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2025 Newest Valid NCP-AII Exam Topics | NVIDIA AI Infrastructure 100% Free Dump File

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NVIDIA AI Infrastructure Sample Questions (Q220-Q225):

NEW QUESTION # 220
Which of the following is the MOST important reason for using a dedicated storage network (e.g., InfiniBand or RoCE) for AI/ML workloads compared to using the existing Ethernet network?

A. Simplified network management and configuration.
B. Reduced cost compared to upgrading the existing Ethernet infrastructure.
C. Automatic Quality of Service (QOS) prioritization for AI/ML traffic.
D. Improved security due to network isolation.
E. Lower latency and higher bandwidth for data transfer.

Answer: E

Explanation:
The primary benefit of a dedicated storage network like InfiniBand or RoCE is the significant improvement in latency and bandwidth (option B) compared to Ethernet. These technologies are designed for high-performance computing and can handle the intense 1/0 demands of AI/ML workloads. While security (A) can be improved through isolation, and QOS (E) is possible, the performance advantage is the most crucial factor. Cost (D) is generally higher, and management (C) can be more complex.

NEW QUESTION # 221
When installing multiple NVIDIA GPUs, which of the following factors are MOST important to consider regarding PCIe slot configuration?
(Choose two)

A. Ensure all GPUs are installed in slots of the same color.
B. Ensure the PCIe slots are directly connected to the CPU for optimal bandwidth.
C. Ensure all GPUs have the same PCIe generation (e.g. Gen4).
D. Ensure each GPU is installed in a slot with sufficient PCIe lanes (e.g., x16).
E. Install the GPUs in the lowest numbered slots first.

Answer: B,D

Explanation:
The number of PCIe lanes directly impacts bandwidth. Direct CPU connection minimizes latency. Slot color and numbering are usually irrelevant. Same PCIe Gen isn't critical as long as minimum requirements are met.

NEW QUESTION # 222
You are configuring a BlueField DPU to run a custom packet processing application. You want to ensure that the application has exclusive access to certain CPU cores on the DPU. Which mechanism is best suited for isolating CPU cores for your application on the Bluefield DPU?

A. Utilizing cgroups (control groups) to create a dedicated cgroup for the application and limit its CPU usage to specific cores.
B. Using CPIJ affinity settings within the application code itself.
C. Using 'taskset' command to pin the application's processes to specific cores.
D. Modifying the DPU's bootloader configuration to disable the cores you want to reserve.
E. Adjusting the kernel's scheduler parameters to prioritize the application's threads on the desired cores.

Answer: A

Explanation:
Cgroups provide a robust and flexible way to isolate and manage resources, including CPU cores, for applications. They allow you to create a dedicated cgroup for your application and limit its CPU usage to specific cores. 'taskset' is a viable option, but cgroups offer more comprehensive resource management capabilities. Modifying the bootloader is not a practical or recommended approach. CPU affinity settings in the application code depend on the application's design and may not be as reliable. Adjusting kernel scheduler parameters can be complex and affect other processes.

NEW QUESTION # 223
You need to verify the NVLink connectivity between GPUs in a DGX server. Which command-line utility is the MOST reliable and provides detailed NVLink status?

A. nvidia-smi
B. Ispci
C. nvlink_info (Hypothetical command)
D. gpustat
E. dcgmi diag -t 1004

Answer: E

Explanation:
'dcgmi diag -t 1004' is the correct command. 'nvidia-smi' provides basic GPIJ information, but 'dcgmi diag -t 1004' (part of the Data Center GPU Manager) provides specific diagnostic tests for NVLink connectivity. 'Ispci' lists PCle devices, not specifically NVLink. 'gpustat' is a monitoring tool. 'nvlink_info' is hypothetical.

NEW QUESTION # 224
Which command is used to verify the installation and configuration of the NGC CLI after initial setup?

A. 'ngc setup verify'
B. 'ngc registry model list'
C. 'ngc -version'
D. 'ngc system statue'
E. 'ngc config validate'

Answer: B,C

Explanation:
'ngc -version' confirms the CLI is installed and shows its version. 'ngc registry model list' verifies that the CLI can authenticate with NGC and access the registry.

NEW QUESTION # 225
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