P: 59.26% R: 15.53% F: 24.62%
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+ 2024-08-11 14:29:04 INFO dev: loss: nan - UP: 54.55% UR: 17.48% UF: 26.47% P: 42.42% R: 13.59% F: 20.59%
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+ 2024-08-11 14:29:04 INFO test: loss: 0.2516 - UP: 58.15% UR: 21.85% UF: 31.77% P: 45.06% R: 16.93% F: 24.62%
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+ 2024-08-11 14:29:06 INFO dev: loss: nan - UP: 48.28% UR: 13.59% UF: 21.21% P: 37.93% R: 10.68% F: 16.67%
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+ 2024-08-11 14:29:06 INFO test: loss: 0.2832 - UP: 67.98% UR: 15.64% UF: 25.42% P: 55.64% R: 12.80% F: 20.81%
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+ 2024-08-11 14:29:08 INFO dev: loss: nan - UP: 80.00% UR: 15.53% UF: 26.02% P: 60.00% R: 11.65% F: 19.51%
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+ 2024-08-11 14:29:09 INFO test: loss: 0.3510 - UP: 64.61% UR: 17.36% UF: 27.36% P: 45.28% R: 12.16% F: 19.18%
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+ 2024-08-11 14:29:11 INFO dev: loss: nan - UP: 48.48% UR: 15.53% UF: 23.53% P: 42.42% R: 13.59% F: 20.59%
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+ 2024-08-11 14:29:11 INFO test: loss: 0.2413 - UP: 63.22% UR: 21.43% UF: 32.01% P: 50.58% R: 17.14% F: 25.61%
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+ 2024-08-11 14:29:11 INFO 0:00:02.248732s elapsed
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+ 2024-08-11 14:29:13 INFO lr: 4.9410e-05 - loss: nan - UP: 87.54% UR: 88.91% UF: 88.22% P: 87.54% R: 88.91% F: 88.22%
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+ 2024-08-11 14:29:13 INFO dev: loss: nan - UP: 73.68% UR: 13.59% UF: 22.95% P: 63.16% R: 11.65% F: 19.67%
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+ 2024-08-11 14:29:13 INFO test: loss: 0.2944 - UP: 80.00% UR: 13.52% UF: 23.13% P: 53.39% R: 9.03% F: 15.44%
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+ 2024-08-11 14:29:13 INFO 0:00:02.263013s elapsed
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+ 2024-08-11 14:29:15 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 90.68% UR: 80.94% UF: 85.53% P: 90.49% R: 80.76% F: 85.35%
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+ 2024-08-11 14:29:15 INFO dev: loss: nan - UP: 57.89% UR: 21.36% UF: 31.21% P: 42.11% R: 15.53% F: 22.70%
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+ 2024-08-11 14:29:15 INFO test: loss: 0.2907 - UP: 63.27% UR: 21.01% UF: 31.54% P: 48.09% R: 15.97% F: 23.97%
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+ 2024-08-11 14:29:15 INFO 0:00:02.234193s elapsed
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+ 2024-08-11 14:29:17 INFO lr: 4.9390e-05 - loss: nan - UP: 94.14% UR: 86.31% UF: 90.05% P: 94.14% R: 86.31% F: 90.05%
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+ 2024-08-11 14:29:17 INFO dev: loss: nan - UP: 52.38% UR: 10.68% UF: 17.74% P: 47.62% R: 9.71% F: 16.13%
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+ 2024-08-11 14:29:18 INFO test: loss: 0.3331 - UP: 71.75% UR: 15.48% UF: 25.47% P: 55.24% R: 11.92% F: 19.61%
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+ 2024-08-11 14:29:18 INFO 0:00:02.274842s elapsed
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+ 2024-08-11 14:29:20 INFO lr: 4.9380e-05 - loss: 0.0188 - UP: 96.18% UR: 87.18% UF: 91.45% P: 95.79% R: 86.83% F: 91.09%
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+ 2024-08-11 14:29:20 INFO dev: loss: nan - UP: 31.25% UR: 4.85% UF: 8.40% P: 25.00% R: 3.88% F: 6.72%
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+ 2024-08-11 14:29:20 INFO test: loss: 0.4093 - UP: 63.04% UR: 14.01% UF: 22.92% P: 40.62% R: 9.03% F: 14.77%
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+ 2024-08-11 14:29:20 INFO 0:00:02.278699s elapsed
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+ 2024-08-11 14:29:22 INFO lr: 4.9370e-05 - loss: 0.0107 - UP: 91.99% UR: 85.62% UF: 88.69% P: 91.81% R: 85.44% F: 88.51%
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+ 2024-08-11 14:29:22 INFO dev: loss: nan - UP: 58.33% UR: 20.39% UF: 30.22% P: 44.44% R: 15.53% F: 23.02%
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+ 2024-08-11 14:29:22 INFO test: loss: 0.2686 - UP: 56.36% UR: 22.73% UF: 32.39% P: 43.56% R: 17.57% F: 25.04%
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+ 2024-08-11 14:29:22 INFO 0:00:02.260397s elapsed
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+ 2024-08-11 14:29:24 INFO lr: 4.9360e-05 - loss: 0.0051 - UP: 90.53% UR: 82.84% UF: 86.52% P: 90.53% R: 82.84% F: 86.52%
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+ 2024-08-11 14:29:24 INFO dev: loss: nan - UP: 47.50% UR: 18.45% UF: 26.57% P: 30.00% R: 11.65% F: 16.78%
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+ 2024-08-11 14:29:25 INFO test: loss: 0.2523 - UP: 58.25% UR: 24.72% UF: 34.71% P: 42.03% R: 17.84% F: 25.05%
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+ 2024-08-11 14:29:25 INFO 0:00:02.317292s elapsed
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+ 2024-08-11 14:29:26 INFO lr: 4.9350e-05 - loss: 0.0042 - UP: 94.24% UR: 87.87% UF: 90.94% P: 94.24% R: 87.87% F: 90.94%
455
+ 2024-08-11 14:29:26 INFO dev: loss: nan - UP: 45.00% UR: 8.74% UF: 14.63% P: 45.00% R: 8.74% F: 14.63%
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+ 2024-08-11 14:29:27 INFO test: loss: 0.3564 - UP: 67.44% UR: 15.88% UF: 25.70% P: 51.67% R: 12.16% F: 19.69%
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+ 2024-08-11 14:29:27 INFO 0:00:02.269969s elapsed
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+ 2024-08-11 14:29:29 INFO lr: 4.9340e-05 - loss: nan - UP: 96.61% UR: 93.76% UF: 95.16% P: 96.61% R: 93.76% F: 95.16%
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+ 2024-08-11 14:29:29 INFO dev: loss: nan - UP: 64.29% UR: 8.74% UF: 15.38% P: 64.29% R: 8.74% F: 15.38%
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+ 2024-08-11 14:29:29 INFO test: loss: 0.2967 - UP: 74.55% UR: 18.83% UF: 30.07% P: 55.56% R: 14.04% F: 22.41%
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+ 2024-08-11 14:29:29 INFO 0:00:02.225901s elapsed
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+ 2024-08-11 14:29:31 INFO lr: 4.9330e-05 - loss: 0.0008 - UP: 97.48% UR: 93.76% UF: 95.58% P: 97.48% R: 93.76% F: 95.58%
467
+ 2024-08-11 14:29:31 INFO dev: loss: nan - UP: 71.87% UR: 22.33% UF: 34.07% P: 62.50% R: 19.42% F: 29.63%
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+ 2024-08-11 14:29:31 INFO test: loss: 0.3311 - UP: 55.16% UR: 25.48% UF: 34.85% P: 40.85% R: 18.87% F: 25.81%
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+ 2024-08-11 14:29:31 INFO 0:00:02.326118s elapsed
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+ 2024-08-11 14:29:31 INFO Epoch 68 / 5000:
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+ 2024-08-11 14:29:33 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 94.92% UR: 93.93% UF: 94.43% P: 94.92% R: 93.93% F: 94.43%
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+ 2024-08-11 14:29:33 INFO dev: loss: nan - UP: 52.63% UR: 19.42% UF: 28.37% P: 39.47% R: 14.56% F: 21.28%
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+ 2024-08-11 14:29:34 INFO test: loss: 0.3422 - UP: 66.26% UR: 24.48% UF: 35.75% P: 46.98% R: 17.36% F: 25.35%
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+ 2024-08-11 14:29:34 INFO 0:00:02.316350s elapsed
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+ 2024-08-11 14:29:34 INFO Epoch 69 / 5000:
