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NVIDIA AI Operations Sample Questions:

1. 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?

A) NVIDIA CUDA
B) NVIDIA NSight
C) NVIDIA TensorRT
D) NVIDIA DOCA

2. 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?

A) Reinstall Docker to reset all configurations and resolve potential volume mounting issues.
B) Reduce the size of the mounted volumes to avoid permission conflicts during container startup.
C) Disable all shared folders between the host and container to prevent volume mounting errors.
D) Use the docker logs command to review the logs for error messages related to volume mounting and permissions.

3. In a high availability (HA) cluster, you need to ensure that split-brain scenarios are avoided.
What is a common technique used to prevent split-brain in an HA cluster?

A) Replicating data across all nodes in real time.
B) Configuring manual failover procedures for each node.
C) Using multiple load balancers to distribute traffic evenly across nodes.
D) Implementing a heartbeat network between cluster nodes to monitor their health.

4. 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?

A) ibstatus
B) ibtracert
C) ibnetdiscover
D) ibping

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?

A) Disk I/O operations per second (IOPS)
B) Sequential read speed
C) Disk free space
D) Disk utilization in performance manager

Solutions: