EGRegressionModifierV3.cc

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#include "CommonTools/CandAlgos/interface/ModifyObjectValueBase.h"

#include "FWCore/Utilities/interface/InputTag.h"
#include "FWCore/Utilities/interface/EDGetToken.h"
#include "FWCore/Framework/interface/ESHandle.h"
#include "FWCore/MessageLogger/interface/MessageLogger.h"

#include "DataFormats/Common/interface/ValueMap.h"
#include "DataFormats/EgammaCandidates/interface/GsfElectron.h"
#include "DataFormats/EgammaCandidates/interface/Photon.h"
#include "DataFormats/EcalDetId/interface/EBDetId.h"
#include "DataFormats/EcalDetId/interface/EEDetId.h"

#include "RecoEgamma/EgammaTools/interface/EgammaRegressionContainer.h"
#include "RecoEgamma/EgammaTools/interface/EpCombinationTool.h"
#include "RecoEgamma/EgammaTools/interface/EcalClusterLocal.h"
#include "Geometry/Records/interface/CaloGeometryRecord.h"
#include "Geometry/CaloGeometry/interface/CaloGeometry.h"

#include <vdt/vdtMath.h>

class EGRegressionModifierV3 : public ModifyObjectValueBase {
public:
  struct EleRegs {
    EleRegs(const edm::ParameterSet& iConfig);
    void setEventContent(const edm::EventSetup& iSetup);
    EgammaRegressionContainer ecalOnlyMean;
    EgammaRegressionContainer ecalOnlySigma;
    EpCombinationTool epComb;
  };

  struct PhoRegs {
    PhoRegs(const edm::ParameterSet& iConfig);
    void setEventContent(const edm::EventSetup& iSetup);
    EgammaRegressionContainer ecalOnlyMean;
    EgammaRegressionContainer ecalOnlySigma;
  };

  EGRegressionModifierV3(const edm::ParameterSet& conf, edm::ConsumesCollector& cc);
  ~EGRegressionModifierV3() override;

  void setEvent(const edm::Event&) final;
  void setEventContent(const edm::EventSetup&) final;

  void modifyObject(reco::GsfElectron&) const final;
  void modifyObject(reco::Photon&) const final;

  // just calls reco versions
  void modifyObject(pat::Electron&) const final;
  void modifyObject(pat::Photon&) const final;

private:
  std::array<float, 32> getRegData(const reco::GsfElectron& ele) const;
  std::array<float, 32> getRegData(const reco::Photon& pho) const;
  void getSeedCrysCoord(const reco::CaloCluster& clus, int& iEtaOrX, int& iPhiOrY) const;

  std::unique_ptr<EleRegs> eleRegs_;
  std::unique_ptr<PhoRegs> phoRegs_;

  float rhoValue_;
  edm::EDGetTokenT<double> rhoToken_;

  bool useClosestToCentreSeedCrysDef_;
  float maxRawEnergyForLowPtEBSigma_;
  float maxRawEnergyForLowPtEESigma_;
  edm::ESHandle<CaloGeometry> caloGeomHandle_;
};

DEFINE_EDM_PLUGIN(ModifyObjectValueFactory, EGRegressionModifierV3, "EGRegressionModifierV3");

EGRegressionModifierV3::EGRegressionModifierV3(const edm::ParameterSet& conf, edm::ConsumesCollector& cc)
    : ModifyObjectValueBase(conf),
      rhoValue_(0.),
      rhoToken_(cc.consumes<double>(conf.getParameter<edm::InputTag>("rhoTag"))),
      useClosestToCentreSeedCrysDef_(conf.getParameter<bool>("useClosestToCentreSeedCrysDef")),
      maxRawEnergyForLowPtEBSigma_(conf.getParameter<double>("maxRawEnergyForLowPtEBSigma")),
      maxRawEnergyForLowPtEESigma_(conf.getParameter<double>("maxRawEnergyForLowPtEESigma")) {
  if (conf.exists("eleRegs")) {
    eleRegs_ = std::make_unique<EleRegs>(conf.getParameter<edm::ParameterSet>("eleRegs"));
  }
  if (conf.exists("phoRegs")) {
    phoRegs_ = std::make_unique<PhoRegs>(conf.getParameter<edm::ParameterSet>("phoRegs"));
  }
}

