Class for handling vector samples (sequence of vectors). More...

#include <SequenceOfVectors.h>

Inheritance diagram for QUESO::SequenceOfVectors< V, M >:

Public Types
Class typedefs
typedef std::vector< const V * > ::const_iterator	seqVectorPositionConstIteratorTypedef

typedef std::vector< const V * > ::iterator	seqVectorPositionIteratorTypedef

Public Member Functions
Constructor/Destructor methods
	SequenceOfVectors (const VectorSpace< V, M > &vectorSpace, unsigned int subSequenceSize, const std::string &name)
	Default constructor. More...

	~SequenceOfVectors ()
	Destructor. More...

Set methods
SequenceOfVectors< V, M > &	operator= (const SequenceOfVectors< V, M > &rhs)
	Copies values from `rhs` to `this`. More...

Sequence methods
unsigned int	subSequenceSize () const
	Size of the sub-sequence of vectors. More...

void	resizeSequence (unsigned int newSubSequenceSize)
	Resizes the sequence. More...

void	resetValues (unsigned int initialPos, unsigned int numPos)
	Resets a total of `numPos` values of the sequence starting at position `initialPos`. More...

void	erasePositions (unsigned int initialPos, unsigned int numPos)
	Erases `numPos` elements of the sequence starting at position `initialPos`. More...

void	getPositionValues (unsigned int posId, V &vec) const
	Gets the values of the sequence at position `posId` and stores them at `vec`. More...

void	setPositionValues (unsigned int posId, const V &vec)
	Set the values in `vec` at position `posId` of the sequence. More...

void	subUniformlySampledCdf (const V &numEvaluationPointsVec, ArrayOfOneDGrids< V, M > &cdfGrids, ArrayOfOneDTables< V, M > &cdfValues) const
	Uniformly samples from the CDF from the sub-sequence. More...

void	unifiedUniformlySampledCdf (const V &numEvaluationPointsVec, ArrayOfOneDGrids< V, M > &unifiedCdfGrids, ArrayOfOneDTables< V, M > &unifiedCdfValues) const
	Uniformly samples from the CDF from the sub-sequence. More...

void	subMeanExtra (unsigned int initialPos, unsigned int numPos, V &meanVec) const
	Finds the mean value of the sub-sequence, considering `numPos` positions starting at position `initialPos`. More...

void	unifiedMeanExtra (unsigned int initialPos, unsigned int numPos, V &unifiedMeanVec) const
	Finds the mean value of the unified sequence, considering `numPos` positions starting at position `initialPos`. More...

void	subMedianExtra (unsigned int initialPos, unsigned int numPos, V &medianVec) const
	Finds the median value of the sub-sequence, considering `numPos` positions starting at position `initialPos`. More...

void	unifiedMedianExtra (unsigned int initialPos, unsigned int numPos, V &unifiedMedianVec) const
	Finds the median value of the unfed sequence, considering `numPos` positions starting at position `initialPos`. More...

void	subSampleVarianceExtra (unsigned int initialPos, unsigned int numPos, const V &meanVec, V &samVec) const
	Finds the sample variance of the sub-sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	unifiedSampleVarianceExtra (unsigned int initialPos, unsigned int numPos, const V &unifiedMeanVec, V &unifiedSamVec) const
	Finds the sample variance of the unified sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	subSampleStd (unsigned int initialPos, unsigned int numPos, const V &meanVec, V &stdVec) const
	Finds the sample standard deviation of the sub-sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	unifiedSampleStd (unsigned int initialPos, unsigned int numPos, const V &unifiedMeanVec, V &unifiedStdVec) const
	Finds the sample standard deviation of the unified sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	subPopulationVariance (unsigned int initialPos, unsigned int numPos, const V &meanVec, V &popVec) const
	Finds the population variance of the sub-sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	unifiedPopulationVariance (unsigned int initialPos, unsigned int numPos, const V &unifiedMeanVec, V &unifiedPopVec) const
	Finds the population variance of the unified sequence, considering `numPos` positions starting at position `initialPos` and of mean `meanVec`. More...

void	autoCovariance (unsigned int initialPos, unsigned int numPos, const V &meanVec, unsigned int lag, V &covVec) const
	Calculates the autocovariance. More...

void	autoCorrViaDef (unsigned int initialPos, unsigned int numPos, unsigned int lag, V &corrVec) const
	Calculates the autocorrelation via definition. More...

void	autoCorrViaFft (unsigned int initialPos, unsigned int numPos, const std::vector< unsigned int > &lags, std::vector< V * > &corrVecs) const
	Calculates the autocorrelation via Fast Fourier transforms (FFT). More...

void	autoCorrViaFft (unsigned int initialPos, unsigned int numPos, unsigned int numSum, V &autoCorrsSumVec) const
	Calculates the autocorrelation via Fast Fourier transforms (FFT). More...

void	subMinMaxExtra (unsigned int initialPos, unsigned int numPos, V &minVec, V &maxVec) const
	Finds the minimum and the maximum values of the sub-sequence, considering `numPos` positions starting at position `initialPos`. More...

void	unifiedMinMaxExtra (unsigned int initialPos, unsigned int numPos, V &unifiedMinVec, V &unifiedMaxVec) const
	Finds the minimum and the maximum values of the unified sequence, considering `numPos` positions starting at position `initialPos`. More...

void	subHistogram (unsigned int initialPos, const V &minVec, const V &maxVec, std::vector< V * > &centersForAllBins, std::vector< V * > &quanttsForAllBins) const
	Calculates the histogram of the sub-sequence. More...

void	unifiedHistogram (unsigned int initialPos, const V &unifiedMinVec, const V &unifiedMaxVec, std::vector< V * > &unifiedCentersForAllBins, std::vector< V * > &unifiedQuanttsForAllBins) const
	Calculates the histogram of the unified sequence. More...

void	subInterQuantileRange (unsigned int initialPos, V &iqrVec) const
	Returns the interquartile range of the values in the sub-sequence. More...

void	unifiedInterQuantileRange (unsigned int initialPos, V &unifiedIqrVec) const
	Returns the interquartile range of the values in the unified sequence. More...

void	subScalesForKde (unsigned int initialPos, const V &iqrVec, unsigned int kdeDimension, V &scaleVec) const
	Selects the scales (bandwidth, `scaleVec`) for the kernel density estimation, considering only the sub-sequence. More...

void	unifiedScalesForKde (unsigned int initialPos, const V &unifiedIqrVec, unsigned int kdeDimension, V &unifiedScaleVec) const
	Selects the scales (bandwidth) for the kernel density estimation, considering the unified sequence. More...

void	subGaussian1dKde (unsigned int initialPos, const V &scaleVec, const std::vector< V * > &evalParamVecs, std::vector< V * > &densityVecs) const
	Gaussian kernel for the KDE estimate of the sub-sequence. More...

void	unifiedGaussian1dKde (unsigned int initialPos, const V &unifiedScaleVec, const std::vector< V * > &unifiedEvalParamVecs, std::vector< V * > &unifiedDensityVecs) const
	Gaussian kernel for the KDE estimate of the unified sequence. More...

void	subWriteContents (unsigned int initialPos, unsigned int numPos, const std::string &fileName, const std::string &fileType, const std::set< unsigned int > &allowedSubEnvIds) const
	Writes the sub-sequence to a file. More...

void	subWriteContents (unsigned int initialPos, unsigned int numPos, FilePtrSetStruct &filePtrSet, const std::string &fileType) const
	Writes the sub-sequence to a file. More...

void	subWriteContents (unsigned int initialPos, unsigned int numPos, std::ofstream &ofs, const std::string &fileType) const
	Writes the sub-sequence to a file. More...

void	unifiedWriteContents (const std::string &fileName, const std::string &fileType) const

void	unifiedReadContents (const std::string &fileName, const std::string &fileType, const unsigned int subSequenceSize)
	Reads the unified sequence from a file. More...

void	select (const std::vector< unsigned int > &idsOfUniquePositions)
	TODO: It shall select positions in the sequence of vectors. More...

void	filter (unsigned int initialPos, unsigned int spacing)
	Filters positions in the sequence of vectors. More...

double	estimateConvBrooksGelman (unsigned int initialPos, unsigned int numPos) const
	Estimates convergence rate using Brooks & Gelman method. More...

void	extractScalarSeq (unsigned int initialPos, unsigned int spacing, unsigned int numPos, unsigned int paramId, ScalarSequence< double > &scalarSeq) const
	Extracts a sequence of scalars. More...

const V *	operator[] (unsigned int posId) const

const V *&	operator[] (unsigned int posId)

void	subUniformlySampledMdf (const V &numEvaluationPointsVec, ArrayOfOneDGrids< V, M > &mdfGrids, ArrayOfOneDTables< V, M > &mdfValues) const

void	subMeanCltStd (unsigned int initialPos, unsigned int numPos, const V &meanVec, V &samVec) const

void	unifiedMeanCltStd (unsigned int initialPos, unsigned int numPos, const V &unifiedMeanVec, V &unifiedSamVec) const

void	bmm (unsigned int initialPos, unsigned int batchLength, V &bmmVec) const

void	fftForward (unsigned int initialPos, unsigned int fftSize, unsigned int paramId, std::vector< std::complex< double > > &fftResult) const

void	psd (unsigned int initialPos, unsigned int numBlocks, double hopSizeRatio, unsigned int paramId, std::vector< double > &psdResult) const

void	psdAtZero (unsigned int initialPos, unsigned int numBlocks, double hopSizeRatio, V &psdVec) const

void	geweke (unsigned int initialPos, double ratioNa, double ratioNb, V &gewVec) const

void	meanStacc (unsigned int initialPos, V &meanStaccVec) const

void	subCdfPercentageRange (unsigned int initialPos, unsigned int numPos, double range, V &lowerVec, V &upperVec) const

void	unifiedCdfPercentageRange (unsigned int initialPos, unsigned int numPos, double range, V &lowerVec, V &upperVec) const

void	subCdfStacc (unsigned int initialPos, std::vector< V * > &cdfStaccVecs, std::vector< V * > &cdfStaccVecsUp, std::vector< V * > &cdfStaccVecsLow, std::vector< V * > &sortedDataVecs) const

void	subCdfStacc (unsigned int initialPos, const std::vector< V * > &evalPositionsVecs, std::vector< V * > &cdfStaccVecs) const

Public Member Functions inherited from QUESO::BaseVectorSequence< V, M >
	BaseVectorSequence (const VectorSpace< V, M > &vectorSpace, unsigned int subSequenceSize, const std::string &name)
	Default constructor. More...

virtual	~BaseVectorSequence ()
	Destructor. More...

unsigned int	unifiedSequenceSize () const
	Calculates the size of the unified sequence of vectors. More...

unsigned int	vectorSizeLocal () const
	Local dimension (size) of the vector space. More...

unsigned int	vectorSizeGlobal () const
	Global dimension (size) of the vector space. More...

const VectorSpace< V, M > &	vectorSpace () const
	Vector space; access to protected attribute VectorSpace<V,M>& m_vectorSpace. More...

const std::string &	name () const
	Access to protected attribute `m_name:` name of the sequence of vectors. More...

void	setName (const std::string &newName)
	Changes the name of the sequence of vectors. More...

void	clear ()
	Reset the values and the size of the sequence of vectors. More...

const V &	subMinPlain () const
	Finds the minimum value of the sub-sequence. More...

const V &	unifiedMinPlain () const
	Finds the minimum value of the unified sequence. More...

const V &	subMaxPlain () const
	Finds the maximum value of the sub-sequence. More...

const V &	unifiedMaxPlain () const
	Finds the maximum value of the unified sequence. More...

const V &	subMeanPlain () const
	Finds the mean value of the sub-sequence. More...

const V &	unifiedMeanPlain () const
	Finds the mean value of the unified sequence. More...

const V &	subMedianPlain () const
	Finds the median value of the sub-sequence. More...

const V &	unifiedMedianPlain () const
	Finds the median value of the unified sequence. More...

const V &	subSampleVariancePlain () const
	Finds the variance of a sample of the sub-sequence. More...

const V &	unifiedSampleVariancePlain () const
	Finds the variance of a sample of the unified sequence. More...

const BoxSubset< V, M > &	subBoxPlain () const
	Finds a box subset of the sub-sequence (given by its min and max values calculated via subMinPlain and subMaxPlain). More...

const BoxSubset< V, M > &	unifiedBoxPlain () const
	Finds a box subset of the unified-sequence (given by the min and max values of the unified sequence calculated via unifiedMinPlain and unifiedMaxPlain). More...

void	deleteStoredVectors ()
	Deletes all the stored vectors. More...

void	append (const BaseVectorSequence< V, M > &src, unsigned int initialPos, unsigned int numPos)
	Appends the vector `src` to `this` vector. More...

double	subPositionsOfMaximum (const ScalarSequence< double > &subCorrespondingScalarValues, BaseVectorSequence< V, M > &subPositionsOfMaximum)
	Finds the positions where the maximum element occurs in the sub-sequence. More...

double	unifiedPositionsOfMaximum (const ScalarSequence< double > &subCorrespondingScalarValues, BaseVectorSequence< V, M > &unifiedPositionsOfMaximum)
	Finds the positions where the maximum element occurs in the unified sequence. More...

void	setGaussian (const V &meanVec, const V &stdDevVec)
	Sets the values of the sequence as a Gaussian distribution of mean given by `meanVec` and standard deviation by `stdDevVec`. More...

void	setUniform (const V &aVec, const V &bVec)
	Sets the values of the sequence as a uniform distribution between the values given by vectors `aVec` and `bVec`. More...

void	computeFilterParams (std::ofstream *passedOfs, unsigned int &initialPos, unsigned int &spacing)
	Computes the filtering parameters `spacing` for the sequence of vectors. More...

void	computeHistCdfstaccKde (const SequenceStatisticalOptions &statisticalOptions, std::ofstream *passedOfs)

void	computeStatistics (const SequenceStatisticalOptions &statisticalOptions, std::ofstream *passedOfs)

void	computeHistCdfstaccKde (const SsOptionsValues &statisticalOptions, std::ofstream *passedOfs)

void	computeStatistics (const SsOptionsValues &statisticalOptions, std::ofstream *passedOfs)

Private Member Functions
void	copy (const SequenceOfVectors< V, M > &src)
	Copies vector sequence `src` to `this`. More...

void	extractRawData (unsigned int initialPos, unsigned int spacing, unsigned int numPos, unsigned int paramId, std::vector< double > &rawData) const
	Extracts the raw data. More...

void	writeSubMatlabHeader (std::ofstream &ofs, double sequenceSize, double vectorSizeLocal) const
	Helper function to write matlab-specific header info for vectors. More...

void	writeUnifiedMatlabHeader (std::ofstream &ofs, double sequenceSize, double vectorSizeLocal) const

void	writeTxtHeader (std::ofstream &ofs, double sequenceSize, double vectorSizeLocal) const
	Helper function to write plain txt info for vectors. More...

void	subMeanMonitorAlloc (unsigned int numberOfMonitorPositions)

void	subMeanInter0MonitorAlloc (unsigned int numberOfMonitorPositions)

void	unifiedMeanMonitorAlloc (unsigned int numberOfMonitorPositions)

void	subMeanMonitorRun (unsigned int monitorPosition, V &subMeanVec, V &subMeanCltStd)

void	subMeanInter0MonitorRun (unsigned int currentPosition, V &subMeanInter0Mean, V &subMeanInter0Clt95, V &subMeanInter0Empirical90, V &subMeanInter0Min, V &subMeanInter0Max)

void	unifiedMeanMonitorRun (unsigned int currentPosition, V &unifiedMeanVec, V &unifiedMeanCltStd)

void	subMeanMonitorStore (unsigned int i, unsigned int monitorPosition, const V &subMeanVec, const V &subMeanCltStd)

void	subMeanInter0MonitorStore (unsigned int i, unsigned int monitorPosition, const V &subMeanInter0Mean, const V &subMeanInter0Clt95, const V &subMeanInter0Empirical90, const V &subMeanInter0Min, const V &subMeanInter0Max)

void	unifiedMeanMonitorStore (unsigned int i, unsigned int monitorPosition, V &unifiedMeanVec, V &unifiedMeanCltStd)

void	subMeanMonitorFree ()

void	subMeanInter0MonitorFree ()

void	unifiedMeanMonitorFree ()

void	subMeanMonitorWrite (std::ofstream &ofs)

void	subMeanInter0MonitorWrite (std::ofstream &ofs)

void	unifiedMeanMonitorWrite (std::ofstream &ofs)

Private Attributes
std::vector< const V * >	m_seq
	Sequence of vectors. More...

