[Bugfix][LoRA] Fix bug introduced by upstream vllm#25249

[paulyu12]

What this PR does / why we need it?

Fix the impact to LoRA that vllm-project/vllm#25249 brought.

Does this PR introduce any user-facing change?

No.

How was this patch tested?

pytest -sv tests/e2e/singlecard/test_ilama_lora.py
pytest -sv tests/e2e/multicard/test_ilama_lora_tp2.py

• vLLM version: v0.10.2
• vLLM main: vllm-project/vllm@9607d5e

[github-actions]

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[gemini-code-assist]

Code Review

This pull request addresses a bug in LoRA model loading by updating the arguments for the load_lora_model method. The change aligns the call with a recent upstream modification in vLLM, correctly passing the vllm_config object instead of multiple individual configuration objects. This is a necessary fix for compatibility and improves code clarity. The change is correct and I see no issues.

[Yikun]

Thanks for your contributions! See above comments to address ci failure