[Wip] fix problems introduced by vllm #26016

[wxsIcey]

What this PR does / why we need it?

Followed #3762

todo: enable test_embedding_aclgraph.py

Does this PR introduce any user-facing change?

N/A

How was this patch tested?

CI passed with new added/existing test.

• vLLM version: v0.11.0rc3
• vLLM main: vllm-project/vllm@releases/v0.11.1

[github-actions]

👋 Hi! Thank you for contributing to the vLLM Ascend project. The following points will speed up your PR merge:‌‌

• A PR should do only one thing, smaller PRs enable faster reviews.
• Every PR should include unit tests and end-to-end tests ‌to ensure it works and is not broken by other future PRs.
• Write the commit message by fulfilling the PR description to help reviewer and future developers understand.

If CI fails, you can run linting and testing checks locally according Contributing and Testing.