ScalarSequence< double > *	m_subMeanMonitorPosSeq

SequenceOfVectors< V, M > *	m_subMeanVecSeq

SequenceOfVectors< V, M > *	m_subMeanCltStdSeq

ScalarSequence< double > *	m_subMeanInter0MonitorPosSeq

SequenceOfVectors< V, M > *	m_subMeanInter0Mean

SequenceOfVectors< V, M > *	m_subMeanInter0Clt95

SequenceOfVectors< V, M > *	m_subMeanInter0Empirical90

SequenceOfVectors< V, M > *	m_subMeanInter0Min

SequenceOfVectors< V, M > *	m_subMeanInter0Max

ScalarSequence< double > *	m_unifiedMeanMonitorPosSeq

SequenceOfVectors< V, M > *	m_unifiedMeanVecSeq

SequenceOfVectors< V, M > *	m_unifiedMeanCltStdSeq

Additional Inherited Members
Protected Member Functions inherited from QUESO::BaseVectorSequence< V, M >
void	copy (const BaseVectorSequence< V, M > &src)
	Copies vector sequence `src` to `this`. More...

void	computeMeanEvolution (const SequenceStatisticalOptions &statisticalOptions, std::ofstream *passedOfs)

void	computeMeanEvolution (const SsOptionsValues &statisticalOptions, std::ofstream *passedOfs)

void	computeBMM (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeFFT (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computePSD (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computePSDAtZero (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeGeweke (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeMeanStacc (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeBMM (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeFFT (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computePSD (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computePSDAtZero (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeGeweke (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeMeanStacc (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, std::ofstream *passedOfs)

void	computeMeanVars (const SequenceStatisticalOptions &statisticalOptions, std::ofstream passedOfs, V subMeanPtr, V subMedianPtr, V subSampleVarPtr, V *subPopulVarPtr)

void	computeAutoCorrViaDef (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, const std::vector< unsigned int > &lagsForCorrs, std::ofstream *passedOfs)

void	computeAutoCorrViaFFT (const SequenceStatisticalOptions &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, const std::vector< unsigned int > &lagsForCorrs, std::ofstream *passedOfs)

void	computeCovCorrMatrices (const SequenceStatisticalOptions &statisticalOptions, std::ofstream *passedOfs)

void	computeMeanVars (const SsOptionsValues &statisticalOptions, std::ofstream passedOfs, V subMeanPtr, V subMedianPtr, V subSampleVarPtr, V *subPopulVarPtr)

void	computeAutoCorrViaDef (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, const std::vector< unsigned int > &lagsForCorrs, std::ofstream *passedOfs)

void	computeAutoCorrViaFFT (const SsOptionsValues &statisticalOptions, const std::vector< unsigned int > &initialPosForStatistics, const std::vector< unsigned int > &lagsForCorrs, std::ofstream *passedOfs)

void	computeCovCorrMatrices (const SsOptionsValues &statisticalOptions, std::ofstream *passedOfs)

Protected Attributes inherited from QUESO::BaseVectorSequence< V, M >
const BaseEnvironment &	m_env

const VectorSpace< V, M > &	m_vectorSpace

std::string	m_name

Fft< double > *	m_fftObj

V *	m_subMinPlain

V *	m_unifiedMinPlain

V *	m_subMaxPlain

V *	m_unifiedMaxPlain

V *	m_subMeanPlain

V *	m_unifiedMeanPlain

V *	m_subMedianPlain

V *	m_unifiedMedianPlain

V *	m_subSampleVariancePlain

V *	m_unifiedSampleVariancePlain

BoxSubset< V, M > *	m_subBoxPlain

BoxSubset< V, M > *	m_unifiedBoxPlain

Detailed Description

template<class V = GslVector, class M = GslMatrix>
class QUESO::SequenceOfVectors< V, M >

Class for handling vector samples (sequence of vectors).

This class handles vector samples generated by an algorithm, as well as operations that can be carried over them, e.g., calculation of means, correlation and covariance matrices. It is derived from and implements BaseVectorSequence<V,M>.

Definition at line 49 of file SequenceOfVectors.h.

Member Typedef Documentation

template<class V = GslVector, class M = GslMatrix>

typedef std::vector<const V*>::const_iterator QUESO::SequenceOfVectors< V, M >::seqVectorPositionConstIteratorTypedef

Definition at line 55 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

typedef std::vector<const V*>::iterator QUESO::SequenceOfVectors< V, M >::seqVectorPositionIteratorTypedef

Definition at line 56 of file SequenceOfVectors.h.

Constructor & Destructor Documentation

template<class V , class M >

QUESO::SequenceOfVectors< V, M >::SequenceOfVectors	(	const VectorSpace< V, M > &	vectorSpace,
		unsigned int	subSequenceSize,
		const std::string &	name
	)

Default constructor.

Definition at line 33 of file SequenceOfVectors.C.

   :
   BaseVectorSequence<V,M>(vectorSpace,subSequenceSize,name),
   m_seq                         (subSequenceSize,NULL)
 #ifdef UQ_CODE_HAS_MONITORS
   ,
   m_subMeanMonitorPosSeq        (NULL),
   m_subMeanVecSeq               (NULL),
   m_subMeanCltStdSeq            (NULL),
   m_subMeanInter0MonitorPosSeq  (NULL),
   m_subMeanInter0Mean           (NULL),
   m_subMeanInter0Clt95          (NULL),
   m_subMeanInter0Empirical90    (NULL),
   m_subMeanInter0Min            (NULL),
   m_subMeanInter0Max            (NULL),
   m_unifiedMeanMonitorPosSeq    (NULL),
   m_unifiedMeanVecSeq           (NULL),
   m_unifiedMeanCltStdSeq        (NULL)
 #endif
 {
   //if (m_env.subDisplayFile()) {
   //  *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::constructor()"
   //                          << std::endl;
   //}
 
   //if (m_env.subDisplayFile()) {
   //  *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::constructor()"
   //                          << std::endl;
   //}
 }
 // Destructor ---------------------------------------
 template <class V, class M>
 SequenceOfVectors<V,M>::~SequenceOfVectors()
 {
 #ifdef UQ_CODE_HAS_MONITORS
   if (m_subMeanMonitorPosSeq) delete m_subMeanMonitorPosSeq;
   if (m_subMeanVecSeq       ) delete m_subMeanVecSeq;
   if (m_subMeanCltStdSeq    ) delete m_subMeanCltStdSeq;
 
   if (m_subMeanInter0MonitorPosSeq) delete m_subMeanInter0MonitorPosSeq;
   if (m_subMeanInter0Mean         ) delete m_subMeanInter0Mean;
   if (m_subMeanInter0Clt95        ) delete m_subMeanInter0Clt95;
   if (m_subMeanInter0Empirical90  ) delete m_subMeanInter0Empirical90;
   if (m_subMeanInter0Min          ) delete m_subMeanInter0Min;
   if (m_subMeanInter0Max          ) delete m_subMeanInter0Max;
 
   if (m_unifiedMeanMonitorPosSeq) delete m_unifiedMeanMonitorPosSeq;
   if (m_unifiedMeanVecSeq       ) delete m_unifiedMeanVecSeq;
   if (m_unifiedMeanCltStdSeq    ) delete m_unifiedMeanCltStdSeq;
 #endif
 
   for (unsigned int i = 0; i < (unsigned int) m_seq.size(); ++i) {
     if (m_seq[i]) delete m_seq[i];
   }
 }

template<class V = GslVector, class M = GslMatrix>

QUESO::SequenceOfVectors< V, M >::~SequenceOfVectors ( )

Destructor.

Member Function Documentation

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::autoCorrViaDef	(	unsigned int	initialPos,
		unsigned int	numPos,
		unsigned int	lag,
		V &	corrVec
	)		const

virtual

Calculates the autocorrelation via definition.

Autocorrelation is the cross-correlation of a variable with itself; it describes the correlation between values of the process at different times, as a function of the two times. It is calculated over a sequence of vectors with initial position initialPos, considering numPos positions, a lag of lag, with mean given by meanVec. Output:

Parameters

corrVec is the vector of the calculated autocorrelations of the sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 766 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::autoCorrViaDef().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (lag                     <  numPos                 ) && // lag should not be too large
               (this->vectorSizeLocal() == corrVec.sizeLocal()    ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     corrVec[i] = data.autoCorrViaDef(0,
                                      numPos,
                                      lag);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::autoCorrViaFft	(	unsigned int	initialPos,
		unsigned int	numPos,
		const std::vector< unsigned int > &	lags,
		std::vector< V * > &	corrVecs
	)		const

virtual

Calculates the autocorrelation via Fast Fourier transforms (FFT).

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 798 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::autoCorrViaFft().

 {
   bool bRC = ((initialPos          <  this->subSequenceSize()) &&
               (0                   <  numPos                 ) &&
               ((initialPos+numPos) <= this->subSequenceSize()) &&
               (0                   <  lags.size()            ) &&
               (lags[lags.size()-1] <  numPos                 )); // lag should not be too large
   queso_require_msg(bRC, "invalid input data");
 
   for (unsigned int j = lags.size(); j < corrVecs.size(); ++j) {
     if (corrVecs[j] != NULL) {
       delete corrVecs[j];
       corrVecs[j] = NULL;
     }
   }
   corrVecs.resize(lags.size(),NULL);
   for (unsigned int j = 0;           j < corrVecs.size(); ++j) {
     if (corrVecs[j] == NULL) corrVecs[j] = new V(m_vectorSpace.zeroVector());
   }
 
   ScalarSequence<double> data(m_env,0,"");
   unsigned int maxLag = lags[lags.size()-1];
   std::vector<double> autoCorrs(maxLag+1,0.); // Yes, +1
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
 
     //if (m_env.subDisplayFile()) {
     //  *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::autoCorrViaFft()"
     //                         << ": about to call data.autoCorrViaFft() for paramId = " << i
     //                         << ", with numPos = "      << numPos
     //                         << ", maxLag = "           << maxLag
     //                         << ", autoCorrs.size() = " << autoCorrs.size()
     //                         << std::endl;
     //}
     data.autoCorrViaFft(0,
                         numPos,
                         maxLag,
                         autoCorrs);
 
     for (unsigned int j = 0; j < lags.size(); ++j) {
       (*(corrVecs[j]))[i] = autoCorrs[lags[j]];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::autoCorrViaFft	(	unsigned int	initialPos,
		unsigned int	numPos,
		unsigned int	numSum,
		V &	autoCorrsSumVec
	)		const

virtual

Calculates the autocorrelation via Fast Fourier transforms (FFT).

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 857 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::autoCorrViaFft().

 {
   bool bRC = ((initialPos             <  this->subSequenceSize()) &&
               (0                      <  numPos                 ) &&
               ((initialPos+numPos)    <= this->subSequenceSize()) &&
               (0                      <  numSum                 ) &&
               (numSum                 <= numPos                 ) &&
               (autoCorrsSumVec.sizeLocal() == this->vectorSizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
 
     data.autoCorrViaFft(0,
                         numPos,
                         numSum,
                         autoCorrsSumVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::autoCovariance	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	meanVec,
		unsigned int	lag,
		V &	covVec
	)		const

virtual

Calculates the autocovariance.

The autocovariance is the covariance of a variable with itself at some other time. It is calculated over a sequence of vectors with initial position initialPos, considering numPos positions, a lag of lag, with mean given by meanVec. Output:

Parameters

covVec is the vector of the calculated autocovariances of the sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 731 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::autoCovariance().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == meanVec.sizeLocal()    ) &&
               (lag                     <  numPos                 ) && // lag should not be too large
               (this->vectorSizeLocal() == covVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     covVec[i] = data.autoCovariance(0,
                                     numPos,
                                     meanVec[i],
                                     lag);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::bmm	(	unsigned int	initialPos,
		unsigned int	batchLength,
		V &	bmmVec
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2412 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::bmm().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()            ) &&
               (batchLength             < (this->subSequenceSize()-initialPos)) &&
               (this->vectorSizeLocal() == bmmVec.sizeLocal()                 ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            this->subSequenceSize()-initialPos,
                            i,
                            data);
     bmmVec[i] = data.bmm(0,
                          batchLength);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::copy ( const SequenceOfVectors< V, M > & src )

private

Copies vector sequence src to this.

Definition at line 2234 of file SequenceOfVectors.C.

References QUESO::BaseVectorSequence< V, M >::copy(), QUESO::SequenceOfVectors< V, M >::m_seq, and QUESO::SequenceOfVectors< V, M >::subSequenceSize().

 {
   BaseVectorSequence<V,M>::copy(src);
   for (unsigned int i = 0; i < (unsigned int) m_seq.size(); ++i) {
     if (m_seq[i]) {
       delete m_seq[i];
       m_seq[i] = NULL;
     }
   }
   m_seq.resize(src.subSequenceSize(),NULL);
   for (unsigned int i = 0; i < m_seq.size(); ++i) {
     m_seq[i] = new V(*(src.m_seq[i]));
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::erasePositions	(	unsigned int	initialPos,
		unsigned int	numPos
	)

virtual

Erases numPos elements of the sequence starting at position initialPos.

This routine deletes all stored computed vectors

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 154 of file SequenceOfVectors.C.

References QUESO::BaseVectorSequence< V, M >::deleteStoredVectors(), and QUESO::queso_require_equal_to_msg.

 {
   bool bRC = ((initialPos          <  this->subSequenceSize()) &&
               (0                   <  numPos                 ) &&
               ((initialPos+numPos) <= this->subSequenceSize()));
   queso_require_msg(bRC, "invalid input data");
 
   for (unsigned int j = 0; j < numPos; ++j) {
     if (m_seq[initialPos+j] != NULL) {
       delete m_seq[initialPos+j];
       m_seq[initialPos+j] = NULL;
     }
   }
 
   seqVectorPositionIteratorTypedef posIteratorBegin = m_seq.begin();
   if (initialPos < this->subSequenceSize()) std::advance(posIteratorBegin,initialPos);
   else                                      posIteratorBegin = m_seq.end();
 
   unsigned int posEnd = initialPos + numPos;
   seqVectorPositionIteratorTypedef posIteratorEnd = m_seq.begin();
   if (posEnd < this->subSequenceSize()) std::advance(posIteratorEnd,posEnd);
   else                                  posIteratorEnd = m_seq.end();
 
   unsigned int oldSubSequenceSize = this->subSequenceSize();
   m_seq.erase(posIteratorBegin,posIteratorEnd);
   queso_require_equal_to_msg((oldSubSequenceSize - numPos), this->subSequenceSize(), "(oldSubSequenceSize - numPos) != this->subSequenceSize()");
 
   BaseVectorSequence<V,M>::deleteStoredVectors();
 
   return;
 }

template<class V , class M >

double QUESO::SequenceOfVectors< V, M >::estimateConvBrooksGelman	(	unsigned int	initialPos,
		unsigned int	numPos
	)		const

virtual

Estimates convergence rate using Brooks & Gelman method.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2083 of file SequenceOfVectors.C.

References QUESO::matrixProduct().

 {
   // This method requires *at least* two sequences. Error if there is only one.
   queso_require_greater_equal_msg(m_env.numSubEnvironments(), 2, "At least two sequences required for Brooks-Gelman convergence test.");
 
   // TODO: Need special case for 1-dimensional parameter space.
 
   // Initialize with garbage to give the user a clue something is funky.
   double convMeasure = -1.0;
 
   // We only do the work on the subenvironment where the sequence data
   // is stashed.
   if( m_env.inter0Rank() >= 0 )
     {
       // Sanity Checks
 
       // REMEMBER: \psi is a *vector* of parameters
       // Get quantities we will use several times
       V psi_j_dot = m_vectorSpace.zeroVector();
       V psi_dot_dot = m_vectorSpace.zeroVector();
       V work = m_vectorSpace.zeroVector();
 
       // m = number of chains > 1
       // n = number of steps for which we are computing the metric
       int m = m_env.numSubEnvironments();
       int n = numPos;
 
       this->subMeanExtra    ( initialPos, numPos, psi_j_dot   );
       this->unifiedMeanExtra( initialPos, numPos, psi_dot_dot );
 
 #if 0
       std::cout << "psi_j_dot = " << psi_j_dot << std::endl;
       std::cout << "psi_dot_dot = " << psi_dot_dot << std::endl;
 #endif
 
       /* W = \frac{1}{m*(n-1)}*\sum_{j=1}^m \sum{t=1}^n
    (\psi_{jt} - \overline{\psi_{j\cdot}})*(\psi_{jt} - \overline{\psi_{j\cdot}})^T
    This corresponds to the "within-sequence" covariance matrix. */
       M* W_local = m_vectorSpace.newDiagMatrix( m_vectorSpace.zeroVector() );
       M* W = m_vectorSpace.newDiagMatrix( m_vectorSpace.zeroVector() );
       V  psi_j_t = m_vectorSpace.zeroVector();
 
       // Sum within the chain
       for( unsigned int t = initialPos; t < initialPos+numPos; ++t )
   {
     psi_j_t = *(m_seq[t]);
 
     work = psi_j_t - psi_j_dot;
 
     (*W_local) += matrixProduct( work, work );
   }
 
       // Now do the sum over the chains
       // W will be available on all inter0 processors
       W_local->mpiSum( m_env.inter0Comm(), (*W) );
 
       (*W) = 1.0/(double(m)*(double(n)-1.0)) * (*W);
 
 #if 0
       std::cout << "n, m = " << n << ", " << m << std::endl;
       std::cout << "W_local = " << *W_local << std::endl;
       std::cout << "W = " << *W << std::endl;
 #endif
 
       // Need to delete pointers to temporary covariance matrices
       delete W_local;
 
       /* B/n = \frac{1}{m-1}\sum_{j=1}^m
    (\overline{\psi_{j\cdot}} - \overline{\psi_{\cdot \cdot}})*
    (\overline{\psi_{j\cdot}} - \overline{\psi_{\cdot \cdot}})^T
    This corresponds to the "between-sequence" covariance matrix. */
       M* B_over_n_local = m_vectorSpace.newDiagMatrix( m_vectorSpace.zeroVector() );
       M* B_over_n = m_vectorSpace.newDiagMatrix( m_vectorSpace.zeroVector() );
 
       work = psi_j_dot - psi_dot_dot;
       (*B_over_n_local) = matrixProduct( work, work );
 
       B_over_n_local->mpiSum( m_env.inter0Comm(), (*B_over_n) );
 
       // Need to delete pointers to temporary covariance matrices
       delete B_over_n_local;
 
       (*B_over_n) = 1.0/(double(m)-1.0) * (*B_over_n);
 
 #if 0
       std::cout << "B_over_n = " << *B_over_n << std::endl;
 #endif
 
 
       /* R_p = (n-1)/n + (m+1)/m * \lambda
    \lambda = largest eigenvalue of W^{-1}*B/n */
       M* A = m_vectorSpace.newDiagMatrix( m_vectorSpace.zeroVector() );
 
       W->invertMultiply( *B_over_n, *A );
 
 #if 0
       std::cout << "A = " << *A << std::endl;
       std::cout.flush();
 #endif
       // Need to delete pointers to temporary covariance matrices
       delete W;
       delete B_over_n;
 
       double eigenValue;
       V eigenVector = m_vectorSpace.zeroVector();
 
       A->largestEigen( eigenValue, eigenVector );
 
       // Need to delete pointers to temporary covariance matrices
       delete A;
 
       // Now, finally compute the final convMeasure
       convMeasure = (double(n)-1.0)/double(n) + (double(m)+1.0)/double(m)*eigenValue;
 
     } // End of check on inter0Rank
 
   //TODO: Do we need a Barrier here?
   //TODO: Error checking on MPI.
   //m_env.fullComm().Barrier(); // Dangerous to barrier on fullComm ...
 
   return convMeasure;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::extractRawData	(	unsigned int	initialPos,
		unsigned int	spacing,
		unsigned int	numPos,
		unsigned int	paramId,
		std::vector< double > &	rawData
	)		const

privatevirtual

Extracts the raw data.

This method saves in rawData the data from the sequence of vectors (in private attribute m_seq) starting at position (initialPos,paramId) , with a spacing of spacing until numPos positions have been extracted.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2253 of file SequenceOfVectors.C.

 {
   rawData.resize(numPos);
   if (spacing == 1) {
     for (unsigned int j = 0; j < numPos; ++j) {
       rawData[j] = (*(m_seq[initialPos+j        ]))[paramId];
     }
   }
   else {
     for (unsigned int j = 0; j < numPos; ++j) {
       rawData[j] = (*(m_seq[initialPos+j*spacing]))[paramId];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::extractScalarSeq	(	unsigned int	initialPos,
		unsigned int	spacing,
		unsigned int	numPos,
		unsigned int	paramId,
		ScalarSequence< double > &	scalarSeq
	)		const

virtual

Extracts a sequence of scalars.

The sequence of scalars has size numPos, and it will be extracted starting at position (initialPos, paramId ) of this sequences of vectors, given spacing spacing.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2210 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::resizeSequence().

 {
   scalarSeq.resizeSequence(numPos);
   if (spacing == 1) {
     for (unsigned int j = 0; j < numPos; ++j) {
       scalarSeq[j] = (*(m_seq[initialPos+j        ]))[paramId];
     }
   }
   else {
     for (unsigned int j = 0; j < numPos; ++j) {
       scalarSeq[j] = (*(m_seq[initialPos+j*spacing]))[paramId];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::fftForward	(	unsigned int	initialPos,
		unsigned int	fftSize,
		unsigned int	paramId,
		std::vector< std::complex< double > > &	fftResult
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2440 of file SequenceOfVectors.C.

 {
   bool bRC = ((initialPos           <  this->subSequenceSize()) &&
               (paramId              <  this->vectorSizeLocal()) &&
               (0                    <  fftSize                ) &&
               ((initialPos+fftSize) <= this->subSequenceSize()) &&
               (fftSize              <  this->subSequenceSize()));
   queso_require_msg(bRC, "invalid input data");
 
   std::vector<double> rawData(fftSize,0.);
   this->extractRawData(initialPos,
                        1, // spacing
                        fftSize,
                        paramId,
                        rawData);
 
   m_fftObj->forward(rawData,fftSize,fftResult);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::filter	(	unsigned int	initialPos,
		unsigned int	spacing
	)

virtual

Filters positions in the sequence of vectors.

Filtered positions will starting at initialPos, and with spacing given by spacing.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2042 of file SequenceOfVectors.C.

Referenced by QUESO::MLSampling< P_V, P_M >::generateSequence(), and QUESO::MLSampling< P_V, P_M >::generateSequence_Step11_inter0().

 {
   if (m_env.subDisplayFile()) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::filter()"
                            << ": initialPos = "      << initialPos
                            << ", spacing = "         << spacing
                            << ", subSequenceSize = " << this->subSequenceSize()
                            << std::endl;
   }
 
   unsigned int i = 0;
   unsigned int j = initialPos;
   unsigned int originalSubSequenceSize = this->subSequenceSize();
   while (j < originalSubSequenceSize) {
     if (i != j) {
       //*m_env.subDisplayFile() << i << "--" << j << " ";
       delete m_seq[i];
       m_seq[i] = new V(*(m_seq[j]));
     }
     i++;
     j += spacing;
   }
 
   this->resetValues(i,originalSubSequenceSize-i);
   this->resizeSequence(i);
 
   if (m_env.subDisplayFile()) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::filter()"
                            << ": initialPos = "      << initialPos
                            << ", spacing = "         << spacing
                            << ", subSequenceSize = " << this->subSequenceSize()
                            << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::getPositionValues	(	unsigned int	posId,
		V &	vec
	)		const

virtual

Gets the values of the sequence at position posId and stores them at vec.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 188 of file SequenceOfVectors.C.

Referenced by QUESO::MLSampling< P_V, P_M >::generateBalLinkedChains_all(), QUESO::MLSampling< P_V, P_M >::generateSequence(), QUESO::MetropolisHastingsSG< P_V, P_M >::generateSequence(), QUESO::MLSampling< P_V, P_M >::generateSequence_Step02_inter0(), QUESO::MLSampling< P_V, P_M >::generateSequence_Step04_inter0(), QUESO::MLSampling< P_V, P_M >::generateUnbLinkedChains_all(), and QUESO::MLSampling< P_V, P_M >::mpiExchangePositions_inter0().

 {
   queso_require_less_msg(posId, this->subSequenceSize(), "posId > subSequenceSize()");
 
   queso_require_msg(m_seq[posId], "posId is NULL");
 
   //if (posId == 0) { // mox
   //  std::cout << "In SequenceOfVectors<V,M>::getPositionValues(): m_seq[0] = " << m_seq[0] << ", *(m_seq[0]) = " << *(m_seq[0])
   //            << std::endl;
   //}
 
   vec = *(m_seq[posId]); // *(const_cast<V*>(m_seq[posId])); // prudenci 2010-06-17 mox
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::geweke	(	unsigned int	initialPos,
		double	ratioNa,
		double	ratioNb,
		V &	gewVec
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2528 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::geweke().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (this->vectorSizeLocal() == gewVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     gewVec[i] = data.geweke(0,
                             ratioNa,
                             ratioNb);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::meanStacc	(	unsigned int	initialPos,
		V &	meanStaccVec
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2558 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::meanStacc().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize() ) &&
               (this->vectorSizeLocal() == meanStaccVec.sizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     meanStaccVec[i] = data.meanStacc(0);
   }
 
   return;
 }

template<class V , class M >

SequenceOfVectors< V, M > & QUESO::SequenceOfVectors< V, M >::operator= ( const SequenceOfVectors< V, M > & rhs )

Copies values from rhs to this.

Definition at line 94 of file SequenceOfVectors.C.

 {
   this->copy(rhs);
   return *this;
 }

template<class V , class M >

const V * QUESO::SequenceOfVectors< V, M >::operator[] ( unsigned int posId ) const

Definition at line 2282 of file SequenceOfVectors.C.

 {
   queso_require_less_msg(posId, this->subSequenceSize(), "posId > subSequenceSize()");
 
   return (const V*) (m_seq[posId]);
 }

template<class V , class M >

const V *& QUESO::SequenceOfVectors< V, M >::operator[] ( unsigned int posId )

Definition at line 2291 of file SequenceOfVectors.C.

 {
   queso_require_less_msg(posId, this->subSequenceSize(), "posId > subSequenceSize()");
 
   return m_seq[posId];
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::psd	(	unsigned int	initialPos,
		unsigned int	numBlocks,
		double	hopSizeRatio,
		unsigned int	paramId,
		std::vector< double > &	psdResult
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2467 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::psd().

 {
   bool bRC = ((initialPos < this->subSequenceSize()) &&
               (paramId    < this->vectorSizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   this->extractScalarSeq(initialPos,
                          1, // spacing
                          this->subSequenceSize()-initialPos,
                          paramId,
                          data);
   data.psd(0,
            numBlocks,
            hopSizeRatio,
            psdResult);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::psdAtZero	(	unsigned int	initialPos,
		unsigned int	numBlocks,
		double	hopSizeRatio,
		V &	psdVec
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2495 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::psd().

 {
   bool bRC = ((initialPos         <  this->subSequenceSize()) &&
               (this->vectorSizeLocal() == psdVec.sizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
   std::vector<double> psdResult(0,0.); // size will be determined by 'data.psd()'
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            this->subSequenceSize()-initialPos,
                            i,
                            data);
     data.psd(0,
              numBlocks,
              hopSizeRatio,
              psdResult);
     psdVec[i] = psdResult[0];
     //*m_env.subDisplayFile() << "psdResult[0] = " << psdResult[0] << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::resetValues	(	unsigned int	initialPos,
		unsigned int	numPos
	)

virtual

Resets a total of numPos values of the sequence starting at position initialPos.

This routine deletes all stored computed vectors

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 126 of file SequenceOfVectors.C.

References QUESO::BaseVectorSequence< V, M >::deleteStoredVectors().

 {
   bool bRC = ((initialPos          <  this->subSequenceSize()) &&
               (0                   <  numPos                 ) &&
               ((initialPos+numPos) <= this->subSequenceSize()));
   if ((bRC == false) && (m_env.subDisplayFile())) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::resetValues()"
                            << ", initialPos = "              << initialPos
                            << ", this->subSequenceSize() = " << this->subSequenceSize()
                            << ", numPos = "                  << numPos
                            << std::endl;
   }
   queso_require_msg(bRC, "invalid input data");
 
   for (unsigned int j = 0; j < numPos; ++j) {
     if (m_seq[initialPos+j] != NULL) {
       delete m_seq[initialPos+j];
       m_seq[initialPos+j] = NULL;
     }
   }
 
   BaseVectorSequence<V,M>::deleteStoredVectors();
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::resizeSequence ( unsigned int newSubSequenceSize )

virtual

Resizes the sequence.

This routine deletes all stored computed vectors

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 110 of file SequenceOfVectors.C.

References QUESO::BaseVectorSequence< V, M >::deleteStoredVectors().

Referenced by QUESO::MetropolisHastingsSG< P_V, P_M >::adapt(), and QUESO::MLSampling< P_V, P_M >::generateSequence_Level0_all().

 {
   if (newSubSequenceSize != this->subSequenceSize()) {
     if (newSubSequenceSize < this->subSequenceSize()) {
       this->resetValues(newSubSequenceSize,this->subSequenceSize()-newSubSequenceSize);
     }
     m_seq.resize(newSubSequenceSize,NULL);
     std::vector<const V*>(m_seq).swap(m_seq);
     BaseVectorSequence<V,M>::deleteStoredVectors();
   }
 
  return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::select ( const std::vector< unsigned int > & idsOfUniquePositions )

virtual

TODO: It shall select positions in the sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2033 of file SequenceOfVectors.C.

