See title. We discussed it at Dagstuhl. Should be useful for PyNNdescent, but could potentially be useful for Annoy/HNSW/etc at well.

We could potentially allow Affinity classes to take **kwargs as well and pass them to the KNNIndex. Here I'm less sure if that's a good design idea.