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From Roofline to Ruggedness: Decomposing and Smoothing the GEMM Performance Landscape
arXiv:2605.29752v1 Announce Type: cross Abstract: Adjacent GEMM problems that differ by a single 128-element step in N can show 30% different throughput on the same GPU. This pervasive performance ruggedness - invisible to roofline analysis and peak-FLOPs intuition, yet dominant for every non-peak workload - is the subject of this paper. We propose performance ruggedness analysis as an analytical framework complementary to roofline: rather than summarizing GPU performance with a scalar...
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