Ginkgo  Generated from pipelines/2837190956 branch based on develop. Ginkgo version 2.0.0
A numerical linear algebra library targeting many-core architectures
gmres.hpp
1 // SPDX-FileCopyrightText: 2017 - 2026 The Ginkgo authors
2 //
3 // SPDX-License-Identifier: BSD-3-Clause
4 
5 #ifndef GKO_PUBLIC_CORE_SOLVER_GMRES_HPP_
6 #define GKO_PUBLIC_CORE_SOLVER_GMRES_HPP_
7 
8 
9 #include <vector>
10 
11 #include <ginkgo/core/base/array.hpp>
12 #include <ginkgo/core/base/exception_helpers.hpp>
13 #include <ginkgo/core/base/lin_op.hpp>
14 #include <ginkgo/core/base/math.hpp>
15 #include <ginkgo/core/base/types.hpp>
16 #include <ginkgo/core/config/config.hpp>
17 #include <ginkgo/core/config/registry.hpp>
18 #include <ginkgo/core/log/logger.hpp>
19 #include <ginkgo/core/matrix/dense.hpp>
20 #include <ginkgo/core/matrix/identity.hpp>
21 #include <ginkgo/core/solver/solver_base.hpp>
22 #include <ginkgo/core/stop/combined.hpp>
23 #include <ginkgo/core/stop/criterion.hpp>
24 
25 
26 namespace gko {
27 namespace solver {
28 
29 
30 [[deprecated]] constexpr size_type default_krylov_dim = 100u;
31 
32 constexpr size_type gmres_default_krylov_dim = 100u;
33 
34 namespace gmres {
38 enum class ortho_method {
42  mgs,
46  cgs,
50  cgs2
51 };
52 
54 std::ostream& operator<<(std::ostream& stream, ortho_method ortho);
55 
56 } // namespace gmres
57 
87 template <typename ValueType = default_precision>
88 class Gmres
89  : public LinOp,
90  public EnablePreconditionedIterativeSolver<ValueType, Gmres<ValueType>>,
91  public Transposable {
92  GKO_ASSERT_SUPPORTED_VALUE_TYPE;
93 
94 public:
95  using value_type = ValueType;
97 
98  std::unique_ptr<LinOp> transpose() const override;
99 
100  std::unique_ptr<LinOp> conj_transpose() const override;
101 
107  bool apply_uses_initial_guess() const override { return true; }
108 
114  size_type get_krylov_dim() const { return parameters_.krylov_dim; }
115 
121  void set_krylov_dim(size_type other) { parameters_.krylov_dim = other; }
122 
129  {
130  return parameters_.restart_ratio;
131  }
132 
139  {
140  parameters_.restart_ratio = other;
141  }
142 
143 
144  class Factory;
145 
148  parameters_type, Factory> {
157 
185  0.0);
186 
189 
191  gmres::ortho_method GKO_FACTORY_PARAMETER_SCALAR(
192  ortho_method, gmres::ortho_method::mgs);
193  };
196 
210  static parameters_type parse(const config::pnode& config,
211  const config::registry& context,
212  const config::type_descriptor& td_for_child =
213  config::make_type_descriptor<ValueType>());
214 
215 protected:
216  void apply_impl(const LinOp* b, LinOp* x) const override;
217 
218  template <typename VectorType>
219  void apply_dense_impl(const VectorType* b, VectorType* x) const;
220 
221  void apply_impl(const LinOp* alpha, const LinOp* b, const LinOp* beta,
222  LinOp* x) const override;
223 
224  explicit Gmres(std::shared_ptr<const Executor> exec)
225  : LinOp(std::move(exec))
226  {}
227 
228  explicit Gmres(const Factory* factory,
229  std::shared_ptr<const LinOp> system_matrix)
230  : LinOp(factory->get_executor(),
231  gko::transpose(system_matrix->get_size())),
232  EnablePreconditionedIterativeSolver<ValueType, Gmres<ValueType>>{
233  std::move(system_matrix), factory->get_parameters()},
234  parameters_{factory->get_parameters()}
235  {
236  if (!parameters_.krylov_dim) {
237  parameters_.krylov_dim = gmres_default_krylov_dim;
238  }
239  GKO_THROW_IF_INVALID(
240  parameters_.restart_ratio >= zero<remove_complex<ValueType>>() &&
241  parameters_.restart_ratio < one<remove_complex<ValueType>>(),
242  "restart_ratio must lie in [0, 1); zero disables the criterion");
