Beispiel #1
0
    def cell_to_node(self):
        node = np.array([(0.0, 0.0), (0.0, 1.0), (0.0, 2.0), (1.0, 0.0),
                         (1.0, 1.0), (1.0, 2.0), (2.0, 0.0), (2.0, 1.0),
                         (2.0, 2.0)],
                        dtype=np.float)
        cell = np.array([0, 3, 4, 4, 1, 0, 1, 4, 5, 2, 3, 6, 7, 4, 4, 7, 8, 5],
                        dtype=np.int)
        cellLocation = np.array([0, 3, 6, 10, 14, 18], dtype=np.int)

        print('node:', node)
        print('cell:', cell)
        print('cellLocation:', cellLocation)
        mesh = PolygonMesh(node, cell, cellLocation)

        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)

        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.print()
        cell, cellLocation = mesh.entity('cell')
        print('cell:', cell)
        print('cellLocation:', cellLocation)
        plt.show()
Beispiel #2
0
    def interpolation(self, n=2, plot=True):
        from fealpy.pde.poisson_2d import CosCosData
        from fealpy.functionspace import ConformingVirtualElementSpace2d

        pde = CosCosData()
        node = np.array([(0, 0), (1, 0), (1, 1), (0, 1)], dtype=np.float64)
        cell = np.array([(0, 1, 2, 3)], dtype=np.int_)
        mesh = QuadrangleMesh(node, cell)
        #mesh = PolygonMesh.from_mesh(mesh)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.uniform_refine(n=n)

        #mesh.print()

        space = ConformingVirtualElementSpace2d(mesh, p=1)
        uI = space.interpolation(pde.solution)
        up = space.project_to_smspace(uI)
        error = space.integralalg.L2_error(pde.solution, up)
        print(error)

        if plot:
            fig = plt.figure()
            axes = fig.gca()
            #mesh.add_halfedge_plot(axes, showindex=True)
            mesh.add_plot(axes)
            mesh.find_node(axes, showindex=True)
            mesh.find_edge(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()
Beispiel #3
0
    def coarsen_tri(self, maxit=2, method='rg', plot=True, rb=True):
        cell = np.array([[0, 1, 2], [0, 2, 3], [1, 4, 5], [2, 1, 5]],
                        dtype=np.int)
        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)

        if True:
            mesh = TriangleMesh(node, cell)
            mesh = HalfEdgeMesh2d.from_mesh(mesh)
            mesh.init_level_info()
            isMarkedCell = np.array([0, 1, 0, 0, 1], dtype=np.bool_)
            NE = mesh.ds.NE
            color = np.zeros(NE * 2, dtype=np.int_)
            mesh.hedgecolor = color
            mesh.refine_triangle_rg(isMarkedCell)
            NE = mesh.ds.NE
            color = np.zeros(NE * 2, dtype=np.int_)
            if 0:
                fig = plt.figure()
                axes = fig.gca()
                mesh.add_plot(axes)
                mesh.add_halfedge_plot(axes, showindex=True)
                mesh.find_node(axes, showindex=True)
                mesh.find_cell(axes, showindex=True)
                plt.show()
            if method == 'rg':
                if 1:
                    NC = mesh.number_of_all_cells()
                    isMarkedCell = np.zeros(NC, dtype=np.bool_)
                    isMarkedCell[[1, 2, 5, 6, 7, 9]] = True
                    print('*************lll*********')
                    mesh.coarsen_triangle_rg(isMarkedCell)
                if 1:
                    NC = mesh.number_of_all_cells()
                    isMarkedCell = np.zeros(NC, dtype=np.bool_)
                    isMarkedCell[[0, 1, 2, 3, 4, 5, 6, 7]] = True
                    print('*************lll*********')
                    mesh.coarsen_triangle_rg(isMarkedCell)
                    NC = mesh.number_of_all_cells()
                    isMarkedCell = np.ones(NC, dtype=np.bool_)
                    print('*************lll*********')
                    mesh.refine_triangle_rg(isMarkedCell)

