Finite Element Method (FEM) is a common simulation method in Computer Aided Engineering (CAE) or studying natural phenomenon by numerically solving Partial Differential Equations (PDEs). Programmable solvers for generic physics and geometry are thus highly desirable. However, the classical solvers are mostly complex systems in terms of both their mathematical...