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llm-as-a-service's Introduction

llm-as-a-service

Simple FastAPI service for LLAMA-2 7B chat model.

Current version supports only 7B-chat model.

Tested on a single Nvidia L4 GPU (24GB) at GCP (machine type g2-standard-8).

How to run

Install all dependecies

Run:

poetry install

Download llama-2 model

Download llama-2-7b-chat model accordingly to the instruction from llama repository.

Setup environment variables

export RANK="0"
export WORLD_SIZE="1"
export MASTER_ADDR="0.0.0.0"
export MASTER_PORT="2137"
export NCCL_P2P_DISABLE="1"
export OMP_NUM_THREADS=4  # optional

Start the server

Run the following command:

python laas/main.py

Use server

To learn more about endpoints go to http://0.0.0.0:8080/docs

Tests

pytest

Without loading LLM

To run fast tests (no LLM loaded) run

pytest

With loading LLM

For longer tests run

pytest --runslow

llm-as-a-service's People

Contributors

jacekplocharczyk avatar

Stargazers

 avatar Abdulhamit Çelik avatar Solomon avatar  avatar Gopinath Balu avatar Andy Clarke avatar Shenghui Li avatar  avatar Taniform  avatar  avatar Sunil Sandhu avatar Rachad avatar John avatar SeongWan Kim avatar tagyro avatar Jan Hynek avatar Artur Kolishenko avatar Misha Zanka avatar  avatar

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