Top 5 Python llm-serving Projects

Ray

42 31,101 10.0 Python

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Project mention: Open Source Advent Fun Wraps Up! | dev.to | 2024-01-05

22. Ray | Github | tutorial

vllm

30 18,041 9.9 Python

A high-throughput and memory-efficient inference and serving engine for LLMs

Project mention: Mistral AI Launches New 8x22B Moe Model | news.ycombinator.com | 2024-04-09

The easiest is to use vllm (https://github.com/vllm-project/vllm) to run it on a Couple of A100's, and you can benchmark this using this library (https://github.com/EleutherAI/lm-evaluation-harness)

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
OpenLLM

25 8,733 9.9 Python

Run any open-source LLMs, such as Llama 2, Mistral, as OpenAI compatible API endpoint, locally and in the cloud.

Project mention: First 15 Open Source Advent projects | dev.to | 2023-12-15

13. OpenLLM by BentoML | Github | tutorial

skypilot

33 5,636 9.8 Python

SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.

Project mention: Ask HN: Most efficient way to fine-tune an LLM in 2024? | news.ycombinator.com | 2024-04-04

mosec

11 703 8.5 Python

A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine

Project mention: 20x Faster as the Beginning: Introducing pgvecto.rs extension written in Rust | dev.to | 2023-08-06

Mosec - A high-performance serving framework for ML models, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine. Simple and faster alternative to NVIDIA Triton.

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).