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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.
|
| 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.
|
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NVIDIA AI Infrastructure Sample Questions (Q179-Q184):
NEW QUESTION # 179
You are deploying a cloud-native AI inference service using Kubernetes and NVIDIA GPUs. You need to ensure that GPU resources are efficiently allocated and monitored. Which of the following approaches is MOST effective for achieving this within the Kubernetes environment?
- A. Using the NVIDIA Device Plugin for Kubernetes to advertise GPU resources and utilizing resource requests and limits to schedule pods on nodes with available GPUs.
- B. Relying solely on Kubernetes' default CPU and memory resource requests and limits, assuming GPU usage will be implicitly managed.
- C. Manually assigning specific GPU devices to pods using hostPath volumes and environment variables.
- D. Deploying a dedicated monitoring agent on each node to track GPU utilization and manually adjusting pod resource requests based on these metrics.
- E. Overcommitting GPU resources and relying on the Kubernetes scheduler to handle potential out-of-memory (OOM) errors.
Answer: A
Explanation:
The NVIDIA Device Plugin for Kubernetes is specifically designed to advertise GPU resources to the Kubernetes scheduler, enabling efficient allocation and utilization. Resource requests and limits ensure pods are scheduled on nodes with sufficient GPU capacity, preventing resource contention and 00M errors. Options A, C, D, and E are either ineffective, manual, or potentially lead to instability.
NEW QUESTION # 180
What is the best practice for configuring memory in an NVIDIA certified server for optimizing performance?
- A. Leave half of the available memory channels unpopulated
- B. Populate an odd number of DIMMs per CPU socket.
- C. Populate all memory channels evenly with identical DIMMs
- D. Use different DIMM sizes across memory channels
Answer: C
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 # 181
Which command is used to enable MIG mode on an NVIDIAAmpere architecture GPU?
- A. nvidia-smi -set-mig-mode=enable -i 0
- B. nvidia-smi -format=csv,noheader=l -i 0 -enable-mig
- C. nvidia-smi -i 0 -mig 1
- D. nvidia-smi -i 0 -enable-mig
- E. nvidia-smi -gpu 0 -i MIG=I
Answer: A
Explanation:
The correct command to enable MIG mode is 'nvidia-smi -set-mig-mode=enable -i , where '-i 0' specifies the GPU index. This command instructs the driver to reconfigure the GPU to enable MIG functionality. The other commands either use incorrect syntax or lack the necessary functionality for enabling MIG mode.
NEW QUESTION # 182
For an NVIDIA Enterprise AI Factory with 256 GPUs, which storage solution characteristic is most critical to validate during scaling tests?
- A. Single-node write performance during idle clusters.
- B. RAID rebuild times under disk failure.
- C. Maximum 4K random read IOPS exceeding 1 million.
- D. Consistent per-node throughput >8 GiB/s.
Answer: D
Explanation:
Scaling an AI cluster to 256 GPUs (32 nodes of DGX H100) creates a massive "Incast" problem for the storage fabric. During large-scale training, every node frequently reads huge batches of data simultaneously.
NVIDIA's reference architectures (BasePOD/SuperPOD) specify that for high-performance training, each node must be able to sustain a minimum throughput-often8 GiB/s or more-to keep all 8 GPUs saturated.
If the storage system can handle one node at high speed but chokes when all 32 nodes request data, the
"Scaling Efficiency" of the AI model will drop drastically as GPUs sit idle waiting for IO. Therefore, validatingconsistent per-node throughputunder full cluster load is the most critical metric for an AI Factory.
While IOPS (Option D) are important for small files, modern AI datasets are often sharded into large binary formats (like WebDataset or TFRecord) where sequential throughput becomes the primary bottleneck.
NEW QUESTION # 183
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. Power throttling; Check the DPU's power consumption and thermal status via the BMC.
- C. Firmware corruption; Re-flash the BlueField DPIJ with the latest firmware image.
- D. Driver incompatibility; Downgrade the Mellanox OFED drivers to the previous version.
- E. Network misconfiguration; Verify the MTU and QOS settings on the network interfaces.
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 # 184
......
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