            else:
                color[[2, 3, 10, 11]] = 1
                mesh.hedgecolor = color
                isMarkedCell = np.array([0, 1, 1, 0, 0], dtype=np.bool_)
                #isMarkedCell = np.array([0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ,0],
                #       dtype=np.bool_)
                mesh.refine_triangle_nvb(isMarkedCell)
                mesh.print()
            if plot:
                fig = plt.figure()
                axes = fig.gca()
                mesh.add_plot(axes)
                mesh.add_halfedge_plot(axes, showindex=True)
                mesh.find_node(axes, showindex=True)
                mesh.find_cell(axes, showindex=True)
                plt.show()
Beispiel #4
0
    def coarsen_quad(self, plot=True):
        cell = np.array([[0, 1, 2, 3], [1, 4, 5, 2]], dtype=np.int)
        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)
        mesh = QuadrangleMesh(node, cell)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.init_level_info()
        halfedge = mesh.ds.halfedge
        NE = mesh.ds.NE
        color = 3 * np.ones(NE * 2, dtype=np.int_)
        color[1] = 1
        while (color == 3).any():
            red = color == 1
            gre = color == 0
            color[halfedge[red][:, [2, 3, 4]]] = 0
            color[halfedge[gre][:, [2, 3, 4]]] = 1
        colorlevel = ((color == 1) | (color == 2)).astype(np.int_)
        mesh.hedgecolor = {'color': color, 'level': colorlevel}

        for i in range(2):
            NC = mesh.number_of_all_cells()
            isMarkedCell = np.ones(NC, dtype=np.bool_)
            mesh.refine_quad(isMarkedCell)
        NC = mesh.number_of_all_cells()
        isMarkedCell = np.zeros(NC, dtype=np.bool_)
        isMarkedCell[[
            1, 3, 12, 18, 20, 17, 16, 9, 7, 2, 4, 6, 7, 8, 9, 27, 15, 8, 23,
            32, 5, 24, 16, 29, 4, 7, 28, 11, 14, 22, 31, 19
        ]] = True
        mesh.coarsen_quad(isMarkedCell)
        if 1:
            NC = mesh.number_of_all_cells()
            isMarkedCell = np.zeros(NC, dtype=np.bool_)
            isMarkedCell[[
                20, 21, 23, 22, 18, 24, 26, 11, 1, 7, 13, 3, 8, 15, 12, 17
            ]] = True
            mesh.coarsen_quad(isMarkedCell)

