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spa's Introduction

SPA(Side Plugin Adaption)

This is the official repository of the paper: SPA: Towards A Computational Friendly Cloud-Base and On-Devices Collaboration Seq2seq Personalized Generation.

Framework of SPA.

How to Use

  • Prepare well for your dataset, adjust it to the form:
{"instruction":... ,"input": ... , "output": ...}
  • clone the repo
git clone [email protected]:OceannTwT/ra-isf.git
  • replace the code on LlamaForCausalLM with model/modeling_SPA.py

  • add your dataset on SPA/data/dataset_info.json

  • tune and get the SPA model!

bash train.sh
  • inference the model by running llama_SPA_predict.py, remember change the dir on your additional parameters.

What could it do?

  • This repository is served for on-devices personalized LLMs, it could contribute to fast and reliable on-devices LLMs.

Acknowledgement

  • We thank for the contributions of all co-authors and siri-china teams in this work.

spa's People

Contributors

oceanntwt avatar

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