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NVIDIA AI Infrastructure Sample Questions:

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

2. You are upgrading an AI server with new NVIDIAA800 GPUs and require 400GbE connectivity. After installing the new QSFP-DD transceivers and connecting the fiber cables, the link does not come up. You suspect a polarity issue. Assuming you are using MPO/MTP connectors, which of the following steps would BEST help diagnose and rectify a potential polarity mismatch? (Choose TWO)

A) Consult the cable manufacturer's documentation to verify the MPO/MTP key orientation and pinout configuration and ensure it aligns with the transceiver requirements.
B) Replace the QSFP-DD transceivers with known working units.
C) Use a fiber optic polarity tester to confirm correct TX/RX mapping through the entire cable assembly.
D) Use an Optical Time Domain Reflectometer (OTDR) to verify cable integrity.
E) Swap the transmit (TX) and receive (RX) fibers at one end of the connection.

3. Consider a scenario where you need to isolate GPU workloads in a multi-tenant Kubernetes cluster. Which of the following Kubernetes constructs would be MOST suitable for achieving strong isolation at both the resource and network level?

A) Using labels and selectors to schedule workloads on specific GPU nodes.
B) Using taints and tolerations to dedicate GPU nodes to specific workloads.
C) Using namespaces with resource quotas and network policies.
D) Using pod affinity and anti-affinity rules to control pod placement.
E) Using node affinity only.

4. You need to remotely monitor the GPU temperature and utilization of a server without installing any additional software on the server itself. Assuming you have network access to the server's BMC (Baseboard Management Controller), which protocol and standard data format would BEST facilitate this?

A) IPMI (Intelligent Platform Management Interface) with SDR (Sensor Data Records)
B) HTTP with JSON
C) SNMP (Simple Network Management Protocol) with MIB (Management Information Base)
D) SSH with plain text output from 'nvidia-smi'
E) Syslog with CSV (Comma-separated Values)

5. After replacing a GPU in a multi-GPU server, you notice that the new GPU is consistently running at a lower clock speed than the other GPUs, even under load. *nvidia-smi' shows the 'Pwr' state as 'P8' for the new GPU, while the others are at 'PO'. What is the MOST probable cause?

A) The new GPU is not receiving sufficient power; check the power connections and PSU capacity.
B) The new GPU requires a firmware update that hasn't been applied.
C) The new GPU is overheating and throttling performance.
D) The new GPU is a lower-performance model than the other GPUs.
E) The driver is not properly recognizing the new GPU's capabilities; reinstall the driver.

Solutions: