TTK VTK-filter that wraps the ttk::MergeTreeAutoencoderDecoding module. More...

#include <ttkMergeTreeAutoencoderDecoding.h>

Inheritance diagram for ttkMergeTreeAutoencoderDecoding:

Public Types
typedef ttkAlgorithm	Superclass

Public Types inherited from ttkAlgorithm
typedef vtkAlgorithm	Superclass

Public Member Functions
virtual const char *	GetClassName ()

virtual int	IsA (const char *type)

Public Member Functions inherited from ttkAlgorithm
void	UpdateThreadNumber ()

void	SetThreadNumber (int threadNumber)

void	SetUseAllCores (bool useAllCores)

void	SetDebugLevel (int debugLevel)

void	SetCompactTriangulationCacheSize (float cacheSize)

vtkDataArray *	GetOptionalArray (const bool &enforceArrayIndex, const int &arrayIndex, const std::string &arrayName, vtkDataSet *const inputData, const int &inputPort=0)

vtkDataArray *	GetOrderArray (vtkDataSet const inputData, const int scalarArrayIdx, ttk::Triangulation triangulation, const bool getGlobalOrder=false, const int orderArrayIdx=0, const bool enforceOrderArrayIdx=false)

vtkDataArray *	checkForGlobalAndComputeOrderArray (vtkDataSet const inputData, vtkDataArray scalarArray, const int scalarArrayIdx, const bool getGlobalOrder, vtkDataArray orderArray, ttk::Triangulation triangulation, const bool enforceOrderArrayIdx)

vtkDataArray *	ComputeOrderArray (vtkDataSet const inputData, vtkDataArray scalarArray, const int scalarArrayIdx, const bool getGlobalOrder, vtkDataArray oldOrderArray, ttk::Triangulation triangulation)

ttk::SimplexId *	GetIdentifierArrayPtr (const bool &enforceArrayIndex, const int &arrayIndex, const std::string &arrayName, vtkDataSet *const inputData, std::vector< ttk::SimplexId > &spareStorage, const int inputPort=0, const bool printErr=true)

ttk::Triangulation *	GetTriangulation (vtkDataSet *dataSet)

int	ProcessRequest (vtkInformation request, vtkInformationVector inputVectors, vtkInformationVector outputVector) override

vtkDataSet *	GetOutput ()

vtkDataSet *	GetOutput (int)

void	SetInputData (vtkDataSet *)

void	SetInputData (int, vtkDataSet *)

void	AddInputData (vtkDataSet *)

void	AddInputData (int, vtkDataSet *)

template<typename inputType >
int	checkEmptyMPIInput (inputType *input)
	This method tests whether the input is a nullptr. If the computation is being done on multiple processes, it is possible that the domain of one process or more is empty, but not others, therefore in that particular case the rest of the filter will not be computed but an error message will not be sent.

Public Member Functions inherited from ttk::Debug
	Debug ()

	~Debug () override

virtual int	setDebugLevel (const int &debugLevel)

int	setWrapper (const Wrapper *wrapper) override

int	printMsg (const std::string &msg, const debug::Priority &priority=debug::Priority::INFO, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printMsg (const std::vector< std::string > &msgs, const debug::Priority &priority=debug::Priority::INFO, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printErr (const std::string &msg, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cerr) const

int	printWrn (const std::string &msg, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cerr) const

int	printMsg (const std::string &msg, const double &progress, const double &time, const int &threads, const double &memory, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::PERFORMANCE, std::ostream &stream=std::cout) const

int	printMsg (const std::string &msg, const double &progress, const double &time, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::PERFORMANCE, std::ostream &stream=std::cout) const

int	printMsg (const std::string &msg, const double &progress, const double &time, const int &threads, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::PERFORMANCE, std::ostream &stream=std::cout) const

int	printMsg (const std::string &msg, const double &progress, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::PERFORMANCE, std::ostream &stream=std::cout) const

int	printMsg (const std::string &msg, const double &progress, const debug::Priority &priority, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printMsg (const std::vector< std::vector< std::string > > &rows, const debug::Priority &priority=debug::Priority::INFO, const bool hasHeader=true, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printMsg (const debug::Separator &separator, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::INFO, std::ostream &stream=std::cout) const

int	printMsg (const debug::Separator &separator, const debug::Priority &priority, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printMsg (const std::string &msg, const debug::Separator &separator, const debug::LineMode &lineMode=debug::LineMode::NEW, const debug::Priority &priority=debug::Priority::INFO, std::ostream &stream=std::cout) const

void	setDebugMsgPrefix (const std::string &prefix)

