Development of next-generation electronic devices calls for the discovery quantum materials hosting novel electronic, magnetic, and topological properties. Traditional structure methods require expensive computation time memory consumption, thus a fast accurate prediction model is desired with increasing importance. Representing interactions among atomic orbitals in material, Hamiltonian matrix...