Computing systems with conventional CPUs coupled to co-processors or accelerators implemented in FPGAs (Field Programmable Gate Arrays). One embodiment of the systems and methods according to the invention includes a FPGA accelerator implemented in a computer system by providing an adapter board configured to be used in a standard CPU socket.