1 // libCEED + MFEM Example: BP3 2 // 3 // This example illustrates a simple usage of libCEED with the MFEM (mfem.org) 4 // finite element library. 5 // 6 // The example reads a mesh from a file and solves a linear system with a 7 // diffusion stiffness matrix (with a prescribed analytic solution, provided by 8 // the function 'solution'). The diffusion matrix is expressed as a new class, 9 // CeedDiffusionOperator, derived from mfem::Operator. Internally, 10 // CeedDiffusionOperator uses a CeedOperator object constructed based on an 11 // mfem::FiniteElementSpace. All libCEED objects use a Ceed logical device 12 // object constructed based on a command line argument. (-ceed). 13 // 14 // The linear system is inverted using the conjugate gradients algorithm 15 // corresponding to CEED BP3, see http://ceed.exascaleproject.org/bps. Arbitrary 16 // mesh and solution orders in 1D, 2D and 3D are supported from the same code. 17 // 18 // Build with: 19 // 20 // make bp3 [MFEM_DIR=</path/to/mfem>] [CEED_DIR=</path/to/libceed>] 21 // 22 // Sample runs: 23 // 24 // ./bp3 25 // ./bp3 -ceed /cpu/self 26 // ./bp3 -ceed /gpu/cuda 27 // ./bp3 -m ../../../mfem/data/fichera.mesh -o 4 28 // ./bp3 -m ../../../mfem/data/square-disc-nurbs.mesh -o 6 29 // ./bp3 -m ../../../mfem/data/inline-segment.mesh -o 8 30 31 /// @file 32 /// MFEM diffusion operator based on libCEED 33 34 #include <ceed.h> 35 #include <mfem.hpp> 36 #include "bp3.hpp" 37 38 /// Exact solution 39 double solution(const mfem::Vector &pt) { 40 static const double x[3] = { -0.32, 0.15, 0.24 }; 41 static const double k[3] = { 1.21, 1.45, 1.37 }; 42 double val = sin(M_PI*(x[0]+k[0]*pt(0))); 43 for (int d = 1; d < pt.Size(); d++) 44 val *= sin(M_PI*(x[d]+k[d]*pt(d))); 45 return val; 46 } 47 48 /// Right-hand side 49 double rhs(const mfem::Vector &pt) { 50 static const double x[3] = { -0.32, 0.15, 0.24 }; 51 static const double k[3] = { 1.21, 1.45, 1.37 }; 52 double f[3], l[3], val, lap; 53 f[0] = sin(M_PI*(x[0]+k[0]*pt(0))); 54 l[0] = M_PI*M_PI*k[0]*k[0]*f[0]; 55 val = f[0]; 56 lap = l[0]; 57 for (int d = 1; d < pt.Size(); d++) { 58 f[d] = sin(M_PI*(x[d]+k[d]*pt(d))); 59 l[d] = M_PI*M_PI*k[d]*k[d]*f[d]; 60 lap = lap*f[d] + val*l[d]; 61 val = val*f[d]; 62 } 63 return lap; 64 } 65 66 //TESTARGS -ceed {ceed_resource} -t -no-vis --size 2000 67 int main(int argc, char *argv[]) { 68 // 1. Parse command-line options. 69 const char *ceed_spec = "/cpu/self"; 70 #ifndef MFEM_DIR 71 const char *mesh_file = "../../../mfem/data/star.mesh"; 72 #else 73 const char *mesh_file = MFEM_DIR "/data/star.mesh"; 74 #endif 75 int order = 2; 76 bool visualization = true; 77 bool test = false; 78 double max_nnodes = 50000; 79 80 mfem::OptionsParser args(argc, argv); 81 args.AddOption(&ceed_spec, "-c", "-ceed", "Ceed specification."); 82 args.AddOption(&mesh_file, "-m", "--mesh", "Mesh file to use."); 83 args.AddOption(&order, "-o", "--order", 84 "Finite element order (polynomial degree)."); 85 args.AddOption(&max_nnodes, "-s", "--size", "Maximum size (number of DoFs)"); 86 args.AddOption(&visualization, "-vis", "--visualization", "-no-vis", 87 "--no-visualization", 88 "Enable or disable GLVis visualization."); 89 args.AddOption(&test, "-t", "--test", "-no-test", 90 "--no-test", 91 "Enable or disable test mode."); 92 args.Parse(); 93 if (!args.Good()) { 94 args.PrintUsage(std::cout); 95 return 1; 96 } 97 if (!test) { 98 args.PrintOptions(std::cout); 99 } 100 101 // 2. Initialize a Ceed device object using the given Ceed specification. 