1 /**************************************************************************
2 * Copyright(c) 1998-1999, ALICE Experiment at CERN, All rights reserved. *
4 * Author: The ALICE Off-line Project. *
5 * Contributors are mentioned in the code where appropriate. *
7 * Permission to use, copy, modify and distribute this software and its *
8 * documentation strictly for non-commercial purposes is hereby granted *
9 * without fee, provided that the above copyright notice appears in all *
10 * copies and that both the copyright notice and this permission notice *
11 * appear in the supporting documentation. The authors make no claims *
12 * about the suitability of this software for any purpose. It is *
13 * provided "as is" without express or implied warranty. *
14 **************************************************************************/
18 // Author: ruben.shahoyan@cern.ch 09/09/2006
20 ////////////////////////////////////////////////////////////////////////////////
22 // AliCheb3D produces the interpolation of the user 3D->NDimOut arbitrary //
23 // function supplied in "void (*fcn)(float* inp,float* out)" format //
24 // either in a separate macro file or as a function pointer. //
25 // Only coefficients needed to guarantee the requested precision are kept. //
27 // The user-callable methods are: //
28 // To create the interpolation use: //
29 // AliCheb3D(const char* funName, // name of the file with user function //
31 // AliCheb3D(void (*ptr)(float*,float*),// pointer on the user function //
32 // Int_t DimOut, // dimensionality of the function's output //
33 // Float_t *bmin, // lower 3D bounds of interpolation domain //
34 // Float_t *bmax, // upper 3D bounds of interpolation domain //
35 // Int_t *npoints, // number of points in each of 3 input //
36 // // dimension, defining the interpolation grid //
37 // Float_t prec=1E-6); // requested max.absolute difference between //
38 // // the interpolation and any point on grid //
40 // To test obtained parameterization use the method //
41 // TH1* TestRMS(int idim,int npoints = 1000,TH1* histo=0); //
42 // it will compare the user output of the user function and interpolation //
43 // for idim-th output dimension and fill the difference in the supplied //
44 // histogram. If no histogram is supplied, it will be created. //
46 // To save the interpolation data: //
47 // SaveData(const char* filename, Bool_t append ) //
48 // write text file with data. If append is kTRUE and the output file already //
49 // exists, data will be added in the end of the file. //
50 // Alternatively, SaveData(FILE* stream) will write the data to //
51 // already existing stream. //
53 // To read back already stored interpolation use either the constructor //
54 // AliCheb3D(const char* inpFile); //
55 // or the default constructor AliCheb3D() followed by //
56 // AliCheb3D::LoadData(const char* inpFile); //
58 // To compute the interpolation use Eval(float* par,float *res) method, with //
59 // par being 3D vector of arguments (inside the validity region) and res is //
60 // the array of DimOut elements for the output. //
62 // If only one component (say, idim-th) of the output is needed, use faster //
63 // Float_t Eval(Float_t *par,int idim) method. //
65 // void Print(option="") will print the name, the ranges of validity and //
66 // the absolute precision of the parameterization. Option "l" will also print //
67 // the information about the number of coefficients for each output //
70 // NOTE: during the evaluation no check is done for parameter vector being //
71 // outside the interpolation region. If there is such a risk, use //
72 // Bool_t IsInside(float *par) method. Chebyshev parameterization is not //
73 // good for extrapolation! //
