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How to Use Container Images for Paperspace Deployments

Paperspace Deployments are containers-as-a-service that allow you to run container images and serve machine learning models using a high-performance, low-latency service with a RESTful API.


Container images are required to run a Paperspace App. Gradient deployments support images from both public and private container registries. Private registry connections must be established before the deployment is started and can be created in the Paperspace web console.

When a replica is spinning up, the image is pulled from the specified container registry and started on the machine type specified in the deployment spec.

  image: paperspace/app-fixture:0.1.3
  containerRegistry: my-registry # (optional) name of the container registry to use for the app.