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GPU Notes · Dec 23, 2025

How CUDA Graph Works in torch.compile

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📌 Introduction Link to heading CUDA Graphs capture a sequence of GPU operations and replay them as a single unit, eliminating the CPU launch overhead for each individual kernel. This is especially beneficial for workloads with small batches or models with many small kernels, where CPU overhead can become a bottleneck. When you use torch.compile(mode="reduce-overhead") or enable…

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