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Proposed changes

I add CK to generate fmha_batch_prefill kernels for hdim_q=hdim_v=256 in group mode (paged KV). It's required because in Qwen3-Next, the head_dim is 256 which is not supported in AITER Attention Backend(the default option in AMD GPUs)

Checklist

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  • I have added tests relevant to the introduced functionality, and the unit tests are passing locally
  • I have added the test to REGRESSION_TESTS list defined at the top of CMakeLists.txt in tests/CMakeLists.txt, IF the test takes more than 30 seconds to run.
  • I have added inline documentation which enables the maintainers with understanding the motivation
  • I have removed the stale documentation which is no longer relevant after this pull request
  • (If this change is user-facing) I have added release notes which provide the end users with a brief summary of the improvement from this pull request
  • I have run clang-format on all changed files
  • Any dependent changes have been merged

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