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NVIDIA NCP-AII Exam Overview:
| Certification Vendor: | NVIDIA |
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| Exam Name: | NVIDIA Certified Professional – AI Infrastructure |
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| Exam Number: | NCP-AII |
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| Exam Duration: | 90 minutes |
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| Certificate Validity Period: | 2 years |
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| Passing Score: | 700 (scale of 0-1000) |
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| Exam Format: | Multiple Choice, Multiple Select |
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| Exam Price: | $195 USD |
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| Real Exam Qty: | 50 |
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| Related Certifications: | NCP-DES NCP-AI |
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| Available Languages: | English |
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| Sample Questions: | NVIDIA NCP-AII Sample Questions |
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| Exam Way: | Online proctored exam (Pearson VUE) |
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| Pre Condition: | Recommended: hands-on experience with NVIDIA AI infrastructure products; basic knowledge of Linux, networking, and data center operations |
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| Official Syllabus URL: | https://www.nvidia.com/en-us/certifications/ncp-ai-infra/ |
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NVIDIA NCP-AII Prüfungsplan:
| Thema | Einzelheiten |
|---|
| Thema 1 | - 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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| Thema 2 | - 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.
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| Thema 3 | - 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.
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| Thema 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.
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| Thema 5 | - 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.
|
NVIDIA AI Infrastructure NCP-AII Prüfungsfragen mit Lösungen (Q179-Q184):
179. Frage
An engineer must ensure a BlueField-3 NIC firmware download matches the cluster's PSID.
Which step is critical before installation?
- A. Use mstflint -d <PCI_ID> query to validate the firmware's PSID
- B. Check that the DPU's BMC IP is reachable via ping.
- C. Verify the SHA256 hash of the firmware matches NVIDIA's public ledger.
- D. Confirm the firmware file size matches the DPU's flash capacity.
Antwort: A
Begründung:
Before installing BlueField-3 NIC firmware, the engineer must verify that the firmware image matches the device PSID. Using mstflint -d <PCI_ID> query identifies the device firmware information, including PSID, so the correct NVIDIA firmware package can be selected and installed safely.
180. Frage
After running a 24-hour stress test on a DGX node, the administrator should verify which two key metrics to ensure system stability?
- A. Total energy consumption and NVLink bandwidth.
- B. Average CPU usage >80% and Docker container uptime.
- C. No thermal throttling events and consistent GPU utilization >95% throughout the test.
- D. SSD write endurance and RAM capacity.
Antwort: C
Begründung:
A 24-hour stress test (using tools like HPL or NCCL) is designed to push the thermal and electrical limits of a DGX system. To verify a "Pass," the administrator must ensure that the hardware maintained its performance targets without degradation.Consistent GPU utilization >95%confirms that the workload successfully saturated the compute cores for the entire duration. Crucially, the absence ofthermal throttling events (verified via nvidia-smi -q -d PERFORMANCE) ensures that the system's cooling solution (fans and heatsinks) is adequate for the environment; if throttling occurred, the GPUs would have slowed down to protect themselves, indicating a potential cooling failure or environmental heat issue. While power consumption (Option D) and CPU usage (Option A) are interesting, they are not the primary indicators of
"Stability" under extreme AI training loads. System stability is defined by the ability to run at peak speeds indefinitely without hardware-level interventions or slowdowns.
181. Frage
Consider a scenario where you are running a CUDA application on an NVIDIA GPU. The application compiles successfully but crashes during runtime with a *CUDA ERROR ILLEGAL ADDRESS* error. You've carefully reviewed your code and can't find any obvious out- of-bounds memory accesses. What advanced debugging techniques could help you pinpoint the source of this error?
- A. Employ the CUDA Debugger (cuda-gdb) to step through the code and inspect variable values and memory contents.
- B. Use 'cuda-memcheck' to detect memory access errors at runtime.
- C. Enable ECC (Error Correction Code) memory on the GPU to detect and correct memory errors.
- D. Reduce the block size used in CUDA kernels to decrease the likelihood of shared memory conflicts.
- E. Utilize NVIDIA Nsight Systems to profile the application and identify memory allocation patterns.
Antwort: A,B,E
Begründung:
'cuda-memcheck' (A) is specifically designed to detect memory access errors. 'cuda-gdb' (B) allows for detailed code inspection. NVIDIA Nsight Systems (C) provides profiling information that can help identify memory allocation issues that lead to the error. Enabling ECC (D) might mask the symptom but doesn't fix the underlying code error, also ECC is enabled by default, so that's a red herring. Reducing block size (E) is only relevant if shared memory is involved and potentially overflowing.
182. Frage
A system administrator noticed a failure on a DGX H100 server. After a reboot, only the BMC is available.
What could be the reason for this behavior?
- A. There are more than two failed power supplies.
- B. The network card has no link / connection.
- C. A boot disk has failed.
- D. Multiple GPUs have failed.
Antwort: C
Begründung:
On an NVIDIA DGX system, theBaseboard Management Controller (BMC)is an independent processor that runs even if the main CPU and Operating System fail to load. If a server reboots and the administrator can access the BMC web interface or IPMI console, but the OS (Ubuntu/DGX OS) does not load, the most likely cause is aboot disk failure. The DGX H100 uses NVMe drives in a RAID-1 configuration for the OS boot volume. If both drives in the mirror fail, or if the boot partition becomes corrupted, the system will hang at the BIOS or UEFI prompt, unable to find a bootable device. While failed power supplies (Option D) or network links (Option A) can cause issues, they would typically prevent the BMC from being reachable at all or prevent remote network traffic respectively. A GPU failure (Option C) would not stop the OS from booting; the system would simply boot with a degraded GPU count. Therefore, checking the storage health via the BMC "Storage" logs is the correct diagnostic step.
183. Frage
You are managing a cluster of GPU servers for deep learning. You observe that one server consistently exhibits high GPU temperature during training, causing thermal throttling and reduced performance. You've already ensured adequate airflow. Which of the following actions would be MOST effective in addressing this issue?
- A. Increase the fan speed of the GPU cooler using 'nvidia-smi --fan'.
- B. Update the NVIDIA drivers to the latest version.
- C. Lower the GPU power limit using 'nvidia-smi -power-limit*.
- D. Re-seat the GPU in its PCle slot to ensure proper contact and heat dissipation.
- E. Reduce the ambient temperature of the data center.
Antwort: A,D
Begründung:
Re-seating the GPU (D) ensures a proper connection between the GPU and the motherboard, which is crucial for effective heat dissipation. Increasing fan speed (E) can directly improve cooling. Lowering the power limit (B) reduces temperature but also reduces performance. Updating drivers (C) may help in some cases, but it is less likely to solve a thermal throttling problem. Lowering the ambient temperature (A) is generally beneficial but might not be specific enough to fix the overheating issue on a single server.
184. Frage
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