X-Git-Url: http://git.uio.no/git/?p=u%2Fmrichter%2FAliRoot.git;a=blobdiff_plain;f=STAT%2FTKDInterpolator.cxx;h=2abe0d171ebc0ce3b8e4914fb904cb5a664577b3;hp=d8b6b9054b66c2358c90e2b187a2f59cc62ddccd;hb=4f96d70701e5d13aafe1b18baa057a0436e0eafe;hpb=5f38a39d82eb46a4ba4f082ba757c8259552df81

diff --git a/STAT/TKDInterpolator.cxx b/STAT/TKDInterpolator.cxx
index d8b6b9054b6..2abe0d171eb 100644
--- a/STAT/TKDInterpolator.cxx
+++ b/STAT/TKDInterpolator.cxx
@@ -1,604 +1,83 @@
 #include "TKDInterpolator.h"
+#include "TKDNodeInfo.h"
 
-#include "TLinearFitter.h"
-#include "TVector.h"
-#include "TTree.h"
-#include "TH2.h"
-#include "TObjArray.h"
-#include "TObjString.h"
-#include "TPad.h"
-#include "TBox.h"
-#include "TGraph.h"
-#include "TMarker.h"
-#include "TRandom.h"
-#include "TROOT.h"
+#include "TClonesArray.h"
 
 ClassImp(TKDInterpolator)
-ClassImp(TKDInterpolator::TKDNodeInfo)
 
-/////////////////////////////////////////////////////////////////////
-// Memory setup of protected data memebers
-// fRefPoints : evaluation point of PDF for each terminal node of underlying KD Tree.
-// | 1st terminal node (fNDim point coordinates) | 2nd terminal node (fNDim point coordinates) | ...
-//
-// fRefValues : evaluation value/error of PDF for each terminal node of underlying KD Tree.
-// | 1st terminal node (value) | 2nd terminal node (value) | ... | 1st terminal node (error) | 2nd terminal node (error) | ...
-//
-// status = |0|0|0|0|0|1(tri-cubic weights)|1(STORE)|1 INT(0 COG )|
-/////////////////////////////////////////////////////////////////////
 
-//_________________________________________________________________
-TKDInterpolator::TKDNodeInfo::TKDNodeInfo(const Int_t dim): 
-	fNDim(dim)
-	,fRefPoint(0x0)
-	,fRefValue(0.)
-	,fCov()
-	,fPar()
-	,fPDFstatus(kFALSE)
-{
-	if(fNDim) Build(dim);
-}
 
 //_________________________________________________________________
-TKDInterpolator::TKDNodeInfo::~TKDNodeInfo()
-{
-	if(fRefPoint) delete [] fRefPoint;
-}
-
-//_________________________________________________________________
-void TKDInterpolator::TKDNodeInfo::Build(const Int_t dim)
-{
-	if(!dim) return;
-
-	fNDim = dim;
-	Int_t lambda = Int_t(1 + fNDim + .5*fNDim*(fNDim+1));
-	if(fRefPoint) delete [] fRefPoint;
-	fRefPoint = new Float_t[fNDim];
-	fCov.ResizeTo(lambda, lambda);
-	fPar.ResizeTo(lambda);
-	return;
-}
-
-
-//_________________________________________________________________
-TKDInterpolator::TKDInterpolator() : TKDTreeIF()
-	,fNTNodes(0)
-	,fTNodes(0x0)
-	,fStatus(4)
-	,fLambda(0)
-	,fDepth(-1)
-	,fRefPoints(0x0)
-	,fBuffer(0x0)
-	,fKDhelper(0x0)
-	,fFitter(0x0)
+TKDInterpolator::TKDInterpolator() :
+	TKDInterpolatorBase()
 {
 // Default constructor. To be used with care since in this case building
 // of data structure is completly left to the user responsability.
 }
 
