Path-based function embeddings

Abstract

Identifying relationships among program elements, such as functions, is useful for program understanding, debugging, and analysis. We present func2vec, an algorithm that uses static traces to embed functions in a vector space such that related functions are close together, even if they are semantically and syntactically dissimilar. We present applications of func2vec that aid program comprehension.