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[Feat]: Add mha benchmark#6

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RMLYC wants to merge 10 commits intotile-ai:mainfrom
RMLYC:lyc/add_new_benchmark
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[Feat]: Add mha benchmark#6
RMLYC wants to merge 10 commits intotile-ai:mainfrom
RMLYC:lyc/add_new_benchmark

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@RMLYC
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@RMLYC RMLYC commented Oct 15, 2025

  1. Add FlashAttention-3 mha kernel (mha_fa3.py)
  2. Add Pytorch mha kernel (FA2) (mha_pytorch.py)
  3. Add mha compare and profile test (test_mha.py)

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