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Large Language Model Fine-Tuning with QLoRA

QLoRA: Efficient Fine-Tuning of QUantized LLMs

Dependencies

  • Python 3.10
  • PyTorch 2.0 +
    pip install -r requirements.txt
    

Dataset

carblacac/twitter-sentiment-analysis

Training

  python run_qlora.py \
      --dataset_name carblacac/twitter-sentiment-analysis \
      --model_name_or_path tiiuae/falcon-7b \
      --do_train True \
      --do_eval True \
      --do_predict True

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  • Python 81.6%
  • Jupyter Notebook 18.4%