Files
mfem/tests/unit/fem/test_pa_grad.cpp
T
Andrew Ho 8fbfdb19fe added general GPU and CUDA/HIP-specific unit tests
added gpu, raja-gpu, etc. for generic GPU device configuration
2025-03-24 13:23:43 -07:00

225 lines
6.2 KiB
C++

// 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.
#include "catch.hpp"
#include "mfem.hpp"
#include "unit_tests.hpp"
using namespace mfem;
Mesh MakeCartesianNonaligned(const int dim, const int ne)
{
Mesh mesh;
if (dim == 2)
{
mesh = Mesh::MakeCartesian2D(ne, ne, Element::QUADRILATERAL, 1, 1.0, 1.0);
}
else
{
mesh = Mesh::MakeCartesian3D(ne, ne, ne, Element::HEXAHEDRON, 1.0, 1.0, 1.0);
}
// Remap vertices so that the mesh is not aligned with axes.
for (int i=0; i<mesh.GetNV(); ++i)
{
real_t *vcrd = mesh.GetVertex(i);
vcrd[1] += 0.2 * vcrd[0];
if (dim == 3) { vcrd[2] += 0.3 * vcrd[0]; }
}
return mesh;
}
real_t compare_pa_assembly(int dim, int num_elements, int order, bool transpose)
{
Mesh mesh;
if (num_elements == 0)
{
if (dim == 2)
{
mesh = Mesh::LoadFromFile("../../data/star.mesh", order);
}
else
{
mesh = Mesh::LoadFromFile("../../data/beam-hex.mesh", order);
}
}
else
{
mesh = MakeCartesianNonaligned(dim, num_elements);
}
FiniteElementCollection *h1_fec = new H1_FECollection(order, dim);
FiniteElementCollection *nd_fec = new ND_FECollection(order, dim);
FiniteElementSpace h1_fespace(&mesh, h1_fec);
FiniteElementSpace nd_fespace(&mesh, nd_fec);
DiscreteLinearOperator assembled_grad(&h1_fespace, &nd_fespace);
assembled_grad.AddDomainInterpolator(new GradientInterpolator);
const int skip_zeros = 1;
assembled_grad.Assemble(skip_zeros);
assembled_grad.Finalize(skip_zeros);
const SparseMatrix& assembled_grad_mat = assembled_grad.SpMat();
DiscreteLinearOperator pa_grad(&h1_fespace, &nd_fespace);
pa_grad.SetAssemblyLevel(AssemblyLevel::PARTIAL);
pa_grad.AddDomainInterpolator(new GradientInterpolator);
pa_grad.Assemble();
pa_grad.Finalize();
int insize, outsize;
if (transpose)
{
insize = nd_fespace.GetVSize();
outsize = h1_fespace.GetVSize();
}
else
{
insize = h1_fespace.GetVSize();
outsize = nd_fespace.GetVSize();
}
Vector xv(insize);
Vector assembled_y(outsize);
Vector pa_y(outsize);
xv.Randomize();
if (transpose)
{
assembled_grad_mat.MultTranspose(xv, assembled_y);
pa_grad.MultTranspose(xv, pa_y);
}
else
{
assembled_grad_mat.Mult(xv, assembled_y);
pa_grad.Mult(xv, pa_y);
}
pa_y -= assembled_y;
real_t error = pa_y.Norml2() / assembled_y.Norml2();
INFO("dim " << dim << " ne " << num_elements << " order " << order
<< (transpose ? " T:" : ":") << " error in PA gradient: " << error);
delete h1_fec;
delete nd_fec;
return error;
}
TEST_CASE("PAGradient", "[GPU]")
{
auto transpose = GENERATE(true, false);
auto order = GENERATE(1, 2, 3, 4);
auto dim = GENERATE(2, 3);
auto num_elements = GENERATE(0, 1, 2, 3, 4);
real_t error = compare_pa_assembly(dim, num_elements, order, transpose);
REQUIRE(error == MFEM_Approx(0.0, 1.0e-14));
}
#ifdef MFEM_USE_MPI
real_t par_compare_pa_assembly(int dim, int num_elements, int order,
bool transpose)
{
int rank;
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
int size;
MPI_Comm_size(MPI_COMM_WORLD, &size);
Mesh smesh = MakeCartesianNonaligned(dim, num_elements);
ParMesh * mesh = new ParMesh(MPI_COMM_WORLD, smesh);
smesh.Clear();
FiniteElementCollection *h1_fec = new H1_FECollection(order, dim);
FiniteElementCollection *nd_fec = new ND_FECollection(order, dim);
ParFiniteElementSpace h1_fespace(mesh, h1_fec);
ParFiniteElementSpace nd_fespace(mesh, nd_fec);
ParDiscreteLinearOperator assembled_grad(&h1_fespace, &nd_fespace);
assembled_grad.AddDomainInterpolator(new GradientInterpolator);
const int skip_zeros = 1;
assembled_grad.Assemble(skip_zeros);
assembled_grad.Finalize(skip_zeros);
HypreParMatrix * assembled_grad_mat = assembled_grad.ParallelAssemble();
ParDiscreteLinearOperator pa_grad(&h1_fespace, &nd_fespace);
pa_grad.SetAssemblyLevel(AssemblyLevel::PARTIAL);
pa_grad.AddDomainInterpolator(new GradientInterpolator);
pa_grad.Assemble();
OperatorPtr pa_grad_oper;
pa_grad.FormRectangularSystemMatrix(pa_grad_oper);
int insize, outsize;
if (transpose)
{
insize = assembled_grad_mat->Height();
outsize = assembled_grad_mat->Width();
}
else
{
insize = assembled_grad_mat->Width();
outsize = assembled_grad_mat->Height();
}
Vector xv(insize);
Vector assembled_y(outsize);
Vector pa_y(outsize);
assembled_y = 0.0;
pa_y = 0.0;
xv.Randomize();
if (transpose)
{
assembled_grad_mat->MultTranspose(xv, assembled_y);
pa_grad_oper->MultTranspose(xv, pa_y);
}
else
{
assembled_grad_mat->Mult(xv, assembled_y);
pa_grad_oper->Mult(xv, pa_y);
}
Vector error_vec(pa_y);
error_vec -= assembled_y;
// serial norms and serial error; we are enforcing equality on each processor
// in the test
real_t error = error_vec.Norml2() / assembled_y.Norml2();
for (int p = 0; p < size; ++p)
{
if (rank == p)
{
INFO("[" << rank << "][par] dim " << dim << " ne " << num_elements
<< " order " << order << (transpose ? " T:" : ":")
<< " error in PA gradient: " << error);
}
MPI_Barrier(MPI_COMM_WORLD);
}
delete h1_fec;
delete nd_fec;
delete assembled_grad_mat;
delete mesh;
return error;
}
TEST_CASE("ParallelPAGradient", "[Parallel], [ParallelPAGradient]")
{
auto transpose = GENERATE(true, false);
auto order = GENERATE(1, 2, 3, 4);
auto dim = GENERATE(2, 3);
auto num_elements = GENERATE(4, 5);
real_t error = par_compare_pa_assembly(dim, num_elements, order, transpose);
REQUIRE(error == MFEM_Approx(0.0, 1.0e-14));
}
#endif