Public Member Functions inherited from ttk::BaseClass
	BaseClass ()

virtual	~BaseClass ()=default

int	getThreadNumber () const

virtual int	setThreadNumber (const int threadNumber)

Static Public Member Functions
static ttkMergeTreeAutoencoderDecoding *	New ()

static int	IsTypeOf (const char *type)

static ttkMergeTreeAutoencoderDecoding *	SafeDownCast (vtkObject *o)

Static Public Member Functions inherited from ttkAlgorithm
static ttkAlgorithm *	New ()

static int	IsTypeOf (const char *type)

static ttkAlgorithm *	SafeDownCast (vtkObject *o)

static std::string	GetOrderArrayName (vtkDataArray *const array)

static vtkInformationIntegerKey *	SAME_DATA_TYPE_AS_INPUT_PORT ()

Protected Member Functions
	ttkMergeTreeAutoencoderDecoding ()

	~ttkMergeTreeAutoencoderDecoding () override=default

int	FillInputPortInformation (int port, vtkInformation *info) override

int	FillOutputPortInformation (int port, vtkInformation *info) override

int	RequestData (vtkInformation request, vtkInformationVector inputVector, vtkInformationVector outputVector) override

Protected Member Functions inherited from ttkAlgorithm
	ttkAlgorithm ()

	~ttkAlgorithm () override

void	MPIGhostPipelinePreconditioning (vtkDataSet *input)

void	MPIPipelinePreconditioning (vtkDataSet input, std::vector< int > &neighbors, std::map< int, int > &neighToId, ttk::Triangulation triangulation=nullptr)

bool	checkGlobalIdValidity (ttk::LongSimplexId globalIds, ttk::SimplexId simplexNumber, unsigned char ghost, int *rankArray)

int	GenerateGlobalIds (vtkDataSet *input, std::unordered_map< ttk::SimplexId, ttk::SimplexId > &vertGtoL, std::vector< int > &neighborRanks, std::map< int, int > &neighborsToId)

void	MPITriangulationPreconditioning (ttk::Triangulation triangulation, vtkDataSet input)

virtual int	RequestDataObject (vtkInformation request, vtkInformationVector inputVectors, vtkInformationVector outputVector)

virtual int	RequestInformation (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

virtual int	RequestUpdateTime (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

virtual int	RequestUpdateTimeDependentInformation (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

virtual int	RequestUpdateExtent (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

virtual int	RequestDataNotGenerated (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

virtual int	RequestData (vtkInformation ttkNotUsed(request), vtkInformationVector ttkNotUsed(inputVectors), vtkInformationVector ttkNotUsed(outputVector))

int	FillInputPortInformation (int ttkNotUsed(port), vtkInformation *ttkNotUsed(info)) override

int	FillOutputPortInformation (int ttkNotUsed(port), vtkInformation *ttkNotUsed(info)) override

Protected Member Functions inherited from ttk::Debug
int	printMsgInternal (const std::string &msg, const std::string &right, const std::string &filler, const debug::Priority &priority=debug::Priority::INFO, const debug::LineMode &lineMode=debug::LineMode::NEW, std::ostream &stream=std::cout) const

int	printMsgInternal (const std::string &msg, const debug::Priority &priority, const debug::LineMode &lineMode, std::ostream &stream=std::cout) const

int	welcomeMsg (std::ostream &stream)

Protected Member Functions inherited from ttk::MergeTreeAutoencoderDecoding
	MergeTreeAutoencoderDecoding ()

void	execute (std::vector< ttk::ftm::MergeTree< float > > &originsTrees, std::vector< ttk::ftm::MergeTree< float > > &originsPrimeTrees, std::vector< unsigned int * > &allRevNodeCorr, std::vector< unsigned int * > &allRevNodeCorrPrime, std::vector< unsigned int > &allRevNodeCorrSize, std::vector< unsigned int > &allRevNodeCorrPrimeSize)

Protected Member Functions inherited from ttk::MergeTreeAutoencoder
	MergeTreeAutoencoder ()

void	execute (std::vector< ftm::MergeTree< float > > &trees, std::vector< ftm::MergeTree< float > > &trees2)

Protected Member Functions inherited from ttk::MergeTreeAxesAlgorithmBase
	MergeTreeAxesAlgorithmBase ()

template<class dataType >
void	computeOneDistance (ftm::MergeTree< dataType > &tree1, ftm::MergeTree< dataType > &tree2, std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &matching, dataType &distance, bool isCalled=false, bool useDoubleInput=false, bool isFirstInput=true)

template<class dataType >
void	computeOneDistance (ftm::MergeTree< dataType > &tree1, ftm::MergeTree< dataType > &tree2, dataType &distance, bool isCalled=false, bool useDoubleInput=false, bool isFirstInput=true)

template<class dataType >
void	initVectorFromMatching (ftm::MergeTree< dataType > &barycenter, ftm::MergeTree< dataType > &tree, std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &matching, std::vector< std::vector< double > > &v)

template<class dataType >
void	initRandomVector (ftm::MergeTree< dataType > &barycenter, std::vector< std::vector< double > > &v, std::vector< std::vector< std::vector< double > > > &vS, std::vector< std::vector< std::vector< double > > > &v2s)

template<class dataType , typename F >
int	initVectors (int axeNumber, ftm::MergeTree< dataType > &barycenter, std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &barycenter2, std::vector< ftm::MergeTree< dataType > > &trees2, std::vector< std::vector< double > > &v1, std::vector< std::vector< double > > &v2, std::vector< std::vector< double > > &trees2V1, std::vector< std::vector< double > > &trees2V2, int newVectorOffset, std::vector< double > &inputToOriginDistances, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &baryMatchings, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &baryMatchings2, std::vector< std::vector< double > > &inputToAxesDistances, std::vector< std::vector< std::vector< double > > > &vS, std::vector< std::vector< std::vector< double > > > &v2s, std::vector< std::vector< std::vector< double > > > &trees2Vs, std::vector< std::vector< std::vector< double > > > &trees2V2s, bool projectInitializedVectors, F initializedVectorsProjection)

template<class dataType >
void	computeOneBarycenter (std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &baryMergeTree, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &matchings, std::vector< double > &finalDistances, double barycenterSizeLimitPercent, unsigned int barycenterMaximumNumberOfPairs, bool useDoubleInput=false, bool isFirstInput=true)

template<class dataType >
void	computeOneBarycenter (std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &baryMergeTree, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &matchings, std::vector< double > &finalDistances, double barycenterSizeLimitPercent, bool useDoubleInput=false, bool isFirstInput=true)

template<class dataType >
void	computeOneBarycenter (std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &baryMergeTree, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &matchings, std::vector< double > &finalDistances, bool useDoubleInput=false, bool isFirstInput=true)

template<class dataType >
void	computeOneBarycenter (std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &baryMergeTree, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &matchings)

template<class dataType >
void	computeOneBarycenter (std::vector< ftm::MergeTree< dataType > > &trees, ftm::MergeTree< dataType > &baryMergeTree)

template<class dataType >
void	preprocessingTrees (std::vector< ftm::MergeTree< dataType > > &trees, std::vector< std::vector< int > > &nodeCorr, bool useMinMaxPairT=true)

template<class dataType >
void	preprocessingTrees (std::vector< ftm::MergeTree< dataType > > &trees, bool useMinMaxPairT=true)

template<class dataType >
void	getMatchingVector (ftm::MergeTree< dataType > &barycenter, ftm::MergeTree< dataType > &tree, std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &matchings, std::vector< ftm::idNode > &matchingVector)

template<class dataType >
void	getInverseMatchingVector (ftm::MergeTree< dataType > &barycenter, ftm::MergeTree< dataType > &tree, std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &matchings, std::vector< ftm::idNode > &matchingVector)

void	reverseMatchingVector (unsigned int noNodes, std::vector< ftm::idNode > &matchingVector, std::vector< ftm::idNode > &invMatchingVector)

template<class dataType >
void	reverseMatchingVector (ftm::MergeTree< dataType > &tree, std::vector< ftm::idNode > &matchingVector, std::vector< ftm::idNode > &invMatchingVector)

template<class dataType >
void	getMatchingMatrix (ftm::MergeTree< dataType > &barycenter, std::vector< ftm::MergeTree< dataType > > &trees, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &matchings, std::vector< std::vector< ftm::idNode > > &matchingMatrix)

template<class dataType >
std::tuple< dataType, dataType >	getParametrizedBirthDeath (ftm::FTMTree_MT *tree, ftm::idNode node)

template<class dataType >
void	computeBranchesCorrelationMatrix (ftm::MergeTree< dataType > &barycenter, std::vector< ftm::MergeTree< dataType > > &trees, std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > &baryMatchings, std::vector< std::vector< double > > &allTs, std::vector< std::vector< double > > &branchesCorrelationMatrix, std::vector< std::vector< double > > &persCorrelationMatrix)

Protected Member Functions inherited from ttk::MergeTreeBase
	MergeTreeBase ()

void	setAssignmentSolver (int assignmentSolver)

void	setEpsilon1UseFarthestSaddle (bool b)

void	setEpsilonTree1 (double epsilon)

void	setEpsilonTree2 (double epsilon)

void	setEpsilon2Tree1 (double epsilon)

void	setEpsilon2Tree2 (double epsilon)

void	setEpsilon3Tree1 (double epsilon)

void	setEpsilon3Tree2 (double epsilon)

void	setPersistenceThreshold (double pt)

void	setParallelize (bool para)

void	setNodePerTask (int npt)

void	setBranchDecomposition (bool useBD)

void	setNormalizedWasserstein (bool normalizedWasserstein)

void	setKeepSubtree (bool keepSubtree)

void	setNonMatchingWeight (double weight)

void	setBarycenterMergeTree (bool imt)

void	setDistanceSquaredRoot (bool distanceSquaredRoot)

void	setUseMinMaxPair (bool useMinMaxPair)

void	setDeleteMultiPersPairs (bool deleteMultiPersPairsT)

void	setCleanTree (bool clean)

void	setIsPersistenceDiagram (bool isPD)

std::vector< std::vector< int > >	getTreesNodeCorr ()

double	mixDistancesMinMaxPairWeight (bool isFirstInput)

double	mixDistancesWeight (bool isFirstInput)

template<class dataType >
double	mixDistances (dataType distance1, dataType distance2)

template<class dataType >
void	mixDistancesMatrix (std::vector< std::vector< dataType > > &distanceMatrix, std::vector< std::vector< dataType > > &distanceMatrix2)

template<class dataType >
void	mergeSaddle (ftm::FTMTree_MT *tree, double epsilon, std::vector< std::vector< ftm::idNode > > &treeNodeMerged, bool mergeByPersistence=false)

template<class dataType >
void	persistenceMerging (ftm::FTMTree_MT *tree, double epsilon2, double epsilon3=100)

template<class dataType >
void	keepMostImportantPairs (ftm::FTMTree_MT *tree, int n, bool useBD)

template<class dataType >
void	persistenceThresholding (ftm::FTMTree_MT *tree, double persistenceThresholdT, std::vector< ftm::idNode > &deletedNodes)

template<class dataType >
void	persistenceThresholding (ftm::FTMTree_MT *tree, std::vector< ftm::idNode > &deletedNodes)

template<class dataType >
void	persistenceThresholding (ftm::FTMTree_MT *tree, double persistenceThresholdT)

template<class dataType >
void	persistenceThresholding (ftm::FTMTree_MT *tree)

template<class dataType >
void	verifyOrigins (ftm::FTMTree_MT *tree)

