Using dynamic remote component

A remote dynamic instance is an on-demand GPU instance that is obtained from a cloud service provider.

During configuration and launch of Aizen model training job, an instance is launched with a lightweight Aizen docker image, which is run on the instance providing all the functionality required for the model training.

Upon completion of model training, the instance is terminated and released back to the service provider.

Prerequisites

• PEM (Privacy Enahanced Mail) an ssh key file with .pem extension

• Cloud credentials of the supported cloud providers like, lamdalabs and sifycloud

• Dockerhub credentials to access microservice images

Note

The prerequistes are configured when setting up the resource for training job in ML pipeline