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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 (Q19-Q24):
NEW QUESTION # 19
What two (2) platforms should be used with Fabric Manager? (Choose two.)
- A. DGX
- B. HGX
- C. GeForce Series
- D. L40S Certified
Answer: A,B
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
NVIDIA Fabric Manager is designed to manage and optimize fabric resources like NVLink and NVSwitch in enterprise-class platforms such as HGX and DGX systems. These platforms have the necessary hardware fabric components. The L40S Certified and GeForce series are either not compatible or do not require Fabric Manager.
NEW QUESTION # 20
An AI model deployed through Fleet Command exhibits a vulnerability. You must urgently patch all edge devices with the updated model.
What is the fastest and safest way to accomplish this, minimizing disruption to ongoing operations?
- A. Inform users to manually download and install the patch to all edge devices.
- B. Use Fleet Command to orchestrate an over-the-air (OTA) update of the model to all devices simultaneously, potentially causing temporary service interruption.
- C. Employ a staged rollout strategy within Fleet Command, gradually updating subsets of devices while monitoring for any issues before proceeding to the entire fleet.
- D. Immediately shut down all edge devices to prevent further exploitation and then update the model offline.
- E. Individually SSH into each device and manually replace the model files.
Answer: C
Explanation:
A staged rollout provides the best balance between speed and safety. It allows for early detection of potential issues during the update process, minimizing the risk of widespread disruption. Manual intervention (A) is too slow. A simultaneous update (B) could cause a large outage if problems arise. Shutting down all devices (D) is overly disruptive. User manual install (E) is not reliable or centrally controlled.
NEW QUESTION # 21
You are using NVSHMEM for a large-scale simulation. The application is crashing with segmentation faults. After checking the code for memory errors, you suspect an issue with NVSHMEM configuration. Which of the following environment variables is MOST likely to be misconfigured and causing the crashes?
- A. LD LIBRARY PATH
- B. CUDA VISIBLE DEVICES
- C. NCCL DEBUG
- D. NVSHMEM SYMMETRIC SIZE
- E. CUDA DEVICE ORDER
Answer: D
Explanation:
NVSHMEM SYMMETRIC SIZE defines the size of the symmetric heap, which is the shared memory region accessible by all processes. If this value is too small, it can lead to segmentation faults when the application tries to allocate more memory than available. The other variables are less directly related to memory allocation within the NVSHMEM environment. While CUDA VISIBLE DEVICES affects GPU visibility, it won't cause segmentation faults related to symmetric memory allocation. LD_LIBRARY_PATH is for finding libraries, not memory. NCCL_DEBUG controls debugging output. CUDA DEVICE_ORDER affects device enumeration.
NEW QUESTION # 22
You are using 'nvsm' to manage your NVLink fabric. You want to verify the link speed and status between two specific GPUs. Which nvsm' command provides the MOST detailed information about individual NVLink connections?
- A. 'nvsm show topology'
- B. nvsm show links'
- C. nvsm show devices'
- D. 'nvsm show configuration'
- E. 'nvsm show health'
Answer: B
Explanation:
'nvsm show links' provides detailed information about the individual NVLink connections, including their speed, status, and error counts. 'nvsm show topology' provides a high-level overview, while the other commands focus on different aspects of the system.
NEW QUESTION # 23
You are managing multiple edge AI deployments using NVIDIA Fleet Command. You need to ensure that each AI application running on the same GPU is isolated from others to prevent interference.
Which feature of Fleet Command should you use to achieve this?
- A. Secure NFS support
- B. Remote Console
- C. Over-the-air updates
- D. Multi-Instance GPU (MIG) support
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
NVIDIAFleet Commandis a cloud-native software platform designed to deploy, manage, and orchestrate AI applications at the edge. When managing multiple AI applications on the same GPU,Multi-Instance GPU (MIG) supportis critical. MIG allows a single GPU to be partitioned into multiple independent instances, each with dedicated resources (compute, memory, bandwidth), enabling workload isolation and preventing interference between applications.
* Remote Consoleallows remote access for management but does not provide GPU resource isolation.
* Secure NFS supportis for secure network file system sharing, unrelated to GPU resource partitioning.
* Over-the-air updatesare for updating software remotely, not for GPU resource management.
Therefore, to ensure application isolation on the same GPU in Fleet Command environments, enablingMIG support (option C)is the recommended and standard practice.
This capability is emphasized in NVIDIA's AI Operations and Fleet Command documentation for managing edge AI deployments efficiently and securely.
NEW QUESTION # 24
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