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Exam NCA-AIIO Topic 1 Question 32 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 32
Topic #: 1
Your AI cluster handles a mix of training and inference workloads, each with different GPU resource requirements and runtime priorities. What scheduling strategy would best optimize the allocation of GPU resources in this mixed-workload environment?

Suggested Answer: D Vote an answer

A mixed-workload AI cluster needs a flexible scheduling strategy. Kubernetes Node Affinity with Taints and Tolerations, paired with NVIDIA GPU Operator, optimizes GPU allocation by directing workloads to suitable nodes (e.g., high-power GPUs for training) and reserving resources for priority tasks via taints, enhancing efficiency in DGX or cloud setups.
FIFO (Option A) ignores priorities. Increasing memory (Option B) doesn't address allocation. Manual assignment (Option C) is unscalable. NVIDIA's Kubernetes integration favors Option D for mixed workloads.

by Tony at Jan 05, 2026, 06:26 AM

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Here are all the actual test exam dumps for IT exams. Most people prepare for the actual exams with our test dumps to pass their exams. So it's critical to choose and actual test pdf to succeed.

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