Fft3 Class Reference

Fft3 Class Reference#

Reference API: gko::matrix::Fft3 Class Reference
Reference API

#include <ginkgo/core/matrix/fft.hpp>

Inheritance diagram for gko::matrix::Fft3:
[legend]

Public Types

using value_type = std::complex< double >
 
using index_type = int64
 
using transposed_type = Fft3
 
- Public Types inherited from gko::EnablePolymorphicAssignment< ConcreteType, ResultType >
using result_type = ResultType
 
- Public Types inherited from gko::ConvertibleTo< ResultType >
using result_type = ResultType
 

Public Member Functions

std::unique_ptr< LinOptranspose () const override
 
std::unique_ptr< LinOpconj_transpose () const override
 
void write (matrix_data< std::complex< float >, int32 > &data) const override
 
void write (matrix_data< std::complex< float >, int64 > &data) const override
 
void write (matrix_data< std::complex< double >, int32 > &data) const override
 
void write (matrix_data< std::complex< double >, int64 > &data) const override
 
dim< 3 > get_fft_size () const
 
bool is_inverse () const
 
- Public Member Functions inherited from gko::EnableLinOp< Fft3 >
const Fft3 * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x) const
 
Fft3 * apply (ptr_param< const LinOp > b, ptr_param< LinOp > x)
 
const Fft3 * apply (ptr_param< const LinOp > alpha, ptr_param< const LinOp > b, ptr_param< const LinOp > beta, ptr_param< LinOp > x) const
 
Fft3 * 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< ConcreteType, ResultType >
void convert_to (result_type *result) const override
 
void move_to (result_type *result) override
 
- 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)
 

Static Public Member Functions

static std::unique_ptr< Fft3create (std::shared_ptr< const Executor > exec)
 
static std::unique_ptr< Fft3create (std::shared_ptr< const Executor > exec, size_type size)
 
static std::unique_ptr< Fft3create (std::shared_ptr< const Executor > exec, size_type size1, size_type size2, size_type size3, bool inverse=false)
 

Protected Member Functions

 Fft3 (std::shared_ptr< const Executor > exec, size_type size1=0, size_type size2=0, size_type size3=0, bool inverse=false)
 
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
 
- Protected Member Functions inherited from gko::EnableLinOp< Fft3 >
Fft3 * self () noexcept
 
const Fft3 * 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
 

Friends

class EnablePolymorphicObject< Fft3, LinOp >
 

Additional Inherited Members

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

Detailed Description

This LinOp implements a 3D Fourier matrix using the FFT algorithm. For indexing purposes, the first dimension is the major axis.

It implements complex-to-complex forward and inverse FFT.

For a power-of-two sizes \(n_1, n_2, n_3\) with corresponding root of unity \(\omega = e^{-2\pi i / (n_1 n_2 n_3)}\) for forward DFT and \(\omega = e^{2 \pi i / (n_1 n_2 n_3)}\) for inverse DFT it computes

\[ x_{k_1 n_2 n_3 + k_2 n_3 + k_3} = \sum_{i_1=0}^{n_1-1} \sum_{i_2=0}^{n_2-1} \sum_{i_3=0}^{n_3-1} \omega^{i_1 k_1 + i_2 k_2 + i_3 k_3} b_{i_1 n_2 n_3 + i_2 n_3 + i_3} \]

without normalization factors.

The Reference and OpenMP implementations support only power-of-two input sizes, as they use the Radix-2 algorithm by J. W. Cooley and J. W. Tukey, "An Algorithm for the Machine Calculation of Complex Fourier Series," Mathematics of Computation, vol. 19, no. 90, pp. 297–301, 1965, doi: 10.2307/2003354. The CUDA and HIP implementations use cuSPARSE/hipSPARSE with full support for non-power-of-two input sizes and special optimizations for products of small prime powers.

Member Function Documentation

◆ conj_transpose()

std::unique_ptr< LinOp > gko::matrix::Fft3::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.

◆ create() [1/3]

static std::unique_ptr< Fft3 > gko::matrix::Fft3::create ( std::shared_ptr< const Executor exec)
static

Creates an empty Fourier matrix.

Parameters
execExecutor associated to the matrix
Returns
A smart pointer to the newly created matrix.

◆ create() [2/3]

static std::unique_ptr< Fft3 > gko::matrix::Fft3::create ( std::shared_ptr< const Executor exec,
size_type  size 
)
static

Creates an Fourier matrix with the given dimensions.

Parameters
sizesize of all FFT dimensions
Returns
A smart pointer to the newly created matrix.

◆ create() [3/3]

static std::unique_ptr< Fft3 > gko::matrix::Fft3::create ( std::shared_ptr< const Executor exec,
size_type  size1,
size_type  size2,
size_type  size3,
bool  inverse = false 
)
static

Creates an Fourier matrix with the given dimensions.

Parameters
size1size of the first FFT dimension
size2size of the second FFT dimension
size3size of the third FFT dimension
inversetrue to compute an inverse DFT instead of a normal DFT
Returns
A smart pointer to the newly created matrix.

◆ transpose()

std::unique_ptr< LinOp > gko::matrix::Fft3::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: