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viable/strict/1787598738: [sdpa] Fix bottom-right efficient attention when Q exceeds K (#193632)

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Human Note Part 1 of doing the acutal change I want which is aligning both sdpa and varlen to lower-right the bettter choice of mask semantic in the age of llms. This fixes some edge cases that would have borken mem-eff. Currently not user facing since we are still on upper left Agent note This commit was authored with an AI assistant. CUDA memory-efficient attention stored the bottom-right causal diagonal offset as…

摘要按规则整理自下方来源原文

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