Framework for development and deployment of portable software over heterogenous compute systems

A system, comprising:

• a processor;
• a memory storing instructions which when executed by the processor, perform operations to:
• upon parsing an annotated code associated with an algorithmic routine, identify a first representation of the annotated code, wherein the first representation of the annotated code includes a plurality of tasks corresponding to the algorithmic routine;
• transform the first representation of the annotated code associated with the software algorithmic routine into an intermediate form, wherein the intermediate form includes the plurality of tasks associated with the algorithmic routine;
• based on a plurality of constraint definitions, a hardware architecture description and a plurality of optimization metrics associated with the algorithmic routine, analyse the intermediate form of the algorithmic routine;
• based on the analysis:
• determine one or more computing resources from a plurality of computing resources;
• and
• execute one or more tasks from the plurality of tasks on the determined one or more computing resources, wherein the plurality of tasks are associated with the algorithmic routine.