PileupJetIdAlgo.cc

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#include "RecoJets/JetProducers/interface/PileupJetIdAlgo.h"

#include "DataFormats/JetReco/interface/PFJet.h"
#include "DataFormats/JetReco/interface/Jet.h"
#include "DataFormats/VertexReco/interface/Vertex.h"
#include "DataFormats/ParticleFlowCandidate/interface/PFCandidate.h"
#include "DataFormats/Math/interface/deltaR.h"
#include "FWCore/ParameterSet/interface/FileInPath.h"
#include "CommonTools/MVAUtils/interface/GBRForestTools.h"

#include "TMatrixDSym.h"
#include "TMatrixDSymEigen.h"

#include <utility>

// ------------------------------------------------------------------------------------------
const float large_val = std::numeric_limits<float>::max();

// ------------------------------------------------------------------------------------------

PileupJetIdAlgo::AlgoGBRForestsAndConstants::AlgoGBRForestsAndConstants(edm::ParameterSet const& ps, bool runMvas)
    : cutBased_(ps.getParameter<bool>("cutBased")),
      etaBinnedWeights_(false),
      runMvas_(runMvas),
      nEtaBins_(0),
      label_(ps.getParameter<std::string>("label")),
      mvacut_{},
      rmsCut_{},
      betaStarCut_{} {
  std::vector<edm::FileInPath> tmvaEtaWeights;
  std::vector<std::string> tmvaSpectators;
  int version;

  if (!cutBased_) {
    etaBinnedWeights_ = ps.getParameter<bool>("etaBinnedWeights");
    if (etaBinnedWeights_) {
      const std::vector<edm::ParameterSet>& trainings = ps.getParameter<std::vector<edm::ParameterSet> >("trainings");
      nEtaBins_ = ps.getParameter<int>("nEtaBins");
      for (int v = 0; v < nEtaBins_; v++) {
        tmvaEtaWeights.push_back(trainings.at(v).getParameter<edm::FileInPath>("tmvaWeights"));
        jEtaMin_.push_back(trainings.at(v).getParameter<double>("jEtaMin"));
        jEtaMax_.push_back(trainings.at(v).getParameter<double>("jEtaMax"));
      }
      for (int v = 0; v < nEtaBins_; v++) {
        tmvaEtaVariables_.push_back(trainings.at(v).getParameter<std::vector<std::string> >("tmvaVariables"));
      }
    } else {
      tmvaVariables_ = ps.getParameter<std::vector<std::string> >("tmvaVariables");
    }
    tmvaMethod_ = ps.getParameter<std::string>("tmvaMethod");
    tmvaSpectators = ps.getParameter<std::vector<std::string> >("tmvaSpectators");
    version = ps.getParameter<int>("version");
  } else {
    version = USER;
  }

  edm::ParameterSet jetConfig = ps.getParameter<edm::ParameterSet>("JetIdParams");
  for (int i0 = 0; i0 < 3; i0++) {
    std::string lCutType = "Tight";
    if (i0 == PileupJetIdentifier::kMedium)
      lCutType = "Medium";
    if (i0 == PileupJetIdentifier::kLoose)
      lCutType = "Loose";
    int nCut = 1;
    if (cutBased_)
      nCut++;
    for (int i1 = 0; i1 < nCut; i1++) {
      std::string lFullCutType = lCutType;
      if (cutBased_ && i1 == 0)
        lFullCutType = "BetaStar" + lCutType;
      if (cutBased_ && i1 == 1)
        lFullCutType = "RMS" + lCutType;
      std::vector<double> pt010 = jetConfig.getParameter<std::vector<double> >(("Pt010_" + lFullCutType).c_str());
      std::vector<double> pt1020 = jetConfig.getParameter<std::vector<double> >(("Pt1020_" + lFullCutType).c_str());
      std::vector<double> pt2030 = jetConfig.getParameter<std::vector<double> >(("Pt2030_" + lFullCutType).c_str());
      std::vector<double> pt3040 = jetConfig.getParameter<std::vector<double> >(("Pt3040_" + lFullCutType).c_str());
      std::vector<double> pt4050 = jetConfig.getParameter<std::vector<double> >(("Pt4050_" + lFullCutType).c_str());
      if (!cutBased_) {
        for (int i2 = 0; i2 < 4; i2++)
          mvacut_[i0][0][i2] = pt010[i2];
        for (int i2 = 0; i2 < 4; i2++)
          mvacut_[i0][1][i2] = pt1020[i2];
        for (int i2 = 0; i2 < 4; i2++)
          mvacut_[i0][2][i2] = pt2030[i2];
        for (int i2 = 0; i2 < 4; i2++)
          mvacut_[i0][3][i2] = pt3040[i2];
        for (int i2 = 0; i2 < 4; i2++)
          mvacut_[i0][4][i2] = pt4050[i2];
      }
      if (cutBased_ && i1 == 0) {
        for (int i2 = 0; i2 < 4; i2++)
          betaStarCut_[i0][0][i2] = pt010[i2];
        for (int i2 = 0; i2 < 4; i2++)
          betaStarCut_[i0][1][i2] = pt1020[i2];
        for (int i2 = 0; i2 < 4; i2++)
          betaStarCut_[i0][2][i2] = pt2030[i2];
        for (int i2 = 0; i2 < 4; i2++)
          betaStarCut_[i0][3][i2] = pt3040[i2];
        for (int i2 = 0; i2 < 4; i2++)
          betaStarCut_[i0][4][i2] = pt4050[i2];
      }
      if (cutBased_ && i1 == 1) {
        for (int i2 = 0; i2 < 4; i2++)
          rmsCut_[i0][0][i2] = pt010[i2];
        for (int i2 = 0; i2 < 4; i2++)
          rmsCut_[i0][1][i2] = pt1020[i2];
        for (int i2 = 0; i2 < 4; i2++)
          rmsCut_[i0][2][i2] = pt2030[i2];
        for (int i2 = 0; i2 < 4; i2++)
          rmsCut_[i0][3][i2] = pt3040[i2];
        for (int i2 = 0; i2 < 4; i2++)
          rmsCut_[i0][4][i2] = pt4050[i2];
      }
    }
  }

  if (!cutBased_) {
    assert(tmvaMethod_.empty() || ((!tmvaVariables_.empty() || (!tmvaEtaVariables_.empty())) && version == USER));
  }

  if ((!cutBased_) && (runMvas_)) {
    if (etaBinnedWeights_) {
      for (int v = 0; v < nEtaBins_; v++) {
        etaReader_.push_back(createGBRForest(tmvaEtaWeights.at(v)));
      }
    } else {
      reader_ = createGBRForest(ps.getParameter<std::string>("tmvaWeights"));
    }
  }
}

PileupJetIdAlgo::PileupJetIdAlgo(AlgoGBRForestsAndConstants const* cache) : cache_(cache) { initVariables(); }

// ------------------------------------------------------------------------------------------
PileupJetIdAlgo::~PileupJetIdAlgo() {}

// ------------------------------------------------------------------------------------------
void assign(const std::vector<float>& vec, float& a, float& b, float& c, float& d) {
  size_t sz = vec.size();
  a = (sz > 0 ? vec[0] : 0.);
  b = (sz > 1 ? vec[1] : 0.);
  c = (sz > 2 ? vec[2] : 0.);
  d = (sz > 3 ? vec[3] : 0.);
}
// ------------------------------------------------------------------------------------------
void setPtEtaPhi(const reco::Candidate& p, float& pt, float& eta, float& phi) {
  pt = p.pt();
  eta = p.eta();
  phi = p.phi();
}

// ------------------------------------------------------------------------------------------
void PileupJetIdAlgo::set(const PileupJetIdentifier& id) { internalId_ = id; }

// ------------------------------------------------------------------------------------------

float PileupJetIdAlgo::getMVAval(const std::vector<std::string>& varList,
                                 const std::unique_ptr<const GBRForest>& reader) {
  std::vector<float> vars;
  for (std::vector<std::string>::const_iterator it = varList.begin(); it != varList.end(); ++it) {
    std::pair<float*, float> var = variables_.at(*it);
    vars.push_back(*var.first);
  }
  return reader->GetClassifier(vars.data());
}

void PileupJetIdAlgo::runMva() {
  if (cache_->cutBased()) {
    internalId_.idFlag_ = computeCutIDflag(
        internalId_.betaStarClassic_, internalId_.dR2Mean_, internalId_.nvtx_, internalId_.jetPt_, internalId_.jetEta_);
  } else {
    if (std::abs(internalId_.jetEta_) >= 5.0) {
      internalId_.mva_ = -2.;
    } else {
      if (cache_->etaBinnedWeights()) {
        if (std::abs(internalId_.jetEta_) > cache_->jEtaMax().at(cache_->nEtaBins() - 1)) {
          internalId_.mva_ = -2.;
        } else {
          for (int v = 0; v < cache_->nEtaBins(); v++) {
            if (std::abs(internalId_.jetEta_) >= cache_->jEtaMin().at(v) &&
                std::abs(internalId_.jetEta_) < cache_->jEtaMax().at(v)) {
              internalId_.mva_ = getMVAval(cache_->tmvaEtaVariables().at(v), cache_->etaReader().at(v));
              break;
            }
          }
        }
      } else {
        internalId_.mva_ = getMVAval(cache_->tmvaVariables(), cache_->reader());
      }
    }
    internalId_.idFlag_ = computeIDflag(internalId_.mva_, internalId_.jetPt_, internalId_.jetEta_);
  }
}

// ------------------------------------------------------------------------------------------
std::pair<int, int> PileupJetIdAlgo::getJetIdKey(float jetPt, float jetEta) {
  int ptId = 0;
  if (jetPt >= 10 && jetPt < 20)
    ptId = 1;
  if (jetPt >= 20 && jetPt < 30)
    ptId = 2;
  if (jetPt >= 30 && jetPt < 40)
    ptId = 3;
  if (jetPt >= 40)
    ptId = 4;

  int etaId = 0;
  if (std::abs(jetEta) >= 2.5 && std::abs(jetEta) < 2.75)
    etaId = 1;
  if (std::abs(jetEta) >= 2.75 && std::abs(jetEta) < 3.0)
    etaId = 2;
  if (std::abs(jetEta) >= 3.0 && std::abs(jetEta) < 5.0)
    etaId = 3;

