Why can't I store vectors in MongoDB or PostgreSQL?
You can. Extensions like pgvector (PostgreSQL) exist, but dedicated vector databases are often more performant at scale.
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More FAQs in What is a Vector Database and Why Do You Need One?
A mathematical metric measuring the cosine of the angle between two vectors, indicating how close their meanings are.
The length of the vector array. For example, OpenAI's text-embedding-3-small generates vectors of size 1536.
If your document changes, you must regenerate its embedding and overwrite the old vector in the database.
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