Ilu< LSolverType, USolverType, ReverseApply, IndexType > Class Template Reference

Ilu&lt; LSolverType, USolverType, ReverseApply, IndexType &gt; Class Template Reference#

Reference API: gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType > Class Template Reference
Reference API

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

Inheritance diagram for gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >:
[legend]

Classes

class  Factory
 
struct  parameters_type
 

Public Types

using value_type = typename LSolverType::value_type
 
using l_solver_type = LSolverType
 
using u_solver_type = USolverType
 
using index_type = IndexType
 
using transposed_type = Ilu< typename USolverType::transposed_type, typename LSolverType::transposed_type, ReverseApply, IndexType >
 
- Public Types inherited from gko::EnablePolymorphicAssignment< ConcreteLinOp >
using result_type = ConcreteLinOp
 
- Public Types inherited from gko::ConvertibleTo< ResultType >
using result_type = ResultType
 

Public Member Functions

const parameters_typeget_parameters () const
 
std::shared_ptr< const l_solver_type > get_l_solver () const
 
std::shared_ptr< const u_solver_type > get_u_solver () const
 
std::unique_ptr< LinOptranspose () const override
 
std::unique_ptr< LinOpconj_transpose () const override
 
Iluoperator= (const Ilu &other)
 
Iluoperator= (Ilu &&other)
 
 Ilu (const Ilu &other)
 
 Ilu (Ilu &&other)
 
- Public Member Functions inherited from gko::EnableLinOp< ConcreteLinOp, PolymorphicBase >
const ConcreteLinOp * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x) const
 
ConcreteLinOp * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x)
 
const ConcreteLinOp * apply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x) const
 
ConcreteLinOp * apply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x)
 
- Public Member Functions inherited from gko::EnableAbstractPolymorphicObject< AbstractObject, PolymorphicBase >
std::unique_ptr< AbstractObject > create_default (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< AbstractObject > create_default () const
 
std::unique_ptr< AbstractObject > clone (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< AbstractObject > clone () const
 
AbstractObject * copy_from (const PolymorphicObject *other)
 
template<typename Derived >
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, AbstractObject > * copy_from (std::unique_ptr< Derived > &&other)
 
template<typename Derived >
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, AbstractObject > * copy_from (const std::unique_ptr< Derived > &other)
 
AbstractObject * copy_from (const std::shared_ptr< const PolymorphicObject > &other)
 
AbstractObject * move_from (ptr_param< PolymorphicObject > other)
 
AbstractObject * clear ()
 
- Public Member Functions inherited from gko::PolymorphicObject
PolymorphicObjectoperator= (const PolymorphicObject &)
 
std::unique_ptr< PolymorphicObjectcreate_default (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< PolymorphicObjectcreate_default () const
 
std::unique_ptr< PolymorphicObjectclone (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< PolymorphicObjectclone () const
 
PolymorphicObjectcopy_from (const PolymorphicObject *other)
 
template<typename Derived , typename Deleter >
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, PolymorphicObject > * copy_from (std::unique_ptr< Derived, Deleter > &&other)
 
template<typename Derived , typename Deleter >
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, PolymorphicObject > * copy_from (const std::unique_ptr< Derived, Deleter > &other)
 
PolymorphicObjectcopy_from (const std::shared_ptr< const PolymorphicObject > &other)
 
PolymorphicObjectmove_from (ptr_param< PolymorphicObject > other)
 
PolymorphicObjectclear ()
 
std::shared_ptr< const Executorget_executor () const noexcept
 
- 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::EnablePolymorphicAssignment< ConcreteLinOp >
void convert_to (result_type *result) const override
 
void move_to (result_type *result) override
 
- Public Member Functions inherited from gko::ConvertibleTo< ResultType >
virtual void convert_to (result_type *result) const =0
 
void convert_to (ptr_param< result_type > result) const
 
virtual void move_to (result_type *result)=0
 
void move_to (ptr_param< result_type > result)
 

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< value_type, index_type >())
 

Static Public Attributes

static constexpr bool performs_reverse_apply = ReverseApply
 

Protected Member Functions

void apply_impl (const LinOp *b, LinOp *x) const override
 
void apply_impl (const LinOp *alpha, const LinOp *b, const LinOp *beta, LinOp *x) const override
 
 Ilu (std::shared_ptr< const Executor > exec)
 
