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AffineInvariantDifferentialDecision Class Reference

A class for performing Affine Invariant Ensemble MCMC with differential sampler. More...

#include <AffineInvariantDifferentialDecision.h>

Inheritance diagram for AffineInvariantDifferentialDecision:
[legend]

Public Types

typedef DataFileName DataFileParameterType
 

Public Member Functions

 AffineInvariantDifferentialDecision (const InputParameters &parameters)
 
virtual void initialize () override
 
virtual void finalize () override
 
virtual void execute () override
 
void threadJoin (const UserObject &) final
 
bool shouldStore () const override final
 
virtual Real spatialValue (const Point &) const
 
virtual const std::vector< Point > spatialPoints () const
 
void setPrimaryThreadCopy (UserObject *primary)
 
UserObjectprimaryThreadCopy ()
 
SubProblemgetSubProblem () const
 
bool shouldDuplicateInitialExecution () const
 
void gatherSum (T &value)
 
void gatherMax (T &value)
 
void gatherMin (T &value)
 
void gatherProxyValueMax (T1 &proxy, T2 &value)
 
void gatherProxyValueMin (T1 &proxy, T2 &value)
 
std::set< UserObjectName > getDependObjects () const
 
const std::set< std::string > & getRequestedItems () override
 
const std::set< std::string > & getSuppliedItems () override
 
unsigned int systemNumber () const
 
virtual bool needThreadedCopy () const
 
virtual bool enabled () const
 
std::shared_ptr< MooseObjectgetSharedPtr ()
 
std::shared_ptr< const MooseObjectgetSharedPtr () const
 
bool isKokkosObject () const
 
MooseAppgetMooseApp () const
 
const std::string & type () const
 
const std::string & name () const
 
std::string typeAndName () const
 
MooseObjectParameterName uniqueParameterName (const std::string &parameter_name) const
 
MooseObjectName uniqueName () const
 
const InputParametersparameters () const
 
const hit::Node * getHitNode () const
 
bool hasBase () const
 
const std::string & getBase () const
 
const TgetParam (const std::string &name) const
 
std::vector< std::pair< T1, T2 > > getParam (const std::string &param1, const std::string &param2) const
 
const TqueryParam (const std::string &name) const
 
const TgetRenamedParam (const std::string &old_name, const std::string &new_name) const
 
T getCheckedPointerParam (const std::string &name, const std::string &error_string="") const
 
bool isParamValid (const std::string &name) const
 
bool isParamSetByUser (const std::string &name) const
 
void connectControllableParams (const std::string &parameter, const std::string &object_type, const std::string &object_name, const std::string &object_parameter) const
 
void paramError (const std::string &param, Args... args) const
 
void paramWarning (const std::string &param, Args... args) const
 
void paramWarning (const std::string &param, Args... args) const
 
void paramInfo (const std::string &param, Args... args) const
 
std::string messagePrefix (const bool hit_prefix=true) const
 
std::string errorPrefix (const std::string &) const
 
void mooseError (Args &&... args) const
 
void mooseDocumentedError (const std::string &repo_name, const unsigned int issue_num, Args &&... args) const
 
void mooseErrorNonPrefixed (Args &&... args) const
 
void mooseWarning (Args &&... args) const
 
void mooseWarning (Args &&... args) const
 
void mooseWarningNonPrefixed (Args &&... args) const
 
void mooseWarningNonPrefixed (Args &&... args) const
 
void mooseDeprecated (Args &&... args) const
 
void mooseDeprecated (Args &&... args) const
 
void mooseDeprecatedNoTrace (Args &&... args) const
 
void mooseInfo (Args &&... args) const
 
void callMooseError (std::string msg, const bool with_prefix, const hit::Node *node=nullptr, const bool show_trace=true) const
 
std::string getDataFileName (const std::string &param) const
 
std::string getDataFileNameByName (const std::string &relative_path) const
 
std::string getDataFilePath (const std::string &relative_path) const
 
virtual void initialSetup ()
 
virtual void timestepSetup ()
 
virtual void jacobianSetup ()
 
virtual void residualSetup ()
 
virtual void customSetup (const ExecFlagType &)
 
const ExecFlagEnumgetExecuteOnEnum () const
 
UserObjectName getUserObjectName (const std::string &param_name) const
 
const TgetUserObject (const std::string &param_name, bool is_dependency=true) const
 
const TgetUserObjectByName (const UserObjectName &object_name, bool is_dependency=true) const
 
const UserObjectBasegetUserObjectBase (const std::string &param_name, bool is_dependency=true) const
 
const UserObjectBasegetUserObjectBaseByName (const UserObjectName &object_name, bool is_dependency=true) const
 
const std::vector< MooseVariableScalar * > & getCoupledMooseScalarVars ()
 
const std::set< TagID > & getScalarVariableCoupleableVectorTags () const
 
const std::set< TagID > & getScalarVariableCoupleableMatrixTags () const
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialProperty (const std::string &name, MaterialData &material_data, const unsigned int state=0)
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialProperty (const std::string &name, const unsigned int state=0)
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialProperty (const std::string &name, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialProperty (const std::string &name, MaterialData &material_data, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialProperty (const std::string &name, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialProperty (const std::string &name, const unsigned int state=0)
 
const ADMaterialProperty< T > & getADMaterialProperty (const std::string &name, MaterialData &material_data)
 
const ADMaterialProperty< T > & getADMaterialProperty (const std::string &name)
 
const ADMaterialProperty< T > & getADMaterialProperty (const std::string &name)
 
const MaterialProperty< T > & getMaterialPropertyOld (const std::string &name, MaterialData &material_data)
 
const MaterialProperty< T > & getMaterialPropertyOld (const std::string &name)
 
const MaterialProperty< T > & getMaterialPropertyOld (const std::string &name)
 
const MaterialProperty< T > & getMaterialPropertyOlder (const std::string &name, MaterialData &material_data)
 
const MaterialProperty< T > & getMaterialPropertyOlder (const std::string &name)
 
const MaterialProperty< T > & getMaterialPropertyOlder (const std::string &name)
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialPropertyByName (const MaterialPropertyName &name, MaterialData &material_data, const unsigned int state)
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialPropertyByName (const MaterialPropertyName &name, const unsigned int state=0)
 
const GenericMaterialProperty< T, is_ad > & getGenericMaterialPropertyByName (const MaterialPropertyName &name, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialPropertyByName (const MaterialPropertyName &name, MaterialData &material_data, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialPropertyByName (const MaterialPropertyName &name, const unsigned int state=0)
 
const MaterialProperty< T > & getMaterialPropertyByName (const MaterialPropertyName &name, const unsigned int state=0)
 
const ADMaterialProperty< T > & getADMaterialPropertyByName (const MaterialPropertyName &name, MaterialData &material_data)
 
const ADMaterialProperty< T > & getADMaterialPropertyByName (const MaterialPropertyName &name)
 
const ADMaterialProperty< T > & getADMaterialPropertyByName (const MaterialPropertyName &name)
 
const MaterialProperty< T > & getMaterialPropertyOldByName (const MaterialPropertyName &name, MaterialData &material_data)
 
const MaterialProperty< T > & getMaterialPropertyOldByName (const MaterialPropertyName &name)
 
const MaterialProperty< T > & getMaterialPropertyOldByName (const MaterialPropertyName &name)
 
const MaterialProperty< T > & getMaterialPropertyOlderByName (const MaterialPropertyName &name, MaterialData &material_data)
 
const MaterialProperty< T > & getMaterialPropertyOlderByName (const MaterialPropertyName &name)
 
const MaterialProperty< T > & getMaterialPropertyOlderByName (const MaterialPropertyName &name)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialPropertyByName (const std::string &prop_name_in)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialPropertyOldByName (const std::string &prop_name)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialPropertyOlderByName (const std::string &prop_name)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialProperty (const std::string &name)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialPropertyOld (const std::string &name)
 
Moose::Kokkos::MaterialProperty< T, dimension > getKokkosMaterialPropertyOlder (const std::string &name)
 
std::pair< const MaterialProperty< T > *, std::set< SubdomainID > > getBlockMaterialProperty (const MaterialPropertyName &name)
 
std::pair< Moose::Kokkos::MaterialProperty< T, dimension >, std::set< SubdomainID > > getKokkosBlockMaterialProperty (const MaterialPropertyName &name)
 
const GenericMaterialProperty< T, is_ad > & getGenericZeroMaterialProperty (const std::string &name)
 
const GenericMaterialProperty< T, is_ad > & getGenericZeroMaterialProperty ()
 
const GenericMaterialProperty< T, is_ad > & getGenericZeroMaterialPropertyByName (const std::string &prop_name)
 
const MaterialProperty< T > & getZeroMaterialProperty (Ts... args)
 
std::set< SubdomainIDgetMaterialPropertyBlocks (const std::string &name)
 
std::vector< SubdomainName > getMaterialPropertyBlockNames (const std::string &name)
 
std::set< BoundaryIDgetMaterialPropertyBoundaryIDs (const std::string &name)
 
std::vector< BoundaryName > getMaterialPropertyBoundaryNames (const std::string &name)
 
void checkBlockAndBoundaryCompatibility (std::shared_ptr< MaterialBase > discrete)
 
std::unordered_map< SubdomainID, std::vector< MaterialBase * > > buildRequiredMaterials (bool allow_stateful=true)
 
void statefulPropertiesAllowed (bool)
 
virtual bool getMaterialPropertyCalled () const
 
virtual const std::unordered_set< unsigned int > & getMatPropDependencies () const
 
virtual void resolveOptionalProperties ()
 
const GenericMaterialProperty< T, is_ad > & getPossiblyConstantGenericMaterialPropertyByName (const MaterialPropertyName &prop_name, MaterialData &material_data, const unsigned int state)
 
bool isImplicit ()
 
Moose::StateArg determineState () const
 
virtual void store (nlohmann::json &json) const
 
virtual void declareLateValues ()
 
void buildOutputHideVariableList (std::set< std::string > variable_names)
 
const std::set< OutputName > & getOutputs ()
 
virtual void subdomainSetup () override
 
virtual void subdomainSetup () override
 
bool hasUserObject (const std::string &param_name) const
 
bool hasUserObject (const std::string &param_name) const
 
bool hasUserObject (const std::string &param_name) const
 
bool hasUserObject (const std::string &param_name) const
 
bool hasUserObjectByName (const UserObjectName &object_name) const
 
bool hasUserObjectByName (const UserObjectName &object_name) const
 
bool hasUserObjectByName (const UserObjectName &object_name) const
 
bool hasUserObjectByName (const UserObjectName &object_name) const
 
const GenericOptionalMaterialProperty< T, is_ad > & getGenericOptionalMaterialProperty (const std::string &name, const unsigned int state=0)
 
const GenericOptionalMaterialProperty< T, is_ad > & getGenericOptionalMaterialProperty (const std::string &name, const unsigned int state=0)
 
const OptionalMaterialProperty< T > & getOptionalMaterialProperty (const std::string &name, const unsigned int state=0)
 
const OptionalMaterialProperty< T > & getOptionalMaterialProperty (const std::string &name, const unsigned int state=0)
 
const OptionalADMaterialProperty< T > & getOptionalADMaterialProperty (const std::string &name)
 
const OptionalADMaterialProperty< T > & getOptionalADMaterialProperty (const std::string &name)
 
const OptionalMaterialProperty< T > & getOptionalMaterialPropertyOld (const std::string &name)
 
const OptionalMaterialProperty< T > & getOptionalMaterialPropertyOld (const std::string &name)
 
const OptionalMaterialProperty< T > & getOptionalMaterialPropertyOlder (const std::string &name)
 
const OptionalMaterialProperty< T > & getOptionalMaterialPropertyOlder (const std::string &name)
 
MaterialBasegetMaterial (const std::string &name)
 
MaterialBasegetMaterial (const std::string &name)
 
MaterialBasegetMaterialByName (const std::string &name, bool no_warn=false)
 
MaterialBasegetMaterialByName (const std::string &name, bool no_warn=false)
 
bool hasMaterialProperty (const std::string &name)
 
bool hasMaterialProperty (const std::string &name)
 
bool hasMaterialPropertyByName (const std::string &name)
 
bool hasMaterialPropertyByName (const std::string &name)
 
bool hasADMaterialProperty (const std::string &name)
 
bool hasADMaterialProperty (const std::string &name)
 
bool hasADMaterialPropertyByName (const std::string &name)
 
bool hasADMaterialPropertyByName (const std::string &name)
 
bool hasKokkosMaterialProperty (const std::string &name)
 
bool hasKokkosMaterialProperty (const std::string &name)
 
bool hasKokkosMaterialPropertyByName (const std::string &name)
 
bool hasKokkosMaterialPropertyByName (const std::string &name)
 
bool hasGenericMaterialProperty (const std::string &name)
 
bool hasGenericMaterialProperty (const std::string &name)
 
bool hasGenericMaterialPropertyByName (const std::string &name)
 
bool hasGenericMaterialPropertyByName (const std::string &name)
 
const FunctiongetFunction (const std::string &name) const
 
const FunctiongetFunctionByName (const FunctionName &name) const
 
bool hasFunction (const std::string &param_name) const
 
bool hasFunctionByName (const FunctionName &name) const
 
Moose::Kokkos::Function getKokkosFunction (const std::string &name) const
 
const TgetKokkosFunction (const std::string &name) const
 
Moose::Kokkos::Function getKokkosFunctionByName (const FunctionName &name) const
 
const TgetKokkosFunctionByName (const FunctionName &name) const
 
bool hasKokkosFunction (const std::string &param_name) const
 
bool hasKokkosFunctionByName (const FunctionName &name) const
 
bool isDefaultPostprocessorValue (const std::string &param_name, const unsigned int index=0) const
 
bool hasPostprocessor (const std::string &param_name, const unsigned int index=0) const
 
bool hasPostprocessorByName (const PostprocessorName &name) const
 
std::size_t coupledPostprocessors (const std::string &param_name) const
 
const PostprocessorName & getPostprocessorName (const std::string &param_name, const unsigned int index=0) const
 
const VectorPostprocessorValuegetVectorPostprocessorValue (const std::string &param_name, const std::string &vector_name) const
 
const VectorPostprocessorValuegetVectorPostprocessorValue (const std::string &param_name, const std::string &vector_name, bool needs_broadcast) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueByName (const VectorPostprocessorName &name, const std::string &vector_name, bool needs_broadcast) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueOld (const std::string &param_name, const std::string &vector_name) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueOld (const std::string &param_name, const std::string &vector_name, bool needs_broadcast) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueOldByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
const VectorPostprocessorValuegetVectorPostprocessorValueOldByName (const VectorPostprocessorName &name, const std::string &vector_name, bool needs_broadcast) const
 
const ScatterVectorPostprocessorValuegetScatterVectorPostprocessorValue (const std::string &param_name, const std::string &vector_name) const
 
const ScatterVectorPostprocessorValuegetScatterVectorPostprocessorValueByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
const ScatterVectorPostprocessorValuegetScatterVectorPostprocessorValueOld (const std::string &param_name, const std::string &vector_name) const
 
const ScatterVectorPostprocessorValuegetScatterVectorPostprocessorValueOldByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
bool hasVectorPostprocessor (const std::string &param_name, const std::string &vector_name) const
 
bool hasVectorPostprocessor (const std::string &param_name) const
 
bool hasVectorPostprocessorByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
bool hasVectorPostprocessorByName (const VectorPostprocessorName &name) const
 
const VectorPostprocessorName & getVectorPostprocessorName (const std::string &param_name) const
 
TgetSampler (const std::string &name)
 
SamplergetSampler (const std::string &name)
 
TgetSamplerByName (const SamplerName &name)
 
SamplergetSamplerByName (const SamplerName &name)
 
virtual void meshChanged ()
 
virtual void meshDisplaced ()
 
PerfGraphperfGraph ()
 
const PostprocessorValuegetPostprocessorValue (const std::string &param_name, const unsigned int index=0) const
 
const PostprocessorValuegetPostprocessorValue (const std::string &param_name, const unsigned int index=0) const
 
const PostprocessorValuegetPostprocessorValueOld (const std::string &param_name, const unsigned int index=0) const
 
const PostprocessorValuegetPostprocessorValueOld (const std::string &param_name, const unsigned int index=0) const
 
const PostprocessorValuegetPostprocessorValueOlder (const std::string &param_name, const unsigned int index=0) const
 
const PostprocessorValuegetPostprocessorValueOlder (const std::string &param_name, const unsigned int index=0) const
 
virtual const PostprocessorValuegetPostprocessorValueByName (const PostprocessorName &name) const
 
virtual const PostprocessorValuegetPostprocessorValueByName (const PostprocessorName &name) const
 
const PostprocessorValuegetPostprocessorValueOldByName (const PostprocessorName &name) const
 
const PostprocessorValuegetPostprocessorValueOldByName (const PostprocessorName &name) const
 
const PostprocessorValuegetPostprocessorValueOlderByName (const PostprocessorName &name) const
 
const PostprocessorValuegetPostprocessorValueOlderByName (const PostprocessorName &name) const
 
bool isVectorPostprocessorDistributed (const std::string &param_name) const
 
bool isVectorPostprocessorDistributed (const std::string &param_name) const
 
bool isVectorPostprocessorDistributedByName (const VectorPostprocessorName &name) const
 
bool isVectorPostprocessorDistributedByName (const VectorPostprocessorName &name) const
 
const DistributiongetDistribution (const std::string &name) const
 
const TgetDistribution (const std::string &name) const
 
const DistributiongetDistribution (const std::string &name) const
 
const TgetDistribution (const std::string &name) const
 
const DistributiongetDistributionByName (const DistributionName &name) const
 
const TgetDistributionByName (const std::string &name) const
 
const DistributiongetDistributionByName (const DistributionName &name) const
 
const TgetDistributionByName (const std::string &name) const
 
const Parallel::Communicator & comm () const
 
processor_id_type n_processors () const
 
processor_id_type processor_id () const
 

Static Public Member Functions

static InputParameters validParams ()
 
static void callMooseError (MooseApp *const app, const InputParameters &params, std::string msg, const bool with_prefix, const hit::Node *node, const bool show_trace=true)
 
static void sort (typename std::vector< T > &vector)
 
static void sortDFS (typename std::vector< T > &vector)
 
static void cyclicDependencyError (CyclicDependencyException< T2 > &e, const std::string &header, NameFunc &&name_func)
 
static void cyclicDependencyError (CyclicDependencyException< T2 > &e, const std::string &header)
 

Public Attributes

 usingCombinedWarningSolutionWarnings
 
const ConsoleStream _console
 

Static Public Attributes

static const std::string type_param
 
static const std::string name_param
 
static const std::string unique_name_param
 
static const std::string app_param
 
static const std::string moose_base_param
 
static const std::string kokkos_object_param
 
static constexpr PropertyValue::id_type default_property_id
 
static constexpr PropertyValue::id_type zero_property_id
 
static constexpr auto SYSTEM
 
static constexpr auto NAME
 

Protected Member Functions

virtual void computeTransitionVector (std::vector< Real > &tv, const std::vector< Real > &evidence) override
 Compute the transition probability vector (after the computation of evidence)
 
virtual void computeEvidence (std::vector< Real > &evidence, const DenseMatrix< Real > &input_matrix)
 Compute the evidence (aka, betterness of the proposed sample vs the previous)
 
virtual void nextSamples (std::vector< Real > &req_inputs, DenseMatrix< Real > &input_matrix, const std::vector< Real > &tv, const unsigned int &parallel_index)
 Resample inputs given the transition vector (after transition vector computed)
 
virtual void nextSeeds ()
 Compute the next set of seeds to facilitate proposals.
 
virtual bool usingGP () const
 Flag to specify if a pre-trained Gaussian process model is used.
 
virtual void addPostprocessorDependencyHelper (const PostprocessorName &name) const override
 
virtual void addVectorPostprocessorDependencyHelper (const VectorPostprocessorName &name) const override
 
virtual void addUserObjectDependencyHelper (const UserObjectBase &uo) const override
 
void addReporterDependencyHelper (const ReporterName &reporter_name) override
 
void flagInvalidSolutionInternal (const InvalidSolutionID invalid_solution_id) const
 
InvalidSolutionID registerInvalidSolutionInternal (const std::string &message, const bool warning) const
 
const ReporterContextBasegetReporterContextBaseByName (const ReporterName &reporter_name) const
 
const ReporterNamegetReporterName (const std::string &param_name) const
 
TdeclareRestartableData (const std::string &data_name, Args &&... args)
 
ManagedValue< TdeclareManagedRestartableDataWithContext (const std::string &data_name, void *context, Args &&... args)
 
const TgetRestartableData (const std::string &data_name) const
 
TdeclareRestartableDataWithContext (const std::string &data_name, void *context, Args &&... args)
 
TdeclareRecoverableData (const std::string &data_name, Args &&... args)
 
TdeclareRestartableDataWithObjectName (const std::string &data_name, const std::string &object_name, Args &&... args)
 
TdeclareRestartableDataWithObjectNameWithContext (const std::string &data_name, const std::string &object_name, void *context, Args &&... args)
 
std::string restartableName (const std::string &data_name) const
 
const TgetMeshProperty (const std::string &data_name, const std::string &prefix)
 
const TgetMeshProperty (const std::string &data_name)
 
bool hasMeshProperty (const std::string &data_name, const std::string &prefix) const
 
bool hasMeshProperty (const std::string &data_name, const std::string &prefix) const
 
bool hasMeshProperty (const std::string &data_name) const
 
bool hasMeshProperty (const std::string &data_name) const
 
std::string meshPropertyName (const std::string &data_name) const
 
PerfID registerTimedSection (const std::string &section_name, const unsigned int level) const
 
PerfID registerTimedSection (const std::string &section_name, const unsigned int level, const std::string &live_message, const bool print_dots=true) const
 
std::string timedSectionName (const std::string &section_name) const
 
bool isCoupledScalar (const std::string &var_name, unsigned int i=0) const
 
unsigned int coupledScalarComponents (const std::string &var_name) const
 
unsigned int coupledScalar (const std::string &var_name, unsigned int comp=0) const
 
libMesh::Order coupledScalarOrder (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarValue (const std::string &var_name, unsigned int comp=0) const
 
const ADVariableValueadCoupledScalarValue (const std::string &var_name, unsigned int comp=0) const
 
const GenericVariableValue< is_ad > & coupledGenericScalarValue (const std::string &var_name, unsigned int comp=0) const
 
const GenericVariableValue< false > & coupledGenericScalarValue (const std::string &var_name, const unsigned int comp) const
 
const GenericVariableValue< true > & coupledGenericScalarValue (const std::string &var_name, const unsigned int comp) const
 
const VariableValuecoupledVectorTagScalarValue (const std::string &var_name, TagID tag, unsigned int comp=0) const
 
const VariableValuecoupledMatrixTagScalarValue (const std::string &var_name, TagID tag, unsigned int comp=0) const
 
const VariableValuecoupledScalarValueOld (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarValueOlder (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDot (const std::string &var_name, unsigned int comp=0) const
 
const ADVariableValueadCoupledScalarDot (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDotDot (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDotOld (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDotDotOld (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDotDu (const std::string &var_name, unsigned int comp=0) const
 
const VariableValuecoupledScalarDotDotDu (const std::string &var_name, unsigned int comp=0) const
 
const MooseVariableScalargetScalarVar (const std::string &var_name, unsigned int comp) const
 
virtual void checkMaterialProperty (const std::string &name, const unsigned int state)
 
virtual void getKokkosMaterialPropertyHook (const std::string &, const unsigned int)
 
void markMatPropRequested (const std::string &)
 
MaterialPropertyName getMaterialPropertyName (const std::string &name) const
 
void checkExecutionStage ()
 
TdeclareUnusedValue (Args &&... args)
 
const TgetReporterValue (const std::string &param_name, const std::size_t time_index=0)
 
const TgetReporterValue (const std::string &param_name, ReporterMode mode, const std::size_t time_index=0)
 
const TgetReporterValue (const std::string &param_name, const std::size_t time_index=0)
 
const TgetReporterValue (const std::string &param_name, ReporterMode mode, const std::size_t time_index=0)
 
const TgetReporterValueByName (const ReporterName &reporter_name, const std::size_t time_index=0)
 
const TgetReporterValueByName (const ReporterName &reporter_name, ReporterMode mode, const std::size_t time_index=0)
 
const TgetReporterValueByName (const ReporterName &reporter_name, const std::size_t time_index=0)
 
const TgetReporterValueByName (const ReporterName &reporter_name, ReporterMode mode, const std::size_t time_index=0)
 
bool hasReporterValue (const std::string &param_name) const
 
bool hasReporterValue (const std::string &param_name) const
 
bool hasReporterValue (const std::string &param_name) const
 
bool hasReporterValue (const std::string &param_name) const
 
bool hasReporterValueByName (const ReporterName &reporter_name) const
 
bool hasReporterValueByName (const ReporterName &reporter_name) const
 
bool hasReporterValueByName (const ReporterName &reporter_name) const
 
bool hasReporterValueByName (const ReporterName &reporter_name) const
 
const GenericMaterialProperty< T, is_ad > * defaultGenericMaterialProperty (const std::string &name)
 
const GenericMaterialProperty< T, is_ad > * defaultGenericMaterialProperty (const std::string &name)
 
const MaterialProperty< T > * defaultMaterialProperty (const std::string &name)
 
const MaterialProperty< T > * defaultMaterialProperty (const std::string &name)
 
const ADMaterialProperty< T > * defaultADMaterialProperty (const std::string &name)
 
const ADMaterialProperty< T > * defaultADMaterialProperty (const std::string &name)
 
TdeclareValue (const std::string &param_name, Args &&... args)
 
TdeclareValue (const std::string &param_name, ReporterMode mode, Args &&... args)
 
TdeclareValue (const std::string &param_name, Args &&... args)
 
TdeclareValue (const std::string &param_name, ReporterMode mode, Args &&... args)
 
TdeclareValue (const std::string &param_name, Args &&... args)
 
TdeclareValue (const std::string &param_name, ReporterMode mode, Args &&... args)
 
TdeclareValue (const std::string &param_name, Args &&... args)
 
TdeclareValue (const std::string &param_name, ReporterMode mode, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, ReporterMode mode, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, ReporterMode mode, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, ReporterMode mode, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, Args &&... args)
 
TdeclareValueByName (const ReporterValueName &value_name, ReporterMode mode, Args &&... args)
 
LikelihoodFunctionBasegetLikelihoodFunctionByName (const UserObjectName &name) const
 Lookup a LikelihoodFunction object by name and return pointer.
 

Static Protected Member Functions

static std::string meshPropertyName (const std::string &data_name, const std::string &prefix)
 

Protected Attributes

std::vector< std::vector< Real > > & _inputs
 Model input data that is uncertain.
 
std::vector< Real > & _tpm
 Transition probability matrix.
 
std::vector< Real > & _variance
 Model variance term.
 
Real & _noise
 Model noise term to pass to Likelihoods object.
 
std::vector< const LikelihoodFunctionBase * > _likelihoods
 Storage for the likelihood objects to be utilized.
 
Sampler_sampler
 The MCMC sampler.
 
const PMCMCBase *const _pmcmc
 MCMC sampler base.
 
dof_id_type _props
 Storage for the number of parallel proposals.
 
const std::vector< Real > & _rnd_vec
 Storage for the random numbers for decision making.
 
const std::vector< Real > & _new_var_samples
 Storage for new proposed variance samples.
 
const std::vector< const Distribution * > _priors
 Storage for the priors.
 
const Distribution_var_prior
 Storage for the prior over the variance.
 
std::vector< Real > * _outputs_required
 Transfer the right outputs to the file.
 
dof_id_type _num_confg_values
 Storage for the number of experimental configuration values.
 
dof_id_type _num_confg_params
 Storage for the number of experimental configuration parameters.
 
DenseMatrix< Real > _data_prev
 Storage for previous inputs.
 
std::vector< Real > _var_prev
 Storage for previous variances.
 
std::vector< Real > _outputs_prev
 Storage for previous outputs.
 
const std::vector< Real > * _output_value
 Current output values.
 
libMesh::Parallel::Communicator_local_comm
 Communicator that was split based on samples that have rows.
 
int _check_step
 Ensure that the MCMC algorithm proceeds in a sequential fashion.
 
const Moose::CoordinateSystemType_coord_sys
 
const THREAD_ID _tid
 
SubProblem_subproblem
 
FEProblemBase_fe_problem
 
SystemBase_sys
 
Assembly_assembly
 
const bool _duplicate_initial_execution
 
std::set< std::string > _depend_uo
 
const bool & _enabled
 
MooseApp_app
 
Factory_factory
 
ActionFactory_action_factory
 
const std::string & _type
 
const std::string & _name
 
const InputParameters_pars
 
const ExecFlagEnum_execute_enum
 
const ExecFlagType_current_execute_flag
 
MooseApp_restartable_app
 
const std::string _restartable_system_name
 
const THREAD_ID _restartable_tid
 
const bool _restartable_read_only
 
FEProblemBase_mci_feproblem
 
FEProblemBase_mdi_feproblem
 
MooseApp_pg_moose_app
 
const std::string _prefix
 
FEProblemBase_sc_fe_problem
 
const THREAD_ID _sc_tid
 
const Real & _real_zero
 
const VariableValue_scalar_zero
 
const Point & _point_zero
 
const InputParameters_mi_params
 
const std::string _mi_name
 
const MooseObjectName _mi_moose_object_name
 
FEProblemBase_mi_feproblem
 
SubProblem_mi_subproblem
 
const THREAD_ID _mi_tid
 
const bool _is_kokkos_object
 
const Moose::MaterialDataType _material_data_type
 
MaterialData_material_data
 
bool _stateful_allowed
 
bool _get_material_property_called
 
std::vector< std::unique_ptr< PropertyValue > > _default_properties
 
std::unordered_set< unsigned int_material_property_dependencies
 
const MaterialPropertyName _get_suffix
 
const bool _use_interpolated_state
 
const InputParameters_ti_params
 
FEProblemBase_ti_feproblem
 
bool _is_implicit
 
Real & _t
 
const Real & _t_old
 
int_t_step
 
Real & _dt
 
Real & _dt_old
 
bool _is_transient
 
const Parallel::Communicator & _communicator
 

Static Protected Attributes

static const std::string _interpolated_old
 
static const std::string _interpolated_older
 

Private Member Functions

const Moose::FunctionBasegetKokkosFunctionByNameHelper (const FunctionName &name) const
 
const UserObjectBasegetUserObjectFromFEProblem (const UserObjectName &object_name, const THREAD_ID tid=0) const
 
const TcastUserObject (const UserObjectBase &uo_base, const std::string &param_name="") const
 
void mooseObjectError (const std::string &param_name, std::stringstream &oss) const
 
const std::string & userObjectType (const UserObjectBase &uo) const
 
const std::string & userObjectName (const UserObjectBase &uo) const
 
const PostprocessorName & getPostprocessorNameInternal (const std::string &param_name, const unsigned int index, const bool allow_default_value=true) const
 
bool isDefaultPostprocessorValueByName (const PostprocessorName &name) const
 
PostprocessorValue getDefaultPostprocessorValueByName (const PostprocessorName &name) const
 
void checkParam (const std::string &param_name, const unsigned int index=std::numeric_limits< unsigned int >::max()) const
 
bool postprocessorsAdded () const
 
const VectorPostprocessorValuegetVectorPostprocessorByNameHelper (const VectorPostprocessorName &name, const std::string &vector_name, bool broadcast, std::size_t t_index) const
 
const VectorPostprocessorContext< VectorPostprocessorValue > & getVectorPostprocessorContextByNameHelper (const VectorPostprocessorName &name, const std::string &vector_name) const
 
bool vectorPostprocessorsAdded () const
 
bool reportersAdded () const
 
void possiblyCheckHasReporter (const ReporterName &reporter_name, const std::string &param_name="") const
 
RestartableDataValueregisterRestartableDataOnApp (std::unique_ptr< RestartableDataValue > data, THREAD_ID tid) const
 
void registerRestartableNameWithFilterOnApp (const std::string &name, Moose::RESTARTABLE_FILTER filter)
 
RestartableData< T > & declareRestartableDataHelper (const std::string &data_name, void *context, Args &&... args) const
 
virtual std::string meshPropertyPrefix (const std::string &data_name) const
 
const RestartableDataValuegetMeshPropertyInternal (const std::string &data_name, const std::string &prefix) const
 
void mooseErrorInternal (Args &&... args) const
 
const VariableValuegetDefaultValue (const std::string &var_name) const
 
const ADVariableValuegetADDefaultValue (const std::string &var_name) const
 
void checkVar (const std::string &var_name) const
 
void validateExecutionerType (const std::string &name, const std::string &fn_name) const
 
Moose::MaterialDataType getMaterialDataType (const std::set< BoundaryID > &boundary_ids) const
 
unsigned int getMaxQps () const
 
void addConsumedPropertyName (const MooseObjectName &obj_name, const std::string &prop_name)
 
const ReporterValueName & getReporterValueName (const std::string &param_name) const
 
const PostprocessorValuegetPostprocessorValueInternal (const std::string &param_name, unsigned int index, std::size_t t_index) const
 
const PostprocessorValuegetPostprocessorValueInternal (const std::string &param_name, unsigned int index, std::size_t t_index) const
 
const PostprocessorValuegetPostprocessorValueByNameInternal (const PostprocessorName &name, std::size_t t_index) const
 
const PostprocessorValuegetPostprocessorValueByNameInternal (const PostprocessorName &name, std::size_t t_index) const
 
void possiblyCheckHasVectorPostprocessor (const std::string &param_name, const std::string &vector_name) const
 
void possiblyCheckHasVectorPostprocessor (const std::string &param_name, const std::string &vector_name) const
 
void possiblyCheckHasVectorPostprocessorByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 
void possiblyCheckHasVectorPostprocessorByName (const VectorPostprocessorName &name, const std::string &vector_name) const
 

Static Private Member Functions

static const hit::Node * getHitNode (const InputParameters &params)
 
static std::string messagePrefix (const InputParameters &params, const bool hit_prefix)
 

Private Attributes

const AffineInvariantDES *const _aides
 Affine differential sampler.
 
const bool _always_store
 
UserObject_primary_thread_copy
 
std::set< std::string > _supplied_uo
 
const ParallelParamObject_parent
 
const MooseBase_si_moose_base
 
const FEProblemBase_si_problem
 
ExecFlagEnum _empty_execute_enum
 
const MooseObject_fni_object
 
const InputParameters_fni_params
 
FEProblemBase_fni_feproblem
 
const THREAD_ID _fni_tid
 
const MooseObject_uoi_moose_object
 
const FEProblemBase_uoi_feproblem
 
const THREAD_ID _uoi_tid
 
const MooseObject_ppi_moose_object
 
const InputParameters_ppi_params
 
const FEProblemBase_ppi_feproblem
 
std::map< PostprocessorName, std::unique_ptr< PostprocessorValue > > _default_values
 
const bool _broadcast_by_default
 
const MooseObject_vpi_moose_object
 
const FEProblemBase_vpi_feproblem
 
const THREAD_ID _vpi_tid
 
const InputParameters_ri_params
 
FEProblemBase_ri_fe_problem_base
 
const ReporterData_ri_reporter_data
 
const MooseObject_ri_moose_object
 
const InputParameters_dni_params
 
FEProblemBase_dni_feproblem
 
const MooseObject *const _dni_moose_object_ptr
 
const InputParameters_si_params
 
FEProblemBase_si_feproblem
 
THREAD_ID _si_tid
 
const RestartableDataMapName _metaname
 
std::string _restartable_name
 
MooseApp_meta_data_app
 
const MooseObject *const _meta_data_object
 
const InputParameters_sc_parameters
 
const std::string & _sc_name
 
const bool _sc_is_implicit
 
std::unordered_map< std::string, std::vector< MooseVariableScalar * > > _coupled_scalar_vars
 
std::unordered_map< std::string, std::unique_ptr< VariableValue > > _default_value
 
std::unordered_map< std::string, std::unique_ptr< ADVariableValue > > _dual_default_value
 
std::vector< MooseVariableScalar * > _coupled_moose_scalar_vars
 
std::unordered_map< std::string, std::vector< MooseVariableFieldBase * > > _sc_coupled_vars
 
std::set< TagID_sc_coupleable_vector_tags
 
std::set< TagID_sc_coupleable_matrix_tags
 
const MooseObject_mi_moose_object
 
const bool _mi_boundary_restricted
 
const std::set< SubdomainID > & _mi_block_ids
 
const std::set< BoundaryID > & _mi_boundary_ids
 
std::vector< std::unique_ptr< OptionalMaterialPropertyProxyBase< MaterialPropertyInterface > > > _optional_property_proxies
 
const std::string _ti_name
 
const MooseObject_reporter_moose_object
 
const InputParameters_reporter_params
 
const std::string & _reporter_name
 
FEProblemBase_reporter_fe_problem
 
ReporterData_reporter_data
 
std::vector< std::unique_ptr< UnusedWrapperBase > > _unused_values
 
MooseApp_oi_moose_app
 
OutputWarehouse_oi_output_warehouse
 
std::set< OutputName > _oi_outputs
 
FEProblemBase_likelihood_feproblem
 Reference to FEProblemBase instance.
 

Detailed Description

A class for performing Affine Invariant Ensemble MCMC with differential sampler.

Definition at line 18 of file AffineInvariantDifferentialDecision.h.

Constructor & Destructor Documentation

◆ AffineInvariantDifferentialDecision()

AffineInvariantDifferentialDecision::AffineInvariantDifferentialDecision ( const InputParameters parameters)

Definition at line 22 of file AffineInvariantDifferentialDecision.C.

24 : PMCMCDecision(parameters), _aides(dynamic_cast<const AffineInvariantDES *>(&_sampler))
25{
26 // Check whether the selected sampler is a differential evolution sampler or not
27 if (!_aides)
28 paramError("sampler", "The selected sampler is not of type AffineInvariantDES.");
29}
A class for performing Affine Invariant Ensemble MCMC with differential sampler.
const AffineInvariantDES *const _aides
Affine differential sampler.
const InputParameters & parameters() const
void paramError(const std::string &param, Args... args) const
PMCMCDecision will help making sample accept/reject decisions in MCMC schemes (for e....
Sampler & _sampler
The MCMC sampler.

Member Function Documentation

◆ computeEvidence()

void PMCMCDecision::computeEvidence ( std::vector< Real > &  evidence,
const DenseMatrix< Real > &  input_matrix 
)
protectedvirtualinherited

Compute the evidence (aka, betterness of the proposed sample vs the previous)

Parameters
evidenceThe evidence vector to be filled
input_matrixThe matrix of proposed inputs that are provided

Reimplemented in IndependentMHDecision.

Definition at line 92 of file PMCMCDecision.C.

93{
94 std::vector<Real> out1(_num_confg_values);
95 std::vector<Real> out2(_num_confg_values);
96 for (unsigned int i = 0; i < evidence.size(); ++i)
97 {
98 evidence[i] = 0.0;
99 for (unsigned int j = 0; j < _priors.size(); ++j)
100 evidence[i] += (std::log(_priors[j]->pdf(input_matrix(i, j))) -
101 std::log(_priors[j]->pdf(_data_prev(i, j))));
102 for (unsigned int j = 0; j < _num_confg_values; ++j)
103 {
104 out1[j] = (*_outputs_required)[j * _props + i];
105 out2[j] = _outputs_prev[j * _props + i];
106 }
107 if (_var_prior)
108 {
109 evidence[i] += (std::log(_var_prior->pdf(_new_var_samples[i])) -
110 std::log(_var_prior->pdf(_var_prev[i])));
111 _noise = std::sqrt(_new_var_samples[i]);
112 for (unsigned int j = 0; j < _likelihoods.size(); ++j)
113 evidence[i] += _likelihoods[j]->function(out1);
114 _noise = std::sqrt(_var_prev[i]);
115 for (unsigned int j = 0; j < _likelihoods.size(); ++j)
116 evidence[i] -= _likelihoods[j]->function(out2);
117 }
118 else
119 for (unsigned int j = 0; j < _likelihoods.size(); ++j)
120 evidence[i] += (_likelihoods[j]->function(out1) - _likelihoods[j]->function(out2));
121 }
122}
virtual Real pdf(const Real &x) const=0
dof_id_type _num_confg_values
Storage for the number of experimental configuration values.
std::vector< const LikelihoodFunctionBase * > _likelihoods
Storage for the likelihood objects to be utilized.
const std::vector< const Distribution * > _priors
Storage for the priors.
std::vector< Real > _var_prev
Storage for previous variances.
DenseMatrix< Real > _data_prev
Storage for previous inputs.
const Distribution * _var_prior
Storage for the prior over the variance.
Real & _noise
Model noise term to pass to Likelihoods object.
const std::vector< Real > & _new_var_samples
Storage for new proposed variance samples.
std::vector< Real > _outputs_prev
Storage for previous outputs.
dof_id_type _props
Storage for the number of parallel proposals.

Referenced by PMCMCDecision::execute().

◆ computeTransitionVector()

void AffineInvariantDifferentialDecision::computeTransitionVector ( std::vector< Real > &  tv,
const std::vector< Real > &  evidence 
)
overrideprotectedvirtual

Compute the transition probability vector (after the computation of evidence)

Parameters
tvThe transition probability vector to be filled
evidenceThe vector of evidences provided

Reimplemented from PMCMCDecision.

Definition at line 32 of file AffineInvariantDifferentialDecision.C.

34{
35 for (unsigned int i = 0; i < tv.size(); ++i)
36 tv[i] = std::exp(std::min(evidence[i], 0.0));
37}

◆ execute()

void PMCMCDecision::execute ( )
overridevirtualinherited

Implements GeneralReporter.

Definition at line 159 of file PMCMCDecision.C.

160{
162 {
164 return;
165 }
166
167 // Gather inputs and outputs from the sampler and subApps
168 DenseMatrix<Real> data_in(_sampler.getNumberOfRows(), _sampler.getNumberOfCols());
169 for (dof_id_type ss = _sampler.getLocalRowBegin(); ss < _sampler.getLocalRowEnd(); ++ss)
170 {
171 const auto data = _sampler.getNextLocalRow();
172 for (unsigned int j = 0; j < _sampler.getNumberOfCols(); ++j)
173 data_in(ss, j) = data[j];
174 }
175 _local_comm.sum(data_in.get_values());
176 if (!usingGP())
177 {
178 (*_outputs_required) = *_output_value;
180 }
181
182 // Compute the evidence and transitimkon vectors
183 std::vector<Real> evidence(_props);
184 if (_t_step > _pmcmc->decisionStep())
185 {
186 computeEvidence(evidence, data_in);
187 computeTransitionVector(_tpm, evidence);
188 }
189 else
190 _tpm.assign(_props, 1.0);
191
192 // Accept/reject the proposed samples and assign the correct outputs
193 std::vector<Real> req_inputs(_sampler.getNumberOfCols() - _num_confg_params);
194 for (unsigned int i = 0; i < _props; ++i)
195 {
196 nextSamples(req_inputs, data_in, _tpm, i);
197 _inputs[i] = req_inputs;
198 }
199
200 // Compute the next seeds to facilitate proposals (not always required)
201 nextSeeds();
202
203 // Store data from previous step
204 _data_prev = data_in;
206 if (!usingGP())
207 _outputs_prev = (*_outputs_required);
208
209 // Track the current step
211}
virtual int decisionStep() const
Return the step after which decision making can begin.
Definition PMCMCBase.h:73
std::vector< Real > & _tpm
Transition probability matrix.
int _check_step
Ensure that the MCMC algorithm proceeds in a sequential fashion.
libMesh::Parallel::Communicator & _local_comm
Communicator that was split based on samples that have rows.
std::vector< Real > & _variance
Model variance term.
virtual void nextSeeds()
Compute the next set of seeds to facilitate proposals.
std::vector< std::vector< Real > > & _inputs
Model input data that is uncertain.
dof_id_type _num_confg_params
Storage for the number of experimental configuration parameters.
virtual bool usingGP() const
Flag to specify if a pre-trained Gaussian process model is used.
virtual void nextSamples(std::vector< Real > &req_inputs, DenseMatrix< Real > &input_matrix, const std::vector< Real > &tv, const unsigned int &parallel_index)
Resample inputs given the transition vector (after transition vector computed)
const std::vector< Real > * _output_value
Current output values.
const PMCMCBase *const _pmcmc
MCMC sampler base.
virtual void computeTransitionVector(std::vector< Real > &tv, const std::vector< Real > &evidence)
Compute the transition probability vector (after the computation of evidence)
virtual void computeEvidence(std::vector< Real > &evidence, const DenseMatrix< Real > &input_matrix)
Compute the evidence (aka, betterness of the proposed sample vs the previous)
std::vector< Real > * _outputs_required
Transfer the right outputs to the file.
std::vector< Real > getNextLocalRow()
dof_id_type getNumberOfLocalRows() const
dof_id_type getLocalRowEnd() const
dof_id_type getLocalRowBegin() const
dof_id_type getNumberOfRows() const
dof_id_type getNumberOfCols() const
void allgather(const T &send_data, std::vector< T, A > &recv_data) const

◆ finalize()

virtual void PMCMCDecision::finalize ( )
inlineoverridevirtualinherited

Implements GeneralReporter.

Definition at line 28 of file PMCMCDecision.h.

28{}

◆ getLikelihoodFunctionByName()

LikelihoodFunctionBase * LikelihoodInterface::getLikelihoodFunctionByName ( const UserObjectName &  name) const
protectedinherited

Lookup a LikelihoodFunction object by name and return pointer.

Definition at line 24 of file LikelihoodInterface.C.

25{
26 std::vector<LikelihoodFunctionBase *> models;
28 .query()
29 .condition<AttribName>(name)
30 .condition<AttribSystem>("LikelihoodFunctionBase")
31 .queryInto(models);
32
33 if (models.empty())
34 mooseError("Unable to find a LikelihoodFunction object with the name '" + name + "'");
35 return models[0];
36}
void mooseError(Args &&... args)
const std::string name
Definition Setup.h:21
TheWarehouse & theWarehouse() const
FEProblemBase & _likelihood_feproblem
Reference to FEProblemBase instance.
Query query()

Referenced by BayesianActiveLearner::BayesianActiveLearner(), PMCMCDecision::PMCMCDecision(), and TestLikelihood::TestLikelihood().

◆ initialize()

void PMCMCDecision::initialize ( )
overridevirtualinherited

Implements GeneralReporter.

Definition at line 85 of file PMCMCDecision.C.

86{
87 if (!isParamValid("output_value") && !usingGP())
88 paramError("output_value", "Value of the model output from the SubApp should be specified.");
89}
bool isParamValid(const std::string &name) const

◆ nextSamples()

void PMCMCDecision::nextSamples ( std::vector< Real > &  req_inputs,
DenseMatrix< Real > &  input_matrix,
const std::vector< Real > &  tv,
const unsigned int parallel_index 
)
protectedvirtualinherited

Resample inputs given the transition vector (after transition vector computed)

Parameters
req_inputsThe vector of accepted samples to be filled
input_matrixThe matrix of proposed inputs provided
tvThe vector of transition probabilities provided
parallel_indexThe current parallel proposal index provided

Reimplemented in IndependentMHDecision.

