Snapshot optimized solver and audit diagnostics before numerical experiments
This commit is contained in:
@@ -1,5 +1,9 @@
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#include <algorithm>
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#include <array>
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#include <algorithm>
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#include <cmath>
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#include <memory>
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#include <limits>
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#include <type_traits>
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#include <utility>
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@@ -260,3 +264,295 @@ TEST_CASE(
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CheckMatrixExactly(retained->GetValues(0), firstExpected);
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CheckMatrixExactly(retained->GetValues(retained->GetPointCount() - 1), lastExpected);
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}
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TEST_CASE("Tensor reference evaluation matches native H1 hex values and gradients",
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tags::unit &tags::quadrature) {
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for (const int order : {1, 2, 4}) {
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for (const int basis : {mfem::BasisType::GaussLobatto, mfem::BasisType::ClosedUniform}) {
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mfem::H1_FECollection collection(order, 3, basis);
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const auto &element = *collection.FiniteElementForGeometry(mfem::Geometry::CUBE);
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const auto rule = CopyRule(mfem::IntRules.Get(mfem::Geometry::CUBE, 2 * order + 3));
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const TableCache cache;
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const auto table = cache.GetScalarTable(element, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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mfem::DenseMatrix dofs(element.GetDof(), 3), actual;
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mfem::Vector workspace;
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for (int c = 0; c < 3; ++c) for (int i = 0; i < element.GetDof(); ++i)
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dofs(i, c) = std::sin(0.37 * (i + 1) + c) + 0.21 * std::cos(0.13 * i - c);
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table->EvaluateTensor3D(dofs, actual, workspace);
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REQUIRE(actual.Height() == rule.GetNPoints());
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REQUIRE(actual.Width() == 12);
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for (int q = 0; q < rule.GetNPoints(); ++q) for (int c = 0; c < 3; ++c) {
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for (int derivative = 0; derivative < 4; ++derivative) {
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double expected = 0.0;
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for (int i = 0; i < element.GetDof(); ++i)
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expected += dofs(i, c) * (derivative == 0 ? table->GetValues()(q, i) :
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table->GetGradients(q)(i, derivative - 1));
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CHECK(std::abs(actual(q, 4 * c + derivative) - expected) <
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2.0e-12 * std::max(1.0, std::abs(expected)));
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}
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}
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// Reused caller scratch must not retain a previous direction.
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dofs = 0.0;
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table->EvaluateTensor3D(dofs, actual, workspace);
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for (int c = 0; c < actual.Width(); ++c) for (int q = 0; q < actual.Height(); ++q)
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CHECK(actual(q, c) == 0.0);
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}
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}
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}
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TEST_CASE("Tensor reference evaluation rejects non-Cartesian rules and owns its data",
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tags::unit &tags::quadrature) {
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std::shared_ptr<const ScalarTable> retained;
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mfem::DenseMatrix input, expected;
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{
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mfem::H1_FECollection collection(3, 3);
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const auto &element = *collection.FiniteElementForGeometry(mfem::Geometry::CUBE);
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auto rule = CopyRule(mfem::IntRules.Get(mfem::Geometry::CUBE, 7));
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const TableCache cache;
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retained = cache.GetScalarTable(element, rule);
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REQUIRE(retained->HasTensorEvaluation3D());
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input.SetSize(element.GetDof(), 1);
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input = 1.0;
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mfem::Vector scratch;
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retained->EvaluateTensor3D(input, expected, scratch);
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rule.IntPoint(1).y += 0.001;
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CHECK_FALSE(cache.GetScalarTable(element, rule)->HasTensorEvaluation3D());
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const auto &tet = *collection.FiniteElementForGeometry(mfem::Geometry::TETRAHEDRON);
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CHECK_FALSE(cache.GetScalarTable(tet, mfem::IntRules.Get(mfem::Geometry::TETRAHEDRON, 7))
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->HasTensorEvaluation3D());
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}
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mfem::DenseMatrix actual;
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mfem::Vector scratch;
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retained->EvaluateTensor3D(input, actual, scratch);
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CheckMatrixExactly(actual, expected);