EGRegressionModifierV3::~EGRegressionModifierV3() {}

void EGRegressionModifierV3::setEvent(const edm::Event& evt) {
  edm::Handle<double> rhoHandle;
  evt.getByToken(rhoToken_, rhoHandle);
  rhoValue_ = *rhoHandle;
}

void EGRegressionModifierV3::setEventContent(const edm::EventSetup& iSetup) {
  if (eleRegs_)
    eleRegs_->setEventContent(iSetup);
  if (phoRegs_)
    phoRegs_->setEventContent(iSetup);
  if (useClosestToCentreSeedCrysDef_)
    iSetup.get<CaloGeometryRecord>().get(caloGeomHandle_);
}

void EGRegressionModifierV3::modifyObject(reco::GsfElectron& ele) const {
  //check if we have specified an electron regression correction and
  //return the object unmodified if so
  if (!eleRegs_)
    return;

  const reco::SuperClusterRef& superClus = ele.superCluster();

  // skip HGCAL for now
  if (superClus->seed()->seed().det() == DetId::Forward)
    return;

  // do not apply corrections in case of missing info (slimmed MiniAOD electrons)
  if (!superClus->clusters().isAvailable())
    return;

  //check if fbrem is filled as its needed for E/p combination so abort if its set to the default value
  //this will be the case for <5 (or current cuts) for miniAOD electrons
  if (ele.fbrem() == reco::GsfElectron::ClassificationVariables::kDefaultValue)
    return;

  auto regData = getRegData(ele);
  const float rawEnergy = superClus->rawEnergy();
  const float rawESEnergy = superClus->preshowerEnergy();
  //bug here, it should include the ES, kept for backwards compat
  const float rawEt = rawEnergy * superClus->position().rho() / superClus->position().r();
  const bool isSaturated = ele.nSaturatedXtals() != 0;

  const float ecalMean = eleRegs_->ecalOnlyMean(rawEt, ele.isEB(), isSaturated, regData.data());
  const float ecalMeanCorr = ecalMean > 0. ? ecalMean : 1.0;
  //as the sample is trained flat in pt, the regression's only source of very high energy
  //electrons is in the high endcap and therefore it gives a very poor resolution estimate
  //to any electrons with this energy, regardless of their actual eta
  //hence this lovely hack
  if (ele.isEB() && maxRawEnergyForLowPtEBSigma_ >= 0 && eleRegs_->ecalOnlySigma.useLowEtBin(rawEt, isSaturated)) {
    regData[0] = std::min(regData[0], maxRawEnergyForLowPtEBSigma_);
  }
  if (!ele.isEB() && maxRawEnergyForLowPtEESigma_ >= 0 && eleRegs_->ecalOnlySigma.useLowEtBin(rawEt, isSaturated)) {
    regData[0] = std::min(regData[0], maxRawEnergyForLowPtEESigma_);
  }
  const float ecalSigma = eleRegs_->ecalOnlySigma(rawEt, ele.isEB(), isSaturated, regData.data());

  const float corrEnergy = (rawEnergy + rawESEnergy) * ecalMeanCorr;
  const float corrEnergyErr = corrEnergy * ecalSigma;

  ele.setCorrectedEcalEnergy(corrEnergy);
  ele.setCorrectedEcalEnergyError(corrEnergyErr);

  std::pair<float, float> combEnergyAndErr = eleRegs_->epComb.combine(ele);
  const math::XYZTLorentzVector newP4 = ele.p4() * combEnergyAndErr.first / ele.p4().t();
  ele.correctMomentum(newP4, ele.trackMomentumError(), combEnergyAndErr.second);
}

void EGRegressionModifierV3::modifyObject(pat::Electron& ele) const {
  modifyObject(static_cast<reco::GsfElectron&>(ele));
}

void EGRegressionModifierV3::modifyObject(reco::Photon& pho) const {
  //check if we have specified an photon regression correction and
  //return the object unmodified if so
  if (!phoRegs_)
    return;

  const reco::SuperClusterRef& superClus = pho.superCluster();

