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CUDA Academy · Lesson

What Occupancy Really Means

Active warps versus the SM maximum.

Meet Occupancy

Each GPU core, called an SM, can keep many warps resident at once. Occupancy measures how full that capacity really is. 🎯

A Simple Ratio

Occupancy is the ratio of active warps on an SM to the maximum warps that SM can hold. More resident warps means a fuller machine.

All lessons in this course

  1. What Occupancy Really Means
  2. Registers and Shared Memory Limits
  3. The Occupancy Calculator API
  4. Occupancy Is Not the Whole Story
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