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JSSTaggerUtils Class Referenceabstract

#include <JSSTaggerUtils.h>

Inheritance diagram for JSSTaggerUtils:
Collaboration diagram for JSSTaggerUtils:

Public Member Functions

 JSSTaggerUtils (const std::string &name)
 Constructor. More...
 
virtual StatusCode initialize () override
 Run once at the start of the job to setup everything. More...
 
virtual StatusCode tag (const xAOD::Jet &jet) const override
 IJetSelectorTool interface. More...
 
TH2D MakeJetImage (TString TagImage, const xAOD::Jet *jet, std::vector< xAOD::JetConstituent > constituents) const override
 
StatusCode GetImageScore (const xAOD::JetContainer &jets) const override
 
StatusCode GetConstScore (const xAOD::JetContainer &jets) const override
 
StatusCode GetQGConstScore (const xAOD::JetContainer &jets) const override
 
StatusCode GetTopConstScore (const xAOD::JetContainer &jets) const override
 
StatusCode GetWConstScore (const xAOD::JetContainer &jets) const override
 
StatusCode GetHLScore (const xAOD::JetContainer &jets) const override
 
std::map< std::string, double > GetJSSVars (const xAOD::Jet &jet) const override
 
StatusCode ReadScaler () override
 
virtual void print () const =0
 Print the state of the tool. More...
 
virtual StatusCode decorate (const xAOD::JetContainer &jets) const override
 Decorate jet collection with tagging info. More...
 
virtual void print () const
 Print the state of the tool. More...
 
ServiceHandle< StoreGateSvc > & evtStore ()
 The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc. More...
 
const ServiceHandle< StoreGateSvc > & evtStore () const
 The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc. More...
 
const ServiceHandle< StoreGateSvc > & detStore () const
 The standard StoreGateSvc/DetectorStore Returns (kind of) a pointer to the StoreGateSvc. More...
 
virtual StatusCode sysInitialize () override
 Perform system initialization for an algorithm. More...
 
virtual StatusCode sysStart () override
 Handle START transition. More...
 
virtual std::vector< Gaudi::DataHandle * > inputHandles () const override
 Return this algorithm's input handles. More...
 
virtual std::vector< Gaudi::DataHandle * > outputHandles () const override
 Return this algorithm's output handles. More...
 
Gaudi::Details::PropertyBase & declareProperty (Gaudi::Property< T, V, H > &t)
 
Gaudi::Details::PropertyBase * declareProperty (const std::string &name, SG::VarHandleKey &hndl, const std::string &doc, const SG::VarHandleKeyType &)
 Declare a new Gaudi property. More...
 
Gaudi::Details::PropertyBase * declareProperty (const std::string &name, SG::VarHandleBase &hndl, const std::string &doc, const SG::VarHandleType &)
 Declare a new Gaudi property. More...
 
Gaudi::Details::PropertyBase * declareProperty (const std::string &name, SG::VarHandleKeyArray &hndArr, const std::string &doc, const SG::VarHandleKeyArrayType &)
 
Gaudi::Details::PropertyBase * declareProperty (const std::string &name, T &property, const std::string &doc, const SG::NotHandleType &)
 Declare a new Gaudi property. More...
 
Gaudi::Details::PropertyBase * declareProperty (const std::string &name, T &property, const std::string &doc="none")
 Declare a new Gaudi property. More...
 
void updateVHKA (Gaudi::Details::PropertyBase &)
 
MsgStream & msg () const
 
MsgStream & msg (const MSG::Level lvl) const
 
bool msgLvl (const MSG::Level lvl) const
 
virtual StatusCode modify (xAOD::JetContainer &jets) const override final
 Concrete implementation of the function inherited from IJetModifier. More...
 

Public Attributes

std::map< std::string, std::vector< double > > m_scaler
 

Protected Types

enum  TAGCLASS { Unknown, WBoson, ZBoson, TopQuark }
 TAGTYPE enum. More...
 

Protected Member Functions

StatusCode getConfigReader ()
 Get configReader StatusCode. More...
 
StatusCode resetCuts (asg::AcceptData &acceptData) const
 Reset cuts. More...
 
bool passKinRange (const xAOD::Jet &jet) const
 Check if jet passes kinematic constraints. More...
 
StatusCode checkKinRange (const xAOD::Jet &jet, asg::AcceptData &acceptData) const
 Check and record if jet passes kinematic constraints. More...
 
int calculateJSSRatios (const xAOD::Jet &jet) const
 Calculate JSS moment ratios in case they are not already saved TODO: Remove this once JSSMomentTools is modified to take const jets. More...
 
void decorateJSSRatios (const xAOD::JetContainer &jets) const
 
int findPV () const
 Find the PV (to be used for Ntrk) More...
 
int GetUnGroomTracks (const xAOD::Jet &jet, int indexPV) const
 Retrieve Ntrk variable from the ungroomed parent jet. More...
 
StatusCode getWeight (const xAOD::Jet &jet, bool passSel, asg::AcceptData &acceptData) const
 Get SF weight. More...
 
std::pair< double, double > getSF (const xAOD::Jet &jet, const std::string &truthLabelStr) const
 Get scale factor and efficiency. More...
 
std::string getTruthLabelStr (const xAOD::Jet &jet, asg::AcceptData &acceptData) const
 
void printCuts () const
 Print configured cuts. More...
 
void renounceArray (SG::VarHandleKeyArray &handlesArray)
 remove all handles from I/O resolution More...
 
std::enable_if_t< std::is_void_v< std::result_of_t< decltype(&T::renounce)(T)> > &&!std::is_base_of_v< SG::VarHandleKeyArray, T > &&std::is_base_of_v< Gaudi::DataHandle, T >, void > renounce (T &h)
 
void extraDeps_update_handler (Gaudi::Details::PropertyBase &ExtraDeps)
 Add StoreName to extra input/output deps as needed. More...
 

Protected Attributes

TEnv m_configReader
 TEnv instance to read config files. More...
 
asg::AcceptInfo m_acceptInfo
 Object that stores the results for a jet. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTaggedKey {this, "TaggedName", "Tagged", "SG key for Tagged"}
 WriteDecorHandle keys for tagging bools. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidPtRangeHighKey {this, "ValidPtRangeHighName", "ValidPtRangeHigh", "SG key for ValidPtRangeHigh"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidPtRangeLowKey {this, "ValidPtRangeLowName", "ValidPtRangeLow", "SG key for ValidPtRangeLow"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidEtaRangeKey {this, "ValidEtaRangeName", "ValidEtaRange", "SG key for ValidEtaRange"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidKinRangeKey {this, "ValidKinRangeName", "ValidKinRange", "SG key for ValidKinRange"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidJetContentKey {this, "ValidJetContentName", "ValidJetContent", "SG key for ValidJetContent"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidEventContentKey {this, "ValidEventContentName", "ValidEventContent", "SG key for ValidEventContent"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decPassMassKey {this, "PassMassName", "PassMass", "SG key for PassMass"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decPassScoreKey {this, "PassScoreName", "PassScore", "SG key for PassScore"}
 
const int m_nWarnMax = 10
 Maximum number of warnings. More...
 
std::atomic< int > m_nWarnVar
 Warning counters. More...
 
bool m_ptGeV = false
 Flag to indicate units pT is defined in Set to false by default. More...
 
bool m_useMassCut = false
 Flag to indicate if mass window cut is used. More...
 
bool m_useScoreCut = false
 Flag to indicate if a discriminant score is used. More...
 
TAGCLASS m_tagClass {Unknown}
 
std::string m_containerName
 Configurable members. More...
 
bool m_isSmallRJet = false
 
std::string m_weightConfigPath
 Path to the SF configuration root file. More...
 
std::string m_configFile
 Configuration file name. More...
 
std::string m_calibArea
 Location where config files live on cvmfs. More...
 
std::string m_kerasConfigFileName
 Keras configurations for ML taggers. More...
 
std::string m_kerasConfigFilePath
 
std::string m_kerasConfigOutputName
 
std::string m_kerasCalibArea
 
std::string m_tmvaConfigFileName
 TMVA configurations for BDT taggers. More...
 
std::string m_tmvaConfigFilePath
 
std::string m_tmvaCalibArea
 
std::string m_wkpt
 Tagger information. More...
 
std::string m_tagType
 
float m_jetPtMin {}
 Kinematic bounds for the jet - the units are controlled by m_ptGeV. More...
 
float m_jetPtMax {}
 
float m_jetEtaMax {}
 
bool m_useECFG = false
 Flags controlling whether generalized ECF moments or L-series ratios are needed TODO: Implement the functionality controlled by these. More...
 
