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| Topic | Details |
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| Topic 1 | - Installation and Deployment: This section of the exam measures the skills of system administrators and addresses core practices for installing and deploying infrastructure. Candidates are tested on installing and configuring Base Command Manager, initializing Kubernetes on NVIDIA hosts, and deploying containers from NVIDIA NGC as well as cloud VMI containers. The section also covers understanding storage requirements in AI data centers and deploying DOCA services on DPU Arm processors, ensuring robust setup of AI-driven environments.
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| Topic 2 | - Workload Management: This section of the exam measures the skills of AI infrastructure engineers and focuses on managing workloads effectively in AI environments. It evaluates the ability to administer Kubernetes clusters, maintain workload efficiency, and apply system management tools to troubleshoot operational issues. Emphasis is placed on ensuring that workloads run smoothly across different environments in alignment with NVIDIA technologies.
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| Topic 3 | - Administration: This section of the exam measures the skills of system administrators and covers essential tasks in managing AI workloads within data centers. Candidates are expected to understand fleet command, Slurm cluster management, and overall data center architecture specific to AI environments. It also includes knowledge of Base Command Manager (BCM), cluster provisioning, Run.ai administration, and configuration of Multi-Instance GPU (MIG) for both AI and high-performance computing applications.
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| Topic 4 | - Troubleshooting and Optimization: NVIThis section of the exam measures the skills of AI infrastructure engineers and focuses on diagnosing and resolving technical issues that arise in advanced AI systems. Topics include troubleshooting Docker, the Fabric Manager service for NVIDIA NVlink and NVSwitch systems, Base Command Manager, and Magnum IO components. Candidates must also demonstrate the ability to identify and solve storage performance issues, ensuring optimized performance across AI workloads.
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NVIDIA AI Operations Sample Questions (Q32-Q37):
NEW QUESTION # 32
You are using NVIDIA MPS (Multi-Process Service) to allow multiple CUDA applications to share a single GPU. One of the applications is consistently crashing. How can you isolate the faulty application using MPS?
- A. Restart the entire server to clear the GPU memory.
- B. Use 'nvidia-smi' to monitor the GPU's utilization and identify the application with the highest memory usage.
- C. Analyze the system logs for error messages associated with the application's process ID (PID).
- D. Disable MPS and run each application in isolation to identify the crashing application.
- E. Run each application with a reduced number of threads to minimize potential conflicts.
Answer: C,D
Explanation:
The most direct approach is to disable MPS and run each application independently to pinpoint the source of the crashes. Examining the system logs for error messages linked to specific PIDs helps identify the failing process. Monitoring GPU utilization (B) might provide hints, but it doesn't directly isolate the faulty application. Reducing threads (D) might mask the issue, but it doesn't solve it. Restarting the server (E) is a temporary solution and doesn't address the root cause.
NEW QUESTION # 33
You are configuring BCM for cluster provisioning. You want to automate the installation of specific software packages on each newly provisioned node. How can you achieve this?
- A. Create a Kubernetes Job that runs on each node to install the packages.
- B. Specify the packages in the 'cluster.yamr file under the 'packages' section.
- C. Include the package installation commands directly in the OS image.
- D. Use a BCM post-provisioning script to install the packages.
- E. Leverage a configuration management tool like Ansible or Chef within a BCM post-provisioning script.
Answer: C,D,E
Explanation:
Including packages in the OS image is a direct approach. Post-provisioning scripts allow customization after the base OS is installed. Configuration management tools offer more sophisticated automation. Kubernetes Jobs are designed for workload execution, not system-level package management. BCM does not have a 'packages' section in 'cluster.yamr for direct package specification.
NEW QUESTION # 34
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?
- A. Use heartbeat network for session synchronization between active and passive nodes.
- B. Configure both nodes with different zone names to avoid conflicts during failover.
- C. Set up manual synchronization procedures to transfer session data when needed.
- D. Ensure that both nodes use different firewall models for redundancy.
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
A best practice for active-passive HA clusters, such as for firewall systems managed via BCM, is touse a heartbeat networkto synchronize session state data between active and passive nodes. This real-time synchronization allows the passive node to take over seamlessly in case the active node fails, maintaining session continuity and minimizing downtime. Configuring different zone names or firewall models can cause incompatibility, and manual synchronization is prone to errors and delays.
NEW QUESTION # 35
Your organization is deploying an AI workload that requires high-throughput access to shared storage across multiple servers. The workload involves both training and inference tasks that need fast read and write speeds.
Which storage architecture would best support this AI workload?
- A. A high-performance shared storage system that supports both high read and write IO performance.
- B. Prioritize write performance over read performance since training tasks dominate AI workflows.
- C. Use local storage on each server to minimize network traffic between nodes.
- D. Use SSD-based shared storage systems to save costs while scaling up storage capacity.
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
For AI workloads involving both training and inference across multiple servers, ahigh-performance shared storage systemthat supports both high read and write I/O performance is essential. This ensures fast data access and efficient coordination between distributed compute nodes, preventing bottlenecks in data throughput. Local storage may minimize network traffic but lacks the necessary data sharing and coordination. Prioritizing only write performance neglects inference workload needs, and cost-saving SSD options might not deliver the required performance at scale. Hence, option C is the best choice for balanced, high-throughput AI workloads.
NEW QUESTION # 36
You are using a custom topology with NVSwitches, and 'nvsm' is not detecting the correct links. You need to manually define the topology. Which of the following is the correct way to provide a custom topology definition to
- A. Modify the 'nvswitchd.conf file.
- B. Edit the '/etc/nvsm/nvsm.topology' file with the correct connection definitions.
- C. There is no mechanism to manually define the topology for 'nvsm' .
- D. Manually configure the NVSwitches through their web interface.
- E. Use the 'nvsm -topology-file command to specify the topology at runtime.
Answer: B
Explanation:
While the exact file path might vary slightly depending on the distribution and configuration, the standard approach is to define custom topologies in a dedicated topology file (e.g., S/etc/nvsm/nvsm.topology'). The other options are either incorrect or related to other services. 'nvsm' reads the 'nvsm.topology' file at startup.
NEW QUESTION # 37
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