wehub-resource-sync
103 lines
7.3 KiB
Markdown
103 lines
7.3 KiB
Markdown
<!-- WEHUB_ZH_README -->
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> [!NOTE]
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> 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。
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> [English](./README.en.md) · [原始项目](https://github.com/MoonInTheRiver/DiffSinger) · [上游 README](https://github.com/MoonInTheRiver/DiffSinger/blob/HEAD/README.md)
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> 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。
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# DiffSinger：基于浅层扩散机制的歌唱语音合成（Singing Voice Synthesis via Shallow Diffusion Mechanism）
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[](https://arxiv.org/abs/2105.02446)
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[](https://github.com/MoonInTheRiver/DiffSinger)
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[](https://github.com/MoonInTheRiver/DiffSinger/releases)
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[](https://huggingface.co/spaces/NATSpeech/DiffSpeech)
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[](https://huggingface.co/spaces/Silentlin/DiffSinger)
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本仓库是我们 AAAI-2022 [论文](https://arxiv.org/abs/2105.02446), 的官方 PyTorch 实现，其中我们提出了 DiffSinger（用于歌唱语音合成 Singing-Voice-Synthesis）和 DiffSpeech（用于文本转语音 Text-to-Speech）。
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:tada: :tada: :tada: **更新**：
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- Sep.11, 2022：:electric_plug: [DiffSinger-PN](docs/README-SVS-opencpop-pndm.md)。接入我们实验室 ICLR 2022 的插件 [PNDM](https://arxiv.org/abs/2202.09778),，可免费加速 DiffSinger。
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- Jul.27, 2022：更新 [SVS](docs/README-SVS.md) 相关文档。新增简易推理 [A](docs/README-SVS-opencpop-cascade.md#4-inference-from-raw-inputs) 与 [B](docs/README-SVS-opencpop-e2e.md#4-inference-from-raw-inputs)；新增运行于 [HuggingFace🤗 SVS](https://huggingface.co/spaces/Silentlin/DiffSinger). 的交互式 SVS。
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- Mar.2, 2022：MIDI-B-version。
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- Mar.1, 2022：用于歌声美化的 [NeuralSVB](https://github.com/MoonInTheRiver/NeuralSVB), 已发布。
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- Feb.13, 2022：改进版代码框架 [NATSpeech](https://github.com/NATSpeech/NATSpeech), 已发布，其中包含 DiffSpeech 以及我们 NeurIPS-2021 工作 [PortaSpeech](https://openreview.net/forum?id=xmJsuh8xlq) 的实现。
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- Jan.29, 2022：支持 MIDI-A-version SVS。
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- Jan.13, 2022：支持 SVS，发布 PopCS 数据集。
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- Dec.19, 2021：支持 TTS。[HuggingFace🤗 TTS](https://huggingface.co/spaces/NATSpeech/DiffSpeech)
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:rocket: **新闻**：
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- Feb.24, 2022：我们的新工作 NeuralSVB 被 ACL-2022 接收 [](https://arxiv.org/abs/2202.13277). [演示页面](https://neuralsvb.github.io).
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- Dec.01, 2021：DiffSinger 被 AAAI-2022 接收。
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- Sep.29, 2021：我们近期工作 `PortaSpeech: Portable and High-Quality Generative Text-to-Speech` 被 NeurIPS-2021 接收 [](https://arxiv.org/abs/2109.15166) 。
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- May.06, 2021：我们将 DiffSinger 提交至 Arxiv [](https://arxiv.org/abs/2105.02446).
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## 环境
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1. 若你想使用 anaconda 环境：
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```sh
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conda create -n your_env_name python=3.8
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source activate your_env_name
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pip install -r requirements_2080.txt (GPU 2080Ti, CUDA 10.2)
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or pip install -r requirements_3090.txt (GPU 3090, CUDA 11.4)
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```
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2. 或者，若你想使用 python 的 virtual env：
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```sh
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## 请先安装 Python 3.8。
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python -m venv venv
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source venv/bin/activate
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# 安装依赖。
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pip install -U pip
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pip install Cython numpy==1.19.1
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pip install torch==1.9.0
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pip install -r requirements.txt
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```
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## 文档
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- [运行 DiffSpeech（TTS 版本）](docs/README-TTS.md)。
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- [运行 DiffSinger（SVS 版本）](docs/README-SVS.md)。
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## 概览
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| Mel 流水线 | 数据集 | 音高输入 | F0 预测 | 加速方法 | 声码器 |
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| ------------------------------------------------------------------------------------------- | ---------------------------------------------------------| ----------------- | ------------- | --------------------------- | ----------------------------- |
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| [DiffSpeech (Text->F0, Text+F0->Mel, Mel->Wav)](docs/README-TTS.md) | [Ljspeech](https://keithito.com/LJ-Speech-Dataset/) | None | Explicit | Shallow Diffusion | HiFiGAN |
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| [DiffSinger (Lyric+F0->Mel, Mel->Wav)](docs/README-SVS-popcs.md) | [PopCS](https://github.com/MoonInTheRiver/DiffSinger) | Ground-Truth F0 | None | Shallow Diffusion | NSF-HiFiGAN |
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| [DiffSinger (Lyric+MIDI->F0, Lyric+F0->Mel, Mel->Wav)](docs/README-SVS-opencpop-cascade.md) | [OpenCpop](https://wenet.org.cn/opencpop/) | MIDI | Explicit | Shallow Diffusion | NSF-HiFiGAN |
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| [FFT-Singer (Lyric+MIDI->F0, Lyric+F0->Mel, Mel->Wav)](docs/README-SVS-opencpop-cascade.md) | [OpenCpop](https://wenet.org.cn/opencpop/) | MIDI | Explicit | Invalid | NSF-HiFiGAN |
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| [DiffSinger (Lyric+MIDI->Mel, Mel->Wav)](docs/README-SVS-opencpop-e2e.md) | [OpenCpop](https://wenet.org.cn/opencpop/) | MIDI | Implicit | None | Pitch-Extractor + NSF-HiFiGAN |
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| [DiffSinger+PNDM (Lyric+MIDI->Mel, Mel->Wav)](docs/README-SVS-opencpop-pndm.md) | [OpenCpop](https://wenet.org.cn/opencpop/) | MIDI | Implicit | PLMS | Pitch-Extractor + NSF-HiFiGAN |
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| [DiffSpeech+PNDM (Text->Mel, Mel->Wav)](docs/README-TTS-pndm.md) | [Ljspeech](https://keithito.com/LJ-Speech-Dataset/) | None | Implicit | PLMS | HiFiGAN |
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## Tensorboard
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```sh
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tensorboard --logdir_spec exp_name
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```
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<table style="width:100%">
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<tr>
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<td><img src="resources/tfb.png" alt="Tensorboard" height="250"></td>
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</tr>
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</table>
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## 引用
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@article{liu2021diffsinger,
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title={Diffsinger: Singing voice synthesis via shallow diffusion mechanism},
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author={Liu, Jinglin and Li, Chengxi and Ren, Yi and Chen, Feiyang and Liu, Peng and Zhao, Zhou},
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journal={arXiv preprint arXiv:2105.02446},
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volume={2},
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year={2021}}
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## 致谢
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* lucidrains 的 [denoising-diffusion-pytorch](https://github.com/lucidrains/denoising-diffusion-pytorch)
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* 官方 [PyTorch Lightning](https://github.com/PyTorchLightning/pytorch-lightning)
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* kan-bayashi 的 [ParallelWaveGAN](https://github.com/kan-bayashi/ParallelWaveGAN)
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* jik876 的 [HifiGAN](https://github.com/jik876/hifi-gan)
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* 官方 [espnet](https://github.com/espnet/espnet)
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* lmnt-com 的 [DiffWave](https://github.com/lmnt-com/diffwave)
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* keonlee9420 的 [Implementation](https://github.com/keonlee9420/DiffSinger).
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特别感谢：
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* Openvpi 团队的维护：[DiffSinger](https://github.com/openvpi/DiffSinger).
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* 您的再创作与分享。
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