75 // For the properties of Chebyshev parameterization see: //
76 // H.Wind, CERN EP Internal Report, 81-12/Rev. //
78 ////////////////////////////////////////////////////////////////////////////////
84 #include "AliCheb3D.h"
89 ClassImp(AliCheb3DCalc)
92 AliCheb3DCalc::AliCheb3DCalc():
106 // Default constructor
110 AliCheb3DCalc::AliCheb3DCalc(FILE* stream):
124 // Default constructor
130 AliCheb3DCalc::AliCheb3DCalc(const AliCheb3DCalc& src) :
132 fNCoefs(src.fNCoefs),
135 fNElemBound2D(src.fNElemBound2D),
145 if (src.fNColsAtRow) {
146 fNColsAtRow = new Int_t[fNRows];
147 for (int i=fNRows;i--;) fNColsAtRow[i] = src.fNColsAtRow[i];
149 if (src.fColAtRowBg) {
150 fColAtRowBg = new Int_t[fNRows];
151 for (int i=fNRows;i--;) fColAtRowBg[i] = src.fColAtRowBg[i];
153 if (src.fCoefBound2D0) {
154 fCoefBound2D0 = new Int_t[fNElemBound2D];
155 for (int i=fNElemBound2D;i--;) fCoefBound2D0[i] = src.fCoefBound2D0[i];
157 if (src.fCoefBound2D1) {
158 fCoefBound2D1 = new Int_t[fNElemBound2D];
159 for (int i=fNElemBound2D;i--;) fCoefBound2D1[i] = src.fCoefBound2D1[i];
162 fCoefs = new Float_t[fNCoefs];
163 for (int i=fNCoefs;i--;) fCoefs[i] = src.fCoefs[i];
165 if (src.fTmpCf1) fTmpCf1 = new Float_t[fNCols];
166 if (src.fTmpCf0) fTmpCf0 = new Float_t[fNRows];
169 AliCheb3DCalc& AliCheb3DCalc::operator=(const AliCheb3DCalc& rhs)
171 // Assignment operator
174 SetName(rhs.GetName());
175 SetTitle(rhs.GetTitle());
176 fNCoefs = rhs.fNCoefs;
179 if (rhs.fNColsAtRow) {
180 fNColsAtRow = new Int_t[fNRows];
181 for (int i=fNRows;i--;) fNColsAtRow[i] = rhs.fNColsAtRow[i];
183 if (rhs.fColAtRowBg) {
184 fColAtRowBg = new Int_t[fNRows];
185 for (int i=fNRows;i--;) fColAtRowBg[i] = rhs.fColAtRowBg[i];
187 if (rhs.fCoefBound2D0) {
188 fCoefBound2D0 = new Int_t[fNElemBound2D];
189 for (int i=fNElemBound2D;i--;) fCoefBound2D0[i] = rhs.fCoefBound2D0[i];
191 if (rhs.fCoefBound2D1) {
192 fCoefBound2D1 = new Int_t[fNElemBound2D];
193 for (int i=fNElemBound2D;i--;) fCoefBound2D1[i] = rhs.fCoefBound2D1[i];
196 fCoefs = new Float_t[fNCoefs];
197 for (int i=fNCoefs;i--;) fCoefs[i] = rhs.fCoefs[i];
199 if (rhs.fTmpCf1) fTmpCf1 = new Float_t[fNCols];
200 if (rhs.fTmpCf0) fTmpCf0 = new Float_t[fNRows];
205 //__________________________________________________________________________________________
206 void AliCheb3DCalc::Clear(Option_t*)
208 // delete all dynamycally allocated structures
209 if (fTmpCf1) { delete[] fTmpCf1; fTmpCf1 = 0;}
210 if (fTmpCf0) { delete[] fTmpCf0; fTmpCf0 = 0;}
211 if (fCoefs) { delete[] fCoefs; fCoefs = 0;}
212 if (fCoefBound2D0) { delete[] fCoefBound2D0; fCoefBound2D0 = 0; }
213 if (fCoefBound2D1) { delete[] fCoefBound2D1; fCoefBound2D1 = 0; }
214 if (fNColsAtRow) { delete[] fNColsAtRow; fNColsAtRow = 0; }
215 if (fColAtRowBg) { delete[] fColAtRowBg; fColAtRowBg = 0; }
219 //__________________________________________________________________________________________
220 void AliCheb3DCalc::Init0()
222 // reset everything to 0
223 fNCoefs = fNRows = fNCols = fNElemBound2D = 0;
225 fCoefBound2D0 = fCoefBound2D1 = 0;
226 fNColsAtRow = fColAtRowBg = 0;
227 fTmpCf0 = fTmpCf1 = 0;
230 //__________________________________________________________________________________________
231 void AliCheb3DCalc::Print(Option_t* ) const
233 printf("Chebyshev parameterization data %s for 3D->1 function.\n",GetName());
235 for (int i=fNElemBound2D;i--;) if (fCoefBound2D0[i]>nmax3d) nmax3d = fCoefBound2D0[i];
236 printf("%d coefficients in %dx%dx%d matrix\n",fNCoefs,fNRows,fNCols,nmax3d);
240 //__________________________________________________________________________________________
241 Float_t AliCheb3DCalc::Eval(Float_t *par) const
243 // evaluate Chebyshev parameterization for 3D function.
244 // VERY IMPORTANT: par must contain the function arguments ALREADY MAPPED to [-1:1] interval
250 for (int id0=fNRows;id0--;) {
251 int nCLoc = fNColsAtRow[id0]; // number of significant coefs on this row
252 int Col0 = fColAtRowBg[id0]; // beginning of local column in the 2D boundary matrix
253 for (int id1=nCLoc;id1--;) {
255 fTmpCf1[id1] = (ncfRC=fCoefBound2D0[id]) ? ChebEval1D(z,fCoefs + fCoefBound2D1[id], ncfRC) : 0.0;
257 fTmpCf0[id0] = nCLoc>0 ? ChebEval1D(y,fTmpCf1,nCLoc):0.0;
259 return ChebEval1D(x,fTmpCf0,fNRows);
263 //_______________________________________________
264 #ifdef _INC_CREATION_ALICHEB3D_
265 void AliCheb3DCalc::SaveData(const char* outfile,Bool_t append) const
267 // writes coefficients data to output text file, optionallt appending on the end of existing file
268 TString strf = outfile;
269 gSystem->ExpandPathName(strf);
270 FILE* stream = fopen(strf,append ? "a":"w");
277 //_______________________________________________
278 #ifdef _INC_CREATION_ALICHEB3D_
279 void AliCheb3DCalc::SaveData(FILE* stream) const
281 // writes coefficients data to existing output stream
282 // Note: fNCols, fNElemBound2D and fColAtRowBg is not stored, will be computed on fly during the loading of this file
283 fprintf(stream,"#\nSTART %s\n",GetName());
284 fprintf(stream,"# Number of rows\n%d\n",fNRows);
286 fprintf(stream,"# Number of columns per row\n");
287 for (int i=0;i<fNRows;i++) fprintf(stream,"%d\n",fNColsAtRow[i]);
289 fprintf(stream,"# Number of Coefs in each significant block of third dimension\n");
290 for (int i=0;i<fNElemBound2D;i++) fprintf(stream,"%d\n",fCoefBound2D0[i]);
292 fprintf(stream,"# Coefficients\n");
293 for (int i=0;i<fNCoefs;i++) fprintf(stream,"%+.8e\n",fCoefs[i]);
294 fprintf(stream,"END %s\n",GetName());
299 //_______________________________________________
300 void AliCheb3DCalc::LoadData(FILE* stream)
302 // Load coefs. from the stream
303 if (!stream) {Error("LoadData","No stream provided.\nStop"); exit(1);}
306 ReadLine(buffs,stream);
307 if (!buffs.BeginsWith("START")) {Error("LoadData","Expected: \"START <fit_name>\", found \"%s\"\nStop\n",buffs.Data());exit(1);}
308 if (buffs.First(' ')>0) SetName(buffs.Data()+buffs.First(' ')+1);
310 ReadLine(buffs,stream); // NRows
311 fNRows = buffs.Atoi();
312 if (fNRows<1) {Error("LoadData","Expected: '<number_of_rows>', found \"%s\"\nStop\n",buffs.Data());exit(1);}
318 for (int id0=0;id0<fNRows;id0++) {
319 ReadLine(buffs,stream); // n.cols at this row
320 fNColsAtRow[id0] = buffs.Atoi();
321 fColAtRowBg[id0] = fNElemBound2D; // begining of this row in 2D boundary surface
322 fNElemBound2D += fNColsAtRow[id0];
323 if (fNCols<fNColsAtRow[id0]) fNCols = fNColsAtRow[id0];
328 InitElemBound2D(fNElemBound2D);
330 for (int i=0;i<fNElemBound2D;i++) {
331 ReadLine(buffs,stream); // n.coeffs at 3-d dimension for the given column/row
332 fCoefBound2D0[i] = buffs.Atoi();
333 fCoefBound2D1[i] = fNCoefs;
334 fNCoefs += fCoefBound2D0[i];
337 if (fNCoefs<=0) {Error("LoadData","Negtive (%d) number of Chebychef coeffs. is obtained.\nStop\n",fNCoefs);exit(1);}
340 for (int i=0;i<fNCoefs;i++) {
341 ReadLine(buffs,stream);
342 fCoefs[i] = buffs.Atof();
344 // check end_of_data record
345 ReadLine(buffs,stream);
346 if (!buffs.BeginsWith("END") || !buffs.Contains(GetName())) {
347 Error("LoadData","Expected \"END %s\", found \"%s\".\nStop\n",GetName(),buffs.Data());
353 //_______________________________________________
354 void AliCheb3DCalc::ReadLine(TString& str,FILE* stream)
356 // read single line from the stream, skipping empty and commented lines. EOF is not expected
357 while (str.Gets(stream)) {
358 str = str.Strip(TString::kBoth,' ');
359 if (str.IsNull()||str.BeginsWith("#")) continue;
362 fprintf(stderr,"AliCheb3D::ReadLine: Failed to read from stream.\nStop");exit(1); // normally, should not reach here
365 //_______________________________________________
366 void AliCheb3DCalc::InitCols(int nc)
368 // Set max.number of significant columns in the coefs matrix
370 if (fTmpCf1) delete[] fTmpCf1;
