NVIDIA NCP-AII : NVIDIA AI Infrastructure

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NVIDIA AI Infrastructure Sample Questions:

1. You are tasked with setting up network fabric ports to connect several servers, each with multiple NVIDIA GPUs, to an InfiniBand switch. Each server has two ConnectX-6 adapters. What is the best strategy to maximize bandwidth and redundancy between the servers and the InfiniBand fabric?

A) Connect one adapter from each server to one switch, and the second adapter to a different switch, and configure multi-pathing on the servers.
B) Connect one adapter from each server to one switch, and the second adapter to a different switch, without link aggregation.
C) Connect only one adapter from each server to the switch to minimize cable clutter.
D) Connect both adapters from each server to the same switch and configure link aggregation (LACP or static LAG) on both the server and the switch.
E) Connect both adapters from each server to the same switch, but do not configure link aggregation.

2. You are tasked with configuring an NVIDIAA100 GPU for a multi-tenant environment using MIG. The goal is to provide the following MIG configuration:

A) 7/0/0/0/0/0/0
B) 1/1/1/1/1/1/1
C) 0/1 /2/3/4/5/6
D) 6/0/0/0/0/0/0
E) 14/0/0/0/0/0/0

3. Which of the following is a primary benefit of using a CLOS network topology (e.g., Spine-Leaf) in a data center?

A) Enhanced security
B) Simplified network management
C) Improved scalability and bandwidth utilization
D) Increased network diameter
E) Reduced capital expenditure (CAPEX)

4. You're debugging performance issues in a distributed training job. 'nvidia-smi' shows consistently high GPU utilization across all nodes, but the training speed isn't increasing linearly with the number of GPUs. Network bandwidth is sufficient. What is the most likely bottleneck?

A) The global batch size has exceeded the optimal point for the model, reducing per-sample accuracy and slowing convergence.
B) CUDA Graphs is not being utilized.
C) The learning rate is not adjusted appropriately for the increased batch size across multiple GPUs.
D) Inefficient data loading and preprocessing pipeline, causing GPUs to wait for data.
E) NCCL is not configured optimally for the network topology, leading to high communication overhead.

5. After deploying BlueField OS, you notice that the network interfaces are not automatically configured with IP addresses. Which of the following actions would be the MOST appropriate first step to troubleshoot this issue?

A) Restart the networking service using 'systemctl restart networking'.
B) Reinstall the Mellanox OFED drivers. A corrupted driver installation could cause network configuration issues.
C) Check the DHCP client configuration to ensure it is enabled and properly configured to request IP addresses. Examine the logs for any errors.
D) Manually assign static IP addresses to the interfaces using the 'ifconfig' command.
E) Re-flash the Bluefield OS image

Solutions: