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A weak Galerkin finite element is designed so that the computed velocity is divergence-free.The significance of such a method is shown by solving a low-viscosity Stokes problem.The traditional finite elements,weak Galerkin finite elements and discontinous Galerkin finite flements fail to produce a meaningful solution in solving such a test problem.