According to one embodiment of the present invention, a computer system is provided where the computer system includes a main processor, first and second active memory device. The computer system is configured to perform a method including receiving an executable module generated by a compiler, wherein the executable module includes a code section identified as executable by a first processing element in the first active memory device and a second processing element in the second active memory device. The method includes copying the code section to memory in the first device based on the code section being executable on the first device, copying the code section from the first active memory device to an instruction buffer of the first processing element and copying the code section from the first device to the second device based on the code section being executable on the second device.