that the DDPM approach is superior both qualitatively and as measured by audio reconstruction and Fréchet distance metrics. Given the interactivity and generality of this approach, we find this to be a promising first step towards interactive and expressive neural synthesis for arbitrary combinations of instruments and notes.
The original codebase of this implementation can be found at magenta/music-spectrogram-diffusion.

Model
	

As depicted 