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Fedora Atomic is a supported OS. For kubernetes, Magnum supports an additional OS, which is CoreOS, but Ubuntu is not support. You could download the images here:

Atomic: https://fedorapeople.org/groups/magnum/fedora-atomic-latest.qcow2

CoreOS: http://beta.release.core-os.net/amd64-usr/current/coreos_production_openstack_image.img.bz2