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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!
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