Michael F P O’Boyle

ProGraML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations

Machine learning (ML) is increasingly seen as a viable approach for building compiler optimization heuristics, but many ML methods cannot replicate even the simplest of the data flow analyses that are critical to making good optimization decisions. We posit that if ML cannot do that, then it is insu…