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Reference: https://www.nvidia.com/en-us/learn/certification/ai-infrastructure-professional/
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NVIDIA AI Infrastructure Sample Questions:
You are performing storage validation for an H100-based cluster. Your goal is to ensure the storage system is optimized for AI workloads. What should you focus on?
- A. Verify the total storage capacity and confirm it matches the system specifications without running performance benchmarks.
- B. Validate high throughput and low latency by running application-specific benchmarks designed for AI workloads.
- C. Check that the storage system is configured with RAID levels optimized for redundancy, even if it sacrifices performance.
- D. Test storage performance by transferring randomized files between nodes while monitoring metrics like transfer speed and error rates.
Correct Answer: B 🗳️
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A team is installing the NVIDIA Run:ai control plane on a Kubernetes cluster. Which two options are most critical to validate before proceeding?
- A. Ensure Kubernetes is running on the cluster.
- B. All cluster nodes have NVIDIA GPUs installed.
- C. Helm is installed on the installer machine.
- D. NTP is disabled to simplify time synchronization.
Correct Answer: A,C 🗳️
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What command is needed to measure BER (Bit Error Rate)?
- A. mlxlink -d <device> -c -e
- B. mlxconfig -d <device> q
- C. msflint -d <device> q full
- D. ethtool -S<device>
Correct Answer: A 🗳️
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During a maintenance window, a system administrator needs to verify the CUDA version installed on the NVIDIA DGX server to ensure compatibility with applications. Which command could be used in the maintenance script to check the installed CUDA version?
- A. cat /bin/cuda/cuda.txt
- B. dpkg -l | grep cuda
- C. nvidia-smi --query-cuda-version
- D. nvcc-version
Correct Answer: B 🗳️
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A systems engineer is updating firmware across a large DGX cluster using automation. What is the best practice for minimizing risk and ensuring cluster health during and after the process?
- A. Update nodes that have reported faults, leaving others on older firmware.
- B. Drain nodes from the scheduler, update firmware in batches, skip diagnostics and verify health post-update before scaling to the next batch.
- C. Drain nodes from the scheduler, run pre-update diagnostics, update firmware in batches, and verify health post-update before scaling to the next batch.
- D. To save time, simultaneously update all nodes in the cluster without draining or diagnostics.
Correct Answer: C 🗳️
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