bool m_useLSeries = false
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau21WTAKey {this, "Tau21WTANameOut", "Tau21_wta", "SG key for Tau21_wta"}
 WriteDecorHandle keys for JSS moments. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau32WTAKey {this, "Tau32WTANameOut", "Tau32_wta", "SG key for Tau32_wta"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau42WTAKey {this, "Tau42WTANameOut", "Tau42_wta", "SG key for Tau42_wta"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decC2Key {this, "C2NameOut", "C2", "SG key for C2"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decD2Key {this, "D2NameOut", "D2", "SG key for D2"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decE3Key {this, "e3NameOut", "e3", "SG key for e3"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decL2Key {this, "L2NameOut", "L2", "SG key for L2"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decL3Key {this, "L3NameOut", "L3", "SG key for L3"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau1WTAKey {this, "Tau1WTAName", "Tau1_wta", "SG key for Tau1_wta"}
 ReadDecorHandle keys for JSS moments. More...
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau2WTAKey {this, "Tau2WTAName", "Tau2_wta", "SG key for Tau2_wta"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau3WTAKey {this, "Tau3WTAName", "Tau3_wta", "SG key for Tau3_wta"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau4WTAKey {this, "Tau4WTAName", "Tau4_wta", "SG key for Tau4_wta"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF1Key {this, "ECF1Name", "ECF1", "SG key for ECF1"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF2Key {this, "ECF2Name", "ECF2", "SG key for ECF2"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF3Key {this, "ECF3Name", "ECF3", "SG key for ECF3"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit12Key {this, "Split12Name", "Split12", "SG key for Split12"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit23Key {this, "Split23Name", "Split23", "SG key for Split23"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readQwKey {this, "QwName", "Qw", "SG key for Qw"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readThrustMajKey {this, "ThrustMajName", "ThrustMaj", "SG key for ThrustMaj"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSphericityKey {this, "SphericityName", "Sphericity", "SG key for Sphericity"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG331Key {this, "ECFG331Name", "ECFG_3_3_1", "SG key for ECFG_3_3_1"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG311Key {this, "ECFG311Name", "ECFG_3_1_1", "SG key for ECFG_3_1_1"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG212Key {this, "ECFG212Name", "ECFG_2_1_2", "SG key for ECFG_2_1_2"}
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readParentKey {this, "ParentName", "Parent", "SG key for Parent"}
 
Gaudi::Property< bool > m_suppressInputDependence {this, "SuppressInputDependence", false}
 
Gaudi::Property< bool > m_suppressOutputDependence {this, "SuppressOutputDependence", false}
 
std::string m_strMassCutLow
 Strings for cut functions. More...
 
std::string m_strMassCutHigh
 
std::string m_strScoreCut
 
std::unique_ptr< TF1 > m_funcMassCutLow
 TF1 for cut functions. More...
 
std::unique_ptr< TF1 > m_funcMassCutHigh
 
std::unique_ptr< TF1 > m_funcScoreCut
 
std::string m_decorationName
 Decoration name. More...
 
bool m_calcSF {}
 Flag to calculate scale factor. More...
 
bool m_isMC {}
 
std::string m_weightDecorationName
 String for scale factor decoration names. More...
 
std::string m_weightFileName
 
std::string m_weightHistogramName
 
std::string m_efficiencyHistogramName
 
std::string m_weightFlavors
 
std::unique_ptr< TFile > m_weightConfig
 Histograms for scale factors. More...
 
std::map< std::string, std::unique_ptr< TH2D > > m_weightHistograms
 
std::map< std::string, std::unique_ptr< TH2D > > m_efficiencyHistograms
 
bool m_truthLabelUseTRUTH3 {}
 Truth label options. More...
 
std::string m_truthParticleContainerName
 
std::string m_truthBosonContainerName
 
std::string m_truthTopQuarkContainerName
 
std::string m_truthLabelName
 
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTruthLabelKey {this, "truthLabelName", "truthLabel", "SG key for truthLabel"}
 Truth label ReadDecorHandle key. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decCutMLowKey {this, "CutMLowName", "Cut_mlow", "SG key for Cut_mlow"}
 WriteDecorHandle keys for cut values. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decCutMHighKey {this, "CutMHighName", "Cut_mhigh", "SG key for Cut_mhigh"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decScoreCutKey {this, "CutScoreName", "Cut_score", "SG key for Cut_score"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decScoreValueKey {this, "ScoreName", "Score", "SG key for Score"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decWeightKey {this, "weightName", "weight", "SG key for weight"}
 WriteDecorHandle keys for SF. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEfficiencyKey {this, "efficiencyName", "efficiency", "SG key for efficiency"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEffSFKey {this, "effSFName", "effSF", "SG key for effSF"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decSigeffSFKey {this, "sigeffSFName", "sigeffSF", "SG key for effSF"}
 

Private Types

typedef ServiceHandle< StoreGateSvc > StoreGateSvc_t
 

Private Member Functions

Gaudi::Details::PropertyBase & declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyType &)
 specialization for handling Gaudi::Property<SG::VarHandleKey> More...
 
Gaudi::Details::PropertyBase & declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyArrayType &)
 specialization for handling Gaudi::Property<SG::VarHandleKeyArray> More...
 
Gaudi::Details::PropertyBase & declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleType &)
 specialization for handling Gaudi::Property<SG::VarHandleBase> More...
 
Gaudi::Details::PropertyBase & declareGaudiProperty (Gaudi::Property< T, V, H > &t, const SG::NotHandleType &)
 specialization for handling everything that's not a Gaudi::Property<SG::VarHandleKey> or a <SG::VarHandleKeyArray> More...
 

