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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +2 -0
  2. models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_roberta_6 +3 -0
  3. models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_roberta_6.train.log +372 -0
  4. models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_xlm_6 +3 -0
  5. models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_xlm_6.train.log +504 -0
.gitattributes CHANGED
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+ 2024-08-11 14:44:17 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_desc/10/model_vi_opener_en_roberta_6
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+ device | 1
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_desc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_desc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | roberta-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-11 14:44:17 INFO Building the fields
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+ 2024-08-11 14:44:17 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 14:44:17 INFO Building the model
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+ 2024-08-11 14:44:19 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 14:44:19 INFO Loading the data
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+ 2024-08-11 14:44:20 INFO
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+ train: Dataset(n_sentences=173, n_batches=19, n_buckets=19)
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+ dev: Dataset(n_sentences=23, n_batches=12, n_buckets=12)
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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 14:44:20 INFO Epoch 1 / 5000:
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+ 2024-08-11 14:44:21 INFO lr: 4.9990e-05 - loss: 0.2401 - UP: 9.25% UR: 13.72% UF: 11.05% P: 4.54% R: 6.73% F: 5.42%
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+ 2024-08-11 14:44:21 INFO dev: loss: 0.3169 - 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 14:44:21 INFO test: loss: 0.2870 - UP: 6.90% UR: 0.24% UF: 0.47% P: 6.90% R: 0.24% F: 0.47%
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+ 2024-08-11 14:44:21 INFO 0:00:01.969308s elapsed
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+
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+ 2024-08-11 14:44:21 INFO Epoch 2 / 5000:
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+ 2024-08-11 14:44:22 INFO lr: 4.9980e-05 - loss: 0.0841 - UP: 46.02% UR: 12.97% UF: 20.23% P: 43.36% R: 12.22% F: 19.07%
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+ 2024-08-11 14:44:23 INFO dev: loss: 0.2268 - UP: 68.09% UR: 25.00% UF: 36.57% P: 68.09% R: 25.00% F: 36.57%
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+ 2024-08-11 14:44:23 INFO test: loss: 0.2293 - UP: 48.34% UR: 12.32% UF: 19.63% P: 37.32% R: 9.51% F: 15.16%
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+ 2024-08-11 14:44:25 INFO 0:00:01.497406s elapsed (saved)
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+
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+ 2024-08-11 14:44:25 INFO Epoch 3 / 5000:
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+ 2024-08-11 14:44:26 INFO lr: 4.9970e-05 - loss: 0.1472 - UP: 60.99% UR: 21.45% UF: 31.73% P: 60.64% R: 21.32% F: 31.55%
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+ 2024-08-11 14:44:26 INFO dev: loss: 0.1874 - UP: 75.76% UR: 39.06% UF: 51.55% P: 75.76% R: 39.06% F: 51.55%
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+ 2024-08-11 14:44:26 INFO test: loss: 0.2099 - UP: 63.04% UR: 15.91% UF: 25.40% P: 50.84% R: 12.83% F: 20.49%
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+ 2024-08-11 14:44:29 INFO 0:00:01.511820s elapsed (saved)
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+ 2024-08-11 14:44:29 INFO Epoch 4 / 5000:
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+ 2024-08-11 14:44:30 INFO lr: 4.9960e-05 - loss: 0.2325 - UP: 71.02% UR: 40.65% UF: 51.70% P: 70.59% R: 40.40% F: 51.39%
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+ 2024-08-11 14:44:30 INFO dev: loss: 0.1902 - UP: 84.13% UR: 41.41% UF: 55.50% P: 84.13% R: 41.41% F: 55.50%
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+ 2024-08-11 14:44:31 INFO test: loss: 0.1756 - UP: 68.51% UR: 15.36% UF: 25.10% P: 58.14% R: 13.04% F: 21.30%
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+ 2024-08-11 14:44:34 INFO 0:00:01.600988s elapsed (saved)
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+
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+ 2024-08-11 14:44:34 INFO Epoch 5 / 5000:
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+ 2024-08-11 14:44:35 INFO lr: 4.9950e-05 - loss: 0.2017 - UP: 74.01% UR: 51.50% UF: 60.74% P: 73.30% R: 51.00% F: 60.15%
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+ 2024-08-11 14:44:35 INFO dev: loss: 0.1727 - UP: 64.95% UR: 49.22% UF: 56.00% P: 64.95% R: 49.22% F: 56.00%
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+ 2024-08-11 14:44:36 INFO test: loss: 0.1865 - UP: 51.46% UR: 22.40% UF: 31.21% P: 41.12% R: 17.90% F: 24.94%
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+ 2024-08-11 14:44:38 INFO 0:00:01.565003s elapsed (saved)
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+
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+ 2024-08-11 14:44:38 INFO Epoch 6 / 5000:
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+ 2024-08-11 14:44:39 INFO lr: 4.9940e-05 - loss: 0.0947 - UP: 81.66% UR: 58.85% UF: 68.41% P: 80.97% R: 58.35% F: 67.83%
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+ 2024-08-11 14:44:39 INFO dev: loss: 0.1691 - UP: 76.25% UR: 47.66% UF: 58.65% P: 76.25% R: 47.66% F: 58.65%
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+ 2024-08-11 14:44:40 INFO test: loss: 0.2291 - UP: 63.38% UR: 20.16% UF: 30.59% P: 50.00% R: 15.91% F: 24.14%
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+ 2024-08-11 14:44:43 INFO 0:00:01.578755s elapsed (saved)
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+
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+ 2024-08-11 14:44:43 INFO Epoch 7 / 5000:
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+ 2024-08-11 14:44:44 INFO lr: 4.9930e-05 - loss: 0.0837 - UP: 84.94% UR: 66.08% UF: 74.33% P: 84.29% R: 65.59% F: 73.77%
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+ 2024-08-11 14:44:44 INFO dev: loss: 0.1563 - UP: 71.91% UR: 50.00% UF: 58.99% P: 71.91% R: 50.00% F: 58.99%
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+ 2024-08-11 14:44:44 INFO test: loss: 0.1799 - UP: 63.17% UR: 23.45% UF: 34.21% P: 52.44% R: 19.47% F: 28.40%
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+ 2024-08-11 14:44:48 INFO 0:00:01.564987s elapsed (saved)
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+
