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# DiffSinger (OpenVPI maintained version)
<!-- WEHUB_ZH_README -->
> [!NOTE]
> 本文档由 WeHub 基于上游 README 翻译整理,属于社区翻译,非官方中文文档。
> [English](./README.en.md) · [原始项目](https://github.com/openvpi/DiffSinger) · [上游 README](https://github.com/openvpi/DiffSinger/blob/HEAD/README.md)
> 原作者、版权与许可证归属以原始项目及本仓库 LICENSE 文件为准。
# DiffSingerOpenVPI 维护版本)
[![arXiv](https://img.shields.io/badge/arXiv-Paper-<COLOR>.svg)](https://arxiv.org/abs/2105.02446)
[![downloads](https://img.shields.io/github/downloads/openvpi/DiffSinger/total.svg)](https://github.com/openvpi/DiffSinger/releases)
[![Bilibili](https://img.shields.io/badge/Bilibili-Demo-blue)](https://www.bilibili.com/video/BV1be411N7JA/)
[![license](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://github.com/openvpi/DiffSinger/blob/main/LICENSE)
This is a refactored and enhanced version of _DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism_ based on the original [paper](https://arxiv.org/abs/2105.02446) and [implementation](https://github.com/MoonInTheRiver/DiffSinger), which provides:
这是基于原始 [论文](https://arxiv.org/abs/2105.02446) 和 [实现](https://github.com/MoonInTheRiver/DiffSinger), _DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism_ 进行重构与增强的版本,提供:
- Cleaner code structure: useless and redundant files are removed and the others are re-organized.
- Better sound quality: the sampling rate of synthesized audio are 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 SVS communities.
- 更清晰的代码结构:移除无用与冗余文件,并对其余文件重新组织。
- 更好的音质:合成音频的采样率适配为 44.1 kHz,而非原始的 24 kHz
- 更高的保真度:集成了改进的声学模型与扩散采样加速算法。
- 更强的可控性:引入方差模型及相关参数,用于预测与控制音高、能量、气声等。
- 生产环境兼容性:功能设计契合生产部署需求与 SVS 社区。
| Overview | Variance Model | Acoustic Model |
| 概览 | 方差模型(Variance Model | 声学模型(Acoustic Model |
|:-------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------:|
| <img src="docs/resources/arch-overview.jpg" alt="arch-overview" style="zoom: 60%;" /> | <img src="docs/resources/arch-variance.jpg" alt="arch-variance" style="zoom: 50%;" /> | <img src="docs/resources/arch-acoustic.jpg" alt="arch-acoustic" style="zoom: 60%;" /> |
## User Guidance
## 用户指南
> Navigation page including all tutorials and resources (Chinese): https://diffsinger.com
> 包含全部教程与资源的导航页(中文):https://diffsinger.com
- **Installation & basic usages**: See [Getting Started](docs/GettingStarted.md)
- **Dataset creation pipelines & tools**: See [MakeDiffSinger](https://github.com/openvpi/MakeDiffSinger)
- **Best practices & tutorials**: See [Best Practices](docs/BestPractices.md)
- **Editing configurations**: See [Configuration Schemas](docs/ConfigurationSchemas.md)
- **Deployment & production**: [OpenUTAU](https://github.com/stakira/OpenUtau), [DiffScope (under development)](https://github.com/diffscope/diffscope-project)
- **Communication groups**: [QQ Group](http://qm.qq.com/cgi-bin/qm/qr?_wv=1027&k=fibG_dxuPW5maUJwe9_ya5-zFcIwaoOR&authKey=ZgLCG5EqQVUGCID1nfKei8tCnlQHAmD9koxebFXv5WfUchhLwWxb52o1pimNai5A&noverify=0&group_code=907879266) (907879266), [Discord server](https://discord.gg/wwbu2JUMjj)
- **安装与基础用法**:参见 [Getting Started](docs/GettingStarted.md)
- **数据集制作流程与工具**:参见 [MakeDiffSinger](https://github.com/openvpi/MakeDiffSinger)
- **最佳实践与教程**:参见 [Best Practices](docs/BestPractices.md)
- **编辑配置**:参见 [Configuration Schemas](docs/ConfigurationSchemas.md)
- **部署与生产**[OpenUTAU](https://github.com/stakira/OpenUtau), [DiffScope(开发中)](https://github.com/diffscope/diffscope-project)
- **交流社群**[QQ 群](http://qm.qq.com/cgi-bin/qm/qr?_wv=1027&k=fibG_dxuPW5maUJwe9_ya5-zFcIwaoOR&authKey=ZgLCG5EqQVUGCID1nfKei8tCnlQHAmD9koxebFXv5WfUchhLwWxb52o1pimNai5A&noverify=0&group_code=907879266)907879266),[Discord 服务器](https://discord.gg/wwbu2JUMjj)
## Progress & Roadmap
## 进度与路线图
- **Progress since we forked into this repository**: See [Releases](https://github.com/openvpi/DiffSinger/releases)
