This looks awesome. Obvious in hindsight! The viz really explains it well.

Hope it gets added to scipy - it’s much more available in the envs many use than facebooks own faiss library.

The automatic hyperparameter laws don't seem intuitive to me yet. Do you have any intuition for it?