NCP-AIN EXAM PRICE & NCP-AIN INSTANT DOWNLOAD

NCP-AIN Exam Price & NCP-AIN Instant Download

NCP-AIN Exam Price & NCP-AIN Instant Download

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NVIDIA-Certified Professional AI Networking Sample Questions (Q71-Q76):

NEW QUESTION # 71
You are optimizing an InfiniBand network for AI workloads that require low-latency and high-throughput data transfers. Which feature of InfiniBand networks minimizes CPU overhead during data transfers?

  • A. Direct Memory Access (DMA)
  • B. SHARP
  • C. PKey
  • D. TCP/IP Offloading

Answer: A

Explanation:
Direct Memory Access (DMA) in InfiniBand networks allows data to be transferred directly between the memory of two devices without involving the CPU. This capability significantly reduces CPU overhead, lowers latency, and increases throughput, making it ideal for AI workloads that demand efficient data transfers.


NEW QUESTION # 72
What is the purpose of WJH (What Just Happened)?

  • A. Collate operating system logs and diagnose system crashes.
  • B. Send notifications of failed login attempts to a pre-defined Slack channel.
  • C. Provide contextual information regarding dropped packets in order to aid debugging.
  • D. Identify potential cyberattacks or unusual traffic patterns across the cluster.

Answer: C

Explanation:
NVIDIA's What Just Happened (WJH) is a feature that provides real-time visibility into network problems by analyzing all packets passing through the switch and alerting on performance issues caused by packet drops, congestion, high latency, or misconfigurations.
WJH retains the last packets that were dropped from the switch with complete packet headers and the actual drop reason. This enhances the ability to debug network problems, identify affected flows, and decrease time- to-repair.


NEW QUESTION # 73
Which of the following statements are true about AI workloads and adaptive routing?
Pick the 2 correct responses below.

  • A. Flow-based load balancing mechanisms increase congestion risk.
  • B. AI workloads are made of a small number of volumetric flows called elephant flows.
  • C. ECMP-based load balancing works best for AI workloads.
  • D. AI workloads have very high entropy that helps spread traffic evenly without congestion.

Answer: A,B

Explanation:
AI workloads, particularly in large-scale training scenarios, are characterized by a small number of high- bandwidth, long-lived flows known as "elephant flows." These flows can dominate network traffic and are prone to causing congestion if not managed effectively.
Traditional flow-based load balancing mechanisms, such as Equal-Cost Multipath (ECMP), distribute traffic based on flow hashes. However, in AI workloads with lowentropy (i.e., limited variability in flow characteristics), ECMP can lead to uneven traffic distribution and congestion on certain paths.
Adaptive routing techniques, which dynamically adjust paths based on real-time network conditions, are more effective in managing AI traffic patterns and mitigating congestion risks.
Reference:Powering Next-Generation AI Networking with NVIDIA SuperNICs


NEW QUESTION # 74
What is the basic functionality of an IB Router?

  • A. Connecting Ethernet switches to an InfiniBand fabric
  • B. Connecting two (or more) InfiniBand fabrics
  • C. Connecting NVLink domains to an InfiniBand fabric
  • D. Connecting SAN to an InfiniBand fabric

Answer: B

Explanation:
AnInfiniBand (IB) Routerconnects two or moreInfiniBand subnets, making it possible for nodes in different subnets to communicate throughroute-managed communication.
From the officialNVIDIA InfiniBand Routers Documentation:
"An InfiniBand router provides connectivity between two or more InfiniBand subnets, enabling communication between hosts that are not on the same subnet while preserving isolation and scalability."
* Ensures fabric scalability by allowing subnet segmentation.
* Uses LID routing across subnet managers (SMs).
* Essential in large clusters with thousands of nodes.
Incorrect Options:
* AandBare incorrect: InfiniBand does not connect directly to Ethernet or SANs without a gateway.
* Cis unrelated: NVLink is a GPU interconnect, not tied to InfiniBand routers.
Reference: NVIDIA InfiniBand Routers Guide


NEW QUESTION # 75
A user has requested confirmation that the InfiniBand network is performing optimally and is not limiting the speed of a training run. To verify this, you would like to measure the RDMA throughput rate between two endpoints.
Which tool should be used?

  • A. ib_write_bw
  • B. iperf
  • C. ping
  • D. ibdiagnet

Answer: A

Explanation:
The ib_write_bw tool is part of the Perftest package and is specifically designed to measure the bandwidth of RDMA write operations between two InfiniBand endpoints. It provides accurate assessments of RDMA throughput, which is crucial for verifying the performance of InfiniBand networks in high-performance computing and AI training environments.
Reference:ib_write_bw - NVIDIA Enterprise Support Portal


NEW QUESTION # 76
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