We send the PR to upstream in this PR
- Update the ROCm backend (CK), so I modify how to call ck due to changing of CK api.
- Improve backward performance by updating the CK (1)
- Implement mha_fwd_kvcache().
- Change of compile flag to support ROCm6.2
- Change bf16 rounding to RTN (round to nearest)