[Bugfix][TurboQuant] Fix CUDA graph capture crash with spec-decode + chunked-prefill (#40807) - #43747

[Bugfix][TurboQuant] Fix CUDA graph capture crash with spec-decode + chunked-prefill (#40807)#43747

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