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NVIDIA NCP-AIO Exam Syllabus Topics:
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Reference: https://www.nvidia.com/en-us/learn/certification/ai-operations-professional/
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NVIDIA AI Operations Sample Questions:
If a Magnum IO-enabled application experiences delays during the ETL phase, what troubleshooting step should be taken?
- A. Increase the swap space on the host system to handle larger datasets.
- B. Ensure that GPUDirect Storage is configured to allow direct data transfer from storage to GPU memory.
- C. Reduce the size of datasets being processed by splitting them into smaller chunks.
- D. Disable NVLink to prevent conflicts between GPUs during data transfer.
Correct Answer: B 🗳️
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A system administrator is troubleshooting a Docker container that is repeatedly failing to start.
They want to gather more detailed information about the issue by generating debugging logs.
Why would generating debugging logs be an important step in resolving this issue?
- A. Debugging logs provide detailed insights into the Docker daemon's internal operations.
- B. Debugging logs fix issues related to container performance and resource allocation.
- C. Debugging logs prevent the container from being removed after it stops, allowing for easier inspection.
- D. Debugging logs disable other logging mechanisms, reducing noise in the output.
Correct Answer: A 🗳️
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An organization only needs basic network monitoring and validation tools.
Which UFM platform should they use?
- A. UFM Pro
- B. UFM Enterprise
- C. UFM Cyber-AI
- D. UFM Telemetry
Correct Answer: D 🗳️
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You have noticed that users can access all GPUs on a node even when they request only one GPU in their job script using --gres=gpu:1. This is causing resource contention and inefficient GPU usage.
What configuration change would you make to restrict users' access to only their allocated GPUs?
- A. Modify the job script to include additional resource requests for CPU cores alongside GPUs.
- B. Enable cgroup enforcement in cgroup.conf by setting ConstrainDevices=yes.
- C. Increase the memory allocation per job to limit access to other resources on the node.
- D. Set a higher priority for Jobs requesting fewer GPUs, so they finish faster and free up resources sooner.
Correct Answer: B 🗳️
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A system administrator is looking to set up virtual machines in an HGX environment with NVIDIA Fabric Manager.
What three (3) tasks will Fabric Manager accomplish? (Choose three.)
- A. Installs vGPU driver as part of the Fabric Manager Package.
- B. Coordinates with the NVSwitch driver to train NVSwitch to NVSwitch NVLink interconnects.
- C. Installs GPU operator
- D. Coordinates with the GPU driver to initialize and train NVSwitch to GPU NVLink interconnects.
- E. Configures routing among NVSwitch ports.
Correct Answer: B,D,E 🗳️
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