  return std::pair<int, int>(ptId, etaId);
}
// ------------------------------------------------------------------------------------------
int PileupJetIdAlgo::computeCutIDflag(float betaStarClassic, float dR2Mean, float nvtx, float jetPt, float jetEta) {
  std::pair<int, int> jetIdKey = getJetIdKey(jetPt, jetEta);
  float betaStarModified = betaStarClassic / log(nvtx - 0.64);
  int idFlag(0);
  if (betaStarModified < cache_->betaStarCut()[PileupJetIdentifier::kTight][jetIdKey.first][jetIdKey.second] &&
      dR2Mean < cache_->rmsCut()[PileupJetIdentifier::kTight][jetIdKey.first][jetIdKey.second])
    idFlag += 1 << PileupJetIdentifier::kTight;

  if (betaStarModified < cache_->betaStarCut()[PileupJetIdentifier::kMedium][jetIdKey.first][jetIdKey.second] &&
      dR2Mean < cache_->rmsCut()[PileupJetIdentifier::kMedium][jetIdKey.first][jetIdKey.second])
    idFlag += 1 << PileupJetIdentifier::kMedium;

  if (betaStarModified < cache_->betaStarCut()[PileupJetIdentifier::kLoose][jetIdKey.first][jetIdKey.second] &&
      dR2Mean < cache_->rmsCut()[PileupJetIdentifier::kLoose][jetIdKey.first][jetIdKey.second])
    idFlag += 1 << PileupJetIdentifier::kLoose;
  return idFlag;
}
// ------------------------------------------------------------------------------------------
int PileupJetIdAlgo::computeIDflag(float mva, float jetPt, float jetEta) {
  std::pair<int, int> jetIdKey = getJetIdKey(jetPt, jetEta);
  return computeIDflag(mva, jetIdKey.first, jetIdKey.second);
}

// ------------------------------------------------------------------------------------------
int PileupJetIdAlgo::computeIDflag(float mva, int ptId, int etaId) {
  int idFlag(0);
  if (mva > cache_->mvacut()[PileupJetIdentifier::kTight][ptId][etaId])
    idFlag += 1 << PileupJetIdentifier::kTight;
  if (mva > cache_->mvacut()[PileupJetIdentifier::kMedium][ptId][etaId])
    idFlag += 1 << PileupJetIdentifier::kMedium;
  if (mva > cache_->mvacut()[PileupJetIdentifier::kLoose][ptId][etaId])
    idFlag += 1 << PileupJetIdentifier::kLoose;
  return idFlag;
}

// ------------------------------------------------------------------------------------------
PileupJetIdentifier PileupJetIdAlgo::computeMva() {
  runMva();
  return PileupJetIdentifier(internalId_);
}

// ------------------------------------------------------------------------------------------
PileupJetIdentifier PileupJetIdAlgo::computeIdVariables(const reco::Jet* jet,
                                                        float jec,
                                                        const reco::Vertex* vtx,
                                                        const reco::VertexCollection& allvtx,
                                                        double rho,
                                                        bool usePuppi) {
  // initialize all variables to 0
  resetVariables();

  // loop over constituents, accumulate sums and find leading candidates
  const pat::Jet* patjet = dynamic_cast<const pat::Jet*>(jet);
  const reco::PFJet* pfjet = dynamic_cast<const reco::PFJet*>(jet);
  assert(patjet != nullptr || pfjet != nullptr);
  if (patjet != nullptr && jec == 0.) {  // if this is a pat jet and no jec has been passed take the jec from the object
    jec = patjet->pt() / patjet->correctedJet(0).pt();
  }
  if (jec <= 0.) {
    jec = 1.;
  }

  const reco::Candidate *lLead = nullptr, *lSecond = nullptr, *lLeadNeut = nullptr, *lLeadEm = nullptr,
                        *lLeadCh = nullptr, *lTrail = nullptr;
  std::vector<float> frac, fracCh, fracEm, fracNeut;
  float cones[] = {0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7};
  size_t ncones = sizeof(cones) / sizeof(float);
  float* coneFracs[] = {&internalId_.frac01_,
                        &internalId_.frac02_,
                        &internalId_.frac03_,
                        &internalId_.frac04_,
                        &internalId_.frac05_,
                        &internalId_.frac06_,
                        &internalId_.frac07_};
  float* coneEmFracs[] = {&internalId_.emFrac01_,
                          &internalId_.emFrac02_,
                          &internalId_.emFrac03_,
                          &internalId_.emFrac04_,
                          &internalId_.emFrac05_,
                          &internalId_.emFrac06_,
                          &internalId_.emFrac07_};
  float* coneNeutFracs[] = {&internalId_.neutFrac01_,
                            &internalId_.neutFrac02_,
                            &internalId_.neutFrac03_,
                            &internalId_.neutFrac04_,
                            &internalId_.neutFrac05_,
                            &internalId_.neutFrac06_,
                            &internalId_.neutFrac07_};
  float* coneChFracs[] = {&internalId_.chFrac01_,
                          &internalId_.chFrac02_,
                          &internalId_.chFrac03_,
                          &internalId_.chFrac04_,
                          &internalId_.chFrac05_,
                          &internalId_.chFrac06_,
                          &internalId_.chFrac07_};
  TMatrixDSym covMatrix(2);
  covMatrix = 0.;
  float jetPt = jet->pt() / jec;  // use uncorrected pt for shape variables
  float sumPt = 0., sumPt2 = 0., sumTkPt = 0., sumPtCh = 0, sumPtNe = 0;
  float multNeut = 0.0;
  setPtEtaPhi(
      *jet, internalId_.jetPt_, internalId_.jetEta_, internalId_.jetPhi_);  // use corrected pt for jet kinematics
  internalId_.jetM_ = jet->mass();
  internalId_.nvtx_ = allvtx.size();
  internalId_.rho_ = rho;

  float dRmin(1000);

  for (unsigned i = 0; i < jet->numberOfSourceCandidatePtrs(); ++i) {
    reco::CandidatePtr pfJetConstituent = jet->sourceCandidatePtr(i);

    const reco::Candidate* icand = pfJetConstituent.get();
    const pat::PackedCandidate* lPack = dynamic_cast<const pat::PackedCandidate*>(icand);
    const reco::PFCandidate* lPF = dynamic_cast<const reco::PFCandidate*>(icand);
    bool isPacked = true;
    if (lPack == nullptr) {
      isPacked = false;
    }
    float candPuppiWeight = 1.0;
    if (usePuppi && isPacked)
      candPuppiWeight = lPack->puppiWeight();
    float candPt = (icand->pt()) * candPuppiWeight;
    float candPtFrac = candPt / jetPt;
    float candDr = reco::deltaR(*icand, *jet);
    float candDeta = icand->eta() - jet->eta();
    float candDphi = reco::deltaPhi(*icand, *jet);
    float candPtDr = candPt * candDr;
    size_t icone = std::lower_bound(&cones[0], &cones[ncones], candDr) - &cones[0];

    if (candDr < dRmin)
      dRmin = candDr;

    // // all particles
    if (lLead == nullptr || candPt > lLead->pt()) {
      lSecond = lLead;
      lLead = icand;
    } else if ((lSecond == nullptr || candPt > lSecond->pt()) && (candPt < lLead->pt())) {
      lSecond = icand;
    }

    // // average shapes
    internalId_.dRMean_ += candPtDr;
    internalId_.dR2Mean_ += candPtDr * candPtDr;
    covMatrix(0, 0) += candPt * candPt * candDeta * candDeta;
    covMatrix(0, 1) += candPt * candPt * candDeta * candDphi;
    covMatrix(1, 1) += candPt * candPt * candDphi * candDphi;
    internalId_.ptD_ += candPt * candPt;
    sumPt += candPt;
    sumPt2 += candPt * candPt;

    // single most energetic candiates and jet shape profiles
    frac.push_back(candPtFrac);

    if (icone < ncones) {
      *coneFracs[icone] += candPt;
    }

    // neutrals
    if (abs(icand->pdgId()) == 130) {
      if (lLeadNeut == nullptr || candPt > lLeadNeut->pt()) {
        lLeadNeut = icand;
      }
      internalId_.dRMeanNeut_ += candPtDr;
      fracNeut.push_back(candPtFrac);
      if (icone < ncones) {
        *coneNeutFracs[icone] += candPt;
      }
      internalId_.ptDNe_ += candPt * candPt;
      sumPtNe += candPt;
      multNeut += candPuppiWeight;
    }
    // EM candidated
    if (icand->pdgId() == 22) {
      if (lLeadEm == nullptr || candPt > lLeadEm->pt()) {
        lLeadEm = icand;
      }
      internalId_.dRMeanEm_ += candPtDr;
      fracEm.push_back(candPtFrac);
      if (icone < ncones) {
        *coneEmFracs[icone] += candPt;
      }
      internalId_.ptDNe_ += candPt * candPt;
      sumPtNe += candPt;
      multNeut += candPuppiWeight;
    }
    if ((abs(icand->pdgId()) == 1) || (abs(icand->pdgId()) == 2))
      multNeut += candPuppiWeight;

    // Charged  particles
    if (icand->charge() != 0) {
      if (lLeadCh == nullptr || candPt > lLeadCh->pt()) {
        lLeadCh = icand;

        const reco::Track* pfTrk = icand->bestTrack();
        if (lPF && std::abs(icand->pdgId()) == 13 && pfTrk == nullptr) {
          reco::MuonRef lmuRef = lPF->muonRef();
          if (lmuRef.isNonnull()) {
            const reco::Muon& lmu = *lmuRef.get();
            pfTrk = lmu.bestTrack();
            edm::LogWarning("BadMuon")
                << "Found a PFCandidate muon without a trackRef: falling back to Muon::bestTrack ";
          }
        }
        if (pfTrk == nullptr) {  //protection against empty pointers for the miniAOD case
          //To handle the electron case
          if (isPacked) {
            internalId_.d0_ = std::abs(lPack->dxy(vtx->position()));
            internalId_.dZ_ = std::abs(lPack->dz(vtx->position()));
          } else if (lPF != nullptr) {
            pfTrk = (lPF->trackRef().get() == nullptr) ? lPF->gsfTrackRef().get() : lPF->trackRef().get();
            internalId_.d0_ = std::abs(pfTrk->dxy(vtx->position()));
            internalId_.dZ_ = std::abs(pfTrk->dz(vtx->position()));
          }
        } else {
          internalId_.d0_ = std::abs(pfTrk->dxy(vtx->position()));
          internalId_.dZ_ = std::abs(pfTrk->dz(vtx->position()));
        }
      }
      internalId_.dRMeanCh_ += candPtDr;
      internalId_.ptDCh_ += candPt * candPt;
      fracCh.push_back(candPtFrac);
      if (icone < ncones) {
        *coneChFracs[icone] += candPt;
      }
      sumPtCh += candPt;
    }
    // // beta and betastar
    if (icand->charge() != 0) {
      if (!isPacked) {
        if (lPF->trackRef().isNonnull()) {
          float tkpt = candPt;
          sumTkPt += tkpt;
          // 'classic' beta definition based on track-vertex association
          bool inVtx0 = vtx->trackWeight(lPF->trackRef()) > 0;

          bool inAnyOther = false;
          // alternative beta definition based on track-vertex distance of closest approach
          double dZ0 = std::abs(lPF->trackRef()->dz(vtx->position()));
          double dZ = dZ0;
          for (reco::VertexCollection::const_iterator vi = allvtx.begin(); vi != allvtx.end(); ++vi) {
            const reco::Vertex& iv = *vi;
            if (iv.isFake() || iv.ndof() < 4) {
              continue;
            }
            // the primary vertex may have been copied by the user: check identity by position
            bool isVtx0 = (iv.position() - vtx->position()).r() < 0.02;
            // 'classic' beta definition: check if the track is associated with
            // any vertex other than the primary one
            if (!isVtx0 && !inAnyOther) {
              inAnyOther = vtx->trackWeight(lPF->trackRef()) <= 0;
            }
            // alternative beta: find closest vertex to the track
            dZ = std::min(dZ, std::abs(lPF->trackRef()->dz(iv.position())));
          }
          // classic beta/betaStar
          if (inVtx0 && !inAnyOther) {
            internalId_.betaClassic_ += tkpt;
          } else if (!inVtx0 && inAnyOther) {
            internalId_.betaStarClassic_ += tkpt;
          }
          // alternative beta/betaStar
          if (dZ0 < 0.2) {
            internalId_.beta_ += tkpt;
          } else if (dZ < 0.2) {
            internalId_.betaStar_ += tkpt;
          }
        }
      } else {
        float tkpt = candPt;
        sumTkPt += tkpt;
        bool inVtx0 = false;
        bool inVtxOther = false;
        double dZ0 = 9999.;
        double dZ_tmp = 9999.;
        for (unsigned vtx_i = 0; vtx_i < allvtx.size(); vtx_i++) {
          auto iv = allvtx[vtx_i];

          if (iv.isFake())
            continue;

          // Match to vertex in case of copy as above
          bool isVtx0 = (iv.position() - vtx->position()).r() < 0.02;

          if (isVtx0) {
            if (lPack->fromPV(vtx_i) == pat::PackedCandidate::PVUsedInFit)
              inVtx0 = true;
            if (lPack->fromPV(vtx_i) == 0)
              inVtxOther = true;
            dZ0 = lPack->dz(iv.position());
          }

          if (fabs(lPack->dz(iv.position())) < fabs(dZ_tmp)) {
            dZ_tmp = lPack->dz(iv.position());
          }
        }
        if (inVtx0) {
          internalId_.betaClassic_ += tkpt;
        } else if (inVtxOther) {
          internalId_.betaStarClassic_ += tkpt;
        }
        if (fabs(dZ0) < 0.2) {
          internalId_.beta_ += tkpt;
        } else if (fabs(dZ_tmp) < 0.2) {
          internalId_.betaStar_ += tkpt;
        }
      }
    }

    // trailing candidate
    if (lTrail == nullptr || candPt < lTrail->pt()) {
      lTrail = icand;
    }
  }

  // // Finalize all variables
  assert(!(lLead == nullptr));

  if (lSecond == nullptr) {
    lSecond = lTrail;
  }
  if (lLeadNeut == nullptr) {
    lLeadNeut = lTrail;
  }
  if (lLeadEm == nullptr) {
    lLeadEm = lTrail;
  }
  if (lLeadCh == nullptr) {
    lLeadCh = lTrail;
  }

  if (patjet != nullptr) {  // to enable running on MiniAOD slimmedJets
    internalId_.nCharged_ = patjet->chargedMultiplicity();
    internalId_.nNeutrals_ = patjet->neutralMultiplicity();
    internalId_.chgEMfrac_ = patjet->chargedEmEnergy() / jet->energy();
    internalId_.neuEMfrac_ = patjet->neutralEmEnergy() / jet->energy();
    internalId_.chgHadrfrac_ = patjet->chargedHadronEnergy() / jet->energy();
    internalId_.neuHadrfrac_ = patjet->neutralHadronEnergy() / jet->energy();
    if (usePuppi)
      internalId_.nNeutrals_ = multNeut;
  } else {
    internalId_.nCharged_ = pfjet->chargedMultiplicity();
    internalId_.nNeutrals_ = pfjet->neutralMultiplicity();
    internalId_.chgEMfrac_ = pfjet->chargedEmEnergy() / jet->energy();
    internalId_.neuEMfrac_ = pfjet->neutralEmEnergy() / jet->energy();
    internalId_.chgHadrfrac_ = pfjet->chargedHadronEnergy() / jet->energy();
    internalId_.neuHadrfrac_ = pfjet->neutralHadronEnergy() / jet->energy();
  }
  internalId_.nParticles_ = jet->nConstituents();

  float sumW2(0.0);
  float sum_deta(0.0), sum_dphi(0.0);
  float ave_deta(0.0), ave_dphi(0.0);
  for (size_t j = 0; j < jet->numberOfDaughters(); j++) {
    const auto& part = jet->daughterPtr(j);
    if (!(part.isAvailable() && part.isNonnull())) {
      continue;
    }

