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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 | - 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 | - 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 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 (Q119-Q124):
NEW QUESTION # 119
A leaf switch shows "FW Version Mismatch" alerts for transceivers after cluster expansion. Which tool validates transceiver firmware against expected versions?
- A. flint
- B. iblinkinfo
- C. ethtool
- D. mlxconfig
Answer: A
Explanation:
flint is the NVIDIA/Mellanox firmware tool used to query and validate firmware images and versions for supported devices and components. It is the appropriate tool for checking transceiver firmware versions against expected levels after expansion.
NEW QUESTION # 120
You are tasked with installing the NGC CLI on a host that does not have direct internet access. You have downloaded the NGC CLI package to a local repository. Which of the following steps are required to successfully install and configure the NGC CLI in this offline environment?
- A. Transfer the NGC CLI package to the host and install it using 'pip install .whl'.
- B. Configure the NGC CLI to point to your local package repository by setting the environment variable.
- C. Only copying the whl file is sufficient, NGC CLI dependencies are always local
- D. Manually download and install all dependencies of the NGC CLI package using 'pip install --no-index --find-links=/path/to/dependencies .whl'.
- E. Run 'ngc config set' to configure the API key, pointing to a local configuration file.
Answer: A,B,D,E
Explanation:
In an offline environment, you need to install the package locally (A), configure the CLI to know where to find the package (B), manually install dependencies (C), and configure the API key (D). Option E is wrong because dependencies must be handled manually in the offline environment.
NEW QUESTION # 121
What is the role of GPUDirect RDMA in an NVLink Switch-based system, and how does it improve performance?
- A. It enables direct communication between GPUs and storage devices, bypassing the network interface.
- B. It facilitates the virtualization of GPUs, allowing multiple virtual machines to share a single physical GPIJ.
- C. It provides a mechanism for GPUs to offload compute-intensive tasks to the CPU, improving overall system throughput.
- D. It encrypts data transmitted between GPUs, enhancing security.
- E. It allows GPUs to directly access each other's memory without involving the CPIJ, reducing latency and CPU overhead.
Answer: E
Explanation:
GPUDirect RDMA enables direct memory access between GPUs, bypassing the CPU and reducing latency. This significantly improves performance for applications that require frequent data transfers between GPUs. Other options describe functionalities that are not associated with RDMA in this context.
NEW QUESTION # 122
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. Use the existing "dgxnodes" category without modification, as it is preconfigured for all DGX systems.
- B. Avoid categories and configure each DGX node individually via CLI.
- C. Create a new "dgx-h200" category, assign all DGX H200 nodes to it.
- D. Assign nodes to the "login" category to simplify Slurm integration.
Answer: C
Explanation:
In BCM, node categories are used to apply common configuration consistently across groups of similar systems. Creating a dedicated category for DGX H200 nodes and assigning those nodes to it supports repeatable management of GPU-accelerated workload settings across the BasePOD cluster.
NEW QUESTION # 123
You are running a Docker container with GPU support using 'nvidia-docker run'. The containerized application unexpectedly fails to detect the GPU. What is the most likely cause?
- A. The Docker image does not include the CUDA toolkit.
- B. The =gpus all' flag was not specified when running the container.
- C. The NVIDIA drivers are not installed on the host system.
- D. The application within the container is not linked against the CUDA libraries.
- E. The Docker daemon is not configured to use the NVIDIA runtime.
Answer: B
Explanation:
When running containers that need GPU access, it's essential to explicitly request the GPU resources. The '-gpus all' or '-gpus device=..: flag passed to 'docker run' with the NVIDIA runtime allows the container access to the available GPUs. Without this flag, the container operates as if no GPUs are available. Options A, B, C and D, while potentially problematic, are not the most likely cause if 'nvidia-docker run' was used previously.
NEW QUESTION # 124
......
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