Exam NCP-AII Topic 1 Question 11 Discussion

Actual exam question for NVIDIA's NCP-AII exam
Question #: 11
Topic #: 1

You are managing a cluster of servers running Docker and NVIDIA GPUs. You want to monitor the GPU utilization of all Docker containers running on the cluster in real-time. Which tools or techniques could you use to achieve this?

A. Use 'nvidia-smi' on each host and parse the output to extract GPIJ utilization for each container. B. Integrate the DCGM exporter with Prometheus and Grafana to visualize GPU metrics from all nodes in the cluster. C. Use 'docker statS command on each host and look for the GPIJ utilization metrics. D. Implement a custom script that uses the NVIDIA Management Library (NVML) to query GPU utilization from each container. E. Utilize NVIDIA's NGC cloud monitoring services to automatically collect and visualize GPU metrics from all nodes.

Suggested Answer: B,D Vote an answer

DCGM exporter integrated with Prometheus and Grafana is a robust solution for real-time monitoring of GPU metrics across a cluster (B). DCGM provides detailed GPU metrics, and Prometheus/Grafana offers excellent visualization capabilities. NVML (D) is a low-level API that allows you to directly query GPU information, providing flexibility for custom monitoring solutions. While 'nvidia-smi' (A) can be used, it's not ideal for cluster-wide monitoring. 'docker stats' (C) does not provide GPU utilization metrics directly. NGC (E) offers a container registry, but not built-in cluster-wide GPU monitoring.

by Ellis at Feb 01, 2026, 09:29 AM

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