PhotonMVAEstimatorRun2Phys14NonTrig Class Reference

#include <PhotonMVAEstimatorRun2Phys14NonTrig.h>

Inheritance diagram for PhotonMVAEstimatorRun2Phys14NonTrig:

Classes
struct	AllVariables

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

Public Member Functions
void	constrainMVAVariables (AllVariables &vars) const
std::vector< float >	fillMVAVariables (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
int	findCategory (const edm::Ptr< reco::Candidate > &particle) const override
const std::string &	getName () const final
int	getNCategories () const final
const std::string &	getTag () const final
bool	isEndcapCategory (int category) const
float	mvaValue (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
	PhotonMVAEstimatorRun2Phys14NonTrig (const edm::ParameterSet &conf)
void	setConsumes (edm::ConsumesCollector &&) const override
	~PhotonMVAEstimatorRun2Phys14NonTrig () 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 int	nCategories = 2
Public Attributes inherited from AnyMVAEstimatorRun2Base
const edm::ParameterSet	_conf

Private Attributes
AllVariables	_allMVAVars
const edm::InputTag	_esEffSigmaRRMapLabel
const edm::InputTag	_full5x5E1x3MapLabel
const edm::InputTag	_full5x5E2x2MapLabel
const edm::InputTag	_full5x5E2x5MaxMapLabel
const edm::InputTag	_full5x5E5x5MapLabel
const edm::InputTag	_full5x5SigmaIEtaIEtaMapLabel
const edm::InputTag	_full5x5SigmaIEtaIPhiMapLabel
std::vector< std::unique_ptr< const GBRForest > >	_gbrForests
const std::string	_MethodName
const std::string	_name = "PhotonMVAEstimatorRun2Phys14NonTrig"
const edm::InputTag	_phoChargedIsolationLabel
const edm::InputTag	_phoPhotonIsolationLabel
const edm::InputTag	_phoWorstChargedIsolationLabel
const edm::InputTag	_rhoLabel
std::string	_tag
const bool	_useValueMaps

Detailed Description

Definition at line 21 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Member Enumeration Documentation

enum PhotonMVAEstimatorRun2Phys14NonTrig::mvaCategories

Enumerator
UNDEFINED
CAT_EB
CAT_EE

Definition at line 28 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

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

Constructor & Destructor Documentation

PhotonMVAEstimatorRun2Phys14NonTrig::PhotonMVAEstimatorRun2Phys14NonTrig

(

const edm::ParameterSet &

conf

)

Definition at line 7 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

References _gbrForests, _tag, GBRForestTools::createGBRForest(), Exception, edm::ParameterSet::getParameter(), mps_fire::i, nCategories, AlCaHLTBitMon_QueryRunRegistry::string, electrons_cff::weightFile, mvaElectronID_Fall17_iso_V1_cff::weightFileNames, and ~PhotonMVAEstimatorRun2Phys14NonTrig().

                                                                                                    :
  AnyMVAEstimatorRun2Base(conf),
  // 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).
  _MethodName("BDTG method"),
  _useValueMaps(conf.getParameter<bool>("useValueMaps")),
  _full5x5SigmaIEtaIEtaMapLabel(conf.getParameter<edm::InputTag>("full5x5SigmaIEtaIEtaMap")), 
  _full5x5SigmaIEtaIPhiMapLabel(conf.getParameter<edm::InputTag>("full5x5SigmaIEtaIPhiMap")), 
  _full5x5E1x3MapLabel(conf.getParameter<edm::InputTag>("full5x5E1x3Map")), 
  _full5x5E2x2MapLabel(conf.getParameter<edm::InputTag>("full5x5E2x2Map")), 
  _full5x5E2x5MaxMapLabel(conf.getParameter<edm::InputTag>("full5x5E2x5MaxMap")), 
  _full5x5E5x5MapLabel(conf.getParameter<edm::InputTag>("full5x5E5x5Map")), 
  _esEffSigmaRRMapLabel(conf.getParameter<edm::InputTag>("esEffSigmaRRMap")), 
  _phoChargedIsolationLabel(conf.getParameter<edm::InputTag>("phoChargedIsolation")), 
  _phoPhotonIsolationLabel(conf.getParameter<edm::InputTag>("phoPhotonIsolation")), 
  _phoWorstChargedIsolationLabel(conf.getParameter<edm::InputTag>("phoWorstChargedIsolation")), 
  _rhoLabel(conf.getParameter<edm::InputTag>("rho"))
{
  //
  // Construct the MVA estimators
  //
  _tag = conf.getParameter<std::string>("mvaTag");