Definition at line 132 of file PMCMCDecision.C.

136{
137 if (tv[parallel_index] >= _rnd_vec[parallel_index])
138 {
139 for (unsigned int k = 0; k < _sampler.getNumberOfCols() - _num_confg_params; ++k)
140 req_inputs[k] = input_matrix(parallel_index, k);
141 _variance[parallel_index] = _new_var_samples[parallel_index];
142 }
143 else
144 {
145 for (unsigned int k = 0; k < _sampler.getNumberOfCols() - _num_confg_params; ++k)
146 {
147 req_inputs[k] = _data_prev(parallel_index, k);
148 input_matrix(parallel_index, k) = _data_prev(parallel_index, k);
149 }
150 if (_var_prior)
151 _variance[parallel_index] = _var_prev[parallel_index];
152 for (unsigned int k = 0; k < _num_confg_values; ++k)
153 (*_outputs_required)[k * _props + parallel_index] =
154 _outputs_prev[k * _props + parallel_index];
155 }
156}
const std::vector< Real > & _rnd_vec
Storage for the random numbers for decision making.

Referenced by PMCMCDecision::execute().

◆ nextSeeds()

virtual void PMCMCDecision::nextSeeds ( )
inlineprotectedvirtualinherited

Compute the next set of seeds to facilitate proposals.

Set to empty in base to permit flexibility for MCMC samplers

Reimplemented in IndependentMHDecision.

Definition at line 63 of file PMCMCDecision.h.

63{}

Referenced by PMCMCDecision::execute().

◆ usingGP()

virtual bool PMCMCDecision::usingGP ( ) const
inlineprotectedvirtualinherited

Flag to specify if a pre-trained Gaussian process model is used.

Definition at line 66 of file PMCMCDecision.h.

66{ return false; }

Referenced by PMCMCDecision::execute(), and PMCMCDecision::initialize().

◆ validParams()

InputParameters AffineInvariantDifferentialDecision::validParams ( )
static

Definition at line 15 of file AffineInvariantDifferentialDecision.C.

16{
18 params.addClassDescription("Perform decision making for Affine Invariant differential MCMC.");
19 return params;
20}
void addClassDescription(const std::string &doc_string)
static InputParameters validParams()

Member Data Documentation

◆ _aides

const AffineInvariantDES* const AffineInvariantDifferentialDecision::_aides
private

Affine differential sampler.

Definition at line 31 of file AffineInvariantDifferentialDecision.h.

Referenced by AffineInvariantDifferentialDecision().

◆ _check_step

int PMCMCDecision::_check_step
protectedinherited

Ensure that the MCMC algorithm proceeds in a sequential fashion.

Definition at line 129 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute().

◆ _data_prev

DenseMatrix<Real> PMCMCDecision::_data_prev
protectedinherited

Storage for previous inputs.

Definition at line 114 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), PMCMCDecision::execute(), and PMCMCDecision::nextSamples().

◆ _inputs

std::vector<std::vector<Real> >& PMCMCDecision::_inputs
protectedinherited

Model input data that is uncertain.

Definition at line 69 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute(), IndependentMHDecision::nextSeeds(), and PMCMCDecision::PMCMCDecision().

◆ _likelihood_feproblem

FEProblemBase& LikelihoodInterface::_likelihood_feproblem
privateinherited

Reference to FEProblemBase instance.

Definition at line 29 of file LikelihoodInterface.h.

Referenced by LikelihoodInterface::getLikelihoodFunctionByName().

◆ _likelihoods

std::vector<const LikelihoodFunctionBase *> PMCMCDecision::_likelihoods
protectedinherited

Storage for the likelihood objects to be utilized.

Definition at line 81 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), IndependentMHDecision::computeEvidence(), and PMCMCDecision::PMCMCDecision().

◆ _local_comm

libMesh::Parallel::Communicator& PMCMCDecision::_local_comm
protectedinherited

Communicator that was split based on samples that have rows.

Definition at line 126 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute().

◆ _new_var_samples

const std::vector<Real>& PMCMCDecision::_new_var_samples
protectedinherited

Storage for new proposed variance samples.

Definition at line 96 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), PMCMCDecision::nextSamples(), and IndependentMHDecision::nextSamples().

◆ _noise

Real& PMCMCDecision::_noise
protectedinherited

Model noise term to pass to Likelihoods object.

Definition at line 78 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence().

◆ _num_confg_params

dof_id_type PMCMCDecision::_num_confg_params
protectedinherited

Storage for the number of experimental configuration parameters.

Definition at line 111 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute(), PMCMCDecision::nextSamples(), IndependentMHDecision::nextSamples(), and PMCMCDecision::PMCMCDecision().

◆ _num_confg_values

dof_id_type PMCMCDecision::_num_confg_values
protectedinherited

◆ _output_value

const std::vector<Real>* PMCMCDecision::_output_value
protectedinherited

Current output values.

Definition at line 123 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute().

◆ _outputs_prev

std::vector<Real> PMCMCDecision::_outputs_prev
protectedinherited

Storage for previous outputs.

Definition at line 120 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), PMCMCDecision::execute(), and PMCMCDecision::nextSamples().

◆ _outputs_required

std::vector<Real>* PMCMCDecision::_outputs_required
protectedinherited

◆ _pmcmc

const PMCMCBase* const PMCMCDecision::_pmcmc
protectedinherited

MCMC sampler base.

Definition at line 87 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute(), and PMCMCDecision::PMCMCDecision().

◆ _priors

const std::vector<const Distribution *> PMCMCDecision::_priors
protectedinherited

◆ _props

dof_id_type PMCMCDecision::_props
protectedinherited

◆ _rnd_vec

const std::vector<Real>& PMCMCDecision::_rnd_vec
protectedinherited

Storage for the random numbers for decision making.

Definition at line 93 of file PMCMCDecision.h.

Referenced by PMCMCDecision::nextSamples(), and IndependentMHDecision::nextSamples().

◆ _sampler

Sampler& PMCMCDecision::_sampler
protectedinherited

◆ _tpm

std::vector<Real>& PMCMCDecision::_tpm
protectedinherited

Transition probability matrix.

Definition at line 72 of file PMCMCDecision.h.

Referenced by PMCMCDecision::execute(), and PMCMCDecision::PMCMCDecision().

◆ _var_prev

std::vector<Real> PMCMCDecision::_var_prev
protectedinherited

Storage for previous variances.

Definition at line 117 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), PMCMCDecision::execute(), and PMCMCDecision::nextSamples().

◆ _var_prior

const Distribution* PMCMCDecision::_var_prior
protectedinherited

Storage for the prior over the variance.

Definition at line 102 of file PMCMCDecision.h.

Referenced by PMCMCDecision::computeEvidence(), and PMCMCDecision::nextSamples().

◆ _variance

std::vector<Real>& PMCMCDecision::_variance
protectedinherited

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