Yes, upgrade to a supported version of Docker: either upgrade to CentOS 7, or run an Ubuntu 14.04 VM, inside which Docker 1.11 will run Just Fine.
Yes, upgrade to a supported version of Docker: either upgrade to CentOS 7, or run an Ubuntu 14.04 VM, inside which Docker 1.11 will run Just Fine.