Systems and methods for automatic generation of task-splitting code

Various systems and methods to generate automatically a procedure operative to divide a processing task between two or more compute elements. A first compute element converts a code sequence into a sequence of executable instructions, which direct a second compute element to perform a first processing sub-task on a data set, and which also direct a third compute element to perform a second processing sub-task on the data set modified by the first processing sub-task. A memory module storing the data set may be embedded in a server with at least one of the compute elements. In some of the embodiments, all of the compute elements are part of a single system, whereas in alternative embodiments, at least some of the compute elements are part of two or more sub-systems.