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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:
During cluster validation, the Cable Validation Tool (CVT) reports "Underperforming (BER)" for an InfiniBand link. Which BER thresholds indicate a critical signal quality issue requiring cable replacement?
- A. Rx power variance > 3dB between lanes
- B. Effective BER > 0 during the first 125 minutes of link operation
- C. Raw BER > 1e-6 or Effective BER> 1.5E-254 for ≤6hr measurements
- D. Temperature > 85 °C on transceiver module
Correct Answer: C 🗳️
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After Spectrum-X fabric deployment, NCCL tests show intermittent latency spikes. Which network condition most severely impacts East-West bandwidth?
- A. Multiple transceiver firmware mismatches.
- B. Packet loss >0.001% causing NCCL pipeline stalls.
- C. Jitter below 5us with consistent latency.
- D. 400G port utilization at 70% on several nodes during tests.
Correct Answer: B 🗳️
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A system administrator receives an alert about a potential hardware fault on an NVIDIA DGX A100. The GPU performance seems degraded, and the system fans are operating loudly. What step should be recommended to identify and troubleshoot the hardware fault?
- A. Check the NVIDIA System Management Interface (nvidia-smi) for GPU status and temperatures.
- B. Increase the fan speed to maximum and check whether the performance improves.
- C. Run a deep learning workload to stress test the GPUs and check whether the issue persists.
- D. Power drain then restart the DGX and check if the performance degradation resolves.
Correct Answer: A 🗳️
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An HPC administrator observes that a distributed training workload generates heavy AllReduce traffic across hundreds of GPUs. Although each InfiniBand link is healthy, several links become heavily utilized while others remain nearly idle, limiting overall scalability. Which configuration change is most likely to improve communication efficiency?
- A. Disable RDMA to simplify packet routing
- B. Replace NVSwitch with PCIe switches
- C. Reduce GPU clock frequency to minimize communication demand
- D. Enable multi-rail communication so traffic can utilize multiple network interfaces
Correct Answer: D 🗳️
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A user wants to restrict a Docker container to use only GPUs 0 and 2. Which command achieves this?
- A. docker run -device /dev/nvidia0./dev/nvidia2 nvidia/cuda:12.1-base nvidia-smi
- B. docker run -e NVIDIA_VISIBLE_DEVICES=0.2 nvidia/cuda:12.1-base nvidia-smi
- C. docker run -gpus "device=0.2" nvidia/cuda:12.1-base nvidia-smi
- D. docker run -gpus all nvidia/cuda:12.1-base nvidia-smi -id=0,2
Correct Answer: C 🗳️
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