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README
MIT

GPT-SoVITS - Voice Conversion and Text-to-Speech WebUI

Demo Video and Features

Check out our demo video in Chinese: Bilibili Demo

https://github.com/RVC-Boss/GPT-SoVITS/assets/129054828/05bee1fa-bdd8-4d85-9350-80c060ab47fb

Features:

  1. Zero-shot TTS: Input a 5-second vocal sample and experience instant text-to-speech conversion.

  2. Few-shot TTS: Fine-tune the model with just 1 minute of training data for improved voice similarity and realism.

  3. Cross-lingual Support: Inference in languages different from the training dataset, currently supporting English, Japanese, and Chinese.

  4. WebUI Tools: Integrated tools include voice accompaniment separation, automatic training set segmentation, Chinese ASR, and text labeling, assisting beginners in creating training datasets and GPT/SoVITS models.

Todo List

  1. High Priority:

    • Localization in Japanese and English.
    • User guide.
  2. Features:

    • Zero-shot voice conversion (5s) / few-shot voice conversion (1min).
    • TTS speaking speed control.
    • Enhanced TTS emotion control.
    • Experiment with changing SoVITS token inputs to probability distribution of vocabs.
    • Improve English and Japanese text frontend.
    • Develop tiny and larger-sized TTS models.
    • Colab scripts.
    • Expand training dataset (2k -> 10k).

Requirements (How to Install)

Python and PyTorch Version

Tested with Python 3.9, PyTorch 2.0.1, and CUDA 11.

Quick Install with Conda

conda create -n GPTSoVits python=3.9
conda activate GPTSoVits
bash install.sh

Install Manually

Pip Packages

pip install torch numpy scipy tensorboard librosa==0.9.2 numba==0.56.4 pytorch-lightning gradio==3.14.0 ffmpeg-python onnxruntime tqdm cn2an pypinyin pyopenjtalk g2p_en chardet

Additional Requirements

If you need Chinese ASR (supported by FunASR), install:

pip install modelscope torchaudio sentencepiece funasr

FFmpeg

Conda Users
conda install ffmpeg
Ubuntu/Debian Users
sudo apt install ffmpeg
sudo apt install libsox-dev
conda install -c conda-forge 'ffmpeg<7'
MacOS Users
brew install ffmpeg
Windows Users

Download and place ffmpeg.exe and ffprobe.exe in the GPT-SoVITS root.

Pretrained Models

Download pretrained models from GPT-SoVITS Models and place them in GPT_SoVITS\pretrained_models.

For Chinese ASR, download models from Damo ASR Models and place them in tools/damo_asr/models.

For UVR5 (Vocals/Accompaniment Separation & Reverberation Removal), download models from UVR5 Weights and place them in tools/uvr5/uvr5_weights.

Dataset Format

The TTS annotation .list file format:

vocal_path|speaker_name|language|text

Example:

D:\GPT-SoVITS\xxx/xxx.wav|xxx|en|I like playing Genshin.

Language dictionary:

  • 'zh': Chinese
  • 'ja': Japanese
  • 'en': English

Credits

Special thanks to the following projects and contributors:

MIT License Copyright (c) 2024 RVC-Boss Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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