102 Ceed ceed; 103 CeedInit(ceed_spec, &ceed); 104 105 // 3. Read the mesh from the given mesh file. 106 mfem::Mesh *mesh = new mfem::Mesh(mesh_file, 1, 1); 107 int dim = mesh->Dimension(); 108 109 // 4. Refine the mesh to increase the resolution. In this example we do 110 // 'ref_levels' of uniform refinement. We choose 'ref_levels' to be the 111 // largest number that gives a final system with no more than 50,000 112 // unknowns, approximately. 113 { 114 int ref_levels = 115 (int)floor((log(max_nnodes/mesh->GetNE())-dim*log(order))/log(2.)/dim); 116 for (int l = 0; l < ref_levels; l++) { 117 mesh->UniformRefinement(); 118 } 119 } 120 if (mesh->GetNodalFESpace() == NULL) { 121 mesh->SetCurvature(1, false, -1, mfem::Ordering::byNODES); 122 } 123 if (mesh->NURBSext) { 124 mesh->SetCurvature(order, false, -1, mfem::Ordering::byNODES); 125 } 126 127 // 5. Define a finite element space on the mesh. Here we use continuous 128 // Lagrange finite elements of the specified order. 129 MFEM_VERIFY(order > 0, "invalid order"); 130 mfem::FiniteElementCollection *fec = new mfem::H1_FECollection(order, dim); 131 mfem::FiniteElementSpace *fespace = new mfem::FiniteElementSpace(mesh, fec); 132 if (!test) { 133 std::cout << "Number of finite element unknowns: " 134 << fespace->GetTrueVSize() << std::endl; 135 } 136 137 mfem::FunctionCoefficient sol_coeff(solution); 138 mfem::Array<int> ess_tdof_list; 139 mfem::GridFunction sol(fespace); 140 if (mesh->bdr_attributes.Size()) { 141 mfem::Array<int> ess_bdr(mesh->bdr_attributes.Max()); 142 ess_bdr = 1; 143 fespace->GetEssentialTrueDofs(ess_bdr, ess_tdof_list); 144 sol.ProjectBdrCoefficient(sol_coeff, ess_bdr); 145 } 146 147 // 6. Construct a rhs vector using the linear form f(v) = (rhs, v), where 148 // v is a test function. 149 mfem::LinearForm b(fespace); 150 mfem::FunctionCoefficient rhs_coeff(rhs); 151 b.AddDomainIntegrator(new mfem::DomainLFIntegrator(rhs_coeff)); 152 b.Assemble(); 153 154 // 7. Construct a CeedDiffusionOperator utilizing the 'ceed' device and using 155 // the 'fespace' object to extract data needed by the Ceed objects. 156 CeedDiffusionOperator diff(ceed, fespace); 157 158 mfem::Operator *D; 159 mfem::Vector X, B; 160 diff.FormLinearSystem(ess_tdof_list, sol, b, D, X, B); 161 162 // 8. Solve the discrete system using the conjugate gradients (CG) method. 163 mfem::CGSolver cg; 164 cg.SetRelTol(1e-6); 165 cg.SetMaxIter(1000); 166 if (test) { 167 cg.SetPrintLevel(0); 168 } else { 169 cg.SetPrintLevel(3); 170 } 171 cg.SetOperator(*D); 172 173 cg.Mult(B, X); 174 175 // 9. Compute and print the L2 norm of the error. 176 double err_l2 = sol.ComputeL2Error(sol_coeff); 177 if (!test) { 178 std::cout << "L2 projection error: " << err_l2 179 << std::endl; 180 } else { 181 if (fabs(sol.ComputeL2Error(sol_coeff))>2e-3) { 182 std::cout << "Error too large: " << err_l2 << std::endl; 183 } 184 } 185 186 // 10. Open a socket connection to GLVis and send the mesh and solution for 187 // visualization. 188 if (visualization) { 189 char vishost[] = "localhost"; 190 int visport = 19916; 191 mfem::socketstream sol_sock(vishost, visport); 192 sol_sock.precision(8); 193 sol_sock << "solution\n" << *mesh << sol << std::flush; 194 } 195 196 // 11. Free memory and exit. 197 delete fespace; 198 delete fec; 199 delete mesh; 200 CeedDestroy(&ceed); 201 return 0; 202 } 203