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| Topic |
Details |
| Topic 1 |
- 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 2 |
- 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 3 |
- 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 4 |
- 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 5 |
- Physical Layer Management: Covers configuring BlueField network platform devices and setting up Multi-Instance GPU (MIG) partitioning for AI and HPC workloads.
|
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NVIDIA AI Infrastructure Sample Questions (Q18-Q23):
NEW QUESTION # 18
You are running a large-scale distributed training job on a cluster of AMD EPYC servers, each equipped with multiple NVIDIAA100 GPUs. You are using Slurm for job scheduling. The training process often fails with NCCL errors related to network connectivity. What steps can you take to improve the reliability of the network communication for NCCL in this environment? Choose the MOST appropriate answers.
- A. Increase the 'NCCL CONNECT TIMEOUT and *NCCL TIMEOUT environment variables to allow for longer network delays.
- B. Decrease the batch size to reduce the amount of data transferred over the network.
- C. Use the Slurm 'srun' command with the '-mpi=pmi2 option to launch the training job. This ensures that Slurm properly initializes the MPl environment and sets the NCCL environment variables.
- D. Disable the firewall on all servers to allow unrestricted network communication.
- E. Ensure that the InfiniBand or RoCE network is properly configured and that all servers can communicate with each other over the network. Verify the network interface names and IP addresses in the NCCL configuration.
Answer: A,C,E
Explanation:
Ensuring network configuration is correct is the most important step. 'srun' with '-mpi=pmi2 handles NCCL environment variable setup by Slurm automatically for proper connectivity. Increasing timeouts allows for transient network issues to resolve without causing failures. Disabling the firewall is a security risk. Decreasing the batch size will reduce the amount of data but won't fix the core network connectivity issues.
NEW QUESTION # 19
When installing a GPU driver on a Linux system that already has a previous driver version installed, what is the recommended procedure to ensure a clean and stable installation?
- A. Install the new driver using the .run' file from NVIDIA's website, accepting all default options.
- B. Run 'nvidia-uninstall' if it exists, otherwise manually remove the NVIDIA kernel modules and libraries from '/lib/modules' and '/usr/lib'.
- C. Blacklist the nouveau driver, download the CUDA toolkit, and run the installation script with default options.
- D. Simply install the new driver package using 'apt install' or 'yum install' without removing the old driver.
- E. Purge the existing NVIDIA driver packages using 'apt purge nvidia- or 'yum remove nvidia- s, reboot the system, and then install the new driver package.
Answer: E
Explanation:
Purging the existing drivers using the package manager ensures that all related files and configurations are removed, preventing conflicts with the new driver. Rebooting after purging allows the system to load without the old drivers. While using the .run file is an option, using the package manager (if available) is generally preferred for easier management.
NEW QUESTION # 20
You've installed a server with multiple NVIDIAAIOO GPUs intended for use with Kubernetes and NVIDIA's GPU Operaton After installing the GPU Operator, you notice that the GPUs are not being properly detected and managed by Kubernetes. Which of the following are potential causes and troubleshooting steps you should take?
- A. The NVIDIA Container Toolkit is not installed on the Kubernetes nodes. Install the toolkit according to NVIDIA's documentation.
- B. The NVIDIA drivers are not properly installed on the host operating system before installing the GPU Operator. Verify the driver installation using 'nvidia-smr.
- C. The Kubernetes nodes are not labeled correctly to indicate the presence of NVIDIA GPUs. Use 'kubectl label node nvidia.com/gpu.present=true'.
- D. The 'nvidia-docker2 runtime is not set as the default runtime in '/etc/docker/daemon.json' . Change the default runtime to 'nvidia' and restart the Docker daemon.
- E. The GPU Operator's configuration is incorrect, preventing it from properly discovering and managing the GPUs. Check the GPU Operator's logs and configuration files.
Answer: A,B,C,E
Explanation:
All the options are valid reasons. The NVIDIA driver must be present on the host, the nodes need to be labelled to be recongnized by the Kubernetes, container tookit is required for running GPU enabled container and configuration of GPU operator must be correct.
NEW QUESTION # 21
You are setting up a multi-GPU AI server for deep learning. You want to ensure optimal inter-GPU communication. Which of the following interconnect technologies would provide the BEST performance?
- A. PCle Gen3 x16
- B. NVLink
- C. Ethernet
- D. PCle Gen4 x16
- E. Infiniband
Answer: B
Explanation:
NVLink is designed specifically for high-bandwidth, low-latency inter-GPU communication, offering significantly better performance than PCIe or network connections for workloads that benefit from it. InfiniBand is suitable for node to node communication, while NVLink is for GPU to GPU on the same node.
NEW QUESTION # 22
After upgrading the NGC CLI using 'pip install -upgrade nvidia-cli' , some commands are no longer working as expected, producing errors related to missing modules. What is the most likely reason for this issue and how can you resolve it?
- A. The system's PATH variable has not been updated to reflect the new NGC CLI installation location. Update the PATH variable accordingly.
- B. The host's operating system must be re-imaged.
- C. The upgrade process might have corrupted the NGC CLI installation. Reinstall the package using 'pip install -force-reinstall nvidia-cli'.
- D. The Python environment used by the NGC CLI might be broken or inconsistent. Create a new virtual environment and reinstall the NGC CLI in the new environment.
- E. The NGC CLI upgrade introduced breaking changes. Review the NGC CLI release notes and update your scripts accordingly.
Answer: D,E
Explanation:
Breaking changes in the NGC CLI upgrade (B) are a possibility, requiring script updates. An inconsistent Python environment (C) can also cause issues after an upgrade. Reinstalling (A) or updating the PATH (D) might not resolve the issue if the environment itself is the problem. OS re-imaging is highly unnecessary (E).
NEW QUESTION # 23
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