Voice Cloning App

A Python/Pytorch app for easily synthesising human voices

System Requirements

• Windows 10 or Ubuntu 20.04+ operating system
• NVIDIA GPU with at least 4GB of memory
• Up-to-date NVIDIA driver (version 450.36+)

Key features

• Automatic dataset generation
• Easy train start/stop
• Support for kindle & audible as data sources
• Data importing/exporting
• Simplified training & synthesis
• Word replacement suggestion
• Windows & Linux support

Video guide

https://www.youtube.com/playlist?list=PLk5I7EvFL13GjBIDorh5yE1SaPGRG-i2l

Voice Sharing Hub

https://voice-sharing-hub.herokuapp.com/

Discord Server

FAQ's

Manual Guides

1. Installation
2. Building the dataset
3. Training
4. Synthesis

Future Improvements

• Test pretrained weights for transfer learning
• Add support for alternative models
• Improved batch size estimation
• Multi-GPU support
• AMD GPU support
• Additional language support

How to make changes

Acknowledgements

This project uses a reworked version of Tacotron2 & Waveglow. All rights for belong to NVIDIA and follow the requirements of their BSD-3 licence.

Additionally, the dataset generation uses DSAlign & Silero.

Thank you to Dr. John Bustard at Queen's University Belfast for his support throughout the project.

Also a big thanks to the members of the VocalSynthesis subreddit for their feedback.

Finally thank you to everyone raising issues and contributing to the project.