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DiffSinger

Open-source diffusion-based singing voice synthesis with 44.1kHz output.

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About

DiffSinger is an open-source singing voice synthesis system based on the shallow diffusion mechanism described in arXiv 2105.02446. The OpenVPI-maintained version refactors the original research code into a production-oriented package with 44.1kHz audio output, improved acoustic models, faster diffusion sampling, and variance controls for pitch, energy, and breathiness.

It sits at the center of the open vocal-synth ecosystem alongside OpenUTAU, accepting community voicebanks and USTX projects. Released under Apache 2.0, it gives independent musicians and researchers a free alternative to commercial vocal synths, with the usual caveat that synthesized voices should only be trained on licensed or consented voice data.

What it can do

  • Diffusion-based singing voice synthesis
  • 44.1kHz high-fidelity output
  • Pitch, energy, and breathiness controls
  • USTX project and community voicebank support

Setup

Clone from GitHub and install the Python environment, or use a community GUI build.

Prerequisites

Python, a GPU recommended, and a compatible voicebank.

Use cases

singing-synthesismusic-productionopen-source-audio

Works with

Trust score — 8/10

/10 trustVerified

Scored 8/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 100; Trending score 76/100 from researcher assessment.

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.