PFMETProducerMVA.cc

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#include "RecoMET/METPUSubtraction/plugins/PFMETProducerMVA.h"
 
using namespace reco;
 
const double dR2Min = 0.01 * 0.01;
const double dR2Max = 0.5 * 0.5;
const double dPtMatch = 0.1;
 
PFMETProducerMVA::PFMETProducerMVA(const edm::ParameterSet& cfg) : mvaMEtAlgo_(cfg), mvaMEtAlgo_isInitialized_(false) {
  srcCorrJets_ = consumes<reco::PFJetCollection>(cfg.getParameter<edm::InputTag>("srcCorrJets"));
  srcUncorrJets_ = consumes<reco::PFJetCollection>(cfg.getParameter<edm::InputTag>("srcUncorrJets"));
  srcJetIds_ = consumes<edm::ValueMap<float> >(cfg.getParameter<edm::InputTag>("srcMVAPileupJetId"));
  srcPFCandidatesView_ = consumes<reco::CandidateView>(cfg.getParameter<edm::InputTag>("srcPFCandidates"));
  srcVertices_ = consumes<reco::VertexCollection>(cfg.getParameter<edm::InputTag>("srcVertices"));
  vInputTag srcLeptonsTags = cfg.getParameter<vInputTag>("srcLeptons");
  for (vInputTag::const_iterator it = srcLeptonsTags.begin(); it != srcLeptonsTags.end(); it++) {
    srcLeptons_.push_back(consumes<reco::CandidateView>(*it));
  }
  mJetCorrector_ = consumes<reco::JetCorrector>(cfg.getParameter<edm::InputTag>("corrector"));
  minNumLeptons_ = cfg.getParameter<int>("minNumLeptons");
 
  globalThreshold_ = cfg.getParameter<double>("globalThreshold");
 
  minCorrJetPt_ = cfg.getParameter<double>("minCorrJetPt");
  useType1_ = cfg.getParameter<bool>("useType1");
 
  verbosity_ = (cfg.exists("verbosity")) ? cfg.getParameter<int>("verbosity") : 0;
 
  produces<reco::PFMETCollection>();
}
 
PFMETProducerMVA::~PFMETProducerMVA() {}
 
void PFMETProducerMVA::produce(edm::Event& evt, const edm::EventSetup& es) {
  // CV: check if the event is to be skipped
  if (minNumLeptons_ > 0) {
    int numLeptons = 0;
    for (std::vector<edm::EDGetTokenT<reco::CandidateView> >::const_iterator srcLeptons_i = srcLeptons_.begin();
         srcLeptons_i != srcLeptons_.end();
         ++srcLeptons_i) {
      edm::Handle<reco::CandidateView> leptons;
      evt.getByToken(*srcLeptons_i, leptons);
      numLeptons += leptons->size();
    }
    if (!(numLeptons >= minNumLeptons_)) {
      LogDebug("produce") << "<PFMETProducerMVA::produce>:" << std::endl
                          << "Run: " << evt.id().run() << ", LS: " << evt.luminosityBlock()
                          << ", Event: " << evt.id().event() << std::endl
                          << " numLeptons = " << numLeptons << ", minNumLeptons = " << minNumLeptons_
                          << " --> skipping !!" << std::endl;
 
      reco::PFMET pfMEt;
      auto pfMEtCollection = std::make_unique<reco::PFMETCollection>();
      pfMEtCollection->push_back(pfMEt);
      evt.put(std::move(pfMEtCollection));
      return;
    }
  }
 
  //get jet IDs
  edm::Handle<edm::ValueMap<float> > jetIds;
  evt.getByToken(srcJetIds_, jetIds);
 
  // get jets (corrected and uncorrected)
  edm::Handle<reco::PFJetCollection> corrJets;
  evt.getByToken(srcCorrJets_, corrJets);
 
  edm::Handle<reco::PFJetCollection> uncorrJets;
  evt.getByToken(srcUncorrJets_, uncorrJets);
 
  edm::Handle<reco::JetCorrector> corrector;
  if (useType1_) {
    evt.getByToken(mJetCorrector_, corrector);
  }
 
  edm::Handle<reco::CandidateView> pfCandidates_view;
  evt.getByToken(srcPFCandidatesView_, pfCandidates_view);
 
  // get vertices
  edm::Handle<reco::VertexCollection> vertices;
  evt.getByToken(srcVertices_, vertices);
  // take vertex with highest sum(trackPt) as the vertex of the "hard scatter" interaction
  // (= first entry in vertex collection)
  const reco::Vertex* hardScatterVertex = (!vertices->empty()) ? &(vertices->front()) : nullptr;
 
