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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.

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