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NVIDIA NCP-AII Exam Overview:
| Certification Vendor: | NVIDIA |
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| Exam Name: | NVIDIA-Certified Professional AI Infrastructure Exam |
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| Exam Number: | NCP-AII |
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| Passing Score: | Pass/Fail only, no numerical score |
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| Exam Price: | $400 USD |
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| Certificate Validity Period: | 2 years |
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| Exam Format: | Scenario-based items, Multiple-choice questions |
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| Available Languages: | English |
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| Exam Duration: | 120 minutes |
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| Real Exam Qty: | 60-70 |
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| Related Certifications: | NVIDIA-Certified Professional AI Networking (NCP-AIN) NVIDIA-Certified Professional AI Operations (NCP-AIO) NVIDIA-Certified Associate AI Infrastructure and Operations (NCA-AIIO) |
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| Recommended Training: | NVIDIA AI Infrastructure Training |
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| Exam Registration: | NVIDIA Certification Portal |
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| Sample Questions: | NVIDIA NCP-AII Sample Questions |
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| Exam Way: | Online remote proctored or onsite at authorized test centers |
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| Pre Condition: | No mandatory prerequisites; recommended 2–3 years of experience in data center infrastructure, Linux administration, and NVIDIA hardware/software environments |
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| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/ai-infrastructure-professional/ |
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| Topic | Details |
|---|
| Topic 1 | - Troubleshoot and Optimize: Covers identifying and replacing faulty hardware components such as GPUs, network cards, and power supplies, along with performance optimization for AMD
- Intel servers and storage.
|
| Topic 2 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
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| Topic 3 | - System and Server Bring-up: Covers end-to-end physical setup of GPU-based AI infrastructure, including BMC
- OOB
- TPM configuration, firmware upgrades, hardware installation, and power and cooling validation to ensure servers are workload-ready.
|
| Topic 4 | - Cluster Test and Verification: Covers full cluster validation through HPL and NCCL benchmarks, NVLink and fabric bandwidth tests, cable and firmware checks, and burn-in testing using HPL, NCCL, and NeMo.
|
| Topic 5 | - Control Plane Installation and Configuration: Covers deploying the software stack including Base Command Manager, OS, Slurm
- Enroot
- Pyxis, NVIDIA GPU and DOCA drivers, container toolkit, and NGC CLI.
|
NVIDIA AI Infrastructure Sample Questions (Q99-Q104):
NEW QUESTION # 99
What is the best practice for configuring memory in an NVIDIA certified server for optimizing performance?
- A. Populate all memory channels evenly with identical DIMMs
- B. Use different DIMM sizes across memory channels
- C. Leave half of the available memory channels unpopulated
- D. Populate an odd number of DIMMs per CPU socket.
Answer: A
Explanation:
NVIDIA certified servers should have memory channels populated evenly with identical DIMMs to maximize memory bandwidth and maintain balanced CPU memory access. This avoids channel imbalance and helps deliver consistent performance for GPU-accelerated workloads.
NEW QUESTION # 100
A user wants to restrict a Docker container to use only GPUs 0 and 2. Which command achieves this?
- A. docker run -gpus "device=0.2" 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 -device /dev/nvidia0./dev/nvidia2 nvidia/cuda:12.1-base nvidia-smi
- D. docker run -gpus all nvidia/cuda:12.1-base nvidia-smi -id=0,2
Answer: A
Explanation:
Docker GPU access can be restricted with the --gpus flag by specifying the target GPU device IDs. Using the device filter limits the container so it can see and use only GPUs 0 and 2 rather than all GPUs on the host.
NEW QUESTION # 101
You are tasked with optimizing storage performance for a deep learning training job on an NVIDIA DGX server. The training data consists of millions of small image files. Which of the following storage optimization techniques would be MOST effective in reducing I/O bottlenecks?
- A. Enabling data compression on the storage volume.
- B. Implementing RAID 0 across all storage devices.
- C. Using a distributed file system with data striping across multiple storage nodes.
- D. Implementing a tiered storage system with NVMe drives for frequently accessed data and HDDs for less frequently accessed data.
- E. Increasing the block size of the file system to the maximum supported value.
Answer: C
Explanation:
A distributed file system with data striping (option B) is the most effective because it parallelizes I/O operations across multiple storage nodes, reducing the load on any single storage device and improving overall throughput for many small files. RAID 0 (A) improves read/write speeds but offers no redundancy. Compression (C) can reduce storage space but adds overhead. Increasing block size (D) is beneficial for large files, but not necessarily for numerous small files. Tiered storage (E) can help, but distributing the file system is the priority for numerous small files.
NEW QUESTION # 102
When updating the firmware on an NVLink switch transceiver, how can an engineer apply new firmware without interrupting the network?
- A. mlxfwreset -d -lid 27 reset --yes to reset the transceiver
- B. nv action reboot system to force immediate activation.
- C. flint -d -lid 27 --linkx --linkx_auto_update --activate
- D. Physically disconnect and reconnect the transceiver.
Answer: C
Explanation:
NVIDIA's LinkX optical transceivers and active copper cables often require firmware updates to ensure compatibility and performance optimizations. In a production DGX SuperPOD environment, interrupting the NVLink fabric can cause GPU-to-GPU communication failures and crash training jobs. To mitigate this, NVIDIA utilizes the flint utility (part of MFT) with specific flags for "Live" or "Seamless" updates. The -- linkx flag targets the transceiver or cable specifically, rather than the switch ASIC itself. The -- linkx_auto_update flag automates the sequence, while the --activate flag ensures the new firmware is applied to the module's active memory without requiring a full system reboot or a manual flap of the network link.
This "in-service" update capability is essential for large-scale AI clusters where uptime is measured in weeks or months of continuous training. By using the -lid (Logical Identifier) target, an administrator can address specific modules across the fabric from a central management node, ensuring that the high-bandwidth NVLink mesh remains stable while maintaining the latest hardware optimizations.
NEW QUESTION # 103
A BlueField-3 DPUis configured to run both control plane and data plane functions. After a recent software update, you notice that the data plane performance has significantly degraded, but the control plane remains responsive. What is the MOST likely cause, assuming the update didn't introduce any code bugs, and what is the BEST approach to diagnose this issue?
- A. Resource contention; Use 'perf or 'bpftrace' to profile the data plane processes and identify resource bottlenecks (CPU, memory, cache).
- B. Network misconfiguration; Verify the MTU and QOS settings on the network interfaces.
- C. Driver incompatibility; Downgrade the Mellanox OFED drivers to the previous version.
- D. Power throttling; Check the DPU's power consumption and thermal status via the BMC.
- E. Firmware corruption; Re-flash the BlueField DPIJ with the latest firmware image.
Answer: A
Explanation:
Resource contention is the MOST likely cause, assuming no code bugs. The update may have increased the resource demands of either the control or data plane, leading to contention. Profiling the data plane processes with 'perf or 'bpftrace' helps pinpoint the bottlenecks. Downgrading drivers or reflashing firmware are more drastic steps to take after confirming resource contention isn't the issue.
NEW QUESTION # 104
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