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NVIDIA AI Infrastructure Sample Questions:

1. You are evaluating different parallel file systems for an AI training cluster. You need a file system that supports POSIX compliance and offers high bandwidth and low latency. Which of the following options are viable candidates?

A) BeeGFS
B) Lustre
C) GiusterFS
D) Ceph
E) NFS

2. You are configuring an NVIDIA BlueField-3 DPLJ to offload network processing. The DPIJ is connected to a server via PCle Gen5. Which cable type is essential for connecting the DPIJ to a 200GbE switch, ensuring optimal performance and signal integrity, and which describes its use?

A) Direct Attach Copper (DAC) cable; Ideal for short-range, high-bandwidth connections between devices in close proximity.
B) Passive Copper Cable; Cost-effective for very short reach connections within the same rack.
C) Active Optical Cable (AOC); Best for long-distance connections exceeding 10 meters in data centers.
D) Active Copper Cable (ACC); Suitable for mid-range connections with improved signal quality compared to passive copper.
E) Single-mode fiber optic cable; Used for long-distance connections where electrical interference is a concern.

3. You have configured MIG on your A100 GPU, creating several MIG instances. You now want to allocate a specific MIG instance to a Docker container. How would you specify the necessary device option when running the 'docker run' command to ensure the container uses only that MIG instance? Assuming the MIG instance UUID is GPU-xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx

A) docker run -runtime=nvidia --device=GPU-xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx ...
B) docker run -device=/dev/nvidia0 .
C) docker run -gpus all .
D) docker run -gpus device=GPU-xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx ...
E) docker run -nvidia-visible-devices GPU-xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx

4. You are deploying a BlueField-2 DPU-based server in a VMware vSphere environment. Which network virtualization technology is most commonly used in conjunction with the DPU to provide accelerated networking and security features within the virtualized environment?

A) LACP (Link Aggregation Control Protocol)
B) IPsec (Internet Protocol Security)
C) SR-IOV (Single Root 1/0 Virtualization)
D) GRE (Generic Routing Encapsulation)
E) VXLAN (Virtual Extensible LAN)

5. You are designing a storage system using BeeGFS for an AI cluster. The cluster consists of 10 client nodes, each with 2 NVIDIAAIOO GPUs, and 4 storage servers. Each storage server has 10 NVMe SSDs. The training dataset is 100TB. You want to ensure high availability and performance. Which of the following BeeGFS configurations would be MOST appropriate?

A) 10 MDS server (one per client nodes) and a single OST.
B) Four MDS servers (one per storage server) and 40 OSTs (one per NVMe SSD).
C) One MDS server and 10 OSTs, splitting each NVMe SSD into smaller virtual OSTs.
D) A single metadata server (MDS) and four storage targets (OSTs), each spanning all 10 NVMe SSDs on a storage server.
E) Two MDS servers in a high-availability configuration and 40 OSTs (one per NVMe SSD).

Solutions: