1 // Copyright (c) 2017-2024, Lawrence Livermore National Security, LLC and other CEED contributors. 2 // All Rights Reserved. See the top-level LICENSE and NOTICE files for details. 3 // 4 // SPDX-License-Identifier: BSD-2-Clause 5 // 6 // This file is part of CEED: http://github.com/ceed 7 8 // libCEED + MFEM Example: BP3 9 // 10 // This example illustrates a simple usage of libCEED with the MFEM (mfem.org) finite element library. 11 // 12 // The example reads a mesh from a file and solves a linear system with a diffusion stiffness matrix (with a prescribed analytic solution, provided by 13 // the function 'solution'). The diffusion matrix is expressed as a new class, CeedDiffusionOperator, derived from mfem::Operator. Internally, 14 // CeedDiffusionOperator uses a CeedOperator object constructed based on an mfem::FiniteElementSpace. All libCEED objects use a Ceed logical device 15 // object constructed based on a command line argument. (-ceed). 16 // 17 // The linear system is inverted using the conjugate gradients algorithm corresponding to CEED BP3, see http://ceed.exascaleproject.org/bps. 18 // Arbitrary mesh and solution orders in 1D, 2D and 3D are supported from the same code. 19 // 20 // Build with: 21 // 22 // make bp3 [MFEM_DIR=</path/to/mfem>] [CEED_DIR=</path/to/libceed>] 23 // 24 // Sample runs: 25 // 26 // ./bp3 27 // ./bp3 -ceed /cpu/self 28 // ./bp3 -ceed /gpu/cuda 29 // ./bp3 -m ../../../mfem/data/fichera.mesh -o 4 30 // ./bp3 -m ../../../mfem/data/square-disc-nurbs.mesh -o 6 31 // ./bp3 -m ../../../mfem/data/inline-segment.mesh -o 8 32 33 /// @file 34 /// MFEM diffusion operator based on libCEED 35 36 #include "bp3.hpp" 37 38 #include <ceed.h> 39 40 #include <mfem.hpp> 41 42 /// Exact solution 43 double solution(const mfem::Vector &pt) { 44 static const double x[3] = {-0.32, 0.15, 0.24}; 45 static const double k[3] = {1.21, 1.45, 1.37}; 46 double val = sin(M_PI * (x[0] + k[0] * pt(0))); 47 for (int d = 1; d < pt.Size(); d++) val *= sin(M_PI * (x[d] + k[d] * pt(d))); 48 return val; 49 } 50 51 /// Right-hand side 52 double rhs(const mfem::Vector &pt) { 53 static const double x[3] = {-0.32, 0.15, 0.24}; 54 static const double k[3] = {1.21, 1.45, 1.37}; 55 double f[3], l[3], val, lap; 56 f[0] = sin(M_PI * (x[0] + k[0] * pt(0))); 57 l[0] = M_PI * M_PI * k[0] * k[0] * f[0]; 58 val = f[0]; 59 lap = l[0]; 60 for (int d = 1; d < pt.Size(); d++) { 61 f[d] = sin(M_PI * (x[d] + k[d] * pt(d))); 62 l[d] = M_PI * M_PI * k[d] * k[d] * f[d]; 63 lap = lap * f[d] + val * l[d]; 64 val = val * f[d]; 65 } 66 return lap; 67 } 68 69 //TESTARGS -ceed {ceed_resource} -t -no-vis --size 2000 70 int main(int argc, char *argv[]) { 71 // 1. Parse command-line options. 72 const char *ceed_spec = "/cpu/self"; 73 #ifndef MFEM_DIR 74 const char *mesh_file = "../../../mfem/data/star.mesh"; 75 #else 76 const char *mesh_file = MFEM_DIR "/data/star.mesh"; 77 #endif 78 int order = 2; 79 bool visualization = true; 80 bool test = false; 81 double max_nnodes = 50000; 82 83 mfem::OptionsParser args(argc, argv); 84 args.AddOption(&ceed_spec, "-c", "-ceed", "Ceed specification."); 85 args.AddOption(&mesh_file, "-m", "--mesh", "Mesh file to use."); 86 args.AddOption(&order, "-o", "--order", "Finite element order (polynomial degree)."); 87 args.AddOption(&max_nnodes, "-s", "--size", "Maximum size (number of DoFs)"); 88 args.AddOption(&visualization, "-vis", "--visualization", "-no-vis", "--no-visualization", "Enable or disable GLVis visualization."); 89 args.AddOption(&test, "-t", "--test", "-no-test", "--no-test", "Enable or disable test mode."); 90 args.Parse(); 91 if (!args.Good()) { 92 args.PrintUsage(std::cout); 93 return 1; 94 } 95 if (!test) { 96 args.PrintOptions(std::cout); 97 } 98 99 // 2. Initialize a Ceed device object using the given Ceed specification. 