perf(cuda): optimize sampling based decode#6

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pramodith/sampling_kernels

Commits on Jun 30, 2026

Merge remote-tracking branch 'origin/main' into pramodith/sampling_kernels
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Merge and update Readme.md for sampling flags.
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