Example implementations relate to domain specific programming language (DSL) compiler for large scale sparse matrices. A method can comprise partitioning a sparse matrix into a plurality of submatrices based on a sparse matrix representation and inputting each one of the submatrices into a respective one of a plurality of matrix-vector multiplication units (MVMUs) of a crossbar-based architecture.