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NVIDIA NCP-AII Exam Syllabus Topics:

Topic	Details
Topic 1	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 2	Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
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	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.
Topic 5	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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NVIDIA AI Infrastructure Sample Questions (Q51-Q56):

NEW QUESTION # 51
A cluster administrator is preparing to update the firmware on a DGX H100 system, including the GPU tray (baseboard). What is the correct sequence of steps to perform a safe and successful firmware upgrade?

A. Update the GPU tray first, then the motherboard tray, and reboot the BMC after all updates are complete.
B. Perform a cold reset, stop all GPU activity, update and reboot the BMC, update motherboard and tray components, and verify completion.
C. Update the BMC and skip the GPU tray and motherboard tray updates if the system appears healthy.
D. Stop all GPU activity, update and reboot the BMC, update motherboard and tray components, perform a cold reset, and verify completion.

Answer: D

Explanation:
A safe DGX H100 firmware upgrade starts by stopping GPU activity to avoid workload disruption, then updating and rebooting the BMC so the management controller is current. After that, motherboard and tray components such as the GPU tray/baseboard are updated, followed by a cold reset to activate firmware fully and final verification to confirm completion.

NEW QUESTION # 52
A user reports that their GPU-accelerated application is crashing with a CUDA error related to 'out of memory'. You have confirmed that the GPU has sufficient physical memory What are the likely causes and troubleshooting steps?

A. The process has exceeded the maximum number of GPU contexts allowed. Reduce the number of concurrent CUDA applications running on the GPU.
B. The system's virtual memory is exhausted. Increase the swap space.
C. The application is leaking GPU memory. Use a memory profiling tool like 'cuda-memcheck' to identify the source of the leak.
D. The CUDA driver version is incompatible with the CUDA runtime version used by the application. Update the CUDA driver to match the runtime version.
E. The application is requesting a larger block of memory than is available in a single allocation. Try breaking the allocation into smaller chunks or using managed memory.

Answer: C,E

Explanation:
Memory leaks and single-allocation limits are common causes of 'out of memory' errors, even when sufficient physical memory exists. 'cuda-memcheck' is specifically designed to find memory errors in CUDA applications. While driver incompatibility is possible, leaks and allocation size limits are more frequent occurrences.

NEW QUESTION # 53
A system administrator has upgraded the firmware of the DPU. What will be the state of the firmware after the upgrade?

A. The firmware is deleted from the DPU.
B. The firmware is waiting on reboot to become active.
C. The firmware is installed on the DPU.
D. The firmware is copied to the DPU but not installed.

Answer: B

Explanation:
After a DPU firmware upgrade, the new firmware is staged but does not become active until the DPU is rebooted or reset as required. The reboot activates the newly installed firmware image.

NEW QUESTION # 54
If two ports must be connected, but one is SFP and one is QSFP, for example, to connect a 25 GbE Host Channel Adapter to a QSFP port capable of both 100 GbE and 25 GbE, which solution would best meet this requirement?

A. Standard QSFP-to-QSFP DAC cable.
B. SFP-to-1G BASE-T RJ45 adapter.
C. SFP connectors.
D. QSA adapter.

Answer: D

Explanation:
A QSA adapter is the correct solution when an SFP-based device must connect to a QSFP port that supports the required speed mode. QSA stands for QSFP-to-SFP adapter. It allows an SFP or SFP28 transceiver or cable to be inserted into a QSFP or QSFP28 cage, assuming the switch port supports operation at the lower target speed, such as 25 GbE. This is useful in mixed-speed NVIDIA networking environments where a 25 GbE Host Channel Adapter must connect to a switch port that is physically QSFP but electrically capable of
25 GbE operation. SFP connectors alone do not solve the mechanical mismatch because they cannot directly fit into a QSFP cage. An SFP-to-1G BASE-T adapter is intended for 1 GbE copper RJ45 connectivity and does not meet a 25 GbE requirement. A QSFP-to-QSFP DAC cable also fails because the host side is SFP- based. During physical-layer management, engineers must confirm port capability, supported cable type, transceiver compatibility, link speed, and firmware support to avoid link-down conditions during cluster bring- up.

NEW QUESTION # 55
You have a BlueField-2 DPU running Ubuntu. After upgrading the MLNX OFED drivers, the DPU fails to boot properly. You are presented with a GRUB prompt. Which sequence of commands is most likely to help you boot into a working kernel?

Answer: C

Explanation:
When a boot fails after a driver upgrade, it's often because the new kernel/initrd is faulty. The most likely solution is to boot into the previous , known-good kernel. Option C attempts this by specifying '-old' in the kernel and initrd filenames, attempting to load the older, hopefully functional, kernel. It assumes the root partition is /dev/sda2 but is booting an older kernel. Option A uses '$(uname -r)' which likely resolves to the problematic kernel that caused the failure. Option B lacks version information and may also load a broken kernel. Option D uses /dev/nvme0n1p2, which might be incorrect for the root partition on the BlueField. Option E will try to load grub normally, which might fail again.

NEW QUESTION # 56
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