 //_________________________________________________________________
-TKDInterpolator::TKDInterpolator(Int_t npoints, Int_t ndim, UInt_t bsize, Float_t **data) : TKDTreeIF(npoints, ndim, bsize, data)
-	,fNTNodes(GetNTerminalNodes())
-	,fTNodes(0x0)
-	,fStatus(4)
-	,fLambda(0)
-	,fDepth(-1)
-	,fRefPoints(0x0)
-	,fBuffer(0x0)
-	,fKDhelper(0x0)
-	,fFitter(0x0)
-{
-// Wrapper constructor for the similar TKDTree one.
-	
-	Build();
-}
-
-
-//_________________________________________________________________
-TKDInterpolator::TKDInterpolator(TTree *t, const Char_t *var, const Char_t *cut, UInt_t bsize, Long64_t nentries, Long64_t firstentry) : TKDTreeIF()
-	,fNTNodes(0)
-	,fTNodes(0x0)
-	,fStatus(4)
-	,fLambda(0)
-	,fDepth(-1)
-	,fRefPoints(0x0)
-	,fBuffer(0x0)
-	,fKDhelper(0x0)
-	,fFitter(0x0)
+TKDInterpolator::TKDInterpolator(Int_t ndim, Int_t npoints) :
+	TKDInterpolatorBase(ndim)
 {
-// Alocate data from a tree. The variables which have to be analysed are
-// defined in the "var" parameter as a colon separated list. The format should
-// be identical to that used by TTree::Draw().
-//
-// 
-
-	TObjArray *vars = TString(var).Tokenize(":");
-	fNDim = vars->GetEntriesFast(); fNDimm = 2*fNDim;
-	if(fNDim > 6/*kDimMax*/) Warning("TKDInterpolator(TTree*, const Char_t, const Char_t, UInt_t)", Form("Variable number exceed maximum dimension %d. Results are unpredictable.", 6/*kDimMax*/));
-	fBucketSize = bsize;
+// Wrapper constructor for the TKDTree.
 
-	Int_t np;
-	Double_t *v;
-	for(int idim=0; idim<fNDim; idim++){
-		if(!(np = t->Draw(((TObjString*)(*vars)[idim])->GetName(), cut, "goff", nentries, firstentry))){
-			Warning("TKDInterpolator(TTree*, const Char_t, const Char_t, UInt_t)", Form("Can not access data for keys %s. Key defined on tree :", ((TObjString*)(*vars)[idim])->GetName() ));
-			TIterator *it = (t->GetListOfLeaves())->MakeIterator();
-			TObject *o;
-			while(o = (*it)()) printf("\t%s\n", o->GetName());
-			continue;
-		}
-		if(!fNpoints){
-			fNpoints = np;
-			Info("TKDInterpolator(TTree*, const Char_t, const Char_t, UInt_t)", Form("Allocating %d data points in %d dimensions.", fNpoints, fNDim));
-			fData = new Float_t*[fNDim];
-			for(int idim=0; idim<fNDim; idim++) fData[idim] = new Float_t[fNpoints];
-			kDataOwner = kTRUE;
-		}
-		v = t->GetV1();
-		for(int ip=0; ip<fNpoints; ip++) fData[idim][ip] = (Float_t)v[ip];
-	}
-	TKDTreeIF::Build();
-	fNTNodes = GetNTerminalNodes();
-	Build();
+	if(npoints) TKDInterpolatorBase::Build(npoints);
 }
 
-//_________________________________________________________________
-TKDInterpolator::~TKDInterpolator()
-{
-	if(fFitter) delete fFitter;
-	if(fKDhelper) delete fKDhelper;
-	if(fBuffer) delete [] fBuffer;
-	
-	if(fRefPoints){
-		for(int idim=0; idim<fNDim; idim++) delete [] fRefPoints[idim] ;
-		delete [] fRefPoints;
-	}
-	if(fTNodes) delete [] fTNodes;
-}
 
