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mfem/tests/convergence/prates.cpp
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// Copyright (c) 2010-2025, Lawrence Livermore National Security, LLC. Produced
// at the Lawrence Livermore National Laboratory. All Rights reserved. See files
// LICENSE and NOTICE for details. LLNL-CODE-806117.
//
// This file is part of the MFEM library. For more information and source code
// availability visit https://mfem.org.
//
// MFEM is free software; you can redistribute it and/or modify it under the
// terms of the BSD-3 license. We welcome feedback and contributions, see file
// CONTRIBUTING.md for details.
//
// ---------------------------------
// Convergence Rates Test (Parallel)
// ---------------------------------
//
// Compile with: make prates
//
// Sample runs: mpirun -np 4 prates -m ../../data/inline-segment.mesh -sr 1 -pr 4 -prob 0 -o 1
// mpirun -np 4 prates -m ../../data/inline-quad.mesh -sr 1 -pr 3 -prob 0 -o 2
// mpirun -np 4 prates -m ../../data/inline-quad.mesh -sr 1 -pr 3 -prob 1 -o 2
// mpirun -np 4 prates -m ../../data/inline-quad.mesh -sr 1 -pr 3 -prob 2 -o 2
// mpirun -np 4 prates -m ../../data/inline-tri.mesh -sr 1 -pr 3 -prob 2 -o 3
// mpirun -np 4 prates -m ../../data/star.mesh -sr 1 -pr 2 -prob 1 -o 4
// mpirun -np 4 prates -m ../../data/fichera.mesh -sr 1 -pr 2 -prob 2 -o 2
// mpirun -np 4 prates -m ../../data/inline-wedge.mesh -sr 0 -pr 2 -prob 0 -o 2
// mpirun -np 4 prates -m ../../data/inline-hex.mesh -sr 0 -pr 1 -prob 1 -o 3
// mpirun -np 4 prates -m ../../data/square-disc.mesh -sr 1 -pr 2 -prob 1 -o 2
// mpirun -np 4 prates -m ../../data/star.mesh -sr 1 -pr 2 -prob 3 -o 2
// mpirun -np 4 prates -m ../../data/star.mesh -sr 1 -pr 2 -prob 3 -o 2 -j 0
// mpirun -np 4 prates -m ../../data/inline-hex.mesh -sr 1 -pr 1 -prob 3 -o 2
//
// Description: This example code demonstrates the use of MFEM to define and
// solve finite element problem for various discretizations and
// provide convergence rates in parallel.
//
// prob 0: H1 projection:
// (grad u, grad v) + (u,v) = (grad u_exact, grad v) + (u_exact, v)
// prob 1: H(curl) projection
// (curl u, curl v) + (u,v) = (curl u_exact, curl v) + (u_exact, v)
// prob 2: H(div) projection
// (div u, div v) + (u,v) = (div u_exact, div v) + (u_exact, v)
// prob 3: DG discretization for the Poisson problem
// -Delta u = f
#include "mfem.hpp"
#include <fstream>
#include <iostream>
using namespace std;
using namespace mfem;
// Exact solution parameters:
double sol_s[3] = { -0.32, 0.15, 0.24 };
double sol_k[3] = { 1.21, 1.45, 1.37 };
// H1
double scalar_u_exact(const Vector &x);
double rhs_func(const Vector &x);
void gradu_exact(const Vector &x, Vector &gradu);
// Vector FE
void vector_u_exact(const Vector &x, Vector & vector_u);
// H(curl)
void curlu_exact(const Vector &x, Vector &curlu);
// H(div)
double divu_exact(const Vector &x);
int dim;
int prob=0;
int main(int argc, char *argv[])
{
// 1. Initialize MPI and HYPRE.
Mpi::Init(argc, argv);
int num_procs = Mpi::WorldSize();
int myid = Mpi::WorldRank();
Hypre::Init();
// 2. Parse command-line options.
const char *mesh_file = "../../data/inline-quad.mesh";
int order = 1;
bool visualization = 1;
int sr = 1;
int pr = 1;
int jump_scaling_type = 1;
double sigma = -1.0;
double kappa = -1.0;
OptionsParser args(argc, argv);
args.AddOption(&mesh_file, "-m", "--mesh",
"Mesh file to use.");
args.AddOption(&order, "-o", "--order",
"Finite element order (polynomial degree)");
args.AddOption(&prob, "-prob", "--problem",
"Problem kind: 0: H1, 1: H(curl), 2: H(div), 3: DG ");
args.AddOption(&sigma, "-s", "--sigma",
"One of the two DG penalty parameters, typically +1/-1."
" See the documentation of class DGDiffusionIntegrator.");
args.AddOption(&kappa, "-k", "--kappa",
"One of the two DG penalty parameters, should be positive."
