15aed82e4SJeremy L Thompson // Copyright (c) 2017-2024, Lawrence Livermore National Security, LLC and other CEED contributors. 2ea61e9acSJeremy L Thompson // All Rights Reserved. See the top-level LICENSE and NOTICE files for details. 3ea61e9acSJeremy L Thompson // 4ea61e9acSJeremy L Thompson // SPDX-License-Identifier: BSD-2-Clause 5ea61e9acSJeremy L Thompson // 6ea61e9acSJeremy L Thompson // This file is part of CEED: http://github.com/ceed 7ea61e9acSJeremy L Thompson 8182fbe45STzanio // libCEED + MFEM Example: BP3 9182fbe45STzanio // 10ea61e9acSJeremy L Thompson // This example illustrates a simple usage of libCEED with the MFEM (mfem.org) finite element library. 11182fbe45STzanio // 12ea61e9acSJeremy L Thompson // 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 13ea61e9acSJeremy L Thompson // the function 'solution'). The diffusion matrix is expressed as a new class, CeedDiffusionOperator, derived from mfem::Operator. Internally, 14ea61e9acSJeremy L Thompson // CeedDiffusionOperator uses a CeedOperator object constructed based on an mfem::FiniteElementSpace. All libCEED objects use a Ceed logical device 15182fbe45STzanio // object constructed based on a command line argument. (-ceed). 16182fbe45STzanio // 17ea61e9acSJeremy L Thompson // The linear system is inverted using the conjugate gradients algorithm corresponding to CEED BP3, see http://ceed.exascaleproject.org/bps. 18ea61e9acSJeremy L Thompson // Arbitrary mesh and solution orders in 1D, 2D and 3D are supported from the same code. 19182fbe45STzanio // 20182fbe45STzanio // Build with: 21182fbe45STzanio // 22182fbe45STzanio // make bp3 [MFEM_DIR=</path/to/mfem>] [CEED_DIR=</path/to/libceed>] 23182fbe45STzanio // 24182fbe45STzanio // Sample runs: 25182fbe45STzanio // 2666087c08SValeria Barra // ./bp3 2766087c08SValeria Barra // ./bp3 -ceed /cpu/self 2828688798Sjeremylt // ./bp3 -ceed /gpu/cuda 2966087c08SValeria Barra // ./bp3 -m ../../../mfem/data/fichera.mesh -o 4 3066087c08SValeria Barra // ./bp3 -m ../../../mfem/data/square-disc-nurbs.mesh -o 6 3166087c08SValeria Barra // ./bp3 -m ../../../mfem/data/inline-segment.mesh -o 8 32182fbe45STzanio 335d6bafb2Sjeremylt /// @file 345d6bafb2Sjeremylt /// MFEM diffusion operator based on libCEED 355d6bafb2Sjeremylt 36c0c38e35SVeselin Dobrev #include "bp3.hpp" 37182fbe45STzanio 382b730f8bSJeremy L Thompson #include <ceed.h> 392b730f8bSJeremy L Thompson 402b730f8bSJeremy L Thompson #include <mfem.hpp> 412b730f8bSJeremy L Thompson 42182fbe45STzanio /// Exact solution 43182fbe45STzanio double solution(const mfem::Vector &pt) { 44182fbe45STzanio static const double x[3] = {-0.32, 0.15, 0.24}; 45182fbe45STzanio static const double k[3] = {1.21, 1.45, 1.37}; 46182fbe45STzanio double val = sin(M_PI * (x[0] + k[0] * pt(0))); 472b730f8bSJeremy L Thompson for (int d = 1; d < pt.Size(); d++) val *= sin(M_PI * (x[d] + k[d] * pt(d))); 48182fbe45STzanio return val; 49182fbe45STzanio } 50182fbe45STzanio 51182fbe45STzanio /// Right-hand side 52182fbe45STzanio double rhs(const mfem::Vector &pt) { 53182fbe45STzanio static const double x[3] = {-0.32, 0.15, 0.24}; 54182fbe45STzanio static const double k[3] = {1.21, 1.45, 1.37}; 55182fbe45STzanio double f[3], l[3], val, lap; 56182fbe45STzanio f[0] = sin(M_PI * (x[0] + k[0] * pt(0))); 57182fbe45STzanio l[0] = M_PI * M_PI * k[0] * k[0] * f[0]; 58182fbe45STzanio val = f[0]; 59182fbe45STzanio lap = l[0]; 60182fbe45STzanio for (int d = 1; d < pt.Size(); d++) { 61182fbe45STzanio f[d] = sin(M_PI * (x[d] + k[d] * pt(d))); 62182fbe45STzanio l[d] = M_PI * M_PI * k[d] * k[d] * f[d]; 63182fbe45STzanio lap = lap * f[d] + val * l[d]; 64182fbe45STzanio val = val * f[d]; 65182fbe45STzanio } 66182fbe45STzanio return lap; 67182fbe45STzanio } 68182fbe45STzanio 69f063656dSJed Brown //TESTARGS -ceed {ceed_resource} -t -no-vis --size 2000 70182fbe45STzanio int main(int argc, char *argv[]) { 71182fbe45STzanio // 1. Parse command-line options. 