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On-device perf + memory optimizations: custom SDPA, on-the-fly RoPE, KV cache fix, XNNPACK workspace sharing (#19214)#19214

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On-device perf + memory optimizations: custom SDPA, on-the-fly RoPE, KV cache fix, XNNPACK workspace sharing (#19214)#19214
leixin wants to merge 1 commit intopytorch:mainfrom
leixin:export-D102710062

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