        for i in range(2):
            print(i, '*************************************************')
            NC = mesh.number_of_all_cells()
            isMarkedCell = np.ones(NC, dtype=np.bool_)
            mesh.refine_quad(isMarkedCell)
        print(np.where(mesh.hedgecolor['color'] == 2))
        print(np.c_[np.arange(mesh.ds.NE * 2), mesh.hedgecolor['color'],
                    mesh.hedgecolor['level']])
        print(np.c_[np.arange(mesh.ds.NE * 2), mesh.halfedgedata['level']])
        if plot:
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_plot(axes)
            mesh.add_halfedge_plot(axes, showindex=True)
            mesh.find_node(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()
Beispiel #5
0
 def refine_quad(self, l, plot=True):
     cell = np.array([[0, 1, 2, 3], [1, 4, 5, 2]], dtype=np.int)
     node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                     dtype=np.float)
     mesh = QuadrangleMesh(node, cell)
     mesh = HalfEdgeMesh2d.from_mesh(mesh)
     mesh.init_level_info()
     halfedge = mesh.ds.halfedge
     NE = mesh.ds.NE
     color = 3 * np.ones(NE * 2, dtype=np.int_)
     color[1] = 1
     while (color == 3).any():
         red = color == 1
         gre = color == 0
         color[halfedge[red][:, [2, 3, 4]]] = 0
         color[halfedge[gre][:, [2, 3, 4]]] = 1
     colorlevel = ((color == 1) | (color == 2)).astype(np.int_)
     mesh.hedgecolor = {'color': color, 'level': colorlevel}
     c = np.array([1, 10000.5])
     r = 10000
     h = 1e-2
     k = 0
     NB = 0
     while k < l:
         halfedge = mesh.ds.halfedge
         halfedge1 = halfedge[:, 3]
         node = mesh.node
         flag = node - c
         flag = flag[:, 0]**2 + flag[:, 1]**2
         flag = flag <= r**2
         flag1 = flag[halfedge[:, 0]].astype(int)
         flag2 = flag[halfedge[halfedge1, 0]].astype(int)
         markedge = flag1 + flag2 == 1
         markedcell = halfedge[markedge, 1]
         markedcell = np.unique(markedcell)
         cell = np.unique(halfedge[:, 1])
         nc = cell.shape[0]
         markedcell1 = np.zeros(nc)
         markedcell1[markedcell] = 1
         print('makee', markedcell)
         mesh.refine_quad(markedcell1.astype(np.bool_))
         k += 1
         print('循环', k, '次***************************')
         print(np.c_[np.arange(mesh.ds.NE * 2), mesh.hedgecolor['color'],
                     mesh.hedgecolor['level']])
         if plot:
             plt.close()
             fig = plt.figure()
             axes = fig.gca()
             nindex = mesh.nodedata['level']
             mesh.add_plot(axes)
             #mesh.add_halfedge_plot(axes, showindex=True)
             #mesh.find_node(axes, showindex=True, multiindex=nindex)
             plt.show()
Beispiel #6
0
    def from_edges(self, plot=True):

        node = np.array([(-1, -1), (1, -1), (1, 1), (-1, 1)], dtype=np.float)
        edge = np.array([(0, 1), (1, 2), (2, 3), (3, 0)], dtype=np.int)
        edge2subdomain = np.array([(1, 0), (1, 0), (1, 0), (1, 0)],
                                  dtype=np.int)

        mesh = HalfEdgeMesh2d.from_edges(node, edge, edge2subdomain)
        mesh.print()
        if plot:
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_halfedge_plot(axes, showindex=True)
            mesh.find_node(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()
Beispiel #7
0
    def data_structure(self, plot=True):
        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)
        cell = np.array([[0, 1, 2], [0, 2, 3], [1, 4, 5], [2, 1, 5]],
                        dtype=np.int)
        mesh = TriangleMesh(node, cell)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.print()

        if plot:
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_halfedge_plot(axes, showindex=True)
            mesh.find_node(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()
Beispiel #8
0
    def tri_cut_graph(self, fname, weight=None):
        data = sio.loadmat(fname)
        node = np.array(data['node'], dtype=np.float64)
        cell = np.array(data['elem'] - 1, dtype=np.int_)

        mesh = TriangleMesh(node, cell)
        mesh = HalfEdgeMesh2d.from_mesh(mesh, closed=True)
        mesh.ds.NV = 3

        gamma = mesh.tri_cut_graph(weight=weight)

        writer = MeshWriter(mesh)
        writer.write(fname='test.vtu')
        for i, index in enumerate(gamma):
            writer = MeshWriter(mesh, etype='edge', index=index)
            writer.write(fname='test' + str(i) + '.vtu')
Beispiel #9
0
    def refine_halfedge(self, plot=True):
        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)
        cell = np.array([[0, 1, 2], [0, 2, 3], [1, 4, 5], [2, 1, 5]],
                        dtype=np.int)
        mesh = TriangleMesh(node, cell)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)

        isMarkedCell = np.array([0, 1, 0, 0, 0], dtype=np.bool_)
        isMarkedHEdge = mesh.mark_halfedge(isMarkedCell)
        mesh.refine_halfedge(isMarkedHEdge)
        mesh.print()
        if plot:
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_halfedge_plot(axes, showindex=True)
            mesh.find_node(axes, showindex=True)
            #mesh.find_cell(axes, showindex=True)
            plt.show()
Beispiel #10
0
    def coarsen_poly(self, plot=True):

        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)
        cell = np.array([[0, 1, 2], [0, 2, 3], [1, 4, 5], [2, 1, 5]],
                        dtype=np.int)
        mesh = TriangleMesh(node, cell)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)

        isMarkedCell = np.array([0, 0, 0, 1, 0], dtype=np.bool_)
        mesh.refine_poly(isMarkedCell)

        isMarkedCell = np.array([0, 0, 0, 0, 1, 1, 1], dtype=np.bool_)
        mesh.coarsen_poly(isMarkedCell)
        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)
        plt.show()
Beispiel #11
0
    def convexity(self):
        node = np.array([[0, 0], [2, 0], [2, 1], [1, 1], [1, 2], [1, 3],
                         [1, 4], [2, 4], [2, 5], [0, 5], [0, 2]],
                        dtype=np.float)
        cell = np.array([0, 1, 2, 3, 4, 10, 5, 6, 7, 8, 9, 10, 4],
                        dtype=np.int_)
        cellLocation = np.array([0, 6, 13], dtype=np.int)

        mesh = PolygonMesh(node, cell, cellLocation)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.init_level_info()
        mesh.convexity()

        mesh.print()
        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)
        mesh.add_halfedge_plot(axes, showindex=True)
        plt.show()
Beispiel #12
0
    def refine_tri(self, maxit=2, method='rg', plot=True, rb=True):
        cell = np.array([[0, 1, 2], [0, 2, 3], [1, 4, 5], [2, 1, 5]],
                        dtype=np.int)
        node = np.array([[0, 0], [1, 0], [1, 1], [0, 1], [2, 0], [2, 1]],
                        dtype=np.float)

        if False:
            mesh = TriangleMesh(node, cell)
            mesh = HalfEdgeMesh.from_mesh(mesh)
            mesh.ds.cell2hedge = np.array([0, 3, 2, 11, 10])
            isMarkedCell = np.array([0, 1, 0, 0, 1], dtype=np.bool_)
            #mesh.refine_triangle_rbg(isMarkedCell)

            mesh.ds.NV = 3
            cell = mesh.ds.cell_to_node()
            node = mesh.entity('node')

            mesh = TriangleMesh(node, cell)
            mesh = HalfEdgeMesh2d.from_mesh(mesh)
            mesh.init_level_info()
            if False:
                fig = plt.figure()
                axes = fig.gca()
                mesh.add_plot(axes)
                mesh.add_halfedge_plot(axes, showindex=True)
                mesh.find_node(axes, showindex=True)
                mesh.find_cell(axes, showindex=True)
                plt.show()

