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A numerical linear algebra library targeting many-core architectures
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gko::multigrid::Pgm< ValueType, IndexType > Class Template Reference

Parallel graph match (Pgm) is the aggregate method introduced in the paper M. More...

#include <ginkgo/core/multigrid/pgm.hpp>

Inheritance diagram for gko::multigrid::Pgm< ValueType, IndexType >:
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Collaboration diagram for gko::multigrid::Pgm< ValueType, IndexType >:
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Classes

class  Factory
 
struct  parameters_type
 

Public Types

using value_type = ValueType
 
using index_type = IndexType
 
- Public Types inherited from gko::EnablePolymorphicAssignment< Pgm< ValueType, IndexType > >
using result_type = Pgm< ValueType, IndexType >
 
- Public Types inherited from gko::ConvertibleTo< Pgm< ValueType, IndexType > >
using result_type = Pgm< ValueType, IndexType >
 
- Public Types inherited from gko::multigrid::EnableMultigridLevel< ValueType >
using value_type = ValueType
 
- Public Types inherited from gko::UseComposition< ValueType >
using value_type = ValueType
 

Public Member Functions

std::shared_ptr< const LinOpget_system_matrix () const
 Returns the system operator (matrix) of the linear system. More...
 
IndexType * get_agg () noexcept
 Returns the aggregate group. More...
 
const IndexType * get_const_agg () const noexcept
 Returns the aggregate group. More...
 
const parameters_typeget_parameters () const
 
- Public Member Functions inherited from gko::EnableLinOp< Pgm< ValueType, IndexType > >
const Pgm< ValueType, IndexType > * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x) const
 
Pgm< ValueType, IndexType > * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x)
 
const Pgm< ValueType, IndexType > * apply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x) const
 
Pgm< ValueType, IndexType > * 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< Pgm< ValueType, IndexType >, LinOp >
std::unique_ptr< Pgm< ValueType, IndexType > > create_default (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< Pgm< ValueType, IndexType > > create_default () const
 
std::unique_ptr< Pgm< ValueType, IndexType > > clone (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< Pgm< ValueType, IndexType > > clone () const
 
Pgm< ValueType, IndexType > * copy_from (const PolymorphicObject *other)
 
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, Pgm< ValueType, IndexType > > * copy_from (std::unique_ptr< Derived > &&other)
 
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, Pgm< ValueType, IndexType > > * copy_from (const std::unique_ptr< Derived > &other)
 
Pgm< ValueType, IndexType > * copy_from (const std::shared_ptr< const PolymorphicObject > &other)
 
Pgm< ValueType, IndexType > * move_from (ptr_param< PolymorphicObject > other)
 
Pgm< ValueType, IndexType > * clear ()
 
- Public Member Functions inherited from gko::LinOp
LinOpapply (ptr_param< const LinOp > b, ptr_param< LinOp > x)
 Applies a linear operator to a vector (or a sequence of vectors). More...
 
const LinOpapply (ptr_param< const LinOp > b, ptr_param< LinOp > x) const
 
LinOpapply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x)
 Performs the operation x = alpha * op(b) + beta * x. More...
 
const LinOpapply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x) const
 
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...
 
LinOpoperator= (const LinOp &)=default
 Copy-assigns a LinOp. More...
 
LinOpoperator= (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::EnableAbstractPolymorphicObject< LinOp >
std::unique_ptr< LinOpcreate_default (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< LinOpcreate_default () const
 
std::unique_ptr< LinOpclone (std::shared_ptr< const Executor > exec) const
 
std::unique_ptr< LinOpclone () const
 
LinOpcopy_from (const PolymorphicObject *other)
 
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, LinOp > * copy_from (std::unique_ptr< Derived > &&other)
 
std::enable_if_t< std::is_base_of< PolymorphicObject, std::decay_t< Derived > >::value, LinOp > * copy_from (const std::unique_ptr< Derived > &other)
 
LinOpcopy_from (const std::shared_ptr< const PolymorphicObject > &other)
 
LinOpmove_from (ptr_param< PolymorphicObject > other)
 
LinOpclear ()
 
- Public Member Functions inherited from gko::PolymorphicObject
PolymorphicObjectoperator= (const PolymorphicObject &)
 
std::unique_ptr< PolymorphicObjectcreate_default (std::shared_ptr< const Executor > exec) const
 Creates a new "default" object of the same dynamic type as this object. More...
 
std::unique_ptr< PolymorphicObjectcreate_default () const
 Creates a new "default" object of the same dynamic type as this object. More...
 
std::unique_ptr< PolymorphicObjectclone (std::shared_ptr< const Executor > exec) const
 Creates a clone of the object. More...
 
std::unique_ptr< PolymorphicObjectclone () const
 Creates a clone of the object. More...
 
PolymorphicObjectcopy_from (const PolymorphicObject *other)
 Copies another object into this object. More...
 
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)
 Moves another object into this object. More...
 
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)
 Copies another object into this object. More...
 
PolymorphicObjectcopy_from (const std::shared_ptr< const PolymorphicObject > &other)
 Copies another object into this object. More...
 
PolymorphicObjectmove_from (ptr_param< PolymorphicObject > other)
 Moves another object into this object. More...
 
PolymorphicObjectclear ()
 Transforms the object into its default state. More...
 
std::shared_ptr< const Executorget_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::EnablePolymorphicAssignment< Pgm< ValueType, IndexType > >
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...
 
- Public Member Functions inherited from gko::ConvertibleTo< Pgm< ValueType, IndexType > >
void convert_to (ptr_param< result_type > result) const
 
void move_to (ptr_param< result_type > result)
 
- Public Member Functions inherited from gko::multigrid::EnableMultigridLevel< ValueType >
std::shared_ptr< const LinOpget_fine_op () const override
 Returns the operator on fine level. More...
 
std::shared_ptr< const LinOpget_restrict_op () const override
 Returns the restrict operator. More...
 
std::shared_ptr< const LinOpget_coarse_op () const override
 Returns the operator on coarse level. More...
 
std::shared_ptr< const LinOpget_prolong_op () const override
 Returns the prolong operator. More...
 
- Public Member Functions inherited from gko::UseComposition< ValueType >
std::shared_ptr< Composition< ValueType > > get_composition () const
 Returns the composition operators. More...
 
std::shared_ptr< const LinOpget_operator_at (size_type index) const
 Returns the operator at index-th position of composition. More...
 

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, IndexType >())
 Create the parameters from the property_tree. More...
 

Friends

class EnableLinOp< Pgm >
 
class EnablePolymorphicObject< Pgm, LinOp >
 

Detailed Description

template<typename ValueType = default_precision, typename IndexType = int32>
class gko::multigrid::Pgm< ValueType, IndexType >

Parallel graph match (Pgm) is the aggregate method introduced in the paper M.

Naumov et al., "AmgX: A Library for GPU Accelerated Algebraic Multigrid and Preconditioned Iterative Methods". Current implementation only contains size = 2 version.

Pgm creates the aggregate group according to the matrix value not the structure. Pgm gives two steps (one-phase handshaking) to group the elements. 1: get the strongest neighbor of each unaggregated element. 2: group the elements whose strongest neighbor is each other. repeating until reaching the given conditions. After that, the un-aggregated elements are assigned to an aggregated group or are left alone.

Template Parameters
ValueTypeprecision of matrix elements
IndexTypeprecision of matrix indexes

Member Function Documentation

◆ get_agg()

template<typename ValueType = default_precision, typename IndexType = int32>
IndexType* gko::multigrid::Pgm< ValueType, IndexType >::get_agg ( )
inlinenoexcept

Returns the aggregate group.

Aggregate group whose size is same as the number of rows. Stores the mapping information from row index to coarse row index. i.e., agg[row_idx] = coarse_row_idx.

Returns
the aggregate group.

References gko::array< ValueType >::get_data().

◆ get_const_agg()

template<typename ValueType = default_precision, typename IndexType = int32>
const IndexType* gko::multigrid::Pgm< ValueType, IndexType >::get_const_agg ( ) const
inlinenoexcept

Returns the aggregate group.

Aggregate group whose size is same as the number of rows. Stores the mapping information from row index to coarse row index. i.e., agg[row_idx] = coarse_row_idx.

Returns
the aggregate group.
Note
This is the constant version of the function, which can be significantly more memory efficient than the non-constant version, so always prefer this version.

References gko::array< ValueType >::get_const_data().

◆ get_system_matrix()

template<typename ValueType = default_precision, typename IndexType = int32>
std::shared_ptr<const LinOp> gko::multigrid::Pgm< ValueType, IndexType >::get_system_matrix ( ) const
inline

Returns the system operator (matrix) of the linear system.

Returns
the system operator (matrix)

◆ parse()

template<typename ValueType = default_precision, typename IndexType = int32>
static parameters_type gko::multigrid::Pgm< ValueType, IndexType >::parse ( const config::pnode config,
const config::registry context,
const config::type_descriptor td_for_child = config::make_type_descriptor< ValueType, IndexType >() 
)
static

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

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