Xinference
An open-source inference server for running language, speech and multimodal models through one API.
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About Xinference
Xinference runs open-source language, speech and multimodal models on a laptop, on on-premises servers or in the cloud. It serves them all through one unified API. According to the project, an application written for GPT can switch to another model by changing a single line of code.
The project includes a web frontend and monitoring components, and it suits developers and small teams who want to host several kinds of models themselves behind a consistent interface.
Strengths
- Serves language, speech and multimodal models from one place
- API designed as a drop-in replacement for GPT calls
- Runs on a laptop or scales to servers
Limitations
- Aimed at developers rather than casual users
- Requires setup and suitable hardware for larger models
Details
- Pricing
- FreeFree and open source.
- License
- Open source, license not stated
- Developer
- Xorbits
- Platforms
- macOS, Linux, Self-hosted, Command line
- How it runs
- Downloadable app, Self-hosted
- Best suited for
- Developers self-hosting several AI models behind one API
- Categories
- Local AI tools, Developer tools
- Last verified
- Added
- Provenance
- Facts checked against the developer's own pages and store listings, 1 sources on file.
Alternatives to Xinference
Compare allSoftware that can replace Xinference for an important use case, and what changes if you switch.
LocalAI
Serve language, image and speech models on your own hardware.
LocalAI also serves language, image and speech models on your own hardware with APIs compatible with common AI services, under the MIT license on Linux and macOS.
Ollama
The simplest way to pull down an open language model and run it on your own machine, from one command or a desktop app.
Ollama focuses on one-command model download with a localhost REST API, runs on Windows too, and suits single machines more than scaled server deployments.
vLLM
High-throughput, memory-efficient inference and serving engine for LLMs.
vLLM is an Apache-2.0 high-throughput serving engine for language models on Linux, aimed at production deployments and requiring suitable GPU hardware.
SGLang
A serving framework for running large language models and multimodal models on your own GPUs.
SGLang is a high-throughput serving framework for language and multimodal models on GPU servers, with Docker files and benchmark tooling but no speech focus.
Lemonade
A local AI runtime that serves text, image and speech models through a GUI, CLI and API.
Lemonade serves text, image and speech models through a GUI, CLI and API with stated zero telemetry, adds Windows packages, but is not open source.
llama.cpp
The C++ engine most local AI apps are built on, running language models on ordinary hardware.
llama.cpp is an MIT-licensed C++ engine with a built-in server that runs language models on ordinary hardware, including Windows and Android, without Python.
GPUStack
An open-source GPU cluster manager for serving AI models with vLLM and SGLang on your own hardware.
GPUStack pools GPUs across several machines to serve models with vLLM and SGLang, deploying through Docker Compose or Kubernetes Helm, and needs server administration skills.
RamaLama
Command-line tool that pulls AI models from any source and serves them locally in containers.
RamaLama pulls models from many sources and serves them in isolated containers, fitting Podman and Docker workflows, but it is command-line only.
Xinference as an alternative
Listings that name Xinference as an alternative.
Foundry Local
Microsoft's tool for downloading and running AI models entirely on your own device.
Xinference is an open-source server offering a GPT-style drop-in API for language, speech and multimodal models, on macOS and Linux and scaling to servers.
TabbyAPI
A lightweight, OpenAI-compatible API server for running ExLlama-format language models on your own hardware.
Xinference serves language, speech and multimodal models behind one GPT-compatible API on macOS, Linux or servers, but has no Windows listing.
Similar software
Related functionality, not necessarily a direct replacement.
Open WebUI
A self-hosted chat interface that talks to Ollama and any OpenAI-compatible API, so your local models get a proper front end.
Dify
Self-hosted platform for building AI agent workflows and RAG pipelines.
Langflow
Visual builder for creating and deploying AI agent workflows.
nvitop
Interactive terminal viewer for NVIDIA GPUs and the processes running on them.