371 fTmpCf1 = new Float_t [fNCols];
374 //_______________________________________________
375 void AliCheb3DCalc::InitRows(int nr)
377 // Set max.number of significant rows in the coefs matrix
378 if (fNColsAtRow) delete[] fNColsAtRow;
379 if (fColAtRowBg) delete[] fColAtRowBg;
380 if (fTmpCf0) delete[] fTmpCf0;
382 fNColsAtRow = new Int_t[fNRows];
383 fTmpCf0 = new Float_t [fNRows];
384 fColAtRowBg = new Int_t[fNRows];
385 for (int i=fNRows;i--;) fNColsAtRow[i] = fColAtRowBg[i] = 0;
388 //_______________________________________________
389 void AliCheb3DCalc::InitElemBound2D(int ne)
391 // Set max number of significant coefs for given row/column of coefs 3D matrix
392 if (fCoefBound2D0) delete[] fCoefBound2D0;
393 if (fCoefBound2D1) delete[] fCoefBound2D1;
395 fCoefBound2D0 = new Int_t[fNElemBound2D];
396 fCoefBound2D1 = new Int_t[fNElemBound2D];
397 for (int i=fNElemBound2D;i--;) fCoefBound2D0[i] = fCoefBound2D1[i] = 0;
400 //_______________________________________________
401 void AliCheb3DCalc::InitCoefs(int nc)
403 // Set total number of significant coefs
404 if (fCoefs) delete[] fCoefs;
406 fCoefs = new Float_t [fNCoefs];
407 for (int i=fNCoefs;i--;) fCoefs[i] = 0.0;
415 AliCheb3D::AliCheb3D():
426 // Default constructor
430 AliCheb3D::AliCheb3D(const char* inputFile):
441 // Default constructor
448 AliCheb3D::AliCheb3D(FILE* stream):
459 // Default constructor
464 AliCheb3D::AliCheb3D(const AliCheb3D& src) :
466 fDimOut(src.fDimOut),
469 fMaxCoefs(src.fMaxCoefs),
472 fUsrFunName(src.fUsrFunName),
476 // read coefs from text file
478 fBMin[i] = src.fBMin[i];
479 fBMax[i] = src.fBMax[i];
480 fBScale[i] = src.fBScale[i];
481 fBOffset[i] = src.fBOffset[i];
482 fNPoints[i] = src.fNPoints[i];
484 for (int i=0;i<fDimOut;i++) {
485 AliCheb3DCalc* cbc = src.GetChebCalc(i);
486 if (cbc) fChebCalc.AddAtAndExpand(new AliCheb3DCalc(*cbc),i);
490 AliCheb3D& AliCheb3D::operator=(const AliCheb3D& rhs)
492 // Assignment operator
495 fDimOut = rhs.fDimOut;
497 fMaxCoefs = rhs.fMaxCoefs;
498 fUsrFunName = rhs.fUsrFunName;
501 fBMin[i] = rhs.fBMin[i];
502 fBMax[i] = rhs.fBMax[i];
503 fBScale[i] = rhs.fBScale[i];
504 fBOffset[i] = rhs.fBOffset[i];
505 fNPoints[i] = rhs.fNPoints[i];
507 for (int i=0;i<fDimOut;i++) {
508 AliCheb3DCalc* cbc = rhs.GetChebCalc(i);
509 if (cbc) fChebCalc.AddAtAndExpand(new AliCheb3DCalc(*cbc),i);
517 //__________________________________________________________________________________________
518 #ifdef _INC_CREATION_ALICHEB3D_
519 AliCheb3D::AliCheb3D(const char* funName, int DimOut, Float_t *bmin,Float_t *bmax, Int_t *npoints, Float_t prec) : TNamed(funName,funName)
521 // Construct the parameterization for the function
522 // funName : name of the file containing the function: void funName(Float_t * inp,Float_t * out)
523 // DimOut : dimension of the vector computed by the user function
524 // bmin : array of 3 elements with the lower boundaries of the region where the function is defined
525 // bmax : array of 3 elements with the upper boundaries of the region where the function is defined
526 // npoints : array of 3 elements with the number of points to compute in each of 3 dimension
527 // prec : max allowed absolute difference between the user function and computed parameterization on the requested grid
530 fPrec = TMath::Max(1.E-12f,prec);
531 if (DimOut<1) {Error("AliCheb3D","Requested output dimension is %d\nStop\n",fDimOut); exit(1);}
533 PrepareBoundaries(bmin,bmax);
535 SetUsrFunction(funName);
541 //__________________________________________________________________________________________
542 #ifdef _INC_CREATION_ALICHEB3D_
543 AliCheb3D::AliCheb3D(void (*ptr)(float*,float*), int DimOut, Float_t *bmin,Float_t *bmax, Int_t *npoints, Float_t prec) : TNamed("AliCheb3D","AliCheb3D")
545 // Construct the parameterization for the function
546 // ptr : pointer on the function: void fun(Float_t * inp,Float_t * out)
547 // DimOut : dimension of the vector computed by the user function