template<class dataType >
void	preprocessTree (ftm::FTMTree_MT *tree, bool deleteInconsistentNodes=true)

template<class dataType >
ftm::FTMTree_MT *	computeBranchDecomposition (ftm::FTMTree_MT *tree, std::vector< std::vector< ftm::idNode > > &treeNodeMerged)

template<class dataType >
void	dontUseMinMaxPair (ftm::FTMTree_MT *tree)

void	verifyPairsTree (ftm::FTMTree_MT *tree)

template<class dataType >
void	deleteMultiPersPairs (ftm::FTMTree_MT *tree, bool useBD)

template<class dataType >
void	preprocessingPipeline (ftm::MergeTree< dataType > &mTree, double epsilonTree, double epsilon2Tree, double epsilon3Tree, bool branchDecompositionT, bool useMinMaxPairT, bool cleanTreeT, double persistenceThreshold, std::vector< int > &nodeCorr, bool deleteInconsistentNodes=true)

template<class dataType >
void	preprocessingPipeline (ftm::MergeTree< dataType > &mTree, double epsilonTree, double epsilon2Tree, double epsilon3Tree, bool branchDecompositionT, bool useMinMaxPairT, bool cleanTreeT, std::vector< int > &nodeCorr, bool deleteInconsistentNodes=true)

void	reverseNodeCorr (ftm::FTMTree_MT *tree, std::vector< int > &nodeCorr)

template<class dataType >
void	mtFlattening (ftm::MergeTree< dataType > &mt)

template<class dataType >
void	mtsFlattening (std::vector< ftm::MergeTree< dataType > > &mts)

double	getSizeLimitMetric (std::vector< ftm::FTMTree_MT * > &trees)

template<class dataType >
void	copyMinMaxPair (ftm::MergeTree< dataType > &mTree1, ftm::MergeTree< dataType > &mTree2, bool setOrigins=false)

template<class dataType >
std::tuple< int, dataType >	fixMergedRootOrigin (ftm::FTMTree_MT *tree)

template<class dataType >
void	branchDecompositionToTree (ftm::FTMTree_MT *tree)

template<class dataType >
void	putBackMergedNodes (ftm::FTMTree_MT *tree)

template<class dataType >
void	postprocessingPipeline (ftm::FTMTree_MT *tree)

template<class dataType >
void	convertBranchDecompositionMatching (ftm::FTMTree_MT tree1, ftm::FTMTree_MT tree2, std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &outputMatching)

template<class dataType >
void	convertBranchDecompositionMatching (ftm::FTMTree_MT tree1, ftm::FTMTree_MT tree2, std::vector< std::tuple< ftm::idNode, ftm::idNode > > &outputMatching)

template<class dataType >
void	identifyRealMatching (ftm::FTMTree_MT tree1, ftm::FTMTree_MT tree2, std::vector< std::tuple< ftm::idNode, ftm::idNode > > &outputMatching, std::vector< std::tuple< ftm::idNode, ftm::idNode, bool > > &realMatching)

template<class dataType >
dataType	computeDistance (dataType x1, dataType x2, dataType y1, dataType y2, double power=2)

template<class dataType >
dataType	deleteCost (ftm::FTMTree_MT *tree, ftm::idNode nodeId)

template<class dataType >
dataType	insertCost (ftm::FTMTree_MT *tree, ftm::idNode nodeId)

template<class dataType >
dataType	relabelCostOnly (ftm::FTMTree_MT tree1, ftm::idNode nodeId1, ftm::FTMTree_MT tree2, ftm::idNode nodeId2)

template<class dataType >
dataType	relabelCost (ftm::FTMTree_MT tree1, ftm::idNode nodeId1, ftm::FTMTree_MT tree2, ftm::idNode nodeId2)

void	getParamNames (std::vector< std::string > &paramNames)

double	getParamValueFromName (std::string &paramName)

void	setParamValueFromName (std::string &paramName, double value)

void	getTreesStats (std::vector< ftm::FTMTree_MT * > &trees, std::array< double, 3 > &stats)

void	printTreesStats (std::vector< ftm::FTMTree_MT * > &trees)

template<class dataType >
void	printTreesStats (std::vector< ftm::MergeTree< dataType > > &trees)

template<class dataType >
void	printTableVector (std::vector< std::vector< dataType > > &table)

template<class dataType >
void	printTable (dataType *table, int nRows, int nCols)

void	printMatching (std::vector< MatchingType > &matchings)

void	printMatching (std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > &matchings)

void	printMatching (std::vector< std::tuple< ftm::idNode, ftm::idNode > > &matchings)

template<class dataType >
void	printPairs (std::vector< std::tuple< SimplexId, SimplexId, dataType > > &treePairs)

template<class dataType >
void	printOutputMatching (std::vector< std::tuple< ftm::idNode, ftm::idNode > > &outputMatching, ftm::FTMTree_MT tree1, ftm::FTMTree_MT tree2, bool computeCosts=true)

Additional Inherited Members
Protected Attributes inherited from ttkAlgorithm
float	CompactTriangulationCacheSize {0.2f}

Protected Attributes inherited from ttk::Debug
int	debugLevel_

std::string	debugMsgPrefix_

std::string	debugMsgNamePrefix_

Protected Attributes inherited from ttk::BaseClass
bool	lastObject_

int	threadNumber_

Wrapper *	wrapper_

Protected Attributes inherited from ttk::MergeTreeAutoencoder
bool	doCompute_

bool	hasComputedOnce_ = false

int	encoderNoLayers_ = 1

bool	scaleLayerAfterLatent_ = false

unsigned int	inputNumberOfAxes_ = 16

double	inputOriginPrimeSizePercent_ = 15

double	latentSpaceOriginPrimeSizePercent_ = 10

unsigned int	minIteration_ = 0

unsigned int	maxIteration_ = 0

unsigned int	iterationGap_ = 100

double	batchSize_ = 1

int	optimizer_ = 0

double	gradientStepSize_ = 0.1

double	beta1_ = 0.9

double	beta2_ = 0.999

double	reconstructionLossWeight_ = 1

double	trackingLossWeight_ = 0

double	metricLossWeight_ = 0

double	clusteringLossWeight_ = 0

float	clusteringLossTemp_ = 10

bool	customLossDynamicWeight_ = false

bool	customLossSpace_ = false

bool	customLossActivate_ = false

bool	normalizeMetricLoss_ = false

unsigned int	noInit_ = 4

bool	euclideanVectorsInit_ = false

bool	initOriginPrimeStructByCopy_ = true

bool	trackingLossDecoding_ = false

double	trackingLossInitRandomness_ = 0.0

bool	activate_ = true

unsigned int	activationFunction_ = 1

bool	activateOutputInit_ = false

bool	createOutput_ = true

bool	fullSymmetricAE_ = false

unsigned	noLayers_

double	baseRecLoss_

double	baseRecLoss2_

float	bestLoss_

std::vector< unsigned int >	clusterAsgn_

std::vector< std::vector< float > >	distanceMatrix_

std::vector< std::vector< float > >	customAlphas_

std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > >	baryMatchings_L0_

std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > >	baryMatchings2_L0_

std::vector< double >	inputToBaryDistances_L0_

std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > >	originsMatchings_

std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > >	reconstMatchings_

std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > >	customMatchings_

std::vector< std::vector< std::vector< std::tuple< ftm::idNode, ftm::idNode, double > > > >	dataMatchings_

std::vector< std::vector< double > >	branchesCorrelationMatrix_

std::vector< std::vector< double > >	persCorrelationMatrix_

double	t_allVectorCopy_time_ = 0.0

std::vector< unsigned int >	originsNoZeroGrad_

std::vector< unsigned int >	originsPrimeNoZeroGrad_

std::vector< unsigned int >	vSNoZeroGrad_

std::vector< unsigned int >	vSPrimeNoZeroGrad_

std::vector< unsigned int >	origins2NoZeroGrad_

std::vector< unsigned int >	origins2PrimeNoZeroGrad_

std::vector< unsigned int >	vS2NoZeroGrad_

std::vector< unsigned int >	vS2PrimeNoZeroGrad_

bool	outputInit_ = true

float	bigValuesThreshold_ = 0

Protected Attributes inherited from ttk::MergeTreeAxesAlgorithmBase
bool	deterministic_ = true

