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Best-selling NCP-AII test-taking Questions Cost Effective Dumps
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NVIDIA AI Infrastructure Sample Questions (Q55-Q60):
NEW QUESTION # 55
You are tasked with setting up a secure environment for running GPU-accelerated machine learning workloads in Docker containers.
The security requirements dictate that containers should have minimal privileges and access only the necessary resources. Which of the following security measures are most relevant when using NVIDIA GPUs with Docker?
- A. Grant the Docker containers direct access to the host's hardware devices, including the GPU, to maximize performance.
- B. Run the Docker daemon in rootless mode to reduce the risk of privilege escalation.
- C. Use AppArmor or SELinux profiles to restrict the capabilities of the Docker containers, limiting their access to system resources.
- D. Regularly scan Docker images for vulnerabilities using tools like Clair or Trivy and rebuild images with patched dependencies.
- E. Implement network segmentation and firewalls to isolate the Docker containers from other services and the internet.
Answer: B,C,D,E
Explanation:
Security is paramount, and minimizing privileges is key. Running Docker in rootless mode (A) reduces the attack surface. AppArmor/SELinux (B) confines container capabilities. Regular vulnerability scanning (C) helps prevent attacks based on known weaknesses. Network segmentation (E) limits the impact of a compromised container. Granting direct hardware access (D) increases the risk of privilege escalation and should be avoided in a secure environment. The NVIDIA Container Toolkit facilitates GPU access without requiring direct device passthrough, adhering to principle of least privilege.
NEW QUESTION # 56
In a large-scale InfiniBand fabric, you need to implement a mechanism to prioritize traffic for a specific application that requires low latency and high bandwidth. You want to leverage Quality of Service (QOS) to achieve this. Which of the following steps are essential to properly configure QOS in this scenario? (Select THREE)
- A. Mark the application's traffic with appropriate DiffServ Code Point (DSCP) values.
- B. Configure Weighted Fair Queueing (WFQ) or Strict Priority Queueing on the egress ports of the InfiniBand switches to prioritize the application's traffic class.
- C. Map the application's traffic to a specific traffic class with appropriate priority settings within the InfiniBand switches.
- D. Disable Adaptive Routing (AR) to ensure that the application's traffic always takes the shortest path.
- E. Configure VLAN tagging on the application's traffic to isolate it from other traffic.
Answer: A,B,C
Explanation:
Effective QOS requires traffic classification (DSCP marking), mapping to appropriate traffic classes with priority settings, and configuring queueing mechanisms (WFQ/Strict Priority Queueing) on egress ports to enforce the priority. VLAN tagging is useful for network segmentation but not directly for QOS. Disabling AR might reduce path diversity, but could also lead to congestion if the shortest path is already heavily utilized.
NEW QUESTION # 57
A server with four installed NVIDIA GPUs is experiencing intermittent crashes during heavy AI training workloads. You suspect a power issue. You have monitored the power consumption and found that the GPUs are briefly exceeding the rated power capacity of the PSU during peak loads. What are TWO effective mitigation strategies you can implement? (Select TWO)
- A. Re-seat the GPUs in their respective slots.
- B. Replace the PSU with a higher wattage PSU.
- C. Disable one of the GPUs to reduce the total power draw.
- D. Underclock the GPIJs to reduce their power consumption.
- E. Increase the server room temperature.
Answer: B,D
Explanation:
Underclocking the GPUs reduces their power consumption directly. Replacing the PSU provides more headroom to handle the peak loads. Disabling a GPU reduces performance. Increasing server room temperature exacerbates the problem. Reseating GPUs addresses connection issues, not power limitations.
NEW QUESTION # 58
After ClusterKit reports " GPU-Host latency exceeds threshold, " which NVIDIA diagnostic tool should be used to isolate hardware faults?
- A. nvidia-smi topo -m to inspect GPU topology connections
- B. ib_write_bw to measure InfiniBand bandwidth between nodes
- C. Re-run ClusterKit with --stress=gpu -Y 60 to extend test duration
- D. DCGM Diags dcgmi diag -r 2
Answer: A
Explanation:
" GPU-Host latency " issues in NVIDIA DGX or HGX systems are frequently caused by incorrect PCIe affinity or sub-optimal NUMA (Non-Uniform Memory Access) mapping. If a GPU is forced to communicate with a CPU core or an HCA that is not on its local PCIe switch/root complex, latency increases significantly as data must cross the QPI/UPI inter-processor links. The command nvidia-smi topo -m provides a detailed matrix of the system ' s internal topology, showing how GPUs, CPUs, and NICs are connected. It identifies whether the connection is via a single PCIe switch (PIX), multiple switches (PXB), or across the CPU (SYS).
By inspecting this map, an administrator can identify if a software process is pinned to the wrong NUMA node or if a hardware path is unexpectedly degraded. While DCGM (Option C) is good for checking component health, it doesn ' t map the logical-to-physical affinity paths that cause specific latency " threshold
" warnings.
NEW QUESTION # 59
Consider a scenario where you need to isolate GPU workloads in a multi-tenant Kubernetes cluster. Which of the following Kubernetes constructs would be MOST suitable for achieving strong isolation at both the resource and network level?
- A. Using node affinity only.
- B. Using taints and tolerations to dedicate GPU nodes to specific workloads.
- C. Using labels and selectors to schedule workloads on specific GPU nodes.
- D. Using namespaces with resource quotas and network policies.
- E. Using pod affinity and anti-affinity rules to control pod placement.
Answer: D
Explanation:
Namespaces provide logical isolation within a Kubernetes cluster. Resource quotas limit the resources (including GPIJs) that a namespace can consume, while network policies control network traffic between namespaces, ensuring strong isolation. Options B, C, D, and E provide some level of control over pod placement but do not offer the same level of resource and network isolation as namespaces with resource quotas and network policies.
NEW QUESTION # 60
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