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1. 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?

2. 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?

3. You are tasked with deploying a DOCA service on an NVIDIA BlueField DPU in an air-gapped data center environment. The DPU has the required BlueField OS version (3.9.0 or higher) installed, and you have access to the necessary container image from NVIDIA's NGC catalog. However, you need to ensure that the deployment process is successful without an internet connection.

Which of the following steps should you take to deploy the DOCA service on the DPU?

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

What command should be used?

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?

6. You are an administrator managing a large-scale Kubernetes-based GPU cluster using Run: AI.

To automate repetitive administrative tasks and efficiently manage resources across multiple nodes, which of the following is essential when using the Run:AI Administrator CLI for environments where automation or scripting is required?

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.)

8. 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?

9. An instance of NVIDIA Fabric Manager service is running on an HGX system with KVM. A System Administrator is troubleshooting NVLink partitioning.

By default, what is the GPU polling subsystem set to?

10. Which of the following correctly identifies the key components of a Kubernetes cluster and their roles?

11. 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?

12. After completing the installation of a Kubernetes cluster on your NVIDIA DGX systems using BCM, how can you verify that all worker nodes are properly registered and ready?

13. An organization only needs basic network monitoring and validation tools.

Which UFM platform should they use?

14. 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?

15. 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?

16. An administrator wants to check if the BlueMan service can access the DPU.

How can this be done?

17. 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?

18. 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?

19. You are a Solutions Architect designing a data center infrastructure for a cloud-based AI application that requires high-performance networking, storage, and security. You need to choose a software framework to program the NVIDIA BlueField DPUs that will be used in the infrastructure. The framework must support the development of custom applications and services, as well as enable tailored solutions for specific workloads. Additionally, the framework should allow for the integration of storage services such as NVMe over Fabrics (NVMe-oF) and elastic block storage.

Which framework should you choose?

20. 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?


 

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