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Exam Code: NCP-AII
Exam Name: NVIDIA AI Infrastructure
Updated: Sep 06, 2025
Q & A: 301 Questions and Answers
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1. You're deploying BlueField OS to multiple SmartNICs with varying hardware revisions. How can you ensure that the correct device tree is loaded for each specific SmartNIC during the boot process?
A) Relocate the device tree after the OS is running, but before services are started using a custom script.
B) Use a bootloader (e.g., U-Boot) that can detect the hardware revision and load the appropriate device tree based on a predefined mapping.
C) Create a single device tree that is compatible with all SmartNIC revisions. The kernel will automatically handle compatibility.
D) Embed the device tree within the kernel image. The kernel will automatically select the correct one during boot.
E) Manually specify the device tree file in the bootloader configuration for each SmartNI
2. 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) Disable one of the GPUs to reduce the total power draw.
B) Increase the server room temperature.
C) Re-seat the GPUs in their respective slots.
D) Underclock the GPIJs to reduce their power consumption.
E) Replace the PSU with a higher wattage PSU.
3. You have a large dataset stored on a BeeGFS file system. The training job is single node and uses data augmentation to generate more data on the fly. The data augmentation process is CPU-bound, but you notice that the GPU is underutilized due to the training data not being fed to the GPU fast enough. How can you reduce the load on the CPU and improve the overall training throughput?
A) Enable data compression on the BeeGFS file system to reduce the amount of data being transferred over the network.
B) Increase the number of BeeGFS metadata servers (MDSs) to improve metadata performance.
C) Decrease the batch size of the training job to reduce the amount of data being processed at each iteration.
D) Move the training data to a local NVMe drive on the training node.
E) Implement asynchronous 1/0 in the data loading pipeline using a library like NVIDIA DALI to offload data processing tasks from the CPU to the GPU.
4. You suspect a faulty NVIDIA ConnectX-6 network adapter in a server used for RDMA-based distributed training. Which commands or tools can you use to diagnose potential issues with the adapter's hardware and connectivity?
A) ethtool to examine the adapter's Ethernet settings and statistics.
B) Ispci -v to verify the adapter is detected and its resources are allocated correctly.
C) ibstat to check the adapter's status, link speed, and active ports.
D) nvsmimonitord to monitor GPU metrics and detect anomalies.
E) ping to test basic network connectivity.
5. You need to remotely monitor the GPU temperature and utilization of a server without installing any additional software on the server itself. Assuming you have network access to the server's BMC (Baseboard Management Controller), which protocol and standard data format would BEST facilitate this?
A) HTTP with JSON
B) Syslog with CSV (Comma-separated Values)
C) SNMP (Simple Network Management Protocol) with MIB (Management Information Base)
D) SSH with plain text output from 'nvidia-smi'
E) IPMI (Intelligent Platform Management Interface) with SDR (Sensor Data Records)
Solutions:
Question # 1 Answer: E | Question # 2 Answer: D,E | Question # 3 Answer: E | Question # 4 Answer: A,B,C,E | Question # 5 Answer: E |
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