AI Data Storage Engine
A Brief Introduction to the ScaNN Index

A Brief Introduction to the ScaNN Index

1/21/2026 · Jack Li

What this post added

Introduces the ScaNN index, detailing its two key innovations: a score-aware quantization objective that preserves the relative ordering of true neighbors and FastScan, a SIMD-optimized 4-bit PQ lookup path for reduced memory bottlenecks. Provides experimental results demonstrating ScaNN's performance advantages over IVFFLAT and IVF_PQ in terms of QPS and memory footprint, particularly when raw data is not loaded.

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