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NVIDIA AI Infrastructure Sample Questions:
1. You are using Docker Compose to define a multi-container application that includes a GPU-accelerated service. How would you configure the service in the 'docker-compose.ymr file to leverage the NVIDIA runtime?
A) Add 'nvidia: all' to the service definition.
B) Add 'runtime: nvidia' to the service definition.
C) Set the environment variable 'NVIDIA VISIBLE in the service definition.
D) Add 'deploy: resources: reservations: devices: - driver: nvidia count: all capabilities: [gpu]' to the service definition.
E) Add 'command: -gpus all' to the service definition.
2. You are building a Docker image for a deep learning application that requires an NVIDIA GPU. Which of the following instructions is the most efficient way to ensure the NVIDIA drivers are available within the container, assuming you are using the nvidia/cuda/' base image and want to minimize the image size?
A) FROM nvidia/cuda:ll .4.2-base-ubuntu20.04 AS builder RUN apt-get update && apt-get install -y -no-install-recommends software-properties-common RUN add-apt-repository ppa:graphics-drivers/ppa RUN apt-get update && apt-get install -y -no-install-recommends nvidia-driver-470 FROM ubuntu:20.04 COPY -from=builder /usr/lib/nvidia /usr/lib/ COPY -from=builder /usr/local/nvidia /usr/local/
B) FROM nvidia/cuda:ll .4.2-base-ubuntu20.04 RUN apt-get update && apt-get install -y -no-install-recommends nvidia-driver-470
C) RUN apt-get update && apt-get install -y nvidia-driver-470
D) COPY /usr/lib/nvidia /usr/local/nvidia/
E) Using 'nvidia/cuda' base image, the drivers are already included, so no further action is needed.
3. A security policy requires you to log all NGC CLI commands executed on a specific host. How can you achieve this without modifying the NGC CLI source code?
A) NGC CLI automatically logs all commands to a file in the '/var/log/ngc' directory.
B) Use the 'history' command in Linux to view the command history for the user account used to execute the NGC CLI commands.
C) Implement system-level auditing using tools like 'auditd' (Linux) or Windows Event Logging to capture all executed commands, including NGC CLI commands.
D) Configure the NGC CLI to send all commands to a remote syslog server.
E) Create a wrapper script around the 'ngc' command that logs the command and its arguments before executing the actual NGC CLI command.
4. You are tasked with installing the latest NVIDIA driver on a server running Ubuntu 22.04 for A1 workloads. You have downloaded the driver package 'NVIDIA-Linux-x86 64-535.104.05.run'. Before installation, what is the most critical step to ensure a smooth process, assuming secure boot is enabled?
A) Create a DKMS module and sign the driver with a machine owner key (MOK) for Secure Boot compatibility.
B) Ensure the 'nouveau- driver is blacklisted by adding 'blacklist nouveau- to 'letc/modprobe.d/blacklist-nouveau.conf.
C) Simply run the ' .run' file using 'sudo ./NVlDlA-Linux-x86_64-535.104.05.run' .
D) Install the driver using 'apt install nvidia-driver-535' and let the system handle Secure Boot automatically.
E) Disable Secure Boot in the BIOS before installing the driver.
5. You are tasked with installing NVIDIA GPUs into a server that supports both single and double-width cards. You want to maximize GPU density. What is the MOST important factor to consider when choosing between single and double-width cards?
A) The amount of VRAM on the GPUs.
B) The price of the GPUs.
C) The clock speed of the GPUs.
D) The available PCIe slots and their spacing within the server chassis, and the server's cooling capacity.
E) The brand of the GPUs.
Solutions:
Question # 1 Answer: B | Question # 2 Answer: E | Question # 3 Answer: C,E | Question # 4 Answer: A,B | Question # 5 Answer: D |