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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 | - 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 | - Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
| 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 (Q181-Q186):
NEW QUESTION # 181
A system administrator boots up a DGX A100 system and needs to check the NVSwitch and NVLink initializations. What will happen to the NVLink connections during initialization?
- A. The NVLink connections are enabled after the NVIDIA kernel driver is loaded and the FM configures these connections.
- B. NVLink connections are trained at the GPU and NVSwitch hardware levels without FM.
- C. The system supports ALI, NVLinks are trained at the GPU and NVSwitch hardware levels without FM.
- D. The NVLink connections are enabled after the NVIDIA kernel driver is loaded NVLink peer-to- peer capability is available.
Answer: A
Explanation:
On DGX A100 systems with NVSwitch, NVLink connectivity becomes fully available after the NVIDIA kernel driver loads and NVIDIA Fabric Manager configures the NVSwitch fabric. Fabric Manager is required to initialize and manage the NVLink/NVSwitch connections so GPU peer-to- peer communication can operate correctly.
NEW QUESTION # 182
An administrator is configuring node categories in BCM for a DGX BasePOD cluster. They need to group all NVIDIA DGX H200 nodes under a dedicated category for GPU-accelerated workloads. Which approach aligns with NVIDIA's recommended BCM practices?
- A. Assign nodes to the 'login" category to simplify Slurm integration.
- B. Use the existing "dgxnodes" category without modification, as it is preconfigured for all DGX systems.
- C. Avoid categories and configure each DGX node individually via CLI.
- D. Create a new "dgx-h200" category, assign all DGX H200 nodes to it.
Answer: D
Explanation:
NVIDIA Base Command Manager (BCM) uses "Categories" as the primary organizational unit for applying configurations, software images, and security policies to groups of nodes. In a heterogeneous cluster-or even a large homogeneous one-creating specific categories for different hardware generations (like DGX H100 vs. H200) is a best practice. By creating a dedicated dgx-h200 category (Option B), the administrator can apply specific kernel parameters, driver versions, and specialized software packages (like specific versions of the NVIDIA Container Toolkit or DOCA) that are optimized for the H200's HBM3e memory and Hopper architecture updates. Using a generic dgxnodes category (Option C) makes it difficult to perform rolling upgrades or test new drivers on a subset of hardware without impacting the entire cluster. Furthermore, categorizing nodes allows for more granular integration with the Slurm workload manager, enabling users to target specific hardware features via partition definitions that map directly to these BCM categories. This modular approach reduces "configuration drift" and ensures that the AI factory remains manageable as it scales from a single POD to a multi-POD SuperPOD architecture.
NEW QUESTION # 183
You are upgrading an AI server with new NVIDIAA800 GPUs and require 400GbE connectivity. After installing the new QSFP-DD transceivers and connecting the fiber cables, the link does not come up. You suspect a polarity issue. Assuming you are using MPO/MTP connectors, which of the following steps would BEST help diagnose and rectify a potential polarity mismatch? (Choose TWO)
- A. Consult the cable manufacturer's documentation to verify the MPO/MTP key orientation and pinout configuration and ensure it aligns with the transceiver requirements.
- B. Use a fiber optic polarity tester to confirm correct TX/RX mapping through the entire cable assembly.
- C. Replace the QSFP-DD transceivers with known working units.
- D. Use an Optical Time Domain Reflectometer (OTDR) to verify cable integrity.
- E. Swap the transmit (TX) and receive (RX) fibers at one end of the connection.
Answer: A,B
Explanation:
Polarity issues often arise with MPO/MTP connectors. Consulting the cable documentation to verify the key orientation is critical. A fiber optic polarity tester can definitively confirm the TX/RX mapping. Swapping fibers manually isn't recommended due to potential damage. OTDR checks cable integrity, but not polarity. Replacing transceivers is a troubleshooting step, but addressing polarity first is more efficient.
NEW QUESTION # 184
On a DCX, a system administrator needs to monitor PSU, CPU Utilization, GPU Utilization, RAID, and Memory Utilization. What single NVIDIA tool should be used?
- A. SMI
- B. MOFED
- C. DCGM
- D. NVSM
Answer: D
Explanation:
NVSM is the NVIDIA System Management tool for DGX systems and provides system-level monitoring across components such as power supplies, CPU utilization, GPU utilization, RAID/storage status, and memory utilization from a single management interface.
NEW QUESTION # 185
You are configuring a Mellanox InfiniBand network for a DGXAIOO cluster. What is the RECOMMENDED subnet manager for a large, high-performance A1 training environment, and why?
- A. IBA management tools that ship with the OS (e.g., 'ibnetdiscover').
- B. A custom-built subnet manager using the InfiniBand verbs API.
- C. OpenSM, because it's the default and easiest to configure.
- D. Any subnet manager; the performance difference is negligible.
- E. UFM (Unified Fabric Manager), because it provides advanced management, monitoring, and optimization capabilities.
Answer: E
Explanation:
UFM is the recommended subnet manager for large A1 training environments using DGX systems. It offers advanced features like real-time monitoring, congestion control, adaptive routing, and telemetry, which are crucial for maximizing performance and stability in demanding workloads. OpenSM lacks these advanced features and is not suitable for large, performance-critical clusters.
NEW QUESTION # 186
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