NVIDIA AI Operations NCP-AIO Exam Questions

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Total 66 questions
Question 1

A system administrator needs to optimize the delivery of their AI applications to the edge.

What NVIDIA platform should be used?



Answer : C

Comprehensive and Detailed Explanation From Exact Extract:

NVIDIA Fleet Command is the platform designed specifically to optimize and manage the deployment and delivery of AI applications at the edge. It enables secure and scalable orchestration of AI workloads across distributed edge devices, providing lifecycle management, remote monitoring, and updates. Fleet Command facilitates running AI applications closer to where data is generated (edge), improving latency and operational efficiency.

Base Command Platform and Base Command Manager primarily target data center and AI cluster management for configuration, monitoring, and troubleshooting.

NetQ is focused on network telemetry and network state monitoring rather than application delivery.

Therefore, for AI application delivery and optimization at the edge, Fleet Command is the recommended NVIDIA platform.


Question 2

A system administrator wants to run these two commands in Base Command Manager.

main

showprofile device status apc01

What command should the system administrator use from the management node system shell?



Answer : A

Comprehensive and Detailed Explanation From Exact Extract:

The Base Command Manager command shell (cmsh) accepts the -c flag to execute multiple commands sequentially. Using cmsh -c ''main showprofile; device status apc01'' runs the main showprofile followed by device status apc01 commands in one invocation, allowing scripted or batch execution from the management node shell.


Question 3

You are using BCM for configuring an active-passive high availability (HA) cluster for a firewall system. To ensure seamless failover, what is one best practice related to session synchronization between the active and passive nodes?



Answer : B

Comprehensive and Detailed Explanation From Exact Extract:

A best practice for active-passive HA clusters, such as for firewall systems managed via BCM, is to use a heartbeat network to synchronize session state data between active and passive nodes. This real-time synchronization allows the passive node to take over seamlessly in case the active node fails, maintaining session continuity and minimizing downtime. Configuring different zone names or firewall models can cause incompatibility, and manual synchronization is prone to errors and delays.


Question 4

When troubleshooting Slurm job scheduling issues, a common source of problems is jobs getting stuck in a pending state indefinitely.

Which Slurm command can be used to view detailed information about all pending jobs and identify the cause of the delay?



Answer : A

Comprehensive and Detailed Explanation From Exact Extract:

The Slurm command scontrol provides detailed job control and information capabilities. Using scontrol (e.g., scontrol show job <jobid>) can reveal comprehensive details about jobs, including pending jobs, and the specific reasons why they are delayed or blocked. It is the go-to command for in-depth troubleshooting of job states. While sacct provides accounting information and sinfo displays node and partition status, neither provides as detailed or actionable information on pending job causes as scontrol.


Question 5

If a Magnum IO-enabled application experiences delays during the ETL phase, what troubleshooting step should be taken?



Answer : D

Comprehensive and Detailed Explanation From Exact Extract:

Ensuring that GPUDirect Storage is properly configured allows the application to transfer data directly from storage into GPU memory, bypassing the CPU and reducing latency and overhead during the ETL (Extract, Transform, Load) phase. This direct path optimizes data movement, preventing delays and improving performance for Magnum IO-enabled applications.


Question 6

A system administrator of a high-performance computing (HPC) cluster that uses an InfiniBand fabric for high-speed interconnects between nodes received reports from researchers that they are experiencing unusually slow data transfer rates between two specific compute nodes. The system administrator needs to ensure the path between these two nodes is optimal.

What command should be used?



Answer : A

Comprehensive and Detailed Explanation From Exact Extract:

To verify the optimal communication path and diagnose issues between two nodes in an InfiniBand fabric, the ibtracert command is used. It traces the route that InfiniBand packets take through the fabric, identifying each hop and any potential bottlenecks or faulty links along the path.

ibstatus provides status information about local InfiniBand devices and ports.

ibping tests connectivity and latency between nodes.

ibnetdiscover discovers and prints the topology of the InfiniBand fabric but does not trace specific paths.

Therefore, ibtracert is the appropriate tool for path optimization verification between two compute nodes.


Question 7

You are monitoring the resource utilization of a DGX SuperPOD cluster using NVIDIA Base Command Manager (BCM). The system is experiencing slow performance, and you need to identify the cause.

What is the most effective way to monitor GPU usage across nodes?



Answer : B

Comprehensive and Detailed Explanation From Exact Extract:

The Base View dashboard in NVIDIA Base Command Manager provides a centralized and real-time overview of GPU, CPU, and memory utilization across all nodes in the DGX SuperPOD cluster. This tool allows administrators to quickly identify bottlenecks and resource usage patterns efficiently, unlike manually checking logs or running commands node-by-node.


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Total 66 questions