opengm::Inference< GM, ACC > Class Template Reference

Inference algorithm interface. More...

#include <inference.hxx>

Inheritance diagram for opengm::Inference< GM, ACC >:

Collaboration diagram for opengm::Inference< GM, ACC >:

Public Types
typedef GM	GraphicalModelType
typedef ACC	AccumulationType
typedef GraphicalModelType::LabelType	LabelType
typedef GraphicalModelType::IndexType	IndexType
typedef GraphicalModelType::ValueType	ValueType
typedef GraphicalModelType::OperatorType	OperatorType
typedef GraphicalModelType::FactorType	FactorType
typedef GraphicalModelType::IndependentFactorType	IndependentFactorType
typedef GraphicalModelType::FunctionIdentifier	FunctionIdentifier

Public Member Functions
virtual	~Inference ()
virtual std::string	name () const =0
virtual const GraphicalModelType &	graphicalModel () const =0
virtual InferenceTermination	infer ()=0
virtual void	setStartingPoint (typename std::vector< LabelType >::const_iterator)
	set initial labeling More...
virtual InferenceTermination	arg (std::vector< LabelType > &, const size_t=1) const
	output a solution More...
virtual InferenceTermination	args (std::vector< std::vector< LabelType > > &) const
virtual InferenceTermination	marginal (const size_t, IndependentFactorType &) const
	output a solution for a marginal for a specific variable More...
virtual InferenceTermination	factorMarginal (const size_t, IndependentFactorType &) const
	output a solution for a marginal for all variables connected to a factor More...
virtual ValueType	bound () const
	return a bound on the solution More...
virtual ValueType	value () const
	return the solution (value) More...
InferenceTermination	constrainedOptimum (std::vector< IndexType > &, std::vector< LabelType > &, std::vector< LabelType > &) const
InferenceTermination	modeFromMarginal (std::vector< LabelType > &) const
InferenceTermination	modeFromFactorMarginal (std::vector< LabelType > &) const

Detailed Description

template<class GM, class ACC>
class opengm::Inference< GM, ACC >

Inference algorithm interface.

Definition at line 43 of file inference.hxx.

Member Typedef Documentation

AccumulationType

template<class GM, class ACC>

typedef ACC opengm::Inference< GM, ACC >::AccumulationType

Definition at line 47 of file inference.hxx.

FactorType

template<class GM, class ACC>

typedef GraphicalModelType::FactorType opengm::Inference< GM, ACC >::FactorType

Definition at line 52 of file inference.hxx.

FunctionIdentifier

template<class GM, class ACC>

typedef GraphicalModelType::FunctionIdentifier opengm::Inference< GM, ACC >::FunctionIdentifier

Definition at line 54 of file inference.hxx.

GraphicalModelType

template<class GM, class ACC>

typedef GM opengm::Inference< GM, ACC >::GraphicalModelType

Definition at line 46 of file inference.hxx.

IndependentFactorType

template<class GM, class ACC>

typedef GraphicalModelType::IndependentFactorType opengm::Inference< GM, ACC >::IndependentFactorType

Definition at line 53 of file inference.hxx.

IndexType

template<class GM, class ACC>

typedef GraphicalModelType::IndexType opengm::Inference< GM, ACC >::IndexType

Definition at line 49 of file inference.hxx.

LabelType

template<class GM, class ACC>

typedef GraphicalModelType::LabelType opengm::Inference< GM, ACC >::LabelType

Definition at line 48 of file inference.hxx.

OperatorType

template<class GM, class ACC>

typedef GraphicalModelType::OperatorType opengm::Inference< GM, ACC >::OperatorType

Definition at line 51 of file inference.hxx.

ValueType

template<class GM, class ACC>

typedef GraphicalModelType::ValueType opengm::Inference< GM, ACC >::ValueType

Definition at line 50 of file inference.hxx.

Constructor & Destructor Documentation

~Inference()

template<class GM, class ACC>

virtual opengm::Inference< GM, ACC >::~Inference ( )

inlinevirtual

Definition at line 56 of file inference.hxx.

Member Function Documentation

arg()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::arg ( std::vector< LabelType > &  arg, const size_t  argIndex = 1  ) const

inlinevirtual

output a solution

Parameters

[out]	arg	labeling
	argIndex	solution index (1=best, 2=second best, etc.)

