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GeezerVison is showing github.com — GitHub - openvpi/DiffSinger: An advanced singing voice synthesis system with high fidelity, expressiveness, controllability and flexibility based on DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism

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DiffSinger (OpenVPI maintained version)

arXiv downloads Bilibili license

This is a refactored and enhanced version of DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism based on the original paper and implementation, which provides:

  • Cleaner code structure: useless and redundant files are removed and the others are re-organized.
  • Better sound quality: the sampling rate of synthesized audio is adapted to 44.1 kHz instead of the original 24 kHz.
  • Higher fidelity: improved acoustic models and diffusion sampling acceleration algorithms are integrated.
  • More controllability: introduced variance models and parameters for prediction and control of pitch, energy, breathiness, etc.
  • Production compatibility: functionalities are designed to match the requirements of production deployment and the Singing Voice Synthesis (SVS) communities.
Overview Variance Model Acoustic Model
arch-overview arch-variance arch-acoustic

User Guidance

Navigation page including all tutorials and resources (Chinese): https://diffsinger.com

  • Installation & basic usages: See Getting Started
  • Dataset creation pipelines & tools: See MakeDiffSinger
  • Best practices & tutorials: See Best Practices
  • Editing configurations: See Configuration Schemas
  • Deployment & production: OpenUTAU, DiffScope (under development)
  • Communication groups: QQ Group (907879266), Discord server

Progress & Roadmap

  • Progress since we forked into this repository: See Releases
  • Roadmap for future releases: See Project Board
  • Thoughts, proposals & ideas: See Discussions

Architecture & Algorithms

TBD

Development Resources

TBD

References

Original Paper & Implementation

  • Paper: DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism
  • Implementation: MoonInTheRiver/DiffSinger

Generative Models & Algorithms

  • Denoising Diffusion Probabilistic Models (DDPM): paper, implementation
    • DDIM for diffusion sampling acceleration
    • PNDM for diffusion sampling acceleration
    • DPM-Solver++ for diffusion sampling acceleration
    • UniPC for diffusion sampling acceleration
  • Rectified Flow (RF): paper, implementation

Dependencies & Submodules

  • RoPE for transformer encoder
  • Mix-LN for cross-speaker/lingual learning
  • HiFi-GAN and NSF for waveform reconstruction
  • pc-ddsp for waveform reconstruction
  • RMVPE and yxlllc's fork for pitch extraction
  • Vocal Remover and yxlllc's fork for harmonic-noise separation

Disclaimer

Any organization or individual is prohibited from using any functionalities included in this repository to generate someone's voice without his/her consent, including but not limited to government leaders, political figures, and celebrities. If you do not comply with this item, you could be in violation of copyright laws.

License

This forked DiffSinger repository is licensed under the Apache 2.0 License.

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An advanced singing voice synthesis system with high fidelity, expressiveness, controllability and flexibility based on DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism

Topics

acoustic-modeldiffusiondiffussion-modelmelody-frontendmidipitch-predictionrectified-flowsinging-voicesinging-voice-synthesissvs

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