 {
   queso_error_msg("Code is not complete yet");
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::setPositionValues	(	unsigned int	posId,
		const V &	vec
	)

virtual

Set the values in vec at position posId of the sequence.

This routine deletes all stored computed vectors

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 206 of file SequenceOfVectors.C.

References QUESO::BaseVectorSequence< V, M >::deleteStoredVectors(), and QUESO::queso_require_equal_to_msg.

Referenced by QUESO::MetropolisHastingsSG< P_V, P_M >::adapt(), and QUESO::MLSampling< P_V, P_M >::generateSequence_Level0_all().

 {
   queso_require_less_msg(posId, this->subSequenceSize(), "posId > subSequenceSize()");
 
   queso_require_equal_to_msg(vec.sizeLocal(), m_vectorSpace.zeroVector().sizeLocal(), "invalid vec");
 
   if (m_seq[posId] != NULL) delete m_seq[posId];
   m_seq[posId] = new V(vec);
 
   //if (posId == 0) { // mox
   //  std::cout << "In SequenceOfVectors<V,M>::setPositionValues(): m_seq[0] = " << m_seq[0] << ", *(m_seq[0]) = " << *(m_seq[0])
   //            << std::endl;
   //}
 
   BaseVectorSequence<V,M>::deleteStoredVectors();
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subCdfPercentageRange	(	unsigned int	initialPos,
		unsigned int	numPos,
		double	range,
		V &	lowerVec,
		V &	upperVec
	)		const

Definition at line 2584 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subCdfPercentageRange().

 {
   bool bRC = ((0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == lowerVec.sizeLocal()   ) &&
               (this->vectorSizeLocal() == upperVec.sizeLocal()   ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numParams = this->vectorSizeLocal();
   ScalarSequence<double> data(m_env,0,"");
 
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     data.subCdfPercentageRange(0,
                                numPos,
                                range,
                                lowerVec[i],
                                upperVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subCdfStacc	(	unsigned int	initialPos,
		std::vector< V * > &	cdfStaccVecs,
		std::vector< V * > &	cdfStaccVecsUp,
		std::vector< V * > &	cdfStaccVecsLow,
		std::vector< V * > &	sortedDataVecs
	)		const

Definition at line 2653 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subCdfStacc(), and QUESO::ScalarSequence< T >::subSort().

 {
   bool bRC = (initialPos < this->subSequenceSize());
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   unsigned int numEvals = numPos;
   for (unsigned int j = 0; j < numEvals; ++j) {
     cdfStaccVecs   [j] = new V(m_vectorSpace.zeroVector());
     cdfStaccVecsUp [j] = new V(m_vectorSpace.zeroVector());
     cdfStaccVecsLow[j] = new V(m_vectorSpace.zeroVector());
     sortedDataVecs [j] = new V(m_vectorSpace.zeroVector());
   }
   std::vector<double> cdfStaccs   (numEvals,0.);
   std::vector<double> cdfStaccsup (numEvals,0.);
   std::vector<double> cdfStaccslow(numEvals,0.);
 
   ScalarSequence<double> data      (m_env,0,"");
   ScalarSequence<double> sortedData(m_env,0,"");
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     //std::cout << "x-data" << data<< std::endl;
     data.subSort(initialPos,sortedData);
     data.subCdfStacc(initialPos,
                      cdfStaccs,
                      cdfStaccsup,
                      cdfStaccslow,
                      sortedData);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       (*sortedDataVecs [j])[i] = sortedData  [j];
       (*cdfStaccVecs   [j])[i] = cdfStaccs   [j];
       (*cdfStaccVecsUp [j])[i] = cdfStaccsup [j];
       (*cdfStaccVecsLow[j])[i] = cdfStaccslow[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subCdfStacc	(	unsigned int	initialPos,
		const std::vector< V * > &	evalPositionsVecs,
		std::vector< V * > &	cdfStaccVecs
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2705 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subCdfStacc().

 {
   bool bRC = ((initialPos               <  this->subSequenceSize() ) &&
               (0                        <  evalPositionsVecs.size()) &&
               (evalPositionsVecs.size() == cdfStaccVecs.size()     ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numEvals = evalPositionsVecs.size();
   for (unsigned int j = 0; j < numEvals; ++j) {
     cdfStaccVecs[j] = new V(m_vectorSpace.zeroVector());
   }
   std::vector<double> evalPositions(numEvals,0.);
   std::vector<double> cdfStaccs    (numEvals,0.);
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       evalPositions[j] = (*evalPositionsVecs[j])[i];
     }
 
     data.subCdfStacc(0,
                      evalPositions,
                      cdfStaccs);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       (*cdfStaccVecs[j])[i] = cdfStaccs[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subGaussian1dKde	(	unsigned int	initialPos,
		const V &	scaleVec,
		const std::vector< V * > &	evalParamVecs,
		std::vector< V * > &	densityVecs
	)		const

virtual

Gaussian kernel for the KDE estimate of the sub-sequence.

Computes a probability density estimate of the sample in this sub-sequence, starting at position initialPos. densityVecs is the vector of density values evaluated at the points in evaluationParamVecs. The estimate is based on Gaussian (normal) kernel function, using a window parameter (scaleVec).

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1165 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subGaussian1dKde().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (this->vectorSizeLocal() == scaleVec.sizeLocal()   ) &&
               (0                       <  evalParamVecs.size()   ) &&
               (evalParamVecs.size()    == densityVecs.size()     ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numEvals = evalParamVecs.size();
   for (unsigned int j = 0; j < numEvals; ++j) {
     densityVecs[j] = new V(m_vectorSpace.zeroVector());
   }
   std::vector<double> evalParams(numEvals,0.);
   std::vector<double> densities  (numEvals,0.);
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       evalParams[j] = (*evalParamVecs[j])[i];
     }
 
     data.subGaussian1dKde(0,
                           scaleVec[i],
                           evalParams,
                           densities);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       (*densityVecs[j])[i] = densities[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subHistogram	(	unsigned int	initialPos,
		const V &	minVec,
		const V &	maxVec,
		std::vector< V * > &	centersForAllBins,
		std::vector< V * > &	quanttsForAllBins
	)		const

virtual

Calculates the histogram of the sub-sequence.

It requires the specification of the number of bins that the histogram will have, the center of each bin and the initial position where the data will be considered.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 956 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subHistogram().

 {
   bool bRC = ((initialPos               <  this->subSequenceSize() ) &&
               (this->vectorSizeLocal()  == minVec.sizeLocal()      ) &&
               (this->vectorSizeLocal()  == maxVec.sizeLocal()      ) &&
               (0                        <  centersForAllBins.size()) &&
               (centersForAllBins.size() == quanttsForAllBins.size()));
   queso_require_msg(bRC, "invalid input data");
 
   for (unsigned int j = 0; j < quanttsForAllBins.size(); ++j) {
     centersForAllBins[j] = new V(m_vectorSpace.zeroVector());
     quanttsForAllBins [j] = new V(m_vectorSpace.zeroVector());
   }
 
   unsigned int dataSize = this->subSequenceSize() - initialPos;
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     ScalarSequence<double> data(m_env,dataSize,"");
     for (unsigned int j = 0; j < dataSize; ++j) {
       data[j] = (*(m_seq[initialPos+j]))[i];
     }
 
     std::vector<double      > centers(centersForAllBins.size(),0.);
     std::vector<unsigned int> quantts(quanttsForAllBins.size(), 0 );
     data.subHistogram(0,
                       minVec[i],
                       maxVec[i],
                       centers,
                       quantts);
 
     for (unsigned int j = 0; j < quantts.size(); ++j) {
       (*(centersForAllBins[j]))[i] = centers[j];
       (*(quanttsForAllBins[j]))[i] = (double) quantts[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subInterQuantileRange	(	unsigned int	initialPos,
		V &	iqrVec
	)		const

virtual

Returns the interquartile range of the values in the sub-sequence.

The IQR is a robust estimate of the spread of the data, since changes in the upper and lower 25% of the data do not affect it. If there are outliers in the data, then the IQR is more representative than the standard deviation as an estimate of the spread of the body of the data. The IQR is less efficient than the standard deviation as an estimate of the spread when the data is all from the normal distribution. (from Matlab)

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1049 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subInterQuantileRange().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (this->vectorSizeLocal() == iqrVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     iqrVec[i] = data.subInterQuantileRange(0);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanCltStd	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	meanVec,
		V &	samVec
	)		const

Definition at line 2347 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subMeanCltStd().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == meanVec.sizeLocal()    ) &&
               (this->vectorSizeLocal() == stdVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     stdVec[i] = data.subMeanCltStd(0,
                                    numPos,
                                    meanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	meanVec
	)		const

virtual

Finds the mean value of the sub-sequence, considering numPos positions starting at position initialPos.

Output:

Parameters

meanVec is the vector of the calculated means of the sub-sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 308 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subMeanExtra().

 {
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::subMeanExtra()"
                            << ": initialPos = "        << initialPos
                            << ", numPos = "            << numPos
                            << ", sub sequence size = " << this->subSequenceSize()
                            << std::endl;
   }
 
   bool bRC = ((initialPos          <  this->subSequenceSize()) &&
               (0                   <  numPos                 ) &&
               ((initialPos+numPos) <= this->subSequenceSize()) &&
               (this->vectorSizeLocal()  == meanVec.sizeLocal()         ));
   if ((bRC == false) && (m_env.subDisplayFile())) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::subMeanExtra()"
                            << ", initialPos = "              << initialPos
                            << ", this->subSequenceSize() = " << this->subSequenceSize()
                            << ", numPos = "                  << numPos
                            << ", this->vectorSizeLocal() = " << this->vectorSizeLocal()
                            << ", meanVec.sizeLocal() = "     << meanVec.sizeLocal()
                            << std::endl;
   }
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     meanVec[i] = data.subMeanExtra(0,
                                    numPos);
   }
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::subMeanExtra()"
                            << ": initialPos = "        << initialPos
                            << ", numPos = "            << numPos
                            << ", sub sequence size = " << this->subSequenceSize()
                            << ", meanVec = "           << meanVec
                            << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanInter0MonitorAlloc ( unsigned int numberOfMonitorPositions )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2768 of file SequenceOfVectors.C.

 {
   m_subMeanInter0MonitorPosSeq = new ScalarSequence<double>(m_env,        numberOfMonitorPositions,(m_name+"_subMeanInter0MonitorPosSeq").c_str() );
   m_subMeanInter0Mean          = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanInter0MeanSeq").c_str()       );
   m_subMeanInter0Clt95         = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanInter0Clt95Seq").c_str()      );
   m_subMeanInter0Empirical90   = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanInter0Empirical90Seq").c_str());
   m_subMeanInter0Min           = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanInter0MinSeq").c_str()        );
   m_subMeanInter0Max           = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanInter0MaxSeq").c_str()        );
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanInter0MonitorFree ( )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2966 of file SequenceOfVectors.C.

 {
   delete m_subMeanInter0MonitorPosSeq;
   m_subMeanInter0MonitorPosSeq = NULL;
   delete m_subMeanInter0Mean;
   m_subMeanInter0Mean = NULL;
   delete m_subMeanInter0Clt95;
   m_subMeanInter0Clt95 = NULL;
   delete m_subMeanInter0Empirical90;
   m_subMeanInter0Empirical90 = NULL;
   delete m_subMeanInter0Min;
   m_subMeanInter0Min = NULL;
   delete m_subMeanInter0Max;
   m_subMeanInter0Max = NULL;
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanInter0MonitorRun	(	unsigned int	currentPosition,
		V &	subMeanInter0Mean,
		V &	subMeanInter0Clt95,
		V &	subMeanInter0Empirical90,
		V &	subMeanInter0Min,
		V &	subMeanInter0Max
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2811 of file SequenceOfVectors.C.

 {
   V subMeanVec(m_vectorSpace.zeroVector());
   this->subMeanExtra(0,
                      monitorPosition,
                      subMeanVec);
 
   subMeanVec.mpiAllReduce(RawValue_MPI_SUM,m_env.inter0Comm(),subMeanInter0Mean);
   subMeanInter0Mean /= ((double) m_env.inter0Comm().NumProc());
 
   V subMeanInter0CltVariance = subMeanVec-subMeanInter0Mean;
   subMeanInter0CltVariance *= subMeanInter0CltVariance;
   subMeanInter0CltVariance.mpiAllReduce(RawValue_MPI_SUM,m_env.inter0Comm(),subMeanInter0Clt95);
   subMeanInter0Clt95 /= ((double) (m_env.inter0Comm().NumProc()-1));
   subMeanInter0Clt95 /= ((double) (m_env.inter0Comm().NumProc()-1));
   subMeanInter0Clt95.cwSqrt();
   subMeanInter0Clt95 *= 3.;
 
   V subMeanInter0Quantile5(m_vectorSpace.zeroVector());
   subMeanVec.mpiAllQuantile(.05,m_env.inter0Comm(),subMeanInter0Quantile5);
   V subMeanInter0Quantile95(m_vectorSpace.zeroVector());
   subMeanVec.mpiAllQuantile(.95,m_env.inter0Comm(),subMeanInter0Quantile95);
   subMeanInter0Empirical90 = subMeanInter0Quantile95 - subMeanInter0Quantile5;
 
   subMeanVec.mpiAllReduce(RawValue_MPI_MIN,m_env.inter0Comm(),subMeanInter0Min);
 
   subMeanVec.mpiAllReduce(RawValue_MPI_MAX,m_env.inter0Comm(),subMeanInter0Max);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanInter0MonitorStore	(	unsigned int	i,
		unsigned int	monitorPosition,
		const V &	subMeanInter0Mean,
		const V &	subMeanInter0Clt95,
		const V &	subMeanInter0Empirical90,
		const V &	subMeanInter0Min,
		const V &	subMeanInter0Max
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2880 of file SequenceOfVectors.C.

 {
   (*m_subMeanInter0MonitorPosSeq)[i] = monitorPosition;
   m_subMeanInter0Mean->setPositionValues(i,subMeanInter0Mean);
   m_subMeanInter0Clt95->setPositionValues(i,subMeanInter0Clt95);
   m_subMeanInter0Empirical90->setPositionValues(i,subMeanInter0Empirical90);
   m_subMeanInter0Min->setPositionValues(i,subMeanInter0Min);
   m_subMeanInter0Max->setPositionValues(i,subMeanInter0Max);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanInter0MonitorWrite ( std::ofstream & ofs )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2925 of file SequenceOfVectors.C.

 {
   m_subMeanInter0MonitorPosSeq->subWriteContents(0,m_subMeanInter0MonitorPosSeq->subSequenceSize(),ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanInter0Mean->subWriteContents         (0,m_subMeanInter0Mean->subSequenceSize(),         ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanInter0Clt95->subWriteContents        (0,m_subMeanInter0Clt95->subSequenceSize(),        ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanInter0Empirical90->subWriteContents  (0,m_subMeanInter0Empirical90->subSequenceSize(),  ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanInter0Min->subWriteContents          (0,m_subMeanInter0Min->subSequenceSize(),          ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanInter0Max->subWriteContents          (0,m_subMeanInter0Max->subSequenceSize(),          ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanMonitorAlloc ( unsigned int numberOfMonitorPositions )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2757 of file SequenceOfVectors.C.

 {
   m_subMeanMonitorPosSeq = new ScalarSequence<double>(m_env,        numberOfMonitorPositions,(m_name+"_subMeanMonitorPosSeq").c_str());
   m_subMeanVecSeq        = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanVecSeq").c_str()       );
   m_subMeanCltStdSeq     = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_subMeanCltStdSeq").c_str()    );
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanMonitorFree ( )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2952 of file SequenceOfVectors.C.

 {
   delete m_subMeanMonitorPosSeq;
   m_subMeanMonitorPosSeq = NULL;
   delete m_subMeanVecSeq;
   m_subMeanVecSeq = NULL;
   delete m_subMeanCltStdSeq;
   m_subMeanCltStdSeq = NULL;
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanMonitorRun	(	unsigned int	monitorPosition,
		V &	subMeanVec,
		V &	subMeanCltStd
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2793 of file SequenceOfVectors.C.

 {
   this->subMeanExtra(0,
                      monitorPosition,
                      subMeanVec);
 
   this->subMeanCltStd(0,
                       monitorPosition,
                       subMeanVec,
                       subMeanCltStd);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanMonitorStore	(	unsigned int	i,
		unsigned int	monitorPosition,
		const V &	subMeanVec,
		const V &	subMeanCltStd
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2866 of file SequenceOfVectors.C.

 {
   (*m_subMeanMonitorPosSeq)[i] = monitorPosition;
   m_subMeanVecSeq->setPositionValues(i,subMeanVec);
   m_subMeanCltStdSeq->setPositionValues(i,subMeanCltStd);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMeanMonitorWrite ( std::ofstream & ofs )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2914 of file SequenceOfVectors.C.

 {
   m_subMeanMonitorPosSeq->subWriteContents(0,m_subMeanMonitorPosSeq->subSequenceSize(),ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanVecSeq->subWriteContents       (0,m_subMeanVecSeq->subSequenceSize(),       ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
   m_subMeanCltStdSeq->subWriteContents    (0,m_subMeanCltStdSeq->subSequenceSize(),    ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m"
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMedianExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	medianVec
	)		const

virtual

Finds the median value of the sub-sequence, considering numPos positions starting at position initialPos.

Output:

Parameters

medianVec is the vector of the calculated medians of the sub-sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 422 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subMedianExtra().

 {
   if (this->subSequenceSize() == 0) return;
 
   bool bRC = ((initialPos          <  this->subSequenceSize()) &&
               (0                   <  numPos                 ) &&
               ((initialPos+numPos) <= this->subSequenceSize()));
   if (bRC == false) {
     std::cerr << "In SequenceOfVectors<V,M>::subMedianExtra()"
               << ": ERROR at fullRank "         << m_env.fullRank()
               << ", initialPos = "              << initialPos
               << ", numPos = "                  << numPos
               << ", this->subSequenceSize() = " << this->subSequenceSize()
               << std::endl;
     if (m_env.subDisplayFile()) {
       *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::subMedianExtra()"
                               << ": ERROR at fullRank "         << m_env.fullRank()
                               << ", initialPos = "              << initialPos
                               << ", numPos = "                  << numPos
                               << ", this->subSequenceSize() = " << this->subSequenceSize()
                               << std::endl;
     }
   }
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     medianVec[i] = data.subMedianExtra(0,
                                        numPos);
   }
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::subMedianExtra()"
                            << ": initialPos = "        << initialPos
                            << ", numPos = "            << numPos
                            << ", sub sequence size = " << this->subSequenceSize()
                            << ", medianVec = "         << medianVec
                            << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subMinMaxExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	minVec,
		V &	maxVec
	)		const

virtual

Finds the minimum and the maximum values of the sub-sequence, considering numPos positions starting at position initialPos.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 892 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subMinMaxExtra().

 {
   bool bRC = ((0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == minVec.sizeLocal()     ) &&
               (this->vectorSizeLocal() == maxVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   //unsigned int numPos = this->subSequenceSize() - initialPos;
   unsigned int numParams = this->vectorSizeLocal();
   ScalarSequence<double> data(m_env,0,"");
 
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     data.subMinMaxExtra(0,numPos,minVec[i],maxVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subPopulationVariance	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	meanVec,
		V &	popVec
	)		const

virtual

Finds the population variance of the sub-sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

popVec is the vector of the calculated population variance of the sub-sequence of vectors. The population variance \( \sigma^2 \) is defined by \( \sigma^2 = \frac{1}{n-1} \sum_{i=1}^n \left(y_i - \mu \right)^2 \), where \( \mu \) is the sample mean and \( n \) is the sample size. This procedure lets the users choose the initial position and the number of elements of the sequence which will be used to evaluate the population variance .

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 666 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subPopulationVariance().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == meanVec.sizeLocal()    ) &&
               (this->vectorSizeLocal() == popVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     popVec[i] = data.subPopulationVariance(0,
                                            numPos,
                                            meanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subSampleStd	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	meanVec,
		V &	stdVec
	)		const

Finds the sample standard deviation of the sub-sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

stdVec is the vector of the calculated sample standard deviation of the sub-sequence of vectors.

Definition at line 601 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subSampleStd().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == meanVec.sizeLocal()    ) &&
               (this->vectorSizeLocal() == stdvec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     stdvec[i] = data.subSampleStd(0,
                                   numPos,
                                   meanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subSampleVarianceExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	meanVec,
		V &	samVec
	)		const

virtual

Finds the sample variance of the sub-sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

samVec is the vector of the calculated sample variance of the sub-sequence of vectors. The sample variance \( \sigma_y^2 \) is the second sample central moment and is defined by \( \sigma_y^2 = \frac{1}{n} \sum_{i=1}^n \left(y_i - \mu \right)^2 \), where \( \mu \) is the sample mean and \( n \) is the sample size. This procedure lets the users choose the initial position and the number of elements of the sequence which will be used to evaluate the sample variance.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 536 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subSampleVarianceExtra().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == meanVec.sizeLocal()    ) &&
               (this->vectorSizeLocal() == samVec.sizeLocal()     ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     samVec[i] = data.subSampleVarianceExtra(0,
                                             numPos,
                                             meanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subScalesForKde	(	unsigned int	initialPos,
		const V &	iqrVec,
		unsigned int	kdeDimension,
		V &	scaleVec
	)		const

virtual

Selects the scales (bandwidth, scaleVec) for the kernel density estimation, considering only the sub-sequence.

The bandwidth of the kernel is a free parameter which exhibits a strong influence on the resulting estimate. Silverman (1986) suggests the following normal-based estimates: S1 = 1.06 × (standard deviation) × n^{-1/5} S2 = 0.79 × (iqrVec) × n^{-1/5}, where iqrVec is the interquartile range scaleVec = 0.90 × minimum(standard deviation, iqrVec /1.34) × n^{-1/5}. These estimates are popular due to their simplicity, and are used in QUESO with the adaptation of the exponent oven the sample size n (-1/5) with -1/(4 + kdeDimension) where kdeDimension is the KDE dimension.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1102 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::subScaleForKde().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()) &&
               (this->vectorSizeLocal() == iqrVec.sizeLocal()     ) &&
               (this->vectorSizeLocal() == scaleVec.sizeLocal()   ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     scaleVec[i] = data.subScaleForKde(0,
                                       iqrVec[i],
                                       kdeDimension);
   }
 
   return;
 }

template<class V , class M >

unsigned int QUESO::SequenceOfVectors< V, M >::subSequenceSize ( ) const

virtual

Size of the sub-sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 103 of file SequenceOfVectors.C.

Referenced by QUESO::MetropolisHastingsSG< P_V, P_M >::adapt(), QUESO::SequenceOfVectors< V, M >::copy(), QUESO::MLSampling< P_V, P_M >::generateBalLinkedChains_all(), QUESO::MLSampling< P_V, P_M >::generateSequence(), QUESO::MetropolisHastingsSG< P_V, P_M >::generateSequence(), QUESO::MLSampling< P_V, P_M >::generateSequence_Level0_all(), QUESO::MLSampling< P_V, P_M >::generateSequence_Step02_inter0(), QUESO::MLSampling< P_V, P_M >::generateSequence_Step11_inter0(), and QUESO::MLSampling< P_V, P_M >::generateUnbLinkedChains_all().

 {
   return m_seq.size();
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subUniformlySampledCdf	(	const V &	numEvaluationPointsVec,
		ArrayOfOneDGrids< V, M > &	cdfGrids,
		ArrayOfOneDTables< V, M > &	cdfValues
	)		const

virtual

Uniformly samples from the CDF from the sub-sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 227 of file SequenceOfVectors.C.

References QUESO::ArrayOfOneDTables< V, M >::setOneDTable(), and QUESO::ArrayOfOneDGrids< V, M >::setUniformGrids().

Referenced by QUESO::StatisticalForwardProblem< P_V, P_M, Q_V, Q_M >::solveWithMonteCarlo().

 {
   V minDomainValues(m_vectorSpace.zeroVector());
   V maxDomainValues(m_vectorSpace.zeroVector());
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(0,                 // initialPos
                            1,                 // spacing
                            subSequenceSize(), // numPos
                            i,
                            data);
 
     std::vector<double> aCdf(0);
     data.subUniformlySampledCdf((unsigned int) numEvaluationPointsVec[i],
                                 minDomainValues[i],
                                 maxDomainValues[i],
                                 aCdf);
     cdfValues.setOneDTable(i,aCdf);
   }
 
   cdfGrids.setUniformGrids(numEvaluationPointsVec,
                            minDomainValues,
                            maxDomainValues);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subUniformlySampledMdf	(	const V &	numEvaluationPointsVec,
		ArrayOfOneDGrids< V, M > &	mdfGrids,
		ArrayOfOneDTables< V, M > &	mdfValues
	)		const

virtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2306 of file SequenceOfVectors.C.

References QUESO::ArrayOfOneDTables< V, M >::setOneDTable(), and QUESO::ArrayOfOneDGrids< V, M >::setUniformGrids().

Referenced by QUESO::StatisticalForwardProblem< P_V, P_M, Q_V, Q_M >::solveWithMonteCarlo().

 {
   V minDomainValues(m_vectorSpace.zeroVector());
   V maxDomainValues(m_vectorSpace.zeroVector());
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(0,                 // initialPos
                            1,                 // spacing
                            subSequenceSize(), // numPos
                            i,
                            data);
 
     std::vector<double> aMdf(0);
     data.subUniformlySampledMdf((unsigned int) numEvaluationPointsVec[i],
                                 minDomainValues[i],
                                 maxDomainValues[i],
                                 aMdf);
     mdfValues.setOneDTable(i,aMdf);
   }
 
   mdfGrids.setUniformGrids(numEvaluationPointsVec,
                            minDomainValues,
                            maxDomainValues);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subWriteContents	(	unsigned int	initialPos,
		unsigned int	numPos,
		const std::string &	fileName,
		const std::string &	fileType,
		const std::set< unsigned int > &	allowedSubEnvIds
	)		const

virtual

Writes the sub-sequence to a file.

Given the allowed sub environments (allowedSubEnvIds) that are allowed to write to file, together with the file name and type (fileName, fileType), it writes the entire sub- sequence to the file. The sum of the initial position of the sequence (initialPos) with the number of positions that will be written (numPos) must equal the size of the sequence. This procedure calls void subWriteContents (unsigned int initialPos, unsigned int numPos, FilePtrSetStruct& filePtrSet, const std::string& fileType).

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1264 of file SequenceOfVectors.C.

 {
   queso_require_greater_equal_msg(m_env.subRank(), 0, "unexpected subRank");
 
   FilePtrSetStruct filePtrSet;
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 99)) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::subWriteContents()"
                             << ": about to try to open file '" << fileName << "." << fileType
                             << "'"
                             << ", initialPos = " << initialPos
                             << ", numPos = "     << numPos
                             << std::endl;
   }
   if (m_env.openOutputFile(fileName,
                            fileType,
                            allowedSubEnvIds,
                            false, // A 'true' causes problems when the user chooses (via options
                                   // in the input file) to use just one file for all outputs.
                            filePtrSet)) {
     if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 99)) {
       *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::subWriteContents()"
                               << ": successfully opened file '" << fileName << "." << fileType
                               << "'"
                               << std::endl;
     }
     this->subWriteContents(initialPos,
                            numPos,
                            filePtrSet,
                            fileType);
     m_env.closeFile(filePtrSet,fileType);
   }
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 99)) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::subWriteContents()"
                             << ": before Barrier()"
                             << std::endl;
   }
   m_env.subComm().Barrier();
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subWriteContents	(	unsigned int	initialPos,
		unsigned int	numPos,
		FilePtrSetStruct &	filePtrSet,
		const std::string &	fileType
	)		const

Writes the sub-sequence to a file.

Uses additional variable of the type FilePtrSetStruct& to operate on files.

Definition at line 1312 of file SequenceOfVectors.C.

References QUESO::FilePtrSetStruct::h5Var, and QUESO::FilePtrSetStruct::ofsVar.

 {
   if (fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT ||
       fileType == UQ_FILE_EXTENSION_FOR_TXT_FORMAT) {
     queso_require_msg(filePtrSet.ofsVar, "filePtrSet.ofsVar should not be NULL");
     this->subWriteContents(initialPos,
                            numPos,
                            *filePtrSet.ofsVar,
                            fileType);
   }
 #ifdef QUESO_HAS_HDF5
   else if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
 
     // Check the file is still legit
     queso_require_greater_equal_msg(
         filePtrSet.h5Var,
         0,
         "filePtrSet.h5Var should not be non-negative");
 
     // Sanity check extent
     queso_require_less_equal_msg(
         (initialPos+numPos),
         this->subSequenceSize(),
         "invalid routine input parameters");
 
     unsigned int numParams = m_vectorSpace.dimLocal();
     unsigned int chainSize = this->subSequenceSize();
     hsize_t dims[2] = { chainSize, numParams };
 
     // Create dataspace
     hid_t dataspace_id = H5Screate_simple(2, dims, dims);
 
     // Sanity check dataspace
     queso_require_greater_equal_msg(
         dataspace_id,
         0,
         "error creating dataspace with id: " << dataspace_id);
 
     // Create dataset
     hid_t dataset_id = H5Dcreate(filePtrSet.h5Var,
                                  "data",
                                  H5T_IEEE_F64LE,
                                  dataspace_id,
                                  H5P_DEFAULT,
                                  H5P_DEFAULT,
                                  H5P_DEFAULT);
 
     // Sanity check dataset
     queso_require_greater_equal_msg(
         dataset_id,
         0,
         "error creating dataset with id: " << dataset_id);
 
     // This is so egregiously awfully badly terribly horrific I want to die.
     //
     // And, of course, if any of the subsequent H5* sanity check fail we
     // throw an exception and leak a metric fuckton of memory.
     double * data = (double *)malloc(numParams * chainSize * sizeof(double));
 
     for (unsigned int i = 0; i < chainSize; i++) {
       V tmpVec(*(m_seq[i]));
       for (unsigned int j = 0; j < numParams; j++) {
         data[numParams*i+j] = tmpVec[j];
       }
     }
 
     // Write the dataset
     herr_t status = H5Dwrite(
         dataset_id,
         H5T_NATIVE_DOUBLE,  // The type in memory
         H5S_ALL,  // The dataspace in memory
         dataspace_id,  // The file dataspace
         H5P_DEFAULT,  // Xfer property list
         data);
 
     // Sanity check the write
     queso_require_greater_equal_msg(
         status,
         0,
         "error writing dataset to file with id: " << filePtrSet.h5Var);
 
     // Clean up
     free(data);
     H5Dclose(dataset_id);
     H5Sclose(dataspace_id);
 
     // Should we close the file too?  It's unclear.
 