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+ 2024-08-11 14:44:48 INFO Epoch 8 / 5000:
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+ 2024-08-11 14:44:49 INFO lr: 4.9920e-05 - loss: 0.0303 - UP: 87.03% UR: 72.82% UF: 79.29% P: 86.89% R: 72.69% F: 79.16%
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+ 2024-08-11 14:44:49 INFO dev: loss: 0.1633 - UP: 78.21% UR: 47.66% UF: 59.22% P: 78.21% R: 47.66% F: 59.22%
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+ 2024-08-11 14:44:49 INFO test: loss: 0.2139 - UP: 59.34% UR: 22.73% UF: 32.87% P: 47.52% R: 18.20% F: 26.32%
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+ 2024-08-11 14:44:52 INFO 0:00:01.541185s elapsed (saved)
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+
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+ 2024-08-11 14:44:52 INFO Epoch 9 / 5000:
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+ 2024-08-11 14:44:53 INFO lr: 4.9910e-05 - loss: 0.0255 - UP: 86.24% UR: 73.44% UF: 79.33% P: 85.65% R: 72.94% F: 78.79%
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+ 2024-08-11 14:44:53 INFO dev: loss: 0.1755 - UP: 79.07% UR: 53.12% UF: 63.55% P: 79.07% R: 53.12% F: 63.55%
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+ 2024-08-11 14:44:53 INFO test: loss: 0.2154 - UP: 61.81% UR: 24.72% UF: 35.32% P: 50.49% R: 20.19% F: 28.85%
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+ 2024-08-11 14:44:56 INFO 0:00:01.568196s elapsed (saved)
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+
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+ 2024-08-11 14:44:56 INFO Epoch 10 / 5000:
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+ 2024-08-11 14:44:57 INFO lr: 4.9900e-05 - loss: 0.0305 - UP: 86.96% UR: 74.81% UF: 80.43% P: 86.81% R: 74.69% F: 80.29%
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+ 2024-08-11 14:44:57 INFO dev: loss: 0.1827 - UP: 71.30% UR: 60.16% UF: 65.25% P: 71.30% R: 60.16% F: 65.25%
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+ 2024-08-11 14:44:58 INFO test: loss: 0.2361 - UP: 61.93% UR: 26.02% UF: 36.64% P: 51.22% R: 21.52% F: 30.31%
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+ 2024-08-11 14:45:00 INFO 0:00:01.591129s elapsed (saved)
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+
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+ 2024-08-11 14:45:00 INFO Epoch 11 / 5000:
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+ 2024-08-11 14:45:02 INFO lr: 4.9890e-05 - loss: 0.0568 - UP: 85.88% UR: 75.81% UF: 80.53% P: 85.59% R: 75.56% F: 80.26%
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+ 2024-08-11 14:45:02 INFO dev: loss: 0.1619 - UP: 80.82% UR: 46.09% UF: 58.71% P: 80.82% R: 46.09% F: 58.71%
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+ 2024-08-11 14:45:02 INFO test: loss: 0.2288 - UP: 79.04% UR: 17.87% UF: 29.15% P: 64.49% R: 14.58% F: 23.78%
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+ 2024-08-11 14:45:02 INFO 0:00:01.549976s elapsed
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+
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+ 2024-08-11 14:45:02 INFO Epoch 12 / 5000:
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+ 2024-08-11 14:45:03 INFO lr: 4.9880e-05 - loss: 0.1021 - UP: 90.17% UR: 74.31% UF: 81.48% P: 89.71% R: 73.94% F: 81.07%
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+ 2024-08-11 14:45:03 INFO dev: loss: 0.1147 - UP: 74.53% UR: 61.72% UF: 67.52% P: 74.53% R: 61.72% F: 67.52%
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+ 2024-08-11 14:45:04 INFO test: loss: 0.2450 - UP: 64.96% UR: 24.12% UF: 35.17% P: 53.33% R: 19.80% F: 28.88%
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+ 2024-08-11 14:45:06 INFO 0:00:01.523085s elapsed (saved)
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+
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+ 2024-08-11 14:45:06 INFO Epoch 13 / 5000:
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+ 2024-08-11 14:45:07 INFO lr: 4.9870e-05 - loss: 0.0270 - UP: 89.71% UR: 80.42% UF: 84.81% P: 89.71% R: 80.42% F: 84.81%
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+ 2024-08-11 14:45:07 INFO dev: loss: 0.1870 - UP: 76.36% UR: 65.62% UF: 70.59% P: 76.36% R: 65.62% F: 70.59%
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+ 2024-08-11 14:45:08 INFO test: loss: 0.2178 - UP: 61.94% UR: 27.95% UF: 38.52% P: 51.17% R: 23.09% F: 31.82%
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+ 2024-08-11 14:45:11 INFO 0:00:01.574484s elapsed (saved)
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+
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+ 2024-08-11 14:45:11 INFO Epoch 14 / 5000:
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+ 2024-08-11 14:45:12 INFO lr: 4.9860e-05 - loss: 0.0720 - UP: 91.53% UR: 84.91% UF: 88.10% P: 91.53% R: 84.91% F: 88.10%
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+ 2024-08-11 14:45:12 INFO dev: loss: 0.1589 - UP: 78.43% UR: 62.50% UF: 69.57% P: 78.43% R: 62.50% F: 69.57%
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+ 2024-08-11 14:45:13 INFO test: loss: 0.2630 - UP: 62.76% UR: 28.28% UF: 38.99% P: 51.37% R: 23.15% F: 31.92%
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+ 2024-08-11 14:45:13 INFO 0:00:01.569865s elapsed
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+
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+ 2024-08-11 14:45:13 INFO Epoch 15 / 5000:
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+ 2024-08-11 14:45:14 INFO lr: 4.9850e-05 - loss: 0.0645 - UP: 93.04% UR: 86.66% UF: 89.74% P: 92.90% R: 86.53% F: 89.61%
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+ 2024-08-11 14:45:14 INFO dev: loss: 0.1983 - UP: 68.18% UR: 70.31% UF: 69.23% P: 68.18% R: 70.31% F: 69.23%
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+ 2024-08-11 14:45:14 INFO test: loss: 0.2818 - UP: 59.62% UR: 30.97% UF: 40.76% P: 49.33% R: 25.63% F: 33.73%
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+ 2024-08-11 14:45:14 INFO 0:00:01.578360s elapsed
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+
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+ 2024-08-11 14:45:14 INFO Epoch 16 / 5000:
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+ 2024-08-11 14:45:15 INFO lr: 4.9840e-05 - loss: 0.0066 - UP: 92.14% UR: 86.28% UF: 89.12% P: 91.61% R: 85.79% F: 88.60%
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+ 2024-08-11 14:45:15 INFO dev: loss: 0.1308 - UP: 82.95% UR: 57.03% UF: 67.59% P: 82.95% R: 57.03% F: 67.59%
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+ 2024-08-11 14:45:16 INFO test: loss: 0.2052 - UP: 64.81% UR: 26.29% UF: 37.41% P: 55.13% R: 22.37% F: 31.82%
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+ 2024-08-11 14:45:16 INFO 0:00:01.584265s elapsed
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+ 2024-08-11 14:45:16 INFO Epoch 17 / 5000:
