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ConceptRoofline Model / Roofline

Roofline Model

A performance analysis model proposed by researchers at Berkeley. By relating arithmetic intensity to a hardware's peak compute and memory bandwidth, it determines whether a kernel is compute-bound or memory-bandwidth-bound. It is widely used in GPU kernel optimization.

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Sep 11

The Roofline model relates a kernel's arithmetic intensity (floating-point operations per byte of data) to the hardware's memory bandwidth and peak compute, and is used to determine whether to prioritize optimizing memory access or compute logic.

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