72182fbe45STzanio const char *ceed_spec = "/cpu/self"; 73c0c38e35SVeselin Dobrev #ifndef MFEM_DIR 74182fbe45STzanio const char *mesh_file = "../../../mfem/data/star.mesh"; 75c0c38e35SVeselin Dobrev #else 76c0c38e35SVeselin Dobrev const char *mesh_file = MFEM_DIR "/data/star.mesh"; 77c0c38e35SVeselin Dobrev #endif 78182fbe45STzanio int order = 2; 79182fbe45STzanio bool visualization = true; 80dc00e230Sjeremylt bool test = false; 81e2b2c771Svaleria double max_nnodes = 50000; 82182fbe45STzanio 83182fbe45STzanio mfem::OptionsParser args(argc, argv); 84182fbe45STzanio args.AddOption(&ceed_spec, "-c", "-ceed", "Ceed specification."); 85182fbe45STzanio args.AddOption(&mesh_file, "-m", "--mesh", "Mesh file to use."); 862b730f8bSJeremy L Thompson args.AddOption(&order, "-o", "--order", "Finite element order (polynomial degree)."); 87e2b2c771Svaleria args.AddOption(&max_nnodes, "-s", "--size", "Maximum size (number of DoFs)"); 882b730f8bSJeremy L Thompson args.AddOption(&visualization, "-vis", "--visualization", "-no-vis", "--no-visualization", "Enable or disable GLVis visualization."); 892b730f8bSJeremy L Thompson args.AddOption(&test, "-t", "--test", "-no-test", "--no-test", "Enable or disable test mode."); 90182fbe45STzanio args.Parse(); 91182fbe45STzanio if (!args.Good()) { 92182fbe45STzanio args.PrintUsage(std::cout); 93182fbe45STzanio return 1; 94182fbe45STzanio } 95dc00e230Sjeremylt if (!test) { 96182fbe45STzanio args.PrintOptions(std::cout); 97dc00e230Sjeremylt } 98182fbe45STzanio 99182fbe45STzanio // 2. Initialize a Ceed device object using the given Ceed specification. 100182fbe45STzanio Ceed ceed; 101182fbe45STzanio CeedInit(ceed_spec, &ceed); 102182fbe45STzanio 103182fbe45STzanio // 3. Read the mesh from the given mesh file. 104182fbe45STzanio mfem::Mesh *mesh = new mfem::Mesh(mesh_file, 1, 1); 105182fbe45STzanio int dim = mesh->Dimension(); 106182fbe45STzanio 107ea61e9acSJeremy L Thompson // 4. Refine the mesh to increase the resolution. 108ea61e9acSJeremy L Thompson // In this example we do 'ref_levels' of uniform refinement. 109ea61e9acSJeremy L Thompson // We choose 'ref_levels' to be the largest number that gives a final system with no more than 50,000 unknowns, approximately. 110182fbe45STzanio { 1112b730f8bSJeremy L Thompson int ref_levels = (int)floor((log(max_nnodes / mesh->GetNE()) - dim * log(order)) / log(2.) / dim); 112182fbe45STzanio for (int l = 0; l < ref_levels; l++) { 113182fbe45STzanio mesh->UniformRefinement(); 114182fbe45STzanio } 115182fbe45STzanio } 116182fbe45STzanio if (mesh->GetNodalFESpace() == NULL) { 117182fbe45STzanio mesh->SetCurvature(1, false, -1, mfem::Ordering::byNODES); 118182fbe45STzanio } 119182fbe45STzanio if (mesh->NURBSext) { 120182fbe45STzanio mesh->SetCurvature(order, false, -1, mfem::Ordering::byNODES); 121182fbe45STzanio } 122182fbe45STzanio 123ea61e9acSJeremy L Thompson // 5. Define a finite element space on the mesh. 124ea61e9acSJeremy L Thompson // Here we use continuous Lagrange finite elements of the specified order. 