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Public Types | Public Member Functions | Static Public Member Functions | Protected Member Functions | List of all members
ttkPersistenceDiagram Class Reference

TTK VTK-filter for the computation of persistence diagrams. More...

#include <ttkPersistenceDiagram.h>

Inheritance diagram for ttkPersistenceDiagram:
ttkAlgorithm ttk::PersistenceDiagram ttk::Debug ttk::Debug ttk::BaseClass ttk::BaseClass

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)
 
virtual void SetForceInputOffsetScalarField (bool)
 
virtual bool GetForceInputOffsetScalarField ()
 
virtual void SetShowInsideDomain (bool)
 
virtual bool GetShowInsideDomain ()
 
virtual void SetBackEnd (int _arg)
 
virtual void SetBackEnd (BACKEND)
 
virtual BACKEND GetBackEnd () const
 
virtual int GetStartingResolutionLevel ()
 
virtual void SetStartingResolutionLevel (int)
 
virtual int GetStoppingResolutionLevel ()
 
virtual void SetStoppingResolutionLevel (int)
 
virtual bool GetIsResumable ()
 
virtual void SetIsResumable (bool)
 
virtual double GetTimeLimit ()
 
virtual void SetTimeLimit (double)
 
virtual double GetEpsilon ()
 
virtual void SetEpsilon (double)
 
virtual void SetIgnoreBoundary (bool)
 
virtual bool GetIgnoreBoundary ()
 
void SetComputeMinSad (const bool data)
 
void SetComputeSadSad (const bool data)
 
void SetComputeSadMax (const bool data)
 
void SetDMSDimensions (const int data)
 
virtual void SetClearDGCache (bool)
 
virtual bool GetClearDGCache ()
 
- 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::SimplexIdGetIdentifierArrayPtr (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::TriangulationGetTriangulation (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 ttkPersistenceDiagramNew ()
 
static int IsTypeOf (const char *type)
 
static ttkPersistenceDiagramSafeDownCast (vtkObject *o)
 
- Static Public Member Functions inherited from ttkAlgorithm
static ttkAlgorithmNew ()
 
static int IsTypeOf (const char *type)
 
static ttkAlgorithmSafeDownCast (vtkObject *o)
 
static std::string GetOrderArrayName (vtkDataArray *const array)
 
static vtkInformationIntegerKey * SAME_DATA_TYPE_AS_INPUT_PORT ()
 

Protected Member Functions

 ttkPersistenceDiagram ()
 
int RequestData (vtkInformation *request, vtkInformationVector **inputVector, vtkInformationVector *outputVector) override
 
int FillInputPortInformation (int port, vtkInformation *info) override
 
int FillOutputPortInformation (int port, vtkInformation *info) 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::PersistenceDiagram
 PersistenceDiagram ()
 
void setBackend (const BACKEND be)
 
void setComputeMinSad (const bool data)
 
void setComputeSadSad (const bool data)
 
void setComputeSadMax (const bool data)
 
template<typename scalarType , typename triangulationType >
void augmentPersistenceDiagram (std::vector< PersistencePair > &persistencePairs, const scalarType *const scalars, const triangulationType *triangulation)
 Complete a ttk::DiagramType instance with scalar field values (useful for persistence) and 3D coordinates of critical vertices.
 
ttk::CriticalType getNodeType (ftm::FTMTree_MT *tree, ftm::TreeType treeType, const SimplexId vertexId) const
 
void sortPersistenceDiagram (std::vector< PersistencePair > &diagram, const SimplexId *const offsets) const
 
template<typename scalarType >
int computeCTPersistenceDiagram (ftm::FTMTreePP &tree, const std::vector< std::tuple< ttk::SimplexId, ttk::SimplexId, scalarType, bool > > &pairs, std::vector< PersistencePair > &diagram) const
 
template<typename scalarType , class triangulationType >
int execute (std::vector< PersistencePair > &CTDiagram, const scalarType *inputScalars, const size_t scalarsMTime, const SimplexId *inputOffsets, const triangulationType *triangulation)
 
template<typename scalarType , class triangulationType >
int executeFTM (std::vector< PersistencePair > &CTDiagram, const scalarType *inputScalars, const SimplexId *inputOffsets, const triangulationType *triangulation)
 
template<class triangulationType >
int executeProgressiveTopology (std::vector< PersistencePair > &CTDiagram, const SimplexId *inputOffsets, const triangulationType *triangulation)
 
template<typename scalarType , class triangulationType >
int executeApproximateTopology (std::vector< PersistencePair > &CTDiagram, const scalarType *inputScalars, const triangulationType *triangulation)
 
template<class triangulationType >
int executePersistentSimplex (std::vector< PersistencePair > &CTDiagram, const SimplexId *inputOffsets, const triangulationType *triangulation)
 
template<typename scalarType , class triangulationType >
int executeDiscreteMorseSandwich (std::vector< PersistencePair > &CTDiagram, const scalarType *inputScalars, const size_t scalarsMTime, const SimplexId *inputOffsets, const triangulationType *triangulation)
 
template<class triangulationType >
void checkProgressivityRequirement (const triangulationType *triangulation)
 
template<class triangulationType >
void checkManifold (const triangulationType *const triangulation)
 
void preconditionTriangulation (AbstractTriangulation *triangulation)
 
void setOutputMonotonyOffsets (void *data)
 
void setOutputOffsets (void *data)
 
void setOutputScalars (void *data)
 
void setDeltaApproximate (double data)
 
template<class triangulationType >
void checkProgressivityRequirement (const triangulationType *ttkNotUsed(triangulation))
 

Additional Inherited Members

- Protected Types inherited from ttk::PersistenceDiagram
enum class  BACKEND {
  FTM = 0 , PROGRESSIVE_TOPOLOGY = 1 , DISCRETE_MORSE_SANDWICH = 2 , APPROXIMATE_TOPOLOGY = 3 ,
  PERSISTENT_SIMPLEX = 4
}
 
- 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_
 
Wrapperwrapper_
 
- Protected Attributes inherited from ttk::PersistenceDiagram
bool IgnoreBoundary {false}
 
ftm::FTMTreePP contourTree_ {}
 
dcg::DiscreteGradient dcg_ {}
 
PersistentSimplexPairs psp_ {}
 
DiscreteMorseSandwich dms_ {}
 
BACKEND BackEnd {BACKEND::DISCRETE_MORSE_SANDWICH}
 
ttk::ProgressiveTopology progT_ {}
 
ttk::ApproximateTopology approxT_ {}
 
int StartingResolutionLevel {0}
 
int StoppingResolutionLevel {-1}
 
bool IsResumable {false}
 
double TimeLimit {}
 
void * outputScalars_ {}
 
void * outputOffsets_ {}
 
void * outputMonotonyOffsets_ {}
 
double Epsilon
 
- Static Protected Attributes inherited from ttk::Debug
static COMMON_EXPORTS debug::LineMode lastLineMode = ttk::debug::LineMode::NEW
 

Detailed Description

TTK VTK-filter for the computation of persistence diagrams.

Author
Guillaume Favelier guill.nosp@m.aume.nosp@m..fave.nosp@m.lier.nosp@m.@lip6.nosp@m..fr
Julien Tierny julie.nosp@m.n.ti.nosp@m.erny@.nosp@m.lip6.nosp@m..fr
Date
September 2016.

This filter computes the persistence diagram of the extremum-saddle pairs of an input scalar field. The X-coordinate of each pair corresponds to its birth, while its smallest and highest Y-coordinates correspond to its birth and death respectively.

In practice, the diagram is represented by a vtkUnstructuredGrid. Each vertex of this mesh represent a critical point of the input data. It is associated with point data (vertexId, critical type). Each vertical edge of this mesh represent a persistence pair. It is associated with cell data (persistence of the pair, critical index of the extremum of the pair).

Persistence diagrams are useful and stable concise representations of the topological features of a data-set. It is useful to fine-tune persistence thresholds for topological simplification or for fast similarity estimations for instance.

Parameters
InputInput scalar field, either 2D or 3D, regular grid or triangulation (vtkDataSet)
OutputOutput persistence diagram (vtkUnstructuredGrid)

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

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

Related publication
"Computational Topology: An Introduction"
Herbert Edelsbrunner and John Harer
American Mathematical Society, 2010

Five backends are available for the computation:

1) FTM
Related publication
"Task-based Augmented Contour Trees with Fibonacci Heaps" Charles Gueunet, Pierre Fortin, Julien Jomier, Julien Tierny IEEE Transactions on Parallel and Distributed Systems, 2019

2) Progressive Approach
Related publication
"A Progressive Approach to Scalar Field Topology"
Jules Vidal, Pierre Guillou, Julien Tierny
IEEE Transactions on Visualization and Computer Graphics, 2021

3) Discrete Morse Sandwich (default)
Related publication
"Discrete Morse Sandwich: Fast Computation of Persistence Diagrams for Scalar Data -- An Algorithm and A Benchmark"
Pierre Guillou, Jules Vidal, Julien Tierny
IEEE Transactions on Visualization and Computer Graphics, 2023.
arXiv:2206.13932, 2023.
Fast and versatile algorithm for persistence diagram computation.

4) Approximate Approach
Related publication
"Fast Approximation of Persistence Diagrams with Guarantees"
Jules Vidal, Julien Tierny
IEEE Symposium on Large Data Visualization and Analysis (LDAV), 2021

5) Persistent Simplex
This is a textbook (and very slow) algorithm, described in "Algorithm and Theory of Computation Handbook (Second Edition) - Special Topics and Techniques" by Atallah and Blanton on page 97.

See also
ttkMergeTreePP
ttkPersistenceCurve
ttkScalarFieldCriticalPoints
ttkTopologicalSimplification
ttk::PersistenceDiagram

Online examples:

Definition at line 164 of file ttkPersistenceDiagram.h.

