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| Topic | Details |
|---|
| 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 | - 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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| Topic 3 | - 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 4 | - 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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NVIDIA AI Operations Sample Questions (Q64-Q69):
NEW QUESTION # 64
A system administrator needs to collect the information below:
* GPU behavior monitoring
* GPU configuration management
* GPU policy oversight
* GPU health and diagnostics
* GPU accounting and process statistics
* NVSwitch configuration and monitoring
What single tool should be used?
- A. nvidia-smi
- B. Nsight Systems
- C. CUDA Toolkit
- D. DCGM
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
TheNVIDIA Data Center GPU Manager (DCGM)is the comprehensive management tool that provides all the requested functionalities: monitoring GPU behavior, managing configurations, enforcing policies, health diagnostics, process accounting, and NVSwitch monitoring. DCGM is designed for large-scale GPU management in data centers and AI clusters, providing detailed telemetry and control over NVIDIA GPUs and NVSwitches.
* nvidia-smiprovides GPU monitoring but lacks full policy and NVSwitch management.
* CUDA Toolkit is for GPU programming and development.
* Nsight Systems is focused on performance profiling and debugging.
Therefore, DCGM is the single tool that meets all the listed requirements.
NEW QUESTION # 65
When installing BCM, which of the following authentication methods can be configured to secure access to the BCM web interface?
- A. OAuth 2.0
- B. NTLM
- C. Local User Accounts
- D. LDAP (Lightweight Directory Access Protocol)
- E. Kerberos
Answer: A,C,D
Explanation:
BCM supports Local User Accounts for basic authentication, LDAP for integration with existing directory services, and OAuth 2.0 for modern authentication patterns. Kerberos and NTLM are not directly supported authentication methods for the BCM web interface.
NEW QUESTION # 66
An administrator is troubleshooting issues with NVIDIA GPUDirect storage and must ensure optimal data transfer performance.
What step should be taken first?
- A. Increase the GPU's core clock frequency.
- B. Install additional GPU memory (VRAM).
- C. Check for compatible RDMA-capable network hardware and configurations.
- D. Upgrade the CPU to a higher clock speed.
Answer: C
Explanation:
GPUDirect Storage performance relies heavily on RDMA-capable network hardware and proper configuration to enable direct memory access between storage and GPUs, bypassing CPU involvement for faster data transfers. Therefore, the first troubleshooting step should be to verify that RDMA-capable hardware is present and correctly configured. Adjusting GPU clocks, CPU speed, or GPU memory does not address the fundamental networking requirement for GPUDirect Storage.
NEW QUESTION # 67
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?
- A. Install Docker on the DPU, pull the container directly from NGC, and run it using `docker run' with appropriate environment variables.
- B. Use the host system's Docker engine to pull the container image and deploy it on the DPU via SSH.
- C. Manually download the container image and YAML file beforehand, transfer them to the DPU, and deploy using Kubernetes with standalone Kubelet.
- D. Pull the container image from NGC using Docker and modify the YAML file before deployment.
Answer: C
Explanation:
In an air-gapped environment where the DPU has no internet connectivity, direct pulling of container images from NVIDIA's NGC catalog is not possible. The recommended approach is to manually download the required container image and YAML deployment files from a connected system, then transfer these files to the DPU. Deployment is then performed using Kubernetes with a standalone Kubelet on the DPU, which can deploy the preloaded container image offline.
This ensures the deployment proceeds successfully without internet access.
NEW QUESTION # 68
You are configuring cloudbursting for your on-premises cluster using BCM, and you plan to extend the cluster into both AWS and Azure.
What is a key requirement for enabling cloudbursting across multiple cloud providers?
- A. You need to set up a single set of credentials that works across both AWS and Azure for seamless integration.
- B. You only need to configure credentials for one cloud provider, as BCM will automatically replicate them across other providers.
- C. BCM automatically detects and configures credentials for all supported cloud providers without requiring admin input.
- D. You must configure separate credentials for each cloud provider in BCM to enable their use in the cluster extension process.
Answer: D
Explanation:
When configuring BCM for cloudbursting across multiple cloud providers such as AWS and Azure, it is necessary to configure separate credentials for each cloud provider within BCM. This allows BCM to authenticate and manage resources appropriately in each distinct cloud environment. BCM does not automatically replicate or detect credentials, nor can a single credential set typically work across providers.
NEW QUESTION # 69
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