 //_________________________________________________________________
-void TKDInterpolator::Build()
-{
-// Fill interpolator's data array i.e.
-//  - estimation points 
-//  - corresponding PDF values
-
-	if(!fBoundaries) MakeBoundaries();
-	fLambda = 1 + fNDim + fNDim*(fNDim+1)/2;
-
-	// allocate memory for data
-	fTNodes = new TKDNodeInfo[fNTNodes];
-	for(int in=0; in<fNTNodes; in++) fTNodes[in].Build(fNDim);
-
-	Float_t *bounds = 0x0;
-	Int_t *indexPoints;
-	for(int inode=0, tnode = fNnodes; inode<fNTNodes-1; inode++, tnode++){
-		fTNodes[inode].fRefValue =  Float_t(fBucketSize)/fNpoints;
-		bounds = GetBoundary(tnode);
-		for(int idim=0; idim<fNDim; idim++) fTNodes[inode].fRefValue /= (bounds[2*idim+1] - bounds[2*idim]);
-
-		indexPoints = GetPointsIndexes(tnode);
-		// loop points in this terminal node
-		for(int idim=0; idim<fNDim; idim++){
-			for(int ip = 0; ip<fBucketSize; ip++) fTNodes[inode].fRefPoint[idim] += fData[idim][indexPoints[ip]];
-			fTNodes[inode].fRefPoint[idim] /= fBucketSize;
-		}
-	}
-
-	// analyze last (incomplete) terminal node
-	Int_t counts = fNpoints%fBucketSize;
-	counts = counts ? counts : fBucketSize;
-	Int_t inode = fNTNodes - 1, tnode = inode + fNnodes;
-	fTNodes[inode].fRefValue =  Float_t(counts)/fNpoints;
-	bounds = GetBoundary(tnode);
-	for(int idim=0; idim<fNDim; idim++) fTNodes[inode].fRefValue /= (bounds[2*idim+1] - bounds[2*idim]);
-
-	indexPoints = GetPointsIndexes(tnode);
-	// loop points in this terminal node
-	for(int idim=0; idim<fNDim; idim++){
-		for(int ip = 0; ip<counts; ip++) fTNodes[inode].fRefPoint[idim] += fData[idim][indexPoints[ip]];
-		fTNodes[inode].fRefPoint[idim] /= counts;
-	}
-
-	//GetStatus();
-}
-
-//__________________________________________________________________
-void TKDInterpolator::GetStatus()
+TKDInterpolator::~TKDInterpolator()
 {
-	printf("Interpolator Status :\n");
-	printf("  Method : %s\n", fStatus&1 ? "INT" : "COG");
-	printf("  Store  : %s\n", fStatus&2 ? "YES" : "NO");
-	printf("  Weights: %s\n", fStatus&4 ? "YES" : "NO");
-
-	printf("nnodes %d\n", fNTNodes);        //Number of evaluation data points
-	printf("nodes 0x%x\n", fTNodes);    //[fNTNodes]
-	for(int i=0; i<fNTNodes; i++){
-		printf("\t%d ", i);
-		for(int idim=0; idim<fNDim; idim++) printf("%f ", fTNodes[i].fRefPoint[idim]);
-		printf("[%f] %s\n", fTNodes[i].fRefValue, fTNodes[i].fPDFstatus ? "true" : "false");
-		for(int ip=0; ip<3; ip++) printf("p%d[%f] ", ip, fTNodes[i].fPar(ip));
-		printf("\n");
-	}
 }
 
