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In terms of "All You Need" for Vector Search, ANN Benchmarks (https://ann-benchmarks.com/ https://ann-benchmarks.com/) is a good site to review when deciding wh
by dmezzetti 3y ago
In terms of "All You Need" for Vector Search, ANN Benchmarks (https://ann-benchmarks.com/ https://ann-benchmarks.com/) is a good site to review when deciding what you need. As with anything complex, there often isn't a universal solution.
txtai (https://github.com/neuml/txtai https://github.com/neuml/txtai) can build indexes with Faiss, Hnswlib and Annoy. All 3 libraries have been around at least 4 years and are mature. txtai also supports storing metadata in SQLite, DuckDB and the next release will support any JSON-capable database supported by SQLAlchemy (Postgres, MariaDB/MySQL, etc).