 Ilu (const Factory *factory, std::shared_ptr< const LinOp > lin_op)
 
void set_cache_to (const LinOp *b) const
 
- Protected Member Functions inherited from gko::EnableLinOp< ConcreteLinOp, PolymorphicBase >
ConcreteLinOp * self () noexcept
 
const ConcreteLinOp * self () const noexcept
 
- Protected Member Functions inherited from gko::EnablePolymorphicObject< ConcreteObject, PolymorphicBase >
std::unique_ptr< PolymorphicObjectcreate_default_impl (std::shared_ptr< const Executor > exec) const override
 
PolymorphicObjectcopy_from_impl (const PolymorphicObject *other) override
 
PolymorphicObjectcopy_from_impl (std::unique_ptr< PolymorphicObject > other) override
 
PolymorphicObjectmove_from_impl (PolymorphicObject *other) override
 
PolymorphicObjectmove_from_impl (std::unique_ptr< PolymorphicObject > other) override
 
PolymorphicObjectclear_impl () override
 
- Protected Member Functions inherited from gko::PolymorphicObject
 PolymorphicObject (std::shared_ptr< const Executor > exec)
 
 PolymorphicObject (const PolymorphicObject &other)
 
- Protected Member Functions inherited from gko::log::EnableLogging< PolymorphicObject >
void log (Params &&... params) const
 

Static Protected Member Functions

template<typename SolverType >
static std::enable_if_t< solver::has_with_criteria< SolverType >::value, std::unique_ptr< SolverType > > generate_default_solver (const std::shared_ptr< const Executor > &exec, const std::shared_ptr< const LinOp > &mtx)
 
template<typename SolverType >
static std::enable_if_t<!solver::has_with_criteria< SolverType >::value, std::unique_ptr< SolverType > > generate_default_solver (const std::shared_ptr< const Executor > &exec, const std::shared_ptr< const LinOp > &mtx)
 

Friends

class EnableLinOp< Ilu >
 
class EnablePolymorphicObject< Ilu, LinOp >
 

Additional Inherited Members

- Protected Attributes inherited from gko::log::EnableLogging< PolymorphicObject >
std::vector< std::shared_ptr< const Logger > > loggers_
 

Detailed Description

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
class gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >

The Incomplete LU (ILU) preconditioner solves the equation \(LUx = b\) for a given lower triangular matrix L, an upper triangular matrix U and the right hand side b (can contain multiple right hand sides).

It allows to set both the solver for L and the solver for U independently, while providing the defaults solver::LowerTrs and solver::UpperTrs, which are direct triangular solvers. For these solvers, a factory can be provided (with with_l_solver and with_u_solver) to have more control over their behavior. In particular, it is possible to use an iterative method for solving the triangular systems. The default parameters for an iterative triangluar solver are:

  • reduction factor = 1e-4
  • max iteration = <number of rows of the matrix given to the solver> Solvers without such criteria can also be used, in which case none are set.

An object of this class can be created with a matrix or a gko::Composition containing two matrices. If created with a matrix, it is factorized before creating the solver. If a gko::Composition (containing two matrices) is used, the first operand will be taken as the L matrix, the second will be considered the U matrix. ParIlu can be directly used, since it orders the factors in the correct way.

Note
When providing a gko::Composition, the first matrix must be the lower matrix ( \(L\)), and the second matrix must be the upper matrix ( \(U\)). If they are swapped, solving might crash or return the wrong result.
Do not use symmetric solvers (like CG) for L or U solvers since both matrices (L and U) are, by design, not symmetric.
This class is not thread safe (even a const object is not) because it uses an internal cache to accelerate multiple (sequential) applies. Using it in parallel can lead to segmentation faults, wrong results and other unwanted behavior.
Template Parameters
LSolverTypetype of the solver used for the L matrix. Defaults to solver::LowerTrs
USolverTypetype of the solver used for the U matrix Defaults to solver::UpperTrs
ReverseApplydefault behavior (ReverseApply = false) is first to solve with L (Ly = b) and then with U (Ux = y). When set to true, it will solve first with U, and then with L.
IndexTypeParIluType of the indices when ParIlu is used to generate both L and U factors. Irrelevant otherwise.

Constructor & Destructor Documentation

◆ Ilu() [1/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::Ilu ( const Ilu< LSolverType, USolverType, ReverseApply, IndexType > &  other)
inline

Copy-constructs an ILU preconditioner. Inherits the executor, shallow-copies the solvers and parameters.