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+ 2024-08-11 14:45:17 INFO lr: 4.9830e-05 - loss: 0.0110 - UP: 94.79% UR: 88.40% UF: 91.48% P: 94.65% R: 88.28% F: 91.35%
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+ 2024-08-11 14:45:17 INFO dev: loss: 0.1657 - UP: 78.85% UR: 64.06% UF: 70.69% P: 78.85% R: 64.06% F: 70.69%
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+ 2024-08-11 14:45:17 INFO test: loss: 0.2755 - UP: 63.01% UR: 27.71% UF: 38.49% P: 51.82% R: 22.79% F: 31.66%
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+ 2024-08-11 14:45:20 INFO 0:00:01.591312s elapsed (saved)
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+ 2024-08-11 14:45:20 INFO Epoch 18 / 5000:
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+ 2024-08-11 14:45:21 INFO lr: 4.9820e-05 - loss: 0.0190 - UP: 96.02% UR: 90.27% UF: 93.06% P: 96.02% R: 90.27% F: 93.06%
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+ 2024-08-11 14:45:21 INFO dev: loss: 0.1612 - UP: 86.32% UR: 64.06% UF: 73.54% P: 86.32% R: 64.06% F: 73.54%
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+ 2024-08-11 14:45:22 INFO test: loss: 0.2805 - UP: 67.19% UR: 27.20% UF: 38.72% P: 54.81% R: 22.19% F: 31.59%
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+ 2024-08-11 14:45:25 INFO 0:00:01.573877s elapsed (saved)
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+ 2024-08-11 14:45:25 INFO Epoch 19 / 5000:
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+ 2024-08-11 14:45:26 INFO lr: 4.9810e-05 - loss: 0.0139 - UP: 97.43% UR: 89.78% UF: 93.45% P: 97.16% R: 89.53% F: 93.19%
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+ 2024-08-11 14:45:26 INFO dev: loss: 0.1500 - UP: 79.63% UR: 67.19% UF: 72.88% P: 79.63% R: 67.19% F: 72.88%
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+ 2024-08-11 14:45:26 INFO test: loss: 0.2381 - UP: 65.09% UR: 29.55% UF: 40.65% P: 55.32% R: 25.11% F: 34.54%
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+ 2024-08-11 14:45:26 INFO 0:00:01.561679s elapsed
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+ 2024-08-11 14:45:26 INFO Epoch 20 / 5000:
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+ 2024-08-11 14:45:27 INFO lr: 4.9800e-05 - loss: 0.0239 - UP: 93.43% UR: 90.40% UF: 91.89% P: 93.30% R: 90.27% F: 91.76%
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+ 2024-08-11 14:45:27 INFO dev: loss: 0.0950 - UP: 85.19% UR: 71.87% UF: 77.97% P: 85.19% R: 71.87% F: 77.97%
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+ 2024-08-11 14:45:28 INFO test: loss: 0.2591 - UP: 58.90% UR: 30.76% UF: 40.41% P: 48.03% R: 25.08% F: 32.96%
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+ 2024-08-11 14:45:31 INFO 0:00:01.482158s elapsed (saved)
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+ 2024-08-11 14:45:31 INFO Epoch 21 / 5000:
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+ 2024-08-11 14:45:32 INFO lr: 4.9790e-05 - loss: 0.0084 - UP: 95.62% UR: 92.52% UF: 94.04% P: 95.23% R: 92.14% F: 93.66%
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+ 2024-08-11 14:45:32 INFO dev: loss: 0.1794 - UP: 76.32% UR: 67.97% UF: 71.90% P: 76.32% R: 67.97% F: 71.90%
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+ 2024-08-11 14:45:45 INFO dev: loss: 0.2067 - UP: 78.50% UR: 65.62% UF: 71.49% P: 78.50% R: 65.62% F: 71.49%
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+ 2024-08-11 14:45:48 INFO dev: loss: 0.1751 - UP: 81.08% UR: 70.31% UF: 75.31% P: 81.08% R: 70.31% F: 75.31%
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+ 2024-08-11 14:45:48 INFO test: loss: 0.2809 - UP: 68.84% UR: 31.21% UF: 42.95% P: 57.12% R: 25.90% F: 35.64%
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+ 2024-08-11 14:45:50 INFO dev: loss: 0.2265 - UP: 82.69% UR: 67.19% UF: 74.14% P: 82.69% R: 67.19% F: 74.14%
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+ 2024-08-11 14:45:50 INFO test: loss: 0.3342 - UP: 70.32% UR: 30.18% UF: 42.24% P: 59.00% R: 25.32% F: 35.44%
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+ 2024-08-11 14:45:51 INFO test: loss: 0.2962 - UP: 61.40% UR: 33.99% UF: 43.75% P: 51.69% R: 28.61% F: 36.84%
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+ 2024-08-11 14:45:53 INFO dev: loss: 0.3072 - UP: 79.82% UR: 71.09% UF: 75.21% P: 79.82% R: 71.09% F: 75.21%
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+ 2024-08-11 14:45:53 INFO test: loss: 0.3388 - UP: 66.33% UR: 31.81% UF: 43.00% P: 54.88% R: 26.32% F: 35.58%
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+ 2024-08-11 14:45:54 INFO lr: 4.9650e-05 - loss: 0.0060 - UP: 98.21% UR: 95.89% UF: 97.03% P: 98.08% R: 95.76% F: 96.91%
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+ 2024-08-11 14:45:54 INFO dev: loss: 0.2730 - UP: 79.28% UR: 68.75% UF: 73.64% P: 79.28% R: 68.75% F: 73.64%
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+ 2024-08-11 14:45:55 INFO test: loss: 0.3335 - UP: 67.84% UR: 32.48% UF: 43.93% P: 57.76% R: 27.65% F: 37.40%
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+ 2024-08-11 14:45:56 INFO lr: 4.9640e-05 - loss: 0.0045 - UP: 98.84% UR: 96.01% UF: 97.41% P: 98.72% R: 95.89% F: 97.28%
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+ 2024-08-11 14:45:56 INFO dev: loss: 0.2978 - UP: 81.31% UR: 67.97% UF: 74.04% P: 80.37% R: 67.19% F: 73.19%
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+ 2024-08-11 14:45:56 INFO test: loss: 0.3515 - UP: 66.02% UR: 32.90% UF: 43.92% P: 55.00% R: 27.41% F: 36.58%
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+ 2024-08-11 14:45:57 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 98.86% UR: 97.51% UF: 98.18% P: 98.86% R: 97.51% F: 98.18%
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+ 2024-08-11 14:45:57 INFO dev: loss: 0.3275 - UP: 79.63% UR: 67.19% UF: 72.88% P: 79.63% R: 67.19% F: 72.88%
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+ 2024-08-11 14:45:58 INFO test: loss: 0.3617 - UP: 70.39% UR: 30.27% UF: 42.34% P: 59.65% R: 25.66% F: 35.88%
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+ 2024-08-11 14:45:59 INFO lr: 4.9620e-05 - loss: 0.0018 - UP: 99.24% UR: 98.25% UF: 98.75% P: 99.12% R: 98.13% F: 98.62%
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+ 2024-08-11 14:45:59 INFO dev: loss: 0.3243 - UP: 80.77% UR: 65.62% UF: 72.41% P: 80.77% R: 65.62% F: 72.41%
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+ 2024-08-11 14:45:59 INFO test: loss: 0.3750 - UP: 70.03% UR: 30.40% UF: 42.39% P: 59.18% R: 25.69% F: 35.82%
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+ 2024-08-11 14:46:00 INFO lr: 4.9610e-05 - loss: 0.0164 - UP: 97.36% UR: 96.51% UF: 96.93% P: 97.36% R: 96.51% F: 96.93%
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+ 2024-08-11 14:46:00 INFO dev: loss: 0.2748 - UP: 76.79% UR: 67.19% UF: 71.67% P: 76.79% R: 67.19% F: 71.67%
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+ 2024-08-11 14:46:01 INFO test: loss: 0.3509 - UP: 61.47% UR: 33.81% UF: 43.62% P: 50.60% R: 27.83% F: 35.91%
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+ 2024-08-11 14:46:02 INFO lr: 4.9600e-05 - loss: 0.0005 - UP: 98.72% UR: 96.13% UF: 97.41% P: 98.59% R: 96.01% F: 97.28%
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+ 2024-08-11 14:46:02 INFO dev: loss: 0.1949 - UP: 83.02% UR: 68.75% UF: 75.21% P: 83.02% R: 68.75% F: 75.21%
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+ 2024-08-11 14:46:02 INFO test: loss: 0.3524 - UP: 62.61% UR: 31.39% UF: 41.82% P: 52.62% R: 26.38% F: 35.14%
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+ 2024-08-11 14:46:03 INFO lr: 4.9590e-05 - loss: 0.0092 - UP: 98.60% UR: 96.38% UF: 97.48% P: 98.60% R: 96.38% F: 97.48%
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+ 2024-08-11 14:46:03 INFO dev: loss: 0.2508 - UP: 82.00% UR: 64.06% UF: 71.93% P: 82.00% R: 64.06% F: 71.93%
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+ 2024-08-11 14:46:04 INFO test: loss: 0.3883 - UP: 68.12% UR: 30.70% UF: 42.32% P: 56.73% R: 25.57% F: 35.25%
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+ 2024-08-11 14:46:05 INFO lr: 4.9580e-05 - loss: 0.0014 - UP: 98.61% UR: 97.13% UF: 97.86% P: 98.48% R: 97.01% F: 97.74%
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+ 2024-08-11 14:46:05 INFO dev: loss: 0.1564 - UP: 66.90% UR: 75.78% UF: 71.06% P: 66.90% R: 75.78% F: 71.06%
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+ 2024-08-11 14:46:05 INFO test: loss: 0.3466 - UP: 51.02% UR: 38.61% UF: 43.95% P: 43.00% R: 32.54% F: 37.04%
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+ 2024-08-11 14:46:06 INFO lr: 4.9570e-05 - loss: 0.0012 - UP: 98.23% UR: 97.13% UF: 97.68% P: 98.23% R: 97.13% F: 97.68%
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+ 2024-08-11 14:46:06 INFO dev: loss: 0.2386 - UP: 70.00% UR: 65.62% UF: 67.74% P: 70.00% R: 65.62% F: 67.74%
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+ 2024-08-11 14:46:07 INFO test: loss: 0.3721 - UP: 57.09% UR: 32.93% UF: 41.77% P: 46.94% R: 27.08% F: 34.34%
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+ 2024-08-11 14:46:08 INFO dev: loss: 0.2803 - UP: 79.09% UR: 67.97% UF: 73.11% P: 79.09% R: 67.97% F: 73.11%
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+ 2024-08-11 14:46:08 INFO test: loss: 0.3332 - UP: 66.49% UR: 30.91% UF: 42.20% P: 56.10% R: 26.08% F: 35.61%
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+ 2024-08-11 14:46:09 INFO lr: 4.9550e-05 - loss: 0.0061 - UP: 94.35% UR: 93.64% UF: 93.99% P: 94.35% R: 93.64% F: 93.99%
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+ 2024-08-11 14:46:09 INFO dev: loss: 0.1747 - UP: 82.76% UR: 56.25% UF: 66.98% P: 82.76% R: 56.25% F: 66.98%
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+ 2024-08-11 14:46:10 INFO test: loss: 0.2555 - UP: 69.15% UR: 26.32% UF: 38.13% P: 58.68% R: 22.34% F: 32.36%
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+ 2024-08-11 14:46:11 INFO dev: loss: 0.1348 - UP: 86.73% UR: 66.41% UF: 75.22% P: 86.73% R: 66.41% F: 75.22%
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+ 2024-08-11 14:46:11 INFO test: loss: 0.3109 - UP: 66.60% UR: 31.78% UF: 43.03% P: 55.28% R: 26.38% F: 35.72%
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+ 2024-08-11 14:46:14 INFO dev: loss: 0.2472 - UP: 61.54% UR: 68.75% UF: 64.94% P: 61.54% R: 68.75% F: 64.94%
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+ 2024-08-11 14:46:14 INFO test: loss: 0.3584 - UP: 64.56% UR: 33.05% UF: 43.72% P: 53.77% R: 27.53% F: 36.41%
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+ 2024-08-11 14:46:16 INFO dev: loss: 0.2055 - UP: 72.17% UR: 64.84% UF: 68.31% P: 72.17% R: 64.84% F: 68.31%
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+ 2024-08-11 14:46:16 INFO test: loss: 0.3559 - UP: 70.20% UR: 31.57% UF: 43.56% P: 59.87% R: 26.92% F: 37.14%
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+ 2024-08-11 14:46:17 INFO dev: loss: 0.1876 - UP: 75.42% UR: 69.53% UF: 72.36% P: 75.42% R: 69.53% F: 72.36%
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+ 2024-08-11 14:46:18 INFO test: loss: 0.3791 - UP: 58.15% UR: 36.40% UF: 44.77% P: 47.97% R: 30.03% F: 36.94%
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+ 2024-08-11 14:46:21 INFO Epoch 20 saved
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+ 2024-08-11 14:46:21 INFO dev: UP: 85.19% UR: 71.87% UF: 77.97% P: 85.19% R: 71.87% F: 77.97%
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+ 2024-08-11 14:46:21 INFO test: UP: 58.90% UR: 30.76% UF: 40.41% P: 48.03% R: 25.08% F: 32.96%
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models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_xlm_6 ADDED
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1
+ 2024-08-11 14:46:23 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ 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_desc/10/model_vi_opener_en_xlm_6
17
+ 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
23
+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi3_desc/10/dev.conllu
29
+ 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
31
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-11 14:46:23 INFO Building the fields
39
+ 2024-08-11 14:46:25 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 14:46:25 INFO Building the model
44
+ 2024-08-11 14:46:27 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 14:46:27 INFO Loading the data
64
+ 2024-08-11 14:46:27 INFO
65
+ train: Dataset(n_sentences=173, n_batches=19, n_buckets=19)
66
+ dev: Dataset(n_sentences=23, n_batches=12, n_buckets=12)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
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+
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+ 2024-08-11 14:46:27 INFO Epoch 1 / 5000:
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+ 2024-08-11 14:46:29 INFO lr: 4.9990e-05 - loss: 0.1692 - UP: 23.30% UR: 17.08% UF: 19.71% P: 11.56% R: 8.48% F: 9.78%
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+ 2024-08-11 14:46:29 INFO dev: loss: 0.3071 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 14:46:30 INFO test: loss: nan - UP: 100.00% UR: 0.21% UF: 0.42% P: 100.00% R: 0.21% F: 0.42%
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+ 2024-08-11 14:46:30 INFO 0:00:02.340600s elapsed
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+ 2024-08-11 14:46:31 INFO lr: 4.9980e-05 - loss: 0.2689 - UP: 67.22% UR: 25.06% UF: 36.51% P: 65.89% R: 24.56% F: 35.79%
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+ 2024-08-11 14:46:31 INFO dev: loss: 0.2151 - UP: 85.00% UR: 26.56% UF: 40.48% P: 85.00% R: 26.56% F: 40.48%
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+ 2024-08-11 14:46:32 INFO test: loss: nan - UP: 71.57% UR: 13.07% UF: 22.10% P: 54.38% R: 9.93% F: 16.79%
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+ 2024-08-11 14:46:36 INFO 0:00:01.866245s elapsed (saved)
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+ 2024-08-11 14:46:36 INFO Epoch 3 / 5000:
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+ 2024-08-11 14:46:38 INFO lr: 4.9970e-05 - loss: 0.2891 - UP: 69.05% UR: 37.28% UF: 48.42% P: 67.90% R: 36.66% F: 47.61%
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+ 2024-08-11 14:46:38 INFO dev: loss: 0.3235 - UP: 59.37% UR: 14.84% UF: 23.75% P: 59.37% R: 14.84% F: 23.75%
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+ 2024-08-11 14:46:38 INFO test: loss: nan - UP: 57.86% UR: 7.00% UF: 12.49% P: 43.39% R: 5.25% F: 9.37%
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+ 2024-08-11 14:46:38 INFO 0:00:01.848677s elapsed
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+ 2024-08-11 14:46:40 INFO lr: 4.9960e-05 - loss: 0.0538 - UP: 73.44% UR: 39.65% UF: 51.50% P: 72.06% R: 38.90% F: 50.53%
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+ 2024-08-11 14:46:40 INFO dev: loss: 0.1462 - UP: 64.75% UR: 61.72% UF: 63.20% P: 64.75% R: 61.72% F: 63.20%
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+ 2024-08-11 14:46:40 INFO test: loss: nan - UP: 56.96% UR: 22.73% UF: 32.49% P: 45.84% R: 18.29% F: 26.15%
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+ 2024-08-11 14:46:47 INFO 0:00:01.900862s elapsed (saved)
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+ 2024-08-11 14:46:47 INFO Epoch 5 / 5000:
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+ 2024-08-11 14:46:49 INFO lr: 4.9950e-05 - loss: 0.0532 - UP: 78.83% UR: 58.98% UF: 67.48% P: 78.33% R: 58.60% F: 67.05%
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+ 2024-08-11 14:46:49 INFO dev: loss: 0.1163 - UP: 75.45% UR: 64.84% UF: 69.75% P: 75.45% R: 64.84% F: 69.75%
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+ 2024-08-11 14:46:49 INFO test: loss: nan - UP: 57.84% UR: 24.93% UF: 34.84% P: 48.67% R: 20.98% F: 29.32%
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+ 2024-08-11 14:46:56 INFO 0:00:01.856606s elapsed (saved)
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+
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+ 2024-08-11 14:46:56 INFO Epoch 6 / 5000:
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+ 2024-08-11 14:46:57 INFO lr: 4.9940e-05 - loss: 0.0376 - UP: 81.83% UR: 63.47% UF: 71.49% P: 80.55% R: 62.47% F: 70.37%
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+ 2024-08-11 14:46:58 INFO dev: loss: 0.1141 - UP: 81.44% UR: 61.72% UF: 70.22% P: 81.44% R: 61.72% F: 70.22%
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+ 2024-08-11 14:46:58 INFO test: loss: nan - UP: 69.11% UR: 23.03% UF: 34.55% P: 57.25% R: 19.08% F: 28.62%
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+ 2024-08-11 14:47:05 INFO 0:00:01.848456s elapsed (saved)
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+ 2024-08-11 14:47:06 INFO lr: 4.9930e-05 - loss: 0.0414 - UP: 80.58% UR: 69.83% UF: 74.82% P: 80.00% R: 69.33% F: 74.28%
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+ 2024-08-11 14:47:06 INFO dev: loss: 0.1294 - UP: 84.88% UR: 57.03% UF: 68.22% P: 84.88% R: 57.03% F: 68.22%
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+ 2024-08-11 14:47:07 INFO test: loss: nan - UP: 71.43% UR: 22.64% UF: 34.38% P: 59.90% R: 18.99% F: 28.83%
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+ 2024-08-11 14:47:07 INFO 0:00:01.845460s elapsed
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+ 2024-08-11 14:47:08 INFO lr: 4.9920e-05 - loss: 0.0430 - UP: 86.08% UR: 74.81% UF: 80.05% P: 86.08% R: 74.81% F: 80.05%
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+ 2024-08-11 14:47:08 INFO dev: loss: 0.1687 - UP: 74.00% UR: 57.81% UF: 64.91% P: 74.00% R: 57.81% F: 64.91%
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+ 2024-08-11 14:47:08 INFO test: loss: nan - UP: 65.59% UR: 26.35% UF: 37.60% P: 54.85% R: 22.03% F: 31.44%
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+ 2024-08-11 14:47:08 INFO 0:00:01.834009s elapsed
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+ 2024-08-11 14:47:08 INFO Epoch 9 / 5000:
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+ 2024-08-11 14:47:10 INFO lr: 4.9910e-05 - loss: 0.0845 - UP: 84.26% UR: 73.44% UF: 78.48% P: 84.26% R: 73.44% F: 78.48%
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+ 2024-08-11 14:47:10 INFO dev: loss: 0.0873 - UP: 82.65% UR: 63.28% UF: 71.68% P: 82.65% R: 63.28% F: 71.68%
120
+ 2024-08-11 14:47:10 INFO test: loss: nan - UP: 69.43% UR: 24.81% UF: 36.56% P: 57.35% R: 20.50% F: 30.20%
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+ 2024-08-11 14:47:17 INFO 0:00:01.868010s elapsed (saved)
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+
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+ 2024-08-11 14:47:17 INFO Epoch 10 / 5000:
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+ 2024-08-11 14:47:19 INFO lr: 4.9900e-05 - loss: 0.0229 - UP: 86.16% UR: 75.31% UF: 80.37% P: 86.02% R: 75.19% F: 80.24%
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+ 2024-08-11 14:47:19 INFO dev: loss: 0.1238 - UP: 74.78% UR: 67.19% UF: 70.78% P: 74.78% R: 67.19% F: 70.78%
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+ 2024-08-11 14:47:19 INFO test: loss: nan - UP: 60.97% UR: 28.95% UF: 39.26% P: 50.35% R: 23.91% F: 32.42%
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+ 2024-08-11 14:47:19 INFO 0:00:01.855334s elapsed
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+ 2024-08-11 14:47:20 INFO lr: 4.9890e-05 - loss: 0.0863 - UP: 86.29% UR: 82.42% UF: 84.31% P: 86.16% R: 82.29% F: 84.18%
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+ 2024-08-11 14:47:21 INFO dev: loss: 0.0858 - UP: 86.67% UR: 60.94% UF: 71.56% P: 86.67% R: 60.94% F: 71.56%
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+ 2024-08-11 14:47:21 INFO test: loss: nan - UP: 66.64% UR: 24.36% UF: 35.68% P: 55.57% R: 20.31% F: 29.75%
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+ 2024-08-11 14:47:21 INFO 0:00:01.804347s elapsed
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+ 2024-08-11 14:47:22 INFO lr: 4.9880e-05 - loss: 0.0436 - UP: 91.16% UR: 78.43% UF: 84.32% P: 91.16% R: 78.43% F: 84.32%
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+ 2024-08-11 14:47:22 INFO dev: loss: 0.0941 - UP: 84.00% UR: 65.62% UF: 73.68% P: 84.00% R: 65.62% F: 73.68%
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+ 2024-08-11 14:47:23 INFO test: loss: nan - UP: 68.12% UR: 26.83% UF: 38.50% P: 57.85% R: 22.79% F: 32.70%
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+ 2024-08-11 14:47:30 INFO 0:00:01.824087s elapsed (saved)
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+
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+ 2024-08-11 14:47:31 INFO lr: 4.9870e-05 - loss: 0.0195 - UP: 91.89% UR: 86.16% UF: 88.93% P: 91.89% R: 86.16% F: 88.93%
