PFRecoTauDiscriminationAgainstElectronMVA6.cc

Go to the documentation of this file.

/* class PFRecoTauDiscriminationAgainstElectronMVA6
 * created : Nov 2 2015,
 * revised : ,
 * Authorss : Fabio Colombo (KIT)
 */

#include "FWCore/Utilities/interface/Exception.h"
#include "FWCore/ParameterSet/interface/FileInPath.h"

#include "RecoTauTag/RecoTau/interface/TauDiscriminationProducerBase.h"
#include "RecoTauTag/RecoTau/interface/AntiElectronIDMVA6.h"

#include "DataFormats/ParticleFlowCandidate/interface/PFCandidate.h"
#include "DataFormats/ParticleFlowCandidate/interface/PFCandidateFwd.h"
#include "DataFormats/TrackReco/interface/Track.h"
#include "DataFormats/GsfTrackReco/interface/GsfTrack.h"
#include "DataFormats/MuonReco/interface/Muon.h"
#include "DataFormats/TauReco/interface/PFTauDiscriminator.h"
#include "DataFormats/Math/interface/deltaR.h"

#include <iostream>
#include <sstream>
#include <fstream>

using namespace reco;

class PFRecoTauDiscriminationAgainstElectronMVA6 : public PFTauDiscriminationProducerBase  
{
 public:
  explicit PFRecoTauDiscriminationAgainstElectronMVA6(const edm::ParameterSet& cfg)
    : PFTauDiscriminationProducerBase(cfg),
      mva_(0),
      category_output_(0)
  {
    mva_ = new AntiElectronIDMVA6(cfg);

    srcGsfElectrons_ = cfg.getParameter<edm::InputTag>("srcGsfElectrons");
    GsfElectrons_token = consumes<reco::GsfElectronCollection>(srcGsfElectrons_);

    verbosity_ = ( cfg.exists("verbosity") ) ?
      cfg.getParameter<int>("verbosity") : 0;

    // add category index
    produces<PFTauDiscriminator>("category");
  }

  void beginEvent(const edm::Event&, const edm::EventSetup&);

  double discriminate(const PFTauRef&) const;

  void endEvent(edm::Event&);

  ~PFRecoTauDiscriminationAgainstElectronMVA6()
  {
    delete mva_;
  }

private:
  bool isInEcalCrack(double) const;

  std::string moduleLabel_;

  AntiElectronIDMVA6* mva_;
  float* mvaInput_;

  edm::InputTag srcGsfElectrons_;
  edm::EDGetTokenT<reco::GsfElectronCollection> GsfElectrons_token;
  edm::Handle<reco::GsfElectronCollection> gsfElectrons_;
  edm::Handle<TauCollection> taus_;

  std::auto_ptr<PFTauDiscriminator> category_output_;

  int verbosity_;
};

void PFRecoTauDiscriminationAgainstElectronMVA6::beginEvent(const edm::Event& evt, const edm::EventSetup& es)
{
  mva_->beginEvent(evt, es);

  evt.getByToken(Tau_token, taus_);
  category_output_.reset(new PFTauDiscriminator(TauRefProd(taus_)));

  evt.getByToken(GsfElectrons_token, gsfElectrons_);
}

double PFRecoTauDiscriminationAgainstElectronMVA6::discriminate(const PFTauRef& thePFTauRef) const
{
  double mvaValue = 1.;
  double category = -1.;
  bool isGsfElectronMatched = false;

  float deltaRDummy = 9.9;

  const float ECALBarrelEndcapEtaBorder = 1.479;
  float tauEtaAtEcalEntrance = -99.;
  float sumEtaTimesEnergy = 0.;
  float sumEnergy = 0.;
  const std::vector<reco::PFCandidatePtr>& signalPFCands = thePFTauRef->signalPFCands();
  for ( std::vector<reco::PFCandidatePtr>::const_iterator pfCandidate = signalPFCands.begin();
    pfCandidate != signalPFCands.end(); ++pfCandidate ) {
    sumEtaTimesEnergy += ((*pfCandidate)->positionAtECALEntrance().eta()*(*pfCandidate)->energy());
    sumEnergy += (*pfCandidate)->energy();
  }
  if ( sumEnergy > 0. ) {
    tauEtaAtEcalEntrance = sumEtaTimesEnergy/sumEnergy;
  }

  float leadChargedPFCandEtaAtEcalEntrance = -99.;
  float leadChargedPFCandPt = -99.;
  for ( std::vector<reco::PFCandidatePtr>::const_iterator pfCandidate = signalPFCands.begin();
    pfCandidate != signalPFCands.end(); ++pfCandidate ) {
    const reco::Track* track = 0;
    if ( (*pfCandidate)->trackRef().isNonnull() ) track = (*pfCandidate)->trackRef().get();
    else if ( (*pfCandidate)->muonRef().isNonnull() && (*pfCandidate)->muonRef()->innerTrack().isNonnull()  ) track = (*pfCandidate)->muonRef()->innerTrack().get();
    else if ( (*pfCandidate)->muonRef().isNonnull() && (*pfCandidate)->muonRef()->globalTrack().isNonnull() ) track = (*pfCandidate)->muonRef()->globalTrack().get();
    else if ( (*pfCandidate)->muonRef().isNonnull() && (*pfCandidate)->muonRef()->outerTrack().isNonnull()  ) track = (*pfCandidate)->muonRef()->outerTrack().get();
    else if ( (*pfCandidate)->gsfTrackRef().isNonnull() ) track = (*pfCandidate)->gsfTrackRef().get();
    if ( track ) {
      if ( track->pt() > leadChargedPFCandPt ) {
    leadChargedPFCandEtaAtEcalEntrance = (*pfCandidate)->positionAtECALEntrance().eta();
    leadChargedPFCandPt = track->pt();
      }
    }
  }

  if( (*thePFTauRef).leadPFChargedHadrCand().isNonnull()) {

    int numSignalPFGammaCandsInSigCone = 0;
    const std::vector<reco::PFCandidatePtr>& signalPFGammaCands = thePFTauRef->signalPFGammaCands();
    
    for ( std::vector<reco::PFCandidatePtr>::const_iterator pfGamma = signalPFGammaCands.begin();
      pfGamma != signalPFGammaCands.end(); ++pfGamma ) {
            
      double dR = deltaR((*pfGamma)->p4(), thePFTauRef->leadPFChargedHadrCand()->p4());
      double signalrad = std::max(0.05, std::min(0.10, 3.0/std::max(1.0, thePFTauRef->pt())));
            
      // pfGammas inside the tau signal cone
      if (dR < signalrad) {
        numSignalPFGammaCandsInSigCone += 1;
      }
    }
    
    // loop over the electrons
    for ( reco::GsfElectronCollection::const_iterator theGsfElectron = gsfElectrons_->begin();
      theGsfElectron != gsfElectrons_->end(); ++theGsfElectron ) {
      if ( theGsfElectron->pt() > 10. ) { // CV: only take electrons above some minimal energy/Pt into account...
    double deltaREleTau = deltaR(theGsfElectron->p4(), thePFTauRef->p4());
    deltaRDummy = deltaREleTau;
    if ( deltaREleTau < 0.3 ) {
      double mva_match = mva_->MVAValue(*thePFTauRef, *theGsfElectron);
      bool hasGsfTrack = thePFTauRef->leadPFChargedHadrCand()->gsfTrackRef().isNonnull();
      if ( !hasGsfTrack )
            hasGsfTrack = theGsfElectron->gsfTrack().isNonnull();

      if ( isInEcalCrack(tauEtaAtEcalEntrance) || isInEcalCrack(leadChargedPFCandEtaAtEcalEntrance) ) {
        // add category index
        category_output_->setValue(tauIndex_, category);
        // return MVA output value
        return -99;
      }

      if ( std::abs(tauEtaAtEcalEntrance) < ECALBarrelEndcapEtaBorder ) { // Barrel
        if ( numSignalPFGammaCandsInSigCone == 0 && hasGsfTrack ) {
          category = 5.;
        }
        else if ( numSignalPFGammaCandsInSigCone >= 1 && hasGsfTrack ) {
          category = 7.;
        }
      } else { // Endcap
        if ( numSignalPFGammaCandsInSigCone == 0 && hasGsfTrack ) {
          category = 13.;
        }
        else if ( numSignalPFGammaCandsInSigCone >= 1 && hasGsfTrack ) {
          category = 15.;
        }
      }

      mvaValue = std::min(mvaValue, mva_match);
      isGsfElectronMatched = true;
    } // deltaR < 0.3
      } // electron pt > 10
    } // end of loop over electrons

    if ( !isGsfElectronMatched ) {
      mvaValue = mva_->MVAValue(*thePFTauRef);
      bool hasGsfTrack = thePFTauRef->leadPFChargedHadrCand()->gsfTrackRef().isNonnull();
      
      if ( isInEcalCrack(tauEtaAtEcalEntrance) || isInEcalCrack(leadChargedPFCandEtaAtEcalEntrance) ) {
    // add category index
    category_output_->setValue(tauIndex_, category);
    // return MVA output value
    return -99;
      }
      
      if ( std::abs(tauEtaAtEcalEntrance) < ECALBarrelEndcapEtaBorder ) { // Barrel
    if ( numSignalPFGammaCandsInSigCone == 0 && !hasGsfTrack ) {
      category = 0.;
    }
    else if ( numSignalPFGammaCandsInSigCone >= 1 && !hasGsfTrack ) {
      category = 2.;
    }
      } else { // Endcap
    if ( numSignalPFGammaCandsInSigCone == 0 && !hasGsfTrack ) {
      category = 8.;
    }
    else if ( numSignalPFGammaCandsInSigCone >= 1 && !hasGsfTrack ) {
      category = 10.;
    }
      }
    }
  }

  if ( verbosity_ ) {
    edm::LogPrint("PFTauAgainstEleMVA6") << "<PFRecoTauDiscriminationAgainstElectronMVA6::discriminate>:" ;
    edm::LogPrint("PFTauAgainstEleMVA6") << " tau: Pt = " << thePFTauRef->pt() << ", eta = " << thePFTauRef->eta() << ", phi = " << thePFTauRef->phi();
    edm::LogPrint("PFTauAgainstEleMVA6") << " deltaREleTau = " << deltaRDummy << ", isGsfElectronMatched = " << isGsfElectronMatched;
    edm::LogPrint("PFTauAgainstEleMVA6") << " #Prongs = " << thePFTauRef->signalPFChargedHadrCands().size();
    edm::LogPrint("PFTauAgainstEleMVA6") << " MVA = " << mvaValue << ", category = " << category;
  }

  // add category index
  category_output_->setValue(tauIndex_, category);
  // return MVA output value
  return mvaValue;
}

void PFRecoTauDiscriminationAgainstElectronMVA6::endEvent(edm::Event& evt)
{
  // add all category indices to event
  evt.put(category_output_, "category");
}

bool
PFRecoTauDiscriminationAgainstElectronMVA6::isInEcalCrack(double eta) const
{
  double absEta = fabs(eta);
  return (absEta > 1.460 && absEta < 1.558);
}

DEFINE_FWK_MODULE(PFRecoTauDiscriminationAgainstElectronMVA6);