548 // bmin : array of 3 elements with the lower boundaries of the region where the function is defined
549 // bmax : array of 3 elements with the upper boundaries of the region where the function is defined
550 // npoints : array of 3 elements with the number of points to compute in each of 3 dimension
551 // prec : max allowed absolute difference between the user function and computed parameterization on the requested grid
554 fPrec = TMath::Max(1.E-12f,prec);
555 if (DimOut<1) {Error("AliCheb3D","Requested output dimension is %d\nStop\n",fDimOut); exit(1);}
557 PrepareBoundaries(bmin,bmax);
566 //__________________________________________________________________________________________
567 void AliCheb3D::Clear(Option_t*)
569 if (fResTmp) { delete[] fResTmp; fResTmp = 0; }
570 if (fGrid) { delete[] fGrid; fGrid = 0; }
571 if (fUsrMacro) { delete fUsrMacro; fUsrMacro = 0;}
576 //__________________________________________________________________________________________
577 void AliCheb3D::Print(Option_t* opt) const
579 printf("%s: Chebyshev parameterization for 3D->%dD function. Precision: %e\n",GetName(),fDimOut,fPrec);
580 printf("Region of validity: [%+.5e:%+.5e] [%+.5e:%+.5e] [%+.5e:%+.5e]\n",fBMin[0],fBMax[0],fBMin[1],fBMax[1],fBMin[2],fBMax[2]);
581 TString opts = opt; opts.ToLower();
582 if (opts.Contains("l")) for (int i=0;i<fDimOut;i++) {printf("Output dimension %d:\n",i+1); GetChebCalc(i)->Print();}
586 //__________________________________________________________________________________________
587 void AliCheb3D::Init0()
589 for (int i=3;i--;) fBMin[i] = fBMax[i] = fBScale[i] = fBOffset[i] = 0;
595 #ifdef _INC_CREATION_ALICHEB3D_
596 gUsrFunAliCheb3D = 0;
600 //__________________________________________________________________________________________
601 void AliCheb3D::PrepareBoundaries(Float_t *bmin,Float_t *bmax)
603 // Set and check boundaries defined by user, prepare coefficients for their conversion to [-1:1] interval
608 fBScale[i] = bmax[i]-bmin[i];
610 Error("PrepareBoundaries","Boundaries for %d-th dimension are not increasing: %+.4e %+.4e\nStop\n",i,fBMin[i],fBMax[i]);
613 fBOffset[i] = bmin[i] + fBScale[i]/2.0;
614 fBScale[i] = 2./fBScale[i];
619 //__________________________________________________________________________________________
620 #ifdef _INC_CREATION_ALICHEB3D_
621 void AliCheb3D::SetUsrFunction(const char* name)
623 // load user macro with function definition and compile it
624 gUsrFunAliCheb3D = 0;
626 gSystem->ExpandPathName(fUsrFunName);
627 if (fUsrMacro) delete fUsrMacro;
628 TString tmpst = fUsrFunName;
629 tmpst += "+"; // prepare filename to compile
630 if (gROOT->LoadMacro(tmpst.Data())) {Error("SetUsrFunction","Failed to load user function from %s\nStop\n",name); exit(1);}
631 fUsrMacro = new TMethodCall();
632 tmpst = tmpst.Data() + tmpst.Last('/')+1; //Strip away any path preceding the macro file name
633 int dot = tmpst.Last('.');
634 if (dot>0) tmpst.Resize(dot);
635 fUsrMacro->InitWithPrototype(tmpst.Data(),"Float_t *,Float_t *");
637 args[0] = (long)fArgsTmp;
638 args[1] = (long)fResTmp;
639 fUsrMacro->SetParamPtrs(args);
644 //__________________________________________________________________________________________
645 #ifdef _INC_CREATION_ALICHEB3D_
646 void AliCheb3D::SetUsrFunction(void (*ptr)(float*,float*))
648 if (fUsrMacro) delete fUsrMacro;
651 gUsrFunAliCheb3D = ptr;
655 //__________________________________________________________________________________________
656 #ifdef _INC_CREATION_ALICHEB3D_
657 void AliCheb3D::EvalUsrFunction(Float_t *x, Float_t *res) {
658 for (int i=3;i--;) fArgsTmp[i] = x[i];
659 if (gUsrFunAliCheb3D) gUsrFunAliCheb3D(fArgsTmp,fResTmp);
660 else fUsrMacro->Execute();
661 for (int i=fDimOut;i--;) res[i] = fResTmp[i];
665 //__________________________________________________________________________________________
666 #ifdef _INC_CREATION_ALICHEB3D_
667 Int_t AliCheb3D::CalcChebCoefs(Float_t *funval,int np, Float_t *outCoefs, Float_t prec)
669 // Calculate Chebyshev coeffs using precomputed function values at np roots.
