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NCP-AIO NVIDIA AI Operations Questions and Answers

Questions 4

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.

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Questions 5

An administrator is troubleshooting a bottleneck in a deep learning run time and needs consistent data feed rates to GPUs.

Which storage metric should be used?

Options:

A.

Disk I/O operations per second (IOPS)

B.

Disk free space

C.

Sequential read speed

D.

Disk utilization in performance manager

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Questions 6

A system administrator is troubleshooting a Docker container that crashes unexpectedly due to a segmentation fault. They want to generate and analyze core dumps to identify the root cause of the crash.

Why would generating core dumps be a critical step in troubleshooting this issue?

Options:

A.

Core dumps prevent future crashes by stopping any further execution of the faulty process.

B.

Core dumps provide real-time logs that can be used to monitor ongoing application performance.

C.

Core dumps restore the process to its previous state, often fixing the error-causing crash.

D.

Core dumps capture the memory state of the process at the time of the crash.

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Questions 7

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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Questions 8

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.

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Questions 9

An organization only needs basic network monitoring and validation tools.

Which UFM platform should they use?

Options:

A.

UFM Enterprise

B.

UFM Telemetry

C.

UFM Cyber-AI

D.

UFM Pro

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Questions 10

You are configuring cloudbursting for your on-premises cluster using BCM, and you plan to extend the cluster into both AWS and Azure.

What is a key requirement for enabling cloudbursting across multiple cloud providers?

Options:

A.

You only need to configure credentials for one cloud provider, as BCM will automatically replicate them across other providers.

B.

You need to set up a single set of credentials that works across both AWS and Azure for seamless integration.

C.

You must configure separate credentials for each cloud provider in BCM to enable their use in the cluster extension process.

D.

BCM automatically detects and configures credentials for all supported cloud providers without requiring admin input.

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Questions 11

An organization has multiple containers and wants to view STDIN, STDOUT, and STDERR I/O streams of a specific container.

What command should be used?

Options:

A.

docker top CONTAINER-NAME

B.

docker stats CONTAINER-NAME

C.

docker logs CONTAINER-NAME

D.

docker inspect CONTAINER-NAME

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Questions 12

What should an administrator check if GPU-to-GPU communication is slow in a distributed system using Magnum IO?

Options:

A.

Limit the number of GPUs used in the system to reduce congestion.

B.

Increase the system's RAM capacity to improve communication speed.

C.

Disable InfiniBand to reduce network complexity.

D.

Verify the configuration of NCCL or NVSHMEM.

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Questions 13

A system administrator needs to scale a Kubernetes Job to 4 replicas.

What command should be used?

Options:

A.

kubectl stretch job --replicas=4

B.

kubectl autoscale deployment job --min=1 --max=10

C.

kubectl scale job --replicas=4

D.

kubectl scale job -r 4

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Questions 14

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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Questions 15

A system administrator is experiencing issues with Docker containers failing to start due to volume mounting problems. They suspect the issue is related to incorrect file permissions on shared volumes between the host and containers.

How should the administrator troubleshoot this issue?

Options:

A.

Use the docker logs command to review the logs for error messages related to volume mounting and permissions.

B.

Reinstall Docker to reset all configurations and resolve potential volume mounting issues.

C.

Disable all shared folders between the host and container to prevent volume mounting errors.

D.

Reduce the size of the mounted volumes to avoid permission conflicts during container startup.

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Questions 16

You are managing a high availability (HA) cluster that hosts mission-critical applications. One of the nodes in the cluster has failed, but the application remains available to users.

What mechanism is responsible for ensuring that the workload continues to run without interruption?

Options:

A.

Load balancing across all nodes in the cluster.

B.

Manual intervention by the system administrator to restart services.

C.

The failover mechanism that automatically transfers workloads to a standby node.

D.

Data replication between nodes to ensure data integrity.

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Questions 17

A data scientist is training a deep learning model and notices slower than expected training times. The data scientist alerts a system administrator to inspect the issue. The system administrator suspects the disk IO is the issue.

What command should be used?

Options:

A.

tcpdump

B.

iostat

C.

nvidia-smi

D.

htop

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Questions 18

Which two (2) ways does the pre-configured GPU Operator in NVIDIA Enterprise Catalog differ from the GPU Operator in the public NGC catalog? (Choose two.)

Options:

A.

It is configured to use a prebuilt vGPU driver image.

B.

It supports Mixed Strategies for Kubernetes deployments.

C.

It automatically installs the NVIDIA Datacenter driver.

D.

It is configured to use the NVIDIA License System (NLS).

E.

It additionally installs Network Operator.

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Questions 19

A system administrator needs to configure and manage multiple installations of NVIDIA hardware ranging from single DGX BasePOD to SuperPOD.

Which software stack should be used?

Options:

A.

NetQ

B.

Fleet Command

C.

Magnum IO

D.

Base Command Manager

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Exam Code: NCP-AIO
Exam Name: NVIDIA AI Operations
Last Update: Jul 1, 2025
Questions: 66

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