Multiple VMs 1 GPU
This question comes up a lot and it is incredibly unlikely to hit consumer based graphics chips and driver sets. It is currently only available within the enterprise product sphere and is expensive, you may be able to get a GPU second hand off eBay for the job, some Nvidia K series cards to come up from time to time but still aren't cheap.
This won't work without specific hardware and drivers for the job. What you need is an Nvidia K or M series card or AMD FirePro S equivalent
http://www.nvidia.com/object/grid-technology.html
http://www.amd.com/en-us/products/graphics/server#
With the right Virtualisation platform such as Citrix Xen Server or VMWare ESXi/Horizon you can do this but you have to pay extortionate licensing for the VMWare side of it luckily Citrix Xen is open source.
TLDR, needs specific hardware, drivers and virtual stack to work.
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