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composable_kernel/include/ck_tile/ops/fmha
Jeff Huang 7c6430eca0 [CK_TILE] fmha: Add query padding support to backward pass (#3097)
* [CK_TILE] fmha: Add query padding support to backward pass

Introduces support for query sequence padding (q_padding) in the FMHA backward pass kernels.
- Passing `seqlen_q_ptr` to the backward kernels to distinguish logical from physical sequence lengths.
- Updating `OGradDotO`, `ConvertQGrad`, and `DQDKDV` kernels to respect logical lengths and handle zero-length sequences.
- Aligning LSE indexing in the forward kernel with the padded layout for consistency.
- Adding a new GTest suite (`test_fmha_bwd_kernel_padding.cpp`) with comprehensive tests for various padding scenarios, including zero-length
  sequences and deterministic mode.

* fix clang format

* Adapt fmha_bwd_runner.cpp to new q, kv sequence padding
Add backward q/kv sequence padding unit tests.

* [CK_TILE] fmha: Unify sequence length and padding handling

Refactor the handling of sequence lengths and padding in the
FMHA forward and backward kernels to provide a more unified and flexible
interface.

- Replaced `seqstart_padded_*_ptr` with a more robust system that uses
  `seqstart_*_ptr` for physical sequence lengths and introduces
  `seqlen_*_ptr` and `cu_seqlen_*_ptr` for logical (unpadded) lengths.
- Established a clear order of precedence for determining sequence
  length: cumulative lengths (`cu_seqlen_*_ptr`) take priority,
  followed by per-sequence lengths (`seqlen_*_ptr`), and finally
  physical lengths derived from `seqstart_*_ptr`.
- Clarified the distinction between "group mode" and "batch mode" and
  how sequence lengths are handled in each case.
- Renamed `cu_seqlen_kv_ptr` to `cu_seqlen_k_ptr` for consistency.
- Updated comments and documentation to reflect the new argument
  structure and usage.

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Co-authored-by: illsilin_amdeng <Illia.Silin@amd.com>
2025-10-29 13:56:11 +08:00
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