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A numerical linear algebra library targeting many-core architectures
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gko::preconditioner::NullspaceProjection< ValueType > Class Template Reference

NullspaceProjection wraps a preconditioner \( M \) with projections onto the complement of a nullspace, \( z = P M Q r \). More...

#include <ginkgo/core/preconditioner/nullspace_projection.hpp>

Inheritance diagram for gko::preconditioner::NullspaceProjection< ValueType >:
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Collaboration diagram for gko::preconditioner::NullspaceProjection< ValueType >:
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Classes

class  Factory
 
struct  parameters_type
 

Public Types

using value_type = ValueType
 
- Public Types inherited from gko::EnableCloneable< NullspaceProjection< ValueType > >
using result_type = NullspaceProjection< ValueType >
 
- Public Types inherited from gko::ConvertibleTo< ResultType >
using result_type = ResultType
 

Public Member Functions

std::shared_ptr< const LinOp > get_preconditioner () const
 
std::shared_ptr< const solver::Nullspace< ValueType > > get_nullspace () const
 
std::shared_ptr< const solver::Nullspace< ValueType > > get_left_nullspace () const
 
std::unique_ptr< LinOp > transpose () const override
 Returns a LinOp representing the transpose of the Transposable object. More...
 
std::unique_ptr< LinOp > conj_transpose () const override
 Returns a LinOp representing the conjugate transpose of the Transposable object. More...
 
NullspaceProjection & operator= (const NullspaceProjection &other)
 
NullspaceProjection & operator= (NullspaceProjection &&other)
 
 NullspaceProjection (const NullspaceProjection &other)
 
 NullspaceProjection (NullspaceProjection &&other)
 
const parameters_type & get_parameters () const
 
- Public Member Functions inherited from gko::LinOp
void apply (ptr_param< const LinOp > b, ptr_param< LinOp > x) const
 Applies a linear operator to a vector (or a sequence of vectors). More...
 
void apply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x) const
 Performs the operation x = alpha * op(b) + beta * x. More...
 
const dim< 2 > & get_size () const noexcept
 Returns the size of the operator. More...
 
virtual bool apply_uses_initial_guess () const
 Returns true if the linear operator uses the data given in x as an initial guess. More...
 
LinOp & operator= (const LinOp &)=default
 Copy-assigns a LinOp. More...
 
LinOp & operator= (LinOp &&other)
 Move-assigns a LinOp. More...
 
 LinOp (const LinOp &)=default
 Copy-constructs a LinOp. More...
 
 LinOp (LinOp &&other)
 Move-constructs a LinOp. More...
 
- Public Member Functions inherited from gko::PolymorphicObject
virtual void validate_data () const
 Throws gko::InvalidData exception if we found the data inside the object does not fulfill certain property up to our knowledge.
 
PolymorphicObject & operator= (const PolymorphicObject &)
 
std::shared_ptr< const Executor > get_executor () const noexcept
 Returns the Executor of the object. More...
 
- Public Member Functions inherited from gko::log::EnableLogging< PolymorphicObject >
void add_logger (std::shared_ptr< const Logger > logger) override
 
void remove_logger (const Logger *logger) override
 
void remove_logger (ptr_param< const Logger > logger)
 
const std::vector< std::shared_ptr< const Logger > > & get_loggers () const override
 
void clear_loggers () override
 
- Public Member Functions inherited from gko::log::Loggable
void remove_logger (ptr_param< const Logger > logger)
 
- Public Member Functions inherited from gko::EnableCloneable< NullspaceProjection< ValueType > >
std::unique_ptr< NullspaceProjection< ValueType > > clone (std::shared_ptr< const Executor > exec) const
 Creates a clone of the object. More...
 
std::unique_ptr< NullspaceProjection< ValueType > > clone () const
 Creates a clone of the object. More...
 
void convert_to (result_type *result) const override
 Converts the implementer to an object of type result_type. More...
 
void move_to (result_type *result) override
 Converts the implementer to an object of type result_type by moving data from this object. More...
 
