ProposalHelper.cxx

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// @(#)root/roostats:$Id$
// Authors: Kevin Belasco        7/22/2009
// Authors: Kyle Cranmer         7/22/2009
/*************************************************************************
 * Copyright (C) 1995-2008, Rene Brun and Fons Rademakers.               *
 * All rights reserved.                                                  *
 *                                                                       *
 * For the licensing terms see $ROOTSYS/LICENSE.                         *
 * For the list of contributors see $ROOTSYS/README/CREDITS.             *
 *************************************************************************/
 
/** \class RooStats::ProposalHelper
    \ingroup Roostats
*/
 
#include "Rtypes.h"
#include "RooStats/ProposalHelper.h"
#include "RooStats/PdfProposal.h"
#include "RooStats/RooStatsUtils.h"
#include "RooArgSet.h"
#include "RooDataSet.h"
#include "RooAbsPdf.h"
#include "RooAddPdf.h"
#include "RooNDKeysPdf.h"
#include "RooUniform.h"
#include "RooMsgService.h"
#include "RooRealVar.h"
#include "RooMultiVarGaussian.h"
#include "RooConstVar.h"
#include "TString.h"
 
#include <map>
 
namespace RooStats {
   class ProposalFunction;
}
 
 
using namespace RooFit;
using namespace RooStats;
using std::endl;
 
//static const double DEFAULT_UNI_FRAC = 0.10;
static const double DEFAULT_CLUES_FRAC = 0.20;
//static const double SIGMA_RANGE_DIVISOR = 6;
static const double SIGMA_RANGE_DIVISOR = 5;
//static const Int_t DEFAULT_CACHE_SIZE = 100;
//static const Option_t* CLUES_OPTIONS = "a";
 
////////////////////////////////////////////////////////////////////////////////
 
ProposalHelper::ProposalHelper() : fPdfProp(new PdfProposal()), fSigmaRangeDivisor(SIGMA_RANGE_DIVISOR) {}
 
////////////////////////////////////////////////////////////////////////////////
 
ProposalFunction* ProposalHelper::GetProposalFunction()
{
   if (fPdf == nullptr)
      CreatePdf();
   RooArgList components;
   RooArgList coeffs;
   if (fCluesPdf == nullptr)
      CreateCluesPdf();
   if (fCluesPdf != nullptr) {
      if (fCluesFrac < 0) {
         fCluesFrac = DEFAULT_CLUES_FRAC;
      }
      std::cout << "added clues from dataset " << fClues->GetName() << " with fraction " << fCluesFrac << std::endl;
      components.add(*fCluesPdf);
      coeffs.add(RooConst(fCluesFrac));
   }
   if (fUniFrac > 0.) {
      CreateUniformPdf();
      components.add(*fUniformPdf);
      coeffs.add(RooConst(fUniFrac));
   }
   components.add(*fPdf);
   RooAddPdf* addPdf = new RooAddPdf("proposalFunction", "Proposal Density",
         components, coeffs);
   fPdfProp->SetPdf(*addPdf);
   fPdfProp->SetOwnsPdf(true);
   if (fCacheSize > 0)
      fPdfProp->SetCacheSize(fCacheSize);
   fOwnsPdfProp = false;
   return fPdfProp;
}
 
////////////////////////////////////////////////////////////////////////////////
 
void ProposalHelper::CreatePdf()
{
   if (fVars == nullptr) {
      coutE(InputArguments) << "ProposalHelper::CreatePdf(): " <<
         "Variables to create proposal function for are not set." << std::endl;
      return;
   }
   RooArgList xVec{};
   RooArgList muVec{};
   RooRealVar* clone; 
   for (auto *r : static_range_cast<RooRealVar *> (*fVars)){
      xVec.add(*r);
      TString cloneName = TString::Format("%s%s", "mu__", r->GetName());
      clone = static_cast<RooRealVar*>(r->clone(cloneName.Data()));
      muVec.add(*clone);
      if (fUseUpdates)
         fPdfProp->AddMapping(*clone, *r);
   }
   if (fCovMatrix == nullptr)
      CreateCovMatrix(xVec);
   fPdf = new RooMultiVarGaussian("mvg", "MVG Proposal", xVec, muVec,
                                  *fCovMatrix);
}
 
////////////////////////////////////////////////////////////////////////////////
 
void ProposalHelper::CreateCovMatrix(RooArgList& xVec)
{
   Int_t size = xVec.size();
   fCovMatrix = new TMatrixDSym(size);
   RooRealVar* r;
   for (Int_t i = 0; i < size; i++) {
      r = static_cast<RooRealVar*>(xVec.at(i));
      double range = r->getMax() - r->getMin();
      (*fCovMatrix)(i,i) = range / fSigmaRangeDivisor;
   }
}
 
////////////////////////////////////////////////////////////////////////////////
 
void ProposalHelper::CreateCluesPdf()
{
   if (fClues != nullptr) {
      if (fCluesOptions == nullptr) {
         fCluesPdf = new RooNDKeysPdf("cluesPdf", "Clues PDF", *fVars, *fClues);
      } else {
         fCluesPdf = new RooNDKeysPdf("cluesPdf", "Clues PDF", *fVars, *fClues, fCluesOptions);
      }
   }
}
 
////////////////////////////////////////////////////////////////////////////////
 
void ProposalHelper::CreateUniformPdf()
{
   fUniformPdf = new RooUniform("uniform", "Uniform Proposal PDF",
         RooArgSet(*fVars));
}