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LLMUtils

A bunch of useful utils when working with LLMs. These include:

  • Hosting models via an API
  • Estimating GPU memory usage
  • Running a model via your terminal
  • Finetuning an LLM

All this was tested on a g5.2xlarge GPU.

API Utils

  • api/llm_api.py - A basic way to host an LLM via a python FastAPI. ** Usage: python api/llm_api.py --model-name <model_name>

  • api/openai_api.py - A replacement for the OpenAI API. You can run any vLLM model and sub it quickly for the OpenAI API. ** Usage: python api/openai_api.py --model-name <model_name> --port <port> ** Set openai.api_key = "EMPTY"; openai.api_base = "http://localhost:{port}/v1"

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