Member Typedef Documentation

◆ Superclass

Definition at line 171 of file ttkPersistenceDiagram.h.

Constructor & Destructor Documentation

◆ ttkPersistenceDiagram()

ttkPersistenceDiagram::ttkPersistenceDiagram ( )
protected

Definition at line 17 of file ttkPersistenceDiagram.cpp.

Member Function Documentation

◆ FillInputPortInformation()

int ttkPersistenceDiagram::FillInputPortInformation ( int  port,
vtkInformation *  info 
)
overrideprotected

Definition at line 22 of file ttkPersistenceDiagram.cpp.

◆ FillOutputPortInformation()

int ttkPersistenceDiagram::FillOutputPortInformation ( int  port,
vtkInformation *  info 
)
overrideprotected

Definition at line 31 of file ttkPersistenceDiagram.cpp.

◆ GetBackEnd()

virtual BACKEND ttkPersistenceDiagram::GetBackEnd ( ) const
virtual

◆ GetClassName()

virtual const char * ttkPersistenceDiagram::GetClassName ( )
virtual

Reimplemented from ttkAlgorithm.

◆ GetClearDGCache()

virtual bool ttkPersistenceDiagram::GetClearDGCache ( )
virtual

◆ GetEpsilon()

virtual double ttkPersistenceDiagram::GetEpsilon ( )
virtual

◆ GetForceInputOffsetScalarField()

virtual bool ttkPersistenceDiagram::GetForceInputOffsetScalarField ( )
virtual

◆ GetIgnoreBoundary()

virtual bool ttkPersistenceDiagram::GetIgnoreBoundary ( )
virtual

◆ GetIsResumable()

virtual bool ttkPersistenceDiagram::GetIsResumable ( )
virtual

◆ GetShowInsideDomain()

virtual bool ttkPersistenceDiagram::GetShowInsideDomain ( )
virtual

◆ GetStartingResolutionLevel()

virtual int ttkPersistenceDiagram::GetStartingResolutionLevel ( )
virtual

◆ GetStoppingResolutionLevel()

virtual int ttkPersistenceDiagram::GetStoppingResolutionLevel ( )
virtual

◆ GetTimeLimit()

virtual double ttkPersistenceDiagram::GetTimeLimit ( )
virtual

◆ IsA()

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

Reimplemented from ttkAlgorithm.

◆ IsTypeOf()

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

◆ New()

static ttkPersistenceDiagram * ttkPersistenceDiagram::New ( )
static

◆ RequestData()

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

Definition at line 94 of file ttkPersistenceDiagram.cpp.

◆ SafeDownCast()

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

◆ SetBackEnd() [1/2]

virtual void ttkPersistenceDiagram::SetBackEnd ( BACKEND  )
virtual

◆ SetBackEnd() [2/2]

virtual void ttkPersistenceDiagram::SetBackEnd ( int  _arg)
virtual

◆ SetClearDGCache()

virtual void ttkPersistenceDiagram::SetClearDGCache ( bool  )
virtual

◆ SetComputeMinSad()

void ttkPersistenceDiagram::SetComputeMinSad ( const bool  data)
inline

Definition at line 200 of file ttkPersistenceDiagram.h.

◆ SetComputeSadMax()

void ttkPersistenceDiagram::SetComputeSadMax ( const bool  data)
inline

Definition at line 210 of file ttkPersistenceDiagram.h.

◆ SetComputeSadSad()

void ttkPersistenceDiagram::SetComputeSadSad ( const bool  data)
inline

Definition at line 205 of file ttkPersistenceDiagram.h.

◆ SetDMSDimensions()

void ttkPersistenceDiagram::SetDMSDimensions ( const int  data)
inline

Definition at line 215 of file ttkPersistenceDiagram.h.

◆ SetEpsilon()

virtual void ttkPersistenceDiagram::SetEpsilon ( double  )
virtual

◆ SetForceInputOffsetScalarField()

virtual void ttkPersistenceDiagram::SetForceInputOffsetScalarField ( bool  )
virtual

◆ SetIgnoreBoundary()

virtual void ttkPersistenceDiagram::SetIgnoreBoundary ( bool  )
virtual

◆ SetIsResumable()

virtual void ttkPersistenceDiagram::SetIsResumable ( bool  )
virtual

◆ SetShowInsideDomain()

virtual void ttkPersistenceDiagram::SetShowInsideDomain ( bool  )
virtual

◆ SetStartingResolutionLevel()

virtual void ttkPersistenceDiagram::SetStartingResolutionLevel ( int  )
virtual

◆ SetStoppingResolutionLevel()

virtual void ttkPersistenceDiagram::SetStoppingResolutionLevel ( int  )
virtual

◆ SetTimeLimit()

virtual void ttkPersistenceDiagram::SetTimeLimit ( double  )
virtual

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