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+ 2024-08-11 14:29:35 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 95.59% UR: 93.93% UF: 94.76% P: 94.18% R: 92.55% F: 93.36%
479
+ 2024-08-11 14:29:36 INFO dev: loss: nan - UP: 55.00% UR: 10.68% UF: 17.89% P: 40.00% R: 7.77% F: 13.01%
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+ 2024-08-11 14:29:36 INFO test: loss: 0.5774 - UP: 70.05% UR: 19.98% UF: 31.09% P: 40.32% R: 11.50% F: 17.90%
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+ 2024-08-11 14:29:36 INFO 0:00:02.234182s elapsed
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+ 2024-08-11 14:29:38 INFO lr: 4.9300e-05 - loss: 0.0002 - UP: 96.89% UR: 91.85% UF: 94.31% P: 95.43% R: 90.47% F: 92.88%
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+ 2024-08-11 14:29:38 INFO dev: loss: nan - UP: 60.87% UR: 13.59% UF: 22.22% P: 52.17% R: 11.65% F: 19.05%
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+ 2024-08-11 14:29:38 INFO test: loss: 0.3279 - UP: 69.94% UR: 21.91% UF: 33.37% P: 53.76% R: 16.84% F: 25.65%
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+ 2024-08-11 14:29:38 INFO 0:00:02.342371s elapsed
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+ 2024-08-11 14:29:40 INFO lr: 4.9290e-05 - loss: 0.0027 - UP: 94.46% UR: 91.68% UF: 93.05% P: 93.93% R: 91.16% F: 92.52%
491
+ 2024-08-11 14:29:40 INFO dev: loss: nan - UP: 59.09% UR: 12.62% UF: 20.80% P: 45.45% R: 9.71% F: 16.00%
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+ 2024-08-11 14:29:41 INFO test: loss: 0.3837 - UP: 73.91% UR: 14.28% UF: 23.93% P: 62.19% R: 12.01% F: 20.14%
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+ 2024-08-11 14:29:41 INFO 0:00:02.225872s elapsed
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+ 2024-08-11 14:29:42 INFO lr: 4.9280e-05 - loss: 0.0185 - UP: 67.77% UR: 91.85% UF: 78.00% P: 67.14% R: 90.99% F: 77.26%
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+ 2024-08-11 14:29:42 INFO dev: loss: nan - UP: 59.62% UR: 30.10% UF: 40.00% P: 42.31% R: 21.36% F: 28.39%
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+ 2024-08-11 14:29:43 INFO test: loss: 0.3336 - UP: 54.72% UR: 30.64% UF: 39.28% P: 45.71% R: 25.60% F: 32.82%
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+ 2024-08-11 14:29:43 INFO 0:00:02.254515s elapsed
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+ 2024-08-11 14:29:45 INFO lr: 4.9270e-05 - loss: 0.0027 - UP: 93.22% UR: 83.36% UF: 88.01% P: 92.83% R: 83.02% F: 87.65%
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+ 2024-08-11 14:29:45 INFO dev: loss: nan - UP: 61.76% UR: 20.39% UF: 30.66% P: 44.12% R: 14.56% F: 21.90%
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+ 2024-08-11 14:29:45 INFO test: loss: 0.3403 - UP: 66.99% UR: 22.97% UF: 34.21% P: 48.94% R: 16.78% F: 24.99%
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+ 2024-08-11 14:29:45 INFO 0:00:02.314396s elapsed
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+ 2024-08-11 14:29:47 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 94.35% UR: 92.55% UF: 93.44% P: 94.17% R: 92.37% F: 93.26%
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+ 2024-08-11 14:29:47 INFO dev: loss: nan - UP: 58.33% UR: 13.59% UF: 22.05% P: 37.50% R: 8.74% F: 14.17%
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+ 2024-08-11 14:29:47 INFO test: loss: 0.3114 - UP: 72.62% UR: 19.14% UF: 30.29% P: 56.59% R: 14.91% F: 23.60%
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+ 2024-08-11 14:29:47 INFO 0:00:02.241166s elapsed
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+ 2024-08-11 14:29:49 INFO lr: 4.9250e-05 - loss: 0.0010 - UP: 97.46% UR: 93.07% UF: 95.21% P: 97.28% R: 92.89% F: 95.04%
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+ 2024-08-11 14:29:49 INFO dev: loss: nan - UP: 62.96% UR: 16.50% UF: 26.15% P: 44.44% R: 11.65% F: 18.46%
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+ 2024-08-11 14:29:50 INFO test: loss: 0.5172 - UP: 72.53% UR: 19.29% UF: 30.47% P: 46.54% R: 12.38% F: 19.55%
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+ 2024-08-11 14:29:50 INFO 0:00:02.236252s elapsed
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+ 2024-08-11 14:29:51 INFO lr: 4.9240e-05 - loss: 0.0029 - UP: 97.67% UR: 94.63% UF: 96.13% P: 97.50% R: 94.45% F: 95.95%
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+ 2024-08-11 14:29:52 INFO dev: loss: nan - UP: 60.71% UR: 16.50% UF: 25.95% P: 42.86% R: 11.65% F: 18.32%
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+ 2024-08-11 14:29:52 INFO test: loss: 0.3056 - UP: 71.13% UR: 21.79% UF: 33.36% P: 52.32% R: 16.03% F: 24.54%
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+ 2024-08-11 14:29:52 INFO 0:00:02.303767s elapsed
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+ 2024-08-11 14:29:54 INFO lr: 4.9230e-05 - loss: 0.0118 - UP: 94.55% UR: 93.24% UF: 93.89% P: 94.38% R: 93.07% F: 93.72%
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+ 2024-08-11 14:29:54 INFO dev: loss: nan - UP: 47.06% UR: 7.77% UF: 13.33% P: 35.29% R: 5.83% F: 10.00%
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+ 2024-08-11 14:29:54 INFO test: loss: 0.4212 - UP: 72.05% UR: 11.59% UF: 19.97% P: 57.97% R: 9.33% F: 16.07%
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+ 2024-08-11 14:29:54 INFO 0:00:02.241671s elapsed
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+ 2024-08-11 14:29:56 INFO lr: 4.9220e-05 - loss: 0.0004 - UP: 97.48% UR: 93.76% UF: 95.58% P: 97.48% R: 93.76% F: 95.58%
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+ 2024-08-11 14:29:56 INFO dev: loss: nan - UP: 62.50% UR: 14.56% UF: 23.62% P: 41.67% R: 9.71% F: 15.75%
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+ 2024-08-11 14:29:56 INFO test: loss: 0.3171 - UP: 68.99% UR: 21.55% UF: 32.84% P: 51.88% R: 16.21% F: 24.70%
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+ 2024-08-11 14:29:56 INFO 0:00:02.361566s elapsed
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+ 2024-08-11 14:30:00 INFO Epoch 48 saved
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+ 2024-08-11 14:30:00 INFO test: UP: 57.10% UR: 29.37% UF: 38.79% P: 44.13% R: 22.70% F: 29.98%
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+ 2024-08-11 14:30:00 INFO 0:02:59.182587s elapsed, 0:00:02.297213s/epoch
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
38
+ 2024-08-11 14:30:02 INFO Building the fields
39
+ 2024-08-11 14:30:03 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2024-08-11 14:30:03 INFO Building the model
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+ 2024-08-11 14:30:05 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-11 14:30:05 INFO Loading the data
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+ 2024-08-11 14:30:06 INFO
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+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=23, n_batches=13, n_buckets=13)
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+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 14:30:06 INFO Epoch 1 / 5000:
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+ 2024-08-11 14:30:08 INFO lr: 4.9990e-05 - loss: nan - UP: 0.18% UR: 0.69% UF: 0.29% P: 0.05% R: 0.17% F: 0.07%
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+ 2024-08-11 14:30:09 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:09 INFO test: loss: 0.2518 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:09 INFO 0:00:03.204426s elapsed
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+
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+ 2024-08-11 14:30:11 INFO lr: 4.9980e-05 - loss: 0.2951 - UP: 10.98% UR: 1.56% UF: 2.73% P: 4.88% R: 0.69% F: 1.21%
