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NCP-AIO Exam Dumps - NVIDIA-Certified Professional Questions and Answers

Question # 14

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?

Options:

A.

ibtracert

B.

ibstatus

C.

ibping

D.

ibnetdiscover

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Question # 15

A system administrator is troubleshooting a Docker container that is repeatedly failing to start. They want to gather more detailed information about the issue by generating debugging logs.

Why would generating debugging logs be an important step in resolving this issue?

Options:

A.

Debugging logs disable other logging mechanisms, reducing noise in the output.

B.

Debugging logs provide detailed insights into the Docker daemon's internal operations.

C.

Debugging logs prevent the container from being removed after it stops, allowing for easier inspection.

D.

Debugging logs fix issues related to container performance and resource allocation.

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Question # 16

A Slurm user is experiencing a frequent issue where a Slurm job is getting stuck in the “PENDING” state and unable to progress to the “RUNNING” state.

Which Slurm command can help the user identify the reason for the job’s pending status?

Options:

A.

sinfo -R

B.

scontrol show job

C.

sacct -j

D.

squeue -u

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Question # 17

You are managing a Slurm cluster with multiple GPU nodes, each equipped with different types of GPUs. Some jobs are being allocated GPUs that should be reserved for other purposes, such as display rendering.

How would you ensure that only the intended GPUs are allocated to jobs?

Options:

A.

Verify that the GPUs are correctly listed in both gres.conf and slurm.conf, and ensure that unconfigured GPUs are excluded.

B.

Use nvidia-smi to manually assign GPUs to each job before submission.

C.

Reinstall the NVIDIA drivers to ensure proper GPU detection by Slurm.

D.

Increase the number of GPUs requested in the job script to avoid using unconfigured GPUs.

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Question # 18

What steps should an administrator take if they encounter errors related to RDMA (Remote Direct Memory Access) when using Magnum IO?

Options:

A.

Increase the number of network interfaces on each node to handle more traffic concurrently without using RDMA.

B.

Disable RDMA entirely and rely on TCP/IP for all network communications between nodes.

C.

Check that RDMA is properly enabled and configured on both storage and compute nodes for efficient data transfers.

D.

Reboot all compute nodes after every job completion to reset RDMA settings automatically.

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Question # 19

A system administrator needs to lower latency for an AI application by utilizing GPUDirect Storage.

What two (2) bottlenecks are avoided with this approach? (Choose two.)

Options:

A.

PCIe

B.

CPU

C.

NIC

D.

System Memory

E.

DPU

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Question # 20

You need to do maintenance on a node. What should you do first?

Options:

A.

Drain the compute node using scontrol update.

B.

Set the node state to down in Slurm before completing maintenance.

C.

Set the node state to down in Slurm before completing maintenance.

D.

Disable job scheduling on all compute nodes in Slurm before completing maintenance.

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Question # 21

A Slurm user needs to display real-time information about the running processes and resource usage of a Slurm job.

Which command should be used?

Options:

A.

smap -j

B.

scontrol show job

C.

sstat -j

D.

sinfo -j

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Question # 22

You are tasked with deploying a deep learning framework container from NVIDIA NGC on a stand-alone GPU-enabled server.

What must you complete before pulling the container? (Choose two.)

Options:

A.

Install Docker and the NVIDIA Container Toolkit on the server.

B.

Set up a Kubernetes cluster to manage the container.

C.

Install TensorFlow or PyTorch manually on the server before pulling the container.

D.

Generate an NGC API key and log in to the NGC container registry using docker login.

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Exam Code: NCP-AIO
Exam Name: NVIDIA AI Operations
Last Update: Aug 16, 2025
Questions: 66
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