GPU passthrough gives GPU direct access to the virtual machine so that you get almost full performance within the VM.
See also pci-passthrough.
GPU passthrough allows GPUs to appear and behave as if they were physically attached to the guest operating system (virtual machine) when using hypervisors like KVM and Xen.