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soft-analytics-01/out/model/bug_triaging_recent_4e_5e-06lr_final.output.txt
Claudio Maggioni 07232eddcc Final version of the bug-triaging project
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2024-01-03 15:22:56 +01:00

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/home/SA23-G2/anaconda3/envs/bug-triaging-env/lib/python3.11/site-packages/numpy/core/fromnumeric.py:59: FutureWarning: 'DataFrame.swapaxes' is deprecated and will be removed in a future version. Please use 'DataFrame.transpose' instead.
return bound(*args, **kwds)
Training for dataset kind: recent
Train set instance size: 8303
Validation set instance size: 921
Test set instance size: 4787
Using device # 0
Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier.weight', 'classifier.bias']
You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
Training model then saving in /home/SA23-G2/bug-triaging/src/modelimpl/../../out/model/bug_triaging_recent_4e_5e-06lr_final.pt
Epochs: 1 | Train Loss: 0.204 | Train Accuracy: 0.171 | Val Loss: 0.174 | Val Accuracy: 0.343
Epochs: 2 | Train Loss: 0.156 | Train Accuracy: 0.386 | Val Loss: 0.140 | Val Accuracy: 0.467
Epochs: 3 | Train Loss: 0.124 | Train Accuracy: 0.542 | Val Loss: 0.125 | Val Accuracy: 0.545
Epochs: 4 | Train Loss: 0.100 | Train Accuracy: 0.642 | Val Loss: 0.120 | Val Accuracy: 0.557
Test Accuracy: 0.498