[Perf] [Qwen3-TTS] Keep audio_codes and last_talker_hidden on GPU to eliminate per-step sync stalls#1985

hsliuustc0106 merged 3 commits into

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

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