  // skip HGCAL for now
  if (superClus->seed()->seed().det() == DetId::Forward)
    return;

  // do not apply corrections in case of missing info (happens for some slimmed MiniAOD photons)
  if (!superClus->clusters().isAvailable())
    return;

  auto regData = getRegData(pho);

  const float rawEnergy = superClus->rawEnergy();
  const float rawESEnergy = superClus->preshowerEnergy();
  //bug here, it should include the ES, kept for backwards compat
  const float rawEt = rawEnergy * superClus->position().rho() / superClus->position().r();
  const bool isSaturated = pho.nSaturatedXtals();
  const float ecalMean = phoRegs_->ecalOnlyMean(rawEt, pho.isEB(), isSaturated, regData.data());
  const float ecalMeanCorr = ecalMean > 0. ? ecalMean : 1.0;

  //see the electrons for explaination of this lovely feature
  if (pho.isEB() && maxRawEnergyForLowPtEBSigma_ >= 0 && phoRegs_->ecalOnlySigma.useLowEtBin(rawEt, isSaturated)) {
    regData[0] = std::min(regData[0], maxRawEnergyForLowPtEBSigma_);
  }
  if (!pho.isEB() && maxRawEnergyForLowPtEESigma_ >= 0 && phoRegs_->ecalOnlySigma.useLowEtBin(rawEt, isSaturated)) {
    regData[0] = std::min(regData[0], maxRawEnergyForLowPtEESigma_);
  }
  const float ecalSigma = phoRegs_->ecalOnlySigma(rawEt, pho.isEB(), isSaturated, regData.data());

  const double corrEnergy = (rawEnergy + rawESEnergy) * ecalMeanCorr;
  const double corrEnergyErr = corrEnergy * ecalSigma;

  pho.setCorrectedEnergy(reco::Photon::P4type::regression2, corrEnergy, corrEnergyErr, true);
}

void EGRegressionModifierV3::modifyObject(pat::Photon& pho) const { modifyObject(static_cast<reco::Photon&>(pho)); }

std::array<float, 32> EGRegressionModifierV3::getRegData(const reco::GsfElectron& ele) const {
  std::array<float, 32> data;

  const reco::SuperClusterRef& superClus = ele.superCluster();
  const edm::Ptr<reco::CaloCluster>& seedClus = superClus->seed();

  const bool isEB = ele.isEB();
  const double rawEnergy = superClus->rawEnergy();
  const double rawESEnergy = superClus->preshowerEnergy();
  const int numberOfClusters = superClus->clusters().size();
  const auto& ssFull5x5 = ele.full5x5_showerShape();

  float e5x5Inverse = ssFull5x5.e5x5 != 0. ? vdt::fast_inv(ssFull5x5.e5x5) : 0.;