    float partPuppiWeight = 1.0;
    if (usePuppi) {
      const pat::PackedCandidate* partpack = dynamic_cast<const pat::PackedCandidate*>(part.get());
      if (partpack != nullptr)
        partPuppiWeight = partpack->puppiWeight();
    }

    float weight = (part->pt()) * partPuppiWeight;
    float weight2 = weight * weight;
    sumW2 += weight2;
    float deta = part->eta() - jet->eta();
    float dphi = reco::deltaPhi(*part, *jet);
    sum_deta += deta * weight2;
    sum_dphi += dphi * weight2;
    if (sumW2 > 0) {
      ave_deta = sum_deta / sumW2;
      ave_dphi = sum_dphi / sumW2;
    }
  }

  float ddetaR_sum(0.0), ddphiR_sum(0.0), pull_tmp(0.0);
  for (size_t i = 0; i < jet->numberOfDaughters(); i++) {
    const auto& part = jet->daughterPtr(i);
    if (!(part.isAvailable() && part.isNonnull())) {
      continue;
    }

    float partPuppiWeight = 1.0;
    if (usePuppi) {
      const pat::PackedCandidate* partpack = dynamic_cast<const pat::PackedCandidate*>(part.get());
      if (partpack != nullptr)
        partPuppiWeight = partpack->puppiWeight();
    }

    float weight = partPuppiWeight * (part->pt()) * partPuppiWeight * (part->pt());
    float deta = part->eta() - jet->eta();
    float dphi = reco::deltaPhi(*part, *jet);
    float ddeta, ddphi, ddR;
    ddeta = deta - ave_deta;
    ddphi = dphi - ave_dphi;
    ddR = sqrt(ddeta * ddeta + ddphi * ddphi);
    ddetaR_sum += ddR * ddeta * weight;
    ddphiR_sum += ddR * ddphi * weight;
  }
  if (sumW2 > 0) {
    float ddetaR_ave = ddetaR_sum / sumW2;
    float ddphiR_ave = ddphiR_sum / sumW2;
    pull_tmp = sqrt(ddetaR_ave * ddetaR_ave + ddphiR_ave * ddphiR_ave);
  }
  internalId_.pull_ = pull_tmp;

  setPtEtaPhi(*lLead, internalId_.leadPt_, internalId_.leadEta_, internalId_.leadPhi_);
  setPtEtaPhi(*lSecond, internalId_.secondPt_, internalId_.secondEta_, internalId_.secondPhi_);
  setPtEtaPhi(*lLeadNeut, internalId_.leadNeutPt_, internalId_.leadNeutEta_, internalId_.leadNeutPhi_);
  setPtEtaPhi(*lLeadEm, internalId_.leadEmPt_, internalId_.leadEmEta_, internalId_.leadEmPhi_);
  setPtEtaPhi(*lLeadCh, internalId_.leadChPt_, internalId_.leadChEta_, internalId_.leadChPhi_);

  std::sort(frac.begin(), frac.end(), std::greater<float>());
  std::sort(fracCh.begin(), fracCh.end(), std::greater<float>());
  std::sort(fracEm.begin(), fracEm.end(), std::greater<float>());
  std::sort(fracNeut.begin(), fracNeut.end(), std::greater<float>());
  assign(frac, internalId_.leadFrac_, internalId_.secondFrac_, internalId_.thirdFrac_, internalId_.fourthFrac_);
  assign(
      fracCh, internalId_.leadChFrac_, internalId_.secondChFrac_, internalId_.thirdChFrac_, internalId_.fourthChFrac_);
  assign(
      fracEm, internalId_.leadEmFrac_, internalId_.secondEmFrac_, internalId_.thirdEmFrac_, internalId_.fourthEmFrac_);
  assign(fracNeut,
         internalId_.leadNeutFrac_,
         internalId_.secondNeutFrac_,
         internalId_.thirdNeutFrac_,
         internalId_.fourthNeutFrac_);

  covMatrix(0, 0) /= sumPt2;
  covMatrix(0, 1) /= sumPt2;
  covMatrix(1, 1) /= sumPt2;
  covMatrix(1, 0) = covMatrix(0, 1);
  internalId_.etaW_ = sqrt(covMatrix(0, 0));
  internalId_.phiW_ = sqrt(covMatrix(1, 1));
  internalId_.jetW_ = 0.5 * (internalId_.etaW_ + internalId_.phiW_);
  TVectorD eigVals(2);
  eigVals = TMatrixDSymEigen(covMatrix).GetEigenValues();
  internalId_.majW_ = sqrt(std::abs(eigVals(0)));
  internalId_.minW_ = sqrt(std::abs(eigVals(1)));
  if (internalId_.majW_ < internalId_.minW_) {
    std::swap(internalId_.majW_, internalId_.minW_);
  }

  internalId_.dRLeadCent_ = reco::deltaR(*jet, *lLead);
  if (lSecond == nullptr) {
    internalId_.dRLead2nd_ = reco::deltaR(*jet, *lSecond);
  }
  internalId_.dRMean_ /= jetPt;
  internalId_.dRMeanNeut_ /= jetPt;
  internalId_.dRMeanEm_ /= jetPt;
  internalId_.dRMeanCh_ /= jetPt;
  internalId_.dR2Mean_ /= sumPt2;