 //_________________________________________________________________
-Double_t TKDInterpolator::Eval(const Double_t *point, Double_t &result, Double_t &error)
+void TKDInterpolator::AddNode(const TKDNodeInfo &node)
 {
-// Evaluate PDF for "point". The result is returned in "result" and error in "error". The function returns the chi2 of the fit.
-//
-// Observations:
-//
-// 1. The default method used for interpolation is kCOG.
-// 2. The initial number of neighbors used for the estimation is set to Int(alpha*fLambda) (alpha = 1.5)
-			
-	Float_t pointF[50]; // local Float_t conversion for "point"
-	for(int idim=0; idim<fNDim; idim++) pointF[idim] = (Float_t)point[idim];
-	Int_t node = FindNode(pointF) - fNnodes;
-	if((fStatus&1) && fTNodes[node].fPDFstatus) return CookPDF(point, node, result, error); // maybe move to TKDNodeInfo
-
-	// Allocate memory
-	if(!fBuffer) fBuffer = new Double_t[2*fLambda];
-	if(!fKDhelper){ 
-		fRefPoints = new Float_t*[fNDim];
-		for(int id=0; id<fNDim; id++){ 
-			fRefPoints[id] = new Float_t[fNTNodes];
-			for(int in=0; in<fNTNodes; in++) fRefPoints[id][in] = fTNodes[in].fRefPoint[id];
-		}
-		fKDhelper = new TKDTreeIF(fNTNodes, fNDim, 30, fRefPoints);
-	}
-	if(!fFitter) SetIntInterpolation(kFALSE);
-	
-	// generate parabolic for nD
-	//Float_t alpha = Float_t(2*lambda + 1) / fNTNodes; // the bandwidth or smoothing parameter
-	//Int_t npoints = Int_t(alpha * fNTNodes);
-	//printf("Params : %d NPoints %d\n", lambda, npoints);
-	// prepare workers
-
-	Int_t *index,  // indexes of NN 
-	      ipar,    // local looping variable
-				npoints = Int_t(1.5*fLambda); // number of data points used for interpolation
-	Float_t *dist, // distances of NN
-					d,     // NN normalized distance
-					w0,    // work
-					w;     // tri-cubic weight function
-	Double_t sig   // bucket error 
-	        = TMath::Sqrt(1./fBucketSize);
-	do{
-		// find nearest neighbors
-		for(int idim=0; idim<fNDim; idim++) pointF[idim] = (Float_t)point[idim];
-		if(!fKDhelper->FindNearestNeighbors(pointF, npoints+1, index, dist)){
-			Error("Eval()", Form("Failed retriving %d neighbours for point:", npoints));
-			for(int idim=0; idim<fNDim; idim++) printf("%f ", point[idim]);
-			printf("\n");
-			return -1;
-		}
-		// add points to fitter
-		fFitter->ClearPoints();
-		for(int in=0; in<npoints; in++){
-			if(fStatus&1){ // INT
-				//for(int idim=0; idim<fNDim; idim++) pointF[idim] = fRefPoints[idim][index[in]];
-				Float_t *bounds = GetBoundary(FindNode(fTNodes[index[in]].fRefPoint/*pointF*/));
-				
-				ipar = 0;
-				for(int idim=0; idim<fNDim; idim++){
-					fBuffer[ipar++] = .5*(bounds[2*idim] + bounds[2*idim+1]);
-					fBuffer[ipar++] = (bounds[2*idim]*bounds[2*idim] + bounds[2*idim] * bounds[2*idim+1] + bounds[2*idim+1] * bounds[2*idim+1])/3.;
-					for(int jdim=idim+1; jdim<fNDim; jdim++) fBuffer[ipar++] = (bounds[2*idim] + bounds[2*idim+1]) * (bounds[2*jdim] + bounds[2*jdim+1]) * .25;
-				}
-			} else { // COG
-				for(int idim=0; idim<fNDim; idim++) fBuffer[idim] = fTNodes[index[in]].fRefPoint[idim];
-			}
-
-			// calculate tri-cubic weighting function
-			if(fStatus&4){
-				d = dist[in]/ dist[npoints];
-				w0 = (1. - d*d*d); w = w0*w0*w0;
-			} else w = 1.;
-			 
-			//for(int idim=0; idim<fNDim; idim++) printf("%f ", fBuffer[idim]);
-			//printf("\nd[%f] w[%f] sig[%f]\n", d, w, sig);
-			fFitter->AddPoint(fBuffer, fTNodes[index[in]].fRefValue, fTNodes[index[in]].fRefValue*sig/w);
-		}
-		npoints += 4;
-	} while(fFitter->Eval());
-
-	// retrive fitter results
-	TMatrixD cov(fLambda, fLambda);
-	TVectorD par(fLambda);
-	fFitter->GetCovarianceMatrix(cov);
-	fFitter->GetParameters(par);
-	Double_t chi2 = fFitter->GetChisquare()/(npoints - 4 - fLambda);
-
-	// store results
-	if(fStatus&2 && fStatus&1){
-		fTNodes[node].fPar = par;
-		fTNodes[node].fCov = cov;
-		fTNodes[node].fPDFstatus = kTRUE;
-	}
-		
-	// Build df/dpi|x values
-	Double_t *fdfdp = &fBuffer[fLambda];
-	ipar = 0;
-	fdfdp[ipar++] = 1.;
-	for(int idim=0; idim<fNDim; idim++){
-		fdfdp[ipar++] = point[idim];
-		for(int jdim=idim; jdim<fNDim; jdim++) fdfdp[ipar++] = point[idim]*point[jdim];
+	if(!fTNodes){
+		printf("W - TKDInterpolator::SetNode() : Node array not defined.\n");
+		return;
 	}
 