  data[0] = rawEnergy;
  data[1] = superClus->etaWidth();
  data[2] = superClus->phiWidth();
  data[3] = superClus->seed()->energy() / rawEnergy;
  data[4] = ssFull5x5.e5x5 / rawEnergy;
  data[5] = ele.hcalOverEcalBc();
  data[6] = rhoValue_;
  data[7] = seedClus->eta() - superClus->position().Eta();
  data[8] = reco::deltaPhi(seedClus->phi(), superClus->position().Phi());
  data[9] = ssFull5x5.r9;
  data[10] = ssFull5x5.sigmaIetaIeta;
  data[11] = ssFull5x5.sigmaIetaIphi;
  data[12] = ssFull5x5.sigmaIphiIphi;
  data[13] = ssFull5x5.eMax * e5x5Inverse;
  data[14] = ssFull5x5.e2nd * e5x5Inverse;
  data[15] = ssFull5x5.eTop * e5x5Inverse;
  data[16] = ssFull5x5.eBottom * e5x5Inverse;
  data[17] = ssFull5x5.eLeft * e5x5Inverse;
  data[18] = ssFull5x5.eRight * e5x5Inverse;
  data[19] = ssFull5x5.e2x5Max * e5x5Inverse;
  data[20] = ssFull5x5.e2x5Left * e5x5Inverse;
  data[21] = ssFull5x5.e2x5Right * e5x5Inverse;
  data[22] = ssFull5x5.e2x5Top * e5x5Inverse;
  data[23] = ssFull5x5.e2x5Bottom * e5x5Inverse;
  data[24] = ele.nSaturatedXtals();
  data[25] = std::max(0, numberOfClusters);

  if (isEB) {
    int iEta, iPhi;
    getSeedCrysCoord(*seedClus, iEta, iPhi);
    int signIEta = iEta > 0 ? +1 : -1;
    data[26] = iEta;
    data[27] = iPhi;
    data[28] = (iEta - signIEta) % 5;
    data[29] = (iPhi - 1) % 2;
    const int iEtaCorr = iEta - (iEta > 0 ? +1 : -1);
    const int iEtaCorr26 = iEta - (iEta > 0 ? +26 : -26);
    data[30] = std::abs(iEta) <= 25 ? iEtaCorr % 20 : iEtaCorr26 % 20;
    data[31] = (iPhi - 1) % 20;
  } else {
    int iX, iY;
    getSeedCrysCoord(*seedClus, iX, iY);
    data[26] = iX;
    data[27] = iY;
    data[28] = rawESEnergy / rawEnergy;
  }

  return data;
}

std::array<float, 32> EGRegressionModifierV3::getRegData(const reco::Photon& pho) const {
  std::array<float, 32> data;

  const reco::SuperClusterRef& superClus = pho.superCluster();
  const edm::Ptr<reco::CaloCluster>& seedClus = superClus->seed();

  const bool isEB = pho.isEB();
  const double rawEnergy = superClus->rawEnergy();
  const double rawESEnergy = superClus->preshowerEnergy();
  const int numberOfClusters = superClus->clusters().size();
  const auto& ssFull5x5 = pho.full5x5_showerShapeVariables();

  float e5x5Inverse = ssFull5x5.e5x5 != 0. ? vdt::fast_inv(ssFull5x5.e5x5) : 0.;

  data[0] = rawEnergy;
  data[1] = superClus->etaWidth();
  data[2] = superClus->phiWidth();
  data[3] = superClus->seed()->energy() / rawEnergy;
  data[4] = ssFull5x5.e5x5 / rawEnergy;
  //interestingly enough this differs from electrons where it uses cone based
  //naively Sam would have thought using cone based is even worse than tower based
  data[5] = pho.hadronicOverEm();
  data[6] = rhoValue_;
  data[7] = seedClus->eta() - superClus->position().Eta();
  data[8] = reco::deltaPhi(seedClus->phi(), superClus->position().Phi());
  data[9] = pho.full5x5_r9();
  data[10] = ssFull5x5.sigmaIetaIeta;
  //interestingly sigmaIEtaIPhi differs in defination here from
  //electron & sc definations of sigmaIEtaIPhi
  data[11] = ssFull5x5.sigmaIetaIphi;
  data[12] = ssFull5x5.sigmaIphiIphi;
  data[13] = ssFull5x5.maxEnergyXtal * e5x5Inverse;
  data[14] = ssFull5x5.e2nd * e5x5Inverse;
  data[15] = ssFull5x5.eTop * e5x5Inverse;
  data[16] = ssFull5x5.eBottom * e5x5Inverse;
  data[17] = ssFull5x5.eLeft * e5x5Inverse;
  data[18] = ssFull5x5.eRight * e5x5Inverse;
  data[19] = ssFull5x5.e2x5Max * e5x5Inverse;
  data[20] = ssFull5x5.e2x5Left * e5x5Inverse;
  data[21] = ssFull5x5.e2x5Right * e5x5Inverse;
  data[22] = ssFull5x5.e2x5Top * e5x5Inverse;
  data[23] = ssFull5x5.e2x5Bottom * e5x5Inverse;
  data[24] = pho.nSaturatedXtals();
  data[25] = std::max(0, numberOfClusters);