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}
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TEST_CASE("Tensor Reference Transposes Match Dense Assembly And Adjoint Products", tags::unit &tags::quadrature) {
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for (int order : {1, 2, 4}) {
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mfem::H1_FECollection h1(order, 3);
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const auto &fe = *h1.FiniteElementForGeometry(mfem::Geometry::CUBE);
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const auto &rule = mfem::IntRules.Get(mfem::Geometry::CUBE, 2*order+3);
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TableCache cache;
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auto table = cache.GetScalarTable(fe, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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mfem::DenseMatrix dual(rule.GetNPoints(), 3), actual;
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for (int c = 0; c < 3; ++c) for (int q = 0; q < dual.Height(); ++q)
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dual(q,c) = std::sin(0.17*(q+1)*(c+1));
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mfem::Vector workspace, expected(fe.GetDof());
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for (int repeat = 0; repeat < 2; ++repeat) {
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if (repeat) dual = 0.0;
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table->ApplyTransposeTensor3D(dual, actual, workspace);
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for (int c = 0; c < 3; ++c) {
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table->GetValues().MultTranspose(dual.GetColumn(c), expected.GetData());
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for (int i = 0; i < fe.GetDof(); ++i)
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CHECK(std::abs(actual(i,c)-expected(i)) <= 2.0e-12 * std::max(1.0, expected.Normlinf()));
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}
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}
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}
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for (int order : {0, 1, 3}) for (int basis : {mfem::BasisType::GaussLegendre, mfem::BasisType::IntegratedGLL}) {
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CAPTURE(order, basis);
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mfem::RT_FECollection rt(order, 3, mfem::BasisType::GaussLobatto, basis);
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const auto &fe = *rt.FiniteElementForGeometry(mfem::Geometry::CUBE);
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auto rule = CopyRule(mfem::IntRules.Get(mfem::Geometry::CUBE, 2*order+5));
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TableCache cache;
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auto table = cache.GetVectorTable(fe, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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mfem::Vector dofs(fe.GetDof()), assembled, expected(fe.GetDof()), point(3), workspace;
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mfem::DenseMatrix values, dual(rule.GetNPoints(), 3);
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for (int i = 0; i < dofs.Size(); ++i) dofs(i) = std::sin(0.53*(i+1));
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for (int c = 0; c < 3; ++c) for (int q = 0; q < dual.Height(); ++q) dual(q,c) = std::cos(0.31*(q+1)+c);
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for (int repeat = 0; repeat < 2; ++repeat) {
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if (repeat) { dofs = 0.0; dual = 0.0; }
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table->EvaluateTensor3D(dofs, values, workspace);
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expected = 0.0;
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double primalProduct = 0.0;
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for (int q = 0; q < rule.GetNPoints(); ++q) {
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table->GetValues(q).MultTranspose(dofs, point);
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for (int c = 0; c < 3; ++c) {
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CHECK(std::abs(values(q,c)-point(c)) <= 2.0e-11 * std::max(1.0, point.Normlinf()));
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primalProduct += values(q,c)*dual(q,c);
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point(c) = dual(q,c);
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}
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table->GetValues(q).AddMult(point, expected);
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}
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table->ApplyTransposeTensor3D(dual, assembled, workspace);
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mfem::Vector difference(assembled); difference -= expected;
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CHECK(difference.Norml2() <= 2.0e-11 * std::max(1.0, expected.Norml2()));
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CHECK(std::abs(primalProduct - dofs*assembled) <= 2.0e-11 * std::max(1.0, std::abs(primalProduct)));
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}
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rule.IntPoint(rule.GetNPoints()-1).x += 0.017;
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CHECK_FALSE(cache.GetVectorTable(fe, rule)->HasTensorEvaluation3D());
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}
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}
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TEST_CASE("RT Tensor Plans Own Their Factors After Cache And FE Destruction", tags::unit &tags::quadrature) {
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std::shared_ptr<const VectorTable> table;
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mfem::Vector dofs, expected;
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mfem::DenseMatrix values, dual;
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{
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mfem::RT_FECollection rt(2, 3);
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TableCache cache;
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auto rule = CopyRule(mfem::IntRules.Get(mfem::Geometry::CUBE, 9));
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const auto &fe = *rt.FiniteElementForGeometry(mfem::Geometry::CUBE);
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table = cache.GetVectorTable(fe, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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dofs.SetSize(fe.GetDof()); dofs = 0.3;
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dual.SetSize(rule.GetNPoints(), 3); dual = 0.17;
