Scalar and Binary Quantization for Pgvector Vector Search and Storage (2024)
Pgvector, a PostgreSQL extension for vector similarity search, now supports scalar and binary quantization. These techniques reduce vector storage size and speed up search by compressing high-dimensional vectors into smaller representations with minimal accuracy loss.