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+ 2024-08-11 14:30:11 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:12 INFO test: loss: 0.2123 - UP: 100.00% UR: 0.03% UF: 0.06% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:12 INFO 0:00:02.783025s elapsed
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+
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+ 2024-08-11 14:30:14 INFO lr: 4.9970e-05 - loss: 0.1102 - UP: 6.16% UR: 1.56% UF: 2.49% P: 4.79% R: 1.21% F: 1.94%
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+ 2024-08-11 14:30:14 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:15 INFO test: loss: 0.1764 - UP: 80.00% UR: 0.12% UF: 0.24% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:15 INFO 0:00:02.731419s elapsed
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+ 2024-08-11 14:30:17 INFO lr: 4.9960e-05 - loss: nan - UP: 37.84% UR: 2.43% UF: 4.56% P: 35.14% R: 2.25% F: 4.23%
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+ 2024-08-11 14:30:17 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-11 14:30:17 INFO test: loss: 0.1814 - UP: 78.26% UR: 0.54% UF: 1.08% P: 60.87% R: 0.42% F: 0.84%
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+ 2024-08-11 14:30:17 INFO 0:00:02.730898s elapsed
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+ 2024-08-11 14:30:19 INFO lr: 4.9950e-05 - loss: 0.2809 - UP: 27.08% UR: 6.76% UF: 10.82% P: 24.31% R: 6.07% F: 9.71%
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+ 2024-08-11 14:30:20 INFO dev: loss: nan - UP: 50.00% UR: 0.97% UF: 1.90% P: 50.00% R: 0.97% F: 1.90%
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+ 2024-08-11 14:30:20 INFO test: loss: 0.1826 - UP: 76.71% UR: 1.69% UF: 3.31% P: 72.60% R: 1.60% F: 3.13%
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+ 2024-08-11 14:30:25 INFO 0:00:02.722116s elapsed (saved)
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+ 2024-08-11 14:30:27 INFO lr: 4.9940e-05 - loss: 0.0824 - UP: 43.51% UR: 9.88% UF: 16.10% P: 40.46% R: 9.19% F: 14.97%
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+ 2024-08-11 14:30:27 INFO dev: loss: nan - UP: 57.14% UR: 7.77% UF: 13.68% P: 21.43% R: 2.91% F: 5.13%
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+ 2024-08-11 14:30:27 INFO test: loss: 0.1709 - UP: 62.55% UR: 10.23% UF: 17.59% P: 52.95% R: 8.66% F: 14.89%
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+ 2024-08-11 14:30:35 INFO 0:00:02.781301s elapsed (saved)
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+
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+ 2024-08-11 14:30:37 INFO lr: 4.9930e-05 - loss: 0.1055 - UP: 48.26% UR: 16.81% UF: 24.94% P: 46.27% R: 16.12% F: 23.91%
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+ 2024-08-11 14:30:37 INFO dev: loss: nan - UP: 71.43% UR: 9.71% UF: 17.09% P: 57.14% R: 7.77% F: 13.68%
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+ 2024-08-11 14:30:37 INFO test: loss: 0.1585 - UP: 79.06% UR: 9.69% UF: 17.26% P: 70.94% R: 8.69% F: 15.49%
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+ 2024-08-11 14:30:45 INFO 0:00:02.729186s elapsed (saved)
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+ 2024-08-11 14:30:47 INFO lr: 4.9920e-05 - loss: 0.3199 - UP: 46.41% UR: 19.06% UF: 27.03% P: 45.99% R: 18.89% F: 26.78%
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+ 2024-08-11 14:30:47 INFO dev: loss: nan - UP: 42.31% UR: 10.68% UF: 17.05% P: 26.92% R: 6.80% F: 10.85%
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+ 2024-08-11 14:30:47 INFO test: loss: 0.2142 - UP: 36.05% UR: 13.34% UF: 19.48% P: 24.23% R: 8.96% F: 13.09%
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+ 2024-08-11 14:30:47 INFO 0:00:02.763095s elapsed
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+
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+ 2024-08-11 14:30:50 INFO lr: 4.9910e-05 - loss: nan - UP: 54.73% UR: 32.06% UF: 40.44% P: 54.73% R: 32.06% F: 40.44%
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+ 2024-08-11 14:30:50 INFO dev: loss: nan - UP: 40.00% UR: 5.83% UF: 10.17% P: 33.33% R: 4.85% F: 8.47%
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+ 2024-08-11 14:30:50 INFO test: loss: 0.1980 - UP: 56.28% UR: 6.76% UF: 12.07% P: 44.47% R: 5.34% F: 9.54%
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+ 2024-08-11 14:30:50 INFO 0:00:02.731154s elapsed
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+
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+ 2024-08-11 14:30:52 INFO lr: 4.9900e-05 - loss: 0.0450 - UP: 74.26% UR: 35.01% UF: 47.59% P: 70.96% R: 33.45% F: 45.47%
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+ 2024-08-11 14:30:52 INFO dev: loss: nan - UP: 75.00% UR: 5.83% UF: 10.81% P: 62.50% R: 4.85% F: 9.01%
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+ 2024-08-11 14:30:53 INFO test: loss: 0.2427 - UP: 77.72% UR: 8.42% UF: 15.20% P: 56.82% R: 6.16% F: 11.11%
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+ 2024-08-11 14:30:53 INFO 0:00:02.795091s elapsed
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+ 2024-08-11 14:30:55 INFO lr: 4.9890e-05 - loss: 0.1437 - UP: 73.70% UR: 39.34% UF: 51.30% P: 72.73% R: 38.82% F: 50.62%
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+ 2024-08-11 14:30:55 INFO dev: loss: nan - UP: 35.71% UR: 4.85% UF: 8.55% P: 28.57% R: 3.88% F: 6.84%
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+ 2024-08-11 14:30:56 INFO test: loss: 0.1913 - UP: 77.03% UR: 8.00% UF: 14.49% P: 58.14% R: 6.04% F: 10.94%
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+ 2024-08-11 14:30:56 INFO 0:00:02.841200s elapsed
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+
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+ 2024-08-11 14:30:58 INFO lr: 4.9880e-05 - loss: 0.2799 - UP: 68.60% UR: 40.90% UF: 51.25% P: 68.31% R: 40.73% F: 51.03%
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+ 2024-08-11 14:30:58 INFO dev: loss: nan - UP: 42.86% UR: 2.91% UF: 5.45% P: 42.86% R: 2.91% F: 5.45%
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+ 2024-08-11 14:30:58 INFO test: loss: 0.1993 - UP: 71.55% UR: 10.32% UF: 18.04% P: 64.02% R: 9.24% F: 16.14%
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+ 2024-08-11 14:30:58 INFO 0:00:02.743672s elapsed
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+ 2024-08-11 14:31:01 INFO lr: 4.9870e-05 - loss: 0.0045 - UP: 74.85% UR: 42.81% UF: 54.47% P: 73.94% R: 42.29% F: 53.80%
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+ 2024-08-11 14:31:01 INFO dev: loss: nan - UP: 50.00% UR: 13.59% UF: 21.37% P: 39.29% R: 10.68% F: 16.79%
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+ 2024-08-11 14:31:01 INFO test: loss: 0.2311 - UP: 58.85% UR: 9.24% UF: 15.97% P: 49.23% R: 7.73% F: 13.36%
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+ 2024-08-11 14:31:08 INFO 0:00:02.718617s elapsed (saved)
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+ 2024-08-11 14:31:10 INFO lr: 4.9860e-05 - loss: 0.0209 - UP: 79.46% UR: 50.95% UF: 62.09% P: 79.19% R: 50.78% F: 61.88%
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+ 2024-08-11 14:31:10 INFO dev: loss: nan - UP: 43.48% UR: 9.71% UF: 15.87% P: 43.48% R: 9.71% F: 15.87%
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+ 2024-08-11 14:31:11 INFO test: loss: 0.2020 - UP: 79.58% UR: 12.71% UF: 21.92% P: 73.53% R: 11.74% F: 20.25%
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+ 2024-08-11 14:31:13 INFO lr: 4.9850e-05 - loss: 0.1055 - UP: 79.36% UR: 51.30% UF: 62.32% P: 78.82% R: 50.95% F: 61.89%
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+ 2024-08-11 14:31:13 INFO dev: loss: nan - UP: 46.67% UR: 6.80% UF: 11.86% P: 33.33% R: 4.85% F: 8.47%
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+ 2024-08-11 14:31:14 INFO test: loss: 0.2345 - UP: 79.88% UR: 12.22% UF: 21.20% P: 70.22% R: 10.75% F: 18.64%
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+ 2024-08-11 14:31:16 INFO lr: 4.9840e-05 - loss: 0.0137 - UP: 82.52% UR: 55.63% UF: 66.46% P: 82.26% R: 55.46% F: 66.25%
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+ 2024-08-11 14:31:16 INFO test: loss: 0.2873 - UP: 75.40% UR: 11.38% UF: 19.77% P: 63.60% R: 9.60% F: 16.68%
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+ 2024-08-11 14:31:19 INFO lr: 4.9830e-05 - loss: 0.0593 - UP: 76.25% UR: 52.86% UF: 62.44% P: 76.00% R: 52.69% F: 62.23%
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+ 2024-08-11 14:31:19 INFO dev: loss: nan - UP: 51.85% UR: 13.59% UF: 21.54% P: 44.44% R: 11.65% F: 18.46%
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+ 2024-08-11 14:31:19 INFO test: loss: 0.1732 - UP: 70.76% UR: 20.01% UF: 31.20% P: 64.46% R: 18.23% F: 28.42%
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+ 2024-08-11 14:31:28 INFO lr: 4.9820e-05 - loss: 0.1137 - UP: 81.71% UR: 58.06% UF: 67.88% P: 80.98% R: 57.54% F: 67.27%
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+ 2024-08-11 14:31:29 INFO dev: loss: nan - UP: 61.54% UR: 15.53% UF: 24.81% P: 53.85% R: 13.59% F: 21.71%
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+ 2024-08-11 14:31:29 INFO test: loss: 0.2050 - UP: 71.78% UR: 13.98% UF: 23.40% P: 65.12% R: 12.68% F: 21.22%
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+ 2024-08-11 14:31:38 INFO lr: 4.9810e-05 - loss: nan - UP: 84.45% UR: 61.18% UF: 70.95% P: 84.21% R: 61.01% F: 70.75%
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+ 2024-08-11 14:31:39 INFO dev: loss: nan - UP: 55.56% UR: 14.56% UF: 23.08% P: 40.74% R: 10.68% F: 16.92%
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+ 2024-08-11 14:31:39 INFO test: loss: 0.2318 - UP: 71.60% UR: 17.51% UF: 28.13% P: 60.99% R: 14.91% F: 23.96%
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+ 2024-08-11 14:31:41 INFO lr: 4.9800e-05 - loss: 0.0272 - UP: 91.27% UR: 63.43% UF: 74.85% P: 91.27% R: 63.43% F: 74.85%
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+ 2024-08-11 14:31:41 INFO dev: loss: nan - UP: 56.82% UR: 24.27% UF: 34.01% P: 43.18% R: 18.45% F: 25.85%
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+ 2024-08-11 14:31:42 INFO test: loss: 0.2074 - UP: 60.36% UR: 18.20% UF: 27.97% P: 51.45% R: 15.51% F: 23.84%
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+ 2024-08-11 14:31:51 INFO lr: 4.9790e-05 - loss: 0.0215 - UP: 77.08% UR: 64.12% UF: 70.01% P: 76.67% R: 63.78% F: 69.63%
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+ 2024-08-11 14:31:52 INFO dev: loss: nan - UP: 45.00% UR: 8.74% UF: 14.63% P: 40.00% R: 7.77% F: 13.01%
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+ 2024-08-11 14:31:52 INFO test: loss: 0.2759 - UP: 75.71% UR: 7.24% UF: 13.22% P: 69.72% R: 6.67% F: 12.18%
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+ 2024-08-11 14:31:54 INFO lr: 4.9780e-05 - loss: 0.0063 - UP: 76.25% UR: 63.43% UF: 69.25% P: 76.04% R: 63.26% F: 69.06%
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+ 2024-08-11 14:31:54 INFO dev: loss: nan - UP: 58.82% UR: 29.13% UF: 38.96% P: 50.98% R: 25.24% F: 33.77%
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+ 2024-08-11 14:31:55 INFO test: loss: 0.1703 - UP: 62.74% UR: 24.45% UF: 35.19% P: 56.70% R: 22.09% F: 31.80%
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+ 2024-08-11 14:32:01 INFO 0:00:02.708055s elapsed (saved)
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+ 2024-08-11 14:32:04 INFO lr: 4.9770e-05 - loss: 0.0251 - UP: 83.82% UR: 64.64% UF: 72.99% P: 83.15% R: 64.12% F: 72.41%
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+ 2024-08-11 14:32:04 INFO test: loss: 0.2085 - UP: 63.14% UR: 13.49% UF: 22.23% P: 60.31% R: 12.89% F: 21.24%
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+ 2024-08-11 14:32:06 INFO lr: 4.9760e-05 - loss: 0.0059 - UP: 87.78% UR: 68.46% UF: 76.92% P: 87.56% R: 68.28% F: 76.73%
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+ 2024-08-11 14:32:07 INFO dev: loss: nan - UP: 54.17% UR: 25.24% UF: 34.44% P: 47.92% R: 22.33% F: 30.46%
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+ 2024-08-11 14:32:07 INFO test: loss: 0.1802 - UP: 68.20% UR: 21.43% UF: 32.61% P: 63.69% R: 20.01% F: 30.45%
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+ 2024-08-11 14:32:09 INFO lr: 4.9750e-05 - loss: 0.0055 - UP: 64.15% UR: 72.27% UF: 67.97% P: 64.00% R: 72.10% F: 67.81%
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+ 2024-08-11 14:32:09 INFO dev: loss: nan - UP: 51.16% UR: 21.36% UF: 30.14% P: 46.51% R: 19.42% F: 27.40%
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+ 2024-08-11 14:32:10 INFO test: loss: 0.1977 - UP: 66.77% UR: 19.71% UF: 30.44% P: 60.74% R: 17.93% F: 27.69%
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+ 2024-08-11 14:32:12 INFO lr: 4.9740e-05 - loss: 0.0052 - UP: 89.73% UR: 74.18% UF: 81.21% P: 89.73% R: 74.18% F: 81.21%
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+ 2024-08-11 14:32:12 INFO dev: loss: nan - UP: 58.33% UR: 20.39% UF: 30.22% P: 52.78% R: 18.45% F: 27.34%
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+ 2024-08-11 14:32:12 INFO test: loss: 0.2224 - UP: 64.04% UR: 20.86% UF: 31.47% P: 56.26% R: 18.32% F: 27.64%
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+ 2024-08-11 14:32:15 INFO lr: 4.9730e-05 - loss: nan - UP: 90.71% UR: 77.82% UF: 83.77% P: 90.51% R: 77.64% F: 83.58%
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+ 2024-08-11 14:32:15 INFO dev: loss: nan - UP: 62.50% UR: 19.42% UF: 29.63% P: 59.37% R: 18.45% F: 28.15%
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+ 2024-08-11 14:32:15 INFO test: loss: 0.2200 - UP: 66.47% UR: 20.34% UF: 31.15% P: 61.54% R: 18.83% F: 28.84%
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+ 2024-08-11 14:32:17 INFO lr: 4.9720e-05 - loss: 0.0004 - UP: 88.66% UR: 75.91% UF: 81.79% P: 87.85% R: 75.22% F: 81.05%
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+ 2024-08-11 14:32:18 INFO dev: loss: nan - UP: 54.05% UR: 19.42% UF: 28.57% P: 43.24% R: 15.53% F: 22.86%
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+ 2024-08-11 14:32:23 INFO test: loss: 0.2259 - UP: 64.99% UR: 13.67% UF: 22.59% P: 61.84% R: 13.01% F: 21.50%
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+ 2024-08-11 14:32:37 INFO test: loss: 0.2438 - UP: 69.90% UR: 17.39% UF: 27.85% P: 61.41% R: 15.27% F: 24.46%
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+ 2024-08-11 14:32:39 INFO lr: 4.9640e-05 - loss: 0.0056 - UP: 92.89% UR: 79.20% UF: 85.50% P: 92.89% R: 79.20% F: 85.50%
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+ 2024-08-11 14:32:39 INFO dev: loss: nan - UP: 52.78% UR: 18.45% UF: 27.34% P: 41.67% R: 14.56% F: 21.58%
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+ 2024-08-11 14:32:42 INFO lr: 4.9630e-05 - loss: 0.0124 - UP: 91.20% UR: 82.67% UF: 86.73% P: 91.20% R: 82.67% F: 86.73%
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+ 2024-08-11 14:32:42 INFO dev: loss: nan - UP: 53.12% UR: 16.50% UF: 25.19% P: 50.00% R: 15.53% F: 23.70%
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+ 2024-08-11 14:32:45 INFO lr: 4.9620e-05 - loss: 0.0222 - UP: 91.76% UR: 81.11% UF: 86.11% P: 91.57% R: 80.94% F: 85.92%
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+ 2024-08-11 14:32:45 INFO test: loss: 0.2791 - UP: 65.20% UR: 21.49% UF: 32.33% P: 56.23% R: 18.53% F: 27.88%
