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The layers are combined to create the container. DGX™ systems uses Docker containers as the mechanism for deploying deep learning frameworks.Ī Docker container is composed of layers. Therefore, all kernel calls from the container are handled by the host system kernel. Unlike a VM which has its own isolated kernel, containers use the host system kernel. A Docker container deploys a single application or service per container.Ī Docker container is a mechanism for bundling a Linux application with all of its libraries, data files, and environment variables so that the execution environment is always the same, on whatever Linux system it runs and between instances on the same host. It accomplishes this through the use of Docker containers.Ī Docker image is simply the software (including the filesystem and parameters) that you run within a Docker container.Ī Docker container is an instance of a Docker image. The NVIDIA Container Runtime for Docker, also known as nvidia-docker2 enables GPU-based applications that are portable across multiple machines, in a similar way to how Docker ® enables CPU-based applications to be deployed across multiple machines. Containers encapsulate an application along with its libraries and other dependencies to provide reproducible and reliable execution of applications and services without the overhead of a full virtual machine.

Over the last few years there has been a dramatic rise in the use of software containers for simplifying deployment of data center applications at scale.

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