ExLlama vs Xinference
A side-by-side comparison of two self-hosted self-hosted ai options — licensing, setup difficulty, resource needs, and what each one replaces.
| Feature | ExLlama | Xinference |
|---|---|---|
| Deploy effort | Read-the-docs project | Under-an-hour setup |
| Health score | 23 · At risk | 93 · Excellent |
| Category | Self-Hosted AI | Self-Hosted AI |
| License | MIT | Apache-2.0 |
| Language | Python | Python |
| Setup difficulty | Hard | Medium |
| Min. RAM | 8,192 MB | 8,192 MB |
| Deployment | source | docker, kubernetes, source |
| GitHub stars | ★ 2,946 | ★ 9,592 |
| First released | 2023 | 2023 |
| Replaces | OpenAI API | OpenAI API, Hugging Face Inference Endpoints |
What are ExLlama and Xinference?
ExLlama
ExLlama is a standalone Python/C++/CUDA implementation for running quantized GPTQ Llama models with low VRAM use on modern GPUs. It is the predecessor to ExLlamaV2 and focuses on fast, memory-efficient local inference.
- Low VRAM GPTQ inference
- CUDA-accelerated
- Standalone library
- Fast token generation
Xinference
Xorbits Inference (Xinference) is a framework for serving language, embedding, image, audio, and rerank models with a single command. It exposes OpenAI-compatible APIs and supports distributed deployment across multiple machines.
- Serve LLMs, embeddings and images
- OpenAI-compatible API
- Distributed cluster support
- Built-in model registry
ExLlama vs Xinference: key differences
Both projects are written in Python. Licensing differs — MIT for ExLlama versus Apache-2.0 for Xinference. Xinference has the considerably larger community, at 9,592 GitHub stars versus 2,946. Xinference lists first-class Docker deployment; ExLlama does not.
Why pick each one
Choose ExLlama if…
- Released under the MIT license
- Active community (2.9k GitHub stars)
- Written in Python
Choose Xinference if…
- Released under the Apache-2.0 license
- First-class Docker support for quick deployment
- Kubernetes-ready with Helm charts available
- Mature project with 9.6k GitHub stars
Frequently asked questions
Is ExLlama or Xinference better?
Xinference is the stronger all-round pick: it has both the larger community and the simpler medium setup. Consider ExLlama if its specific feature set fits your needs better.
Are ExLlama and Xinference free and open-source?
Yes. ExLlama is licensed under MIT and Xinference under Apache-2.0. Both can be self-hosted at no software cost.
Can I run ExLlama and Xinference with Docker?
ExLlama: check the project docs for container support. Xinference: yes.