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NVIDIA AI Infrastructure Sample Questions (Q95-Q100):
NEW QUESTION # 95
A server with 8 NVIDIAAIOO GPUs is experiencing an unexpected shutdown under heavy load. The IPMI logs show a 'Power Supply Deasserted' event immediately preceding the shutdown. After replacing the PSU, the issue persists. What is the MOST likely cause of the continued shutdowns?
Answer: C
Explanation:
The 'Power Supply Deasserted' event, even after replacing the PSIJ, strongly suggests that overcurrent protection (OCP) is being triggered. OCP is a safety mechanism that shuts down the PSU if it detects excessive current draw. This is particularly likely with multiple high- power GPUs, as the inrush current during startup can momentarily exceed the PSU's capacity. A driver issue or insufficient memory is less likely to cause this specific event.
NEW QUESTION # 96
You have created MIG instances on an A100 GPU and want to dynamically adjust their size based on workload demands. Which of the following methods is the most appropriate for automatically resizing MIG instances in response to changing resource requirements?
Answer: C
Explanation:
Explanation: Dynamically resizing MIG instances requires a mechanism that can automatically adjust the underlying GPU partitioning based on workload demands. The most appropriate method is leveraging a GPU virtualization platform (C) that offers dynamic resource allocation and integrates with MIG. These platforms can monitor resource utilization and automatically resize MIG instances accordingly. Manually resizing (A) is impractical for dynamic adjustments. Kubernetes resource quotas (B) control container resource limits, not the underlying MIG configuration. CUDA MPS (D) allows sharing a single GPU but doesn't resize MIG instances. Adjusting application code (E) doesn't address the need for dynamic MIG resizing.
NEW QUESTION # 97
You are installing eight NVIDIAAIOO GPUs in a server designed for maximum performance. The server supports NVLink. Which of the following actions will BEST improve the inter-GPU communication bandwidth?
Answer: C
Explanation:
NVLink provides significantly higher bandwidth than PCle for inter-GPIJ communication. Installing the GPUs in slots that support NVLink and properly installing the NVLink bridges will enable this faster communication. PCle Gen4 is better than Gen3. Riser cards don't improve communication bandwidth. Disabling NVLink negates its benefits. Removing GPUs reduces overall performance.
NEW QUESTION # 98
You are developing a CI/CD pipeline for deploying A1 models to a Kubernetes cluster with NVIDIA GPUs. Your pipeline includes steps to build, test, and deploy the model as a containerized application. What is the recommended approach for ensuring that the application container image includes the correct NVIDIA drivers and libraries?
Answer: D
Explanation:
Using a base image provided by NVIDIA (such as those from NGC) is the recommended approach because it ensures that the container image includes the correct and compatible drivers and libraries, simplifying the build process and reducing potential compatibility issues. The NVIDIA Container Toolkit requires host drivers and handles the injection of the library into the container and not the building of the image.
NEW QUESTION # 99
You have a Kubernetes cluster with nodes running different versions of the NVIDIA driver. You need to ensure that your containerized AI applications are always compatible with the specific driver version running on the node where they are scheduled. How can you achieve this driver version compatibility in a cloud-native way?
Answer: B
Explanation:
The NVIDIA Operator is designed to manage the lifecycle of NVIDIA drivers and related components within a Kubernetes cluster, including automated installations, updates, and version management. This ensures a consistent and compatible driver version across all nodes, simplifying application deployment and management. The operator is the cloud-native approach to managing the NVIDIA stack. Option A is manual and inflexible. Option B relies on proper NVIDIA Driver setup on the host. Option D is a complex undertaking. Option E is insecure.
NEW QUESTION # 100
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