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Spleeter

What it is

Spleeter is Deezer’s free, open-source library for separating vocals and instruments from audio files or rebuilding multitracks from a mixed recording. Pre-trained models produce two stems—vocals and accompaniment—or four and five stems that add drums, bass, piano, and other sound. Developers can train models with datasets of isolated sources. Written in Python and using TensorFlow, Spleeter runs from the command line or as a Python library, and it can be installed with pip or used through Docker. Deezer says four-stem separation can run 100 times faster than real time on a GPU. Suggested uses include instrumental creation, audio restoration and remastering, DJ mixes, and extracting voice tracks for subtitling. The project lists Spleeter 4 Max for Ableton Live and professional audio products using its models. Spleeter Free costs nothing; Spleeter Pro is an enterprise API with contact-required pricing.

For and against

For

  • Open-source library with free plan
  • Supports two-, four-, and five-stem models
  • Available through CLI and Python library
  • Can install with pip or Docker
  • Offers API access through Pro

Against

  • No desktop app
  • Apple M1 TensorFlow issues are documented
  • Copyright processing requires rights-owner authorization
  • Pro pricing requires contacting Deezer

The verdict

Spleeter offers flexible source separation for developers, with multiple stem models and deployment methods. Users should account for its desktop-app absence, platform caveats, and rights obligations.

Who it suits

Spleeter suits developers and companies building audio-separation workflows or integrations. It is also relevant for instrumental creation, restoration, DJ mixing, and voice extraction.

Plans and prices

Spleeter Free

Free

Source separation library · pre-trained models · CLI and Python library · pip or Docker

Spleeter Pro

Priced on request

Enterprise version · available as an API · faster processing · more accurate separation

Every plan, in full

On the record

Deployment
The maker says Spleeter can be installed with pip or used with Docker.deezer-techservices.com · read 9 Oct 2026
Developer access
Spleeter is written in Python, uses TensorFlow, and can be used from the command line or as a Python library.github.com · read 9 Oct 2026
Enterprise offering
Spleeter Pro is described as an enterprise version available as an API, with contact required to learn more about integration.deezer-techservices.com · read 9 Oct 2026
Integrations
The project README names Spleeter 4 Max for Ableton Live and lists professional audio products using its pre-trained models, including iZotope RX 8, Steinberg SpectraLayers 7, Acon Acoustica 7, VirtualDJ, and Algoriddim NeuralMix and djay Pro.github.com · read 9 Oct 2026
Intended users
Deezer presents the free library for developers and the Pro offer for companies seeking integration into company tools.deezer-techservices.com · read 9 Oct 2026
License and rights
The Spleeter code is MIT-licensed, and the README says users must obtain authorization from rights owners before processing copyrighted material.github.com · read 9 Oct 2026
Limitations
The project README notes known Apple M1 issues related mostly to TensorFlow compatibility and provides a workaround.github.com · read 9 Oct 2026
Performance
Deezer says the 4-stem separation can run 100 times faster than real time on a GPU.github.com · read 9 Oct 2026
Purpose
Spleeter separates vocals and instruments from audio files and can recreate multitracks from a flat audio file.deezer-techservices.com · read 9 Oct 2026
Security and compliance
The maker pages reviewed provide no Spleeter-specific security certification or compliance statement.deezer-techservices.com · read 9 Oct 2026
Separation models
Pre-trained models support 2 stems (vocals and accompaniment), 4 stems (vocals, drums, bass, and other), and 5 stems (vocals, drums, bass, piano, and other).research.deezer.com · read 9 Oct 2026
Support
The commercial offering advertises dedicated professional support, while Deezer says the open-source forks and websites built on Spleeter are not hosted, maintained, or directly supported by Deezer.github.com · read 9 Oct 2026
Training
The library lets developers train source separation models when they have a dataset of isolated sources.research.deezer.com · read 9 Oct 2026
Use cases
Deezer describes uses including generating instrumental tracks, audio restoration and remastering, DJ mixes, and extracting voice tracks to support subtitling.deezer-techservices.com · read 9 Oct 2026

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