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Ubuntu-Server and Ubuntu-Desktop actually have the same kernel since the release of 12.04 but with different packages installed. You could as well install Ubuntu-Server and run sudo apt-get install ubuntu-desktop to get a functional equivalent of Ubuntu-Desktop and vice-versa. They are essentially the same distro.

That said, you can now try installing OpenStack using whichever method suits you either on your base operating system or you could install it inside a separate Virtual Machine. It's your call.