A deep dive into efficient storage and retrieval of text embeddings using Parquet files and polars library, demonstrated through Magic: The Gathering card analysis. The article explores alternatives to vector databases for smaller datasets, highlighting how combining Parquet files with polars offers zero-copy operations and fast similarity searches.

https://minimaxir.com/2025/02/embeddings-parquet/

#textembeddings #datastorage #performance #mlengineering #magiccards