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[Dev] Refactor CUDA graph API: decompose cuda_graph_scope into full_iteration impl, inference scope, and per-layer capture modules #4293

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[Dev] Refactor CUDA graph API: decompose cuda_graph_scope into full_iteration impl, inference scope, and per-layer capture modules #4293

Merge branch 'dev' into dev-strict-refactor
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