  // get leptons
  // (excluded from sum over PFCandidates when computing hadronic recoil)
  int lId = 0;
  bool lHasPhotons = false;
  std::vector<reco::PUSubMETCandInfo> leptonInfo =
      computeLeptonInfo(srcLeptons_, *pfCandidates_view, hardScatterVertex, lId, lHasPhotons, evt);
 
  // initialize MVA MET algorithm
  // (this will load the BDTs, stored as GBRForrest objects;
  //  either in input ROOT files or in SQL-lite files/the Conditions Database)
  if (!mvaMEtAlgo_isInitialized_) {
    mvaMEtAlgo_.initialize(es);
    mvaMEtAlgo_isInitialized_ = true;
  }
 
  // reconstruct "standard" particle-flow missing Et
  CommonMETData pfMEt_data = metAlgo_.run((*pfCandidates_view), globalThreshold_);
  SpecificPFMETData specificPfMET = pfMEtSpecificAlgo_.run((*pfCandidates_view));
  const reco::Candidate::LorentzVector p4(pfMEt_data.mex, pfMEt_data.mey, 0.0, pfMEt_data.met);
  const reco::Candidate::Point vtx(0.0, 0.0, 0.0);
  reco::PFMET pfMEt(specificPfMET, pfMEt_data.sumet, p4, vtx);
  reco::Candidate::LorentzVector pfMEtP4_original = pfMEt.p4();
 
  // compute objects specific to MVA based MET reconstruction
  std::vector<reco::PUSubMETCandInfo> pfCandidateInfo = computePFCandidateInfo(*pfCandidates_view, hardScatterVertex);
  std::vector<reco::PUSubMETCandInfo> jetInfo = computeJetInfo(
      *uncorrJets, corrJets, *jetIds, *vertices, hardScatterVertex, *corrector, evt, es, leptonInfo, pfCandidateInfo);
  std::vector<reco::Vertex::Point> vertexInfo = computeVertexInfo(*vertices);
  // compute MVA based MET and estimate of its uncertainty
  mvaMEtAlgo_.setInput(leptonInfo, jetInfo, pfCandidateInfo, vertexInfo);
  mvaMEtAlgo_.setHasPhotons(lHasPhotons);
  mvaMEtAlgo_.evaluateMVA();
  pfMEt.setP4(mvaMEtAlgo_.getMEt());
  pfMEt.setSignificanceMatrix(mvaMEtAlgo_.getMEtCov());
 
  LogDebug("produce") << "Run: " << evt.id().run() << ", LS: " << evt.luminosityBlock()
                      << ", Event: " << evt.id().event() << std::endl
                      << " PFMET: Pt = " << pfMEtP4_original.pt() << ", phi = " << pfMEtP4_original.phi() << " "
                      << "(Px = " << pfMEtP4_original.px() << ", Py = " << pfMEtP4_original.py() << ")" << std::endl
                      << " MVA MET: Pt = " << pfMEt.pt() << " phi = " << pfMEt.phi() << " (Px = " << pfMEt.px()
                      << ", Py = " << pfMEt.py() << ")" << std::endl
                      << " Cov:" << std::endl
                      << (mvaMEtAlgo_.getMEtCov())(0, 0) << "  " << (mvaMEtAlgo_.getMEtCov())(0, 1) << std::endl
                      << (mvaMEtAlgo_.getMEtCov())(1, 0) << "  " << (mvaMEtAlgo_.getMEtCov())(1, 1) << std::endl
                      << std::endl;
 
  // add PFMET object to the event
  auto pfMEtCollection = std::make_unique<reco::PFMETCollection>();
  pfMEtCollection->push_back(pfMEt);
  evt.put(std::move(pfMEtCollection));
}
 
std::vector<reco::PUSubMETCandInfo> PFMETProducerMVA::computeLeptonInfo(
    const std::vector<edm::EDGetTokenT<reco::CandidateView> >& srcLeptons_,
    const reco::CandidateView& pfCandidates_view,
    const reco::Vertex* hardScatterVertex,
    int& lId,
    bool& lHasPhotons,
    edm::Event& evt) {
  std::vector<reco::PUSubMETCandInfo> leptonInfo;
 
  for (std::vector<edm::EDGetTokenT<reco::CandidateView> >::const_iterator srcLeptons_i = srcLeptons_.begin();
       srcLeptons_i != srcLeptons_.end();
       ++srcLeptons_i) {
    edm::Handle<reco::CandidateView> leptons;
    evt.getByToken(*srcLeptons_i, leptons);
    for (reco::CandidateView::const_iterator lepton1 = leptons->begin(); lepton1 != leptons->end(); ++lepton1) {
      bool pMatch = false;
      for (std::vector<edm::EDGetTokenT<reco::CandidateView> >::const_iterator srcLeptons_j = srcLeptons_.begin();
           srcLeptons_j != srcLeptons_.end();
           ++srcLeptons_j) {
        edm::Handle<reco::CandidateView> leptons2;
        evt.getByToken(*srcLeptons_j, leptons2);
        for (reco::CandidateView::const_iterator lepton2 = leptons2->begin(); lepton2 != leptons2->end(); ++lepton2) {
          if (&(*lepton1) == &(*lepton2)) {
            continue;
          }
          if (deltaR2(lepton1->p4(), lepton2->p4()) < dR2Max) {
            pMatch = true;
          }
          if (pMatch && !istau(&(*lepton1)) && istau(&(*lepton2))) {
            pMatch = false;
          }
          if (pMatch && ((istau(&(*lepton1)) && istau(&(*lepton2))) || (!istau(&(*lepton1)) && !istau(&(*lepton2)))) &&
              lepton1->pt() > lepton2->pt()) {
            pMatch = false;
          }
          if (pMatch && lepton1->pt() == lepton2->pt()) {
            pMatch = false;
            for (unsigned int i0 = 0; i0 < leptonInfo.size(); i0++) {
              if (std::abs(lepton1->pt() - leptonInfo[i0].p4().pt()) < dPtMatch) {
                pMatch = true;
                break;
              }
            }
          }
          if (pMatch)
            break;
        }
        if (pMatch)
          break;
      }
      if (pMatch)
        continue;
      reco::PUSubMETCandInfo pLeptonInfo;
      pLeptonInfo.setP4(lepton1->p4());
      pLeptonInfo.setChargedEnFrac(chargedEnFrac(&(*lepton1), pfCandidates_view, hardScatterVertex));
      leptonInfo.push_back(pLeptonInfo);
      if (lepton1->isPhoton()) {
        lHasPhotons = true;
      }
    }
    lId++;
  }
 
  return leptonInfo;
}
 
std::vector<reco::PUSubMETCandInfo> PFMETProducerMVA::computeJetInfo(const reco::PFJetCollection& uncorrJets,
                                                                     const edm::Handle<reco::PFJetCollection>& corrJets,
                                                                     const edm::ValueMap<float>& jetIds,
                                                                     const reco::VertexCollection& vertices,
                                                                     const reco::Vertex* hardScatterVertex,
                                                                     const reco::JetCorrector& iCorrector,
                                                                     edm::Event& iEvent,
                                                                     const edm::EventSetup& iSetup,
                                                                     std::vector<reco::PUSubMETCandInfo>& iLeptons,
                                                                     std::vector<reco::PUSubMETCandInfo>& iCands) {
  std::vector<reco::PUSubMETCandInfo> retVal;
  for (reco::PFJetCollection::const_iterator uncorrJet = uncorrJets.begin(); uncorrJet != uncorrJets.end();
       ++uncorrJet) {
    // for ( reco::PFJetCollection::const_iterator corrJet = corrJets.begin();
    //    corrJet != corrJets.end(); ++corrJet ) {
    auto corrJet = corrJets->begin();
    for (size_t cjIdx = 0; cjIdx < corrJets->size(); ++cjIdx, ++corrJet) {
      reco::PFJetRef corrJetRef(corrJets, cjIdx);
 
      // match corrected and uncorrected jets
      if (uncorrJet->jetArea() != corrJet->jetArea())
        continue;
      if (deltaR2(corrJet->p4(), uncorrJet->p4()) > dR2Min)
        continue;
 
      // check that jet passes loose PFJet id.
      if (!passPFLooseId(&(*uncorrJet)))
        continue;
 
      // compute jet energy correction factor
      // (= ratio of corrected/uncorrected jet Pt)
      //double jetEnCorrFactor = corrJet->pt()/uncorrJet->pt();
      reco::PUSubMETCandInfo jetInfo;
 