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+ 2024-08-11 14:47:31 INFO dev: loss: 0.0796 - UP: 88.89% UR: 62.50% UF: 73.39% P: 88.89% R: 62.50% F: 73.39%
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+ 2024-08-11 14:47:31 INFO test: loss: nan - UP: 65.00% UR: 27.41% UF: 38.56% P: 53.19% R: 22.43% F: 31.55%
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+ 2024-08-11 14:47:31 INFO 0:00:01.803840s elapsed
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+ 2024-08-11 14:47:33 INFO lr: 4.9860e-05 - loss: 0.0160 - UP: 90.04% UR: 84.54% UF: 87.20% P: 90.04% R: 84.54% F: 87.20%
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+ 2024-08-11 14:47:33 INFO dev: loss: 0.1172 - UP: 85.11% UR: 62.50% UF: 72.07% P: 85.11% R: 62.50% F: 72.07%
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+ 2024-08-11 14:47:33 INFO test: loss: nan - UP: 67.22% UR: 27.92% UF: 39.45% P: 56.25% R: 23.36% F: 33.01%
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+ 2024-08-11 14:47:33 INFO 0:00:01.838408s elapsed
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+
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+ 2024-08-11 14:47:35 INFO lr: 4.9850e-05 - loss: 0.0330 - UP: 93.50% UR: 84.29% UF: 88.66% P: 93.36% R: 84.16% F: 88.52%
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+ 2024-08-11 14:47:35 INFO dev: loss: 0.0891 - UP: 86.32% UR: 64.06% UF: 73.54% P: 86.32% R: 64.06% F: 73.54%
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+ 2024-08-11 14:47:35 INFO test: loss: nan - UP: 70.31% UR: 26.95% UF: 38.97% P: 58.43% R: 22.40% F: 32.38%
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+ 2024-08-11 14:47:35 INFO 0:00:01.798628s elapsed
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+ 2024-08-11 14:47:36 INFO lr: 4.9840e-05 - loss: 0.2403 - UP: 85.69% UR: 70.95% UF: 77.63% P: 84.64% R: 70.07% F: 76.67%
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+ 2024-08-11 14:47:37 INFO dev: loss: 0.2321 - UP: 60.00% UR: 14.06% UF: 22.78% P: 60.00% R: 14.06% F: 22.78%
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+ 2024-08-11 14:47:37 INFO test: loss: nan - UP: 65.00% UR: 10.20% UF: 17.64% P: 56.73% R: 8.90% F: 15.39%
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+ 2024-08-11 14:47:37 INFO 0:00:01.859549s elapsed
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+ 2024-08-11 14:47:38 INFO lr: 4.9830e-05 - loss: 0.0514 - UP: 78.48% UR: 73.19% UF: 75.74% P: 77.94% R: 72.69% F: 75.23%
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+ 2024-08-11 14:47:38 INFO dev: loss: 0.1006 - UP: 77.36% UR: 64.06% UF: 70.09% P: 77.36% R: 64.06% F: 70.09%
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+ 2024-08-11 14:47:39 INFO test: loss: nan - UP: 60.59% UR: 31.42% UF: 41.38% P: 50.12% R: 25.99% F: 34.23%
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+ 2024-08-11 14:47:39 INFO 0:00:01.777765s elapsed
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+ 2024-08-11 14:47:39 INFO Epoch 18 / 5000:
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+ 2024-08-11 14:47:40 INFO lr: 4.9820e-05 - loss: 0.0231 - UP: 93.26% UR: 88.03% UF: 90.57% P: 93.00% R: 87.78% F: 90.31%
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+ 2024-08-11 14:47:40 INFO dev: loss: 0.1756 - UP: 87.37% UR: 64.84% UF: 74.44% P: 87.37% R: 64.84% F: 74.44%
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+ 2024-08-11 14:47:41 INFO test: loss: nan - UP: 69.65% UR: 28.89% UF: 40.84% P: 57.06% R: 23.66% F: 33.45%
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+ 2024-08-11 14:47:47 INFO 0:00:01.855052s elapsed (saved)
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+ 2024-08-11 14:47:49 INFO lr: 4.9810e-05 - loss: 0.0034 - UP: 93.19% UR: 90.40% UF: 91.77% P: 93.19% R: 90.40% F: 91.77%
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+ 2024-08-11 14:47:49 INFO dev: loss: 0.1490 - UP: 81.00% UR: 63.28% UF: 71.05% P: 81.00% R: 63.28% F: 71.05%
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+ 2024-08-11 14:47:49 INFO test: loss: nan - UP: 71.14% UR: 27.68% UF: 39.85% P: 60.67% R: 23.60% F: 33.99%
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+ 2024-08-11 14:47:49 INFO 0:00:01.859792s elapsed
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+ 2024-08-11 14:47:51 INFO lr: 4.9800e-05 - loss: 0.0125 - UP: 94.73% UR: 80.67% UF: 87.14% P: 94.44% R: 80.42% F: 86.87%
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+ 2024-08-11 14:47:51 INFO dev: loss: 0.0977 - UP: 79.21% UR: 62.50% UF: 69.87% P: 79.21% R: 62.50% F: 69.87%
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+ 2024-08-11 14:47:51 INFO test: loss: nan - UP: 66.96% UR: 29.85% UF: 41.29% P: 55.18% R: 24.60% F: 34.03%
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+ 2024-08-11 14:47:51 INFO 0:00:01.804106s elapsed
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+ 2024-08-11 14:47:51 INFO Epoch 21 / 5000:
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+ 2024-08-11 14:47:52 INFO lr: 4.9790e-05 - loss: 0.0266 - UP: 93.83% UR: 89.15% UF: 91.43% P: 93.57% R: 88.90% F: 91.18%
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+ 2024-08-11 14:47:53 INFO dev: loss: 0.1016 - UP: 79.25% UR: 65.62% UF: 71.79% P: 79.25% R: 65.62% F: 71.79%
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+ 2024-08-11 14:47:53 INFO test: loss: nan - UP: 63.40% UR: 31.48% UF: 42.07% P: 53.68% R: 26.65% F: 35.62%
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+ 2024-08-11 14:47:53 INFO 0:00:01.888992s elapsed
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+ 2024-08-11 14:47:54 INFO lr: 4.9780e-05 - loss: 0.0237 - UP: 95.81% UR: 91.15% UF: 93.42% P: 95.81% R: 91.15% F: 93.42%
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+ 2024-08-11 14:47:54 INFO dev: loss: 0.2049 - UP: 69.47% UR: 71.09% UF: 70.27% P: 69.47% R: 71.09% F: 70.27%
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+ 2024-08-11 14:47:55 INFO test: loss: nan - UP: 52.59% UR: 37.13% UF: 43.52% P: 44.25% R: 31.24% F: 36.62%
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+ 2024-08-11 14:47:55 INFO 0:00:01.852823s elapsed
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+ 2024-08-11 14:47:56 INFO lr: 4.9770e-05 - loss: 0.3662 - UP: 79.32% UR: 40.65% UF: 53.75% P: 78.59% R: 40.27% F: 53.26%
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+ 2024-08-11 14:47:56 INFO dev: loss: 0.3606 - UP: 100.00% UR: 0.78% UF: 1.55% P: 100.00% R: 0.78% F: 1.55%
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+ 2024-08-11 14:47:57 INFO test: loss: nan - UP: 100.00% UR: 0.06% UF: 0.12% P: 100.00% R: 0.06% F: 0.12%
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+ 2024-08-11 14:47:57 INFO 0:00:01.904365s elapsed
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+ 2024-08-11 14:47:58 INFO lr: 4.9760e-05 - loss: 0.0580 - UP: 89.57% UR: 25.69% UF: 39.92% P: 89.13% R: 25.56% F: 39.73%
