What is Asteroid? ================= Asteroid is a PyTorch-based audio source separation toolkit. The main goals of Asteroid are: - Gather a wider **community** around audio source separation by lowering the barriers to entry. - **Promote reproducibility** by replicating important research papers. - Automatize most engineering and **make way for research**. - Simplify **model sharing** to reduce compute costs and carbon footprint. So, how do we do that? We aim to provide - PyTorch ``Dataset`` for **common datasets**. - Ready-to-use state-of-the art source separation architectures in **native PyTorch**. - **Configurable recipes** from data preparation to evaluation. - **Pretrained models** for a wide variety of tasks and architectures. Who is it for? -------------- Asteroid has several target usage: - Use asteroid in your own code, as a package. - Use available recipes to build your own separation model. - Use pretrained models to process your files. - Hit the ground running with your research ideas! Want to know more? ------------------ - `Visit our webpage `__ - `Read our paper `__ - `Watch the presentation video `__ - `Check how we won the PyTorch Hackathon 2020 ! `__