" Negative values are replaced with (order+1)^2.");
args.AddOption(&jump_scaling_type, "-j", "--jump-scaling",
"Scaling of the jump error for DG methods: "
"0: no scaling, 1: 1/h, 2: p^2/h");
args.AddOption(&sr, "-sr", "--serial_ref",
"Number of serial refinements.");
args.AddOption(&pr, "-pr", "--parallel_ref",
"Number of parallel refinements.");
args.AddOption(&visualization, "-vis", "--visualization", "-no-vis",
"--no-visualization",
"Enable or disable GLVis visualization.");
args.Parse();
if (!args.Good())
{
if (myid == 0)
{
args.PrintUsage(cout);
}
return 1;
}
if (prob >3 || prob <0) { prob = 0; } // default problem = H1
if (prob == 3)
{
if (kappa < 0)
{
kappa = (order+1)*(order+1);
}
}
if (myid == 0)
{
args.PrintOptions(cout);
}
// 3. Read the (serial) mesh from the given mesh file on all processors. We
// can handle triangular, quadrilateral, tetrahedral, hexahedral, surface
// and volume meshes with the same code.
Mesh *mesh = new Mesh(mesh_file, 1, 1);
dim = mesh->Dimension();
// 4. Refine the serial mesh on all processors to increase the resolution.
for (int i = 0; i < sr; i++ )
{
mesh->UniformRefinement();
}
// 5. Define a parallel mesh by a partitioning of the serial mesh. Once the
// parallel mesh is defined, the serial mesh can be deleted.
ParMesh *pmesh = new ParMesh(MPI_COMM_WORLD, *mesh);
delete mesh;
// 6. Define a parallel finite element space on the parallel mesh.
FiniteElementCollection *fec=nullptr;
switch (prob)
{
case 0: fec = new H1_FECollection(order,dim); break;
case 1: fec = new ND_FECollection(order,dim); break;
case 2: fec = new RT_FECollection(order-1,dim); break;
case 3: fec = new DG_FECollection(order,dim); break;
default: break;
}
ParFiniteElementSpace *fespace = new ParFiniteElementSpace(pmesh, fec);
// 7. Define the solution vector x as a parallel finite element grid function
// corresponding to fespace.
ParGridFunction x(fespace);
x = 0.0;
// 8. Set up the parallel linear form b(.) and the parallel bilinear form
// a(.,.).
FunctionCoefficient *f=nullptr;
FunctionCoefficient *scalar_u=nullptr;
FunctionCoefficient *divu=nullptr;
VectorFunctionCoefficient *vector_u=nullptr;
VectorFunctionCoefficient *gradu=nullptr;
VectorFunctionCoefficient *curlu=nullptr;
ConstantCoefficient one(1.0);
ParLinearForm b(fespace);
ParBilinearForm a(fespace);
switch (prob)
{
case 0:
//(grad u_ex, grad v) + (u_ex,v)
scalar_u = new FunctionCoefficient(scalar_u_exact);
gradu = new VectorFunctionCoefficient(dim,gradu_exact);
b.AddDomainIntegrator(new DomainLFGradIntegrator(*gradu));
b.AddDomainIntegrator(new DomainLFIntegrator(*scalar_u));
// (grad u, grad v) + (u,v)
a.AddDomainIntegrator(new DiffusionIntegrator(one));
a.AddDomainIntegrator(new MassIntegrator(one));
break;
case 1:
//(curl u_ex, curl v) + (u_ex,v)
vector_u = new VectorFunctionCoefficient(dim,vector_u_exact);
curlu = new VectorFunctionCoefficient((dim==3)?dim:1,curlu_exact);
b.AddDomainIntegrator(new VectorFEDomainLFCurlIntegrator(*curlu));
b.AddDomainIntegrator(new VectorFEDomainLFIntegrator(*vector_u));
// (curl u, curl v) + (u,v)
a.AddDomainIntegrator(new CurlCurlIntegrator(one));
a.AddDomainIntegrator(new VectorFEMassIntegrator(one));
break;
case 2:
//(div u_ex, div v) + (u_ex,v)
vector_u = new VectorFunctionCoefficient(dim,vector_u_exact);
divu = new FunctionCoefficient(divu_exact);
b.AddDomainIntegrator(new VectorFEDomainLFDivIntegrator(*divu));
b.AddDomainIntegrator(new VectorFEDomainLFIntegrator(*vector_u));
// (div u, div v) + (u,v)
a.AddDomainIntegrator(new DivDivIntegrator(one));
a.AddDomainIntegrator(new VectorFEMassIntegrator(one));
break;
case 3:
scalar_u = new FunctionCoefficient(scalar_u_exact);
f = new FunctionCoefficient(rhs_func);
gradu = new VectorFunctionCoefficient(dim,gradu_exact);
b.AddDomainIntegrator(new DomainLFIntegrator(*f));
b.AddBdrFaceIntegrator(
new DGDirichletLFIntegrator(*scalar_u, one, sigma, kappa));
a.AddDomainIntegrator(new DiffusionIntegrator(one));
a.AddInteriorFaceIntegrator(new DGDiffusionIntegrator(one, sigma, kappa));
a.AddBdrFaceIntegrator(new DGDiffusionIntegrator(one, sigma, kappa));
break;
default:
break;
}
// 9. Perform successive parallel refinements, compute the L2 error and the
// corresponding rate of convergence.