-	// calculate estimation
-	result =0.; error = 0.;
-	for(int i=0; i<fLambda; i++){
-		result += fdfdp[i]*par(i);
-		for(int j=0; j<fLambda; j++) error += fdfdp[i]*fdfdp[j]*cov(i,j);
-	}	
-	error = TMath::Sqrt(error);
-
-	return chi2;
+	new((*fTNodes)[fNTNodes++]) TKDNodeInfo(node);
 }
 
-// //_________________________________________________________________
-// Double_t TKDInterpolator::Eval1(const Double_t *point, Int_t npoints, Double_t &result, Double_t &error)
-// {
-// // Evaluate PDF at k-dimensional position "point". The initial number of
-// // neighbour estimation points is set to "npoints". The default method
-// // used for interpolation is kCOG.
-// 
-// 	// calculate number of parameters in the parabolic expresion
-// 	Int_t lambda = 1 + fNDim + fNDim*(fNDim+1)/2;
-// 
-// 	if(!fBuffer) fBuffer = new Double_t[lambda-1];
-// 	if(!fKDhelper) fKDhelper = new TKDTreeIF(GetNTerminalNodes(), fNDim, npoints, fRefPoints);
-// 
-// 	if(!fFitter) fFitter = new TLinearFitter(lambda, Form("hyp%d", fNDim+1));
-// 	else fFitter->SetFormula(Form("hyp%d", fNDim+1));
-// 
-// 
-// 	Float_t pointF[50];
-// 	for(int idim=0; idim<fNDim; idim++) pointF[idim] = point[idim];
-// 	Int_t istart = 0;
-// 	Int_t *index, ipar;
-// 	Float_t *bounds, *dist, *w = new Float_t[fNDim];
-// 	Double_t uncertainty = TMath::Sqrt(1./fBucketSize);
-// 	fFitter->ClearPoints();
-// 	do{
-// 		if(!fKDhelper->FindNearestNeighbors(pointF, npoints+1, index, dist)){
-// 			Error("Eval()", Form("Failed retriving %d neighbours for point:", npoints));
-// 			for(int idim=0; idim<fNDim; idim++) printf("%f ", point[idim]);
-// 			printf("\n");
-// 			return -1;
-// 		}
-// 		for(int in=istart; in<npoints; in++){
-// 			for(int idim=0; idim<fNDim; idim++) w[idim] = fRefPoints[idim][index[in]];
-// 			bounds = GetBoundary(FindNode(w));
-// 
-// 			ipar = 0;
-// 			for(int idim=0; idim<fNDim; idim++){
-// 				fBuffer[ipar++] = .5*(bounds[2*idim] + bounds[2*idim+1]);
-// 				fBuffer[ipar++] = (bounds[2*idim]*bounds[2*idim] + bounds[2*idim] * bounds[2*idim+1] + bounds[2*idim+1] * bounds[2*idim+1])/3.;
-// 				for(int jdim=idim+1; jdim<fNDim; jdim++) fBuffer[ipar++] = (bounds[2*idim] + bounds[2*idim+1]) * (bounds[2*jdim] + bounds[2*jdim+1]) * .25;
-// 			}
-// 
-// 			fFitter->AddPoint(fBuffer, fRefValues[index[in]], fRefValues[index[in]]*uncertainty);
-// 		}
-// 		istart = npoints;
-// 		npoints += 4;
-// 	} while(fFitter->Eval());
-// 	delete [] w;
-// 
-// 	// calculate evaluation
-// //	fFitter->PrintResults(3);
-// 	TMatrixD cov(lambda, lambda);
-// 	TVectorD par(lambda);
-// 	fFitter->GetCovarianceMatrix(cov);
-// 	fFitter->GetParameters(par);
-// 
-// 	// Build temporary array to keep values df/dpi|x
-// 	Double_t f[100];
-// 	ipar = 0;
-// 	f[ipar++] = 1.;
-// 	for(int idim=0; idim<fNDim; idim++){
-// 		f[ipar++] = point[idim];
-// 		for(int jdim=idim; jdim<fNDim; jdim++) f[ipar++] = point[idim]*point[jdim];
-// 	}
-// 	result =0.; error = 0.;
-// 	for(int i=0; i<lambda; i++){
-// 		result += f[i]*par[i];
-// 		for(int j=0; j<lambda; j++) error += f[i]*f[j]*cov(i,j);
-// 	}
-// 	error = TMath::Sqrt(error);
-// 	Double_t chi2 = fFitter->GetChisquare()/(npoints - 4 - lambda);
-// 
-//  	for(int ipar=0; ipar<lambda; ipar++) printf("%d %8.6e %8.6e\n", ipar, par[ipar], TMath::Sqrt(cov(ipar, ipar)));
-//  	printf("result %6.3f +- %6.3f [%f]\n", result, error, chi2);
-// 	return chi2;
-// }
-
-
 //_________________________________________________________________
-void TKDInterpolator::DrawNodes(UInt_t ax1, UInt_t ax2, Int_t depth)
+void TKDInterpolator::Build(Int_t npoints, Int_t ndim)
 {
-// Draw nodes structure projected on plane "ax1:ax2". The parameter
-// "depth" specifies the bucket size per node. If depth == -1 draw only
-// terminal nodes and evaluation points (default -1 i.e. bucket size per node equal bucket size specified by the user)
-//
-// Observation:
-// This function creates the nodes (TBox) array for the specified depth
-// but don't delete it. Abusing this function may cause memory leaks !
-
-
-	if(!fBoundaries) MakeBoundaries();
-
-	// Count nodes in specific view
-	Int_t nnodes = 0;
-	for(int inode = 0; inode <= 2*fNnodes; inode++){
-		if(depth == -1){
-			if(!IsTerminal(inode)) continue;
-		} else if((inode+1) >> depth != 1) continue;
-		nnodes++;
-	}
-
-	//printf("depth %d nodes %d\n", depth, nnodes);
-	
-	TH2 *h2 = 0x0;
-	if(!(h2 = (TH2S*)gROOT->FindObject("hNodes"))) h2 = new TH2S("hNodes", "", 100, fRange[2*ax1], fRange[2*ax1+1], 100, fRange[2*ax2], fRange[2*ax2+1]);
-	h2->GetXaxis()->SetTitle(Form("x_{%d}", ax1));
-	h2->GetYaxis()->SetTitle(Form("x_{%d}", ax2));
-	h2->Draw();
-	
-	const Float_t border = 0.;//1.E-4;
-	TBox *node_array = new TBox[nnodes], *node;
-	Float_t *bounds = 0x0;
-	nnodes = 0;
-	for(int inode = 0; inode <= 2*fNnodes; inode++){
-		if(depth == -1){
-			if(!IsTerminal(inode)) continue;
-		} else if((inode+1) >> depth != 1) continue;
-
-		node = &node_array[nnodes++];
-		//node = new TBox(bounds[2*ax1]+border, bounds[2*ax2]+border, bounds[2*ax1+1]-border, bounds[2*ax2+1]-border);
-		node->SetFillStyle(3002);	
-		node->SetFillColor(50+Int_t(gRandom->Uniform()*50.));
-		bounds = GetBoundary(inode);
-		node->DrawBox(bounds[2*ax1]+border, bounds[2*ax2]+border, bounds[2*ax1+1]-border, bounds[2*ax2+1]-border);
-	}
-	if(depth != -1) return;
-
-	// Draw reference points
-	TGraph *ref = new TGraph(GetNTerminalNodes());
-	ref->SetMarkerStyle(3);
-	ref->SetMarkerSize(.7);
-	ref->SetMarkerColor(2);
-	for(int inode = 0; inode < GetNTerminalNodes(); inode++) ref->SetPoint(inode, fTNodes[inode].fRefPoint[ax1], fTNodes[inode].fRefPoint[ax2]);
-	ref->Draw("p");
-	return;
+	fNSize = ndim;
+	TKDInterpolatorBase::Build(npoints);
 }
 