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

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

  // Create a TMVA reader object for each category
  for(int i=0; i<nCategories; i++){
    // Use unique_ptr so that all MVAs are properly cleaned up
    // in the destructor
    edm::FileInPath weightFile( weightFileNames[i] );
    _gbrForests.push_back( GBRForestTools::createGBRForest( weightFile ) );
  }
}

PhotonMVAEstimatorRun2Phys14NonTrig::~PhotonMVAEstimatorRun2Phys14NonTrig ( )

override

Definition at line 48 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

References mvaValue().

Referenced by PhotonMVAEstimatorRun2Phys14NonTrig().

                                       {
}

Member Function Documentation

void PhotonMVAEstimatorRun2Phys14NonTrig::constrainMVAVariables

(

AllVariables &

vars

)

const

Definition at line 304 of file PhotonMVAEstimatorRun2Phys14NonTrig.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 > PhotonMVAEstimatorRun2Phys14NonTrig::fillMVAVariables ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &  iEvent  ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 133 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

References _esEffSigmaRRMapLabel, _full5x5E1x3MapLabel, _full5x5E2x2MapLabel, _full5x5E2x5MaxMapLabel, _full5x5E5x5MapLabel, _full5x5SigmaIEtaIEtaMapLabel, _full5x5SigmaIEtaIPhiMapLabel, _phoChargedIsolationLabel, _phoPhotonIsolationLabel, _phoWorstChargedIsolationLabel, _rhoLabel, _useValueMaps, constrainMVAVariables(), reco::Photon::ShowerShape::e1x3, heepElectronID_HEEPV50_CSA14_25ns_cff::e2x5, heepElectronID_HEEPV50_CSA14_25ns_cff::e5x5, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::esEffSigmaRRMap, reco::LeafCandidate::eta(), Exception, findCategory(), reco::Photon::full5x5_showerShapeVariables(), mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E1x3Map, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E2x2Map, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E2x5MaxMap, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5E5x5Map, cutBasedElectronID_CSA14_50ns_V1_cff::full5x5SigmaIEtaIEtaMap, mvaPhotonID_PHYS14_PU20bx25_nonTrig_V1_cff::full5x5SigmaIEtaIPhiMap, edm::Event::getByLabel(), isEndcapCategory(), edm::Ptr< T >::isNull(), edm::HandleBase::isValid(), SiStripPI::max, eostools::move(), AnyMVAEstimatorRun2Base::packMVAVariables(), reco::LeafCandidate::phi(), reco::LeafCandidate::pt(), reco::Photon::r9(), rho, reco::Photon::superCluster(), PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varChIsoRaw, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varE1x3overE5x5, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varE2x2overE5x5, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varE2x5overE5x5, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varESEffSigmaRR, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varESEnOverRawE, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varEta, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varPhi, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varPhoIsoRaw, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varPt, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varR9, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varRawE, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varRho, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varSCEta, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varSCEtaWidth, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varSCPhiWidth, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varSieie, PhotonMVAEstimatorRun2Phys14NonTrig::AllVariables::varSieip, and PhotonMVAEstimatorRun2Phys14NonTrig::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> > full5x5E1x3Map;
  edm::Handle<edm::ValueMap<float> > full5x5E2x2Map;
  edm::Handle<edm::ValueMap<float> > full5x5E2x5MaxMap;
  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 full5x5 and ES maps
  if( _useValueMaps ) {
    iEvent.getByLabel(_full5x5SigmaIEtaIEtaMapLabel, full5x5SigmaIEtaIEtaMap);
    iEvent.getByLabel(_full5x5SigmaIEtaIPhiMapLabel, full5x5SigmaIEtaIPhiMap);
    iEvent.getByLabel(_full5x5E1x3MapLabel, full5x5E1x3Map);
    iEvent.getByLabel(_full5x5E2x2MapLabel, full5x5E2x2Map);
    iEvent.getByLabel(_full5x5E2x5MaxMapLabel, full5x5E2x5MaxMap);
    iEvent.getByLabel(_full5x5E5x5MapLabel, full5x5E5x5Map);
    iEvent.getByLabel(_esEffSigmaRRMapLabel, esEffSigmaRRMap);
  }

