You are tasked with deploying a deep learning framework container from NVIDIA NGC on a stand- alone GPU-enabled server. What must you complete before pulling the container? (Choose two.)

To deploy a GPU-accelerated container from the NVIDIA NGC registry on a standalone server, two primary prerequisites must be met. First, the server requires a container runtime (Docker) and the NVIDIA Container Toolkit. The toolkit enables the Docker runtime to expose the host's NVIDIA GPUs to the container. Second, the NGC registry (nvcr.io) requires authentication. This is accomplished by generating a personal API key from the NGC website and using it with the docker login command to authenticate the session before attempting to pull a container image.

B. Setting up a Kubernetes cluster is for container orchestration across multiple nodes and is not a requirement for running a container on a single, standalone server.

C. The primary benefit of using NGC containers is that they come pre-packaged with frameworks like TensorFlow or PyTorch, eliminating the need for manual installation on the host system.

1. NVIDIA NGC Documentation, "Getting Started with NGC Containers": This guide outlines the prerequisites for running NGC containers. It explicitly lists installing the NVIDIA Driver, Docker, and the NVIDIA Container Toolkit as necessary setup steps. This directly supports option A. The guide also details the procedure for logging into the NGC container registry using an API key, which supports option D.

Reference: See the "Setting Up Your System" and "Log in to the NGC Container Registry" sections in the official NGC Getting Started guide.

2. NVIDIA Cloud-Native Documentation, "NVIDIA Container Toolkit Installation Guide": This document explains the purpose of the toolkit: "The NVIDIA Container Toolkit allows users to build and run GPU accelerated containers." It is a mandatory component for enabling GPU access from within a Docker container.

Reference: See the "Introduction" section of the NVIDIA Container Toolkit documentation.

3. NVIDIA NGC Documentation, "NGC Registry User Guide": This document details the authentication process. It states, "To download containers from the NGC registry, you must have Docker installed and you must log in to the NGC registry." It then provides the exact docker login nvcr.io command and explains the use of the NGC API Key for authentication.

Reference: See the "Logging In to the NGC Registry" section.