I wasn't able to get this working, but I was able to use Google's mirror[0] just fine.
Just had to change
FROM {image_name}
to FROM mirror.gcr.io/{image_name}
Hope this helps![0]: https://cloud.google.com/artifact-registry/docs/pull-cached-...