  // 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(! ( ( !_useValueMaps || ( full5x5SigmaIEtaIEtaMap.isValid()
                               && full5x5SigmaIEtaIPhiMap.isValid()
                               && full5x5E1x3Map.isValid()
                               && full5x5E2x2Map.isValid()
                               && full5x5E2x5MaxMap.isValid()
                               && full5x5E5x5Map.isValid()
                               && esEffSigmaRRMap.isValid() ) ) 
    && 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 = ( edm::Ptr<reco::Photon> )particle;
  AllVariables allMVAVars;
  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 e1x3 = std::numeric_limits<float>::max();
  float e2x2 = std::numeric_limits<float>::max();
  float e2x5 = 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();

  if( _useValueMaps ) { //(before 752)
    // in principle, in the photon object as well
    // not in the photon object 
    e1x3 = (*full5x5E1x3Map   )[ phoRecoPtr ];
    e2x2 = (*full5x5E2x2Map   )[ phoRecoPtr ];
    e2x5 = (*full5x5E2x5MaxMap)[ phoRecoPtr ];
    e5x5 = (*full5x5E5x5Map   )[ phoRecoPtr ];
    full5x5_sigmaIetaIeta = (*full5x5SigmaIEtaIEtaMap)[ phoRecoPtr ];
    full5x5_sigmaIetaIphi = (*full5x5SigmaIEtaIPhiMap)[ phoRecoPtr ];
    effSigmaRR = (*esEffSigmaRRMap)[ phoRecoPtr ];
  } else {
    // from 753
    const auto& full5x5_pss = phoRecoPtr->full5x5_showerShapeVariables();
    e1x3 = full5x5_pss.e1x3;
    e2x2 = full5x5_pss.e2x2;
    e2x5 = full5x5_pss.e2x5Max;
    e5x5 = full5x5_pss.e5x5;
    full5x5_sigmaIetaIeta = full5x5_pss.sigmaIetaIeta;
    full5x5_sigmaIetaIphi = full5x5_pss.sigmaIetaIphi;
    effSigmaRR = full5x5_pss.effSigmaRR;
  }

  allMVAVars.varPhi          = phoRecoPtr->phi();
  allMVAVars.varR9           = phoRecoPtr->r9() ;
  allMVAVars.varSieie        = full5x5_sigmaIetaIeta; 
  allMVAVars.varSieip        = full5x5_sigmaIetaIphi; 
  allMVAVars.varE1x3overE5x5 = e1x3/e5x5;
  allMVAVars.varE2x2overE5x5 = e2x2/e5x5;
  allMVAVars.varE2x5overE5x5 = e2x5/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];
  // Declare spectator vars
  allMVAVars.varPt = phoRecoPtr->pt(); 
  allMVAVars.varEta = phoRecoPtr->eta();

  constrainMVAVariables(allMVAVars);

  std::vector<float> vars;
  if( isEndcapCategory( findCategory( particle ) ) ) {
    vars = std::move( packMVAVariables(allMVAVars.varPhi,
                                       allMVAVars.varR9,
                                       allMVAVars.varSieie,
                                       allMVAVars.varSieip,
                                       allMVAVars.varE1x3overE5x5,
                                       allMVAVars.varE2x2overE5x5,
                                       allMVAVars.varE2x5overE5x5,
                                       allMVAVars.varSCEta,
                                       allMVAVars.varRawE,
                                       allMVAVars.varSCEtaWidth,
                                       allMVAVars.varSCPhiWidth,
                                       allMVAVars.varESEnOverRawE,
                                       allMVAVars.varESEffSigmaRR,
                                       allMVAVars.varRho,
                                       allMVAVars.varPhoIsoRaw,
                                       allMVAVars.varChIsoRaw,
                                       allMVAVars.varWorstChRaw,
                                       // Declare spectator vars
                                       allMVAVars.varPt,
                                       allMVAVars.varEta) 
                      ); 
  } else {
    vars = std::move( packMVAVariables(allMVAVars.varPhi,
                                       allMVAVars.varR9,
                                       allMVAVars.varSieie,
                                       allMVAVars.varSieip,
                                       allMVAVars.varE1x3overE5x5,
                                       allMVAVars.varE2x2overE5x5,
                                       allMVAVars.varE2x5overE5x5,
                                       allMVAVars.varSCEta,
                                       allMVAVars.varRawE,
                                       allMVAVars.varSCEtaWidth,
                                       allMVAVars.varSCPhiWidth,
                                       allMVAVars.varRho,
                                       allMVAVars.varPhoIsoRaw,
                                       allMVAVars.varChIsoRaw,
                                       allMVAVars.varWorstChRaw,
                                       // Declare spectator vars
                                       allMVAVars.varPt,
                                       allMVAVars.varEta) 
                      );
  }

