PhotonMVAEstimatorRun2Spring16NonTrig Class Reference

#include <PhotonMVAEstimatorRun2Spring16NonTrig.h>

Inheritance diagram for PhotonMVAEstimatorRun2Spring16NonTrig:

Classes
struct	AllVariables

Public Types
enum	mvaCategories { UNDEFINED = -1, CAT_EB = 0, CAT_EE = 1 }

Public Member Functions
void	constrainMVAVariables (AllVariables &) const
std::vector< float >	fillMVAVariables (const edm::Ptr< reco::Candidate > &particle, const edm::Event &iEvent) const override
int	findCategory (const edm::Ptr< reco::Candidate > &particle) const override
const std::string &	getName () const final
int	getNCategories () const override
const std::string &	getTag () const final
bool	isEndcapCategory (int category) const
float	mvaValue (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
	PhotonMVAEstimatorRun2Spring16NonTrig (const edm::ParameterSet &conf)
void	setConsumes (edm::ConsumesCollector &&) const override
	~PhotonMVAEstimatorRun2Spring16NonTrig () override
Public Member Functions inherited from AnyMVAEstimatorRun2Base
	AnyMVAEstimatorRun2Base (const edm::ParameterSet &conf)
virtual void	getEventContent (const edm::Event &iEvent) const final
template<typename... Args>
std::vector< float >	packMVAVariables (const Args...args) const
virtual	~AnyMVAEstimatorRun2Base ()

Public Attributes
const uint	nCategories = 2
Public Attributes inherited from AnyMVAEstimatorRun2Base
const edm::ParameterSet	_conf

Private Attributes
AllVariables	allMVAVars_
EffectiveAreas	effectiveAreas_
std::vector< std::unique_ptr< const GBRForest > >	gbrForests_
const std::string	MethodName_
const std::string	name_ = "PhotonMVAEstimatorRun2Spring16NonTrig"
const edm::InputTag	phoChargedIsolationLabel_
double	phoIsoCutoff_
std::vector< double >	phoIsoPtScalingCoeff_
const edm::InputTag	phoPhotonIsolationLabel_
const edm::InputTag	phoWorstChargedIsolationLabel_
const edm::InputTag	rhoLabel_
std::string	tag_

Detailed Description

Definition at line 23 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Member Enumeration Documentation

enum PhotonMVAEstimatorRun2Spring16NonTrig::mvaCategories

Enumerator
UNDEFINED
CAT_EB
CAT_EE

Definition at line 30 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

                     {
    UNDEFINED = -1,
    CAT_EB  = 0,
    CAT_EE  = 1
  };

Constructor & Destructor Documentation

PhotonMVAEstimatorRun2Spring16NonTrig::PhotonMVAEstimatorRun2Spring16NonTrig

(

const edm::ParameterSet &

conf

)

Definition at line 7 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References GBRForestTools::createGBRForest(), gbrForests_, edm::ParameterSet::getParameter(), mps_fire::i, nCategories, AlCaHLTBitMon_QueryRunRegistry::string, tag_, electrons_cff::weightFile, mvaElectronID_Fall17_iso_V1_cff::weightFileNames, and ~PhotonMVAEstimatorRun2Spring16NonTrig().

                                                                                                       :
  AnyMVAEstimatorRun2Base(conf),
  MethodName_("BDTG method"),
  phoChargedIsolationLabel_(conf.getParameter<edm::InputTag>("phoChargedIsolation")), 
  phoPhotonIsolationLabel_(conf.getParameter<edm::InputTag>("phoPhotonIsolation")), 
  phoWorstChargedIsolationLabel_(conf.getParameter<edm::InputTag>("phoWorstChargedIsolation")), 
  rhoLabel_(conf.getParameter<edm::InputTag>("rho")),
  effectiveAreas_( (conf.getParameter<edm::FileInPath>("effAreasConfigFile")).fullPath()),
  phoIsoPtScalingCoeff_(conf.getParameter<std::vector<double >>("phoIsoPtScalingCoeff")),
  phoIsoCutoff_(conf.getParameter<double>("phoIsoCutoff"))
{

  //
  // Construct the MVA estimators
  //
  tag_ = conf.getParameter<std::string>("mvaTag");

  const std::vector <std::string> weightFileNames
    = conf.getParameter<std::vector<std::string> >("weightFileNames");

  if( weightFileNames.size() != nCategories )
    throw cms::Exception("MVA config failure: ")
      << "wrong number of weightfiles" << std::endl;

  gbrForests_.clear();
  // The method name is just a key to retrieve this method later, it is not
  // a control parameter for a reader (the full definition of the MVA type and
  // everything else comes from the xml weight files).
   
  // Create a TMVA reader object for each category
  for(uint i=0; i<nCategories; i++){

    // Use unique_ptr so that all readers are properly cleaned up
    // when the vector clear() is called in the destructor

    edm::FileInPath weightFile( weightFileNames[i] );
    gbrForests_.push_back( GBRForestTools::createGBRForest( weightFile ) );

  }

}

PhotonMVAEstimatorRun2Spring16NonTrig::~PhotonMVAEstimatorRun2Spring16NonTrig ( )

override

Definition at line 50 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References mvaValue().

Referenced by PhotonMVAEstimatorRun2Spring16NonTrig().

                                        {
}

Member Function Documentation

void PhotonMVAEstimatorRun2Spring16NonTrig::constrainMVAVariables

(

AllVariables &

)

const

Definition at line 271 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

Referenced by fillMVAVariables(), and getTag().

                                                                                    {

  // Check that variables do not have crazy values
  
  // This function is currently empty as this specific MVA was not
  // developed with restricting variables to specific physical ranges.
  return;

}

std::vector< float > PhotonMVAEstimatorRun2Spring16NonTrig::fillMVAVariables ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &  iEvent  ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 132 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References funct::abs(), constrainMVAVariables(), reco::Photon::ShowerShape::e2x2, heepElectronID_HEEPV50_CSA14_25ns_cff::e5x5, effectiveAreas_, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::esEffSigmaRRMap, Exception, findCategory(), reco::Photon::full5x5_showerShapeVariables(), mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E2x2Map, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E5x5Map, cutBasedElectronID_CSA14_50ns_V1_cff::full5x5SigmaIEtaIEtaMap, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5SigmaIEtaIPhiMap, edm::Event::getByLabel(), EffectiveAreas::getEffectiveArea(), isEndcapCategory(), edm::Ptr< T >::isNull(), edm::HandleBase::isValid(), SiStripPI::max, Max(), eostools::move(), AnyMVAEstimatorRun2Base::packMVAVariables(), phoChargedIsolationLabel_, phoIsoCutoff_, phoIsoPtScalingCoeff_, phoPhotonIsolationLabel_, phoWorstChargedIsolationLabel_, reco::LeafCandidate::pt(), reco::Photon::r9(), rho, rhoLabel_, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::scPhi, reco::Photon::superCluster(), PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varChIsoRaw, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varE2x2overE5x5, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varESEffSigmaRR, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varESEnOverRawE, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varPhoIsoCorr, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varPhoIsoRaw, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varR9, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varRawE, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varRho, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varSCEta, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varSCEtaWidth, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varSCPhiWidth, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varSieie, PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varSieip, and PhotonMVAEstimatorRun2Spring16NonTrig::AllVariables::varWorstChRaw.

Referenced by getTag(), and mvaValue().

                                                                                                                                            {
  
  // 
  // Declare all value maps corresponding to the above tokens
  //
  edm::Handle<edm::ValueMap<float> > full5x5SigmaIEtaIEtaMap;
  edm::Handle<edm::ValueMap<float> > full5x5SigmaIEtaIPhiMap;
  edm::Handle<edm::ValueMap<float> > full5x5E2x2Map;
  edm::Handle<edm::ValueMap<float> > full5x5E5x5Map;
  edm::Handle<edm::ValueMap<float> > esEffSigmaRRMap;
  //
  edm::Handle<edm::ValueMap<float> > phoChargedIsolationMap;
  edm::Handle<edm::ValueMap<float> > phoPhotonIsolationMap;
  edm::Handle<edm::ValueMap<float> > phoWorstChargedIsolationMap;

  // Rho will be pulled from the event content
  edm::Handle<double> rho;

  // Get the isolation maps
  iEvent.getByLabel(phoChargedIsolationLabel_, phoChargedIsolationMap);
  iEvent.getByLabel(phoPhotonIsolationLabel_, phoPhotonIsolationMap);
  iEvent.getByLabel(phoWorstChargedIsolationLabel_, phoWorstChargedIsolationMap);

  // Get rho
  iEvent.getByLabel(rhoLabel_,rho);

