Configuration for fitter scenarios using least squares optimization. More...

#include <FitterConfigurationLeastSquares.hpp>

Inheritance diagram for sgpp::datadriven::FitterConfigurationLeastSquares:

Public Member Functions
FitterConfiguration *	clone () const override
	Polymorphic clone pattern. More...

	FitterConfigurationLeastSquares ()=default

void	readParams (const DataMiningConfigParser &parser) override
	First setup default values, then read new input values from configuration file. More...

void	setupDefaults () override
	set default values for all members based on the desired scenario. More...

Public Member Functions inherited from sgpp::datadriven::FitterConfiguration
	FitterConfiguration ()=default
	Sets up a Fitter configuration with its default values. More...

	FitterConfiguration (const FitterConfiguration &rhs)=default
	Copy constructor. More...

	FitterConfiguration (FitterConfiguration &&rhs)=default
	Move constructor. More...

const datadriven::CrossvalidationConfiguration &	getCrossvalidationConfig () const
	Get how the crossvalidation should behave. More...

datadriven::CrossvalidationConfiguration &	getCrossvalidationConfig ()
	Get or set how the crossvalidation should behave. More...

const datadriven::DatabaseConfiguration &	getDatabaseConfig () const
	Returns the database configuration, i.e. More...

const datadriven::DensityEstimationConfiguration &	getDensityEstimationConfig () const
	Get how the density estimation should behave. More...

datadriven::DensityEstimationConfiguration &	getDensityEstimationConfig ()
	Get or set how the density estimation should behave. More...

const base::RegularGridConfiguration &	getGridConfig () const
	Get initial conditions for the grid before adaptive refinement. More...

base::RegularGridConfiguration &	getGridConfig ()
	Get or set initial conditions for the grid before adaptive refinement. More...

const datadriven::LearnerConfiguration &	getLearnerConfig () const
	Returns the configuration for the learner's behaviour. More...

const datadriven::OperationMultipleEvalConfiguration &	getMultipleEvalConfig () const
	Get implementation (openMP, MPI, GPU) that should be used for sgpp::base::OperationMultipleEval. More...

datadriven::OperationMultipleEvalConfiguration &	getMultipleEvalConfig ()
	Get or set implementation (openMP, MPI, GPU) that should be used for sgpp::base::OperationMultipleEval. More...

const base::AdaptivityConfiguration &	getRefinementConfig () const
	Get how the adaptivity algorithms for the grid should behave. More...

base::AdaptivityConfiguration &	getRefinementConfig ()
	Get or set how the adaptivity algorithms for the grid should behave. More...

const datadriven::RegularizationConfiguration &	getRegularizationConfig () const
	Get the type of regularization operation to use. More...

datadriven::RegularizationConfiguration &	getRegularizationConfig ()
	Get or set the type of regularization operation to use. More...

const solver::SLESolverConfiguration &	getSolverFinalConfig () const
	Get configuration for the linear system solver when solving the final, refined system. More...

solver::SLESolverConfiguration &	getSolverFinalConfig ()
	Get or set configuration for the linear system solver when solving the final, refined system. More...

const solver::SLESolverConfiguration &	getSolverRefineConfig () const
	Get configuration for the linear system solver which should be used while building adaptive grids. More...

solver::SLESolverConfiguration &	getSolverRefineConfig ()
	Get or set configuration for the linear system solver which should be used while building adaptive grids. More...

FitterConfiguration &	operator= (const FitterConfiguration &rhs)=default
	Copy assign operator. More...

FitterConfiguration &	operator= (FitterConfiguration &&rhs)=default
	Move assign operator. More...

virtual	~FitterConfiguration ()=default
	virtual destructor. More...

Additional Inherited Members
Protected Attributes inherited from sgpp::datadriven::FitterConfiguration
base::AdaptivityConfiguration	adaptivityConfig
	Configure how the adaptivity algorithms for the grid should behave. More...

datadriven::CrossvalidationConfiguration	crossvalidationConfig
	Configure how the crossvalidation should behave. More...

datadriven::DatabaseConfiguration	databaseConfig
	Configure where the lhs datamatrix decomposition database is stored. More...

datadriven::DensityEstimationConfiguration	densityEstimationConfig
	Configure how the density estimation should behave. More...

base::RegularGridConfiguration	gridConfig
	Initial conditions for the grid before adaptive refinement. More...

datadriven::LearnerConfiguration	learnerConfig
	Configuration for the learner's behaviour. More...

datadriven::OperationMultipleEvalConfiguration	multipleEvalConfig
	Determine implementation (openMP, MPI, GPU) that should be used for sgpp::base::OperationMultipleEval. More...

datadriven::RegularizationConfiguration	regularizationConfig
	Set the type of regularization operation to use and specify the influence of the regularization term vs data term from 0 (no regularization) to 1 (no data term). More...

solver::SLESolverConfiguration	solverFinalConfig
	Configuration for the linear system solver when solving the final, refined system. More...

solver::SLESolverConfiguration	solverRefineConfig
	Configuration for the linear system solver which should be used while building adaptive grids. More...

Detailed Description

Configuration for fitter scenarios using least squares optimization.

Constructor & Destructor Documentation

◆ FitterConfigurationLeastSquares()

sgpp::datadriven::FitterConfigurationLeastSquares::FitterConfigurationLeastSquares ( )

default

Referenced by clone().

Member Function Documentation

◆ clone()

FitterConfiguration * sgpp::datadriven::FitterConfigurationLeastSquares::clone ( ) const

overridevirtual

Polymorphic clone pattern.

Returns: deep copy of this object. New object is owned by caller.

Implements sgpp::datadriven::FitterConfiguration.

References FitterConfigurationLeastSquares().

◆ readParams()

void sgpp::datadriven::FitterConfigurationLeastSquares::readParams ( const DataMiningConfigParser & parser )

overridevirtual

First setup default values, then read new input values from configuration file.

Parameters

parser the parsed configuration file.

Implements sgpp::datadriven::FitterConfiguration.

References sgpp::datadriven::FitterConfiguration::adaptivityConfig, sgpp::datadriven::DataMiningConfigParser::getFitterAdaptivityConfig(), sgpp::datadriven::DataMiningConfigParser::getFitterGridConfig(), sgpp::datadriven::DataMiningConfigParser::getFitterRegularizationConfig(), sgpp::datadriven::DataMiningConfigParser::getFitterSolverFinalConfig(), sgpp::datadriven::DataMiningConfigParser::getFitterSolverRefineConfig(), sgpp::datadriven::FitterConfiguration::gridConfig, sgpp::datadriven::FitterConfiguration::regularizationConfig, setupDefaults(), sgpp::datadriven::FitterConfiguration::solverFinalConfig, and sgpp::datadriven::FitterConfiguration::solverRefineConfig.

◆ setupDefaults()

void sgpp::datadriven::FitterConfigurationLeastSquares::setupDefaults ( )

overridevirtual

set default values for all members based on the desired scenario.

Implements sgpp::datadriven::FitterConfiguration.

References sgpp::datadriven::FitterConfiguration::adaptivityConfig, sgpp::base::GeneralGridConfiguration::boundaryLevel_, sgpp::solver::CG, sgpp::base::GeneralGridConfiguration::dim_, sgpp::solver::SLESolverConfiguration::eps_, sgpp::datadriven::RegularizationConfiguration::exponentBase_, sgpp::datadriven::FitterConfiguration::gridConfig, sgpp::datadriven::Identity, sgpp::datadriven::RegularizationConfiguration::l1Ratio_, sgpp::datadriven::RegularizationConfiguration::lambda_, sgpp::base::GeneralGridConfiguration::level_, sgpp::base::Linear, sgpp::base::GeneralGridConfiguration::maxDegree_, sgpp::solver::SLESolverConfiguration::maxIterations_, sgpp::base::AdaptivityConfiguration::maxLevelType_, sgpp::base::AdaptivityConfiguration::noPoints_, sgpp::base::AdaptivityConfiguration::numRefinements_, sgpp::base::AdaptivityConfiguration::percent_, sgpp::datadriven::FitterConfiguration::regularizationConfig, sgpp::datadriven::FitterConfiguration::solverFinalConfig, sgpp::datadriven::FitterConfiguration::solverRefineConfig, sgpp::solver::SLESolverConfiguration::threshold_, sgpp::base::AdaptivityConfiguration::threshold_, sgpp::datadriven::RegularizationConfiguration::type_, sgpp::solver::SLESolverConfiguration::type_, and sgpp::base::GeneralGridConfiguration::type_.

Referenced by readParams().

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

datadriven/src/sgpp/datadriven/datamining/modules/fitting/FitterConfigurationLeastSquares.hpp
datadriven/src/sgpp/datadriven/datamining/modules/fitting/FitterConfigurationLeastSquares.cpp

Public Member Functions

Additional Inherited Members

Detailed Description

Constructor & Destructor Documentation

◆ FitterConfigurationLeastSquares()

Member Function Documentation

◆ clone()

◆ readParams()

◆ setupDefaults()