      // PH: apply jet energy corrections for all Jets ignoring recommendations
      jetInfo.setP4(corrJet->p4());
      double lType1Corr = 0;
      if (useType1_) {  //Compute the type 1 correction ===> This code is crap
        double pCorr = iCorrector.correction(*uncorrJet);
        lType1Corr = std::abs(corrJet->pt() - pCorr * uncorrJet->pt());
        TLorentzVector pVec;
        pVec.SetPtEtaPhiM(lType1Corr, 0, corrJet->phi(), 0);
        reco::Candidate::LorentzVector pType1Corr;
        pType1Corr.SetCoordinates(pVec.Px(), pVec.Py(), pVec.Pz(), pVec.E());
        //Filter to leptons
        bool pOnLepton = false;
        for (unsigned int i0 = 0; i0 < iLeptons.size(); i0++) {
          if (deltaR2(iLeptons[i0].p4(), corrJet->p4()) < dR2Max) {
            pOnLepton = true;
            break;
          }
        }
        //Add it to PF Collection
        if (corrJet->pt() > 10 && !pOnLepton) {
          reco::PUSubMETCandInfo pfCandidateInfo;
          pfCandidateInfo.setP4(pType1Corr);
          pfCandidateInfo.setDZ(-999);
          iCands.push_back(pfCandidateInfo);
        }
        //Scale
        lType1Corr = (pCorr * uncorrJet->pt() - uncorrJet->pt());
        lType1Corr /= corrJet->pt();
      }
 
      // check that jet Pt used to compute MVA based jet id. is above threshold
      if (!(jetInfo.p4().pt() > minCorrJetPt_))
        continue;
 
      jetInfo.setMvaVal(jetIds[corrJetRef]);
      float chEnF = (uncorrJet->chargedEmEnergy() + uncorrJet->chargedHadronEnergy() + uncorrJet->chargedMuEnergy()) /
                    uncorrJet->energy();
      if (useType1_)
        chEnF += lType1Corr * (1 - jetInfo.chargedEnFrac());
      jetInfo.setChargedEnFrac(chEnF);
      retVal.push_back(jetInfo);
      break;
    }
  }
 
  //order jets per pt
  std::sort(retVal.begin(), retVal.end());
 
  return retVal;
}
 
std::vector<reco::PUSubMETCandInfo> PFMETProducerMVA::computePFCandidateInfo(const reco::CandidateView& pfCandidates,
                                                                             const reco::Vertex* hardScatterVertex) {
  std::vector<reco::PUSubMETCandInfo> retVal;
  for (reco::CandidateView::const_iterator pfCandidate = pfCandidates.begin(); pfCandidate != pfCandidates.end();
       ++pfCandidate) {
    double dZ = -999.;  // PH: If no vertex is reconstructed in the event
                        //     or PFCandidate has no track, set dZ to -999
    if (hardScatterVertex) {
      const reco::PFCandidate* pfc = dynamic_cast<const reco::PFCandidate*>(&(*pfCandidate));
      if (pfc != nullptr) {  //PF candidate for RECO and PAT levels
        if (pfc->trackRef().isNonnull())
          dZ = std::abs(pfc->trackRef()->dz(hardScatterVertex->position()));
        else if (pfc->gsfTrackRef().isNonnull())
          dZ = std::abs(pfc->gsfTrackRef()->dz(hardScatterVertex->position()));
      } else {  //if not, then packedCandidate for miniAOD level
        const pat::PackedCandidate* pfc = dynamic_cast<const pat::PackedCandidate*>(&(*pfCandidate));
        dZ = std::abs(pfc->dz(hardScatterVertex->position()));
        //exact dz=zero corresponds to the -999 case for pfcandidate
        if (dZ == 0) {
          dZ = -999;
        }
      }
    }
    reco::PUSubMETCandInfo pfCandidateInfo;
    pfCandidateInfo.setP4(pfCandidate->p4());
    pfCandidateInfo.setDZ(dZ);
    retVal.push_back(pfCandidateInfo);
  }
  return retVal;
}
 
