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| Topic | Details |
|---|
| Topic 1 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| Topic 2 | - 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 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 | - 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 | - 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 (Q43-Q48):
NEW QUESTION # 43
You are performing storage validation for an H100-based cluster. Your goal is to ensure the storage system is optimized for AI workloads. What should you focus on?
- A. Validate high throughput and low latency by running application-specific benchmarks designed for AI workloads.
- B. Check that the storage system is configured with RAID levels optimized for redundancy, even if it sacrifices performance.
- C. Verify the total storage capacity and confirm it matches the system specifications without running performance benchmarks.
- D. Test storage performance by transferring randomized files between nodes while monitoring metrics like transfer speed and error rates.
Answer: A
Explanation:
AI storage validation should confirm that the storage system can sustain the throughput and latency required by real training and data-loading workloads. Application-specific benchmarks best reflect production AI access patterns and reveal whether storage performance is sufficient for H100-based cluster workloads.
NEW QUESTION # 44
You are setting up a multi-node A1 cluster with NVIDIA GPUs and InfiniBand for inter-node communication. You need to ensure the InfiniBand network is functioning optimally for GPU-accelerated workloads. What steps would you take to validate the InfiniBand installation and performance?
- A. Run 'ibstat' to check InfiniBand interface status, use 'ibping' and 'ibperf to test latency and bandwidth, and verify correct NCCL configuration (e.g., during a distributed training run.
- B. Run 'ibstat' to check InfiniBand interface status, use 'ping' to test connectivity, and rely on NCCL's internal checks during training.
- C. Configure a static IP address on the InfiniBand interfaces, and rely on the operating system's network diagnostics.
- D. Use 'nvidia-smi' to monitor InfiniBand traffic, and rely on CUDA-aware MPl for communication validation.
- E. Verify the InfiniBand drivers are installed and then run a standard TCP benchmark between the nodes.
Answer: A
Explanation:
Sibstat' verifies interface status. 'ibping' and 'ibperf are InfiniBand-specific tools for latency and bandwidth testing. NCCL (NVIDIA Collective Communications Library) is critical for distributed training, and provides valuable diagnostic information. The other options are either incomplete or rely on tools not specific to InfiniBand.
NEW QUESTION # 45
You are tasked with updating the NVIDIA drivers on a cluster of servers running a critical A1 training workload. To minimize downtime and ensure a smooth transition, what is the best approach for performing the driver update?
- A. Update the drivers only on the head node of the cluster, as the compute nodes will automatically inherit the new drivers.
- B. Create a new cluster with the updated drivers and migrate the workload after thorough testing.
- C. Simultaneously update the drivers on all servers in the cluster during a maintenance window.
- D. Perform a rolling update, updating one server at a time while migrating workloads to the remaining servers.
- E. Utilize a containerized approach with driver containers and orchestrate a rolling redeployment.
Answer: B,D,E
Explanation:
A rolling update minimizes downtime by updating servers one at a time. Creating a new cluster and migrating allows for thorough testing before impacting the production environment. Containerizing the driver and using rolling redeployments offers increased control and minimizes dependency issues. Simultaneously updating all servers results in significant downtime, and the head node's drivers are not automatically propagated to the compute nodes.
NEW QUESTION # 46
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. Implement a multi-cloud strategy that leverages native storage solutions in each cloud platform while using middleware to ensure interoperability and data consistency.
- C. Choose a vendor and standardize on one storage solution across the environments to simplify management to improve interoperability
- D. Focus on increasing network bandwidth between locations to reduce latency and improve data transfer speeds.
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 # 47
During a multi-day NeMo burn-in, intermittent "GPU fell off bus" errors occur. Which diagnostic approach isolates hardware faults?
- A. Run DCGM diagnostics alongside burn-in to monitor GPU health metrics
- B. Enable HPL_USE_NVSHMEM for alternative memory sharing
- C. Switch from BERT to GPT models for simpler computations
- D. Reduce blocksize to 500MB to lower memory pressure
Answer: A
Explanation:
DCGM diagnostics are designed to validate GPU health and detect hardware-related issues during stress or burn-in testing. Running DCGM alongside the NeMo burn-in helps correlate
"GPU fell off bus" events with GPU telemetry, PCIe issues, ECC errors, thermal behavior, or other hardware fault indicators.
NEW QUESTION # 48
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