Xorbits Inference (Xinference) - AI Model Serving Tool

Overview

Xorbits Inference (Xinference) is an open-source library for deploying and serving language, speech recognition, and multimodal models. It enables developers to replace OpenAI GPT with open-source models using minimal code changes and supports cloud, on-premises, and self-hosted setups.

Key Features

  • Serve language, speech, and multimodal models with one library
  • Replace OpenAI GPT with open-source models using minimal code changes
  • Supports cloud, on-premises, and self-hosted deployments
  • Open-source project hosted on GitHub

Ideal Use Cases

  • Migrate from OpenAI GPT to an open-source model
  • Deploy speech recognition models for server-side inference
  • Serve multimodal models combining text, audio, or images
  • Host models on-premises for data privacy or compliance
  • Integrate model serving into existing cloud workflows

Getting Started

  • Clone the GitHub repository
  • Install dependencies following the repository instructions
  • Configure the model backend and serving options
  • Start the inference server with provided commands
  • Send inference requests from your application to test

Pricing

Open-source project; no pricing information disclosed. Check the GitHub repository for license details and hosting costs.

Limitations

  • Requires user-managed infrastructure for self-hosted deployments
  • Users must handle scaling, monitoring, and security operations

Key Information

  • Category: Model Serving
  • Type: AI Model Serving Tool