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Exam NCP-AII Topic 1 Question 48 Discussion

Actual exam question for NVIDIA's NCP-AII exam
Question #: 48
Topic #: 1
You're designing a new InfiniBand network for a distributed deep learning workload. The workload consists of a mix of large-message all- to-all communication and small-message parameter synchronization. Considering the different traffic patterns, what routing strategy would MOST effectively minimize latency and maximize bandwidth utilization across the fabric?

Suggested Answer: C Vote an answer

A combination of AR and QOS provides the most flexible and effective solution. AR can dynamically adapt to changing traffic patterns and congestion, optimizing for large-message all-to-all communication. QOS can prioritize small-message parameter synchronization, minimizing latency for critical control traffic. Min Hop routing may not always choose the optimal paths, especially in complex topologies. Static routing is difficult to manage and doesn't adapt to changing network conditions. Disabling AR can lead to congestion.

by Cleveland at Jan 15, 2026, 11:00 PM

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