670 // If prec>0, estimate the highest coeff number providing the needed precision
672 double sm; // do summations in double to minimize the roundoff error
673 for (int ic=0;ic<np;ic++) { // compute coeffs
675 for (int ir=0;ir<np;ir++) {
676 float rt = TMath::Cos( ic*(ir+0.5)*TMath::Pi()/np);
679 outCoefs[ic] = Float_t( sm * ((ic==0) ? 1./np : 2./np) );
682 if (prec<=0) return np;
686 for (cfMax=np;cfMax--;) {
687 sm += TMath::Abs(outCoefs[cfMax]);
690 if (++cfMax==0) cfMax=1;
696 //__________________________________________________________________________________________
697 #ifdef _INC_CREATION_ALICHEB3D_
698 void AliCheb3D::DefineGrid(Int_t* npoints)
700 // prepare the grid of Chebyshev roots in each dimension
701 const int kMinPoints = 1;
704 for (int id=3;id--;) {
705 fNPoints[id] = npoints[id];
706 if (fNPoints[id]<kMinPoints) {
707 Error("DefineGrid","at %d-th dimension %d point is requested, at least %d is needed\nStop\n",fNPoints[id],kMinPoints);
710 ntot += fNPoints[id];
711 fMaxCoefs *= fNPoints[id];
713 fGrid = new Float_t [ntot];
716 for (int id=3;id--;) {
717 int np = fNPoints[id];
718 fGridOffs[id] = curp;
719 for (int ip=0;ip<np;ip++) {
720 Float_t x = TMath::Cos( TMath::Pi()*(ip+0.5)/np );
721 fGrid[curp++] = MapToExternal(x,id);
728 //__________________________________________________________________________________________
729 #ifdef _INC_CREATION_ALICHEB3D_
730 Int_t AliCheb3D::ChebFit()
732 // prepare parameterization for all output dimensions
734 for (int i=fDimOut;i--;) ir+=ChebFit(i);
739 //__________________________________________________________________________________________
740 #ifdef _INC_CREATION_ALICHEB3D_
741 Int_t AliCheb3D::ChebFit(int dmOut)
743 // prepare paramaterization of 3D function for dmOut-th dimension
745 for (int i=0;i<3;i++) if (maxDim<fNPoints[i]) maxDim = fNPoints[i];
746 Float_t *fvals = new Float_t [ fNPoints[0] ];
747 Float_t *tmpCoef3D = new Float_t [ fNPoints[0]*fNPoints[1]*fNPoints[2] ];
748 Float_t *tmpCoef2D = new Float_t [ fNPoints[0]*fNPoints[1] ];
749 Float_t *tmpCoef1D = new Float_t [ maxDim ];
751 Float_t RTiny = fPrec/Float_t(maxDim); // neglect coefficient below this threshold
753 // 1D Cheb.fit for 0-th dimension at current steps of remaining dimensions
756 AliCheb3DCalc* cheb = GetChebCalc(dmOut);
758 for (int id2=fNPoints[2];id2--;) {
759 fArgsTmp[2] = fGrid[ fGridOffs[2]+id2 ];
761 for (int id1=fNPoints[1];id1--;) {
762 fArgsTmp[1] = fGrid[ fGridOffs[1]+id1 ];
764 for (int id0=fNPoints[0];id0--;) {
765 fArgsTmp[0] = fGrid[ fGridOffs[0]+id0 ];
766 EvalUsrFunction(); // compute function values at Chebyshev roots of 0-th dimension
767 fvals[id0] = fResTmp[dmOut];
769 int nc = CalcChebCoefs(fvals,fNPoints[0], tmpCoef1D, fPrec);
770 for (int id0=fNPoints[0];id0--;) tmpCoef2D[id1 + id0*fNPoints[1]] = tmpCoef1D[id0];
771 if (ncmax<nc) ncmax = nc; // max coefs to be kept in dim0 to guarantee needed precision
774 // once each 1d slice of given 2d slice is parametrized, parametrize the Cheb.coeffs
775 for (int id0=fNPoints[0];id0--;) {
776 CalcChebCoefs( tmpCoef2D+id0*fNPoints[1], fNPoints[1], tmpCoef1D, -1);
777 for (int id1=fNPoints[1];id1--;) tmpCoef3D[id2 + fNPoints[2]*(id1+id0*fNPoints[1])] = tmpCoef1D[id1];
781 // now fit the last dimensions Cheb.coefs
782 for (int id0=fNPoints[0];id0--;) {
783 for (int id1=fNPoints[1];id1--;) {
784 CalcChebCoefs( tmpCoef3D+ fNPoints[2]*(id1+id0*fNPoints[1]), fNPoints[2], tmpCoef1D, -1);
785 for (int id2=fNPoints[2];id2--;) tmpCoef3D[id2+ fNPoints[2]*(id1+id0*fNPoints[1])] = tmpCoef1D[id2]; // store on place
789 // now find 2D surface which separates significant coefficients of 3D matrix from nonsignificant ones (up to fPrec)
790 int *tmpCoefSurf = new Int_t[ fNPoints[0]*fNPoints[1] ];