Private Attributes

int m_nbins_eta {}
 
int m_nbins_phi {}
 
double m_min_eta {}
 
double m_max_eta {}
 
double m_min_phi {}
 
double m_max_phi {}
 
int m_ncolors {}
 
bool m_dorscaling {}
 
double m_rscaling_p0 {}
 
double m_rscaling_p1 {}
 
bool m_UseConstTagger {}
 
ToolHandle< AthONNX::IJSSMLTool > m_MLBosonTagger {"", this}
 
bool m_UseHLTagger {}
 
ToolHandle< AthONNX::IJSSMLTool > m_MLBosonTagger_HL {"", this}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decNConstituentsKey {this, "nConstituentsName", "nConstituents", "SG key for constituents multiplicity"}
 WriteDecorHandle keys. More...
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decNTopoTowersKey {this, "nTopoTowersName", "nTopoTowers", "SG key for towers multiplicity"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decConstScoreKey {this, "ConstScoreNameDec", "ConstScore", "SG key for ConstScore"}
 
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decHLScoreKey {this, "HLScoreName", "HLScore", "SG key for HLScore"}
 
std::unique_ptr< SG::ConstAccessor< float > > m_constScoreAcc = nullptr
 
StoreGateSvc_t m_evtStore
 Pointer to StoreGate (event store by default) More...
 
StoreGateSvc_t m_detStore
 Pointer to StoreGate (detector store by default) More...
 
std::vector< SG::VarHandleKeyArray * > m_vhka
 
bool m_varHandleArraysDeclared
 

Detailed Description

Definition at line 14 of file JSSTaggerUtils.h.

Member Typedef Documentation

◆ StoreGateSvc_t

typedef ServiceHandle<StoreGateSvc> AthCommonDataStore< AthCommonMsg< AlgTool > >::StoreGateSvc_t
privateinherited

Definition at line 388 of file AthCommonDataStore.h.

Member Enumeration Documentation

◆ TAGCLASS

enum JSSTaggerBase::TAGCLASS
protectedinherited

TAGTYPE enum.

Enumerator
Unknown 
WBoson 
ZBoson 
TopQuark 

Definition at line 97 of file JSSTaggerBase.h.

97 {Unknown, WBoson, ZBoson, TopQuark};

Constructor & Destructor Documentation

◆ JSSTaggerUtils()

JSSTaggerUtils::JSSTaggerUtils ( const std::string &  name)

Constructor.

Definition at line 35 of file JSSTaggerUtils.cxx.

35  :
36  JSSTaggerBase( name )
37 {
38  declareProperty("MLBosonTagger", m_MLBosonTagger, "Tool to manage the data pre-processing and inference of the Const model");
39  declareProperty("MLBosonTaggerHL", m_MLBosonTagger_HL, "Tool to manage the data pre-processing and inference of the High-Level model");
40  declareProperty("nPixelsEta", m_nbins_eta);
41  declareProperty("nPixelsPhi", m_nbins_phi);
42  declareProperty("nColors", m_ncolors);
43  declareProperty("MinEtaRange", m_min_eta);
44  declareProperty("MaxEtaRange", m_max_eta);
45  declareProperty("MinPhiRange", m_min_phi);
46  declareProperty("MaxPhiRange", m_max_phi);
47  declareProperty("DoRScaling", m_dorscaling);
48  declareProperty("RScaling_p0", m_rscaling_p0);
49  declareProperty("RScaling_p1", m_rscaling_p1);
50 }

Member Function Documentation

◆ calculateJSSRatios()

int JSSTaggerBase::calculateJSSRatios ( const xAOD::Jet &  jet) const
protectedinherited

Calculate JSS moment ratios in case they are not already saved TODO: Remove this once JSSMomentTools is modified to take const jets.

Calculate JSS moment ratios in case they are not already saved These are calculated by hand here because JetSubStructureMomentTools does not operate on const jets.

This should be changed in the future

Create write decor handles

WTA N-subjettiness ratios

ECF ratios

Definition at line 413 of file JSSTaggerBase.cxx.