100 Ceed ceed; 101 CeedInit(ceed_spec, &ceed); 102 103 // 3. Read the mesh from the given mesh file. 104 mfem::Mesh *mesh = new mfem::Mesh(mesh_file, 1, 1); 105 int dim = mesh->Dimension(); 106 107 // 4. Refine the mesh to increase the resolution. 108 // In this example we do 'ref_levels' of uniform refinement. 109 // We choose 'ref_levels' to be the largest number that gives a final system with no more than 50,000 unknowns, approximately. 110 { 111 int ref_levels = (int)floor((log(max_nnodes / mesh->GetNE()) - dim * log(order)) / log(2.) / dim); 112 for (int l = 0; l < ref_levels; l++) { 113 mesh->UniformRefinement(); 114 } 115 } 116 if (mesh->GetNodalFESpace() == NULL) { 117 mesh->SetCurvature(1, false, -1, mfem::Ordering::byNODES); 118 } 119 if (mesh->NURBSext) { 120 mesh->SetCurvature(order, false, -1, mfem::Ordering::byNODES); 121 } 122 123 // 5. Define a finite element space on the mesh. 124 // Here we use continuous Lagrange finite elements of the specified order. 125 MFEM_VERIFY(order > 0, "invalid order"); 126 mfem::FiniteElementCollection *fec = new mfem::H1_FECollection(order, dim); 127 mfem::FiniteElementSpace *fespace = new mfem::FiniteElementSpace(mesh, fec); 128 if (!test) { 129 std::cout << "Number of finite element unknowns: " << fespace->GetTrueVSize() << std::endl; 130 } 131 132 mfem::FunctionCoefficient sol_coeff(solution); 133 mfem::Array<int> ess_tdof_list; 134 mfem::GridFunction sol(fespace); 135 if (mesh->bdr_attributes.Size()) { 136 mfem::Array<int> ess_bdr(mesh->bdr_attributes.Max()); 137 ess_bdr = 1; 138 fespace->GetEssentialTrueDofs(ess_bdr, ess_tdof_list); 139 sol.ProjectBdrCoefficient(sol_coeff, ess_bdr); 140 } 141 142 // 6. Construct a rhs vector using the linear form f(v) = (rhs, v), where v is a test function. 143 mfem::LinearForm b(fespace); 144 mfem::FunctionCoefficient rhs_coeff(rhs); 145 b.AddDomainIntegrator(new mfem::DomainLFIntegrator(rhs_coeff)); 146 b.Assemble(); 147 148 // 7. Construct a CeedDiffusionOperator utilizing the 'ceed' device and using the 'fespace' object to extract data needed by the Ceed objects. 149 CeedDiffusionOperator diff(ceed, fespace); 150 151 mfem::Operator *D; 152 mfem::Vector X, B; 153 diff.FormLinearSystem(ess_tdof_list, sol, b, D, X, B); 154 155 // 8. Solve the discrete system using the conjugate gradients (CG) method. 156 mfem::CGSolver cg; 157 cg.SetRelTol(1e-6); 158 cg.SetMaxIter(1000); 159 if (test) { 160 cg.SetPrintLevel(0); 161 } else { 162 cg.SetPrintLevel(3); 163 } 164 cg.SetOperator(*D); 165 166 cg.Mult(B, X); 167 168 // 9. Compute and print the L2 norm of the error. 169 double err_l2 = sol.ComputeL2Error(sol_coeff); 170 if (!test) { 171 std::cout << "L2 projection error: " << err_l2 << std::endl; 172 } else { 173 if (fabs(sol.ComputeL2Error(sol_coeff)) > 2e-3) { 174 std::cout << "Error too large: " << err_l2 << std::endl; 175 } 176 } 177 178 // 10. Open a socket connection to GLVis and send the mesh and solution for visualization. 179 if (visualization) { 180 char vishost[] = "localhost"; 181 int visport = 19916; 182 mfem::socketstream sol_sock(vishost, visport); 183 sol_sock.precision(8); 184 sol_sock << "solution\n" << *mesh << sol << std::flush; 185 } 186 187 // 11. Free memory and exit. 188 delete fespace; 189 delete fec; 190 delete mesh; 191 delete D; 192 CeedDestroy(&ceed); 193 return 0; 194 } 195