  return vars;
}

int PhotonMVAEstimatorRun2Phys14NonTrig::findCategory ( const edm::Ptr< reco::Candidate > &  particle ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 93 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

References funct::abs(), CAT_EB, CAT_EE, constexpr, 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(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;

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

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

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

  if( std::abs(eta) >= ebeeSplit ) 
    iCategory = CAT_EE;

  return iCategory;
}

const std::string& PhotonMVAEstimatorRun2Phys14NonTrig::getName ( void  ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 71 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

References _name.

Referenced by plotting.Plot::draw().

{ return _name; }

int PhotonMVAEstimatorRun2Phys14NonTrig::getNCategories ( ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 69 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

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

{return nCategories;};

const std::string& PhotonMVAEstimatorRun2Phys14NonTrig::getTag ( void  ) const

inlinefinalvirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 72 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

References _tag, constrainMVAVariables(), fillMVAVariables(), findCategory(), and setConsumes().

{ return _tag; }

bool PhotonMVAEstimatorRun2Phys14NonTrig::isEndcapCategory

(

int

category

)

const

Definition at line 121 of file PhotonMVAEstimatorRun2Phys14NonTrig.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 PhotonMVAEstimatorRun2Phys14NonTrig::mvaValue ( const edm::Ptr< reco::Candidate > &  particle, const edm::Event &  iEvent  ) const

overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 52 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

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

Referenced by ~PhotonMVAEstimatorRun2Phys14NonTrig().

                                                                               {
  
  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
  constexpr bool debug = false;
  if( debug ){
    printf("Printout of the photon variable inputs for MVA:\n");
    printf("  varPhi_           %f\n", vars[0]   );
    printf("  varR9_            %f\n", vars[1]   ); 
    printf("  varSieie_         %f\n", vars[2]   );
    printf("  varSieip_         %f\n", vars[3]   ); 
    printf("  varE1x3overE5x5_  %f\n", vars[4]   ); 
    printf("  varE2x2overE5x5_  %f\n", vars[5]   ); 
    printf("  varE2x5overE5x5_  %f\n", vars[6]   ); 
    printf("  varSCEta_         %f\n", vars[7]   ); 
    printf("  varRawE_          %f\n", vars[8]   ); 
    printf("  varSCEtaWidth_    %f\n", vars[9]   ); 
    printf("  varSCPhiWidth_    %f\n", vars[10]  ); 
    printf("  varRho_           %f\n", vars[11]  );
    printf("  varPhoIsoRaw_     %f\n", vars[12]  );
    printf("  varChIsoRaw_      %f\n", vars[13]  ); 
    printf("  varWorstChRaw_    %f\n", vars[14]  );
    if( isEndcapCategory( iCategory ) ) {
      printf("  varESEnOverRawE_  %f\n", vars[15]  ); // for endcap MVA only
      printf("  varESEffSigmaRR_  %f\n", vars[16]  ); // for endcap MVA only
      // The spectators
      printf("  varPt_    %f\n", vars[17]          ); 
      printf("  varEta_  %f\n",  vars[18]          );
    } else {
      // The spectators
      printf("  varPt_    %f\n", vars[15]          ); 
      printf("  varEta_  %f\n",  vars[16]          );
    }    
  }

  return result;
}

void PhotonMVAEstimatorRun2Phys14NonTrig::setConsumes ( edm::ConsumesCollector &&  cc ) const

overridevirtual

Reimplemented from AnyMVAEstimatorRun2Base.

Definition at line 314 of file PhotonMVAEstimatorRun2Phys14NonTrig.cc.

References _esEffSigmaRRMapLabel, _full5x5E1x3MapLabel, _full5x5E2x2MapLabel, _full5x5E2x5MaxMapLabel, _full5x5E5x5MapLabel, _full5x5SigmaIEtaIEtaMapLabel, _full5x5SigmaIEtaIPhiMapLabel, _phoChargedIsolationLabel, _phoPhotonIsolationLabel, _phoWorstChargedIsolationLabel, _rhoLabel, _useValueMaps, and DEFINE_EDM_PLUGIN.

Referenced by getTag().

                                                                                     {
  if( _useValueMaps ) {
    cc.consumes<edm::ValueMap<float> >(_full5x5SigmaIEtaIEtaMapLabel);
    cc.consumes<edm::ValueMap<float> >(_full5x5SigmaIEtaIPhiMapLabel); 
    cc.consumes<edm::ValueMap<float> >(_full5x5E1x3MapLabel); 
    cc.consumes<edm::ValueMap<float> >(_full5x5E2x2MapLabel);
    cc.consumes<edm::ValueMap<float> >(_full5x5E2x5MaxMapLabel);
    cc.consumes<edm::ValueMap<float> >(_full5x5E5x5MapLabel);
    cc.consumes<edm::ValueMap<float> >(_esEffSigmaRRMapLabel);
  }
  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 PhotonMVAEstimatorRun2Phys14NonTrig::_allMVAVars

private

Definition at line 108 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_esEffSigmaRRMapLabel

private

Definition at line 124 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5E1x3MapLabel

private

Definition at line 120 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5E2x2MapLabel

private

Definition at line 121 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5E2x5MaxMapLabel

private

Definition at line 122 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5E5x5MapLabel

private

Definition at line 123 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5SigmaIEtaIEtaMapLabel

private

Definition at line 118 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_full5x5SigmaIEtaIPhiMapLabel

private

Definition at line 119 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

std::vector<std::unique_ptr<const GBRForest> > PhotonMVAEstimatorRun2Phys14NonTrig::_gbrForests

private

Definition at line 104 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by mvaValue(), and PhotonMVAEstimatorRun2Phys14NonTrig().

const std::string PhotonMVAEstimatorRun2Phys14NonTrig::_MethodName

private

Definition at line 107 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

const std::string PhotonMVAEstimatorRun2Phys14NonTrig::_name = "PhotonMVAEstimatorRun2Phys14NonTrig"

private

Definition at line 97 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by plotting.Subtract::__str__(), plotting.Transform::__str__(), plotting.FakeDuplicate::__str__(), plotting.CutEfficiency::__str__(), plotting.AggregateBins::__str__(), plotting.AggregateHistos::__str__(), plotting.ROC::__str__(), trackingPlots.TimePerEventPlot::__str__(), trackingPlots.TimePerTrackPlot::__str__(), trackingPlots.TimePerEventPlot::_create(), plotting.PlotGroup::_drawSeparate(), plotting.PlotGroup::_save(), plotting.Subtract::create(), plotting.Transform::create(), plotting.FakeDuplicate::create(), plotting.CutEfficiency::create(), plotting.AggregateBins::create(), plotting.AggregateHistos::create(), trackingPlots.TimePerTrackPlot::create(), plotting.Plot::create(), plotting.PlotGroup::draw(), getName(), plotting.Plot::getName(), plotting.PlotGroup::getName(), plotting.PlotterFolder::getName(), plotting.PlotterItem::getName(), plotting.PlotterFolder::getSelectionNameIterator(), validation.SimpleSample::name(), trackingPlots.Iteration::name(), plotting.PlotterItem::readDirs(), and plotting.PlotGroup::remove().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_phoChargedIsolationLabel

private

Definition at line 126 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_phoPhotonIsolationLabel

private

Definition at line 127 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_phoWorstChargedIsolationLabel

private

Definition at line 128 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag PhotonMVAEstimatorRun2Phys14NonTrig::_rhoLabel

private

Definition at line 130 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

std::string PhotonMVAEstimatorRun2Phys14NonTrig::_tag

private

Definition at line 101 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by getTag(), and PhotonMVAEstimatorRun2Phys14NonTrig().

const bool PhotonMVAEstimatorRun2Phys14NonTrig::_useValueMaps

private

Definition at line 117 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by fillMVAVariables(), and setConsumes().

const int PhotonMVAEstimatorRun2Phys14NonTrig::nCategories = 2

Definition at line 27 of file PhotonMVAEstimatorRun2Phys14NonTrig.h.

Referenced by getNCategories(), and PhotonMVAEstimatorRun2Phys14NonTrig().