Reimplemented in opengm::trws_base::SmoothingBasedInference< GM, ACC >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::CGC< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::LOC< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::AStar< GM, ACC >, opengm::SwendsenWang< GM, ACC >, opengm::Gibbs< GM, ACC >, opengm::ReducedInference< GM, ACC, INF >, opengm::TRWSi< GM, ACC >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::external::libdai::MeanField< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, opengm::AlphaExpansionFusion< GM, ACC >, opengm::LPInferenceBase< LPGurobi2< GM_TYPE, ACC_TYPE > >, opengm::LPInferenceBase< LPCplex2< GM_TYPE, ACC_TYPE > >, opengm::ICM< GM, ACC >, opengm::InfAndFlip< GM, ACC, INF >, opengm::PartitionMove< GM, ACC >, opengm::GreedyGremlin< GM, ACC >, opengm::GraphCut< GM, ACC, MINSTCUT >, opengm::DynamicProgramming< GM, ACC >, and opengm::Bruteforce< GM, ACC >.

Definition at line 83 of file inference.hxx.

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args()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::args ( std::vector< std::vector< LabelType > > &  out ) const

inlinevirtual

Reimplemented in opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::AStar< GM, ACC >, and opengm::GreedyGremlin< GM, ACC >.

Definition at line 102 of file inference.hxx.

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bound()

template<class GM , class ACC >

GM::ValueType opengm::Inference< GM, ACC >::bound ( ) const

virtual

return a bound on the solution

Reimplemented in opengm::trws_base::SmoothingBasedInference< GM, ACC >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::SelfFusion< INFERENCE >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::CGC< GM, ACC >, opengm::AStar< GM, ACC >, opengm::TRWSi< GM, ACC >, opengm::external::MPLP< GM >, opengm::ReducedInference< GM, ACC, INF >, opengm::external::TRWS< GM >, opengm::external::DAOOPT< GM >, opengm::external::AD3Inf< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::external::MRFLIB< GM >, opengm::external::QPBO< GM >, opengm::LPInferenceBase< LP_INFERENCE_TYPE >, opengm::LPInferenceBase< LPGurobi2< GM_TYPE, ACC_TYPE > >, opengm::LPInferenceBase< LPCplex2< GM_TYPE, ACC_TYPE > >, opengm::DualDecompositionSubGradient< GM, INF, DUALBLOCK >, opengm::external::GRANTE< GM >, opengm::InfAndFlip< GM, ACC, INF >, opengm::external::FastPD< GM >, opengm::external::GCOLIB< GM >, and opengm::external::SRMP< GM >.

Definition at line 423 of file inference.hxx.

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constrainedOptimum()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::constrainedOptimum	(	std::vector< IndexType > &	variableIndices,
		std::vector< LabelType > &	givenLabels,
		std::vector< LabelType > &	conf
	)		const

Definition at line 138 of file inference.hxx.

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factorMarginal()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::factorMarginal ( const size_t  factorIndex, IndependentFactorType &  out  ) const

inlinevirtual

output a solution for a marginal for all variables connected to a factor

Parameters

	factorIndex	index of the factor
[out]	out	the marginal

Reimplemented in opengm::AStar< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::external::libdai::MeanField< GM, ACC >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, and opengm::GreedyGremlin< GM, ACC >.

Definition at line 127 of file inference.hxx.

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graphicalModel()

template<class GM, class ACC>

virtual const GraphicalModelType& opengm::Inference< GM, ACC >::graphicalModel ( ) const

pure virtual

Implemented in opengm::IntersectionBasedInf< GM, PROPOSAL_GEN >, opengm::FusionBasedInf< GM, PROPOSAL_GEN >, opengm::trws_base::SmoothingBasedInference< GM, ACC >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::SelfFusion< INFERENCE >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::CGC< GM, ACC >, opengm::LOC< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::SwendsenWang< GM, ACC >, opengm::AStar< GM, ACC >, opengm::Gibbs< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::ReducedInference< GM, ACC, INF >, opengm::external::MPLP< GM >, opengm::TRWSi< GM, ACC >, opengm::external::TRWS< GM >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::DAOOPT< GM >, opengm::external::AD3Inf< GM, ACC >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::external::libdai::MeanField< GM, ACC >, opengm::LPInferenceBase< LP_INFERENCE_TYPE >, opengm::LPInferenceBase< LPGurobi2< GM_TYPE, ACC_TYPE > >, opengm::LPInferenceBase< LPCplex2< GM_TYPE, ACC_TYPE > >, opengm::AlphaExpansionFusion< GM, ACC >, opengm::AlphaExpansion< GM, INF >, opengm::DualDecompositionSubGradient< GM, INF, DUALBLOCK >, opengm::external::MRFLIB< GM >, opengm::external::QPBO< GM >, opengm::ICM< GM, ACC >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, opengm::PartitionMove< GM, ACC >, opengm::external::GRANTE< GM >, opengm::InfAndFlip< GM, ACC, INF >, opengm::GreedyGremlin< GM, ACC >, opengm::external::FastPD< GM >, opengm::external::GCOLIB< GM >, opengm::external::SRMP< GM >, opengm::HQPBO< GM, ACC >, opengm::GraphCut< GM, ACC, MINSTCUT >, opengm::AlphaBetaSwap< GM, INF >, opengm::DynamicProgramming< GM, ACC >, opengm::DMC< GM, INF >, opengm::Bruteforce< GM, ACC >, opengm::SAT< GM >, and opengm::QPBO< GM, MIN_ST_CUT >.

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infer()

template<class GM, class ACC>

virtual InferenceTermination opengm::Inference< GM, ACC >::infer ( )

pure virtual

Implemented in opengm::IntersectionBasedInf< GM, PROPOSAL_GEN >, opengm::FusionBasedInf< GM, PROPOSAL_GEN >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::SelfFusion< INFERENCE >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::CGC< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::LOC< GM, ACC >, opengm::NesterovAcceleratedGradient< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::SwendsenWang< GM, ACC >, opengm::Gibbs< GM, ACC >, opengm::AStar< GM, ACC >, opengm::external::MPLP< GM >, opengm::ReducedInference< GM, ACC, INF >, opengm::ADSal< GM, ACC >, opengm::TRWSi< GM, ACC >, opengm::external::TRWS< GM >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::DAOOPT< GM >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::external::AD3Inf< GM, ACC >, opengm::external::libdai::MeanField< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::AlphaExpansionFusion< GM, ACC >, opengm::external::MRFLIB< GM >, opengm::AlphaExpansion< GM, INF >, opengm::LPInferenceBase< LP_INFERENCE_TYPE >, opengm::LPInferenceBase< LPGurobi2< GM_TYPE, ACC_TYPE > >, opengm::LPInferenceBase< LPCplex2< GM_TYPE, ACC_TYPE > >, opengm::DualDecompositionSubGradient< GM, INF, DUALBLOCK >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, opengm::external::QPBO< GM >, opengm::ICM< GM, ACC >, opengm::external::GRANTE< GM >, opengm::InfAndFlip< GM, ACC, INF >, opengm::PartitionMove< GM, ACC >, opengm::external::FastPD< GM >, opengm::GreedyGremlin< GM, ACC >, opengm::external::GCOLIB< GM >, opengm::external::SRMP< GM >, opengm::GraphCut< GM, ACC, MINSTCUT >, opengm::HQPBO< GM, ACC >, opengm::AlphaBetaSwap< GM, INF >, opengm::DynamicProgramming< GM, ACC >, opengm::DMC< GM, INF >, opengm::Bruteforce< GM, ACC >, opengm::SAT< GM >, and opengm::QPBO< GM, MIN_ST_CUT >.

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marginal()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::marginal ( const size_t  variableIndex, IndependentFactorType &  out  ) const

inlinevirtual

output a solution for a marginal for a specific variable

Parameters

	variableIndex	index of the variable
[out]	out	the marginal

Reimplemented in opengm::AStar< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::external::libdai::MeanField< GM, ACC >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, and opengm::GreedyGremlin< GM, ACC >.

Definition at line 114 of file inference.hxx.

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modeFromFactorMarginal()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::modeFromFactorMarginal

(

std::vector< LabelType > &

conf

)

const

Definition at line 359 of file inference.hxx.

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modeFromMarginal()

template<class GM , class ACC >

InferenceTermination opengm::Inference< GM, ACC >::modeFromMarginal

(

std::vector< LabelType > &

conf

)

const

Definition at line 330 of file inference.hxx.

