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| Section | Weight | Objectives |
|---|---|---|
| Management | 28% | - Resource allocation and scheduling - GPU cluster and compute node management - Software and container lifecycle management - Access control and security policies |
| Installation and Deployment | 32% | - Driver and firmware installation - Container orchestration and resource management - AI cluster setup and configuration - NVIDIA software stack deployment |
| Workload Management | 20% | - AI workload deployment and scaling - Data pipeline and storage integration - Framework and runtime configuration - Job scheduling and queue management |
| Troubleshooting and Optimization | 20% | - Throughput and latency optimization - Fault diagnosis and resolution - Performance monitoring and analysis - System health and reliability maintenance |
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NEW QUESTION # 39
You want to deploy a container from NGC using Helm. The container requires a persistent volume for storing model checkpoints. Which of the following Helm chart configurations is necessary to achieve this?
C]
C]
Answer: A,C
Explanation:
A and D are correct. A 'PersistentVolumeClaims allows the container to request persistent storage dynamically. Alternatively, a pre- existing 'PersistentVolume' can be referenced. B bypasses Helm's templating capabilities. C is discouraged for production environments due to portability issues. E avoids Kubernetes' volume management capabilities.
NEW QUESTION # 40
An administrator is troubleshooting issues with an NVIDIA Unified Fabric Manager Enterprise (UFM) installation and notices that the UFM server is unable to communicate with InfiniBand switches.
What step should be taken to address the issue?
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Exact Extract:
Communication issues between UFM server and InfiniBand switches often result from misconfigured or missingsubnet manager configurationon the switches. The subnet manager controls fabric membership and routing, so verifying and correcting its setup is essential for proper UFM operation. Rebooting, adding GPUs, or disabling firewalls are less likely to resolve fabric-level communication problems.
NEW QUESTION # 41
A user reports that they are unable to submit jobs to a specific partition. You've verified that the partition exists and is enabled. What are the possible reasons for this?
Answer: B
Explanation:
All the options are reasons for the user to be unable to submit jobs to a specific partition. All must be checked to solve the root problem.
NEW QUESTION # 42
You are setting up a Kubernetes cluster on NVIDIA DGX systems using BCM, and you need to initialize the control-plane nodes.
What is the most important step to take before initializing these nodes?
Answer: D
Explanation:
Disabling swap on all control-plane nodes is a critical prerequisite before initializing Kubernetes control-plane nodes. Kubernetes requires swap to be disabled to maintain performance and stability. Failure to disable swap can cause kubeadm initialization to fail or lead to unpredictable cluster behavior.
NEW QUESTION # 43
An organization only needs basic network monitoring and validation tools.
Which UFM platform should they use?
Answer: A
Explanation:
The UFM Telemetry platform provides basic network monitoring and validation capabilities, making it suitable for organizations that require foundational insight into their network status without advanced analytics or AI-driven cybersecurity features. Other platforms such as UFM Enterprise or UFM Pro offer broader or more advanced functionalities, while UFM Cyber-AI focuses on AI-driven cybersecurity.
NEW QUESTION # 44
......
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