Ginkgo  Generated from pipelines/2171896597 branch based on develop. Ginkgo version 1.11.0
A numerical linear algebra library targeting many-core architectures
gmres.hpp
1 // SPDX-FileCopyrightText: 2017 - 2025 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 
71 template <typename ValueType = default_precision>
72 class Gmres
73  : public EnableLinOp<Gmres<ValueType>>,
74  public EnablePreconditionedIterativeSolver<ValueType, Gmres<ValueType>>,
75  public Transposable {
76  friend class EnableLinOp<Gmres>;
77  friend class EnablePolymorphicObject<Gmres, LinOp>;
78  GKO_ASSERT_SUPPORTED_VALUE_TYPE;
79 
80 public:
81  using value_type = ValueType;
83 
84  std::unique_ptr<LinOp> transpose() const override;
85 
86  std::unique_ptr<LinOp> conj_transpose() const override;
87 
93  bool apply_uses_initial_guess() const override { return true; }
94 
100  size_type get_krylov_dim() const { return parameters_.krylov_dim; }
101 
107  void set_krylov_dim(size_type other) { parameters_.krylov_dim = other; }
108 
109 
110  class Factory;
111 
114  parameters_type, Factory> {
117 
120 
122  gmres::ortho_method GKO_FACTORY_PARAMETER_SCALAR(
123  ortho_method, gmres::ortho_method::mgs);
124  };
127 
141  static parameters_type parse(const config::pnode& config,
142  const config::registry& context,
143  const config::type_descriptor& td_for_child =
144  config::make_type_descriptor<ValueType>());
145 
146 protected:
147  void apply_impl(const LinOp* b, LinOp* x) const override;
148 
149  template <typename VectorType>
150  void apply_dense_impl(const VectorType* b, VectorType* x) const;
151 
152  void apply_impl(const LinOp* alpha, const LinOp* b, const LinOp* beta,
153  LinOp* x) const override;
154 
155  explicit Gmres(std::shared_ptr<const Executor> exec)
156  : EnableLinOp<Gmres>(std::move(exec))
157  {}
158 
159  explicit Gmres(const Factory* factory,
160  std::shared_ptr<const LinOp> system_matrix)
161  : EnableLinOp<Gmres>(factory->get_executor(),
162  gko::transpose(system_matrix->get_size())),
163  EnablePreconditionedIterativeSolver<ValueType, Gmres<ValueType>>{
164  std::move(system_matrix), factory->get_parameters()},
165  parameters_{factory->get_parameters()}
166  {
167  if (!parameters_.krylov_dim) {
168  parameters_.krylov_dim = gmres_default_krylov_dim;
169  }
170  }
171 };
172 
173 
174 template <typename ValueType>
175 struct workspace_traits<Gmres<ValueType>> {
176  using Solver = Gmres<ValueType>;
177  // number of vectors used by this workspace
178  static int num_vectors(const Solver&);
179  // number of arrays used by this workspace
180  static int num_arrays(const Solver&);
181  // array containing the num_vectors names for the workspace vectors
182  static std::vector<std::string> op_names(const Solver&);
183  // array containing the num_arrays names for the workspace vectors
184  static std::vector<std::string> array_names(const Solver&);
185  // array containing all varying scalar vectors (independent of problem size)
186  static std::vector<int> scalars(const Solver&);
187  // array containing all varying vectors (dependent on problem size)
188  static std::vector<int> vectors(const Solver&);
189 
190  // residual vector
191  constexpr static int residual = 0;
192  // preconditioned vector
193  constexpr static int preconditioned_vector = 1;
194  // krylov basis multivector
195  constexpr static int krylov_bases = 2;
196  // hessenberg matrix
197  constexpr static int hessenberg = 3;
198  // auxiliary space for CGS2
199  constexpr static int hessenberg_aux = 4;
200  // givens sin parameters
201  constexpr static int givens_sin = 5;
202  // givens cos parameters
203  constexpr static int givens_cos = 6;
204  // coefficients of the residual in Krylov space
205  constexpr static int residual_norm_collection = 7;
206  // residual norm scalar
207  constexpr static int residual_norm = 8;
208  // solution of the least-squares problem in Krylov space
209  constexpr static int y = 9;
210  // solution of the least-squares problem mapped to the full space
211  constexpr static int before_preconditioner = 10;
212  // preconditioned solution of the least-squares problem
213  constexpr static int after_preconditioner = 11;
214  // constant 1.0 scalar
215  constexpr static int one = 12;
216  // constant -1.0 scalar
217  constexpr static int minus_one = 13;
218  // temporary norm vector of next_krylov to copy into hessenberg matrix
219  constexpr static int next_krylov_norm_tmp = 14;
220  // preconditioned krylov basis multivector
221  constexpr static int preconditioned_krylov_bases = 15;
222 
223  // stopping status array
224  constexpr static int stop = 0;
225  // reduction tmp array
226  constexpr static int tmp = 1;
227  // final iteration number array
228  constexpr static int final_iter_nums = 2;
229 };
230 
231 
232 } // namespace solver
233 } // namespace gko
234 
235 
236 #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:107
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:433
gko::size_type
std::size_t size_type
Integral type used for allocation quantities.
Definition: types.hpp:90
gko::solver::enable_preconditioned_iterative_solver_factory_parameters
Definition: solver_base.hpp:854
gko::solver::Gmres
GMRES or the generalized minimal residual method is an iterative type Krylov subspace method which is...
Definition: gmres.hpp:72
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:445
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:116
gko::solver::Gmres::parameters_type::flexible
bool flexible
Flexible GMRES.
Definition: gmres.hpp:119
gko
The Ginkgo namespace.
Definition: abstract_factory.hpp:20
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:112
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:1017
gko::solver::Gmres::get_krylov_dim
size_type get_krylov_dim() const
Gets the Krylov dimension of the solver.
Definition: gmres.hpp:100
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:93
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:394
gko::PolymorphicObject::get_executor
std::shared_ptr< const Executor > get_executor() const noexcept
Returns the Executor of the object.
Definition: polymorphic_object.hpp:243
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:210
gko::EnableLinOp
The EnableLinOp mixin can be used to provide sensible default implementations of the majority of the ...
Definition: lin_op.hpp:877
gko::solver::Gmres::Factory
Definition: gmres.hpp:125
gko::solver::EnablePreconditionedIterativeSolver
A LinOp implementing this interface stores a system matrix and stopping criterion factory.
Definition: solver_base.hpp:799
gko::solver::Gmres::parameters_type::ortho_method
gmres::ortho_method ortho_method
Orthogonalization method.
Definition: gmres.hpp:123
gko::one
constexpr T one()
Returns the multiplicative identity for T.
Definition: math.hpp:654
gko::EnablePolymorphicObject
This mixin inherits from (a subclass of) PolymorphicObject and provides a base implementation of a ne...
Definition: polymorphic_object.hpp:667