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idallm's Introduction

LLM Utility for the IDA Cluster

Install

pip install --upgrade git+https://github.com/Parry-Parry/idaLLM.git

Functions

  • LLM Serving: Through vLLM and FastAPI you can run an efficient endpoint for LLM inference
  • Local Inference: Through vLLM you can execute prompts (coupled with LightChain)

How-To

To run the API in its simplest form

python -m idallm.api.serve --model <MODEL_ID> --host 0.0.0.0 --port 8080

To run local inference in its simplest form (over a text file )

python -m idallm.local.serve --model <MODEL_ID> --input_file my_prompts.txt --output_file my_outputs.txt

Requires:

  • torch : self-explanatory
  • transformers : self-explanatory
  • fastapi: Backbone used to serve applications over TCP
  • ray: Deployment component
  • vllm: Efficient model serving

Optional:

  • LightChain: Makes life a lot easier in terms of prompt formatting, chain-prompting and chat functionality

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