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How GPU acceleration builds billion-scale vector indexes on Amazon OpenSearch Service

calendar_today August 11, 2026 person Navneet Verma domain aws-glue

GPU-accelerated vector (k-NN) indexing on Amazon OpenSearch Service and OpenSearch Serverless lets you build billion-scale vector indexes in hours instead of days. This post goes deep on the decoupled GPU architecture, the CAGRA-to-HNSW conversion, a one-billion-vector benchmark, and operational best practices for production.

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