Christina Zhang – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2024-11-07T05:00:52Z http://www.open-lab.net/blog/feed/ Christina Zhang <![CDATA[Accelerated Vector Search: Approximating with NVIDIA cuVS Inverted Index]]> http://www.open-lab.net/blog/?p=70772 2024-11-07T05:00:52Z 2023-10-02T18:16:58Z Performing an exhaustive exact k-nearest neighbor (kNN) search, also known as brute-force search, is expensive, and it doesn��t scale particularly well to...]]>

Performing an exhaustive exact k-nearest neighbor (kNN) search, also known as brute-force search, is expensive, and it doesn’t scale particularly well to larger datasets. During vector search, brute-force search requires the distance to be calculated between every query vector and database vector. For the frequently used Euclidean and cosine distances, the computation task becomes equivalent to a…

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