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pashkinelfe | 2 years ago

Pgvector 0.5.0 got HNSW indexes that is much faster for AI application than IVF in most cases. We measured pgvector performance in Supabase and present recommendations on its efficient usage.

- HNSW preserves index quality even after massive table updates and doesn't need to be rebuilt

- HNSW search is several times faster than IVF for high accuracy. For lower accuracy likely even more.

- Pgvector/HNSW became faster than qdrant

- IVFflat build time decreased two-times in 0.5.0

- HNSW index could be built incrementally, you don't need to add all embeddings before index build

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