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CUDA Academy · Lesson

Capturing Work into a Graph

Recording a stream into a CUDA graph.

What a CUDA Graph Is

A CUDA graph records a whole sequence of kernels and copies as one reusable unit of work you can submit again and again.

Launches Add Up

Each individual kernel launch has a tiny CPU overhead. Across thousands of launches per iteration, that cost becomes real.

All lessons in this course

  1. Launching Kernels from a Kernel
  2. When Dynamic Parallelism Pays
  3. Capturing Work into a Graph
  4. Replaying Graphs to Cut Overhead
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