   }
 #endif
   else {
     queso_error_msg("invalid file type");
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::subWriteContents	(	unsigned int	initialPos,
		unsigned int	numPos,
		std::ofstream &	ofs,
		const std::string &	fileType
	)		const

virtual

Writes the sub-sequence to a file.

Uses object of the type std::ofstream.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1415 of file SequenceOfVectors.C.

 {
   queso_require_less_equal_msg((initialPos+numPos), this->subSequenceSize(), "invalid routine input parameters");
 
   if (initialPos == 0) {
     if (fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) {
       // Need sub matlab header here since this is subWriteContents
       this->writeSubMatlabHeader(ofs,
                                  this->subSequenceSize(),
                                  this->vectorSizeLocal());
     }
     else if (fileType == UQ_FILE_EXTENSION_FOR_TXT_FORMAT) {
       this->writeTxtHeader(ofs,
                            this->subSequenceSize(),
                            this->vectorSizeLocal());
     }
   }
 
   for (unsigned int j = initialPos; j < initialPos+numPos; ++j) {
     bool savedVectorPrintScientific = m_seq[j]->getPrintScientific();
     bool savedVectorPrintState      = m_seq[j]->getPrintHorizontally();
     m_seq[j]->setPrintScientific  (true);
     m_seq[j]->setPrintHorizontally(true);
 
     ofs << *(m_seq[j])
         << std::endl;
 
     m_seq[j]->setPrintHorizontally(savedVectorPrintState);
     m_seq[j]->setPrintScientific  (savedVectorPrintScientific);
   }
 
   // Write Matlab-specific ending if desired
   if ((fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) &&
       ((initialPos + numPos) == this->subSequenceSize())) {
     ofs << "];\n";
   }
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedCdfPercentageRange	(	unsigned int	initialPos,
		unsigned int	numPos,
		double	range,
		V &	lowerVec,
		V &	upperVec
	)		const

Definition at line 2618 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedCdfPercentageRange().

 {
   bool bRC = ((0                       <  numPos                 ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()) &&
               (this->vectorSizeLocal() == lowerVec.sizeLocal()   ) &&
               (this->vectorSizeLocal() == upperVec.sizeLocal()   ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numParams = this->vectorSizeLocal();
   ScalarSequence<double> data(m_env,0,"");
 
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     data.unifiedCdfPercentageRange(m_vectorSpace.numOfProcsForStorage() == 1,
                                    0,
                                    numPos,
                                    range,
                                    lowerVec[i],
                                    upperVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedGaussian1dKde	(	unsigned int	initialPos,
		const V &	unifiedScaleVec,
		const std::vector< V * > &	unifiedEvalParamVecs,
		std::vector< V * > &	unifiedDensityVecs
	)		const

virtual

Gaussian kernel for the KDE estimate of the unified sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1214 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedGaussian1dKde().

 {
   bool bRC = ((initialPos                  <  this->subSequenceSize()    ) &&
               (this->vectorSizeLocal()     == unifiedScaleVec.sizeLocal()) &&
               (0                           <  unifiedEvalParamVecs.size()) &&
               (unifiedEvalParamVecs.size() == unifiedDensityVecs.size()  ));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numEvals = unifiedEvalParamVecs.size();
   for (unsigned int j = 0; j < numEvals; ++j) {
     unifiedDensityVecs[j] = new V(m_vectorSpace.zeroVector());
   }
   std::vector<double> unifiedEvalParams(numEvals,0.);
   std::vector<double> unifiedDensities (numEvals,0.);
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       unifiedEvalParams[j] = (*unifiedEvalParamVecs[j])[i];
     }
 
     data.unifiedGaussian1dKde(m_vectorSpace.numOfProcsForStorage() == 1,
                               0,
                               unifiedScaleVec[i],
                               unifiedEvalParams,
                               unifiedDensities);
 
     for (unsigned int j = 0; j < numEvals; ++j) {
       (*unifiedDensityVecs[j])[i] = unifiedDensities[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedHistogram	(	unsigned int	initialPos,
		const V &	unifiedMinVec,
		const V &	unifiedMaxVec,
		std::vector< V * > &	unifiedCentersForAllBins,
		std::vector< V * > &	unifiedQuanttsForAllBins
	)		const

virtual

Calculates the histogram of the unified sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1002 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedHistogram().

 {
   bool bRC = ((initialPos                      <  this->subSequenceSize()        ) &&
               (this->vectorSizeLocal()         == unifiedMinVec.sizeLocal()      ) &&
               (this->vectorSizeLocal()         == unifiedMaxVec.sizeLocal()      ) &&
               (0                               <  unifiedCentersForAllBins.size()) &&
               (unifiedCentersForAllBins.size() == unifiedQuanttsForAllBins.size()));
   queso_require_msg(bRC, "invalid input data");
 
   for (unsigned int j = 0; j < unifiedQuanttsForAllBins.size(); ++j) {
     unifiedCentersForAllBins[j] = new V(m_vectorSpace.zeroVector());
     unifiedQuanttsForAllBins [j] = new V(m_vectorSpace.zeroVector());
   }
 
   unsigned int dataSize = this->subSequenceSize() - initialPos;
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     ScalarSequence<double> data(m_env,dataSize,"");
     for (unsigned int j = 0; j < dataSize; ++j) {
       data[j] = (*(m_seq[initialPos+j]))[i];
     }
 
     std::vector<double      > unifiedCenters(unifiedCentersForAllBins.size(),0.);
     std::vector<unsigned int> unifiedQuantts(unifiedQuanttsForAllBins.size(), 0 );
     data.unifiedHistogram(m_vectorSpace.numOfProcsForStorage() == 1,
                           0,
                           unifiedMinVec[i],
                           unifiedMaxVec[i],
                           unifiedCenters,
                           unifiedQuantts);
 
     for (unsigned int j = 0; j < unifiedQuantts.size(); ++j) {
       (*(unifiedCentersForAllBins[j]))[i] = unifiedCenters[j];
       (*(unifiedQuanttsForAllBins[j]))[i] = (double) unifiedQuantts[j];
     }
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedInterQuantileRange	(	unsigned int	initialPos,
		V &	unifiedIqrVec
	)		const

virtual

Returns the interquartile range of the values in the unified sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1075 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedInterQuantileRange().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()  ) &&
               (this->vectorSizeLocal() == unifiedIqrVec.sizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedIqrVec[i] = data.unifiedInterQuantileRange(m_vectorSpace.numOfProcsForStorage() == 1,
                                                       0);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanCltStd	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	unifiedMeanVec,
		V &	unifiedSamVec
	)		const

Definition at line 2379 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedMeanCltStd().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()   ) &&
               (0                       <  numPos                    ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()   ) &&
               (this->vectorSizeLocal() == unifiedMeanVec.sizeLocal()) &&
               (this->vectorSizeLocal() == unifiedSamVec.sizeLocal() ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedSamVec[i] = data.unifiedMeanCltStd(m_vectorSpace.numOfProcsForStorage() == 1,
                                               0,
                                               numPos,
                                               unifiedMeanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	unifiedMeanVec
	)		const

virtual

Finds the mean value of the unified sequence, considering numPos positions starting at position initialPos.

Output:

Parameters

meanVec is the vector of the calculated means of the unified sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 363 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedMeanExtra().

 {
   unsigned int tmpUnif = this->unifiedSequenceSize();
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::unifiedMeanExtra()"
                             << ": initialPos = "            << initialPos
                             << ", numPos = "                << numPos
                             << ", sub sequence size = "     << this->subSequenceSize()
                             << ", unified sequence size = " << tmpUnif
                             << std::endl;
   }
 
   bool bRC = ((initialPos              <  this->subSequenceSize()   ) &&
               (0                       <  numPos                    ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()   ) &&
               (this->vectorSizeLocal() == unifiedMeanVec.sizeLocal()));
   if ((bRC == false) && (m_env.subDisplayFile())) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedMeanExtra()"
                             << ", initialPos = "                 << initialPos
                             << ", this->subSequenceSize() = "    << this->subSequenceSize()
                             << ", numPos = "                     << numPos
                             << ", this->vectorSizeLocal() = "    << this->vectorSizeLocal()
                             << ", unifiedMeanVec.sizeLocal() = " << unifiedMeanVec.sizeLocal()
                             << std::endl;
   }
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedMeanVec[i] = data.unifiedMeanExtra(m_vectorSpace.numOfProcsForStorage() == 1,
                                               0,
                                               numPos);
   }
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::unifiedMeanExtra()"
                            << ": initialPos = "            << initialPos
                            << ", numPos = "                << numPos
                            << ", sub sequence size = "     << this->subSequenceSize()
                            << ", unified sequence size = " << tmpUnif
                            << ", unifiedMeanVec = "        << unifiedMeanVec
                            << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanMonitorAlloc ( unsigned int numberOfMonitorPositions )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2782 of file SequenceOfVectors.C.

 {
   m_unifiedMeanMonitorPosSeq = new ScalarSequence<double>(m_env,        numberOfMonitorPositions,(m_name+"_unifiedMeanMonitorPosSeq").c_str());
   m_unifiedMeanVecSeq        = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_unifiedMeanVecSeq").c_str()       );
   m_unifiedMeanCltStdSeq     = new SequenceOfVectors<V,M>(m_vectorSpace,numberOfMonitorPositions,(m_name+"_unifiedMeanCltStdSeq").c_str()    );
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanMonitorFree ( )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2986 of file SequenceOfVectors.C.

 {
   delete m_unifiedMeanMonitorPosSeq;
   m_unifiedMeanMonitorPosSeq = NULL;
   delete m_unifiedMeanVecSeq;
   m_unifiedMeanVecSeq = NULL;
   delete m_unifiedMeanCltStdSeq;
   m_unifiedMeanCltStdSeq = NULL;
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanMonitorRun	(	unsigned int	currentPosition,
		V &	unifiedMeanVec,
		V &	unifiedMeanCltStd
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2849 of file SequenceOfVectors.C.

 {
   this->unifiedMeanExtra(0,
                          monitorPosition,
                          unifiedMeanVec);
 
   this->unifiedMeanCltStd(0,
                           monitorPosition,
                           unifiedMeanVec,
                           unifiedMeanCltStd);
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanMonitorStore	(	unsigned int	i,
		unsigned int	monitorPosition,
		V &	unifiedMeanVec,
		V &	unifiedMeanCltStd
	)

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2900 of file SequenceOfVectors.C.

 {
   (*m_unifiedMeanMonitorPosSeq)[i] = monitorPosition;
   m_unifiedMeanVecSeq->setPositionValues(i,unifiedMeanVec);
   m_unifiedMeanCltStdSeq->setPositionValues(i,unifiedMeanCltStd);
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMeanMonitorWrite ( std::ofstream & ofs )

privatevirtual

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 2939 of file SequenceOfVectors.C.

 {
   // std::set<unsigned int> tmpSet;
   // tmpSet.insert(0);
   m_unifiedMeanMonitorPosSeq->subWriteContents(0,m_unifiedMeanMonitorPosSeq->subSequenceSize(),ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m" // Yes, 'subWriteContents()'
   m_unifiedMeanVecSeq->subWriteContents       (0,m_unifiedMeanVecSeq->subSequenceSize(),       ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m" // Yes, 'subWriteContents()'
   m_unifiedMeanCltStdSeq->subWriteContents    (0,m_unifiedMeanCltStdSeq->subSequenceSize(),    ofs,UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT); // Yes, always ".m" // Yes, 'subWriteContents()'
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMedianExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	unifiedMedianVec
	)		const

virtual

Finds the median value of the unfed sequence, considering numPos positions starting at position initialPos.

Output:

Parameters

medianVec is the vector of the calculated medians of the unified sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 477 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedMedianExtra().

 {
   unsigned int tmpUnif = this->unifiedSequenceSize();
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::unifiedMedianExtra()"
                             << ": initialPos = "            << initialPos
                             << ", numPos = "                << numPos
                             << ", sub sequence size = "     << this->subSequenceSize()
                             << ", unified sequence size = " << tmpUnif
                             << std::endl;
   }
 
   bool bRC = ((initialPos              <  this->subSequenceSize()     ) &&
               (0                       <  numPos                      ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()     ) &&
               (this->vectorSizeLocal() == unifiedMedianVec.sizeLocal()));
   if ((bRC == false) && (m_env.subDisplayFile())) {
     *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedMedianExtra()"
                             << ", initialPos = "                   << initialPos
                             << ", this->subSequenceSize() = "      << this->subSequenceSize()
                             << ", numPos = "                       << numPos
                             << ", this->vectorSizeLocal() = "      << this->vectorSizeLocal()
                             << ", unifiedMedianVec.sizeLocal() = " << unifiedMedianVec.sizeLocal()
                             << std::endl;
   }
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedMedianVec[i] = data.unifiedMedianExtra(m_vectorSpace.numOfProcsForStorage() == 1,
                                                   0,
                                                   numPos);
   }
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 5)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::unifiedMedianExtra()"
                             << ": initialPos = "            << initialPos
                             << ", numPos = "                << numPos
                             << ", sub sequence size = "     << this->subSequenceSize()
                             << ", unified sequence size = " << tmpUnif
                             << ", unifiedMedianVec = "      << unifiedMedianVec
                             << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedMinMaxExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		V &	unifiedMinVec,
		V &	unifiedMaxVec
	)		const

virtual

Finds the minimum and the maximum values of the unified sequence, considering numPos positions starting at position initialPos.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 922 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedMinMaxExtra().

 {
   bool bRC = ((0                       <  numPos                   ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()  ) &&
               (this->vectorSizeLocal() == unifiedMinVec.sizeLocal()) &&
               (this->vectorSizeLocal() == unifiedMaxVec.sizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   //unsigned int numPos = this->subSequenceSize() - initialPos;
   unsigned int numParams = this->vectorSizeLocal();
   ScalarSequence<double> data(m_env,0,"");
 
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     data.unifiedMinMaxExtra(m_vectorSpace.numOfProcsForStorage() == 1,
                             0,
                             numPos,
                             unifiedMinVec[i],
                             unifiedMaxVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedPopulationVariance	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	unifiedMeanVec,
		V &	unifiedPopVec
	)		const

virtual

Finds the population variance of the unified sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

popVec is the vector of the calculated population variance of the unified sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 698 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedPopulationVariance().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()   ) &&
               (0                       <  numPos                    ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()   ) &&
               (this->vectorSizeLocal() == unifiedMeanVec.sizeLocal()) &&
               (this->vectorSizeLocal() == unifiedPopVec.sizeLocal() ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedPopVec[i] = data.unifiedPopulationVariance(m_vectorSpace.numOfProcsForStorage() == 1,
                                                       0,
                                                       numPos,
                                                       unifiedMeanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedReadContents	(	const std::string &	fileName,
		const std::string &	fileType,
		const unsigned int	subSequenceSize
	)

virtual

Reads the unified sequence from a file.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1763 of file SequenceOfVectors.C.

References QUESO::FilePtrSetStruct::h5Var, QUESO::FilePtrSetStruct::ifsVar, QUESO::MiscGetEllapsedSeconds(), QUESO::queso_require_equal_to_msg, and QUESO::UQ_OK_RC.

Referenced by QUESO::MLSampling< P_V, P_M >::restartML().

