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NVIDIA AI Infrastructure Sample Questions:

1. When installing multiple NVIDIA GPUs, which of the following factors are MOST important to consider regarding PCIe slot configuration?
(Choose two)

A) Ensure all GPUs have the same PCIe generation (e.g. Gen4).
B) Ensure all GPUs are installed in slots of the same color.
C) Install the GPUs in the lowest numbered slots first.
D) Ensure the PCIe slots are directly connected to the CPU for optimal bandwidth.
E) Ensure each GPU is installed in a slot with sufficient PCIe lanes (e.g., x16).

2. After upgrading the network card drivers on your A1 inference server, you experience intermittent network connectivity issues, including packet loss and high latency. You've verified that the physical connections are secure. Which of the following steps would be most effective in troubleshooting this issue?

A) Roll back the network card drivers to the previous version.
B) Reinstall the operating system.
C) Run network diagnostic tools like 'ping', 'traceroute', and 'iperf3' to assess the network performance.
D) Update the server's BIOS.
E) Check the system logs for error messages related to the network card or driver.

3. You have a Kubernetes cluster with nodes running different versions of the NVIDIA driver. You need to ensure that your containerized AI applications are always compatible with the specific driver version running on the node where they are scheduled. How can you achieve this driver version compatibility in a cloud-native way?

A) Implement a webhook that inspects the node labels and injects the appropriate NVIDIA libraries into the pod at runtime.
B) Manually create different container images for each driver version and use node selectors to schedule the correct image on the appropriate nodes.
C) Use a shared volume to mount drivers into a container.
D) Use the NVIDIA Operator to automatically manage driver installations and updates on the nodes, ensuring a consistent driver version across the cluster.
E) Use the NVIDIA driver capabilities to detect the driver version at runtime and dynamically load the correct libraries.

4. You're setting up a BlueField-3 DPIJ to offload storage virtualization tasks. Specifically, you want to use SPDK (Storage Performance Development Kit) on the DPIJ. What are the MINIMUM required steps to enable SPDK on the BlueField-3 after the DPIJ has been flashed with the appropriate OS image? (Select TWO)

A) Enable the SPDK service using 'systemctl enable spdK and 'systemctl start spdk'.
B) Configure the Huge Pages settings in the DPU's kernel to allocate sufficient memory for SPDK.
C) Download and compile the SPDK source code directly on the DPU.
D) Install the SPDK packages using the DPU's package manager (e.g., 'apt install spdk').
E) Configure the network interfaces on the DPIJ to support RDMA or NVMe-oF, depending on the desired storage protocol.

5. When deploying a BlueField DPIJ in an inline security appliance role, which networking configuration is MOST efficient and provides the lowest latency for inspecting all traffic passing through the server?

A) Implement a hairpin configuration where traffic is sent to the DPIJ and then looped back to the same physical interface after inspection.
B) Use SR-IOV to create Virtual Functions (VFs) for both the host and the DPIJ, and then route traffic between them.
C) Configure the BlueField as a traditional bridge, forwarding traffic between two physical interfaces.
D) Utilize a switchdev-based configuration where the DPIJ directly programs the switch ASIC to steer traffic.
E) Configure the BlueField as a router, performing Layer 3 forwarding between subnets.

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