791 for (int id0=fNPoints[0];id0--;) for (int id1=fNPoints[1];id1--;) tmpCoefSurf[id1+id0*fNPoints[1]]=0;
793 for (int id0=fNPoints[0];id0--;) {
794 for (int id1=fNPoints[1];id1--;) {
795 for (int id2=fNPoints[2];id2--;) {
796 int id = id2 + fNPoints[2]*(id1+id0*fNPoints[1]);
797 Float_t cfa = TMath::Abs(tmpCoef3D[id]);
798 if (cfa < RTiny) {tmpCoef3D[id] = 0; continue;} // neglect coeefs below the threshold
801 if (resid<fPrec) continue; // this coeff is negligible
802 // otherwise go back 1 step
804 tmpCoefSurf[id1+id0*fNPoints[1]] = id2+1; // how many coefs to keep
810 printf("\n\nCoeffs\n");
812 for (int id0=0;id0<fNPoints[0];id0++) {
813 for (int id1=0;id1<fNPoints[1];id1++) {
814 for (int id2=0;id2<fNPoints[2];id2++) {
815 printf("%2d%2d%2d %+.4e |",id0,id1,id2,tmpCoef3D[cnt++]);
822 // see if there are rows to reject, find max.significant column at each row
823 int NRows = fNPoints[0];
824 int *tmpCols = new int[NRows];
825 for (int id0=fNPoints[0];id0--;) {
826 int id1 = fNPoints[1];
827 while (id1>0 && tmpCoefSurf[(id1-1)+id0*fNPoints[1]]==0) id1--;
830 // find max significant row
831 for (int id0=NRows;id0--;) {if (tmpCols[id0]>0) break; NRows--;}
832 // find max significant column and fill the permanent storage for the max sigificant column of each row
833 cheb->InitRows(NRows); // create needed arrays;
834 int *NColsAtRow = cheb->GetNColsAtRow();
835 int *ColAtRowBg = cheb->GetColAtRowBg();
837 int NElemBound2D = 0;
838 for (int id0=0;id0<NRows;id0++) {
839 NColsAtRow[id0] = tmpCols[id0]; // number of columns to store for this row
840 ColAtRowBg[id0] = NElemBound2D; // begining of this row in 2D boundary surface
841 NElemBound2D += tmpCols[id0];
842 if (NCols<NColsAtRow[id0]) NCols = NColsAtRow[id0];
844 cheb->InitCols(NCols);
847 // create the 2D matrix defining the boundary of significance for 3D coeffs.matrix
848 // and count the number of siginifacnt coefficients
850 cheb->InitElemBound2D(NElemBound2D);
851 int *CoefBound2D0 = cheb->GetCoefBound2D0();
852 int *CoefBound2D1 = cheb->GetCoefBound2D1();
853 fMaxCoefs = 0; // redefine number of coeffs
854 for (int id0=0;id0<NRows;id0++) {
855 int nCLoc = NColsAtRow[id0];
856 int Col0 = ColAtRowBg[id0];
857 for (int id1=0;id1<nCLoc;id1++) {
858 CoefBound2D0[Col0 + id1] = tmpCoefSurf[id1+id0*fNPoints[1]]; // number of coefs to store for 3-d dimension
859 CoefBound2D1[Col0 + id1] = fMaxCoefs;
860 fMaxCoefs += CoefBound2D0[Col0 + id1];
864 // create final compressed 3D matrix for significant coeffs
865 cheb->InitCoefs(fMaxCoefs);
866 Float_t *Coefs = cheb->GetCoefs();
868 for (int id0=0;id0<NRows;id0++) {
869 int ncLoc = NColsAtRow[id0];
870 int Col0 = ColAtRowBg[id0];
871 for (int id1=0;id1<ncLoc;id1++) {
872 int ncf2 = CoefBound2D0[Col0 + id1];
873 for (int id2=0;id2<ncf2;id2++) {
874 Coefs[count++] = tmpCoef3D[id2 + fNPoints[2]*(id1+id0*fNPoints[1])];
879 printf("\n\nNewSurf\n");
880 for (int id0=0;id0<fNPoints[0];id0++) {
881 for (int id1=0;id1<fNPoints[1];id1++) {
882 printf("(%2d %2d) %2d |",id0,id1,tmpCoefSurf[id1+id0*fNPoints[1]]);
888 delete[] tmpCoefSurf;
898 //_______________________________________________
899 #ifdef _INC_CREATION_ALICHEB3D_
900 void AliCheb3D::SaveData(const char* outfile,Bool_t append) const
902 // writes coefficients data to output text file, optionallt appending on the end of existing file
903 TString strf = outfile;
904 gSystem->ExpandPathName(strf);
905 FILE* stream = fopen(strf,append ? "a":"w");
912 //_______________________________________________
913 #ifdef _INC_CREATION_ALICHEB3D_
914 void AliCheb3D::SaveData(FILE* stream) const
916 // writes coefficients data to existing output stream
918 fprintf(stream,"\n# These are automatically generated data for the Chebyshev interpolation of 3D->%dD function\n",fDimOut);
