This Facebook Research repository implements the Demucs-based encoder-decoder architecture for real-time speech enhancement, working directly on raw audio waveforms rather than spectrograms. The model optimizes using multiple loss functions across time and frequency domains, enabling removal of stationary and non-stationary noise plus room reverb. It includes data augmentation techniques applied to raw waveforms to improve generalization and provides pretrained weights installable via pip.