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| 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 | - 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 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 | - 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 5 | - 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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NVIDIA AI Infrastructure Sample Questions (Q109-Q114):
NEW QUESTION # 109
You are deploying a multi-GPU server for deep learning training. After installing the GPUs, the system boots, but 'nvidia-smi' only detects one GPU. The motherboard has multiple PCle slots, all of which are physically capable of supporting GPUs. What is the most probable cause?
- A. The other GPUs are faulty and need to be replaced. Test each GPU individually to confirm their functionality.
- B. The power supply is not providing enough power to all GPIJs. Upgrade to a higher wattage power supply.
- C. The NVIDIA drivers are not installed correctly or are incompatible with the GPUs. Reinstall the drivers and ensure they are compatible with the specific GPU model and CUDA version.
- D. The system BIOS/UEFI is not configured to enable all PCle slots or the PCle lanes are not allocated correctly. Check the BIOS/IJEFI settings to enable all slots and configure the PCle lane allocation (e.g., x16/x8/x8).
- E. The other GPUs are not properly seated in their PCle slots. Reseat the GPUs and ensure they are securely connected.
Answer: D
Explanation:
Incorrect BIOS/UEFI settings are the most likely cause when GPUs are physically present but not detected. The BIOS controls PCle lane allocation and slot enabling. Reseating GPUs is a good first step, but if the BIOS is misconfigured, it won't resolve the issue. Insufficient power is also a possibility, but BIOS configuration is more common in initial setup.
NEW QUESTION # 110
You've successfully deployed BlueField OS to your SmartNlC. You need to verify that the Mellanox Ethernet driver (mlx5) is loaded and functioning correctly. What command would you use to confirm this?
Answer: B
Explanation:
The 'Ismod' command lists loaded kernel modules. 'grep mlx5 filters the output to show if the Mellanox Ethernet driver is loaded. 'Ispci' lists PCl devices, 'ifconfig' shows network interfaces but not necessarily the driver, and 'ethtool' displays driver information for a specific interface.
NEW QUESTION # 111
Which statement best explains why maintaining high cable signal quality is essential in modern high-speed data centers?
- A. High cable signal quality enables effective use of Forward Error Correction (FEC), which is required for reliable operation at high data rates such as 200GbE and above.
- B. High cable signal quality minimizes bit error rates and supports reliable, high-throughput communication, reducing retransmissions and congestion across the network.
- C. High cable signal quality reduces electromagnetic interference (EMI) and crosstalk, helping prevent unexpected packet drops during sustained workloads.
- D. High cable signal quality ensures that cable length and connector type do not play as big a role in deploying new infrastructure in the data center.
Answer: B
Explanation:
The best answer is B because it explains the operational impact of cable signal quality on the entire high- speed fabric. In NVIDIA AI clusters, InfiniBand and high-speed Ethernet links carry latency-sensitive GPU communication traffic for NCCL, RDMA, distributed training, storage access, and control-plane services.
Poor signal quality increases bit error rates, which can lead to corrected errors, retransmissions, degraded throughput, congestion, timeouts, and unstable workload performance. NVIDIA cabling guidance explains that high-rate InfiniBand networks require excellent signal integrity and low BER, and NVIDIA Ethernet documentation notes that FEC helps detect and correct bit errors on high-speed links. However, FEC is not a substitute for poor cabling; excessive physical-layer errors still reduce performance and complicate troubleshooting. Option C is partially true because EMI and crosstalk can contribute to errors, but it is narrower than the full impact. Option D is also partially true, but it focuses only on FEC. Option A is incorrect because cable length, media type, connector type, and supported transceiver specifications remain critical in modern AI data center deployments.
NEW QUESTION # 112
Which command is used to verify the installation and configuration of the NGC CLI after initial setup?
- A. 'ngc config validate'
- B. 'ngc -version'
- C. 'ngc system statue'
- D. 'ngc registry model list'
- E. 'ngc setup verify'
Answer: B,D
Explanation:
'ngc -version' confirms the CLI is installed and shows its version. 'ngc registry model list' verifies that the CLI can authenticate with NGC and access the registry.
NEW QUESTION # 113
An engineer is reimaging a DGX system in a large cluster. Which method ensures the most efficient and secure remote installation without physical access?
- A. Use apt-get to upgrade the operating system without rebooting the system.
- B. Create a USB drive with the ISO and manually boot from it on the DGX system.
- C. Build a software image on Base Command Manager and then reimage the system.
- D. Skip ISO verification and directly flash the operating system to the disk via SSH.
Answer: C
Explanation:
Building a software image in NVIDIA Base Command Manager and using it to reimage the DGX system is the most efficient and secure method in a large cluster. In managed DGX infrastructure, remote image provisioning allows administrators to maintain consistent operating system versions, drivers, CUDA components, network settings, security baselines, and cluster management agents across compute nodes. This avoids manual access to each server and reduces configuration drift. Using apt-get to upgrade the operating system is not equivalent to a controlled reimage and may leave inconsistent packages or unsupported driver combinations. Creating a USB drive requires physical access and does not scale for large deployments.
Skipping ISO verification and directly flashing the operating system over SSH is unsafe because it bypasses image validation and can leave nodes in an unrecoverable or untrusted state. BCM-based imaging supports repeatable deployment, centralized control, rollback planning, and integration with node categories or software images. This is the preferred operational model for reliable DGX cluster bring-up and lifecycle management.
NEW QUESTION # 114
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