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NCP-AIO Practice Exam Questions and Answers

NVIDIA AI Operations

Last Update 2 days ago
Total Questions : 66

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Question # 1

You have noticed that users can access all GPUs on a node even when they request only one GPU in their job script using --gres=gpu:1. This is causing resource contention and inefficient GPU usage.

What configuration change would you make to restrict users’ access to only their allocated GPUs?

Options:

A.  

Increase the memory allocation per job to limit access to other resources on the node.

B.  

Enable cgroup enforcement in cgroup.conf by setting ConstrainDevices=yes.

C.  

Set a higher priority for Jobs requesting fewer GPUs, so they finish faster and free up resources sooner.

D.  

Modify the job script to include additional resource requests for CPU cores alongside GPUs.

Discussion 0
Question # 2

An administrator is troubleshooting issues with NVIDIA GPUDirect storage and must ensure optimal data transfer performance.

What step should be taken first?

Options:

A.  

Increase the GPU's core clock frequency.

B.  

Upgrade the CPU to a higher clock speed.

C.  

Check for compatible RDMA-capable network hardware and configurations.

D.  

Install additional GPU memory (VRAM).

Discussion 0
Question # 3

You are managing a Kubernetes cluster running AI training jobs using TensorFlow. The jobs require access to multiple GPUs across different nodes, but inter-node communication seems slow, impacting performance.

What is a potential networking configuration you would implement to optimize inter-node communication for distributed training?

Options:

A.  

Increase the number of replicas for each job to reduce the load on individual nodes.

B.  

Use standard Ethernet networking with jumbo frames enabled to reduce packet overhead during communication.

C.  

Configure a dedicated storage network to handle data transfer between nodes during training.

D.  

Use InfiniBand networking between nodes to reduce latency and increase throughput for distributed training jobs.

Discussion 0
Question # 4

A Fleet Command system administrator wants to create an organization user that will have the following rights:

For locations - read only

For Applications - read/write/admin

For Deployments - read/write/admin

For Dashboards - read only

What role should the system administrator assign to this user?

Options:

A.  

Fleet Command Operator

B.  

Fleet Command Admin

C.  

Fleet Command Supporter

D.  

Fleet Command Viewer

Discussion 0
Question # 5

Your organization is running multiple AI models on a single A100 GPU using MIG in a multi-tenant environment. One of the tenants reports a performance issue, but you notice that other tenants are unaffected.

What feature of MIG ensures that one tenant's workload does not impact others?

Options:

A.  

Hardware-level isolation of memory, cache, and compute resources for each instance.

B.  

Dynamic resource allocation based on workload demand.

C.  

Shared memory access across all instances.

D.  

Automatic scaling of instances based on workload size.

Discussion 0
Question # 6

An administrator requires full access to the NGC Base Command Platform CLI.

Which command should be used to accomplish this action?

Options:

A.  

ngc set API

B.  

ngc config set

C.  

ngc config BCP

Discussion 0
Question # 7

A system administrator is looking to set up virtual machines in an HGX environment with NVIDIA Fabric Manager.

What three (3) tasks will Fabric Manager accomplish? (Choose three.)

Options:

A.  

Configures routing among NVSwitch ports.

B.  

Installs GPU operator

C.  

Coordinates with the NVSwitch driver to train NVSwitch to NVSwitch NVLink interconnects.

D.  

Coordinates with the GPU driver to initialize and train NVSwitch to GPU NVLink interconnects.

E.  

Installs vGPU driver as part of the Fabric Manager Package.

Discussion 0
Question # 8

What two (2) platforms should be used with Fabric Manager? (Choose two.)

Options:

A.  

HGX

B.  

L40S Certified

C.  

GeForce Series

D.  

DGX

Discussion 0
Question # 9

You are setting up a Kubernetes cluster on NVIDIA DGX systems using BCM, and you need to initialize the control-plane nodes.

What is the most important step to take before initializing these nodes?

Options:

A.  

Set up a load balancer before initializing any control-plane node.

B.  

Disable swap on all control-plane nodes before initializing them.

C.  

Ensure that Docker is installed and running on all control-plane nodes.

D.  

Configure each control-plane node with its own external IP address.

Discussion 0
Question # 10

A system administrator needs to collect the information below:

    GPU behavior monitoring

    GPU configuration management

    GPU policy oversight

    GPU health and diagnostics

    GPU accounting and process statistics

    NVSwitch configuration and monitoring

What single tool should be used?

Options:

A.  

nvidia-smi

B.  

CUDA Toolkit

C.  

DCGM

D.  

Nsight Systems

Discussion 0
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