Free NCA-AIIO Exam Braindumps
AI Infrastructure and Operations Questions 31–35 (page: 8)

Updated On: 1-Sep-2026

What is a key benefit of using NVIDIA GPUDirect RDMA in an AI environment?

  1. It increases the power efficiency and thermal management of GPUs.
  2. It reduces the latency and bandwidth overhead of remote memory access between GPUs.
  3. It enables faster data transfers between GPUs and CPUs without involving the operating system.
  4. It allows multiple GPUs to share the same memory space without any synchronization.

Answer(s): B



What enables moving data between GPU memory and local or remote storage without using the CPU?

  1. NVLink
  2. GPUDirect P2P
  3. InfiniBand
  4. GPUDirect Storage

Answer(s): D

Explanation:

NVIDIA GPUDirect Storage lets GPUs directly load from and store to local or remote NVMe storage over network fabrics - bypassing the CPU and host memory to maximize throughput and minimize latency.



When using an InfiniBand network for an AI infrastructure, which software component is necessary for the fabric to function?

  1. Verbs
  2. MPI
  3. OpenSM

Answer(s): C

Explanation:

An InfiniBand fabric requires a subnet manager - most commonly OpenSM - to discover and configure the network topology and manage routing so the switches and HCAs can communicate.



When deploying high density workloads in a data center, what are the three main resource constraints that need to be considered?

  1. Processing speed, storage capacity, and network connectivity.
  2. Power, cooling, and physical space.
  3. Bandwidth, security, and redundancy.

Answer(s): B

Explanation:

High-density deployments are limited by the power draw of tightly packed servers, the cooling capacity required to dissipate the resulting heat, and the available rack space to house the equipment.



What is an advantage of InfiniBand over Ethernet?

  1. InfiniBand always provides higher bandwidth than Ethernet.
  2. InfiniBand supports RDMA while Ethernet does not.
  3. InfiniBand offers lower latency than Ethernet.

Answer(s): C

Explanation:

InfiniBand’s streamlined protocol and hardware offloads deliver microsecond-class, low-latency communication that outperforms Ethernet’s higher round-trip delays.



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