std::vector<reco::Vertex::Point> PFMETProducerMVA::computeVertexInfo(const reco::VertexCollection& vertices) {
  std::vector<reco::Vertex::Point> retVal;
  for (reco::VertexCollection::const_iterator vertex = vertices.begin(); vertex != vertices.end(); ++vertex) {
    if (std::abs(vertex->z()) > 24.)
      continue;
    if (vertex->ndof() < 4.)
      continue;
    if (vertex->position().Rho() > 2.)
      continue;
    retVal.push_back(vertex->position());
  }
  return retVal;
}
double PFMETProducerMVA::chargedEnFrac(const reco::Candidate* iCand,
                                       const reco::CandidateView& pfCandidates,
                                       const reco::Vertex* hardScatterVertex) {
  if (iCand->isMuon()) {
    return 1;
  }
  if (iCand->isElectron()) {
    return 1.;
  }
  if (iCand->isPhoton()) {
    return chargedFracInCone(iCand, pfCandidates, hardScatterVertex);
  }
  double lPtTot = 0;
  double lPtCharged = 0;
  const reco::PFTau* lPFTau = nullptr;
  lPFTau = dynamic_cast<const reco::PFTau*>(iCand);
  if (lPFTau != nullptr) {
    for (UInt_t i0 = 0; i0 < lPFTau->signalCands().size(); i0++) {
      lPtTot += (lPFTau->signalCands())[i0]->pt();
      if ((lPFTau->signalCands())[i0]->charge() == 0)
        continue;
      lPtCharged += (lPFTau->signalCands())[i0]->pt();
    }
  } else {
    const pat::Tau* lPatPFTau = nullptr;
    lPatPFTau = dynamic_cast<const pat::Tau*>(iCand);
    if (lPatPFTau != nullptr) {
      for (UInt_t i0 = 0; i0 < lPatPFTau->signalCands().size(); i0++) {
        lPtTot += (lPatPFTau->signalCands())[i0]->pt();
        if ((lPatPFTau->signalCands())[i0]->charge() == 0)
          continue;
        lPtCharged += (lPatPFTau->signalCands())[i0]->pt();
      }
    }
  }
  if (lPtTot == 0)
    lPtTot = 1.;
  return lPtCharged / lPtTot;
}
//Return tau id by process of elimination
bool PFMETProducerMVA::istau(const reco::Candidate* iCand) {
  if (iCand->isMuon())
    return false;
  if (iCand->isElectron())
    return false;
  if (iCand->isPhoton())
    return false;
  return true;
}
bool PFMETProducerMVA::passPFLooseId(const PFJet* iJet) {
  if (iJet->energy() == 0)
    return false;
  if (iJet->neutralHadronEnergy() / iJet->energy() > 0.99)
    return false;
  if (iJet->neutralEmEnergy() / iJet->energy() > 0.99)
    return false;
  if (iJet->nConstituents() < 2)
    return false;
  if (iJet->chargedHadronEnergy() / iJet->energy() <= 0 && std::abs(iJet->eta()) < 2.4)
    return false;
  if (iJet->chargedEmEnergy() / iJet->energy() > 0.99 && std::abs(iJet->eta()) < 2.4)
    return false;
  if (iJet->chargedMultiplicity() < 1 && std::abs(iJet->eta()) < 2.4)
    return false;
  return true;
}
 
double PFMETProducerMVA::chargedFracInCone(const reco::Candidate* iCand,
                                           const reco::CandidateView& pfCandidates,
                                           const reco::Vertex* hardScatterVertex,
                                           double iDRMax) {
  double iDR2Max = iDRMax * iDRMax;
  reco::Candidate::LorentzVector lVis(0, 0, 0, 0);
  for (reco::CandidateView::const_iterator pfCandidate = pfCandidates.begin(); pfCandidate != pfCandidates.end();
       ++pfCandidate) {
    if (deltaR2(iCand->p4(), pfCandidate->p4()) > iDR2Max)
      continue;
    double dZ = -999.;  // PH: If no vertex is reconstructed in the event
                        //     or PFCandidate has no track, set dZ to -999
    if (hardScatterVertex) {
      const reco::PFCandidate* pfc = dynamic_cast<const reco::PFCandidate*>((&(*pfCandidate)));
      if (pfc != nullptr) {  //PF candidate for RECO and PAT levels
        if (pfc->trackRef().isNonnull())
          dZ = std::abs(pfc->trackRef()->dz(hardScatterVertex->position()));
        else if (pfc->gsfTrackRef().isNonnull())
          dZ = std::abs(pfc->gsfTrackRef()->dz(hardScatterVertex->position()));
      } else {  //if not, then packedCandidate for miniAOD level
        const pat::PackedCandidate* pfc = dynamic_cast<const pat::PackedCandidate*>(&(*pfCandidate));
        dZ = std::abs(pfc->dz(hardScatterVertex->position()));
      }
    }
    if (std::abs(dZ) > 0.1)
      continue;
    lVis += pfCandidate->p4();
  }
  return lVis.pt() / iCand->pt();
}
 
#include "FWCore/Framework/interface/MakerMacros.h"
 
DEFINE_FWK_MODULE(PFMETProducerMVA);