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External database integration
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txtai provides a number of default settings to help a developer quickly get started. For example, metadata is stored in SQLite, denses vectors in Faiss, sparse vectors in a terms index and graph data with NetworkX.
Each of these components are customizable and can be swapped with alternate implementations. This has been covered in a number of previous articles.
This article will introduce how to store metadata in client-server RDBMS systems. In addition to SQLite and DuckDB, any SQLAlchemy …
components data database developer example faiss graph index integration machinelearning metadata networkx nlp python showdev sqlite terms vectors