  for (size_t ic = 0; ic < ncones; ++ic) {
    *coneFracs[ic] /= jetPt;
    *coneEmFracs[ic] /= jetPt;
    *coneNeutFracs[ic] /= jetPt;
    *coneChFracs[ic] /= jetPt;
  }
  //http://jets.physics.harvard.edu/qvg/
  double ptMean = sumPt / internalId_.nParticles_;
  double ptRMS = 0;
  for (unsigned int i0 = 0; i0 < frac.size(); i0++) {
    ptRMS += (frac[i0] - ptMean) * (frac[i0] - ptMean);
  }
  ptRMS /= internalId_.nParticles_;
  ptRMS = sqrt(ptRMS);

  internalId_.ptMean_ = ptMean;
  internalId_.ptRMS_ = ptRMS / jetPt;
  internalId_.pt2A_ = sqrt(internalId_.ptD_ / internalId_.nParticles_) / jetPt;
  internalId_.ptD_ = sqrt(internalId_.ptD_) / sumPt;
  internalId_.ptDCh_ = sqrt(internalId_.ptDCh_) / sumPtCh;
  internalId_.ptDNe_ = sqrt(internalId_.ptDNe_) / sumPtNe;
  internalId_.sumPt_ = sumPt;
  internalId_.sumChPt_ = sumPtCh;
  internalId_.sumNePt_ = sumPtNe;

  internalId_.jetR_ = lLead->pt() / sumPt;
  internalId_.jetRchg_ = lLeadCh->pt() / sumPt;
  internalId_.dRMatch_ = dRmin;

  if (sumTkPt != 0.) {
    internalId_.beta_ /= sumTkPt;
    internalId_.betaStar_ /= sumTkPt;
    internalId_.betaClassic_ /= sumTkPt;
    internalId_.betaStarClassic_ /= sumTkPt;
  } else {
    assert(internalId_.beta_ == 0. && internalId_.betaStar_ == 0. && internalId_.betaClassic_ == 0. &&
           internalId_.betaStarClassic_ == 0.);
  }

  if (cache_->runMvas()) {
    runMva();
  }

  return PileupJetIdentifier(internalId_);
}

// ------------------------------------------------------------------------------------------
std::string PileupJetIdAlgo::dumpVariables() const {
  std::stringstream out;
  for (variables_list_t::const_iterator it = variables_.begin(); it != variables_.end(); ++it) {
    out << std::setw(15) << it->first << std::setw(3) << "=" << std::setw(5) << *it->second.first << " ("
        << std::setw(5) << it->second.second << ")" << std::endl;
  }
  return out.str();
}

// ------------------------------------------------------------------------------------------
void PileupJetIdAlgo::resetVariables() {
  internalId_.idFlag_ = 0;
  for (variables_list_t::iterator it = variables_.begin(); it != variables_.end(); ++it) {
    *it->second.first = it->second.second;
  }
}

// ------------------------------------------------------------------------------------------
#define INIT_VARIABLE(NAME, TMVANAME, VAL) \
  internalId_.NAME##_ = VAL;               \
  variables_[#NAME] = std::make_pair(&internalId_.NAME##_, VAL);

// ------------------------------------------------------------------------------------------
void PileupJetIdAlgo::initVariables() {
  internalId_.idFlag_ = 0;
  INIT_VARIABLE(mva, "", -100.);
  //INIT_VARIABLE(jetPt      , "jspt_1", 0.);
  //INIT_VARIABLE(jetEta     , "jseta_1", large_val);
  INIT_VARIABLE(jetPt, "", 0.);
  INIT_VARIABLE(jetEta, "", large_val);
  INIT_VARIABLE(jetPhi, "jsphi_1", large_val);
  INIT_VARIABLE(jetM, "jm_1", 0.);

  INIT_VARIABLE(nCharged, "", 0.);
  INIT_VARIABLE(nNeutrals, "", 0.);

  INIT_VARIABLE(chgEMfrac, "", 0.);
  INIT_VARIABLE(neuEMfrac, "", 0.);
  INIT_VARIABLE(chgHadrfrac, "", 0.);
  INIT_VARIABLE(neuHadrfrac, "", 0.);

  INIT_VARIABLE(d0, "jd0_1", -1000.);
  INIT_VARIABLE(dZ, "jdZ_1", -1000.);
  //INIT_VARIABLE(nParticles , "npart_1"  , 0.);
  INIT_VARIABLE(nParticles, "", 0.);

  INIT_VARIABLE(leadPt, "lpt_1", 0.);
  INIT_VARIABLE(leadEta, "leta_1", large_val);
  INIT_VARIABLE(leadPhi, "lphi_1", large_val);
  INIT_VARIABLE(secondPt, "spt_1", 0.);
  INIT_VARIABLE(secondEta, "seta_1", large_val);
  INIT_VARIABLE(secondPhi, "sphi_1", large_val);
  INIT_VARIABLE(leadNeutPt, "lnept_1", 0.);
  INIT_VARIABLE(leadNeutEta, "lneeta_1", large_val);
  INIT_VARIABLE(leadNeutPhi, "lnephi_1", large_val);
  INIT_VARIABLE(leadEmPt, "lempt_1", 0.);
  INIT_VARIABLE(leadEmEta, "lemeta_1", large_val);
  INIT_VARIABLE(leadEmPhi, "lemphi_1", large_val);
  INIT_VARIABLE(leadChPt, "lchpt_1", 0.);
  INIT_VARIABLE(leadChEta, "lcheta_1", large_val);
  INIT_VARIABLE(leadChPhi, "lchphi_1", large_val);
  INIT_VARIABLE(leadFrac, "lLfr_1", 0.);