125182fbe45STzanio MFEM_VERIFY(order > 0, "invalid order"); 126182fbe45STzanio mfem::FiniteElementCollection *fec = new mfem::H1_FECollection(order, dim); 127182fbe45STzanio mfem::FiniteElementSpace *fespace = new mfem::FiniteElementSpace(mesh, fec); 128dc00e230Sjeremylt if (!test) { 1292b730f8bSJeremy L Thompson std::cout << "Number of finite element unknowns: " << fespace->GetTrueVSize() << std::endl; 130dc00e230Sjeremylt } 131182fbe45STzanio 132182fbe45STzanio mfem::FunctionCoefficient sol_coeff(solution); 133182fbe45STzanio mfem::Array<int> ess_tdof_list; 134182fbe45STzanio mfem::GridFunction sol(fespace); 135182fbe45STzanio if (mesh->bdr_attributes.Size()) { 136182fbe45STzanio mfem::Array<int> ess_bdr(mesh->bdr_attributes.Max()); 137182fbe45STzanio ess_bdr = 1; 138182fbe45STzanio fespace->GetEssentialTrueDofs(ess_bdr, ess_tdof_list); 139182fbe45STzanio sol.ProjectBdrCoefficient(sol_coeff, ess_bdr); 140182fbe45STzanio } 141182fbe45STzanio 142ea61e9acSJeremy L Thompson // 6. Construct a rhs vector using the linear form f(v) = (rhs, v), where v is a test function. 143182fbe45STzanio mfem::LinearForm b(fespace); 144182fbe45STzanio mfem::FunctionCoefficient rhs_coeff(rhs); 145182fbe45STzanio b.AddDomainIntegrator(new mfem::DomainLFIntegrator(rhs_coeff)); 146182fbe45STzanio b.Assemble(); 147182fbe45STzanio 148ea61e9acSJeremy L Thompson // 7. Construct a CeedDiffusionOperator utilizing the 'ceed' device and using the 'fespace' object to extract data needed by the Ceed objects. 149182fbe45STzanio CeedDiffusionOperator diff(ceed, fespace); 150182fbe45STzanio 151182fbe45STzanio mfem::Operator *D; 152182fbe45STzanio mfem::Vector X, B; 153182fbe45STzanio diff.FormLinearSystem(ess_tdof_list, sol, b, D, X, B); 154182fbe45STzanio 155182fbe45STzanio // 8. Solve the discrete system using the conjugate gradients (CG) method. 156182fbe45STzanio mfem::CGSolver cg; 157182fbe45STzanio cg.SetRelTol(1e-6); 158182fbe45STzanio cg.SetMaxIter(1000); 159dc00e230Sjeremylt if (test) { 160dc00e230Sjeremylt cg.SetPrintLevel(0); 161dc00e230Sjeremylt } else { 162182fbe45STzanio cg.SetPrintLevel(3); 163dc00e230Sjeremylt } 164182fbe45STzanio cg.SetOperator(*D); 165182fbe45STzanio 166182fbe45STzanio cg.Mult(B, X); 167182fbe45STzanio 168182fbe45STzanio // 9. Compute and print the L2 norm of the error. 1699647a07eSDavid Medina double err_l2 = sol.ComputeL2Error(sol_coeff); 170dc00e230Sjeremylt if (!test) { 1712b730f8bSJeremy L Thompson std::cout << "L2 projection error: " << err_l2 << std::endl; 172dc00e230Sjeremylt } else { 173f063656dSJed Brown if (fabs(sol.ComputeL2Error(sol_coeff)) > 2e-3) { 1749647a07eSDavid Medina std::cout << "Error too large: " << err_l2 << std::endl; 175dc00e230Sjeremylt } 176dc00e230Sjeremylt } 177182fbe45STzanio 178ea61e9acSJeremy L Thompson // 10. Open a socket connection to GLVis and send the mesh and solution for visualization. 179182fbe45STzanio if (visualization) { 180182fbe45STzanio char vishost[] = "localhost"; 181182fbe45STzanio int visport = 19916; 182182fbe45STzanio mfem::socketstream sol_sock(vishost, visport); 183182fbe45STzanio sol_sock.precision(8); 184182fbe45STzanio sol_sock << "solution\n" << *mesh << sol << std::flush; 185182fbe45STzanio } 186182fbe45STzanio 187182fbe45STzanio // 11. Free memory and exit. 188182fbe45STzanio delete fespace; 189182fbe45STzanio delete fec; 190182fbe45STzanio delete mesh; 191*637f263aSJeremy L Thompson delete D; 192182fbe45STzanio CeedDestroy(&ceed); 193182fbe45STzanio return 0; 194182fbe45STzanio } 195