PyNNDescent release cuts sparse kNN-graph build from hours to minutes

leland_mcinnes · x · 2026-10-28

A new PyNNDescent release brings massive performance gains: sparse-data kNN-graph build times drop from hours to a couple of minutes, and ANN index build times fall sharply. Benchmark plots on glove-100-angular and sift-128-euclidean show the new version beating hnswlib and the old 0.5.13 release by an order of magnitude across nearly the whole recall range.

Related event: PyNNDescent 0.7 Delivers Massive kNN Graph Speedups(4 posts)→

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