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| Section | Weight | Objectives |
|---|
| Cluster Test and Verification | 33% | - Performance and stress testing
- 1. Single-node stress testing
- 2. Cluster burn-in tests (HPL, NCCL, NeMo)
- 3. HPL (High-Performance Linpack) benchmarking
- 4. NCCL communication testing
- Cluster diagnostics
- 1. ClusterKit multi-node assessment
- 2. Storage testing
- Network and hardware validation
- 1. Cabling and signal verification
- 2. Firmware validation (switches, transceivers, BlueField)
- 3. NVLink validation
|
| Control Plane Installation and Configuration | 19% | - GPU utilization in containers
- 1. Docker GPU usage validation
- Infrastructure software stack deployment
- 1. Operating system installation
- 2. Base Command Manager (BCM) installation and HA configuration
- 3. Cluster setup (Slurm, Enroot, Pyxis)
- Drivers and toolkits
- 1. NGC CLI deployment
- 2. NVIDIA GPU and DOCA drivers installation/update
- 3. NVIDIA container toolkit installation
|
| System and Server Bring-up | 31% | - Physical infrastructure validation
- 1. Storage parameter initialization
- 2. Cable and transceiver types validation
- 3. Power and cooling validation
- Deployment and validation lifecycle
- 1. Sequence of deployment and validation events
- 2. Network topologies for AI factories
- Hardware initialization and configuration
- 1. Firmware upgrades including HGX and fault detection
- 2. GPU server installation and validation
- 3. BMC, OOB, and TPM initial configuration
- 4. Hardware validation for workloads
|
| Physical Layer Management | 5% | - Networking and GPU partitioning
- 1. BlueField network platform configuration
- 2. MIG (Multi-Instance GPU) configuration
|
| Troubleshoot and Optimize | 12% | - Performance optimization
- 1. Storage optimization
- 2. Server performance tuning (Intel/AMD platforms)
- Fault detection and remediation
- 1. Replacement of faulty hardware components
- 2. GPU, fan, network card fault identification
|
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NVIDIA AI Infrastructure Sample Questions (Q18-Q23):
NEW QUESTION # 18
An AI engineer compares two HGX server configurations. One system uses only PCIe connections between GPUs, while the other includes NVLink and NVSwitch. During large-scale model training, the second configuration consistently finishes epochs sooner despite identical GPUs and CPUs. Which architectural feature primarily accounts for this improvement?
- A. NVSwitch enables high-bandwidth, low-latency communication among all GPUs within the server.
- B. NVSwitch accelerates Ethernet routing between servers.
- C. NVLink replaces system memory with GPU memory.
- D. PCIe automatically aggregates bandwidth across every GPU.
Answer: A
Explanation:
NVSwitch connects every GPU within an HGX server through a high-bandandwidth fabric, allowing efficient all-to-all communication and reducing bottlenecks during collective operations.
PCIe provides lower peer-to-peer bandwidth, while NVSwitch neither replaces system memory nor manages inter-server Ethernet routing.
NEW QUESTION # 19
You are trying to install the NVIDIA Container Toolkit on a Linux distribution that is not officially supported in the NVIDIA documentation.
The standard installation instructions using 'apt' or "yum' fail. What is the most appropriate approach to proceed with the installation?
- A. Download the source code for the NVIDIA Container Toolkit and compile it manually.
- B. Create a Docker container with a supported distribution and run the application inside the container.
- C. Contact NVIDIA support and request a custom installation package for your distribution.
- D. Identify a similar, supported Linux distribution and adapt the installation instructions for that distribution, carefully considering potential compatibility issues.
- E. Attempt to install the NVIDIA drivers and CUDA toolkit manually, bypassing the NVIDIA Container Toolkit altogether.
Answer: D
Explanation:
The most practical approach is to try adapting the installation instructions from a similar, supported distribution (B). This involves carefully examining the package dependencies and potential compatibility issues. Manually installing drivers and CUDA (A) is complex and doesn't provide the containerization benefits. Compiling from source (C) might be possible but requires significant expertise and is not the recommended path. Running the application in a container (D) is a workaround, not a solution to installing the toolkit on the host. Requesting a custom package (E) is unlikely to be successful in a timely manner. The goal is to install the NVIDIA Container Toolkit itself, and not only run A1 applications.