413  {
414 
415  int result = 0;
416 
418  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau21WTA(m_decTau21WTAKey);
419  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau32WTA(m_decTau32WTAKey);
420  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau42WTA(m_decTau42WTAKey);
421  SG::WriteDecorHandle<xAOD::JetContainer, float> decC2(m_decC2Key);
422  SG::WriteDecorHandle<xAOD::JetContainer, float> decD2(m_decD2Key);
423  SG::WriteDecorHandle<xAOD::JetContainer, float> decE3(m_decE3Key);
424  SG::WriteDecorHandle<xAOD::JetContainer, float> decL2(m_decL2Key);
425  SG::WriteDecorHandle<xAOD::JetContainer, float> decL3(m_decL3Key);
426 
428  float tau21_wta = -999.0;
429  float tau32_wta = -999.0;
430  float tau42_wta = -999.0;
431 
432  if(!m_isSmallRJet){
433  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau1WTA(m_readTau1WTAKey);
434  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau2WTA(m_readTau2WTAKey);
435  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau3WTA(m_readTau3WTAKey);
436  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau4WTA(m_readTau4WTAKey);
437 
438  float tau1_wta = readTau1WTA(jet);
439  float tau2_wta = readTau2WTA(jet);
440  float tau3_wta = readTau3WTA(jet);
441  float tau4_wta = readTau4WTA(jet);
442 
443  if ( tau1_wta > 1e-8 ) {
444  tau21_wta = tau2_wta / tau1_wta;
445  }
446  else result = 1;
447 
448  if ( tau2_wta > 1e-8 ) {
449  tau32_wta = tau3_wta / tau2_wta;
450  tau42_wta = tau4_wta / tau2_wta;
451  }
452  else result = 1;
453  }
454 
455  decTau21WTA(jet) = tau21_wta;
456  decTau32WTA(jet) = tau32_wta;
457  decTau42WTA(jet) = tau42_wta;
458 
460  float C2 = -999.0;
461  float D2 = -999.0;
462  float e3 = -999.0;
463 
464  // L-series for UFO top taggers
465  float L2 = -999.0;
466  float L3 = -999.0;
467 
468  if(!m_isSmallRJet){
469  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF1(m_readECF1Key);
470  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF2(m_readECF2Key);
471  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF3(m_readECF3Key);
472 
473  float ECF1 = readECF1(jet);
474  float ECF2 = readECF2(jet);
475  float ECF3 = readECF3(jet);
476 
477  if ( ECF2 > 1e-8 ) {
478  C2 = ECF3 * ECF1 / std::pow( ECF2, 2.0 );
479  D2 = ECF3 * std::pow( ECF1, 3.0 ) / std::pow( ECF2, 3.0 );
480  }
481  else result = 1;
482 
483  e3 = ECF3 / std::pow( ECF1, 3.0 );
484 
485  SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG331(m_readECFG331Key);
486  SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG311(m_readECFG311Key);
487  SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG212(m_readECFG212Key);
488 
489  if(readECFG331.isAvailable() && readECFG212.isAvailable()){
490  if(readECFG212(jet) > 1e-8){
491  L2 = readECFG331(jet) / std::pow(readECFG212(jet), 1.5);
492  }
493  else result = 1;
494  }
495 
496  if(readECFG331.isAvailable() && readECFG311.isAvailable()){
497  if(readECFG331(jet) > 1e-8){
498  L3 = readECFG311(jet) / std::pow(readECFG331(jet), 1./3.);
499  }
500  else result = 1;
501  }
502  }
503 
504  decC2(jet) = C2;
505  decD2(jet) = D2;
506  decE3(jet) = e3;
507 
508  static const SG::AuxElement::ConstAccessor<float> accL2("L2");
509  if(!accL2.isAvailable(jet)) decL2(jet) = L2;
510 
511  static const SG::AuxElement::ConstAccessor<float> accL3("L3");
512  if(!accL3.isAvailable(jet)) decL3(jet) = L3;
513 
514  // TODO: Add ECFG for ANN tagger whenever it is defined
515 
516  return result;
517 
518 }

◆ checkKinRange()

StatusCode JSSTaggerBase::checkKinRange ( const xAOD::Jet &  jet,
asg::AcceptData &  acceptData 
) const
protectedinherited

Check and record if jet passes kinematic constraints.

Check each kinematic constraint Print warnings using counters

Create write decor handles

Decorate kinematic pass information

Definition at line 367 of file JSSTaggerBase.cxx.

