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Exam NCA-AIIO Topic 2 Question 9 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 9
Topic #: 2
You manage a large-scale AI infrastructure where several AI workloads are executed concurrently across multiple NVIDIA GPUs. Recently, you observe that certain GPUs are underutilized while others are overburdened, leading to suboptimal performance and extended processing times. Which of the following strategies is most effective in resolving this imbalance?

Suggested Answer: A Vote an answer

Uneven GPU utilization in a multi-GPU infrastructure indicates poor workload distribution. Implementing dynamic GPU load balancing-using tools like NVIDIA Triton Inference Server or Kubernetes with GPU Operator-assigns tasks based on real-time GPU usage, ensuring balanced workloads and optimal performance. This strategy, common in DGX clusters, reduces processing times by preventing overburdening or idling.
Reducing batch size (Option B) lowers GPU demand uniformly but doesn't address imbalance and may reduce throughput. Increasing power limits (Option C) might boost underutilized GPUs slightly but doesn't fix distribution. Disabling overclocking (Option D) ensures consistency but not balance. Dynamic balancing is NVIDIA's recommended approach.

by Geoffrey at Jan 18, 2026, 12:04 PM

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