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What is CUDA graph capture in PyTorch?

Updated May 17, 2026

Short answer

CUDA Graphs capture and replay GPU execution to reduce kernel launch overhead.

Deep explanation

Instead of launching kernels repeatedly, CUDA Graph records a sequence of GPU operations and replays them, reducing CPU overhead and improving latency consistency.

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