            NE = mesh.ds.NE
            color = np.zeros(NE * 2, dtype=np.int_)
            if method == 'rg':
                color[[4, 13, 17, 28]] = 1
                color[[23, 27]] = 2
                color[[22, 26]] = 3
                mesh.hedgecolor = color
                isMarkedCell = np.array(
                    [0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0], dtype=np.bool_)
                mesh.refine_triangle_rg(isMarkedCell)
            else:
                color[[2, 3, 10, 11]] = 1
                mesh.hedgecolor = color
                isMarkedCell = np.array([0, 1, 1, 0, 0], dtype=np.bool_)
                #isMarkedCell = np.array([0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0 ,0],
                #       dtype=np.bool_)
                mesh.refine_triangle_nvb(isMarkedCell)
                mesh.print()
            if plot:
                fig = plt.figure()
                axes = fig.gca()
                mesh.add_plot(axes)
                mesh.add_halfedge_plot(axes, showindex=True)
                mesh.find_node(axes, showindex=True)
                mesh.find_cell(axes, showindex=True)
                plt.show()
        if True:
            mesh = TriangleMesh(node, cell)
            mesh = HalfEdgeMesh2d.from_mesh(mesh)
            mesh.init_level_info()
            NE = mesh.ds.NE
            color = np.zeros(NE * 2, dtype=np.int_)
            if method == 'nvb':
                color[[2, 3, 10, 11]] = 1
            mesh.hedgecolor = color
            c = np.array([0.8, 0.8])
            r = 0.9
            h = 1e-2
            k = 0
            NB = 0
            start = time.time()
            while k < maxit:
                halfedge = mesh.ds.halfedge
                halfedge1 = halfedge[:, 3]
                node = mesh.node
                flag = node - c
                flag = flag[:, 0]**2 + flag[:, 1]**2
                flag = flag <= r**2
                flag1 = flag[halfedge[:, 0]].astype(int)
                flag2 = flag[halfedge[halfedge1, 0]].astype(int)
                markedge = flag1 + flag2 == 1
                markedcell = halfedge[markedge, 1]
                markedcell = np.unique(markedcell)
                cell = np.unique(halfedge[:, 1])
                nc = cell.shape[0]
                markedcell1 = np.zeros(nc)
                markedcell1[markedcell] = 1
                if method == 'rg':
                    mesh.refine_triangle_rg(markedcell1.astype(np.bool_))
                else:
                    mesh.refine_triangle_nvb(markedcell1.astype(np.bool_))
                k += 1
                print('循环', k, '次***************************')
            end = time.time()
            print('用时', end - start)
            if plot:
                fig = plt.figure()
                axes = fig.gca()
                nindex = mesh.nodedata['level']
                mesh.add_plot(axes)
                #mesh.add_halfedge_plot(axes, showindex=True)
                #mesh.find_node(axes, showindex=True, multiindex=nindex)
                #mesh.find_cell(axes, showindex=True)
                #print(np.c_[np.arange(len(mesh.hedgecolor)), mesh.hedgecolor])
                plt.show()
Beispiel #13
0
    def adaptive_poly(self, plot=True):
        """"
        initial mesh
        """
        node = np.array([(0.0, 0.0), (0.0, 1.0), (0.0, 2.0), (1.0, 0.0),
                         (1.0, 1.0), (1.0, 2.0), (2.0, 0.0), (2.0, 1.0),
                         (2.0, 2.0)],
                        dtype=np.float)
        cell = np.array([0, 3, 4, 4, 1, 0, 1, 4, 5, 2, 3, 6, 7, 4, 4, 7, 8, 5],
                        dtype=np.int)
        cellLocation = np.array([0, 3, 6, 10, 14, 18], dtype=np.int)

        mesh = PolygonMesh(node, cell, cellLocation)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)

        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)

        NE = mesh.number_of_edges()
        nC = mesh.number_of_cells()
        """
        refined mesh
        """
        aopts = mesh.adaptive_options(method='numrefine',
                                      maxcoarsen=3,
                                      HB=True)

        eta = [1, 0, 0, 0, 2]
        mesh.adaptive(eta, aopts)
        print('r', aopts['HB'])
        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)
        plt.show()
        """
        coarsened mesh
        """
        #eta = [0,0,0,0,0,0,0,-1,0,-1,0,-1,0,-1]

        fig = plt.figure()
        axes = fig.gca()
        mesh.add_plot(axes)
        mesh.find_node(axes, showindex=True)
        mesh.find_cell(axes, showindex=True)
        plt.show()

        if plot:

            fig = plt.figure()
            axes = fig.gca()
            mesh.add_plot(axes)
            #mesh.add_halfedge_plot(axes, showindex=True)
            #mesh.find_node(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()
        if 0:
            NAC = mesh.number_of_all_cells()  # 包括外部区域和洞
            cindex = range(mesh.ds.cellstart, NAC)
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_plot(axes)
            mesh.find_node(axes, showindex=True)
            mesh.find_cell(axes, showindex=True, multiindex=cindex)