243  }
244 };
245 
246 
247 template <typename ValueType>
248 struct workspace_traits<Gmres<ValueType>> {
249  using Solver = Gmres<ValueType>;
250  // number of vectors used by this workspace
251  static int num_vectors(const Solver&);
252  // number of arrays used by this workspace
253  static int num_arrays(const Solver&);
254  // array containing the num_vectors names for the workspace vectors
255  static std::vector<std::string> op_names(const Solver&);
256  // array containing the num_arrays names for the workspace vectors
257  static std::vector<std::string> array_names(const Solver&);
258  // array containing all varying scalar vectors (independent of problem size)
259  static std::vector<int> scalars(const Solver&);
260  // array containing all varying vectors (dependent on problem size)
261  static std::vector<int> vectors(const Solver&);
262 
263  // residual vector
264  constexpr static int residual = 0;
265  // preconditioned vector
266  constexpr static int preconditioned_vector = 1;
267  // krylov basis multivector
268  constexpr static int krylov_bases = 2;
269  // hessenberg matrix
270  constexpr static int hessenberg = 3;
271  // auxiliary space for CGS2
272  constexpr static int hessenberg_aux = 4;
273  // givens sin parameters
274  constexpr static int givens_sin = 5;
275  // givens cos parameters
276  constexpr static int givens_cos = 6;
277  // coefficients of the residual in Krylov space
278  constexpr static int residual_norm_collection = 7;
279  // residual norm scalar
280  constexpr static int residual_norm = 8;
281  // solution of the least-squares problem in Krylov space
282  constexpr static int y = 9;
283  // solution of the least-squares problem mapped to the full space
284  constexpr static int before_preconditioner = 10;
285  // preconditioned solution of the least-squares problem
286  constexpr static int after_preconditioner = 11;
287  // constant 1.0 scalar
288  constexpr static int one = 12;
289  // constant -1.0 scalar
290  constexpr static int minus_one = 13;
291  // temporary norm vector of next_krylov to copy into hessenberg matrix
292  constexpr static int next_krylov_norm_tmp = 14;
293  // preconditioned krylov basis multivector
294  constexpr static int preconditioned_krylov_bases = 15;
295 
296  // stopping status array
297  constexpr static int stop = 0;
298  // reduction tmp array
299  constexpr static int tmp = 1;
300  // final iteration number array
301  constexpr static int final_iter_nums = 2;
302 };
303 
304 
305 } // namespace solver
306 } // namespace gko
307 
308 
309 #endif // GKO_PUBLIC_CORE_SOLVER_GMRES_HPP_
gko::config::pnode
pnode describes a tree of properties.
Definition: property_tree.hpp:28
gko::log::profile_event_category::solver
Solver events.
gko::LinOp
Definition: lin_op.hpp:117
gko::solver::Gmres::set_krylov_dim
void set_krylov_dim(size_type other)
Sets the Krylov dimension.
Definition: gmres.hpp:121
gko::solver::Gmres::transpose
std::unique_ptr< LinOp > transpose() const override
Returns a LinOp representing the transpose of the Transposable object.
gko::Transposable
Linear operators which support transposition should implement the Transposable interface.
Definition: lin_op.hpp:392
gko::size_type
std::size_t size_type
Integral type used for allocation quantities.
Definition: types.hpp:101
gko::solver::enable_preconditioned_iterative_solver_factory_parameters
Definition: solver_base.hpp:855
gko::solver::initial_guess_mode::zero
the input is zero
gko::solver::Gmres
GMRES or the generalized minimal residual method is an iterative type Krylov subspace method which is...
