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Vector Database

What Vector Database means, how it works, and which tools and models on this site relate to it.

Definition

A vector database stores embeddings and retrieves nearest neighbors quickly, usually with metadata filters.

How it works

Documents are embedded and upserted with IDs and filters. At query time the same embedding model encodes the question and the index returns the closest chunks for a downstream model.

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