367  {
368 
369  float scale = 1.0;
370  if ( m_ptGeV ) scale = 1.e3;
371 
372  bool passKinRange = true;
373 
376  if ( std::abs(jet.eta()) > m_jetEtaMax ) {
377  ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (|eta| < " << m_jetEtaMax << "). Jet eta = " << jet.eta() );
378  acceptData.setCutResult( "ValidEtaRange", false );
379  passKinRange = false;
380  }
381 
382  if ( jet.pt() < m_jetPtMin * scale ) {
383  ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT > " << m_jetPtMin * scale / 1.e3 << "). Jet pT = " << jet.pt() / 1.e3 << " GeV" );
384  acceptData.setCutResult( "ValidPtRangeLow", false );
385  passKinRange = false;
386  }
387 
388  if ( jet.pt() > m_jetPtMax * scale ) {
389  ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT < " << m_jetPtMax * scale / 1.e3 << "). Jet pT = " << jet.pt() / 1.e3 << " GeV" );
390  acceptData.setCutResult( "ValidPtRangeHigh", false );
391  passKinRange = false;
392  }
393 
395  SG::WriteDecorHandle<xAOD::JetContainer, bool> decValidPtRangeHigh(m_decValidPtRangeHighKey);
396  SG::WriteDecorHandle<xAOD::JetContainer, bool> decValidPtRangeLow(m_decValidPtRangeLowKey);
397  SG::WriteDecorHandle<xAOD::JetContainer, bool> decValidEtaRange(m_decValidEtaRangeKey);
398  SG::WriteDecorHandle<xAOD::JetContainer, bool> decValidKinRange(m_decValidKinRangeKey);
399 
401  decValidPtRangeHigh(jet) = acceptData.getCutResult( "ValidPtRangeHigh" );
402  decValidPtRangeLow(jet) = acceptData.getCutResult( "ValidPtRangeLow" );
403  decValidEtaRange(jet) = acceptData.getCutResult( "ValidEtaRange" );
404  decValidKinRange(jet) = passKinRange;
405 
406  return StatusCode::SUCCESS;
407 
408 }

◆ declareGaudiProperty() [1/4]

Gaudi::Details::PropertyBase& AthCommonDataStore< AthCommonMsg< AlgTool > >::declareGaudiProperty ( Gaudi::Property< T, V, H > &  hndl,
const SG::VarHandleKeyArrayType &   
)
inlineprivateinherited

specialization for handling Gaudi::Property<SG::VarHandleKeyArray>

Definition at line 170 of file AthCommonDataStore.h.

172  {
173  return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
174  hndl.value(),
175  hndl.documentation());
176 
177  }

◆ declareGaudiProperty() [2/4]

Gaudi::Details::PropertyBase& AthCommonDataStore< AthCommonMsg< AlgTool > >::declareGaudiProperty ( Gaudi::Property< T, V, H > &  hndl,
const SG::VarHandleKeyType &   
)
inlineprivateinherited

specialization for handling Gaudi::Property<SG::VarHandleKey>

Definition at line 156 of file AthCommonDataStore.h.

158  {
159  return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
160  hndl.value(),
161  hndl.documentation());
162 
163  }

◆ declareGaudiProperty() [3/4]

Gaudi::Details::PropertyBase& AthCommonDataStore< AthCommonMsg< AlgTool > >::declareGaudiProperty ( Gaudi::Property< T, V, H > &  hndl,
const SG::VarHandleType &   
)
inlineprivateinherited

specialization for handling Gaudi::Property<SG::VarHandleBase>

Definition at line 184 of file AthCommonDataStore.h.

186  {
187  return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
188  hndl.value(),
189  hndl.documentation());
190  }

◆ declareGaudiProperty() [4/4]

Gaudi::Details::PropertyBase& AthCommonDataStore< AthCommonMsg< AlgTool > >::declareGaudiProperty ( Gaudi::Property< T, V, H > &  t,
const SG::NotHandleType &   
)
inlineprivateinherited

specialization for handling everything that's not a Gaudi::Property<SG::VarHandleKey> or a <SG::VarHandleKeyArray>

Definition at line 199 of file AthCommonDataStore.h.

200  {
201  return PBASE::declareProperty(t);
202  }

◆ declareProperty() [1/6]

Gaudi::Details::PropertyBase* AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( const std::string &  name,
SG::VarHandleBase &  hndl,
const std::string &  doc,
const SG::VarHandleType &   
)
inlineinherited

Declare a new Gaudi property.

Parameters
nameName of the property.
hndlObject holding the property value.
docDocumentation string for the property.

This is the version for types that derive from SG::VarHandleBase. The property value object is put on the input and output lists as appropriate; then we forward to the base class.

Definition at line 245 of file AthCommonDataStore.h.

249  {
250  this->declare(hndl.vhKey());
251  hndl.vhKey().setOwner(this);
252 
253  return PBASE::declareProperty(name,hndl,doc);
254  }

◆ declareProperty() [2/6]

Gaudi::Details::PropertyBase* AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( const std::string &  name,
SG::VarHandleKey &  hndl,
const std::string &  doc,
const SG::VarHandleKeyType &   
)
inlineinherited

Declare a new Gaudi property.

Parameters
nameName of the property.
hndlObject holding the property value.
docDocumentation string for the property.

This is the version for types that derive from SG::VarHandleKey. The property value object is put on the input and output lists as appropriate; then we forward to the base class.

Definition at line 221 of file AthCommonDataStore.h.

225  {
226  this->declare(hndl);
227  hndl.setOwner(this);
228 
229  return PBASE::declareProperty(name,hndl,doc);
230  }

◆ declareProperty() [3/6]

Gaudi::Details::PropertyBase* AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( const std::string &  name,
SG::VarHandleKeyArray &  hndArr,
const std::string &  doc,
const SG::VarHandleKeyArrayType &   
)
inlineinherited

Definition at line 259 of file AthCommonDataStore.h.