unsigned int	numberOfAxes_ = 2

unsigned int	k_ = 16

double	barycenterSizeLimitPercent_ = 20.0

std::vector< std::vector< int > >	trees2NodeCorr_

Protected Attributes inherited from ttk::MergeTreeBase
int	assignmentSolverID_ = 0

bool	epsilon1UseFarthestSaddle_ = false

double	epsilonTree1_ = 0

double	epsilonTree2_ = 0

double	epsilon2Tree1_ = 100

double	epsilon2Tree2_ = 100

double	epsilon3Tree1_ = 100

double	epsilon3Tree2_ = 100

double	persistenceThreshold_ = 0

bool	barycenterMergeTree_ = false

bool	useMinMaxPair_ = true

bool	deleteMultiPersPairs_ = false

bool	branchDecomposition_ = true

int	wassersteinPower_ = 2

bool	normalizedWasserstein_ = true

bool	keepSubtree_ = false

double	nonMatchingWeight_ = 1.0

bool	distanceSquaredRoot_ = true

bool	useFullMerge_ = false

bool	isPersistenceDiagram_ = false

bool	convertToDiagram_ = false

double	mixtureCoefficient_ = 0.5

bool	useDoubleInput_ = false

bool	parallelize_ = true

int	nodePerTask_ = 32

bool	cleanTree_ = true

std::vector< std::vector< int > >	treesNodeCorr_

Static Protected Attributes inherited from ttk::Debug
static COMMON_EXPORTS debug::LineMode	lastLineMode = ttk::debug::LineMode::NEW

Detailed Description

TTK VTK-filter that wraps the ttk::MergeTreeAutoencoderDecoding module.

Author: Mathieu Pont mathi.nosp@m.eu.p.nosp@m.ont@l.nosp@m.ip6..nosp@m.fr

Date: 2023.

This VTK filter uses the ttk::MergeTreeAutoencoderDecoding module to compute a decoding of merge trees or persistence diagrams given the parameters of a Wasserstein Auto-Encoder.

Parameters

Input	vtkMultiBlockDataSet Origins
Input	vtkMultiBlockDataSet Bases Axes
Input	vtkMultiBlockDataSet Coefficients
Output	vtkMultiBlockDataSet Trees

This filter can be used as any other VTK filter (for instance, by using the sequence of calls SetInputData(), Update(), GetOutputDataObject()).

See the related ParaView example state files for usage examples within a VTK pipeline.

Related publication:
"Wasserstein Auto-Encoders of Merge Trees (and Persistence Diagrams)"
Mathieu Pont, Julien Tierny.
IEEE Transactions on Visualization and Computer Graphics, 2023

See also: ttk::MergeTreeAutoencoderDecoding; ttkAlgorithm

Online examples:

Definition at line 51 of file ttkMergeTreeAutoencoderDecoding.h.

Member Typedef Documentation

◆ Superclass

typedef ttkAlgorithm ttkMergeTreeAutoencoderDecoding::Superclass

Definition at line 74 of file ttkMergeTreeAutoencoderDecoding.h.

Constructor & Destructor Documentation

◆ ttkMergeTreeAutoencoderDecoding()

ttkMergeTreeAutoencoderDecoding::ttkMergeTreeAutoencoderDecoding ( )

protected

Implement the filter constructor and destructor (see cpp file)

Implement the filter constructor and destructor in the cpp file.

The constructor has to specify the number of input and output ports with the functions SetNumberOfInputPorts and SetNumberOfOutputPorts, respectively. It should also set default values for all filter parameters.

The destructor is usually empty unless you want to manage memory explicitly, by for example allocating memory on the heap that needs to be freed when the filter is destroyed.

Definition at line 36 of file ttkMergeTreeAutoencoderDecoding.cpp.