  INIT_VARIABLE(dRLeadCent, "drlc_1", 0.);
  INIT_VARIABLE(dRLead2nd, "drls_1", 0.);
  INIT_VARIABLE(dRMean, "drm_1", 0.);
  INIT_VARIABLE(dRMean, "", 0.);
  INIT_VARIABLE(pull, "", 0.);
  INIT_VARIABLE(dRMeanNeut, "drmne_1", 0.);
  INIT_VARIABLE(dRMeanEm, "drem_1", 0.);
  INIT_VARIABLE(dRMeanCh, "drch_1", 0.);
  INIT_VARIABLE(dR2Mean, "", 0.);

  INIT_VARIABLE(ptD, "", 0.);
  INIT_VARIABLE(ptMean, "", 0.);
  INIT_VARIABLE(ptRMS, "", 0.);
  INIT_VARIABLE(pt2A, "", 0.);
  INIT_VARIABLE(ptDCh, "", 0.);
  INIT_VARIABLE(ptDNe, "", 0.);
  INIT_VARIABLE(sumPt, "", 0.);
  INIT_VARIABLE(sumChPt, "", 0.);
  INIT_VARIABLE(sumNePt, "", 0.);

  INIT_VARIABLE(secondFrac, "", 0.);
  INIT_VARIABLE(thirdFrac, "", 0.);
  INIT_VARIABLE(fourthFrac, "", 0.);

  INIT_VARIABLE(leadChFrac, "", 0.);
  INIT_VARIABLE(secondChFrac, "", 0.);
  INIT_VARIABLE(thirdChFrac, "", 0.);
  INIT_VARIABLE(fourthChFrac, "", 0.);

  INIT_VARIABLE(leadNeutFrac, "", 0.);
  INIT_VARIABLE(secondNeutFrac, "", 0.);
  INIT_VARIABLE(thirdNeutFrac, "", 0.);
  INIT_VARIABLE(fourthNeutFrac, "", 0.);

  INIT_VARIABLE(leadEmFrac, "", 0.);
  INIT_VARIABLE(secondEmFrac, "", 0.);
  INIT_VARIABLE(thirdEmFrac, "", 0.);
  INIT_VARIABLE(fourthEmFrac, "", 0.);

  INIT_VARIABLE(jetW, "", 1.);
  INIT_VARIABLE(etaW, "", 1.);
  INIT_VARIABLE(phiW, "", 1.);

  INIT_VARIABLE(majW, "", 1.);
  INIT_VARIABLE(minW, "", 1.);

  INIT_VARIABLE(frac01, "", 0.);
  INIT_VARIABLE(frac02, "", 0.);
  INIT_VARIABLE(frac03, "", 0.);
  INIT_VARIABLE(frac04, "", 0.);
  INIT_VARIABLE(frac05, "", 0.);
  INIT_VARIABLE(frac06, "", 0.);
  INIT_VARIABLE(frac07, "", 0.);

  INIT_VARIABLE(chFrac01, "", 0.);
  INIT_VARIABLE(chFrac02, "", 0.);
  INIT_VARIABLE(chFrac03, "", 0.);
  INIT_VARIABLE(chFrac04, "", 0.);
  INIT_VARIABLE(chFrac05, "", 0.);
  INIT_VARIABLE(chFrac06, "", 0.);
  INIT_VARIABLE(chFrac07, "", 0.);

  INIT_VARIABLE(neutFrac01, "", 0.);
  INIT_VARIABLE(neutFrac02, "", 0.);
  INIT_VARIABLE(neutFrac03, "", 0.);
  INIT_VARIABLE(neutFrac04, "", 0.);
  INIT_VARIABLE(neutFrac05, "", 0.);
  INIT_VARIABLE(neutFrac06, "", 0.);
  INIT_VARIABLE(neutFrac07, "", 0.);

  INIT_VARIABLE(emFrac01, "", 0.);
  INIT_VARIABLE(emFrac02, "", 0.);
  INIT_VARIABLE(emFrac03, "", 0.);
  INIT_VARIABLE(emFrac04, "", 0.);
  INIT_VARIABLE(emFrac05, "", 0.);
  INIT_VARIABLE(emFrac06, "", 0.);
  INIT_VARIABLE(emFrac07, "", 0.);

  INIT_VARIABLE(beta, "", 0.);
  INIT_VARIABLE(betaStar, "", 0.);
  INIT_VARIABLE(betaClassic, "", 0.);
  INIT_VARIABLE(betaStarClassic, "", 0.);

  INIT_VARIABLE(nvtx, "", 0.);
  INIT_VARIABLE(rho, "", 0.);
  INIT_VARIABLE(nTrueInt, "", 0.);

  INIT_VARIABLE(jetR, "", 0.);
  INIT_VARIABLE(jetRchg, "", 0.);
  INIT_VARIABLE(dRMatch, "", 0.);
}

#undef INIT_VARIABLE