 {
   std::string fileType(inputFileType);
 #ifdef QUESO_HAS_HDF5
   // Do nothing
 #else
   if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
     if (m_env.subDisplayFile()) {
       *m_env.subDisplayFile() << "WARNING in SequenceOfVectors<V,M>::unifiedReadContents()"
                               << ": file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                               << "' has been requested, but this QUESO library has not been built with 'hdf5'"
                               << ". Code will therefore process the file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                               << "' instead..."
                               << std::endl;
     }
     if (m_env.subRank() == 0) {
       std::cerr << "WARNING in SequenceOfVectors<V,M>::unifiedReadContents()"
                 << ": file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                 << "' has been requested, but this QUESO library has not been built with 'hdf5'"
                 << ". Code will therefore process the file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                 << "' instead..."
                 << std::endl;
     }
     fileType = UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT;
   }
 #endif
 
   //m_env.fullComm().Barrier(); // Dangerous to barrier on fullComm ...
   if (m_env.subDisplayFile()) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::unifiedReadContents()"
                             << ": worldRank "                      << m_env.worldRank()
                             << ", fullRank "                       << m_env.fullRank()
                             << ", subEnvironment "                 << m_env.subId()
                             << ", subRank "                        << m_env.subRank()
                             << ", inter0Rank "                     << m_env.inter0Rank()
       //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                             << ", fileName = "                     << fileName
                             << ", subReadSize = "                  << subReadSize
       //<< ", unifiedReadSize = "              << unifiedReadSize
                             << std::endl;
   }
 
   this->resizeSequence(subReadSize);
 
   if (m_env.inter0Rank() >= 0) {
     double unifiedReadSize = subReadSize*m_env.inter0Comm().NumProc();
 
     // In the logic below, the id of a line' begins with value 0 (zero)
     unsigned int idOfMyFirstLine = 1 + m_env.inter0Rank()*subReadSize;
     unsigned int idOfMyLastLine = (1 + m_env.inter0Rank())*subReadSize;
     unsigned int numParams = this->vectorSizeLocal();
 
     for (unsigned int r = 0; r < (unsigned int) m_env.inter0Comm().NumProc(); ++r) { // "m or hdf"
       if (m_env.inter0Rank() == (int) r) {
         // My turn
         FilePtrSetStruct unifiedFilePtrSet;
         if (m_env.openUnifiedInputFile(fileName,
                                        fileType,
                                        unifiedFilePtrSet)) {
           if ((fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) ||
               (fileType == UQ_FILE_EXTENSION_FOR_TXT_FORMAT)) {
             if (r == 0) {
               // Read number of chain positions in the file by taking care of the first line,
               // which resembles something like 'variable_name = zeros(n_positions,m_params);'
         std::string tmpString;
 
               // Read 'variable name' string
               *unifiedFilePtrSet.ifsVar >> tmpString;
         //std::cout << "Just read '" << tmpString << "'" << std::endl;
 
               // Read '=' sign
               *unifiedFilePtrSet.ifsVar >> tmpString;
           //std::cout << "Just read '" << tmpString << "'" << std::endl;
               queso_require_equal_to_msg(tmpString, std::string("="), std::string("string should be the '=' sign"));
 
               // Read 'zeros(n_positions,n_params)' string
               *unifiedFilePtrSet.ifsVar >> tmpString;
         //std::cout << "Just read '" << tmpString << "'" << std::endl;
               unsigned int posInTmpString = 6;
 
               // Isolate 'n_positions' in a string
               //char nPositionsString[tmpString.size()-posInTmpString+1]; // avoid compiler warning
         std::string nPositionsString((size_t) (tmpString.size()-posInTmpString+1),' ');
               unsigned int posInPositionsString = 0;
               do {
                 queso_require_less_msg(posInTmpString, tmpString.size(), "symbol ',' not found in first line of file");
                 nPositionsString[posInPositionsString++] = tmpString[posInTmpString++];
               } while (tmpString[posInTmpString] != ',');
               nPositionsString[posInPositionsString] = '\0';
 
               // Isolate 'n_params' in a string
               posInTmpString++; // Avoid reading ',' char
               //char nParamsString[tmpString.size()-posInTmpString+1]; // avoid compiler warning
         std::string nParamsString((size_t) (tmpString.size()-posInTmpString+1),' ');
               unsigned int posInParamsString = 0;
               do {
                 queso_require_less_msg(posInTmpString, tmpString.size(), "symbol ')' not found in first line of file");
                 nParamsString[posInParamsString++] = tmpString[posInTmpString++];
               } while (tmpString[posInTmpString] != ')');
               nParamsString[posInParamsString] = '\0';
 
               // Convert 'n_positions' and 'n_params' strings to numbers
               unsigned int sizeOfChainInFile = (unsigned int) strtod(nPositionsString.c_str(),NULL);
               unsigned int numParamsInFile   = (unsigned int) strtod(nParamsString.c_str(),   NULL);
               if (m_env.subDisplayFile()) {
                 *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedReadContents()"
                                         << ": worldRank "           << m_env.worldRank()
                                         << ", fullRank "            << m_env.fullRank()
                                         << ", sizeOfChainInFile = " << sizeOfChainInFile
                                         << ", numParamsInFile = "   << numParamsInFile
                                         << std::endl;
               }
 
               // Check if [size of chain in file] >= [requested unified sequence size]
               queso_require_greater_equal_msg(sizeOfChainInFile, unifiedReadSize, "size of chain in file is not big enough");
 
               // Check if [num params in file] == [num params in current chain]
               queso_require_equal_to_msg(numParamsInFile, numParams, "number of parameters of chain in file is different than number of parameters in this chain object");
             } // if (r == 0)
 
             // Code common to any core in 'inter0Comm', including core of rank 0
             unsigned int maxCharsPerLine = 64*numParams; // Up to about 60 characters to represent each parameter value
 
             unsigned int lineId = 0;
             while (lineId < idOfMyFirstLine) {
               unifiedFilePtrSet.ifsVar->ignore(maxCharsPerLine,'\n');
               lineId++;
             };
 
             if (r == 0) {
               // Take care of initial part of the first data line,
               // which resembles something like 'variable_name = [value1 value2 ...'
         std::string tmpString;
 
               // Read 'variable name' string
               *unifiedFilePtrSet.ifsVar >> tmpString;
           //std::cout << "Core 0 just read '" << tmpString << "'" << std::endl;
 
               // Read '=' sign
               *unifiedFilePtrSet.ifsVar >> tmpString;
         //std::cout << "Core 0 just read '" << tmpString << "'" << std::endl;
               queso_require_equal_to_msg(tmpString, std::string("="), std::string("in core 0, string should be the '=' sign"));
 
               // Take into account the ' [' portion
         std::streampos tmpPos = unifiedFilePtrSet.ifsVar->tellg();
               unifiedFilePtrSet.ifsVar->seekg(tmpPos+(std::streampos)2);
             }
 
             V tmpVec(m_vectorSpace.zeroVector());
             while (lineId <= idOfMyLastLine) {
               for (unsigned int i = 0; i < numParams; ++i) {
                 *unifiedFilePtrSet.ifsVar >> tmpVec[i];
               }
               this->setPositionValues(lineId - idOfMyFirstLine, tmpVec);
               lineId++;
             };
           }
 #ifdef QUESO_HAS_HDF5
           else if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
             if (r == 0) {
               hid_t dataset = H5Dopen2(unifiedFilePtrSet.h5Var,
                                        "data",
                                        H5P_DEFAULT); // Dataset access property list
               hid_t datatype  = H5Dget_type(dataset);
               H5T_class_t t_class = H5Tget_class(datatype);
               queso_require_equal_to_msg(t_class, H5T_FLOAT, "t_class is not H5T_DOUBLE");
               hid_t dataspace = H5Dget_space(dataset);
               int   rank      = H5Sget_simple_extent_ndims(dataspace);
               queso_require_equal_to_msg(rank, 2, "hdf rank is not 2");
               hsize_t dims_in[2];
               int     status_n;
               status_n  = H5Sget_simple_extent_dims(dataspace, dims_in, NULL);
               if (status_n) {}; // just to remover compiler warning
         //std::cout << "In SequenceOfVectors<V,M>::unifiedReadContents()"
               //          << ": dims_in[0] = " << dims_in[0]
               //          << ", dims_in[1] = " << dims_in[1]
               //          << std::endl;
               queso_require_equal_to_msg(dims_in[0], numParams, "dims_in[0] is not equal to 'numParams'");
               queso_require_greater_equal_msg(dims_in[1], subReadSize, "dims_in[1] is smaller that requested 'subReadSize'");
 
               struct timeval timevalBegin;
               int iRC = UQ_OK_RC;
               iRC = gettimeofday(&timevalBegin,NULL);
               if (iRC) {}; // just to remover compiler warning
 
               unsigned int chainSizeIn = (unsigned int) dims_in[1];
               //double* dataIn[numParams]; // avoid compiler warning
         std::vector<double*> dataIn((size_t) numParams,NULL);
               dataIn[0] = (double*) malloc(numParams*chainSizeIn*sizeof(double));
               for (unsigned int i = 1; i < numParams; ++i) { // Yes, from '1'
                 dataIn[i] = dataIn[i-1] + chainSizeIn; // Yes, just 'chainSizeIn', not 'chainSizeIn*sizeof(double)'
               }
               //std::cout << "In SequenceOfVectors<V,M>::unifiedReadContents(): h5 case, memory allocated" << std::endl;
               herr_t status;
               status = H5Dread(dataset,
                                H5T_NATIVE_DOUBLE,
                                H5S_ALL,
                                dataspace,
                                H5P_DEFAULT,
                                dataIn[0]);
               if (status) {}; // just to remover compiler warning
               //std::cout << "In SequenceOfVectors<V,M>::unifiedReadContents(): h5 case, data read" << std::endl;
               V tmpVec(m_vectorSpace.zeroVector());
               for (unsigned int j = 0; j < subReadSize; ++j) { // Yes, 'subReadSize', not 'chainSizeIn'
                 for (unsigned int i = 0; i < numParams; ++i) {
                   tmpVec[i] = dataIn[i][j];
                 }
                 this->setPositionValues(j, tmpVec);
               }
 
               double readTime = MiscGetEllapsedSeconds(&timevalBegin);
               if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 2)) {
                 *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedReadContents()"
                                         << ": worldRank "      << m_env.worldRank()
                                         << ", fullRank "       << m_env.fullRank()
                                         << ", subEnvironment " << m_env.subId()
                                         << ", subRank "        << m_env.subRank()
                                         << ", inter0Rank "     << m_env.inter0Rank()
                                         << ", fileName = "     << fileName
                                         << ", numParams = "    << numParams
                                         << ", chainSizeIn = "  << chainSizeIn
                                         << ", subReadSize = "  << subReadSize
                                         << ", readTime = "     << readTime << " seconds"
                                         << std::endl;
               }
 
               H5Sclose(dataspace);
               H5Tclose(datatype);
               H5Dclose(dataset);
               //free(dataIn[0]); // related to the changes above for compiler warning
               for (unsigned int tmpIndex = 0; tmpIndex < dataIn.size(); tmpIndex++) {
                 free (dataIn[tmpIndex]);
               }
             }
             else {
               queso_error_msg("hdf file type not supported for multiple sub-environments yet");
             }
           }
 #endif
           else {
             queso_error_msg("invalid file type");
           }
           m_env.closeFile(unifiedFilePtrSet,fileType);
         } // if (m_env.openUnifiedInputFile())
       } // if (m_env.inter0Rank() == (int) r)
       m_env.inter0Comm().Barrier();
     } // for r
   } // if (m_env.inter0Rank() >= 0)
   else {
     V tmpVec(m_vectorSpace.zeroVector());
     for (unsigned int i = 1; i < subReadSize; ++i) {
       this->setPositionValues(i,tmpVec);
     }
   }
 
   if (m_env.subDisplayFile()) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::unifiedReadContents()"
                             << ", fileName = " << fileName
                             << std::endl;
   }
   //m_env.fullComm().Barrier(); // Dangerous to barrier on fullComm ...
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedSampleStd	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	unifiedMeanVec,
		V &	unifiedStdVec
	)		const

Finds the sample standard deviation of the unified sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

stdVec is the vector of the calculated sample standard deviation of the unified sequence of vectors.

Definition at line 633 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedSampleStd().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()   ) &&
               (0                       <  numPos                    ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()   ) &&
               (this->vectorSizeLocal() == unifiedMeanVec.sizeLocal()) &&
               (this->vectorSizeLocal() == unifiedStdVec.sizeLocal() ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedStdVec[i] = data.unifiedSampleStd(m_vectorSpace.numOfProcsForStorage() == 1,
                                              0,
                                              numPos,
                                              unifiedMeanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedSampleVarianceExtra	(	unsigned int	initialPos,
		unsigned int	numPos,
		const V &	unifiedMeanVec,
		V &	unifiedSamVec
	)		const

virtual

Finds the sample variance of the unified sequence, considering numPos positions starting at position initialPos and of mean meanVec.

Output:

Parameters

samVec is the vector of the calculated sample variance of the unified sequence of vectors.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 568 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedSampleVarianceExtra().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()   ) &&
               (0                       <  numPos                    ) &&
               ((initialPos+numPos)     <= this->subSequenceSize()   ) &&
               (this->vectorSizeLocal() == unifiedMeanVec.sizeLocal()) &&
               (this->vectorSizeLocal() == unifiedSamVec.sizeLocal() ));
   queso_require_msg(bRC, "invalid input data");
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedSamVec[i] = data.unifiedSampleVarianceExtra(m_vectorSpace.numOfProcsForStorage() == 1,
                                                        0,
                                                        numPos,
                                                        unifiedMeanVec[i]);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedScalesForKde	(	unsigned int	initialPos,
		const V &	unifiedIqrVec,
		unsigned int	kdeDimension,
		V &	unifiedScaleVec
	)		const

virtual

Selects the scales (bandwidth) for the kernel density estimation, considering the unified sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1133 of file SequenceOfVectors.C.

References QUESO::ScalarSequence< T >::unifiedScaleForKde().

 {
   bool bRC = ((initialPos              <  this->subSequenceSize()    ) &&
               (this->vectorSizeLocal() == unifiedIqrVec.sizeLocal()  ) &&
               (this->vectorSizeLocal() == unifiedScaleVec.sizeLocal()));
   queso_require_msg(bRC, "invalid input data");
 
   unsigned int numPos = this->subSequenceSize() - initialPos;
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(initialPos,
                            1, // spacing
                            numPos,
                            i,
                            data);
     unifiedScaleVec[i] = data.unifiedScaleForKde(m_vectorSpace.numOfProcsForStorage() == 1,
                                                  0,
                                                  unifiedIqrVec[i],
                                                  kdeDimension);
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedUniformlySampledCdf	(	const V &	numEvaluationPointsVec,
		ArrayOfOneDGrids< V, M > &	unifiedCdfGrids,
		ArrayOfOneDTables< V, M > &	unifiedCdfValues
	)		const

virtual

Uniformly samples from the CDF from the sub-sequence.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 262 of file SequenceOfVectors.C.

References QUESO::ArrayOfOneDTables< V, M >::setOneDTable(), and QUESO::ArrayOfOneDGrids< V, M >::setUniformGrids().

Referenced by QUESO::StatisticalForwardProblem< P_V, P_M, Q_V, Q_M >::solveWithMonteCarlo().