std::unique_ptr< NullspaceProjection< ValueType > > create_default () const
 
std::unique_ptr< NullspaceProjection< ValueType > > create_default (std::shared_ptr< const Executor > exec) const
 
- Public Member Functions inherited from gko::ConvertibleTo< ResultType >
void convert_to (ptr_param< result_type > result) const
 
void move_to (ptr_param< result_type > result)
 
- Public Member Functions inherited from gko::Cloneable
std::unique_ptr< Cloneable > clone (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< Cloneable > clone () const
 
Cloneable * copy_from (ptr_param< const Cloneable > other)
 
Cloneable * move_from (ptr_param< Cloneable > other)
 
std::unique_ptr< Cloneable > create_default (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< Cloneable > create_default () const
 

Static Public Member Functions

static auto build () -> decltype(Factory ::create())
 
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. More...
 

Friends

class EnableCloneable< NullspaceProjection >
 

Detailed Description

template<typename ValueType = default_precision>
class gko::preconditioner::NullspaceProjection< ValueType >

NullspaceProjection wraps a preconditioner \( M \) with projections onto the complement of a nullspace, \( z = P M Q r \).

\( P \) removes the nullspace from the preconditioned vector, which keeps the search directions of a Krylov solver, and thus its solution, orthogonal to the nullspace. The optional \( Q \) removes the left nullspace from the input. If both are the same nullspace, \( P M P \) is symmetric for a symmetric \( M \), which solvers like Minres need on ill-conditioned problems or when iterated past convergence.

Iterative solvers that support nullspaces (see solver::nullspace_traits) wrap their preconditioner in a NullspaceProjection when their nullspace parameter is set, unless it already is one removing the nullspace. It can also be used as the preconditioner of any solver directly; then the right-hand side and the initial guess need to be projected by the user, see solver::Nullspace::project.

A constant-only nullspace is adapted to the size and value type of the system matrix, so the factory can be used for matrices of any size.

Template Parameters
ValueTypethe value type of the vectors

Member Function Documentation

◆ conj_transpose()

template<typename ValueType = default_precision>
std::unique_ptr<LinOp> gko::preconditioner::NullspaceProjection< ValueType >::conj_transpose ( ) const
overridevirtual

Returns a LinOp representing the conjugate transpose of the Transposable object.

Returns
a pointer to the new conjugate transposed object

Implements gko::Transposable.

◆ get_left_nullspace()

template<typename ValueType = default_precision>
std::shared_ptr<const solver::Nullspace<ValueType> > gko::preconditioner::NullspaceProjection< ValueType >::get_left_nullspace ( ) const
Returns
the left nullspace removed before the preconditioner, or nullptr if there is none

◆ get_nullspace()

template<typename ValueType = default_precision>
std::shared_ptr<const solver::Nullspace<ValueType> > gko::preconditioner::NullspaceProjection< ValueType >::get_nullspace ( ) const
Returns
the nullspace removed after the preconditioner, or nullptr if there is none

◆ get_preconditioner()

template<typename ValueType = default_precision>
std::shared_ptr<const LinOp> gko::preconditioner::NullspaceProjection< ValueType >::get_preconditioner ( ) const
Returns
the wrapped preconditioner

◆ parse()

template<typename ValueType = default_precision>
static parameters_type gko::preconditioner::NullspaceProjection< ValueType >::parse ( const config::pnode &  config,
const config::registry &  context,
const config::type_descriptor &  td_for_child = config::make_type_descriptor< ValueType >() 
)
static

Create the parameters from the property_tree.

Because this is directly tied to the specific type, the value type in the property tree is ignored. The nullspaces and the generated preconditioner are read from the registry.

Parameters
configthe property tree for setting
contextthe registry
td_for_childthe type descriptor for children configs. The default uses the value type of this class.
Returns
parameters

◆ transpose()

template<typename ValueType = default_precision>
std::unique_ptr<LinOp> gko::preconditioner::NullspaceProjection< ValueType >::transpose ( ) const
overridevirtual

Returns a LinOp representing the transpose of the Transposable object.

Returns
a pointer to the new transposed object

Implements gko::Transposable.


The documentation for this class was generated from the following file: