Quiz 2026 NVIDIA The Best Valid NCP-AII Study Plan
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NVIDIA AI Infrastructure Sample Questions (Q106-Q111):
NEW QUESTION # 106
You are deploying a multi-node NVIDIA GPU cluster for distributed deep learning. Each node has a different ambient operating temperature due to varying airflow patterns within the data center. To ensure optimal performance and longevity of the GPUs across all nodes, which approach is MOST effective for managing GPU power limits?
- A. Implement dynamic power management using NVIDIA's Data Center GPU Manager (DCGM) to adjust power limits on a per-GPU basis, taking into account real- time temperature readings and workload characteristics.
- B. Rely on the default power management settings provided by the GPU driver.
- C. Set a uniform power limit for all GPIJs across the entire cluster based on the GPU's Thermal Design Power (TDP) specification.
- D. Manually adjust the fan speeds of each GPU to ensure they are all running at maximum RPM.
- E. Disable power capping altogether to allow GPUs to operate at their maximum potential performance.
Answer: A
Explanation:
Option C, using DCGM for dynamic power management, is the most effective approach. It allows for per-GPU power limit adjustments based on real-time conditions, optimizing performance while ensuring thermal safety and longevity across nodes with different operating temperatures. A uniform power limit (A) might be too restrictive for some nodes or insufficient for others. Disabling power capping (B) risks overheating and damage. Default settings (D) may not be optimal. Manually adjusting fan speeds (E) can help, but doesn't address power limits directly.
NEW QUESTION # 107
After replacing a GPU in a multi-GPU server, you notice that the new GPU is consistently running at a lower clock speed than the other GPUs, even under load. *nvidia-smi' shows the 'Pwr' state as 'P8' for the new GPU, while the others are at 'PO'. What is the MOST probable cause?
- A. The new GPU requires a firmware update that hasn't been applied.
- B. The new GPU is not receiving sufficient power; check the power connections and PSU capacity.
- C. The new GPU is a lower-performance model than the other GPUs.
- D. The driver is not properly recognizing the new GPU's capabilities; reinstall the driver.
- E. The new GPU is overheating and throttling performance.
Answer: B
Explanation:
A GPU stuck in the 'P8' power state indicates that it's not drawing the power it needs to operate at full performance. Insufficient power delivery is the most likely cause. While the new GPU could potentially be overheating or requiring a firmware update, checking power connections and PSU capacity is the first step. Comparing the new GPU's model with the others is also useful, but 'P8' state strongly suggests a power issue. Driver issues are less likely to cause a specific 'P8' state; they typically result in more general performance problems.
NEW QUESTION # 108
A cluster administrator is preparing to update the firmware on a DGX H100 system, including the GPU tray (baseboard). What is the correct sequence of steps to perform a safe and successful firmware upgrade?
- A. Update the BMC and skip the GPU tray and motherboard tray updates if the system appears healthy.
- B. Stop all GPU activity, update and reboot the BMC, update motherboard and tray components, perform a cold reset, and verify completion.
- C. Perform a cold reset, stop all GPU activity, update and reboot the BMC, update motherboard and tray components, and verify completion.
- D. Update the GPU tray first, then the motherboard tray, and reboot the BMC after all updates are complete.
Answer: B
Explanation:
Updating firmware on an NVIDIA DGX H100 is a multi-stage process that requires careful orchestration to prevent hardware corruption. The first and most critical step is to ensure no workloads are running (stopping all GPU activity) to avoid conflicts during the flashing process. The standard NVIDIA procedure begins with updating and rebooting theBaseboard Management Controller (BMC). This is because the BMC manages the power sequencing and communication for all other trays; having the latest management logic active is a prerequisite for the subsequent steps. Once the BMC is updated and back online, the administrator proceeds with the motherboard and GPU tray updates. However, these updates are staged in flash memory and often do not "take effect" until the hardware undergoes acold reset(removing power completely). This physical or logical power cycle forces the various CPLDs and silicon root-of-trust modules to boot from the newly written firmware images. Finally, the administrator must verify completion using tools like nvsm show health or the BMC dashboard to ensure all components report the target versions and a "Healthy" status. Skipping the BMC update first (Option C) or the cold reset (Option B) can lead to mismatched firmware states that may cause system instability or boot failures.
NEW QUESTION # 109
You are managing a cluster of servers running Docker and NVIDIA GPUs. You want to monitor the GPU utilization of all Docker containers running on the cluster in real-time. Which tools or techniques could you use to achieve this?
- A. Use 'docker statS command on each host and look for the GPIJ utilization metrics.
- B. Integrate the DCGM exporter with Prometheus and Grafana to visualize GPU metrics from all nodes in the cluster.
- C. Utilize NVIDIA's NGC cloud monitoring services to automatically collect and visualize GPU metrics from all nodes.
- D. Implement a custom script that uses the NVIDIA Management Library (NVML) to query GPU utilization from each container.
- E. Use 'nvidia-smi' on each host and parse the output to extract GPIJ utilization for each container.
Answer: B,D
Explanation:
DCGM exporter integrated with Prometheus and Grafana is a robust solution for real-time monitoring of GPU metrics across a cluster (B). DCGM provides detailed GPU metrics, and Prometheus/Grafana offers excellent visualization capabilities. NVML (D) is a low-level API that allows you to directly query GPU information, providing flexibility for custom monitoring solutions. While 'nvidia-smi' (A) can be used, it's not ideal for cluster-wide monitoring. 'docker stats' (C) does not provide GPU utilization metrics directly. NGC (E) offers a container registry, but not built-in cluster-wide GPU monitoring.
NEW QUESTION # 110
An administrator needs to perform a comprehensive pre-production stress test on a DGX H100 system. Which command validates GPU, CPU, memory, and storage components while following NVIDIA's recommended procedure?
- A. sudo nvsm stress-test --force
- B. ./gpu_burn 60
- C. nvidia-smi -q | grep " GPU Stress Test "
- D. stress --cpu $(nproc) --io $(nproc) --timeout 600
Answer: A
Explanation:
The correct command is sudo nvsm stress-test --force. NVIDIA recommends using NVSM for the DGX pre- flight stress test before putting a DGX H100 system into production or after servicing. The documented NVSM stress test can run checks across supported components, including GPUs, CPU, memory, and storage, and the recommended command for all supported components is sudo nvsm stress-test --force. nvidia-smi -q provides detailed GPU information, but it does not execute a full platform stress test. The Linux stress command can load CPU and I/O subsystems, but it is generic and does not validate the DGX platform using NVIDIA's health model. gpu_burn may stress GPUs, but it does not cover CPU, system memory, storage, and DGX-specific platform checks in the recommended way. During server bring-up, NVSM is preferred because it understands DGX hardware components and can identify platform health issues before the node is released to production workloads.
NEW QUESTION # 111
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