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NVIDIA AI Infrastructure Sample Questions:
1. A data center is designed for A1 training with a high degree of east-west traffic. Considering cost and performance, which network topology is generally the most suitable?
A) Spine-Leaf
B) Three-Tier
C) Bus
D) Mesh
E) Ring
2. You are tasked with ensuring optimal power efficiency for a GPU server running machine learning workloads. You want to dynamically adjust the GPU's power consumption based on its utilization. Which of the following methods is the MOST suitable for achieving this, assuming the server's BIOS and the NVIDIA drivers support it?
A) Enable Dynamic Boost in the NVIDIA Control Panel (if available), which will automatically allocate power between the CPU and GPU based on their current needs.
B) Manually set the GPU's power limit using 'nvidia-smi -pl and create a script to monitor utilization and adjust the power limit periodically.
C) Configure the server's BIOS/UEFI to use a power-saving profile, which will automatically reduce the GPU's power consumption when idle.
D) Disable ECC (Error Correcting Code) on the GPU to reduce power consumption.
E) Use NVIDIA's Data Center GPU Manager (DCGM) to monitor GPU utilization and dynamically adjust the power limit based on a predefined policy.
3. 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) Manually assign static IP addresses to the interfaces using the 'ifconfig' command.
B) Check the DHCP client configuration to ensure it is enabled and properly configured to request IP addresses. Examine the logs for any errors.
C) Restart the networking service using 'systemctl restart networking'.
D) Reinstall the Mellanox OFED drivers. A corrupted driver installation could cause network configuration issues.
E) Re-flash the Bluefield OS image
4. An Ai infrastructure relies on a liquid cooling system to dissipate heat from multiple NVIDIA GPUs. After a recent software update, users report intermittent performance degradation and system crashes. You suspect a cooling issue. Which TWO of the following checks are the MOST critical in diagnosing the root cause?
A) Check the CPU temperature using 'sensors' command.
B) Run a memory test on the host system.
C) Verify the pump speed and coolant flow rate within the liquid cooling system.
D) Analyze the system logs for GPU-related errors, specifically those indicating thermal throttling or power capping.
E) Examine the ambient temperature in the data center.
5. You suspect a power supply issue is causing intermittent GPU failures in a server with four NVIDIAAIOO GPUs. The server is rated for a peak power consumption of 3000W. You have a power meter available. Which of the following methods provides the most accurate assessment of the server's power consumption under full GPU load?
A) Run 'nvidia-smi' and sum the reported power consumption for each GPIJ.
B) Check the server's BIOS for power consumption readings.
C) Add the maximum power rating of each GPU to the CPU's TDP (Thermal Design Power).
D) Use the power meter to measure the server's power consumption at idle and multiply by four.
E) Use the power meter to measure the server's power consumption while running a synthetic benchmark that fully utilizes all GPIJs simultaneously.
Solutions:
Question # 1 Answer: A | Question # 2 Answer: E | Question # 3 Answer: B | Question # 4 Answer: C,D | Question # 5 Answer: E |