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+ 2024-08-11 14:32:48 INFO lr: 4.9610e-05 - loss: 0.0139 - UP: 92.10% UR: 82.84% UF: 87.23% P: 91.91% R: 82.67% F: 87.04%
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+ 2024-08-11 14:32:48 INFO dev: loss: nan - UP: 60.00% UR: 23.30% UF: 33.57% P: 55.00% R: 21.36% F: 30.77%
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+ 2024-08-11 14:32:48 INFO 0:00:02.698814s elapsed
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+ 2024-08-11 14:32:50 INFO lr: 4.9600e-05 - loss: 0.0006 - UP: 88.50% UR: 86.66% UF: 87.57% P: 88.32% R: 86.48% F: 87.39%
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+ 2024-08-11 14:32:50 INFO dev: loss: nan - UP: 48.78% UR: 19.42% UF: 27.78% P: 41.46% R: 16.50% F: 23.61%
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+ 2024-08-11 14:32:51 INFO test: loss: 0.2194 - UP: 66.56% UR: 18.20% UF: 28.58% P: 61.48% R: 16.81% F: 26.40%
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+ 2024-08-11 14:32:53 INFO lr: 4.9590e-05 - loss: 0.0088 - UP: 92.15% UR: 85.44% UF: 88.67% P: 92.15% R: 85.44% F: 88.67%
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+ 2024-08-11 14:32:53 INFO dev: loss: nan - UP: 48.39% UR: 14.56% UF: 22.39% P: 35.48% R: 10.68% F: 16.42%
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+ 2024-08-11 14:32:53 INFO test: loss: 0.2603 - UP: 65.97% UR: 16.27% UF: 26.10% P: 61.81% R: 15.24% F: 24.46%
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+ 2024-08-11 14:32:56 INFO lr: 4.9580e-05 - loss: 0.0013 - UP: 93.87% UR: 84.92% UF: 89.17% P: 93.87% R: 84.92% F: 89.17%
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+ 2024-08-11 14:32:56 INFO dev: loss: nan - UP: 45.95% UR: 16.50% UF: 24.29% P: 35.14% R: 12.62% F: 18.57%
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+ 2024-08-11 14:32:56 INFO test: loss: 0.2413 - UP: 70.34% UR: 15.39% UF: 25.26% P: 64.41% R: 14.10% F: 23.13%
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+ 2024-08-11 14:32:56 INFO 0:00:02.647037s elapsed
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+ 2024-08-11 14:32:58 INFO lr: 4.9570e-05 - loss: 0.0078 - UP: 93.68% UR: 87.35% UF: 90.40% P: 93.31% R: 87.00% F: 90.04%
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+ 2024-08-11 14:32:58 INFO dev: loss: nan - UP: 50.00% UR: 16.50% UF: 24.82% P: 35.29% R: 11.65% F: 17.52%
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+ 2024-08-11 14:32:59 INFO test: loss: 0.2604 - UP: 68.62% UR: 20.86% UF: 31.99% P: 61.27% R: 18.62% F: 28.56%
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+ 2024-08-11 14:32:59 INFO 0:00:02.702245s elapsed
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+ 2024-08-11 14:33:01 INFO lr: 4.9560e-05 - loss: 0.0008 - UP: 93.81% UR: 84.06% UF: 88.67% P: 93.62% R: 83.88% F: 88.48%
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+ 2024-08-11 14:33:01 INFO dev: loss: nan - UP: 51.22% UR: 20.39% UF: 29.17% P: 43.90% R: 17.48% F: 25.00%
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+ 2024-08-11 14:33:02 INFO test: loss: 0.2421 - UP: 65.76% UR: 20.34% UF: 31.07% P: 57.76% R: 17.87% F: 27.29%
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+ 2024-08-11 14:33:02 INFO 0:00:02.709432s elapsed
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+ 2024-08-11 14:33:04 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 92.25% UR: 88.73% UF: 90.46% P: 92.07% R: 88.56% F: 90.28%
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+ 2024-08-11 14:33:04 INFO dev: loss: nan - UP: 57.78% UR: 25.24% UF: 35.14% P: 44.44% R: 19.42% F: 27.03%
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+ 2024-08-11 14:33:04 INFO test: loss: 0.2485 - UP: 63.59% UR: 23.30% UF: 34.11% P: 53.54% R: 19.62% F: 28.72%
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+ 2024-08-11 14:33:04 INFO 0:00:02.721057s elapsed
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+ 2024-08-11 14:33:06 INFO lr: 4.9540e-05 - loss: 0.0082 - UP: 95.18% UR: 88.91% UF: 91.94% P: 95.18% R: 88.91% F: 91.94%
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+ 2024-08-11 14:33:07 INFO dev: loss: nan - UP: 56.41% UR: 21.36% UF: 30.99% P: 48.72% R: 18.45% F: 26.76%
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+ 2024-08-11 14:33:07 INFO test: loss: 0.2633 - UP: 69.78% UR: 20.07% UF: 31.18% P: 61.59% R: 17.72% F: 27.52%
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+ 2024-08-11 14:33:07 INFO 0:00:02.769011s elapsed
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+ 2024-08-11 14:33:09 INFO lr: 4.9530e-05 - loss: 0.0014 - UP: 95.68% UR: 88.21% UF: 91.79% P: 95.68% R: 88.21% F: 91.79%
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+ 2024-08-11 14:33:09 INFO dev: loss: nan - UP: 54.39% UR: 30.10% UF: 38.75% P: 45.61% R: 25.24% F: 32.50%
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+ 2024-08-11 14:33:10 INFO test: loss: 0.2439 - UP: 58.65% UR: 28.95% UF: 38.76% P: 49.11% R: 24.24% F: 32.46%
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+ 2024-08-11 14:33:12 INFO lr: 4.9520e-05 - loss: 0.0183 - UP: 94.23% UR: 90.64% UF: 92.40% P: 94.23% R: 90.64% F: 92.40%
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+ 2024-08-11 14:33:12 INFO dev: loss: nan - UP: 59.09% UR: 25.24% UF: 35.37% P: 52.27% R: 22.33% F: 31.29%
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+ 2024-08-11 14:33:13 INFO test: loss: 0.2583 - UP: 65.22% UR: 23.15% UF: 34.17% P: 57.82% R: 20.53% F: 30.30%
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+ 2024-08-11 14:33:13 INFO 0:00:02.783930s elapsed
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+ 2024-08-11 14:33:15 INFO lr: 4.9510e-05 - loss: 0.0004 - UP: 96.60% UR: 88.56% UF: 92.41% P: 96.60% R: 88.56% F: 92.41%
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+ 2024-08-11 14:33:15 INFO dev: loss: nan - UP: 62.50% UR: 33.98% UF: 44.03% P: 51.79% R: 28.16% F: 36.48%
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+ 2024-08-11 14:33:15 INFO test: loss: 0.2905 - UP: 60.98% UR: 24.06% UF: 34.50% P: 49.35% R: 19.47% F: 27.92%
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+ 2024-08-11 14:33:23 INFO 0:00:02.743953s elapsed (saved)
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+ 2024-08-11 14:33:25 INFO lr: 4.9500e-05 - loss: 0.0031 - UP: 95.30% UR: 91.33% UF: 93.27% P: 95.12% R: 91.16% F: 93.10%
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+ 2024-08-11 14:33:25 INFO dev: loss: nan - UP: 66.67% UR: 25.24% UF: 36.62% P: 56.41% R: 21.36% F: 30.99%
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+ 2024-08-11 14:33:25 INFO test: loss: 0.2243 - UP: 62.77% UR: 23.51% UF: 34.21% P: 58.10% R: 21.76% F: 31.66%
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+ 2024-08-11 14:33:25 INFO 0:00:02.779340s elapsed
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+ 2024-08-11 14:33:28 INFO lr: 4.9490e-05 - loss: 0.0003 - UP: 96.33% UR: 90.99% UF: 93.58% P: 95.96% R: 90.64% F: 93.23%
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+ 2024-08-11 14:33:28 INFO dev: loss: nan - UP: 56.14% UR: 31.07% UF: 40.00% P: 50.88% R: 28.16% F: 36.25%
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+ 2024-08-11 14:33:28 INFO test: loss: 0.2659 - UP: 56.97% UR: 27.38% UF: 36.98% P: 51.07% R: 24.54% F: 33.15%
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+ 2024-08-11 14:33:28 INFO 0:00:02.782615s elapsed
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+ 2024-08-11 14:33:31 INFO lr: 4.9480e-05 - loss: 0.0001 - UP: 93.81% UR: 84.06% UF: 88.67% P: 93.81% R: 84.06% F: 88.67%