NEW QUESTION # 20
For an NVIDIA Enterprise AI Factory with 256 GPUs, which storage solution characteristic is most critical to validate during scaling tests?
- A. Consistent per-node throughput >8 GiB/s.
- B. RAID rebuild times under disk failure.
- C. Single-node write performance during idle clusters.
- D. Maximum 4K random read IOPS exceeding 1 million.
Answer: A
Explanation:
Scaling an AI cluster to 256 GPUs (32 nodes of DGX H100) creates a massive "Incast" problem for the storage fabric. During large-scale training, every node frequently reads huge batches of data simultaneously.
NVIDIA's reference architectures (BasePOD/SuperPOD) specify that for high-performance training, each node must be able to sustain a minimum throughput-often8 GiB/s or more-to keep all 8 GPUs saturated.
If the storage system can handle one node at high speed but chokes when all 32 nodes request data, the
"Scaling Efficiency" of the AI model will drop drastically as GPUs sit idle waiting for IO. Therefore, validatingconsistent per-node throughputunder full cluster load is the most critical metric for an AI Factory.
While IOPS (Option D) are important for small files, modern AI datasets are often sharded into large binary formats (like WebDataset or TFRecord) where sequential throughput becomes the primary bottleneck.
NEW QUESTION # 21
You're deploying a new cluster with multiple NVIDIAAIOO GPUs per node. You want to ensure optimal inter-GPU communication performance using NVLink. Which of the following configurations are critical for achieving maximum NVLink bandwidth?
- A. The server must use a specific CPU model to leverage NVLink capabilities.
- B. All GPUs within a node must be the same model and have identical firmware versions.
- C. GPUs should be physically installed in slots that maximize direct NVLink connections based on the server's architecture.
- D. The motherboard must support PCle Gen5 to maximize NVLink bandwidth.
- E. The NVIDIA driver must be configured to enable NVLink; it is disabled by default.
Answer: B,C
Explanation:
For optimal NVLink performance, several conditions must be met. GPUs of the same model and firmware ensure compatibility and prevent performance bottlenecks. Physical placement is critical; GPUs must be installed in slots that maximize direct NVLink connections, as defined by the server's architecture and documentation. While PCle Gen5 is beneficial for overall system performance, it does not directly impact NVLink bandwidth. NVLink is typically enabled by default. Some CPU models may be preferable, but it's the motherboard's NVLink topology that is more important.
NEW QUESTION # 22
You are deploying a multi-node A1 training cluster using Kubernetes, with each node equipped with multiple NVIDIA GPUs. You want to ensure that the Kubernetes scheduler is aware of the GPU resources available on each node and can efficiently allocate GPU-enabled pods to the appropriate nodes. Besides installing the NVIDIA Container Toolkit, what other components are essential for enabling GPU-aware scheduling in Kubernetes?
- A. The NVIDIA Device Plugin for Kubernetes.
- B. The Kubernetes Resource Quota controller.
- C. The Kubernetes Horizontal Pod Autoscaler (HPA).
- D. The NVIDIA Fabric Manager
- E. The NVIDIA GPU Operator.
Answer: A,E
Explanation:
The NVIDIA Device Plugin for Kubernetes (A) is essential for advertising the GPU resources to the Kubernetes scheduler. It allows Kubernetes to understand that GPUs are available and track their usage. The NVIDIA GPU Operator (C) simplifies the deployment and management of NVIDIA drivers and other components required for GPU support in Kubernetes, including the device plugin. The Resource Quota controller (B) is useful for limiting resource consumption but doesn't directly enable GPU-aware scheduling. HPA (D) is used for autoscaling based on CPU or memory utilization, not GPU utilization. Fabric Manager is for managing GPU interconnect and not related.
NEW QUESTION # 23
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