- **Roadmap for future releases**: See [Project Board](https://github.com/orgs/openvpi/projects/1)
- **Thoughts, proposals & ideas**: See [Discussions](https://github.com/openvpi/DiffSinger/discussions)
- **自 fork 至本仓库以来的进展**:参见 [Releases](https://github.com/openvpi/DiffSinger/releases)
- **未来版本路线图**:参见 [Project Board](https://github.com/orgs/openvpi/projects/1)
- **想法、提案与建议**:参见 [Discussions](https://github.com/openvpi/DiffSinger/discussions)
## Architecture & Algorithms
## 架构与算法
TBD
## Development Resources
## 开发资源
TBD
## References
## 参考资料
### Original Paper & Implementation
### 原始论文与实现
- Paper: [DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism](https://arxiv.org/abs/2105.02446)
- Implementation: [MoonInTheRiver/DiffSinger](https://github.com/MoonInTheRiver/DiffSinger)
- 论文:[DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism](https://arxiv.org/abs/2105.02446)
- 实现:[MoonInTheRiver/DiffSinger](https://github.com/MoonInTheRiver/DiffSinger)
### Generative Models & Algorithms
### 生成模型与算法
- Denoising Diffusion Probabilistic Models (DDPM): [paper](https://arxiv.org/abs/2006.11239), [implementation](https://github.com/hojonathanho/diffusion)
- [DDIM](https://arxiv.org/abs/2010.02502) for diffusion sampling acceleration
- [PNDM](https://arxiv.org/abs/2202.09778) for diffusion sampling acceleration
- [DPM-Solver++](https://github.com/LuChengTHU/dpm-solver) for diffusion sampling acceleration
- [UniPC](https://github.com/wl-zhao/UniPC) for diffusion sampling acceleration
- Rectified Flow (RF): [paper](https://arxiv.org/abs/2209.03003), [implementation](https://github.com/gnobitab/RectifiedFlow)
- 去噪扩散概率模型(Denoising Diffusion Probabilistic Models, DDPM):[论文](https://arxiv.org/abs/2006.11239), [实现](https://github.com/hojonathanho/diffusion)
- [DDIM](https://arxiv.org/abs/2010.02502) 用于扩散采样加速
- [PNDM](https://arxiv.org/abs/2202.09778) 用于扩散采样加速
- [DPM-Solver++](https://github.com/LuChengTHU/dpm-solver) 用于扩散采样加速
- [UniPC](https://github.com/wl-zhao/UniPC) 用于扩散采样加速
- 整流流(Rectified Flow, RF):[论文](https://arxiv.org/abs/2209.03003), [实现](https://github.com/gnobitab/RectifiedFlow)
### Dependencies & Submodules
### 依赖与子模块
- [RoPE](https://github.com/lucidrains/rotary-embedding-torch) for transformer encoder
- [Mix-LN](https://www.isca-archive.org/interspeech_2024/hwang24_interspeech.pdf) for cross-speaker/lingual learning
- [HiFi-GAN](https://github.com/jik876/hifi-gan) and [NSF](https://github.com/nii-yamagishilab/project-NN-Pytorch-scripts/tree/master/project/01-nsf) for waveform reconstruction
- [pc-ddsp](https://github.com/yxlllc/pc-ddsp) for waveform reconstruction
- [RMVPE](https://github.com/Dream-High/RMVPE) and yxlllc's [fork](https://github.com/yxlllc/RMVPE) for pitch extraction
- [Vocal Remover](https://github.com/tsurumeso/vocal-remover) and yxlllc's [fork](https://github.com/yxlllc/vocal-remover) for harmonic-noise separation
- [RoPE](https://github.com/lucidrains/rotary-embedding-torch) 用于 transformer 编码器
- [Mix-LN](https://www.isca-archive.org/interspeech_2024/hwang24_interspeech.pdf) 用于跨说话人/跨语种学习
- [HiFi-GAN](https://github.com/jik876/hifi-gan) [NSF](https://github.com/nii-yamagishilab/project-NN-Pytorch-scripts/tree/master/project/01-nsf) 用于波形重建
- [pc-ddsp](https://github.com/yxlllc/pc-ddsp) 用于波形重建
- [RMVPE](https://github.com/Dream-High/RMVPE) yxlllc [fork](https://github.com/yxlllc/RMVPE) 用于音高提取
- [Vocal Remover](https://github.com/tsurumeso/vocal-remover) yxlllc [fork](https://github.com/yxlllc/vocal-remover) 用于谐波-噪声分离
## Disclaimer
## 免责声明
Any organization or individual is prohibited from using any functionalities included in this repository to generate someone's speech 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.
任何组织或个人不得使用本仓库中的任何功能,在未经本人同意的情况下生成某人的语音,包括但不限于政府领导人、政治人物和名人。若您未遵守本条款,可能构成对版权法的违反。
## License
This forked DiffSinger repository is licensed under the [Apache 2.0 License](LICENSE).
## 许可证
本 fork 的 DiffSinger 仓库采用 [Apache 2.0 License](LICENSE) 许可。