Graph-based Approximate Nearest Neighbor (ANN) indexes, such as HNSW, are the backbone of modern vector search. However, their massive memory footprint creates a severe infrastructure bottleneck. While vector quantization is widely adopted to reduce the memory required to store data vectors, the graph's edge structure...
Francesco Benocci, Leonard Dahlmann, Francesco Gargiulo et al.· Proceedings of the 35th ACM...· 1 citation
FastPair is presented, a GPU decoder that optimizes the existing dictionary decoding process by reorganizing lookups and assembling decoded substrings for contiguous output writes, reaching up to 1.6 TB/s on a B300.
J. Isaacs, Francesco Gargiulo, P. Boncz et al.· arXiv.org· 0 citations
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