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cs.LG 1

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2024 1

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CONDITIONAL 1

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Approximate Top-$k$ for Increased Parallelism

cs.LG · 2024-12-05 · conditional · novelty 5.0

Bucketed approximate top-k, retrieving a few elements per chunk, is 2-4x faster than exact top-k on GPUs with negligible downstream loss, and different bucket settings are optimal for small versus large k.

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  • Approximate Top-$k$ for Increased Parallelism cs.LG · 2024-12-05 · conditional · none · ref 1

    Bucketed approximate top-k, retrieving a few elements per chunk, is 2-4x faster than exact top-k on GPUs with negligible downstream loss, and different bucket settings are optimal for small versus large k.