E-means: 10x faster k-means at equal loss

I adapted the method to my IVF index (the code-daemon project) and achieved a 146x speedup on the GPU.

That's impressive!

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.