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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

On-device perf + memory optimizations: custom SDPA, on-the-fly RoPE, …
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