  // Make sure everything is retrieved successfully
  if(! ( phoChargedIsolationMap.isValid()
         && phoPhotonIsolationMap.isValid()
         && phoWorstChargedIsolationMap.isValid()
         && rho.isValid() ) )
    throw cms::Exception("MVA failure: ")
      << "Failed to retrieve event content needed for this MVA" 
      << std::endl
      << "Check python MVA configuration file and make sure all needed"
      << std::endl
      << "producers are running upstream" << std::endl;

  // Try to cast the particle into a reco particle.
  // This should work for both reco and pat.
  const edm::Ptr<reco::Photon> phoRecoPtr(particle);
  if( phoRecoPtr.isNull() )
    throw cms::Exception("MVA failure: ")
      << " given particle is expected to be reco::Photon or pat::Photon," << std::endl
      << " but appears to be neither" << std::endl;

  // Both pat and reco particles have exactly the same accessors.
  auto superCluster = phoRecoPtr->superCluster();
  // Full 5x5 cluster shapes. We could take some of this directly from
  // the photon object, but some of these are not available.
  float e2x2 = std::numeric_limits<float>::max();
  float e5x5 = std::numeric_limits<float>::max();
  float full5x5_sigmaIetaIeta = std::numeric_limits<float>::max();
  float full5x5_sigmaIetaIphi = std::numeric_limits<float>::max();
  float effSigmaRR = std::numeric_limits<float>::max();

  AllVariables allMVAVars;

  const auto& full5x5_pss = phoRecoPtr->full5x5_showerShapeVariables();
  e2x2 = full5x5_pss.e2x2;
  e5x5 = full5x5_pss.e5x5;
  full5x5_sigmaIetaIeta = full5x5_pss.sigmaIetaIeta;
  full5x5_sigmaIetaIphi = full5x5_pss.sigmaIetaIphi;
  effSigmaRR = full5x5_pss.effSigmaRR;

  allMVAVars.scPhi           = superCluster->phi();
  allMVAVars.varR9           = phoRecoPtr->r9() ;
  allMVAVars.varSieie        = full5x5_sigmaIetaIeta; 
  allMVAVars.varSieip        = full5x5_sigmaIetaIphi;
  allMVAVars.varE2x2overE5x5 = e2x2/e5x5;
  allMVAVars.varSCEta        = superCluster->eta(); 
  allMVAVars.varRawE         = superCluster->rawEnergy(); 
  allMVAVars.varSCEtaWidth   = superCluster->etaWidth(); 
  allMVAVars.varSCPhiWidth   = superCluster->phiWidth(); 
  allMVAVars.varESEnOverRawE = superCluster->preshowerEnergy() / superCluster->rawEnergy();
  allMVAVars.varESEffSigmaRR = effSigmaRR;
  allMVAVars.varRho          = *rho; 
  allMVAVars.varPhoIsoRaw    = (*phoPhotonIsolationMap)[phoRecoPtr];  
  allMVAVars.varChIsoRaw     = (*phoChargedIsolationMap)[phoRecoPtr];
  allMVAVars.varWorstChRaw   = (*phoWorstChargedIsolationMap)[phoRecoPtr];

  //photon iso corrected:

  double eA = effectiveAreas_.getEffectiveArea( std::abs(superCluster->eta()) );
  double phoIsoPtScalingCoeffVal = 0;
  if( !isEndcapCategory( findCategory ( particle ) ) ) 
    phoIsoPtScalingCoeffVal = phoIsoPtScalingCoeff_.at(0); // barrel case
  else
    phoIsoPtScalingCoeffVal =  phoIsoPtScalingCoeff_.at(1); //endcap case
  double phoIsoCorr = (*phoPhotonIsolationMap)[phoRecoPtr] - eA*(*rho) - phoIsoPtScalingCoeffVal*phoRecoPtr->pt();

  allMVAVars.varPhoIsoCorr = TMath::Max(phoIsoCorr, phoIsoCutoff_);

  constrainMVAVariables(allMVAVars);
  //
  // Important: the order of variables in the "vars" vector has to be EXACTLY
  // the same as in the .xml file defining the MVA.
  //
  std::vector<float> vars;
  if( isEndcapCategory( findCategory( particle ) ) ) {
    vars = std::move( packMVAVariables(
                       allMVAVars.scPhi,
                                       allMVAVars.varR9,
                                       allMVAVars.varSieie,
                                       allMVAVars.varSieip,
                                       allMVAVars.varE2x2overE5x5,
                                       allMVAVars.varSCEta,
                                       allMVAVars.varRawE,
                                       allMVAVars.varSCEtaWidth,
                                       allMVAVars.varSCPhiWidth,
                       allMVAVars.varRho,
                       allMVAVars.varPhoIsoCorr,
                       allMVAVars.varChIsoRaw,
                       allMVAVars.varWorstChRaw,
                       allMVAVars.varESEffSigmaRR,
                       allMVAVars.varESEnOverRawE
                       ) 
                      ); 
  } else {
    vars = std::move( packMVAVariables(
                       allMVAVars.scPhi,
                                       allMVAVars.varR9,
                                       allMVAVars.varSieie,
                                       allMVAVars.varSieip,
                                       allMVAVars.varE2x2overE5x5,
                                       allMVAVars.varSCEta,
                                       allMVAVars.varRawE,
                                       allMVAVars.varSCEtaWidth,
                                       allMVAVars.varSCPhiWidth,
                                       allMVAVars.varRho,
                                       allMVAVars.varPhoIsoRaw,
                                       allMVAVars.varChIsoRaw,
                                       allMVAVars.varWorstChRaw
                       ) 
                      );
  }
  return vars;
}

int PhotonMVAEstimatorRun2Spring16NonTrig::findCategory ( const edm::Ptr< reco::Candidate > &  particle ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 93 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References funct::abs(), CAT_EB, CAT_EE, mvaElectronID_Fall17_iso_V1_cff::ebeeSplit, PVValHelper::eta, isEndcapCategory(), edm::Ptr< T >::isNull(), reco::Photon::superCluster(), and UNDEFINED.

Referenced by fillMVAVariables(), getTag(), and mvaValue().

                                                                                                    {
  
  // Try to cast the particle into a reco particle.
  // This should work for both reco and pat.
  const edm::Ptr<reco::Photon> phoRecoPtr = ( edm::Ptr<reco::Photon> )particle;
  if( phoRecoPtr.isNull() )
    throw cms::Exception("MVA failure: ")
      << " given particle is expected to be reco::Photon or pat::Photon," << std::endl
      << " but appears to be neither" << std::endl;

  float eta = phoRecoPtr->superCluster()->eta();

  //
  // Determine the category
  //
  int  iCategory = UNDEFINED;
  const float ebeeSplit = 1.479; // division between barrel and endcap

  if ( std::abs(eta) < ebeeSplit)  
    iCategory = CAT_EB;
  else
    iCategory = CAT_EE;

  return iCategory;
}

const std::string& PhotonMVAEstimatorRun2Spring16NonTrig::getName ( void  ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 70 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

References name_.

Referenced by plotting.Plot::draw().

{ return name_; }

int PhotonMVAEstimatorRun2Spring16NonTrig::getNCategories ( ) const

inlineoverridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 68 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

References taus_updatedMVAIds_cff::category, isEndcapCategory(), and nCategories.

{ return nCategories; }

const std::string& PhotonMVAEstimatorRun2Spring16NonTrig::getTag ( void  ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 71 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

References constrainMVAVariables(), fillMVAVariables(), findCategory(), iEvent, setConsumes(), and tag_.

{ return tag_; }

bool PhotonMVAEstimatorRun2Spring16NonTrig::isEndcapCategory

(

int

category

)

const

Definition at line 120 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References CAT_EE, and GeomDetEnumerators::isEndcap().

Referenced by fillMVAVariables(), findCategory(), getNCategories(), and mvaValue().

                                     {

  // For this specific MVA the function is trivial, but kept for possible
  // future evolution to an MVA with more categories in eta
  bool isEndcap = false;
  if( category == CAT_EE )
    isEndcap = true;

  return isEndcap;
}

float PhotonMVAEstimatorRun2Spring16NonTrig::mvaValue ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &  iEvent  ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 54 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References debug, fillMVAVariables(), findCategory(), gbrForests_, isEndcapCategory(), eostools::move(), and mps_fire::result.

Referenced by ~PhotonMVAEstimatorRun2Spring16NonTrig().