 //_________________________________________________________________
-void TKDInterpolator::DrawNode(Int_t tnode, UInt_t ax1, UInt_t ax2)
-{
-// Draw node "node" and the data points within.
-//
-// Observation:
-// This function creates some graphical objects
-// but don't delete it. Abusing this function may cause memory leaks !
-
-	if(tnode < 0 || tnode >= GetNTerminalNodes()){
-		Warning("DrawNode()", Form("Terminal node %d outside defined range.", tnode));
-		return;
-	}
-
-	Int_t inode = tnode;
-	tnode += fNnodes;
-	// select zone of interest in the indexes array
-	Int_t *index = GetPointsIndexes(tnode);
-	Int_t nPoints = (tnode == 2*fNnodes) ? fNpoints%fBucketSize : fBucketSize;
-
-	// draw data points
-	TGraph *g = new TGraph(nPoints);
-	g->SetMarkerStyle(7);
-	for(int ip = 0; ip<nPoints; ip++) g->SetPoint(ip, fData[ax1][index[ip]], fData[ax2][index[ip]]);
-
-	// draw estimation point
-	TMarker *m=new TMarker(fTNodes[inode].fRefPoint[ax1], fTNodes[inode].fRefPoint[ax2], 20);
-	m->SetMarkerColor(2);
-	m->SetMarkerSize(1.7);
-	
-	// draw node contour
-	Float_t *bounds = GetBoundary(tnode);
-	TBox *n = new TBox(bounds[2*ax1], bounds[2*ax2], bounds[2*ax1+1], bounds[2*ax2+1]);
-	n->SetFillStyle(0);
-
-	if(gPad) gPad->Clear();	
-	g->Draw("ap");
-	m->Draw();
-	n->Draw();
-	
-	return;
-}
-
-
-//__________________________________________________________________
-void TKDInterpolator::SetIntInterpolation(const Bool_t on)
-{
-// Set interpolation bit to "on" and build/delete memory
-	
-	if(on) fStatus += fStatus&1 ? 0 : 1;
-	else fStatus += fStatus&1 ? -1 : 0;
-	TString formula;
-	if(on) formula = Form("hyp%d", fLambda-1);
-	else {
-		formula = "1";
-		for(int idim=0; idim<fNDim; idim++){
-			formula += Form("++x[%d]", idim);
-			for(int jdim=idim; jdim<fNDim; jdim++) formula += Form("++x[%d]*x[%d]", idim, jdim);
-		}
+Int_t TKDInterpolator::GetNodeIndex(const Float_t *p)
+{
+/*	printf("TKDInterpolator::GetNodeIndex() ...\n");
+	printf("Looking for p[");
+	for(int i=0; i<fNSize; i++) printf("%f ", p[i]);
+	printf("] ...\n");*/
+	TKDNodeInfo *node;
+	for(int inode=0; inode<fNTNodes; inode++){
+		node = (TKDNodeInfo*)(*fTNodes)[inode];
+		//node->Print();
+		if(node->Has(p)) return inode;
 	}
-	if(!fFitter) fFitter = new TLinearFitter(fLambda, formula.Data());
-	else fFitter->SetFormula(formula.Data());
+	return -1;
 }
 
