[Refactor] Stage Proc/Client for LLM and DiT - #5441

[Refactor] Stage Proc/Client for LLM and DiT#5441

chickeyton wants to merge 42 commits into

vllm-project:mainvllm-project/vllm-omni:mainfrom

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