GenRec: Large Language Model for Generative Recommendation

Install dependencies

pip install -r requirements.txt

Training (rec.py)

python rec.py \
    --base_model 'decapoda-research/llama-7b-hf' \
    --data_path './moives' \
    --output_dir './checkpoint'

Inference (generate.py)

python generate.py \
    --load_8bit \
    --base_model 'decapoda-research/llama-7b-hf' \
    --lora_weights './checkpoint/movies'

This project is implemented based on alpaca-lora (https://github.com/tloen/alpaca-lora)

Citation

@article{ji2024genrec,
  title={GenRec: Large Language Model for Generative Recommendation},
  author={Jianchao Ji, Zelong Li, Shuyuan Xu, Wenyue Hua, Yingqiang Ge, Juntao Tan and Yongfeng Zhang},
  journal={ECIR},
  year={2024}
}