ConvergenceStudy rates;
for (int l = 0; l <= pr; l++)
{
b.Assemble();
a.Assemble();
a.Finalize();
HypreParMatrix *A = a.ParallelAssemble();
HypreParVector *B = b.ParallelAssemble();
HypreParVector *X = x.ParallelProject();
Solver *prec = nullptr;
IterativeSolver *solver = nullptr;
switch (prob)
{
case 0:
case 3:
prec = new HypreBoomerAMG(*A);
dynamic_cast<HypreBoomerAMG *>(prec)->SetPrintLevel(0);
break;
case 1:
prec = new HypreAMS(*A, fespace);
dynamic_cast<HypreAMS *>(prec)->SetPrintLevel(0);
break;
case 2:
if (dim == 2)
{
prec = new HypreAMS(*A, fespace);
dynamic_cast<HypreAMS *>(prec)->SetPrintLevel(0);
}
else
{
prec = new HypreADS(*A, fespace);
dynamic_cast<HypreADS *>(prec)->SetPrintLevel(0);
}
break;
default:
break;
}
if (prob==3 && sigma !=-1.0)
{
solver = new GMRESSolver(MPI_COMM_WORLD);
}
else
{
solver = new CGSolver(MPI_COMM_WORLD);
}
solver->SetRelTol(1e-12);
solver->SetMaxIter(2000);
solver->SetPrintLevel(0);
solver->SetPreconditioner(*prec);
solver->SetOperator(*A);
solver->Mult(*B, *X);
delete prec;
delete solver;
x = *X;
JumpScaling js(1.0, jump_scaling_type == 2 ? JumpScaling::P_SQUARED_OVER_H
: jump_scaling_type == 1 ? JumpScaling::ONE_OVER_H
: JumpScaling::CONSTANT);
switch (prob)
{
case 0: rates.AddH1GridFunction(&x,scalar_u,gradu); break;
case 1: rates.AddHcurlGridFunction(&x,vector_u,curlu); break;
case 2: rates.AddHdivGridFunction(&x,vector_u,divu); break;
case 3: rates.AddL2GridFunction(&x,scalar_u,gradu,&one,js); break;
}
delete X;
delete B;
delete A;
if (l==pr) { break; }
pmesh->UniformRefinement();
fespace->Update();
a.Update();
b.Update();
x.Update();
}
rates.Print();
// 10. Send the solution by socket to a GLVis server.
if (visualization)
{
char vishost[] = "localhost";
int visport = 19916;
socketstream sol_sock(vishost, visport);
sol_sock << "parallel " << num_procs << " " << myid << "\n";
sol_sock.precision(8);
sol_sock << "solution\n" << *pmesh << x <<
"window_title 'Numerical Solution' "
<< flush;
}
// 11. Free the used memory.
delete scalar_u;
delete divu;
delete vector_u;
delete gradu;
delete curlu;
delete fespace;
delete fec;
delete pmesh;
return 0;
}
double rhs_func(const Vector &x)
{
double val = 1.0, lap = 0.0;
for (int d = 0; d < x.Size(); d++)
{
const double f = sin(M_PI*(sol_s[d]+sol_k[d]*x(d)));
val *= f;
lap = lap*f + val*M_PI*M_PI*sol_k[d]*sol_k[d];
}
return lap;
}
double scalar_u_exact(const Vector &x)
{
double val = 1.0;
for (int d = 0; d < x.Size(); d++)
{
val *= sin(M_PI*(sol_s[d]+sol_k[d]*x(d)));
}
return val;
}
void gradu_exact(const Vector &x, Vector &grad)
{
grad.SetSize(x.Size());
double *g = grad.GetData();
double val = 1.0;
for (int d = 0; d < x.Size(); d++)
{
const double y = M_PI*(sol_s[d]+sol_k[d]*x(d));
const double f = sin(y);
for (int j = 0; j < d; j++) { g[j] *= f; }
g[d] = val*M_PI*sol_k[d]*cos(y);
val *= f;
}
}
void vector_u_exact(const Vector &x, Vector & vector_u)
{
vector_u.SetSize(x.Size());
vector_u=0.0;
vector_u[0] = scalar_u_exact(x);
}
// H(curl)
void curlu_exact(const Vector &x, Vector &curlu)
{
Vector grad;
gradu_exact(x,grad);
int n = (x.Size()==3)?3:1;
curlu.SetSize(n);
if (x.Size()==3)
{
curlu[0] = 0.0;
curlu[1] = grad[2];
curlu[2] = -grad[1];
}
else if (x.Size()==2)
{
curlu[0] = -grad[1];
}
}
// H(div)
double divu_exact(const Vector &x)
{
Vector grad;
gradu_exact(x,grad);
return grad[0];
}