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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 (Q135-Q140):
NEW QUESTION # 135
You are tasked with configuring an NVIDIA NVLink Switch system. After physically connecting the GPUs and the switch, what is the typical first step in the software configuration process?
- A. Updating the firmware of the NVLink Switch.
- B. Installing the NVLink Switch management software.
- C. Configuring the system BIOS to enable NVLink support.
- D. Running a memory bandwidth test between all connected GPUs.
- E. Installing the latest NVIDIA drivers on all connected GPUs.
Answer: A
Explanation:
Updating the NVLink Switch firmware is crucial for ensuring compatibility and stability with the connected GPIJs and the overall system. It addresses potential bugs, security vulnerabilities, and performance issues. It should always be done first before any other software configuration. BIOS settings should be checked beforehand, and the NVLink management software comes after the firmware update.
NEW QUESTION # 136
A large language model (LLM) training job is running across multiple NVIDIAAI 00 GPUs in a cluster. You observe that the GPUs within a single server are communicating efficiently via NVLink, but the inter-server communication over Ethernet is becoming a bottleneck. Which of the following strategies, focusing on cable and transceiver selection, would MOST effectively address this inter-server communication bottleneck? (Choose TWO)
- A. Reduce the batch size of the LLM training job.
- B. Upgrade inter-server connections to the highest available Ethernet speed (e.g., from 100GbE to 400GbE) using appropriate transceivers and fiber optic cables.
- C. Replace all existing transceivers with Active Optical Cables (AOCs).
- D. Replace existing Cat6 Ethernet cables with Cat8 cables.
- E. Implement InfiniBand as the interconnect technology for inter-server communication, utilizing appropriate InfiniBand cables and transceivers.
Answer: B,E
Explanation:
Upgrading to higher Ethernet speeds (e.g., 400GbE) with appropriate transceivers and fiber significantly increases bandwidth for inter-server communication. Implementing InfiniBand, a technology designed for high-performance computing interconnects, offers even better performance than Ethernet. Cat8 cables improve Ethernet signal quality but don't fundamentally increase bandwidth. Reducing batch size reduces the amount of data transferred but might impact training convergence. While AOCs can improve signal quality, they don't address the underlying bandwidth limitations as effectively as faster Ethernet or InfiniBand.
NEW QUESTION # 137
You have installed the NVIDIA Container Toolkit and are attempting to run a container with GPU support. However, the 'docker run' command fails with an error indicating that the NVIDIA runtime is not found. You have already verified that the NVIDIA Container Toolkit is installed, and the Docker daemon has been restarted. What is the most likely cause of this error?
- A. The system doesn't have a GPU.
- B. The 'nvidia-container-runtime' package is not installed.
- C. The '/etc/docker/daemon.json' file is missing or has incorrect configuration settings related to the NVIDIA runtime.
- D. The NVIDIA driver version is incompatible with the CUDA version specified in the container image.
- E. The container image is corrupted and needs to be rebuilt.
Answer: C
Explanation:
The most likely cause is an issue with the S/etc/docker/daemon.json' file (A). This file configures Docker's runtime settings, including specifying the NVIDIA runtime. If the file is missing or has incorrect entries, Docker will not be able to find the NVIDIA runtime. While driver incompatibility (B) can cause issues, it typically manifests as runtime errors within the container, not a failure to find the runtime itself. 'nvidia- container-runtime' might be a required package depending on the installation method. A missing GPU is unlikely since the Toolkit would likely fail to install, although this is also an error that can prevent the NVIDIA runtime from being started.
NEW QUESTION # 138
You are a network administrator responsible for configuring an East-West (E/W) Spectrum-X fabric using SuperNIC. The Bluefield 3 devices in your network should be a set to NIC mode with RoCE enabled to optimize data flow between servers. You have access to the Spectrum-X management tools and the necessary documentation. You need to use specific configuration commands to achieve this setup. Which of the following steps and commands are necessary to configure the Bluefield 3 devices in NIC mode for the E/W Spectrum-xX fabric using SuperNIC?
(Choose two.)
- A. Use the command sudo mixconfig -d /dev/mst/<device> set DISABLE_SPECTRUM_X=1 to reduce overhead.
- B. Use the command sudo mixconfig -d /dev/mst/<device> set
INTERNAL_CPU_OFFLOAD_ENGINE=1 to configure the SuperNIC to operate in NIC mode. - C. Use the command sudo mixconfig -d /dev/mst/<device> set DPU_MODE=1 to set up the Bluefield
3 devices in DPU (Data Processing Unit) mode. - D. Use the command sudo mixconfig -d /dev/mst/<device> set LINK_TYPE_P1=2 to enable Ethernet on the Bluefield 3 devices.
Answer: B,D
Explanation:
For an East-West Spectrum-X fabric using SuperNIC, the BlueField-3 device must operate in NIC/SuperNIC mode and use Ethernet links for RoCE traffic. Setting the internal CPU offload engine enables the NIC-mode behavior required for SuperNIC operation, and setting the port link type to Ethernet enables the correct network mode for Spectrum-X RoCE connectivity.
NEW QUESTION # 139
A customer is designing an AI Factory for enterprise-scale deployments and wants to ensure redundancy and load balancing for the management and storage networks. Which feature should be implemented on the Ethernet switches?
- A. Implement redundant switches with spanning tree protocol.
- B. Use only one switch for all management and storage traffic.
- C. Disable VLANs and use unmanaged switches.
- D. MLAG for bonded interfaces across redundant switches.
Answer: D
Explanation:
MLAG allows bonded interfaces to connect across redundant Ethernet switches while presenting them as a single logical link. This provides both redundancy and load balancing for management and storage networks, improving availability without creating single-switch dependency.
NEW QUESTION # 140
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