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+ 2024-08-11 14:47:58 INFO dev: loss: 0.1715 - UP: 76.32% UR: 67.97% UF: 71.90% P: 76.32% R: 67.97% F: 71.90%
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+ 2024-08-11 14:47:59 INFO test: loss: nan - UP: 63.73% UR: 31.18% UF: 41.87% P: 53.92% R: 26.38% F: 35.43%
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+ 2024-08-11 14:47:59 INFO 0:00:01.906866s elapsed
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+ 2024-08-11 14:48:43 INFO lr: 4.9630e-05 - loss: 0.0091 - UP: 97.17% UR: 94.26% UF: 95.70% P: 97.17% R: 94.26% F: 95.70%
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+ 2024-08-11 14:48:46 INFO lr: 4.9610e-05 - loss: 0.0091 - UP: 96.95% UR: 95.14% UF: 96.04% P: 96.82% R: 95.01% F: 95.91%
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+ 2024-08-11 14:48:54 INFO 0:00:01.872566s elapsed (saved)
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+ 2024-08-11 14:48:55 INFO lr: 4.9600e-05 - loss: 0.0136 - UP: 97.81% UR: 94.76% UF: 96.26% P: 97.55% R: 94.51% F: 96.01%
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+ 2024-08-11 14:48:55 INFO dev: loss: 0.0938 - UP: 86.14% UR: 67.97% UF: 75.98% P: 86.14% R: 67.97% F: 75.98%
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+ 2024-08-11 14:48:56 INFO test: loss: nan - UP: 62.28% UR: 34.74% UF: 44.60% P: 52.27% R: 29.16% F: 37.43%
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+ 2024-08-11 14:48:57 INFO dev: loss: 0.1085 - UP: 89.11% UR: 70.31% UF: 78.60% P: 89.11% R: 70.31% F: 78.60%
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+ 2024-08-11 14:48:57 INFO test: loss: nan - UP: 63.80% UR: 34.95% UF: 45.16% P: 52.34% R: 28.67% F: 37.05%
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+ 2024-08-11 14:48:59 INFO lr: 4.9580e-05 - loss: 0.0108 - UP: 99.10% UR: 95.64% UF: 97.34% P: 98.97% R: 95.51% F: 97.21%
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+ 2024-08-11 14:48:59 INFO dev: loss: 0.1371 - UP: 87.85% UR: 73.44% UF: 80.00% P: 87.85% R: 73.44% F: 80.00%
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+ 2024-08-11 14:48:59 INFO test: loss: nan - UP: 63.86% UR: 34.14% UF: 44.49% P: 52.96% R: 28.31% F: 36.90%
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+ 2024-08-11 14:49:06 INFO 0:00:01.846832s elapsed (saved)
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+ 2024-08-11 14:49:07 INFO lr: 4.9570e-05 - loss: 0.0097 - UP: 98.12% UR: 97.88% UF: 98.00% P: 98.12% R: 97.88% F: 98.00%
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+ 2024-08-11 14:49:07 INFO dev: loss: 0.1540 - UP: 81.08% UR: 70.31% UF: 75.31% P: 81.08% R: 70.31% F: 75.31%
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+ 2024-08-11 14:49:08 INFO test: loss: nan - UP: 61.98% UR: 33.96% UF: 43.88% P: 52.51% R: 28.77% F: 37.17%
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+ 2024-08-11 14:49:09 INFO dev: loss: 0.1632 - UP: 84.91% UR: 70.31% UF: 76.92% P: 84.91% R: 70.31% F: 76.92%
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+ 2024-08-11 14:49:10 INFO test: loss: nan - UP: 62.07% UR: 34.08% UF: 44.00% P: 51.13% R: 28.07% F: 36.24%
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+ 2024-08-11 14:49:11 INFO lr: 4.9550e-05 - loss: 0.0292 - UP: 99.37% UR: 98.00% UF: 98.68% P: 99.12% R: 97.76% F: 98.43%
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+ 2024-08-11 14:49:11 INFO dev: loss: 0.2195 - UP: 80.91% UR: 69.53% UF: 74.79% P: 80.91% R: 69.53% F: 74.79%
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+ 2024-08-11 14:49:12 INFO test: loss: nan - UP: 63.18% UR: 33.56% UF: 43.84% P: 52.05% R: 27.65% F: 36.11%
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+ 2024-08-11 14:49:13 INFO lr: 4.9540e-05 - loss: 0.0096 - UP: 98.46% UR: 95.76% UF: 97.09% P: 98.33% R: 95.64% F: 96.97%
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+ 2024-08-11 14:49:13 INFO dev: loss: 0.2202 - UP: 74.02% UR: 73.44% UF: 73.73% P: 74.02% R: 73.44% F: 73.73%
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+ 2024-08-11 14:49:13 INFO test: loss: nan - UP: 51.66% UR: 38.42% UF: 44.07% P: 41.96% R: 31.21% F: 35.80%
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+ 2024-08-11 14:49:15 INFO test: loss: nan - UP: 60.83% UR: 33.99% UF: 43.61% P: 49.49% R: 27.65% F: 35.48%
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+ 2024-08-11 14:49:17 INFO test: loss: nan - UP: 70.15% UR: 30.64% UF: 42.65% P: 58.26% R: 25.45% F: 35.42%
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+ 2024-08-11 14:49:19 INFO test: loss: nan - UP: 60.27% UR: 34.62% UF: 43.98% P: 49.82% R: 28.61% F: 36.35%
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+ 2024-08-11 14:49:20 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 99.37% UR: 99.13% UF: 99.25% P: 99.37% R: 99.13% F: 99.25%
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+ 2024-08-11 14:49:21 INFO test: loss: nan - UP: 60.56% UR: 34.95% UF: 44.33% P: 49.63% R: 28.64% F: 36.33%
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+ 2024-08-11 14:49:25 INFO test: loss: nan - UP: 59.96% UR: 36.34% UF: 45.25% P: 49.75% R: 30.15% F: 37.55%
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+ 2024-08-11 14:49:28 INFO test: loss: nan - UP: 53.98% UR: 37.70% UF: 44.39% P: 44.68% R: 31.21% F: 36.75%
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+ 2024-08-11 14:49:32 INFO test: loss: nan - UP: 56.70% UR: 34.98% UF: 43.27% P: 46.53% R: 28.71% F: 35.50%
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+ 2024-08-11 14:49:33 INFO lr: 4.9430e-05 - loss: 0.0595 - UP: 98.61% UR: 97.63% UF: 98.12% P: 98.61% R: 97.63% F: 98.12%
407
+ 2024-08-11 14:49:33 INFO dev: loss: 0.2081 - UP: 83.50% UR: 67.19% UF: 74.46% P: 83.50% R: 67.19% F: 74.46%
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+ 2024-08-11 14:49:34 INFO test: loss: nan - UP: 64.14% UR: 31.21% UF: 41.99% P: 52.98% R: 25.78% F: 34.68%
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+ 2024-08-11 14:49:35 INFO lr: 4.9420e-05 - loss: 0.0020 - UP: 98.60% UR: 96.63% UF: 97.61% P: 98.60% R: 96.63% F: 97.61%
413
+ 2024-08-11 14:49:35 INFO dev: loss: 0.1118 - UP: 77.97% UR: 71.87% UF: 74.80% P: 77.97% R: 71.87% F: 74.80%
414
+ 2024-08-11 14:49:36 INFO test: loss: nan - UP: 51.14% UR: 39.33% UF: 44.46% P: 41.56% R: 31.96% F: 36.14%
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+ 2024-08-11 14:49:37 INFO lr: 4.9410e-05 - loss: 0.0078 - UP: 97.73% UR: 96.63% UF: 97.18% P: 97.73% R: 96.63% F: 97.18%
419
+ 2024-08-11 14:49:37 INFO dev: loss: 0.0849 - UP: 87.50% UR: 71.09% UF: 78.45% P: 87.50% R: 71.09% F: 78.45%
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+ 2024-08-11 14:49:38 INFO test: loss: nan - UP: 65.91% UR: 31.75% UF: 42.86% P: 55.76% R: 26.86% F: 36.26%
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+ 2024-08-11 14:49:38 INFO 0:00:01.870709s elapsed
