Ensure you have docker installed.
# yum install -y docker
Set the docker storage driver to overlay by editing /etc/sysconfig/docker-storage and setting the DOCKER_STORAGE_OPTIONS variable.
# systemctl restart docker
Confirm that the storage driver is set to overlay and the backing filesystem is extfs.
# docker info ... Storage Driver: overlay Backing Filesystem: extfs