◆ Ilu() [2/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::Ilu ( Ilu< LSolverType, USolverType, ReverseApply, IndexType > &&  other)
inline

Move-constructs an ILU preconditioner. Inherits the executor, moves the solvers and parameters. The moved-from object is empty (0x0 with nullptr solvers and default parameters)

Member Function Documentation

◆ conj_transpose()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
std::unique_ptr< LinOp > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::conj_transpose ( ) const
inlineoverridevirtual

◆ generate_default_solver() [1/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
template<typename SolverType >
static std::enable_if_t< solver::has_with_criteria< SolverType >::value, std::unique_ptr< SolverType > > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::generate_default_solver ( const std::shared_ptr< const Executor > &  exec,
const std::shared_ptr< const LinOp > &  mtx 
)
inlinestaticprotected

Generates a default solver of type SolverType.

Also checks whether SolverType can be assigned a criteria, and if it can, it is assigned default values which should be well suited for a preconditioner.

◆ generate_default_solver() [2/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
template<typename SolverType >
static std::enable_if_t<!solver::has_with_criteria< SolverType >::value, std::unique_ptr< SolverType > > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::generate_default_solver ( const std::shared_ptr< const Executor > &  exec,
const std::shared_ptr< const LinOp > &  mtx 
)
inlinestaticprotected

Generates a default solver of type SolverType.

Also checks whether SolverType can be assigned a criteria, and if it can, it is assigned default values which should be well suited for a preconditioner.

◆ get_l_solver()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
std::shared_ptr< const l_solver_type > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::get_l_solver ( ) const
inline

Returns the solver which is used for the provided L matrix.

Returns
the solver which is used for the provided L matrix

Referenced by gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::conj_transpose(), and gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::transpose().

◆ get_u_solver()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
std::shared_ptr< const u_solver_type > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::get_u_solver ( ) const
inline

Returns the solver which is used for the provided U matrix.

Returns
the solver which is used for the provided U matrix

Referenced by gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::conj_transpose(), and gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::transpose().

◆ operator=() [1/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
Ilu & gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::operator= ( const Ilu< LSolverType, USolverType, ReverseApply, IndexType > &  other)
inline

Copy-assigns an ILU preconditioner. Preserves the executor, shallow-copies the solvers and parameters. Creates a clone of the solvers if they are on the wrong executor.

References gko::clone(), and gko::PolymorphicObject::get_executor().

◆ operator=() [2/2]

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
Ilu & gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::operator= ( Ilu< LSolverType, USolverType, ReverseApply, IndexType > &&  other)
inline

Move-assigns an ILU preconditioner. Preserves the executor, moves the solvers and parameters. Creates a clone of the solvers if they are on the wrong executor. The moved-from object is empty (0x0 with nullptr solvers and default parameters)

References gko::clone(), and gko::PolymorphicObject::get_executor().

◆ parse()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
static parameters_type gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::parse ( const config::pnode config,
const config::registry context,
const config::type_descriptor td_for_child = config::make_type_descriptor<value_type, index_type>() 
)
inlinestatic

Create the parameters from the property_tree. Because this is directly tied to the specific type, the value/index type settings within config are ignored and type_descriptor is only used for children configs.

Parameters
configthe property tree for setting
contextthe registry
td_for_childthe type descriptor for children configs. The default uses the value/index type of this class.
Returns
parameters
Note
only support the following pairs for <l_solver, u_solver>: <Ir, Ir>, <Gmres, Gmres>, <LowerTrs, UpperTrs>, and <LowerIsai, UpperIsai>

◆ set_cache_to()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
void gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::set_cache_to ( const LinOp b) const
inlineprotected

Prepares the intermediate vector for the solve by creating it and by copying the values from b, so b acts as the initial guess.

Parameters
bRight hand side of the first solve. Also acts as the initial guess, meaning the intermediate value will be a copy of b

References gko::matrix::Dense< ValueType >::create(), and gko::PolymorphicObject::get_executor().

◆ transpose()

template<typename LSolverType = solver::LowerTrs<>, typename USolverType = solver::UpperTrs<>, bool ReverseApply = false, typename IndexType = int32>
std::unique_ptr< LinOp > gko::preconditioner::Ilu< LSolverType, USolverType, ReverseApply, IndexType >::transpose ( ) const
inlineoverridevirtual

The documentation for this class was generated from the following file:
  • ginkgo/core/preconditioner/ilu.hpp