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Vector store optimization - Generative AI Lens

Vector store optimization

GENPERF04: How do you improve the performance of data retrieval systems?

Data retrieval systems like vector databases support some of the most popular design patterns for generative AI systems. A performance bottleneck in a data retrieval system can have cascading downstream effects, which are difficult to identify. A thorough understanding of data embedding and retrieval systems can help mitigate downstream performance issues. Ultimately, a thorough understanding of the kind of data being tokenized and queried, as well as data access patterns, can help reduce performance issues in the long-run.