 {
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::unifiedUniformlySampledCdf()"
                            << std::endl;
   }
 
   V unifiedMinDomainValues(m_vectorSpace.zeroVector());
   V unifiedMaxDomainValues(m_vectorSpace.zeroVector());
 
   ScalarSequence<double> data(m_env,0,"");
 
   unsigned int numParams = this->vectorSizeLocal();
   for (unsigned int i = 0; i < numParams; ++i) {
     this->extractScalarSeq(0,                 // initialPos
                            1,                 // spacing
                            subSequenceSize(), // numPos
                            i,
                            data);
 
     std::vector<double> aCdf(0);
     data.unifiedUniformlySampledCdf(m_vectorSpace.numOfProcsForStorage() == 1,
                                     (unsigned int) numEvaluationPointsVec[i],
                                     unifiedMinDomainValues[i],
                                     unifiedMaxDomainValues[i],
                                     aCdf);
     unifiedCdfValues.setOneDTable(i,aCdf);
   }
 
   unifiedCdfGrids.setUniformGrids(numEvaluationPointsVec,
                                   unifiedMinDomainValues,
                                   unifiedMaxDomainValues);
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::unifiedUniformlySampledCdf()"
                            << std::endl;
   }
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::unifiedWriteContents	(	const std::string &	fileName,
		const std::string &	fileType
	)		const

virtual

Writes the unfed sequence to a file. Writes the unified sequence in Matlab/Octave format or, if enabled, in HDF5 format.

Implements QUESO::BaseVectorSequence< V, M >.

Definition at line 1493 of file SequenceOfVectors.C.

References QUESO::FilePtrSetStruct::h5Var, QUESO::MiscGetEllapsedSeconds(), QUESO::FilePtrSetStruct::ofsVar, and QUESO::UQ_OK_RC.

Referenced by QUESO::MLSampling< P_V, P_M >::checkpointML(), QUESO::MLSampling< P_V, P_M >::generateSequence(), QUESO::MLSampling< P_V, P_M >::generateSequence_Level0_all(), and QUESO::MLSampling< P_V, P_M >::generateSequence_Step11_inter0().

 {
   std::string fileType(inputFileType);
 #ifdef QUESO_HAS_HDF5
   // Do nothing
 #else
   if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
     if (m_env.subDisplayFile()) {
       *m_env.subDisplayFile() << "WARNING in SequenceOfVectors<V,M>::unifiedWriteContents()"
                               << ": file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                               << "' has been requested, but this QUESO library has not been built with 'hdf5'"
                               << ". Code will therefore process the file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                               << "' instead..."
                               << std::endl;
     }
     if (m_env.subRank() == 0) {
       std::cerr << "WARNING in SequenceOfVectors<V,M>::unifiedWriteContents()"
                 << ": file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                 << "' has been requested, but this QUESO library has not been built with 'hdf5'"
                 << ". Code will therefore process the file format '" << UQ_FILE_EXTENSION_FOR_HDF_FORMAT
                 << "' instead..."
                 << std::endl;
     }
     fileType = UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT;
   }
 #endif
 
   // All processors in 'fullComm' should call this routine...
 
   //m_env.fullComm().Barrier(); // Dangerous to barrier on fullComm ... // prudenci-2011-01-17
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
     *m_env.subDisplayFile() << "Entering SequenceOfVectors<V,M>::unifiedWriteContents()"
                             << ": worldRank "      << m_env.worldRank()
                             << ", fullRank "       << m_env.fullRank()
                             << ", subEnvironment " << m_env.subId()
                             << ", subRank "        << m_env.subRank()
                             << ", inter0Rank "     << m_env.inter0Rank()
                           //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                             << ", fileName = "     << fileName
                             << std::endl;
   }
 
   if (m_env.inter0Rank() >= 0) {
     for (unsigned int r = 0; r < (unsigned int) m_env.inter0Comm().NumProc(); ++r) {
       if (m_env.inter0Rank() == (int) r) {
         // My turn
         if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
           *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedWriteContents()"
                                   << ": worldRank "      << m_env.worldRank()
                                   << ", fullRank "       << m_env.fullRank()
                                   << ", subEnvironment " << m_env.subId()
                                   << ", subRank "        << m_env.subRank()
                                   << ", inter0Rank "     << m_env.inter0Rank()
                                 //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                                   << ", fileName = "     << fileName
                                   << ", about to open file for r = " << r
                                   << std::endl;
         }
 
         // bool writeOver = (r == 0);
         bool writeOver = false; // A 'true' causes problems when the user chooses (via options
                                 // in the input file) to use just one file for all outputs.
         FilePtrSetStruct unifiedFilePtrSet;
         if (m_env.openUnifiedOutputFile(fileName,
                                         fileType, // "m or hdf"
                                         writeOver,
                                         unifiedFilePtrSet)) {
           if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) { // 2013-02-23
             *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedWriteContents()"
                                     << ": worldRank "      << m_env.worldRank()
                                     << ", fullRank "       << m_env.fullRank()
                                     << ", subEnvironment " << m_env.subId()
                                     << ", subRank "        << m_env.subRank()
                                     << ", inter0Rank "     << m_env.inter0Rank()
                                   //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                                     << ", fileName = "     << fileName
                                     << ", just opened file for r = " << r
                                     << std::endl;
           }
 
           unsigned int chainSize = this->subSequenceSize();
           if ((fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) ||
               (fileType == UQ_FILE_EXTENSION_FOR_TXT_FORMAT)) {
             if (r == 0) {
               if (fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) {
                 // Need unified matlab header here since this is unifiedWriteContents
                 writeUnifiedMatlabHeader(*unifiedFilePtrSet.ofsVar,
                     this->subSequenceSize()*m_env.inter0Comm().NumProc(),
                     this->vectorSizeLocal());
               }
               else {  // If we get here it's definitely a txt file not matlab
                 writeTxtHeader(*unifiedFilePtrSet.ofsVar,
                     this->subSequenceSize()*m_env.inter0Comm().NumProc(),
                     this->vectorSizeLocal());
               }
             }
 
             for (unsigned int j = 0; j < chainSize; ++j) { // 2013-02-23
         //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): m_seq[" << j << "] = " << m_seq[j]
               //          << std::endl;
             //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): &(m_seq[" << j << "].map()) = " << &(m_seq[j]->map())
               //          << std::endl;
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): (m_seq[" << j << "].map().NumMyElements = " << m_seq[j]->map().NumMyElements()
               //          << std::endl;
               //V tmpVec(*(m_seq[j]));
         //std::cout << "*(m_seq[" << j << "]) = " << tmpVec
               //          << std::endl;
         //std::cout << "*(m_seq[" << j << "]) = " << *(m_seq[j])
               //          << std::endl;
 
               bool savedVectorPrintScientific = m_seq[j]->getPrintScientific();
               bool savedVectorPrintState      = m_seq[j]->getPrintHorizontally();
               m_seq[j]->setPrintScientific  (true);
               m_seq[j]->setPrintHorizontally(true);
 
               *unifiedFilePtrSet.ofsVar << *(m_seq[j])
                                         << std::endl;
 
               m_seq[j]->setPrintHorizontally(savedVectorPrintState);
               m_seq[j]->setPrintScientific  (savedVectorPrintScientific);
             }
           }
 #ifdef QUESO_HAS_HDF5
           else if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
             unsigned int numParams = m_vectorSpace.dimLocal();
             if (r == 0) {
               hid_t datatype = H5Tcopy(H5T_NATIVE_DOUBLE);
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data type created" << std::endl;
               hsize_t dimsf[2];
               dimsf[0] = chainSize;
               dimsf[1] = numParams;
               hid_t dataspace = H5Screate_simple(2, dimsf, NULL); // HDF5_rank = 2
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data space created" << std::endl;
               hid_t dataset = H5Dcreate2(unifiedFilePtrSet.h5Var,
                                          "data",
                                          datatype,
                                          dataspace,
                                          H5P_DEFAULT,  // Link creation property list
                                          H5P_DEFAULT,  // Dataset creation property list
                                          H5P_DEFAULT); // Dataset access property list
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data set created" << std::endl;
 
               struct timeval timevalBegin;
               int iRC = UQ_OK_RC;
               iRC = gettimeofday(&timevalBegin,NULL);
               if (iRC) {}; // just to remover compiler warning
 
               double * data;
               data = (double *)malloc(numParams * chainSize * sizeof(double));
 
               for (unsigned int i = 0; i < chainSize; ++i) {
                 V tmpVec(*(m_seq[i]));
                 for (unsigned int j = 0; j < numParams; ++j) {
                   data[numParams*i+j] = tmpVec[j];
                 }
               }
 
               herr_t status;
               status = H5Dwrite(dataset,
                                 H5T_NATIVE_DOUBLE,
                                 H5S_ALL,
                                 H5S_ALL,
                                 H5P_DEFAULT,
                                 data);
               if (status) {}; // just to remover compiler warning
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data written" << std::endl;
 
               double writeTime = MiscGetEllapsedSeconds(&timevalBegin);
               if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 2)) {
                 *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedWriteContents()"
                                         << ": worldRank "      << m_env.worldRank()
                                         << ", fullRank "       << m_env.fullRank()
                                         << ", subEnvironment " << m_env.subId()
                                         << ", subRank "        << m_env.subRank()
                                         << ", inter0Rank "     << m_env.inter0Rank()
                                         << ", fileName = "     << fileName
                                         << ", numParams = "    << numParams
                                         << ", chainSize = "    << chainSize
                                         << ", writeTime = "    << writeTime << " seconds"
                                         << std::endl;
               }
 
               H5Dclose(dataset);
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data set closed" << std::endl;
               H5Sclose(dataspace);
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data space closed" << std::endl;
               H5Tclose(datatype);
               //std::cout << "In SequenceOfVectors<V,M>::unifiedWriteContents(): h5 case, data type closed" << std::endl;
               free(data);
             }
             else {
               queso_error_msg("hdf file type not supported for multiple sub-environments yet");
             }
           }
 #endif
           else {
             queso_error_msg("invalid file type");
           }
 
           if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
             *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedWriteContents()"
                                     << ": worldRank "      << m_env.worldRank()
                                     << ", fullRank "       << m_env.fullRank()
                                     << ", subEnvironment " << m_env.subId()
                                     << ", subRank "        << m_env.subRank()
                                     << ", inter0Rank "     << m_env.inter0Rank()
                                   //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                                     << ", fileName = "     << fileName
                                     << ", about to close file for r = " << r
                                     << std::endl;
           }
 
           m_env.closeFile(unifiedFilePtrSet,fileType);
 
           if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
             *m_env.subDisplayFile() << "In SequenceOfVectors<V,M>::unifiedWriteContents()"
                                     << ": worldRank "      << m_env.worldRank()
                                     << ", fullRank "       << m_env.fullRank()
                                     << ", subEnvironment " << m_env.subId()
                                     << ", subRank "        << m_env.subRank()
                                     << ", inter0Rank "     << m_env.inter0Rank()
                                   //<< ", m_env.inter0Comm().NumProc() = " << m_env.inter0Comm().NumProc()
                                     << ", fileName = "     << fileName
                                     << ", just closed file for r = " << r
                                     << std::endl;
           }
         } // if (m_env.openUnifiedOutputFile())
       } // if (m_env.inter0Rank() == (int) r)
       m_env.inter0Comm().Barrier();
     } // for r
 
     if (m_env.inter0Rank() == 0) {
       if ((fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) ||
           (fileType == UQ_FILE_EXTENSION_FOR_TXT_FORMAT)) {
         FilePtrSetStruct unifiedFilePtrSet;
         if (m_env.openUnifiedOutputFile(fileName,
                                         fileType,
                                         false, // Yes, 'writeOver = false' in order to close the array for matlab
                                         unifiedFilePtrSet)) {
 
           if (fileType == UQ_FILE_EXTENSION_FOR_MATLAB_FORMAT) {
             *unifiedFilePtrSet.ofsVar << "];\n";
           }
 
           m_env.closeFile(unifiedFilePtrSet,fileType);
         }
       }
       else if (fileType == UQ_FILE_EXTENSION_FOR_HDF_FORMAT) {
         // Do nothing
       }
       else {
         queso_error_msg("invalid file type");
       }
     }
   } // if (m_env.inter0Rank() >= 0)
 
   if ((m_env.subDisplayFile()) && (m_env.displayVerbosity() >= 10)) {
     *m_env.subDisplayFile() << "Leaving SequenceOfVectors<V,M>::unifiedWriteContents()"
                             << ", fileName = " << fileName
                             << std::endl;
   }
   //m_env.fullComm().Barrier(); // Dangerous to barrier on fullComm ... // prudenci-2011-01-17
 
   return;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::writeSubMatlabHeader	(	std::ofstream &	ofs,
		double	sequenceSize,
		double	vectorSizeLocal
	)		const

private

Helper function to write matlab-specific header info for vectors.

Definition at line 1459 of file SequenceOfVectors.C.

 {
   ofs << m_name << "_sub" << m_env.subIdString() << " = zeros(" << sequenceSize
       << ","                                                    << vectorSizeLocal
       << ");"
       << std::endl;
   ofs << m_name << "_sub" << m_env.subIdString() << " = [";
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::writeTxtHeader	(	std::ofstream &	ofs,
		double	sequenceSize,
		double	vectorSizeLocal
	)		const

private

Helper function to write plain txt info for vectors.

Definition at line 1483 of file SequenceOfVectors.C.

 {
   ofs << sequenceSize << " " << vectorSizeLocal
       << std::endl;
 }

template<class V , class M >

void QUESO::SequenceOfVectors< V, M >::writeUnifiedMatlabHeader	(	std::ofstream &	ofs,
		double	sequenceSize,
		double	vectorSizeLocal
	)		const

private

Definition at line 1471 of file SequenceOfVectors.C.

 {
   ofs << m_name << "_unified" << " = zeros(" << sequenceSize
                             << ","           << vectorSizeLocal
                             << ");"
                             << std::endl;
   ofs<< m_name << "_unified" << " = [";
 }

Member Data Documentation

template<class V = GslVector, class M = GslMatrix>

std::vector<const V*> QUESO::SequenceOfVectors< V, M >::m_seq

private

Sequence of vectors.

Definition at line 435 of file SequenceOfVectors.h.

Referenced by QUESO::SequenceOfVectors< V, M >::copy().

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanCltStdSeq

private

Definition at line 479 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0Clt95

private

Definition at line 483 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0Empirical90

private

Definition at line 484 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0Max

private

Definition at line 486 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0Mean

private

Definition at line 482 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0Min

private

Definition at line 485 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

ScalarSequence<double>* QUESO::SequenceOfVectors< V, M >::m_subMeanInter0MonitorPosSeq

private

Definition at line 481 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

ScalarSequence<double>* QUESO::SequenceOfVectors< V, M >::m_subMeanMonitorPosSeq

private

Definition at line 477 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_subMeanVecSeq

private

Definition at line 478 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_unifiedMeanCltStdSeq

private

Definition at line 490 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

ScalarSequence<double>* QUESO::SequenceOfVectors< V, M >::m_unifiedMeanMonitorPosSeq

private

Definition at line 488 of file SequenceOfVectors.h.

template<class V = GslVector, class M = GslMatrix>

SequenceOfVectors<V,M>* QUESO::SequenceOfVectors< V, M >::m_unifiedMeanVecSeq

private

Definition at line 489 of file SequenceOfVectors.h.

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

src/basic/inc/SequenceOfVectors.h
src/basic/src/SequenceOfVectors.C

Public Types

Public Member Functions

Private Member Functions

Private Attributes

Additional Inherited Members

Detailed Description

template<class V = GslVector, class M = GslMatrix> class QUESO::SequenceOfVectors< V, M >

Member Typedef Documentation

Constructor & Destructor Documentation

Member Function Documentation

Member Data Documentation

template<class V = GslVector, class M = GslMatrix>
class QUESO::SequenceOfVectors< V, M >