### What this PR does / why we need it?
This is cherry-pick from #3798
Fix kimi-k2 start bug, weight load
ERROR:https://github.com/vllm-project/vllm-ascend/issues/3785
### Does this PR introduce _any_ user-facing change?
### How was this patch tested?
- vLLM version: v0.11.0rc3
- vLLM main:
c9461e05a4
---------
Signed-off-by: Levi-JQ <yujinqi2@huawei.com>
Signed-off-by: menogrey <1299267905@qq.com>
Co-authored-by: Levi <54832289+Levi-JQ@users.noreply.github.com>
Co-authored-by: Levi-JQ <yujinqi2@huawei.com>
Co-authored-by: zhaozx-cn <zhaozx2116@163.com>