Free NCA-AIIO Exam Braindumps
AI Infrastructure and Operations Questions 41–45 (page: 10)

Updated On: 1-Sep-2026

What is the primary command for checking the GPU utilization on a single DGX H100 system?

  1. nvidia-smi
  2. ctop
  3. nvml

Answer(s): A

Explanation:

The nvidia-smi command-line utility reports real-time statistics for GPU utilization, memory usage, power draw, and temperature on NVIDIA systems, including DGX H100.



What is a common tool for container orchestration in AI clusters?

  1. Kubernetes
  2. MLOps
  3. Slurm
  4. Apptainer

Answer(s): A

Explanation:

Kubernetes is the de facto standard for container orchestration - automating deployment, scaling, and management of containerized workloads across AI clusters.



Which of the following NVIDIA tools is primarily used for monitoring and managing AI infrastructure in the enterprise?

  1. NeMo System Manager.
  2. Data Center GPU Manager.
  3. DGX Manager.
  4. Base Command Manager.

Answer(s): D

Explanation:

NVIDIA Base Command Manager is the enterprise-grade platform designed to monitor, orchestrate, and manage AI infrastructure at scale, including clusters of DGX systems and cloud resources, providing unified visibility, resource tracking, and workflow automation.



Which NVIDIA software provides the capability to virtualize a GPU?

  1. Horizon
  2. vGPU
  3. virtGPU

Answer(s): B

Explanation:

NVIDIA vGPU (Virtual GPU) software enables partitioning of a physical GPU into multiple virtual instances, allowing each to be assigned to separate virtual machines or containers for GPU-accelerated workloads.



When monitoring a GPU-based workload, what is GPU utilization?

  1. The maximum amount of time a GPU will be used for a workload.
  2. The GPU memory in use compared to available GPU memory.
  3. The percentage of time the GPU is actively processing data.
  4. The number of GPU cores available to the workload.

Answer(s): C

Explanation:

GPU utilization measures the percentage of time the GPU’s engines are actively executing compute or graphics workloads, indicating how much the GPU is being used over a given interval.



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