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Exam NCA-AIIO Topic 2 Question 7 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 7
Topic #: 2
When setting up a virtualized environment with NVIDIA GPUs, you notice a significant drop in performance compared to running workloads on bare metal. Which factor is most likely contributing to the performance degradation?

Suggested Answer: B Vote an answer

Overcommitting GPU resources is the most likely cause of performance degradation in a virtualizedenvironment with NVIDIA GPUs. In virtualization setups using NVIDIA vGPU technology, overcommitting occurs when more virtual machines (VMs) request GPU resources than are physically available, leading to contention and reduced performance compared to bare metal. NVIDIA's vGPU documentation warns that proper resource allocation is critical to avoid this issue, as GPUs are not as easily time-sliced as CPUs. Option A (high-performance networking) typically enhances, not degrades, performance. Option C (SSD storage) improves I/O but doesn't directly impact GPU performance. Option D (high availability) adds redundancy, not significant GPU overhead. NVIDIA's guidelines emphasize avoiding overcommitment for optimal virtualized AI workloads.

by Don at Apr 01, 2026, 12:50 PM

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