919 fprintf(stream,"#\nSTART %s\n",GetName());
920 fprintf(stream,"# Dimensionality of the output\n%d\n",fDimOut);
921 fprintf(stream,"# Interpolation abs. precision\n%+.8e\n",fPrec);
923 fprintf(stream,"# Lower boundaries of interpolation region\n");
924 for (int i=0;i<3;i++) fprintf(stream,"%+.8e\n",fBMin[i]);
925 fprintf(stream,"# Upper boundaries of interpolation region\n");
926 for (int i=0;i<3;i++) fprintf(stream,"%+.8e\n",fBMax[i]);
927 fprintf(stream,"# Parameterization for each output dimension follows:\n",GetName());
929 for (int i=0;i<fDimOut;i++) GetChebCalc(i)->SaveData(stream);
930 fprintf(stream,"#\nEND %s\n#\n",GetName());
935 //_______________________________________________
936 void AliCheb3D::LoadData(const char* inpFile)
938 TString strf = inpFile;
939 gSystem->ExpandPathName(strf);
940 FILE* stream = fopen(strf.Data(),"r");
946 //_______________________________________________
947 void AliCheb3D::LoadData(FILE* stream)
949 if (!stream) {Error("LoadData","No stream provided.\nStop"); exit(1);}
952 AliCheb3DCalc::ReadLine(buffs,stream);
953 if (!buffs.BeginsWith("START")) {Error("LoadData","Expected: \"START <fit_name>\", found \"%s\"\nStop\n",buffs.Data());exit(1);}
954 SetName(buffs.Data()+buffs.First(' ')+1);
956 AliCheb3DCalc::ReadLine(buffs,stream); // N output dimensions
957 fDimOut = buffs.Atoi();
958 if (fDimOut<1) {Error("LoadData","Expected: '<number_of_output_dimensions>', found \"%s\"\nStop\n",buffs.Data());exit(1);}
962 AliCheb3DCalc::ReadLine(buffs,stream); // Interpolation abs. precision
963 fPrec = buffs.Atof();
964 if (fPrec<=0) {Error("LoadData","Expected: '<abs.precision>', found \"%s\"\nStop\n",buffs.Data());exit(1);}
966 for (int i=0;i<3;i++) { // Lower boundaries of interpolation region
967 AliCheb3DCalc::ReadLine(buffs,stream);
968 fBMin[i] = buffs.Atof();
970 for (int i=0;i<3;i++) { // Upper boundaries of interpolation region
971 AliCheb3DCalc::ReadLine(buffs,stream);
972 fBMax[i] = buffs.Atof();
974 PrepareBoundaries(fBMin,fBMax);
976 // data for each output dimension
977 for (int i=0;i<fDimOut;i++) GetChebCalc(i)->LoadData(stream);
979 // check end_of_data record
980 AliCheb3DCalc::ReadLine(buffs,stream);
981 if (!buffs.BeginsWith("END") || !buffs.Contains(GetName())) {
982 Error("LoadData","Expected \"END %s\", found \"%s\".\nStop\n",GetName(),buffs.Data());
988 //_______________________________________________
989 void AliCheb3D::SetDimOut(int d)
992 if (fResTmp) delete fResTmp;
993 fResTmp = new Float_t[fDimOut]; // RRR
995 for (int i=0;i<d;i++) fChebCalc.AddAtAndExpand(new AliCheb3DCalc(),i);
998 //_______________________________________________
999 void AliCheb3D::ShiftBound(int id,float dif)
1001 if (id<0||id>2) {printf("Maximum 3 dimensions are supported\n"); return;}
1004 fBOffset[id] += dif;
1007 //_______________________________________________
1008 #ifdef _INC_CREATION_ALICHEB3D_
1009 TH1* AliCheb3D::TestRMS(int idim,int npoints,TH1* histo)
1011 // fills the difference between the original function and parameterization (for idim-th component of the output)
1012 // to supplied histogram. Calculations are done in npoints random points.
1013 // If the hostgram was not supplied, it will be created. It is up to the user to delete it!
1015 printf("No user function is set\n");
1018 if (!histo) histo = new TH1D(GetName(),"Control: Function - Parametrization",100,-2*fPrec,2*fPrec);
1019 for (int ip=npoints;ip--;) {
1020 gRandom->RndmArray(3,(Float_t *)fArgsTmp);
1021 for (int i=3;i--;) fArgsTmp[i] = fBMin[i] + fArgsTmp[i]*(fBMax[i]-fBMin[i]);
1023 Float_t valFun = fResTmp[idim];
1024 Eval(fArgsTmp,fResTmp);
1025 Float_t valPar = fResTmp[idim];
1026 histo->Fill(valFun - valPar);