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Exam NCP-AIO Topic 3 Question 2 Discussion

Actual exam question for NVIDIA's NCP-AIO exam
Question #: 2
Topic #: 3
You are tasked with monitoring the GPU utilization of a Run.ai cluster to identify potential bottlenecks and optimize resource allocation.
Which of the following metrics, available through the Run.ai UI or CLI, would be MOST useful for this purpose?

Suggested Answer: B Vote an answer

GPU memory utilization per job and per node is the MOST useful metric for identifying GPU bottlenecks. It directly indicates how much of the available GPU memory is being used by each job and on each node, allowing you to identify overloaded nodes or jobs that are inefficiently using GPU resources. Other metrics are important for overall system monitoring, but GPU memory utilization is the key indicator for GPU-specific bottlenecks.

by Dora at Sep 19, 2025, 04:07 AM

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