            NN = mesh.number_of_nodes()
            nindex = np.zeros(NN, dtype=np.int)
            halfedge = mesh.ds.halfedge
            nindex[halfedge[:, 0]] = mesh.get_data('halfedge', 'level')
            cindex = mesh.get_data('cell', 'level')
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_plot(axes)
            mesh.find_node(axes, showindex=True, multiindex=nindex)
            mesh.find_cell(axes, showindex=True, multiindex=cindex)
            plt.show()
        else:
            return mesh
Beispiel #14
0
    def refine_poly(self, plot=True):
        node = np.array([(0.0, 0.0), (0.0, 1.0), (0.0, 2.0), (1.0, 0.0),
                         (1.0, 1.0), (1.0, 2.0), (2.0, 0.0), (2.0, 1.0),
                         (2.0, 2.0)],
                        dtype=np.float)
        cell = np.array([0, 3, 4, 4, 1, 0, 1, 4, 5, 2, 3, 6, 7, 4, 4, 7, 8, 5],
                        dtype=np.int)
        cellLocation = np.array([0, 3, 6, 10, 14, 18], dtype=np.int)

        mesh = PolygonMesh(node, cell, cellLocation)
        mesh = HalfEdgeMesh2d.from_mesh(mesh)
        mesh.uniform_refine(n=2)
        print(mesh.number_of_nodes())

        #fig = plt.figure()
        #axes = fig.gca()
        #mesh.add_plot(axes)
        #mesh.find_node(axes, showindex=True)
        #mesh.find_cell(axes, showindex=True)

        NE = mesh.number_of_edges()
        NC = mesh.number_of_cells()

        if True:
            isMarkedCell = mesh.mark_helper([2])
            mesh.refine_poly(isMarkedCell)

        if False:
            isMarkedCell = mesh.mark_helper([6])
            mesh.refine_poly(isMarkedCell, dflag=False)

        if False:
            isMarkedCell = mesh.mark_helper([3])
            mesh.refine_poly(isMarkedCell, dflag=False)

        if False:
            isMarkedCell = mesh.mark_helper([1, 5])
            mesh.refine_poly(isMarkedCell)

        if False:
            isMarkedCell = mesh.mark_helper([1, 12])
            mesh.refine_poly(isMarkedCell, dflag=False)

        if False:
            isMarkedCell = mesh.mark_helper([0, 21])
            mesh.refine_poly(isMarkedCell, dflag=False)

        if plot:
            fig = plt.figure()
            axes = fig.gca()
            mesh.add_plot(axes)
            mesh.find_node(axes, showindex=True)
            mesh.add_halfedge_plot(axes, showindex=True)
            mesh.find_cell(axes, showindex=True)
            plt.show()

            if 0:
                NAC = mesh.number_of_all_cells()  # 包括外部区域和洞
                cindex = range(mesh.ds.cellstart, NAC)
                fig = plt.figure()
                axes = fig.gca()
                #mesh.add_plot(axes)
                mesh.add_halfedge_plot(axes, showindex=True)
                mesh.find_node(axes, showindex=True)
                mesh.find_cell(axes, showindex=True, multiindex=cindex)

                NN = mesh.number_of_nodes()
                nindex = np.zeros(NN, dtype=np.int)
                halfedge = mesh.ds.halfedge
                nindex[halfedge[:, 0]] = mesh.get_data('halfedge', 'level')
                cindex = mesh.get_data('cell', 'level')

                fig = plt.figure()
                axes = fig.gca()
                #mesh.add_plot(axes)
                mesh.find_node(axes, showindex=True, multiindex=nindex)
                #mesh.find_cell(axes, showindex=True, multiindex=cindex)
                plt.show()
        else:
            return mesh