#include "gtest/gtest.h" #include "storm-config.h" #include "src/solver/NativeMinMaxLinearEquationSolver.h" #include "src/settings/SettingsManager.h" #include "src/settings/modules/NativeEquationSolverSettings.h" #include "src/storage/SparseMatrix.h" TEST(NativeMinMaxLinearEquationSolver, SolveWithStandardOptions) { storm::storage::SparseMatrixBuilder builder(0, 0, 0, false, true); ASSERT_NO_THROW(builder.newRowGroup(0)); ASSERT_NO_THROW(builder.addNextValue(0, 0, 0.9)); storm::storage::SparseMatrix A; ASSERT_NO_THROW(A = builder.build(2)); std::vector x(1); std::vector b = {0.099, 0.5}; storm::solver::NativeMinMaxLinearEquationSolver solver(A); ASSERT_NO_THROW(solver.solveEquationSystem(storm::OptimizationDirection::Minimize, x, b)); ASSERT_LT(std::abs(x[0] - 0.5), storm::settings::nativeEquationSolverSettings().getPrecision()); ASSERT_NO_THROW(solver.solveEquationSystem(storm::OptimizationDirection::Maximize, x, b)); ASSERT_LT(std::abs(x[0] - 0.989991), storm::settings::nativeEquationSolverSettings().getPrecision()); } TEST(NativeMinMaxLinearEquationSolver, MatrixVectorMultiplication) { storm::storage::SparseMatrixBuilder builder(0, 0, 0, false, true); ASSERT_NO_THROW(builder.newRowGroup(0)); ASSERT_NO_THROW(builder.addNextValue(0, 0, 0.9)); ASSERT_NO_THROW(builder.addNextValue(0, 1, 0.099)); ASSERT_NO_THROW(builder.addNextValue(0, 2, 0.001)); ASSERT_NO_THROW(builder.addNextValue(1, 1, 0.5)); ASSERT_NO_THROW(builder.addNextValue(1, 2, 0.5)); ASSERT_NO_THROW(builder.newRowGroup(2)); ASSERT_NO_THROW(builder.addNextValue(2, 1, 1)); ASSERT_NO_THROW(builder.newRowGroup(3)); ASSERT_NO_THROW(builder.addNextValue(3, 2, 1)); storm::storage::SparseMatrix A; ASSERT_NO_THROW(A = builder.build()); std::vector x = {0, 1, 0}; ASSERT_NO_THROW(storm::solver::NativeMinMaxLinearEquationSolver solver(A)); storm::solver::NativeMinMaxLinearEquationSolver solver(A); ASSERT_NO_THROW(solver.performMatrixVectorMultiplication(storm::OptimizationDirection::Minimize, x, nullptr, 1)); ASSERT_LT(std::abs(x[0] - 0.099), storm::settings::nativeEquationSolverSettings().getPrecision()); x = {0, 1, 0}; ASSERT_NO_THROW(solver.performMatrixVectorMultiplication(storm::OptimizationDirection::Minimize, x, nullptr, 2)); ASSERT_LT(std::abs(x[0] - 0.1881), storm::settings::nativeEquationSolverSettings().getPrecision()); x = {0, 1, 0}; ASSERT_NO_THROW(solver.performMatrixVectorMultiplication(storm::OptimizationDirection::Minimize, x, nullptr, 20)); ASSERT_LT(std::abs(x[0] - 0.5), storm::settings::nativeEquationSolverSettings().getPrecision()); x = {0, 1, 0}; ASSERT_NO_THROW(solver.performMatrixVectorMultiplication(storm::OptimizationDirection::Maximize, x, nullptr, 1)); ASSERT_LT(std::abs(x[0] - 0.5), storm::settings::nativeEquationSolverSettings().getPrecision()); x = {0, 1, 0}; ASSERT_NO_THROW(solver.performMatrixVectorMultiplication(storm::OptimizationDirection::Maximize, x, nullptr, 20)); ASSERT_LT(std::abs(x[0] - 0.9238082658), storm::settings::nativeEquationSolverSettings().getPrecision()); } TEST(NativeMinMaxLinearEquationSolver, SolveWithPolicyIteration) { storm::storage::SparseMatrixBuilder builder(0, 0, 0, false, true); ASSERT_NO_THROW(builder.newRowGroup(0)); ASSERT_NO_THROW(builder.addNextValue(0, 0, 0.9)); storm::storage::SparseMatrix A; ASSERT_NO_THROW(A = builder.build(2)); std::vector x(1); std::vector b = { 0.099, 0.5 }; storm::settings::modules::NativeEquationSolverSettings const& settings = storm::settings::nativeEquationSolverSettings(); storm::solver::NativeMinMaxLinearEquationSolver solver(A, settings.getPrecision(), settings.getMaximalIterationCount(), storm::solver::MinMaxTechniqueSelection::PolicyIteration, settings.getConvergenceCriterion() == storm::settings::modules::NativeEquationSolverSettings::ConvergenceCriterion::Relative); ASSERT_NO_THROW(solver.solveEquationSystem(storm::OptimizationDirection::Minimize, x, b)); ASSERT_LT(std::abs(x[0] - 0.5), storm::settings::nativeEquationSolverSettings().getPrecision()); ASSERT_NO_THROW(solver.solveEquationSystem(storm::OptimizationDirection::Maximize, x, b)); ASSERT_LT(std::abs(x[0] - 0.99), storm::settings::nativeEquationSolverSettings().getPrecision()); }