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mfem::Vector workspace;
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table->ApplyTransposeTensor3D(dual, expected, workspace);
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}
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mfem::Vector workspace, actual;
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table->EvaluateTensor3D(dofs, values, workspace);
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table->ApplyTransposeTensor3D(dual, actual, workspace);
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actual -= expected;
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CHECK(actual.Norml2() == 0.0);
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}
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TEST_CASE("L2 Tensor Values And Transposes Match Dense Reference", tags::unit &tags::quadrature) {
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for (int order : {0, 1, 3}) for (int basis : {mfem::BasisType::GaussLegendre, mfem::BasisType::OpenUniform}) {
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mfem::L2_FECollection collection(order, 3, basis);
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const auto &element = *collection.FiniteElementForGeometry(mfem::Geometry::CUBE);
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const auto &rule = mfem::IntRules.Get(mfem::Geometry::CUBE, 2*order+3);
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TableCache cache;
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const auto table = cache.GetScalarTable(element, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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mfem::Vector dofs(element.GetDof()), dual(rule.GetNPoints()), values, expected(rule.GetNPoints()),
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transpose, expectedTranspose(element.GetDof()), workspace;
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for (int i = 0; i < dofs.Size(); ++i) dofs(i) = std::sin(0.37*(i+1));
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for (int q = 0; q < dual.Size(); ++q) dual(q) = std::cos(0.19*(q+1));
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table->EvaluateValuesTensor3D(dofs, values, workspace);
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table->GetValues().Mult(dofs, expected);
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mfem::Vector difference(values); difference -= expected;
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CHECK(difference.Norml2() <= 2.0e-12*std::max(1.0, expected.Norml2()));
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table->ApplyTransposeTensor3D(dual, transpose, workspace);
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table->GetValues().MultTranspose(dual, expectedTranspose);
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difference = transpose; difference -= expectedTranspose;
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CHECK(difference.Norml2() <= 2.0e-12*std::max(1.0, expectedTranspose.Norml2()));
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CHECK(std::abs((values*dual) - (dofs*transpose)) <= 2.0e-12*std::max(1.0, std::abs(values*dual)));
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dofs = 0.0; dual = 0.0;
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table->EvaluateValuesTensor3D(dofs, values, workspace);
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table->ApplyTransposeTensor3D(dual, transpose, workspace);
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CHECK(values.Norml2() == 0.0);
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CHECK(transpose.Norml2() == 0.0);
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}
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}
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TEST_CASE("Geometry Inspector Reuses And Invalidates Fixed Geometry", tags::unit &tags::geometry) {
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for (const auto ordering : {mfem::Ordering::byNODES, mfem::Ordering::byVDIM}) {
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auto serial = mfem::Mesh::MakeCartesian3D(2, 1, 1, mfem::Element::HEXAHEDRON);
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serial.SetCurvature(2);
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mfem::ParMesh mesh(MPI_COMM_WORLD, serial);
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mfem::H1_FECollection collection(2, 3);
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mfem::ParFiniteElementSpace space(&mesh, &collection, 3, ordering);
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mfem::ParGridFunction field(&space);
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mfem::VectorFunctionCoefficient displacement(3, [](const mfem::Vector &x, mfem::Vector &u) {
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u.SetSize(3);
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u(0) = 0.08*x(0) + 0.02*x(1)*x(2);
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u(1) = -0.03*x(1) + 0.01*x(0)*x(2);
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u(2) = 0.04*x(2);
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});
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field.ProjectCoefficient(displacement);
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mfem::Vector state; field.GetTrueDofs(state);
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mean_field::fem::PreparedGeometryInspector inspector;
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auto compare = [&] {
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const double fast = inspector.Inspect(space, state);
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const double reference = inspector.Inspect(space, state, true);
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CHECK(std::isfinite(fast));
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CHECK(std::abs(fast-reference) <= 2.0e-12*std::max(1.0, std::abs(reference)));
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return fast;
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};
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compare();
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CHECK(inspector.GetTensorElementCount() == mesh.GetNE());
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const auto builds = inspector.GetGeometryBuildCount();
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state *= 0.5;
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const double before = compare();
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CHECK(inspector.GetGeometryBuildCount() == builds);
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// Same FE/mesh topology, changed curved computational coordinates.
