### What this PR does / why we need it?
before add_set_deivce
<img width="2354" height="674" alt="image"
src="https://github.com/user-attachments/assets/8b81ab5f-b9ba-4fd2-8546-8f36ac15d32b"
/>
after
<img width="1044" height="156" alt="image"
src="https://github.com/user-attachments/assets/996d845a-8abd-4aae-b894-4a9832b1f742"
/>
### Does this PR introduce _any_ user-facing change?
### How was this patch tested?
- vLLM version: v0.13.0
- vLLM main:
d68209402d
---------
Signed-off-by: baxingpiaochong <771405853@qq.com>