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NVIDIA NCP-AII Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Topic 1: Physical Layer Management | 5% | - Networking and GPU partitioning
- 1. MIG (Multi-Instance GPU) configuration
- 2. BlueField network platform configuration
|
| Topic 2: System and Server Bring-up | 31% | - Deployment and validation lifecycle
- 1. Sequence of deployment and validation events
- 2. Network topologies for AI factories
- Hardware initialization and configuration
- 1. GPU server installation and validation
- 2. BMC, OOB, and TPM initial configuration
- 3. Firmware upgrades including HGX and fault detection
- 4. Hardware validation for workloads
- Physical infrastructure validation
- 1. Power and cooling validation
- 2. Storage parameter initialization
- 3. Cable and transceiver types validation
|
| Topic 3: Control Plane Installation and Configuration | 19% | - GPU utilization in containers
- 1. Docker GPU usage validation
- Infrastructure software stack deployment
- 1. Operating system installation
- 2. Cluster setup (Slurm, Enroot, Pyxis)
- 3. Base Command Manager (BCM) installation and HA configuration
- Drivers and toolkits
- 1. NVIDIA GPU and DOCA drivers installation/update
- 2. NVIDIA container toolkit installation
- 3. NGC CLI deployment
|
| Topic 4: Troubleshoot and Optimize | 12% | - Fault detection and remediation
- 1. Replacement of faulty hardware components
- 2. GPU, fan, network card fault identification
- Performance optimization
- 1. Storage optimization
- 2. Server performance tuning (Intel/AMD platforms)
|
| Topic 5: Cluster Test and Verification | 33% | - Cluster diagnostics
- 1. ClusterKit multi-node assessment
- 2. Storage testing
- Performance and stress testing
- 1. NCCL communication testing
- 2. Single-node stress testing
- 3. Cluster burn-in tests (HPL, NCCL, NeMo)
- 4. HPL (High-Performance Linpack) benchmarking
- Network and hardware validation
- 1. Cabling and signal verification
- 2. Firmware validation (switches, transceivers, BlueField)
- 3. NVLink validation
|
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최신 NVIDIA-Certified Professional NCP-AII 무료샘플문제 (Q191-Q196):
질문 # 191
An engineer needs to completely remove NVIDIA GPU drivers from an Ubuntu 22.04 system to troubleshoot conflicts. Which command sequence ensures all driver components are purged?
- A. sudo apt-get remove nvidia-driver-550
- B. sudo rm -rf /usr/lib/nvidia
- C. sudo apt-get purge nvidia-* && sudo apt-get autoremove
- D. sudo ubuntu-drivers uninstall
정답:C
설명:
Purging nvidia-* removes NVIDIA driver packages and related configuration files, while autoremove cleans up unused dependencies and kernel module packages left behind. This provides a more complete cleanup than removing only a single driver package.
질문 # 192
A company has a registered NGC account and their server has NGC CLI installed. What step should be taken first to gain access to NGC?
- A. ngc config update
- B. ngc init
- C. ngc config get
- D. ngc config set
정답:D
설명:
The NVIDIA GPU Cloud (NGC) is the central repository for AI-optimized containers, pre-trained models, and specialized SDKs. To interact with the NGC registry via the command line, the ngc CLI must be authenticated to the user's account. The command ngc config set is the verified first step to configure these credentials. When this command is executed, the user is prompted to provide their API Key, which is generated from the NGC web portal. This configuration process creates a local config file (typically in ~/.ngc
/config) that stores the authentication token, the preferred organization, and the team settings. Without running ngc config set, the CLI cannot authenticate requests to pull private containers or upload models. ngc init (Option B) is not a standard configuration command for the current NGC CLI architecture, and ngc config get (Option A) is only useful for viewing an existing configuration that has already been established.
질문 # 193
You are responsible for ensuring interoperability between AI applications deployed across a diverse IT landscape, including an on-premises data center equipped with NVIDIA GPUs and multiple cloud platforms from different vendors. These environments need to support complex AI workflows that involve large-scale data processing, real-time analytics, and machine learning model training. To maintain consistent performance and flexibility, which strategy should you prioritize?
- A. Ensure that all environments use compatible storage protocols and APIs, such as NFS or S3, to facilitate data exchange and integration across platforms.
- B. Implement a multi-cloud strategy that leverages native storage solutions in each cloud platform while using middleware to ensure interoperability and data consistency.
- C. Choose a vendor and standardize on one storage solution across the environments to simplify management to improve interoperability
- D. Focus on increasing network bandwidth between locations to reduce latency and improve data transfer speeds.
정답:A
설명:
Compatible storage protocols and APIs such as NFS and S3 allow AI applications, data pipelines, and analytics workflows to access and exchange data consistently across on-premises GPU infrastructure and multiple cloud platforms. This supports interoperability, portability, and flexible integration across diverse environments.
질문 # 194
When setting up a multi-server, multi-GPU environment using NVLink switches, what is the primary consideration when planning the network topology for optimal performance?
- A. Placing servers near the network's edge to reduce latency.
- B. Minimizing the number of hops between GPUs that need to communicate frequently.
- C. Using a star topology for simplified management.
- D. Ensuring all servers are on the same subnet for ease of configuration.
- E. Maximizing the distance between servers to improve cooling.
정답:B
설명:
The primary goal is to reduce latency and maximize bandwidth. Minimizing hops between frequently communicating GPUs is essential for achieving this. Server placement for cooling is a secondary concern, and topology choice should prioritize performance over simplicity. Subnet configuration and server placement relative to the network edge are less critical for NVLink-specific performance.
질문 # 195
During NVLink Switch configuration, you encounter issues where certain GPUs are not being recognized by the system. Which of the following troubleshooting steps are most likely to resolve this problem?
- A. Ensure that the NVLink Switch firmware is compatible with the installed GPUs.
- B. Reinstall the operating system.
- C. Check the Power supply for enough capacity and stability.
- D. Verify that all NVLink cables are securely connected and properly seated.
- E. Check the system BIOS settings to ensure that NVLink is enabled and configured correctly.
정답:A,D,E
설명:
Explanation:Physical connection issues (A), BIOS configuration (B), and firmware incompatibility (C) are the most common causes of GPUs not being recognized. Reinstalling the operating system is a drastic measure that is unlikely to solve the problem. Checking the Power supply may also required to ensure the complete system have enough capacity and stability.
질문 # 196
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