263  {
264 
265  // std::ostringstream ost;
266  // ost << Algorithm::name() << " VHKA declareProp: " << name
267  // << " size: " << hndArr.keys().size()
268  // << " mode: " << hndArr.mode()
269  // << " vhka size: " << m_vhka.size()
270  // << "\n";
271  // debug() << ost.str() << endmsg;
272 
273  hndArr.setOwner(this);
274  m_vhka.push_back(&hndArr);
275 
276  Gaudi::Details::PropertyBase* p = PBASE::declareProperty(name, hndArr, doc);
277  if (p != 0) {
278  p->declareUpdateHandler(&AthCommonDataStore<PBASE>::updateVHKA, this);
279  } else {
280  ATH_MSG_ERROR("unable to call declareProperty on VarHandleKeyArray "
281  << name);
282  }
283 
284  return p;
285 
286  }

◆ declareProperty() [4/6]

Gaudi::Details::PropertyBase* AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( const std::string &  name,
T &  property,
const std::string &  doc,
const SG::NotHandleType &   
)
inlineinherited

Declare a new Gaudi property.

Parameters
nameName of the property.
propertyObject holding the property value.
docDocumentation string for the property.

This is the generic version, for types that do not derive from SG::VarHandleKey. It just forwards to the base class version of declareProperty.

Definition at line 333 of file AthCommonDataStore.h.

337  {
338  return PBASE::declareProperty(name, property, doc);
339  }

◆ declareProperty() [5/6]

Gaudi::Details::PropertyBase* AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( const std::string &  name,
T &  property,
const std::string &  doc = "none" 
)
inlineinherited

Declare a new Gaudi property.

Parameters
nameName of the property.
propertyObject holding the property value.
docDocumentation string for the property.

This dispatches to either the generic declareProperty or the one for VarHandle/Key/KeyArray.

Definition at line 352 of file AthCommonDataStore.h.

355  {
356  typedef typename SG::HandleClassifier<T>::type htype;
357  return declareProperty (name, property, doc, htype());
358  }

◆ declareProperty() [6/6]

Gaudi::Details::PropertyBase& AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty ( Gaudi::Property< T, V, H > &  t)
inlineinherited

Definition at line 145 of file AthCommonDataStore.h.

145  {
146  typedef typename SG::HandleClassifier<T>::type htype;
147  return AthCommonDataStore<PBASE>::declareGaudiProperty(t, htype());
148  }

◆ decorate()

StatusCode JSSTaggerBase::decorate ( const xAOD::JetContainer &  jets) const
overridevirtualinherited

Decorate jet collection with tagging info.

Loop over jet collection and decorate each jet.

Implements IJetDecorator.

Reimplemented in JSSWTopTaggerANN, and JSSWTopTaggerDNN.

Definition at line 285 of file JSSTaggerBase.cxx.

285  {
286 
287  for ( const auto *jet : jets ) {
288  ATH_CHECK( tag(*jet) );
289  }
290 
291  return StatusCode::SUCCESS;
292 
293 }

◆ decorateJSSRatios()

void JSSTaggerBase::decorateJSSRatios ( const xAOD::JetContainer &  jets) const
protectedinherited

Create write decor handles

WTA N-subjettiness ratios

ECF ratios

Definition at line 521 of file JSSTaggerBase.cxx.

