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GPUStack 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.

Not the right match-up?
GP GPUStack Manage GPU clusters for running AI models VS XI Xinference Distributed inference framework for LLMs and embeddings
FeatureGPUStackXinference
Deploy effortUnder-an-hour setupUnder-an-hour setup
Health score90 · Excellent93 · Excellent
CategorySelf-Hosted AISelf-Hosted AI
LicenseApache-2.0Apache-2.0
LanguagePythonPython
Setup difficultyMediumMedium
Min. RAM8,192 MB8,192 MB
Deploymentdocker, kubernetes, bare-metaldocker, kubernetes, source
GitHub stars★ 5,754★ 9,592
First released20242023
ReplacesOpenAI APIOpenAI API, Hugging Face Inference Endpoints

What are GPUStack and Xinference?

GPUStack

GPUStack is an open-source platform for running and scaling AI models across heterogeneous GPU clusters. It supports LLMs, embeddings, image, and audio models with an OpenAI-compatible API and a management dashboard.

  • Distributed GPU scheduling
  • OpenAI-compatible API
  • Many model types
  • Cluster dashboard

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

GPUStack vs Xinference: key differences

Both projects are written in Python.

Why pick each one

Choose GPUStack if…

  • Released under the Apache-2.0 license
  • First-class Docker support for quick deployment
  • Kubernetes-ready with Helm charts available
  • Mature project with 5.8k GitHub stars
GPUStack details

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
Xinference details

Frequently asked questions

Is GPUStack or Xinference better?

Neither is universally better. Xinference has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.

Are GPUStack and Xinference free and open-source?

Yes. GPUStack is licensed under Apache-2.0 and Xinference under Apache-2.0. Both can be self-hosted at no software cost.

Can I run GPUStack and Xinference with Docker?

GPUStack: yes. Xinference: yes.

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