[Inductor][CPU] fix flash attention last_stride!=1 issue (#122083)
Fixes #121174.
Conv converts the input of sdpa to channel last, resulting in accuracy issue. Ensure the layout in lowering.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/122083
Approved by: https://github.com/eellison, https://github.com/jgong5