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mfem::VectorFunctionCoefficient stretch(3, [](const mfem::Vector &x, mfem::Vector &y) {
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y = x; y(0) = 1.2*x(0); y(1) += 0.04*x(0)*x(2);
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});
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mesh.Transform(stretch);
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const double after = compare();
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CHECK(std::abs(after-before) > 1.0e-6);
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CHECK(inspector.GetGeometryBuildCount() == builds + mesh.GetNE());
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inspector.ClearCache();
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CHECK(std::abs(compare()-after) < 2.0e-14);
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CHECK(inspector.GetGeometryBuildCount() == builds + 2*mesh.GetNE());
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mfem::VectorFunctionCoefficient folded(3, [](const mfem::Vector &x, mfem::Vector &u) {
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u.SetSize(3); u = 0.0; u(0) = -2.0*x(0);
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});
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field.ProjectCoefficient(folded); field.GetTrueDofs(state);
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CHECK(compare() < 0.0);
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if (state.Size()) state(0) = std::numeric_limits<double>::quiet_NaN();
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CHECK_FALSE(std::isfinite(inspector.Inspect(space, state)));
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CHECK_FALSE(std::isfinite(inspector.Inspect(space, state, true)));
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}
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}
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TEST_CASE("Geometry Inspector Preserves Tetrahedron Fallback", tags::unit &tags::geometry) {
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auto serial = mfem::Mesh::MakeCartesian3D(1, 1, 1, mfem::Element::TETRAHEDRON);
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mfem::ParMesh mesh(MPI_COMM_WORLD, serial);
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mfem::H1_FECollection collection(1, 3);
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mfem::ParFiniteElementSpace space(&mesh, &collection, 3);
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mfem::Vector state(space.GetTrueVSize()); state = 0.0;
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mean_field::fem::PreparedGeometryInspector inspector;
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CHECK(inspector.Inspect(space, state) == 1.0);
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CHECK(inspector.Inspect(space, state, true) == 1.0);
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CHECK(inspector.GetTensorElementCount() == 0);
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CHECK(inspector.GetGeometryBuildCount() == 0);
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}
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TEST_CASE("Tensor Gradient Transposes Match Dense Assembly And Adjoint Products", tags::unit &tags::quadrature) {
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const auto check = [](const mfem::FiniteElement &element, const mfem::IntegrationRule &rule) {
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TableCache cache;
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const auto table = cache.GetScalarTable(element, rule);
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REQUIRE(table->HasTensorEvaluation3D());
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constexpr int components = 2;
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mfem::DenseMatrix dofs(element.GetDof(), components), dual(rule.GetNPoints(), 3*components),
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values, actual, expected(element.GetDof(), components);
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mfem::Vector workspace;
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for (int c = 0; c < components; ++c) for (int i = 0; i < dofs.Height(); ++i)
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dofs(i,c) = std::sin(0.37*(i+1)+c);
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for (int c = 0; c < dual.Width(); ++c) for (int q = 0; q < dual.Height(); ++q)
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dual(q,c) = std::cos(0.23*(q+1)+0.31*c);
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for (int repeat = 0; repeat < 2; ++repeat) {
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if (repeat) dual = 0.0;
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table->EvaluateTensor3D(dofs, values, workspace);
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table->ApplyGradientTransposeTensor3D(dual, actual, workspace);
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expected = 0.0;
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double forwardProduct = 0.0, transposeProduct = 0.0, scale = 1.0;
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for (int c = 0; c < components; ++c) for (int q = 0; q < rule.GetNPoints(); ++q)
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for (int a = 0; a < 3; ++a) {
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forwardProduct += values(q,4*c+a+1)*dual(q,3*c+a);
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for (int i = 0; i < element.GetDof(); ++i)
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expected(i,c) += table->GetGradients(q)(i,a)*dual(q,3*c+a);
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}
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for (int c = 0; c < components; ++c) for (int i = 0; i < dofs.Height(); ++i)
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scale = std::max(scale, std::abs(expected(i,c)));
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for (int c = 0; c < components; ++c) for (int i = 0; i < dofs.Height(); ++i) {
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CHECK(std::abs(actual(i,c)-expected(i,c)) <= 2.0e-11*scale);
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transposeProduct += dofs(i,c)*actual(i,c);
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if (repeat) CHECK(actual(i,c) == 0.0);
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}
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CHECK(std::abs(forwardProduct-transposeProduct) <=
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2.0e-11*std::max(1.0, std::abs(forwardProduct)));
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}
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};
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for (int order : {1, 2, 4}) {
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CAPTURE(order);
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mfem::H1_FECollection collection(order, 3);
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check(*collection.FiniteElementForGeometry(mfem::Geometry::CUBE),
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mfem::IntRules.Get(mfem::Geometry::CUBE, 2*order+3));
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}
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for (int order : {0, 1, 3}) for (int basis : {mfem::BasisType::GaussLegendre, mfem::BasisType::OpenUniform}) {
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CAPTURE(order, basis);
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mfem::L2_FECollection collection(order, 3, basis);
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check(*collection.FiniteElementForGeometry(mfem::Geometry::CUBE),
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mfem::IntRules.Get(mfem::Geometry::CUBE, 2*order+3));
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}
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}
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