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name()

template<class GM, class ACC>

virtual std::string opengm::Inference< GM, ACC >::name ( ) const

pure virtual

Implemented in opengm::IntersectionBasedInf< GM, PROPOSAL_GEN >, opengm::FusionBasedInf< GM, PROPOSAL_GEN >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::SelfFusion< INFERENCE >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::CGC< GM, ACC >, opengm::LOC< GM, ACC >, opengm::NesterovAcceleratedGradient< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::SwendsenWang< GM, ACC >, opengm::AStar< GM, ACC >, opengm::Gibbs< GM, ACC >, opengm::MessagePassing< GM, ACC, UPDATE_RULES, DIST >, opengm::ReducedInference< GM, ACC, INF >, opengm::ADSal< GM, ACC >, opengm::external::MPLP< GM >, opengm::TRWSi< GM, ACC >, opengm::external::TRWS< GM >, opengm::external::DAOOPT< GM >, opengm::external::AD3Inf< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::AlphaExpansionFusion< GM, ACC >, opengm::AlphaExpansion< GM, INF >, opengm::DualDecompositionSubGradient< GM, INF, DUALBLOCK >, opengm::external::MRFLIB< GM >, opengm::external::QPBO< GM >, opengm::ICM< GM, ACC >, opengm::PartitionMove< GM, ACC >, opengm::external::GRANTE< GM >, opengm::InfAndFlip< GM, ACC, INF >, opengm::GreedyGremlin< GM, ACC >, opengm::external::FastPD< GM >, opengm::external::GCOLIB< GM >, opengm::external::SRMP< GM >, opengm::HQPBO< GM, ACC >, opengm::GraphCut< GM, ACC, MINSTCUT >, opengm::AlphaBetaSwap< GM, INF >, opengm::DynamicProgramming< GM, ACC >, opengm::DMC< GM, INF >, opengm::Bruteforce< GM, ACC >, opengm::SAT< GM >, opengm::QPBO< GM, MIN_ST_CUT >, opengm::external::libdai::MeanField< GM, ACC >, opengm::external::libdai::TreeReweightedBp< GM, ACC >, opengm::external::libdai::LoopCorrectedBp< GM, ACC, CAVITY_INFERENCE >, opengm::external::libdai::TreeExpectationPropagation< GM, ACC >, opengm::external::libdai::DecMap< SUB_INFERENCE >, opengm::LPCplex2< GM_TYPE, ACC_TYPE >, and opengm::LPGurobi2< GM_TYPE, ACC_TYPE >.

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setStartingPoint()

template<class GM , class ACC >

void opengm::Inference< GM, ACC >::setStartingPoint ( typename std::vector< LabelType >::const_iterator  begin )

inlinevirtual

set initial labeling

Parameters

begin

iterator to the beginning of a sequence of labels

Reimplemented in opengm::LPCplex< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::CGC< GM, ACC >, opengm::LOC< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::Gibbs< GM, ACC >, opengm::AlphaExpansionFusion< GM, ACC >, opengm::ICM< GM, ACC >, and opengm::InfAndFlip< GM, ACC, INF >.

Definition at line 95 of file inference.hxx.

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value()

template<class GM , class ACC >

GM::ValueType opengm::Inference< GM, ACC >::value ( ) const

virtual

return the solution (value)

Reimplemented in opengm::IntersectionBasedInf< GM, PROPOSAL_GEN >, opengm::FusionBasedInf< GM, PROPOSAL_GEN >, opengm::trws_base::SmoothingBasedInference< GM, ACC >, opengm::CombiLP< GM, ACC, LPSOLVER >, opengm::SelfFusion< INFERENCE >, opengm::LPCplex< GM, ACC >, opengm::LPGurobi< GM, ACC >, opengm::LazyFlipper< GM, ACC >, opengm::Multicut< GM, ACC >, opengm::CGC< GM, ACC >, opengm::LOC< GM, ACC >, opengm::LSA_TR< GM, ACC >, opengm::AStar< GM, ACC >, opengm::TRWSi< GM, ACC >, opengm::external::MPLP< GM >, opengm::ReducedInference< GM, ACC, INF >, opengm::external::TRWS< GM >, opengm::external::DAOOPT< GM >, opengm::external::AD3Inf< GM, ACC >, opengm::MQPBO< GM, ACC >, opengm::external::MRFLIB< GM >, opengm::external::QPBO< GM >, opengm::LPInferenceBase< LP_INFERENCE_TYPE >, opengm::LPInferenceBase< LPGurobi2< GM_TYPE, ACC_TYPE > >, opengm::LPInferenceBase< LPCplex2< GM_TYPE, ACC_TYPE > >, opengm::DualDecompositionSubGradient< GM, INF, DUALBLOCK >, opengm::ICM< GM, ACC >, opengm::external::GRANTE< GM >, opengm::InfAndFlip< GM, ACC, INF >, opengm::external::FastPD< GM >, opengm::external::GCOLIB< GM >, opengm::external::SRMP< GM >, opengm::DMC< GM, INF >, opengm::SAT< GM >, and opengm::Bruteforce< GM, ACC >.

Definition at line 401 of file inference.hxx.

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