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+ 2024-08-11 14:33:31 INFO dev: loss: nan - UP: 47.73% UR: 20.39% UF: 28.57% P: 34.09% R: 14.56% F: 20.41%
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+ 2024-08-11 14:33:31 INFO test: loss: 0.2421 - UP: 63.25% UR: 24.21% UF: 35.01% P: 54.81% R: 20.98% F: 30.34%
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+ 2024-08-11 14:33:33 INFO lr: 4.9470e-05 - loss: 0.0011 - UP: 93.86% UR: 90.12% UF: 91.95% P: 93.32% R: 89.60% F: 91.42%
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+ 2024-08-11 14:33:33 INFO dev: loss: nan - UP: 76.47% UR: 12.62% UF: 21.67% P: 58.82% R: 9.71% F: 16.67%
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+ 2024-08-11 14:33:34 INFO test: loss: 0.3108 - UP: 68.83% UR: 14.07% UF: 23.36% P: 61.15% R: 12.50% F: 20.75%
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+ 2024-08-11 14:33:36 INFO lr: 4.9460e-05 - loss: 0.0004 - UP: 94.31% UR: 86.14% UF: 90.04% P: 93.93% R: 85.79% F: 89.67%
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+ 2024-08-11 14:33:36 INFO dev: loss: nan - UP: 72.00% UR: 17.48% UF: 28.12% P: 52.00% R: 12.62% F: 20.31%
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+ 2024-08-11 14:33:36 INFO test: loss: 0.2208 - UP: 70.20% UR: 18.41% UF: 29.17% P: 65.13% R: 17.08% F: 27.07%
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+ 2024-08-11 14:33:39 INFO lr: 4.9450e-05 - loss: 0.0022 - UP: 94.38% UR: 87.35% UF: 90.73% P: 94.38% R: 87.35% F: 90.73%
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+ 2024-08-11 14:33:39 INFO test: loss: 0.1948 - UP: 60.95% UR: 22.76% UF: 33.14% P: 56.75% R: 21.19% F: 30.86%
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+ 2024-08-11 14:33:41 INFO lr: 4.9440e-05 - loss: 0.0026 - UP: 95.14% UR: 91.51% UF: 93.29% P: 95.14% R: 91.51% F: 93.29%
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+ 2024-08-11 14:33:42 INFO test: loss: 0.2148 - UP: 73.84% UR: 19.77% UF: 31.19% P: 69.00% R: 18.47% F: 29.14%
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+ 2024-08-11 14:33:42 INFO 0:00:02.732950s elapsed
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+ 2024-08-11 14:33:44 INFO lr: 4.9430e-05 - loss: 0.0031 - UP: 96.63% UR: 94.28% UF: 95.44% P: 96.09% R: 93.76% F: 94.91%
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+ 2024-08-11 14:33:44 INFO dev: loss: nan - UP: 75.76% UR: 24.27% UF: 36.76% P: 66.67% R: 21.36% F: 32.35%
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+ 2024-08-11 14:33:45 INFO test: loss: 0.2855 - UP: 71.17% UR: 19.89% UF: 31.09% P: 62.96% R: 17.60% F: 27.51%
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+ 2024-08-11 14:33:45 INFO 0:00:02.767035s elapsed
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+ 2024-08-11 14:33:47 INFO lr: 4.9420e-05 - loss: 0.0019 - UP: 96.72% UR: 92.03% UF: 94.32% P: 96.72% R: 92.03% F: 94.32%
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+ 2024-08-11 14:33:47 INFO dev: loss: nan - UP: 73.33% UR: 21.36% UF: 33.08% P: 63.33% R: 18.45% F: 28.57%
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+ 2024-08-11 14:33:47 INFO test: loss: 0.3057 - UP: 67.78% UR: 20.89% UF: 31.93% P: 60.33% R: 18.59% F: 28.43%
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+ 2024-08-11 14:33:50 INFO lr: 4.9410e-05 - loss: 0.0079 - UP: 97.11% UR: 93.07% UF: 95.04% P: 97.11% R: 93.07% F: 95.04%
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+ 2024-08-11 14:33:50 INFO dev: loss: nan - UP: 66.67% UR: 27.18% UF: 38.62% P: 57.14% R: 23.30% F: 33.10%
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+ 2024-08-11 14:33:50 INFO test: loss: 0.2684 - UP: 62.73% UR: 26.11% UF: 36.87% P: 56.35% R: 23.45% F: 33.12%
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+ 2024-08-11 14:33:50 INFO 0:00:02.787753s elapsed
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+ 2024-08-11 14:33:53 INFO test: loss: 0.2732 - UP: 63.94% UR: 24.30% UF: 35.21% P: 56.16% R: 21.34% F: 30.93%
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+ 2024-08-11 14:33:55 INFO dev: loss: nan - UP: 59.52% UR: 24.27% UF: 34.48% P: 50.00% R: 20.39% F: 28.97%
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+ 2024-08-11 14:33:56 INFO test: loss: 0.3485 - UP: 70.23% UR: 19.23% UF: 30.19% P: 58.77% R: 16.09% F: 25.26%
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+ 2024-08-11 14:33:58 INFO lr: 4.9380e-05 - loss: 0.0025 - UP: 98.17% UR: 92.89% UF: 95.46% P: 97.99% R: 92.72% F: 95.28%
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+ 2024-08-11 14:33:58 INFO dev: loss: nan - UP: 54.29% UR: 18.45% UF: 27.54% P: 54.29% R: 18.45% F: 27.54%
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+ 2024-08-11 14:33:58 INFO test: loss: 0.2462 - UP: 61.20% UR: 23.75% UF: 34.22% P: 57.39% R: 22.28% F: 32.09%
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+ 2024-08-11 14:34:01 INFO dev: loss: nan - UP: 54.29% UR: 18.45% UF: 27.54% P: 48.57% R: 16.50% F: 24.64%
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+ 2024-08-11 14:34:01 INFO test: loss: 0.2517 - UP: 65.19% UR: 22.73% UF: 33.71% P: 61.39% R: 21.40% F: 31.74%
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+ 2024-08-11 14:34:03 INFO dev: loss: nan - UP: 57.14% UR: 19.42% UF: 28.99% P: 51.43% R: 17.48% F: 26.09%
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+ 2024-08-11 14:34:04 INFO test: loss: 0.2570 - UP: 65.22% UR: 22.70% UF: 33.68% P: 61.67% R: 21.46% F: 31.84%
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+ 2024-08-11 14:34:06 INFO dev: loss: nan - UP: 62.50% UR: 24.27% UF: 34.97% P: 55.00% R: 21.36% F: 30.77%
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+ 2024-08-11 14:34:07 INFO test: loss: 0.2545 - UP: 64.10% UR: 23.33% UF: 34.21% P: 60.28% R: 21.94% F: 32.18%
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+ 2024-08-11 14:34:09 INFO dev: loss: nan - UP: 61.90% UR: 25.24% UF: 35.86% P: 52.38% R: 21.36% F: 30.34%
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+ 2024-08-11 14:34:09 INFO test: loss: 0.2351 - UP: 68.77% UR: 24.39% UF: 36.01% P: 64.51% R: 22.88% F: 33.78%
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+ 2024-08-11 14:34:09 INFO 0:00:02.784198s elapsed
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+ 2024-08-11 14:34:12 INFO lr: 4.9330e-05 - loss: 0.0000 - UP: 98.04% UR: 95.49% UF: 96.75% P: 98.04% R: 95.49% F: 96.75%
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+ 2024-08-11 14:34:12 INFO dev: loss: nan - UP: 60.00% UR: 20.39% UF: 30.43% P: 51.43% R: 17.48% F: 26.09%
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+ 2024-08-11 14:34:12 INFO test: loss: 0.2608 - UP: 72.95% UR: 20.10% UF: 31.52% P: 68.35% R: 18.83% F: 29.53%
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+ 2024-08-11 14:34:12 INFO 0:00:02.689914s elapsed
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+ 2024-08-11 14:34:14 INFO lr: 4.9320e-05 - loss: nan - UP: 98.33% UR: 91.68% UF: 94.89% P: 98.14% R: 91.51% F: 94.71%
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+ 2024-08-11 14:34:14 INFO dev: loss: nan - UP: 68.00% UR: 33.01% UF: 44.44% P: 58.00% R: 28.16% F: 37.91%
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+ 2024-08-11 14:34:15 INFO test: loss: 0.2384 - UP: 61.79% UR: 26.26% UF: 36.86% P: 57.32% R: 24.36% F: 34.19%
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+ 2024-08-11 14:34:24 INFO dev: loss: nan - UP: 68.75% UR: 32.04% UF: 43.71% P: 58.33% R: 27.18% F: 37.09%
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+ 2024-08-11 14:34:24 INFO test: loss: 0.2681 - UP: 64.33% UR: 25.20% UF: 36.22% P: 58.86% R: 23.06% F: 33.14%
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485
