mayavoz 0.0.1

Deep learning toolkit for speech enhancement

mayavoz is a Pytorch-based opensource toolkit for speech enhancement. It is designed to save time for audio researchers. Is provides easy to use pretrained audio enhancement models and facilitates highly customisable model training.

| Quick Start | Installation | Tutorials | Available Recipes | Demo

Key features :key:

• Various pretrained models nicely integrated with huggingface :hugs: that users can select and use without any hastle.
• :package: Ability to train and validation your own custom speech enhancement models with just under 10 lines of code!
• :magic_wand: A command line tool that facilitates training of highly customisable speech enhacement models from the terminal itself!
• :zap: Supports multi-gpu training integrated with Pytorch Lightning.

Demo

Noisy audio followed by enhanced audio.

https://user-images.githubusercontent.com/25312635/203756185-737557f4-6e21-4146-aa2c-95da69d0de4c.mp4

Quick Start :fire:

from mayavoz.models import Mayamodel

model = Mayamodel.from_pretrained("shahules786/mayavoz-waveunet-valentini-28spk")
model.enhance("noisy_audio.wav")

Recipes

Model	Dataset	STOI	PESQ	URL
WaveUnet	Valentini-28spk	0.836	2.78	shahules786/mayavoz-waveunet-valentini-28spk
Demucs	Valentini-28spk	0.961	2.56	shahules786/mayavoz-demucs-valentini-28spk
DCCRN	Valentini-28spk	0.724	2.55	shahules786/mayavoz-dccrn-valentini-28spk
Demucs	MS-SNSD-20hrs	0.56	1.26	shahules786/mayavoz-demucs-ms-snsd-20

Test scores are based on respective test set associated with train dataset.

See tutorials to train your custom model

Installation

Only Python 3.8+ is officially supported (though it might work with Python 3.7)

• With Pypi

pip install mayavoz

• With conda

conda env create -f environment.yml
conda activate mayavoz

• From source code

git clone url
cd mayavoz
pip install -e .

Support

For commercial enquiries and scientific consulting, please contact me.

Acknowledgements

Sincere gratitude to AMPLYFI for supporting this project.