NVIDIA NCP-AIO Dumps

Question # 1

When troubleshooting Slurm job scheduling issues, a common source of problems is jobsgetting stuck in a pending state indefinitely.Which Slurm command can be used to view detailed information about all pending jobs andidentify the cause of the delay?

A. scontrol 
B. sacct 
C. sinfo 

Show Answer

Question # 2

You are managing a Kubernetes cluster running AI training jobs using TensorFlow. Thejobs require access to multiple GPUs across different nodes, but inter-node communicationseems slow, impacting performance.What is a potential networking configuration you would implement to optimize inter-nodecommunication for distributed training?

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 fordistributed training jobs.  

Show Answer

Question # 3

A cloud engineer is looking to provision a virtual machine for machine learning using theNVIDIA Virtual Machine Image (VMI) and Rapids.What technology stack will be set up for the development team automatically when the VMIis deployed?

A. Ubuntu Server, Docker-CE, NVIDIA Container Toolkit, CSP CLI, NGC CLI, NVIDIA Driver
B. Cent OS, Docker-CE, NVIDIA Container Toolkit, CSP CLI, NGC CLI 
C. Ubuntu Server, Docker-CE, NVIDIA Container Toolkit, CSP CLI, NGC CLI, NVIDIA Driver, Rapids
D. Ubuntu Server, Docker-CE, NVIDIA Container Toolkit, CSP CLI, NGC CLI 

Show Answer

Question # 4

You are tasked with deploying a DOCA service on an NVIDIA BlueField DPU in an airgapped data center environment. The DPU has the required BlueField OS version (3.9.0 orhigher) installed, and you have access to the necessary container image from NVIDIA'sNGC catalog. However, you need to ensure that the deployment process is successfulwithout an internet connection.Which of the following steps should you take to deploy the DOCA service on the DPU?

A. Install Docker on the DPU, pull the container directly from NGC, and run it using ‘dockerrun’ with appropriate environment variables.
B. Pull the container image from NGC using Docker and modify the YAML file before deployment.
C. Manually download the container image and YAML file beforehand, transfer them to the DPU, and deploy using Kubernetes with standalone Kubelet.
D. Use the host system’s Docker engine to pull the container image and deploy it on the DPU via SSH. 

Show Answer

Question # 5

You are managing a high-performance computing environment. Users have reportedstorage performance degradation, particularly during peak usage hours when both smallmetadata-intensive operations and large sequential I/O operations are being performedsimultaneously. You suspect that the mixed workload is causing contention on the storagesystem.Which of the following actions is most likely to improve overall storage performance in thismixed workload environment?

A. Reducing stripe count for large files would decrease parallelism, likely worsening performance for large sequential I/O operations.
B. Separate metadata-intensive operations and large sequential I/O operations by using different storage pools for each type of workload.
C. Increase the number of Object Storage Targets (OSTs) to handle more metadata operations.
D. Disable GPUDirect Storage (GDS) during peak hours to reduce I/O load on the Lustre file system.

Show Answer

Question # 6

You are configuring networking for a new AI cluster in your data center. The cluster willhandle large-scale distributed training jobs that require fast communication betweenservers.What type of networking architecture can maximize performance for these AI workloads?

A. Implement a leaf-spine network topology using standard Ethernet switches to ensure scalability as more nodes are added.
B. Prioritize out-of-band management networks over compute networks to ensure efficient job scheduling across nodes.
C. Use standard Ethernet networking with a focus on increasing bandwidth through multiple connections per server.
D. Use InfiniBand networking to provide low-latency, high-throughput communication between servers in the cluster.

Show Answer

Question # 7

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

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. 

Show Answer

Question # 8

An instance of NVIDIA Fabric Manager service is running on an HGX system with KVM. ASystem Administrator is troubleshooting NVLink partitioning.By default, what is the GPU polling subsystem set to?

A. Every 1 second 
B. Every 30 seconds 
C. Every 60 seconds 
D. Every 10 seconds 

Show Answer

Question # 9

A system administrator is troubleshooting a Docker container that crashes unexpectedlydue to a segmentation fault. They want to generate and analyze core dumps to identify theroot cause of the crash.Why would generating core dumps be a critical step in troubleshooting this issue?

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. 

Show Answer

Question # 10

An administrator wants to check if the BlueMan service can access the DPU.How can this be done?

A. Via system logs 
B. Via the DOCA Telemetry Service (DTS) 
C. Via a lightweight database operating in the DPU server 
D. Via Linux dump files 

Show Answer

Question # 11

You are managing a Slurm cluster with multiple GPU nodes, each equipped with differenttypes of GPUs. Some jobs are being allocated GPUs that should be reserved for otherpurposes, such as display rendering.How would you ensure that only the intended GPUs are allocated to jobs?

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. 

Show Answer

Question # 12

Your organization is deploying an AI workload that requires high-throughput access toshared storage across multiple servers. The workload involves both training and inferencetasks that need fast read and write speeds.Which storage architecture would best support this AI workload?

A. Use local storage on each server to minimize network traffic between nodes. 
B. Prioritize write performance over read performance since training tasks dominate AI workflows.
C. A high-performance shared storage system that supports both high read and write IO performance.
D. Use SSD-based shared storage systems to save costs while scaling up storage capacity.

Show Answer

Question # 13

An administrator is troubleshooting issues with an NVIDIA Unified Fabric ManagerEnterprise (UFM) installation and notices that the UFM server is unable to communicatewith InfiniBand switches.What step should be taken to address the issue?

A. Reboot the UFM server to refresh network connections. 
B. Install additional GPUs in the UFM server to boost connectivity. 
C. Disable the firewall on the UFM server to allow communication. 
D. Verify the subnet manager configuration on the InfiniBand switches. 

Show Answer

Question # 14

You are tasked with deploying a deep learning framework container from NVIDIA NGC ona stand-alone GPU-enabled server.What must you complete before pulling the container? (Choose two.)

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. 

Show Answer

Question # 15

A system administrator is looking to set up virtual machines in an HGX environment withNVIDIA Fabric Manager.What three (3) tasks will Fabric Manager accomplish? (Choose three.)

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. 

Show Answer

Question # 16

You are setting up a Kubernetes cluster on NVIDIA DGX systems using BCM, and youneed to initialize the control-plane nodes.What is the most important step to take before initializing these nodes?

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. 

Show Answer

Question # 17

A system administrator needs to configure and manage multiple installations of NVIDIAhardware ranging from single DGX BasePOD to SuperPOD.Which software stack should be used?

A. NetQ 
B. Fleet Command 
C. Magnum IO 
D. Base Command Manager 

Show Answer

Question # 18

A Fleet Command system administrator wants to create an organization user that will havethe following rights:For locations - read onlyFor Applications - read/write/adminFor Deployments - read/write/adminFor Dashboards - read onlyWhat role should the system administrator assign to this user?

A. Fleet Command Operator 
B. Fleet Command Admin 
C. Fleet Command Supporter 
D. Fleet Command Viewer 

Show Answer

Question # 19

A new researcher needs access to GPU resources but should not have permission tomodify cluster settings or manage other users.What role should you assign them in Run:ai?

A. L1 Researcher 
B. Department Administrator 
C. Application Administrator 
D. Research Manager 

Show Answer

Question # 20

A DGX H100 system in a cluster is showing performance issues when running jobs.Which command should be run to generate system logs related to the health report?

A. nvsm show logs --save 
B. nvsm get logs 
C. nvsm dump health 
D. nvsm health --dump-log 

Show Answer