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[FEATURE] GPU accelerated HNSW construction. #32

@orneryd

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@orneryd

ONe thing we aren't using the GPU for that we should be is HNSW construction. right now construction is CPU bound,. it's sped up because of the bm25 index seeding layer 0 with high-IDF-term nodes, but it could be faster.

https://github.com/orneryd/NornicDB/blob/main/docs/plans/gpu-hnsw-construction-plan.md

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