Caching the docker image used in an action step?

We have a build step within a job that uses a fairly large docker image (about 2 gigs) - currently each time the action runs it downloads the image, which takes about 2 minutes. Is there any way to cache this? I’ve tried using and dockerhub but in both cases it freshly downloads the image each time.

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