  if (isEB) {
    int iEta, iPhi;
    getSeedCrysCoord(*seedClus, iEta, iPhi);
    data[26] = iEta;
    data[27] = iPhi;
    int signIEta = iEta > 0 ? +1 : -1;
    data[28] = (iEta - signIEta) % 5;
    data[29] = (iPhi - 1) % 2;
    const int iEtaCorr = iEta - (iEta > 0 ? +1 : -1);
    const int iEtaCorr26 = iEta - (iEta > 0 ? +26 : -26);
    data[30] = std::abs(iEta) <= 25 ? iEtaCorr % 20 : iEtaCorr26 % 20;
    data[31] = (iPhi - 1) % 20;
  } else {
    int iX, iY;
    getSeedCrysCoord(*seedClus, iX, iY);
    data[26] = iX;
    data[27] = iY;
    data[28] = rawESEnergy / rawEnergy;
  }

  return data;
}

void EGRegressionModifierV3::getSeedCrysCoord(const reco::CaloCluster& clus, int& iEtaOrX, int& iPhiOrY) const {
  iEtaOrX = 0;
  iPhiOrY = 0;

  const bool isEB = clus.seed().subdetId() == EcalBarrel;

  if (useClosestToCentreSeedCrysDef_) {
    float dummy;
    if (isEB) {
      egammaTools::localEcalClusterCoordsEB(clus, *caloGeomHandle_, dummy, dummy, iEtaOrX, iPhiOrY, dummy, dummy);
    } else {
      egammaTools::localEcalClusterCoordsEE(clus, *caloGeomHandle_, dummy, dummy, iEtaOrX, iPhiOrY, dummy, dummy);
    }
  } else {
    if (isEB) {
      const EBDetId ebId(clus.seed());
      iEtaOrX = ebId.ieta();
      iPhiOrY = ebId.iphi();
    } else {
      const EEDetId eeId(clus.seed());
      iEtaOrX = eeId.ix();
      iPhiOrY = eeId.iy();
    }
  }
}

EGRegressionModifierV3::EleRegs::EleRegs(const edm::ParameterSet& iConfig)
    : ecalOnlyMean(iConfig.getParameter<edm::ParameterSet>("ecalOnlyMean")),
      ecalOnlySigma(iConfig.getParameter<edm::ParameterSet>("ecalOnlySigma")),
      epComb(iConfig.getParameter<edm::ParameterSet>("epComb")) {}

void EGRegressionModifierV3::EleRegs::setEventContent(const edm::EventSetup& iSetup) {
  ecalOnlyMean.setEventContent(iSetup);
  ecalOnlySigma.setEventContent(iSetup);
  epComb.setEventContent(iSetup);
}

EGRegressionModifierV3::PhoRegs::PhoRegs(const edm::ParameterSet& iConfig)
    : ecalOnlyMean(iConfig.getParameter<edm::ParameterSet>("ecalOnlyMean")),
      ecalOnlySigma(iConfig.getParameter<edm::ParameterSet>("ecalOnlySigma")) {}

void EGRegressionModifierV3::PhoRegs::setEventContent(const edm::EventSetup& iSetup) {
  ecalOnlyMean.setEventContent(iSetup);
  ecalOnlySigma.setEventContent(iSetup);
}