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Quiz 2025 NVIDIA NCP-AIO: NVIDIA AI Operations Latest Reliable Test Materials
The NCP-AIO practice exam software is essential for your NVIDIA AI Operations exam preparation as it gives you hands-on experience before the actual NCP-AIO certification exam. This kind of exam preparation ensures that a well-prepared and more confident candidate enters the examination arena. While using this NVIDIA NCP-AIO Practice Exam software, you can easily customize your NVIDIA AI Operations mock exam conditions such as exam duration, number of questions, and many more. These NVIDIA NCP-AIO dumps bear the closest resemblance to the actual NCP-AIO dumps that will be asked of you in the exam.
NVIDIA AI Operations Sample Questions (Q11-Q16):
NEW QUESTION # 11
What is the primary benefit of using GPUDirect Storage (GDS) in an AI data center?
- A. Simplified storage management through centralized control.
- B. Reduced CPU utilization during data transfers from storage to GPUs.
- C. Increased storage capacity by compressing data on the fly.
- D. Enhanced data security with end-to-end encryption.
- E. Automatic data tiering based on access frequency.
Answer: B
Explanation:
GPUDirect Storage allows data to be transferred directly from storage to GPU memory, bypassing the CPU and system memory. This reduces CPU utilization and improves overall performance, particularly for large datasets.
NEW QUESTION # 12
You want to monitor the GPU utilization of your BCM-managed cluster. Which tool would provide the most comprehensive real-time and historical GPU metrics?
- A. Kubernetes Dashboard.
- B. 'top' command on each node.
- C. BCM's built-in monitoring dashboard.
- D. nvidia-smi' on each individual node.
- E. Prometheus with the NVIDIA DCGM exporter.
Answer: E
Explanation:
Prometheus with the NVIDIA DCGM exporter is the best solution. 'nvidia-smr is node-specific and doesn't provide historical data. BCM and Kubernetes dashboards provide some metrics but not as granular. 'top' doesn't provide GPU metrics. DCGM Exporter exposes GPU metrics for Prometheus to scrape.
NEW QUESTION # 13
You have a Run.ai cluster with multiple GPU nodes. You want to configure a specific job to ONLY run on nodes equipped with NVIDIA A100 GPUs. How can you achieve this node selection using Run.ai?
- A. Manually schedule the job on a specific AIOO node using the Run.ai CLI.
- B. Configure node affinity rules in the Run.ai job definition to target nodes with the 'nvidia.com/gpu.product' label equal to 'A1 00'.
- C. Use Run.ai's built-in 'gpu-type' parameter in the job definition.
- D. Specify the A100 GPU type in the Run.ai cluster configuration.
- E. Use Kubernetes taints and tolerations to restrict the job to A100 nodes.
Answer: B
Explanation:
Explanation:Using node affinity rules is the correct approach. By setting node affinity rules in the Run.ai job definition, you can target nodes based on labels, such as 'nvidia.com/gpu.product=A100'. Kubernetes taints and tolerations could also be used, but configuring node affinity within the Run.ai job definition provides a more streamlined approach. Run.ai doesn't have a built-in 'gpu-type' parameter for this specific purpose.
NEW QUESTION # 14
You are tasked with setting up BCM in a highly secure environment that has very restrictive internet access for the worker nodes in your kubernetes cluster. What steps should you take to ensure a successful kubernetes installation, keeping the environment limitations in mind?
- A. Request a temporary exception in the firewall rules to allow the worker nodes to access the internet during the kubernetes installation.
- B. Download all the necessary container images and packages on the control plane node, then distribute them to the worker nodes via 'scp' .
- C. Set up a local mirror for the necessary container images and package repositories, and configure your kubernetes cluster nodes to use these local mirrors.
- D. Instruct the containerized applications to directly download all the necessary images.
- E. Configure your worker nodes to use a public proxy server to access the internet.
Answer: C
Explanation:
In environments with restrictive internet access, setting up local mirrors is the standard practice. Setting up local mirrors of images and packages avoids security risks associated with using external proxy servers and is a controlled setup of dependencies. Requesting for exceptions may not be viable in a secure environment, and directly instructing containerized applications to download dependencies does not follow kubernetes setup or BCM. Manually distributing packages also increases the risks involved.
NEW QUESTION # 15
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 # 16
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