                                                                              {  

  const int iCategory = findCategory( particle );
  const std::vector<float> vars = std::move( fillMVAVariables( particle, iEvent ) );  
  
  const float result = gbrForests_.at(iCategory)->GetResponse(vars.data()); // The BDT score

  // DEBUG
  const bool debug = false;
  // The list of variables here must match EXACTLY the list and order in the
  // packMVAVariables() call for barrel and endcap in this file.
  if( debug ){
    printf("Printout of the photon variable inputs for MVA:\n");
    printf("  varSCPhi_            %f\n", vars[0]   );
    printf("  varR9_            %f\n", vars[1]   ); 
    printf("  varSieie_         %f\n", vars[2]   );
    printf("  varSieip_         %f\n", vars[3]   ); 
    printf("  varE2x2overE5x5_  %f\n", vars[4]   ); 
    printf("  varSCEta_         %f\n", vars[5]   ); 
    printf("  varRawE_          %f\n", vars[6]   ); 
    printf("  varSCEtaWidth_    %f\n", vars[7]   ); 
    printf("  varSCPhiWidth_    %f\n", vars[8]  ); 
    printf("  varRho_           %f\n", vars[9]  );
    if( !isEndcapCategory( iCategory ) ) {
      printf("  varPhoIsoRaw_     %f\n", vars[10]  );
    } else {
      printf("  varPhoIsoRawCorr_  %f\n", vars[10]  ); // for endcap MVA only in 2016
    }
    printf("  varChIsoRaw_      %f\n", vars[11]  ); 
    printf("  varWorstChRaw_    %f\n", vars[12]  );
    if( isEndcapCategory( iCategory ) ) {
      printf("  varESEnOverRawE_  %f\n", vars[13]  ); // for endcap MVA only
      printf("  varESEffSigmaRR_  %f\n", vars[14]  ); // for endcap MVA only
    } 
  }
  
  return result;
}

void PhotonMVAEstimatorRun2Spring16NonTrig::setConsumes ( edm::ConsumesCollector &&  cc ) const

overridevirtual

Reimplemented from AnyMVAEstimatorRun2Base.

Definition at line 281 of file PhotonMVAEstimatorRun2Spring16NonTrig.cc.

References DEFINE_EDM_PLUGIN, phoChargedIsolationLabel_, phoPhotonIsolationLabel_, phoWorstChargedIsolationLabel_, and rhoLabel_.

Referenced by getTag().

                                                                                       {
  cc.consumes<edm::ValueMap<float> >(phoChargedIsolationLabel_);
  cc.consumes<edm::ValueMap<float> >(phoPhotonIsolationLabel_);
  cc.consumes<edm::ValueMap<float> >( phoWorstChargedIsolationLabel_);
  cc.consumes<double>(rhoLabel_);
}

Member Data Documentation

AllVariables PhotonMVAEstimatorRun2Spring16NonTrig::allMVAVars_

private

Definition at line 106 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

EffectiveAreas PhotonMVAEstimatorRun2Spring16NonTrig::effectiveAreas_

private

Definition at line 121 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables().

std::vector< std::unique_ptr<const GBRForest> > PhotonMVAEstimatorRun2Spring16NonTrig::gbrForests_

private

Definition at line 102 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by mvaValue(), and PhotonMVAEstimatorRun2Spring16NonTrig().

const std::string PhotonMVAEstimatorRun2Spring16NonTrig::MethodName_

private

Definition at line 105 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

const std::string PhotonMVAEstimatorRun2Spring16NonTrig::name_ = "PhotonMVAEstimatorRun2Spring16NonTrig"

private

Definition at line 94 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by getName().

const uint PhotonMVAEstimatorRun2Spring16NonTrig::nCategories = 2

Definition at line 29 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by getNCategories(), and PhotonMVAEstimatorRun2Spring16NonTrig().

const edm::InputTag PhotonMVAEstimatorRun2Spring16NonTrig::phoChargedIsolationLabel_

private

Definition at line 115 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

double PhotonMVAEstimatorRun2Spring16NonTrig::phoIsoCutoff_

private

Definition at line 123 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables().

std::vector<double> PhotonMVAEstimatorRun2Spring16NonTrig::phoIsoPtScalingCoeff_

private

Definition at line 122 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables().

const edm::InputTag PhotonMVAEstimatorRun2Spring16NonTrig::phoPhotonIsolationLabel_

private

Definition at line 116 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Spring16NonTrig::phoWorstChargedIsolationLabel_

private

Definition at line 117 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Spring16NonTrig::rhoLabel_

private

Definition at line 118 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

std::string PhotonMVAEstimatorRun2Spring16NonTrig::tag_

private

Definition at line 99 of file PhotonMVAEstimatorRun2Spring16NonTrig.h.

Referenced by getTag(), and PhotonMVAEstimatorRun2Spring16NonTrig().