Definition: gmres.hpp:88
GKO_FACTORY_PARAMETER_SCALAR
#define GKO_FACTORY_PARAMETER_SCALAR(_name, _default)
Creates a scalar factory parameter in the factory parameters structure.
Definition: abstract_factory.hpp:469
gko::config::type_descriptor
This class describes the value and index types to be used when building a Ginkgo type from a configur...
Definition: type_descriptor.hpp:39
gko::solver::Gmres::parameters_type::krylov_dim
size_type krylov_dim
Krylov subspace dimension/restart value.
Definition: gmres.hpp:156
gko::solver::Gmres::parameters_type::restart_ratio
remove_complex< ValueType > restart_ratio
Restart ratio.
Definition: gmres.hpp:185
gko::solver::Gmres::parameters_type::flexible
bool flexible
Flexible GMRES.
Definition: gmres.hpp:188
gko
The Ginkgo namespace.
Definition: abstract_factory.hpp:19
gko::solver::Gmres::parse
static parameters_type parse(const config::pnode &config, const config::registry &context, const config::type_descriptor &td_for_child=config::make_type_descriptor< ValueType >())
Create the parameters from the property_tree.
gko::solver::Gmres::parameters_type
Definition: gmres.hpp:146
gko::solver::Gmres::get_restart_ratio
remove_complex< ValueType > get_restart_ratio() const
Returns the restart ratio.
Definition: gmres.hpp:128
gko::solver::Gmres::conj_transpose
std::unique_ptr< LinOp > conj_transpose() const override
Returns a LinOp representing the conjugate transpose of the Transposable object.
GKO_ENABLE_LIN_OP_FACTORY
#define GKO_ENABLE_LIN_OP_FACTORY(_lin_op, _parameters_name, _factory_name)
This macro will generate a default implementation of a LinOpFactory for the LinOp subclass it is defi...
Definition: lin_op.hpp:899
gko::solver::Gmres::get_krylov_dim
size_type get_krylov_dim() const
Gets the Krylov dimension of the solver.
Definition: gmres.hpp:114
gko::solver::Gmres::apply_uses_initial_guess
bool apply_uses_initial_guess() const override
Return true as iterative solvers use the data in x as an initial guess.
Definition: gmres.hpp:107
gko::config::registry
This class stores additional context for creating Ginkgo objects from configuration files.
Definition: registry.hpp:167
GKO_ENABLE_BUILD_METHOD
#define GKO_ENABLE_BUILD_METHOD(_factory_name)
Defines a build method for the factory, simplifying its construction by removing the repetitive typin...
Definition: abstract_factory.hpp:418
gko::solver::Gmres::set_restart_ratio
void set_restart_ratio(remove_complex< ValueType > other)
Sets the restart ratio.
Definition: gmres.hpp:138
gko::PolymorphicObject::get_executor
std::shared_ptr< const Executor > get_executor() const noexcept
Returns the Executor of the object.
Definition: polymorphic_object.hpp:69
gko::solver::workspace_traits
Traits class providing information on the type and location of workspace vectors inside a solver.
Definition: solver_base.hpp:238
gko::LinOp::get_size
const dim< 2 > & get_size() const noexcept
Returns the size of the operator.
Definition: lin_op.hpp:169
gko::remove_complex
typename detail::remove_complex_s< T >::type remove_complex
Obtain the type which removed the complex of complex/scalar type or the template parameter of class b...
Definition: math.hpp:263
gko::solver::Gmres::Factory
Definition: gmres.hpp:194
gko::solver::EnablePreconditionedIterativeSolver
A LinOp implementing this interface stores a system matrix and stopping criterion factory.
Definition: solver_base.hpp:800
gko::solver::Gmres::parameters_type::ortho_method
gmres::ortho_method ortho_method
Orthogonalization method.
Definition: gmres.hpp:192
gko::one
constexpr T one()
Returns the multiplicative identity for T.
Definition: math.hpp:653