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+ 2024-08-11 14:49:39 INFO lr: 4.9400e-05 - loss: 0.0063 - UP: 98.01% UR: 98.13% UF: 98.07% P: 98.01% R: 98.13% F: 98.07%
425
+ 2024-08-11 14:49:39 INFO dev: loss: 0.0986 - UP: 83.64% UR: 71.87% UF: 77.31% P: 83.64% R: 71.87% F: 77.31%
426
+ 2024-08-11 14:49:39 INFO test: loss: nan - UP: 65.42% UR: 32.27% UF: 43.22% P: 54.10% R: 26.68% F: 35.74%
427
+ 2024-08-11 14:49:39 INFO 0:00:01.876703s elapsed
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+ 2024-08-11 14:49:41 INFO lr: 4.9390e-05 - loss: 0.0094 - UP: 98.60% UR: 96.38% UF: 97.48% P: 98.60% R: 96.38% F: 97.48%
431
+ 2024-08-11 14:49:41 INFO dev: loss: 0.1096 - UP: 75.61% UR: 72.66% UF: 74.10% P: 75.61% R: 72.66% F: 74.10%
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+ 2024-08-11 14:49:41 INFO test: loss: nan - UP: 53.77% UR: 38.12% UF: 44.61% P: 44.23% R: 31.36% F: 36.70%
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+ 2024-08-11 14:49:41 INFO 0:00:01.833886s elapsed
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+ 2024-08-11 14:49:43 INFO lr: 4.9380e-05 - loss: 0.0074 - UP: 97.75% UR: 97.51% UF: 97.63% P: 97.75% R: 97.51% F: 97.63%
437
+ 2024-08-11 14:49:43 INFO dev: loss: 0.1295 - UP: 78.26% UR: 70.31% UF: 74.07% P: 78.26% R: 70.31% F: 74.07%
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+ 2024-08-11 14:49:43 INFO test: loss: nan - UP: 65.95% UR: 34.08% UF: 44.94% P: 53.97% R: 27.89% F: 36.78%
439
+ 2024-08-11 14:49:43 INFO 0:00:01.854548s elapsed
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+ 2024-08-11 14:49:44 INFO lr: 4.9370e-05 - loss: 0.0236 - UP: 99.25% UR: 98.38% UF: 98.81% P: 99.12% R: 98.25% F: 98.69%
443
+ 2024-08-11 14:49:45 INFO dev: loss: 0.1035 - UP: 82.14% UR: 71.87% UF: 76.67% P: 82.14% R: 71.87% F: 76.67%
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+ 2024-08-11 14:49:45 INFO test: loss: nan - UP: 64.47% UR: 34.56% UF: 45.00% P: 52.76% R: 28.28% F: 36.82%
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+ 2024-08-11 14:49:45 INFO 0:00:01.893681s elapsed
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+ 2024-08-11 14:49:46 INFO lr: 4.9360e-05 - loss: 0.0068 - UP: 99.37% UR: 98.88% UF: 99.12% P: 99.37% R: 98.88% F: 99.12%
449
+ 2024-08-11 14:49:46 INFO dev: loss: 0.1311 - UP: 79.31% UR: 71.87% UF: 75.41% P: 79.31% R: 71.87% F: 75.41%
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+ 2024-08-11 14:49:47 INFO test: loss: nan - UP: 59.16% UR: 35.68% UF: 44.51% P: 48.25% R: 29.10% F: 36.30%
451
+ 2024-08-11 14:49:47 INFO 0:00:01.831843s elapsed
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+ 2024-08-11 14:49:48 INFO lr: 4.9350e-05 - loss: 0.0002 - UP: 99.11% UR: 97.51% UF: 98.30% P: 98.99% R: 97.38% F: 98.18%
455
+ 2024-08-11 14:49:48 INFO dev: loss: 0.1476 - UP: 74.80% UR: 71.87% UF: 73.31% P: 74.80% R: 71.87% F: 73.31%
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+ 2024-08-11 14:49:49 INFO test: loss: nan - UP: 52.38% UR: 38.15% UF: 44.15% P: 42.73% R: 31.12% F: 36.01%
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+ 2024-08-11 14:49:50 INFO lr: 4.9340e-05 - loss: 0.0011 - UP: 98.87% UR: 98.25% UF: 98.56% P: 98.87% R: 98.25% F: 98.56%
461
+ 2024-08-11 14:49:50 INFO dev: loss: 0.1237 - UP: 83.00% UR: 64.84% UF: 72.81% P: 83.00% R: 64.84% F: 72.81%
462
+ 2024-08-11 14:49:51 INFO test: loss: nan - UP: 65.71% UR: 31.75% UF: 42.82% P: 54.78% R: 26.47% F: 35.69%
463
+ 2024-08-11 14:49:51 INFO 0:00:01.889201s elapsed
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+ 2024-08-11 14:49:52 INFO lr: 4.9330e-05 - loss: 0.0010 - UP: 99.74% UR: 97.01% UF: 98.36% P: 99.74% R: 97.01% F: 98.36%
467
+ 2024-08-11 14:49:52 INFO dev: loss: 0.1508 - UP: 75.00% UR: 72.66% UF: 73.81% P: 75.00% R: 72.66% F: 73.81%
468
+ 2024-08-11 14:49:52 INFO test: loss: nan - UP: 55.94% UR: 40.05% UF: 46.68% P: 44.77% R: 32.06% F: 37.36%
469
+ 2024-08-11 14:49:52 INFO 0:00:01.838540s elapsed
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+ 2024-08-11 14:49:54 INFO lr: 4.9320e-05 - loss: 0.0058 - UP: 99.13% UR: 99.38% UF: 99.25% P: 99.13% R: 99.38% F: 99.25%
473
+ 2024-08-11 14:49:54 INFO dev: loss: 0.1657 - UP: 78.90% UR: 67.19% UF: 72.57% P: 78.90% R: 67.19% F: 72.57%
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+ 2024-08-11 14:49:54 INFO test: loss: nan - UP: 60.31% UR: 36.64% UF: 45.59% P: 48.98% R: 29.76% F: 37.03%
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+ 2024-08-11 14:49:54 INFO 0:00:01.849537s elapsed
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+ 2024-08-11 14:49:56 INFO lr: 4.9310e-05 - loss: 0.0083 - UP: 99.50% UR: 99.50% UF: 99.50% P: 99.50% R: 99.50% F: 99.50%
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+ 2024-08-11 14:49:56 INFO dev: loss: 0.2006 - UP: 79.82% UR: 67.97% UF: 73.42% P: 79.82% R: 67.97% F: 73.42%
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+ 2024-08-11 14:49:56 INFO test: loss: nan - UP: 59.62% UR: 35.44% UF: 44.45% P: 48.65% R: 28.92% F: 36.27%
481
+ 2024-08-11 14:49:56 INFO 0:00:01.889040s elapsed
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+ 2024-08-11 14:49:57 INFO lr: 4.9300e-05 - loss: 0.0017 - UP: 99.75% UR: 98.63% UF: 99.18% P: 99.75% R: 98.63% F: 99.18%
485
+ 2024-08-11 14:49:58 INFO dev: loss: 0.1930 - UP: 78.18% UR: 67.19% UF: 72.27% P: 78.18% R: 67.19% F: 72.27%
486
+ 2024-08-11 14:49:58 INFO test: loss: nan - UP: 56.76% UR: 37.91% UF: 45.46% P: 45.82% R: 30.61% F: 36.70%
487
+ 2024-08-11 14:49:58 INFO 0:00:01.852797s elapsed
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+ 2024-08-11 14:49:59 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 99.25% UR: 98.88% UF: 99.06% P: 99.25% R: 98.88% F: 99.06%
491
+ 2024-08-11 14:49:59 INFO dev: loss: 0.1627 - UP: 79.63% UR: 67.19% UF: 72.88% P: 79.63% R: 67.19% F: 72.88%
492
+ 2024-08-11 14:50:00 INFO test: loss: nan - UP: 66.67% UR: 32.36% UF: 43.57% P: 56.34% R: 27.35% F: 36.82%
493
+ 2024-08-11 14:50:00 INFO 0:00:01.844962s elapsed
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+ 2024-08-11 14:50:01 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.75% UR: 98.13% UF: 98.44% P: 98.75% R: 98.13% F: 98.44%
497
+ 2024-08-11 14:50:01 INFO dev: loss: 0.2228 - UP: 74.60% UR: 73.44% UF: 74.02% P: 74.60% R: 73.44% F: 74.02%
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+ 2024-08-11 14:50:02 INFO test: loss: nan - UP: 54.33% UR: 38.67% UF: 45.18% P: 44.27% R: 31.51% F: 36.82%
499
+ 2024-08-11 14:50:02 INFO 0:00:01.893573s elapsed
500
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+ 2024-08-11 14:50:10 INFO Epoch 42 saved
502
+ 2024-08-11 14:50:10 INFO dev: UP: 87.85% UR: 73.44% UF: 80.00% P: 87.85% R: 73.44% F: 80.00%
503
+ 2024-08-11 14:50:10 INFO test: UP: 63.86% UR: 34.14% UF: 44.49% P: 52.96% R: 28.31% F: 36.90%
504
+ 2024-08-11 14:50:10 INFO 0:02:13.571820s elapsed, 0:00:01.855164s/epoch