◆ ~ttkMergeTreeAutoencoderDecoding()

ttkMergeTreeAutoencoderDecoding::~ttkMergeTreeAutoencoderDecoding ( )

overrideprotecteddefault

Member Function Documentation

◆ FillInputPortInformation()

int ttkMergeTreeAutoencoderDecoding::FillInputPortInformation	(	int	port,
		vtkInformation *	info
	)

overrideprotected

Specify the input data type of each input port (see cpp file)

Specify the required input data type of each input port

This method specifies the required input object data types of the filter by adding the vtkAlgorithm::INPUT_REQUIRED_DATA_TYPE() key to the port information.

Definition at line 48 of file ttkMergeTreeAutoencoderDecoding.cpp.

◆ FillOutputPortInformation()

int ttkMergeTreeAutoencoderDecoding::FillOutputPortInformation	(	int	port,
		vtkInformation *	info
	)

overrideprotected

Specify the data object type of each output port (see cpp file)

Specify the data object type of each output port

This method specifies in the port information object the data type of the corresponding output objects. It is possible to either explicitly specify a type by adding a vtkDataObject::DATA_TYPE_NAME() key:

 info->Set( vtkDataObject::DATA_TYPE_NAME(), "vtkUnstructuredGrid" );

or to pass a type of an input port to an output port by adding the ttkAlgorithm::SAME_DATA_TYPE_AS_INPUT_PORT() key (see below).

Note: prior to the execution of the RequestData method the pipeline will initialize empty output data objects based on this information.

Definition at line 72 of file ttkMergeTreeAutoencoderDecoding.cpp.

◆ GetClassName()

virtual const char * ttkMergeTreeAutoencoderDecoding::GetClassName ( )

virtual

Reimplemented from ttkAlgorithm.

◆ IsA()

virtual int ttkMergeTreeAutoencoderDecoding::IsA ( const char * type )

virtual

Reimplemented from ttkAlgorithm.

◆ IsTypeOf()

static int ttkMergeTreeAutoencoderDecoding::IsTypeOf ( const char * type )

static

◆ New()

static ttkMergeTreeAutoencoderDecoding * ttkMergeTreeAutoencoderDecoding::New ( )

static

Add all filter parameters only as private member variables and initialize them here. Automatically generate getters and setters of filter parameters via vtkMacros. This static method and the macro below are VTK conventions on how to instantiate VTK objects. You don't have to modify this.

◆ RequestData()

int ttkMergeTreeAutoencoderDecoding::RequestData	(	vtkInformation *	request,
		vtkInformationVector **	inputVector,
		vtkInformationVector *	outputVector
	)

overrideprotected

Pass VTK data to the base code and convert base code output to VTK (see cpp file)

Pass VTK data to the base code and convert base code output to VTK

This method is called during the pipeline execution to update the already initialized output data objects based on the given input data objects and filter parameters.

Note: 1) The passed input data objects are validated based on the information provided by the FillInputPortInformation method. 2) The output objects are already initialized based on the information provided by the FillOutputPortInformation method.

Definition at line 94 of file ttkMergeTreeAutoencoderDecoding.cpp.

◆ SafeDownCast()

static ttkMergeTreeAutoencoderDecoding * ttkMergeTreeAutoencoderDecoding::SafeDownCast ( vtkObject * o )

static

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

/home/julien/Pro/git/github/ttk-tierny/core/vtk/ttkMergeTreeAutoencoderDecoding/ttkMergeTreeAutoencoderDecoding.h
/home/julien/Pro/git/github/ttk-tierny/core/vtk/ttkMergeTreeAutoencoderDecoding/ttkMergeTreeAutoencoderDecoding.cpp

Public Types

Public Member Functions

Static Public Member Functions

Protected Member Functions

Additional Inherited Members

Detailed Description

Member Typedef Documentation

◆ Superclass

Constructor & Destructor Documentation

◆ ttkMergeTreeAutoencoderDecoding()

◆ ~ttkMergeTreeAutoencoderDecoding()

Member Function Documentation

◆ FillInputPortInformation()

◆ FillOutputPortInformation()

◆ GetClassName()

◆ IsA()

◆ IsTypeOf()

◆ New()

◆ RequestData()

◆ SafeDownCast()