 
 //_________________________________________________________________
-void TKDInterpolator::SetSetStore(const Bool_t on)
+Bool_t TKDInterpolator::SetNode(Int_t inode, const TKDNodeInfo &ref)
 {
-// Set store bit to "on" and build/delete memory
-	
-	if(on){
-		fStatus += fStatus&2 ? 0 : 2;
-/*		if(!fCov){
-			fPDFstatus = new Bool_t[fNTNodes];
-			fCov = new TMatrixD[fNTNodes];
-			fPar = new TVectorD[fNTNodes];
-			for(int i=0; i<fNTNodes; i++){
-				fPDFstatus[i] = kFALSE;
-				fCov[i].ResizeTo(fLambda, fLambda);
-				fPar[i].ResizeTo(fLambda);
-			}
-		}*/
-	} else {
-		fStatus += fStatus&2 ? -2 : 0;
-/*		if(fCov){
-			delete [] fPar;
-			delete [] fCov;
-			delete [] fPDFstatus;
-		}*/
+	if(!fTNodes){
+		printf("W - TKDInterpolator::SetNode() : Node array not defined.\n");
+		return kFALSE;
 	}
-}
-
-//_________________________________________________________________
-void TKDInterpolator::SetUseWeights(const Bool_t on)
-{
-	if(on) fStatus += fStatus&4 ? 0 : 4;
-	else fStatus += fStatus&4 ? -4 : 0;
-}
-
-
-//_________________________________________________________________
-Double_t TKDInterpolator::CookPDF(const Double_t *point, const Int_t node, Double_t &result, Double_t &error)
-{
-// Recalculate the PDF for one node from the results of interpolation (parameters and covariance matrix)
-
-	Info("CookPDF()", Form("Called for node %d", node));
-
-	if(!fBuffer) fBuffer = new Double_t[2*fLambda];
-	Double_t *fdfdp = &fBuffer[fLambda];
-	Int_t ipar = 0;
-	fdfdp[ipar++] = 1.;
-	for(int idim=0; idim<fNDim; idim++){
-		fdfdp[ipar++] = point[idim];
-		for(int jdim=idim; jdim<fNDim; jdim++) fdfdp[ipar++] = point[idim]*point[jdim];
+	if(inode >= fNTNodes){
+		printf("W - TKDInterpolator::SetNode() : Node array defined up to %d.\n", fNTNodes);
+		return kFALSE;
 	}
-
-	// calculate estimation
-	result =0.; error = 0.;
-	for(int i=0; i<fLambda; i++){
-		result += fdfdp[i]*fTNodes[node].fPar(i);
-		for(int j=0; j<fLambda; j++) error += fdfdp[i]*fdfdp[j]*fTNodes[node].fCov(i,j);
-	}	
-	error = TMath::Sqrt(error);
- 	printf("result[CookPDF] %6.3f +- %6.3f\n", result, error);
-
-	return 0.;
+	TKDNodeInfo *node = (TKDNodeInfo*)(*fTNodes)[inode];
+	(*node) = ref;
+	return kTRUE;
 }