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[FEA] Pre-filtered brute-force KNN #1969

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@cjnolet

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@cjnolet

This is an important building block and can be implemented easily once we have a masked matmul primitive available. We can likely use the SDDMM primitive from cuSparse for the dot-product based distances and then eventually build our own for the non-dot-product based.

cc @benfred

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