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NVIDIA-Certified Professional AI Networking Sample Questions (Q10-Q15):
NEW QUESTION # 10
You are tasked with troubleshooting a link flapping issue in an InfiniBand AI fabric. You would like to start troubleshooting from the physical layer.
What is the right NVIDIA tool to be used for this task?
- A. mlxlink utility
- B. tcpdump tool
- C. nvidia-smi utility
Answer: A
Explanation:
The mlxlink tool is used to check and debug link status and issues related to them. The tool can be used on different links and cables (passive, active, transceiver, and backplane). It is intended for advanced users with appropriate technical background.
Reference:mlxlink Utility - NVIDIA Docs
NEW QUESTION # 11
You are tasked with configuring multi-tenancy using partition key (PKey) for a high-performance storage fabric running on InfiniBand. Each tenant's GPU server is allowed to access the shared storage system but cannot communicate with another tenant's GPU server. Which of the following partition key membership configurations would you implement to set up multi- tenancy in this environment?
- A. Assign full membership to both GPU servers and storage system.
- B. Assign full membership PKey to the shared storage system and limited membership PKey to each tenant's GPU servers.
- C. Assign limited membership to both GPU servers and storage system.
- D. Assign limited membership PKey to the shared storage system and full membership PKey to each tenant's GPU servers.
Answer: B
Explanation:
To enforce strictmulti-tenancy, where:
Tenant A's GPU cannot talk to Tenant B's GPU
But both can access shared storage
The correct solution is:
Storage system # Full PKey membership
Each tenant's GPU # Limited PKey membership
NEW QUESTION # 12
What does RDMA (Remote Direct Memory Access) technology in NVIDIA's network products help achieve?
- A. Encrypts data in transit
- B. Improves graphical performance
- C. Increases storage capacity
- D. Reduces CPU load and improves data transfer speed
Answer: D
Explanation:
RDMA enables direct memory access from one computer to another without involving the CPU, reducing overhead, lowering latency, and improving the speed of data transfers, which is especially important for high-performance AI applications.
NEW QUESTION # 13
In an AI cluster using NVIDIA GPUs, which configuration parameter in the NicClusterPolicy custom resource is crucial for enabling high-speed GPU-to-GPU communication across nodes?
- A. NV IPAM
- B. OFED Driver
- C. RDMA Shared Device Plugin
- D. Secondary Network
Answer: C
Explanation:
The RDMA Shared Device Plugin is a critical component in the NicClusterPolicy custom resource for enabling Remote Direct Memory Access (RDMA) capabilities in Kubernetes clusters. RDMA allows for high- throughput, low-latency networking, which is essential for efficient GPU-to-GPU communication across nodes in AI workloads. By deploying the RDMA Shared Device Plugin, the cluster can leverage RDMA- enabled network interfaces, facilitating direct memory access between GPUs without involving the CPU, thus optimizing performance.
Reference Extracts from NVIDIA Documentation:
* "RDMA Shared Device Plugin: Deploy RDMA Shared device plugin. This plugin enables RDMA capabilities in the Kubernetes cluster, allowing high-speed GPU-to-GPU communication across nodes."
* "The RDMA Shared Device Plugin is responsible for advertising RDMA-capable network interfaces to Kubernetes, enabling pods to utilize RDMA for high-performance networking."
NEW QUESTION # 14
Which NVIDIA technology enables efficient scaling of AI workloads across multiple nodes in a data center?
- A. NVIDIA A100 Tensor Core GPUs
- B. InfiniBand
- C. CUDA
- D. NVLink
Answer: B
Explanation:
InfiniBand is a high-bandwidth, low-latency interconnect technology used in AI/ML workloads to enable fast communication between multiple nodes, making it easier to scale AI applications across a distributed infrastructure.
NEW QUESTION # 15
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