+ 2024-08-11 14:34:27 INFO dev: loss: nan - UP: 60.00% UR: 20.39% UF: 30.43% P: 48.57% R: 16.50% F: 24.64%
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+ 2024-08-11 14:34:27 INFO test: loss: 0.3050 - UP: 68.15% UR: 20.40% UF: 31.41% P: 63.51% R: 19.02% F: 29.27%
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491
+ 2024-08-11 14:34:30 INFO dev: loss: nan - UP: 67.35% UR: 32.04% UF: 43.42% P: 57.14% R: 27.18% F: 36.84%
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+ 2024-08-11 14:34:30 INFO test: loss: 0.2534 - UP: 62.79% UR: 29.34% UF: 39.99% P: 58.07% R: 27.14% F: 36.99%
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497
+ 2024-08-11 14:34:32 INFO dev: loss: nan - UP: 52.83% UR: 27.18% UF: 35.90% P: 39.62% R: 20.39% F: 26.92%
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+ 2024-08-11 14:34:33 INFO test: loss: 0.2112 - UP: 59.24% UR: 25.35% UF: 35.51% P: 52.33% R: 22.40% F: 31.37%
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+ 2024-08-11 14:34:35 INFO lr: 4.9270e-05 - loss: 0.0175 - UP: 92.83% UR: 89.77% UF: 91.28% P: 92.65% R: 89.60% F: 91.10%
503
+ 2024-08-11 14:34:35 INFO dev: loss: nan - UP: 62.86% UR: 21.36% UF: 31.88% P: 54.29% R: 18.45% F: 27.54%
504
+ 2024-08-11 14:34:35 INFO test: loss: 0.2784 - UP: 65.20% UR: 20.19% UF: 30.84% P: 55.46% R: 17.17% F: 26.23%
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+ 2024-08-11 14:34:35 INFO 0:00:02.697220s elapsed
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+ 2024-08-11 14:34:38 INFO lr: 4.9260e-05 - loss: 0.0012 - UP: 96.44% UR: 89.25% UF: 92.71% P: 96.44% R: 89.25% F: 92.71%
509
+ 2024-08-11 14:34:38 INFO dev: loss: nan - UP: 60.61% UR: 19.42% UF: 29.41% P: 51.52% R: 16.50% F: 25.00%
510
+ 2024-08-11 14:34:38 INFO test: loss: 0.2646 - UP: 68.21% UR: 23.12% UF: 34.54% P: 62.24% R: 21.10% F: 31.51%
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+ 2024-08-11 14:34:38 INFO 0:00:02.752621s elapsed
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+ 2024-08-11 14:34:40 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 94.57% UR: 87.52% UF: 90.91% P: 94.57% R: 87.52% F: 90.91%
515
+ 2024-08-11 14:34:41 INFO dev: loss: nan - UP: 62.50% UR: 19.42% UF: 29.63% P: 59.37% R: 18.45% F: 28.15%
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+ 2024-08-11 14:34:41 INFO test: loss: 0.2800 - UP: 66.77% UR: 18.93% UF: 29.49% P: 61.55% R: 17.45% F: 27.19%
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+ 2024-08-11 14:34:41 INFO 0:00:02.674209s elapsed
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+ 2024-08-11 14:34:43 INFO lr: 4.9240e-05 - loss: 0.0081 - UP: 97.00% UR: 89.60% UF: 93.15% P: 96.81% R: 89.43% F: 92.97%
521
+ 2024-08-11 14:34:43 INFO dev: loss: nan - UP: 67.44% UR: 28.16% UF: 39.73% P: 55.81% R: 23.30% F: 32.88%
522
+ 2024-08-11 14:34:44 INFO test: loss: 0.2575 - UP: 66.67% UR: 23.91% UF: 35.19% P: 61.11% R: 21.91% F: 32.26%
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+ 2024-08-11 14:34:44 INFO 0:00:02.787043s elapsed
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+ 2024-08-11 14:34:44 INFO Epoch 77 / 5000:
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+ 2024-08-11 14:34:46 INFO lr: 4.9230e-05 - loss: nan - UP: 96.44% UR: 93.93% UF: 95.17% P: 96.26% R: 93.76% F: 95.00%
527
+ 2024-08-11 14:34:46 INFO dev: loss: nan - UP: 65.00% UR: 25.24% UF: 36.36% P: 55.00% R: 21.36% F: 30.77%
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+ 2024-08-11 14:34:47 INFO test: loss: 0.2400 - UP: 69.22% UR: 23.21% UF: 34.76% P: 63.91% R: 21.43% F: 32.10%
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+ 2024-08-11 14:34:47 INFO 0:00:02.838644s elapsed
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+ 2024-08-11 14:34:49 INFO lr: 4.9220e-05 - loss: 0.0030 - UP: 96.83% UR: 95.32% UF: 96.07% P: 96.83% R: 95.32% F: 96.07%
533
+ 2024-08-11 14:34:49 INFO dev: loss: nan - UP: 65.91% UR: 28.16% UF: 39.46% P: 56.82% R: 24.27% F: 34.01%
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+ 2024-08-11 14:34:49 INFO test: loss: 0.2643 - UP: 67.33% UR: 22.46% UF: 33.68% P: 59.19% R: 19.74% F: 29.61%
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+ 2024-08-11 14:34:49 INFO 0:00:02.698589s elapsed
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+ 2024-08-11 14:34:49 INFO Epoch 79 / 5000:
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+ 2024-08-11 14:34:52 INFO lr: 4.9210e-05 - loss: 0.0071 - UP: 98.23% UR: 96.01% UF: 97.11% P: 98.23% R: 96.01% F: 97.11%
539
+ 2024-08-11 14:34:52 INFO dev: loss: nan - UP: 66.67% UR: 27.18% UF: 38.62% P: 57.14% R: 23.30% F: 33.10%
540
+ 2024-08-11 14:34:52 INFO test: loss: 0.2565 - UP: 64.25% UR: 23.54% UF: 34.46% P: 58.57% R: 21.46% F: 31.41%
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+ 2024-08-11 14:34:52 INFO 0:00:02.827721s elapsed
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+ 2024-08-11 14:34:52 INFO Epoch 80 / 5000:
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+ 2024-08-11 14:34:54 INFO lr: 4.9200e-05 - loss: 0.0040 - UP: 98.05% UR: 95.67% UF: 96.84% P: 97.87% R: 95.49% F: 96.67%
545
+ 2024-08-11 14:34:54 INFO dev: loss: nan - UP: 65.96% UR: 30.10% UF: 41.33% P: 57.45% R: 26.21% F: 36.00%
546
+ 2024-08-11 14:34:55 INFO test: loss: 0.3829 - UP: 65.15% UR: 23.69% UF: 34.75% P: 49.05% R: 17.84% F: 26.16%
547
+ 2024-08-11 14:34:55 INFO 0:00:02.705587s elapsed
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+ 2024-08-11 14:34:55 INFO Epoch 81 / 5000:
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+ 2024-08-11 14:34:57 INFO lr: 4.9190e-05 - loss: nan - UP: 97.10% UR: 92.72% UF: 94.86% P: 97.10% R: 92.72% F: 94.86%
551
+ 2024-08-11 14:34:57 INFO dev: loss: nan - UP: 59.09% UR: 25.24% UF: 35.37% P: 52.27% R: 22.33% F: 31.29%
552
+ 2024-08-11 14:34:57 INFO test: loss: 0.2372 - UP: 62.84% UR: 27.56% UF: 38.31% P: 56.85% R: 24.93% F: 34.66%
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+ 2024-08-11 14:34:57 INFO 0:00:02.696467s elapsed
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+ 2024-08-11 14:34:57 INFO Epoch 82 / 5000:
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+ 2024-08-11 14:35:00 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 97.14% UR: 94.28% UF: 95.69% P: 97.14% R: 94.28% F: 95.69%
557
+ 2024-08-11 14:35:00 INFO dev: loss: nan - UP: 58.54% UR: 23.30% UF: 33.33% P: 51.22% R: 20.39% F: 29.17%
558
+ 2024-08-11 14:35:00 INFO test: loss: 0.2565 - UP: 59.06% UR: 25.78% UF: 35.89% P: 54.36% R: 23.72% F: 33.03%
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+ 2024-08-11 14:35:00 INFO 0:00:02.782857s elapsed
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+ 2024-08-11 14:35:00 INFO Epoch 83 / 5000:
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+ 2024-08-11 14:35:03 INFO lr: 4.9170e-05 - loss: 0.0037 - UP: 96.66% UR: 95.32% UF: 95.99% P: 96.66% R: 95.32% F: 95.99%
563
+ 2024-08-11 14:35:03 INFO dev: loss: nan - UP: 57.78% UR: 25.24% UF: 35.14% P: 48.89% R: 21.36% F: 29.73%
564
+ 2024-08-11 14:35:03 INFO test: loss: 0.2608 - UP: 60.34% UR: 28.10% UF: 38.34% P: 54.31% R: 25.29% F: 34.51%
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+ 2024-08-11 14:35:03 INFO 0:00:02.828513s elapsed
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+ 2024-08-11 14:35:03 INFO Epoch 84 / 5000:
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+ 2024-08-11 14:35:05 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 98.22% UR: 95.49% UF: 96.84% P: 98.22% R: 95.49% F: 96.84%
569
+ 2024-08-11 14:35:05 INFO dev: loss: nan - UP: 60.87% UR: 27.18% UF: 37.58% P: 47.83% R: 21.36% F: 29.53%
570
+ 2024-08-11 14:35:06 INFO test: loss: 0.2883 - UP: 62.70% UR: 26.59% UF: 37.35% P: 55.59% R: 23.57% F: 33.11%
