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| Topic | Details |
|---|
| Topic 1 | - 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 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 | - 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 4 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| 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 (Q91-Q96):
NEW QUESTION # 91
A system administrator is responsible for managing an NVIDIA SuperPOD. The administrator wants to verify that all systems are in a healthy state. What should the system administrator do?
- A. Use the vendor provided tools to verify the hardware health and set up proper alerting.
- B. Check the data center manually for indicator LED on the hardware.
- C. Check the hardware on a regular basis by powering down the server.
- D. Contact the NVIDIA sales team.
Answer: A
Explanation:
For NVIDIA SuperPOD operations, administrators should use vendor-provided health monitoring and management tools to verify hardware status across all systems and configure alerting for failures or degraded components. This provides scalable, proactive visibility into system health instead of relying on manual checks.
NEW QUESTION # 92
You are responsible for ensuring interoperability between AI applications deployed across a diverse IT landscape, including an on-premises data center equipped with NVIDIA GPUs and multiple cloud platforms from different vendors. These environments need to support complex AI workflows that involve large-scale data processing, real-time analytics, and machine learning model training. To maintain consistent performance and flexibility, which strategy should you prioritize?
- A. Ensure that all environments use compatible storage protocols and APIs, such as NFS or S3, to facilitate data exchange and integration across platforms.
- B. Focus on increasing network bandwidth between locations to reduce latency and improve data transfer speeds.
- C. Choose a vendor and standardize on one storage solution across the environments to simplify management to improve interoperability
- D. Implement a multi-cloud strategy that leverages native storage solutions in each cloud platform while using middleware to ensure interoperability and data consistency.
Answer: A
Explanation:
Compatible storage protocols and APIs such as NFS and S3 allow AI applications, data pipelines, and analytics workflows to access and exchange data consistently across on-premises GPU infrastructure and multiple cloud platforms. This supports interoperability, portability, and flexible integration across diverse environments.
NEW QUESTION # 93
An InfiniBand administrator needs to run performance benchmarks on new devices added to the fabric. What tool should be used to check the latency?
- A. ib_write_lat
- B. perfmon
- C. tcpdump
- D. ibdiagnet
Answer: A
Explanation:
While the InfiniBand fabric is known for high bandwidth, its defining characteristic for AI workloads is ultra- low, sub-microsecond latency. When new nodes or switches are added, administrators must verify that the point-to-point latency meets the hardware specifications. The ib_write_lat utility is the standard micro- benchmark from the perftest suite used for this purpose. It measures the time it takes to complete an RDMA Write operation between two nodes. This tool is "verified" because it operates directly over the InfiniBand Verbs layer, bypassing the CPU overhead of the standard TCP/IP stack. Unlike tcpdump (Option A), which is used for packet capture, or ibdiagnet (Option C), which is used for fabric-wide discovery and error reporting, ib_write_lat provides a granular, nanosecond-level measurement of the link's responsiveness. In an AI cluster, even a small increase in latency can cause a "straggler" effect in distributed training, where all GPUs wait for the slowest link to complete a synchronization step.
NEW QUESTION # 94
You are an infrastructure engineer tasked with validating a new AI training cluster before releasing it to users. Your team wants to perform a NeMo burn-in to ensure both hardware and software are reliable and ready for production workloads. Which of the following actions are required as part of a proper NeMo burn-in process? (Choose two.)
- A. Download a pre-trained NeMo model and use it for a quick accuracy check on a user dataset, then consider the burn-in complete if results are reasonable.
- B. Run the configured NeMo training job repeatedly or for an extended duration, monitoring for errors, stalls, or performance drops across all GPUs and nodes.
- C. Test inference using the NeMo API and approve the environment if the model outputs valid predictions.
- D. Configure a representative NeMo training or pretraining recipe and set up an executor to launch the job across intended nodes and GPUs.
Answer: B,D
Explanation:
A proper NeMo burn-in uses a representative NeMo training or pretraining workload configured to run across the target GPUs and nodes. Running that workload for an extended duration while monitoring errors, stalls, GPU behavior, and performance stability validates that the hardware, drivers, containers, networking, and software stack are production-ready.
NEW QUESTION # 95
You are planning the network infrastructure for a DGX SuperPOD. You need to ensure that the network fabric can handle the high bandwidth and low latency requirements of A1 training workloads. Which network technology is the RECOMMENDED choice for interconnecting the DGX nodes within the SuperPOD, and why?
- A. Token Ring, because it's a reliable and deterministic networking protocol.
- B. Wi-Fi 6, for wireless connectivity and flexibility.
- C. InfiniBand, due to its high bandwidth, low latency, and RDMA support.
- D. 10 Gigabit Ethernet, for a balance between cost and performance.
- E. Gigabit Ethernet, because it's widely available and inexpensive.
Answer: C
Explanation:
InfiniBand is the recommended network technology for DGX SuperPODs due to its high bandwidth, low latency, and support for RDMA (Remote Direct Memory Access). RDMA allows GPIJs to directly access each other's memory without involving the CPU, significantly reducing latency and improving performance for distributed A1 training workloads. Ethernet, even at higher speeds, generally doesn't offer the same level of performance and RDMA capabilities as InfiniBand.
NEW QUESTION # 96
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