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[FEA] Out-of-core search #2308

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@cjnolet

Ability to search efficiently on a commodity system (including cloud instances) without requiring the entire index fit in GPU memory.

This could be accomplished based on existing work, but may also require additional work.

The goal here is to achieve better price-perf and raw perf by enabling large-scale indexing through scale-up. This particular issue assumes we still have enough host memory to store the index, so this does not involve disk yet.

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