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+ 2024-08-11 14:35:06 INFO 0:00:02.711914s elapsed
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+ 2024-08-11 14:35:08 INFO lr: 4.9150e-05 - loss: 0.0001 - UP: 98.42% UR: 97.40% UF: 97.91% P: 98.42% R: 97.40% F: 97.91%
575
+ 2024-08-11 14:35:08 INFO dev: loss: nan - UP: 58.33% UR: 20.39% UF: 30.22% P: 50.00% R: 17.48% F: 25.90%
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+ 2024-08-11 14:35:09 INFO test: loss: 0.2966 - UP: 61.49% UR: 23.42% UF: 33.92% P: 55.94% R: 21.31% F: 30.86%
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+ 2024-08-11 14:35:09 INFO 0:00:02.755886s elapsed
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+ 2024-08-11 14:35:11 INFO lr: 4.9140e-05 - loss: 0.0002 - UP: 98.40% UR: 96.19% UF: 97.28% P: 98.40% R: 96.19% F: 97.28%
581
+ 2024-08-11 14:35:11 INFO dev: loss: nan - UP: 58.18% UR: 31.07% UF: 40.51% P: 47.27% R: 25.24% F: 32.91%
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+ 2024-08-11 14:35:11 INFO test: loss: 0.3154 - UP: 58.83% UR: 28.86% UF: 38.72% P: 51.14% R: 25.08% F: 33.66%
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+ 2024-08-11 14:35:11 INFO 0:00:02.736574s elapsed
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+ 2024-08-11 14:35:14 INFO lr: 4.9130e-05 - loss: 0.0040 - UP: 98.75% UR: 96.01% UF: 97.36% P: 98.75% R: 96.01% F: 97.36%
587
+ 2024-08-11 14:35:14 INFO dev: loss: nan - UP: 55.00% UR: 21.36% UF: 30.77% P: 50.00% R: 19.42% F: 27.97%
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+ 2024-08-11 14:35:14 INFO test: loss: 0.3581 - UP: 70.19% UR: 22.03% UF: 33.54% P: 57.79% R: 18.14% F: 27.61%
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+ 2024-08-11 14:35:14 INFO 0:00:02.788719s elapsed
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+ 2024-08-11 14:35:16 INFO lr: 4.9120e-05 - loss: 0.0000 - UP: 98.58% UR: 96.36% UF: 97.46% P: 98.58% R: 96.36% F: 97.46%
593
+ 2024-08-11 14:35:17 INFO dev: loss: nan - UP: 58.14% UR: 24.27% UF: 34.25% P: 46.51% R: 19.42% F: 27.40%
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+ 2024-08-11 14:35:17 INFO test: loss: 0.2990 - UP: 63.72% UR: 27.41% UF: 38.33% P: 55.23% R: 23.75% F: 33.22%
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+ 2024-08-11 14:35:17 INFO 0:00:02.827350s elapsed
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+ 2024-08-11 14:35:19 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 97.86% UR: 94.97% UF: 96.39% P: 97.86% R: 94.97% F: 96.39%
599
+ 2024-08-11 14:35:19 INFO dev: loss: nan - UP: 56.25% UR: 17.48% UF: 26.67% P: 50.00% R: 15.53% F: 23.70%
600
+ 2024-08-11 14:35:20 INFO test: loss: 0.2985 - UP: 59.48% UR: 26.05% UF: 36.23% P: 52.65% R: 23.06% F: 32.07%
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+ 2024-08-11 14:35:20 INFO 0:00:02.805334s elapsed
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+ 2024-08-11 14:35:22 INFO lr: 4.9100e-05 - loss: 0.0032 - UP: 98.00% UR: 93.41% UF: 95.65% P: 98.00% R: 93.41% F: 95.65%
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+ 2024-08-11 14:35:22 INFO dev: loss: nan - UP: 58.82% UR: 19.42% UF: 29.20% P: 50.00% R: 16.50% F: 24.82%
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+ 2024-08-11 14:35:22 INFO test: loss: 0.2910 - UP: 66.56% UR: 19.29% UF: 29.91% P: 56.98% R: 16.51% F: 25.60%
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+ 2024-08-11 14:35:22 INFO 0:00:02.733710s elapsed
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+ 2024-08-11 14:35:25 INFO lr: 4.9090e-05 - loss: 0.0002 - UP: 98.38% UR: 94.97% UF: 96.65% P: 98.20% R: 94.80% F: 96.47%
611
+ 2024-08-11 14:35:25 INFO dev: loss: nan - UP: 61.11% UR: 21.36% UF: 31.65% P: 47.22% R: 16.50% F: 24.46%
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+ 2024-08-11 14:35:25 INFO test: loss: 0.2955 - UP: 65.77% UR: 22.91% UF: 33.98% P: 59.62% R: 20.77% F: 30.80%
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+ 2024-08-11 14:35:25 INFO 0:00:02.708995s elapsed
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+
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+ 2024-08-11 14:35:25 INFO Epoch 92 / 5000:
616
+ 2024-08-11 14:35:27 INFO lr: 4.9080e-05 - loss: 0.0004 - UP: 97.53% UR: 95.84% UF: 96.68% P: 97.53% R: 95.84% F: 96.68%
617
+ 2024-08-11 14:35:28 INFO dev: loss: nan - UP: 54.69% UR: 33.98% UF: 41.92% P: 42.19% R: 26.21% F: 32.34%
618
+ 2024-08-11 14:35:28 INFO test: loss: 0.2699 - UP: 56.16% UR: 28.19% UF: 37.54% P: 49.07% R: 24.63% F: 32.80%
619
+ 2024-08-11 14:35:28 INFO 0:00:02.778382s elapsed
620
+
621
+ 2024-08-11 14:35:28 INFO Epoch 93 / 5000:
622
+ 2024-08-11 14:35:30 INFO lr: 4.9070e-05 - loss: 0.0023 - UP: 93.05% UR: 88.21% UF: 90.57% P: 91.59% R: 86.83% F: 89.15%
623
+ 2024-08-11 14:35:30 INFO dev: loss: nan - UP: 58.49% UR: 30.10% UF: 39.74% P: 54.72% R: 28.16% F: 37.18%
624
+ 2024-08-11 14:35:31 INFO test: loss: 0.3494 - UP: 55.17% UR: 32.03% UF: 40.53% P: 43.99% R: 25.54% F: 32.31%
625
+ 2024-08-11 14:35:31 INFO 0:00:02.720822s elapsed
626
+
627
+ 2024-08-11 14:35:31 INFO Epoch 94 / 5000:
628
+ 2024-08-11 14:35:33 INFO lr: 4.9060e-05 - loss: 0.0023 - UP: 87.48% UR: 79.90% UF: 83.51% P: 85.58% R: 78.16% F: 81.70%
629
+ 2024-08-11 14:35:33 INFO dev: loss: nan - UP: 47.06% UR: 23.30% UF: 31.17% P: 33.33% R: 16.50% F: 22.08%
630
+ 2024-08-11 14:35:33 INFO test: loss: 0.3738 - UP: 60.08% UR: 21.58% UF: 31.76% P: 42.61% R: 15.30% F: 22.52%
631
+ 2024-08-11 14:35:33 INFO 0:00:02.799357s elapsed
632
+
633
+ 2024-08-11 14:35:33 INFO Epoch 95 / 5000:
634
+ 2024-08-11 14:35:36 INFO lr: 4.9050e-05 - loss: 0.0149 - UP: 91.68% UR: 84.06% UF: 87.70% P: 90.36% R: 82.84% F: 86.44%
635
+ 2024-08-11 14:35:36 INFO dev: loss: nan - UP: 41.86% UR: 17.48% UF: 24.66% P: 39.53% R: 16.50% F: 23.29%
636
+ 2024-08-11 14:35:36 INFO test: loss: 0.5036 - UP: 57.71% UR: 20.89% UF: 30.67% P: 41.12% R: 14.88% F: 21.85%
637
+ 2024-08-11 14:35:36 INFO 0:00:02.648560s elapsed
638
+
639
+ 2024-08-11 14:35:36 INFO Epoch 96 / 5000:
640
+ 2024-08-11 14:35:38 INFO lr: 4.9040e-05 - loss: 0.0085 - UP: 85.86% UR: 85.27% UF: 85.57% P: 83.42% R: 82.84% F: 83.13%
641
+ 2024-08-11 14:35:38 INFO dev: loss: nan - UP: 39.34% UR: 23.30% UF: 29.27% P: 27.87% R: 16.50% F: 20.73%
642
+ 2024-08-11 14:35:39 INFO test: loss: 0.3905 - UP: 50.62% UR: 27.08% UF: 35.28% P: 34.14% R: 18.26% F: 23.80%
643
+ 2024-08-11 14:35:39 INFO 0:00:02.680692s elapsed
644
+
645
+ 2024-08-11 14:35:39 INFO Epoch 97 / 5000:
646
+ 2024-08-11 14:35:41 INFO lr: 4.9030e-05 - loss: 0.0005 - UP: 88.87% UR: 81.63% UF: 85.09% P: 86.60% R: 79.55% F: 82.93%
647
+ 2024-08-11 14:35:41 INFO dev: loss: nan - UP: 40.54% UR: 29.13% UF: 33.90% P: 32.43% R: 23.30% F: 27.12%
648
+ 2024-08-11 14:35:42 INFO test: loss: 0.3460 - UP: 48.12% UR: 28.16% UF: 35.53% P: 40.74% R: 23.85% F: 30.08%
649
+ 2024-08-11 14:35:42 INFO 0:00:02.768420s elapsed
650
+
651
+ 2024-08-11 14:35:42 INFO Epoch 98 / 5000:
652
+ 2024-08-11 14:35:44 INFO lr: 4.9020e-05 - loss: 0.0030 - UP: 83.22% UR: 82.50% UF: 82.85% P: 81.64% R: 80.94% F: 81.29%
653
+ 2024-08-11 14:35:44 INFO dev: loss: nan - UP: 50.00% UR: 15.53% UF: 23.70% P: 43.75% R: 13.59% F: 20.74%
654
+ 2024-08-11 14:35:44 INFO test: loss: 0.4382 - UP: 70.55% UR: 18.08% UF: 28.78% P: 47.35% R: 12.13% F: 19.32%
655
+ 2024-08-11 14:35:44 INFO 0:00:02.707169s elapsed
656
+
657
+ 2024-08-11 14:35:52 INFO Epoch 68 saved
658
+ 2024-08-11 14:35:52 INFO dev: UP: 68.00% UR: 33.01% UF: 44.44% P: 58.00% R: 28.16% F: 37.91%
659
+ 2024-08-11 14:35:52 INFO test: UP: 61.79% UR: 26.26% UF: 36.86% P: 57.32% R: 24.36% F: 34.19%
660
+ 2024-08-11 14:35:52 INFO 0:04:29.522399s elapsed, 0:00:02.750229s/epoch