521  {
522 
524  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau21WTA(m_decTau21WTAKey);
525  bool decor_available = decTau21WTA.isAvailable();
526  if(decor_available) return;
527 
528  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau32WTA(m_decTau32WTAKey);
529  SG::WriteDecorHandle<xAOD::JetContainer, float> decTau42WTA(m_decTau42WTAKey);
530  SG::WriteDecorHandle<xAOD::JetContainer, float> decC2(m_decC2Key);
531  SG::WriteDecorHandle<xAOD::JetContainer, float> decD2(m_decD2Key);
532  SG::WriteDecorHandle<xAOD::JetContainer, float> decE3(m_decE3Key);
533  SG::WriteDecorHandle<xAOD::JetContainer, float> decL2(m_decL2Key);
534  SG::WriteDecorHandle<xAOD::JetContainer, float> decL3(m_decL3Key);
535 
536  // Use pointers here so we can create only the ones we're configured for
537  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau1WTA;
538  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau2WTA;
539  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau3WTA;
540  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau4WTA;
541 
542  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF1;
543  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF2;
544  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF3;
545 
546  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG331;
547  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG311;
548  std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG212;
549 
550  if(!m_isSmallRJet){
551  readTau1WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau1WTAKey);
552  readTau2WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau2WTAKey);
553  readTau3WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau3WTAKey);
554  readTau4WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau4WTAKey);
555 
556  readECF1 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF1Key);
557  readECF2 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF2Key);
558  readECF3 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF3Key);
559 
560  readECFG331 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG331Key);
561  readECFG311 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG311Key);
562  readECFG212 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG212Key);
563  }
564 
565  for(const xAOD::Jet* jet : jets){
566 
567  float tau21_wta = -999.0;
568  float tau32_wta = -999.0;
569  float tau42_wta = -999.0;
570 
571  float C2 = -999.0;
572  float D2 = -999.0;
573  float e3 = -999.0;
574 
575  float L2 = -999.0;
576  float L3 = -999.0;
577 
578  if(!m_isSmallRJet){
579 
581  float tau1_wta = (*readTau1WTA)(*jet);
582  float tau2_wta = (*readTau2WTA)(*jet);
583  float tau3_wta = (*readTau3WTA)(*jet);
584  float tau4_wta = (*readTau4WTA)(*jet);
585 
586  if ( tau1_wta > 1e-8 ) {
587  tau21_wta = tau2_wta / tau1_wta;
588  }
589 
590  if ( tau2_wta > 1e-8 ) {
591  tau32_wta = tau3_wta / tau2_wta;
592  tau42_wta = tau4_wta / tau2_wta;
593  }
594 
596  float ECF1 = (*readECF1)(*jet);
597  float ECF2 = (*readECF2)(*jet);
598  float ECF3 = (*readECF3)(*jet);
599 
600  if ( ECF2 > 1e-8 ) {
601  C2 = ECF3 * ECF1 / std::pow( ECF2, 2.0 );
602  D2 = ECF3 * std::pow( ECF1, 3.0 ) / std::pow( ECF2, 3.0 );
603  }
604 
605  e3 = ECF3 / std::pow( ECF1, 3.0 );
606 
607  // L-series for UFO top taggers
608  if((*readECFG331).isAvailable() && (*readECFG212).isAvailable()){
609  if((*readECFG212)(*jet) > 1e-8){
610  L2 = (*readECFG331)(*jet) / std::pow((*readECFG212)(*jet), 1.5);
611  }
612  }
613 
614  if((*readECFG331).isAvailable() && (*readECFG311).isAvailable()){
615  if((*readECFG331)(*jet) > 1e-8){
616  L3 = (*readECFG311)(*jet) / std::pow((*readECFG331)(*jet), 1./3.);
617  }
618  }
619  }
620 
621  decTau21WTA(*jet) = tau21_wta;
622  decTau32WTA(*jet) = tau32_wta;
623  decTau42WTA(*jet) = tau42_wta;
624 
625  decC2(*jet) = C2;
626  decD2(*jet) = D2;
627  decE3(*jet) = e3;
628 
629  static const SG::AuxElement::ConstAccessor<float> accL2("L2");
630  if(!accL2.isAvailable(*jet)) decL2(*jet) = L2;
631 
632  static const SG::AuxElement::ConstAccessor<float> accL3("L3");
633  if(!accL3.isAvailable(*jet)) decL3(*jet) = L3;
634 
635  // TODO: Add ECFG for ANN tagger whenever it is defined
636 
637  }
638 
639  return;
640 
641 }

◆ detStore()

const ServiceHandle<StoreGateSvc>& AthCommonDataStore< AthCommonMsg< AlgTool > >::detStore ( ) const
inlineinherited

The standard StoreGateSvc/DetectorStore Returns (kind of) a pointer to the StoreGateSvc.

Definition at line 95 of file AthCommonDataStore.h.

95 { return m_detStore; }

◆ evtStore() [1/2]

ServiceHandle<StoreGateSvc>& AthCommonDataStore< AthCommonMsg< AlgTool > >::evtStore ( )
inlineinherited

The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc.

Definition at line 85 of file AthCommonDataStore.h.

85 { return m_evtStore; }

◆ evtStore() [2/2]

const ServiceHandle<StoreGateSvc>& AthCommonDataStore< AthCommonMsg< AlgTool > >::evtStore ( ) const
inlineinherited

The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc.

Definition at line 90 of file AthCommonDataStore.h.

90 { return m_evtStore; }

◆ extraDeps_update_handler()

void AthCommonDataStore< AthCommonMsg< AlgTool > >::extraDeps_update_handler ( Gaudi::Details::PropertyBase &  ExtraDeps)
protectedinherited

Add StoreName to extra input/output deps as needed.

use the logic of the VarHandleKey to parse the DataObjID keys supplied via the ExtraInputs and ExtraOuputs Properties to add the StoreName if it's not explicitly given

◆ findPV()

int JSSTaggerBase::findPV ( ) const
protectedinherited

Find the PV (to be used for Ntrk)

Definition at line 644 of file JSSTaggerBase.cxx.

644  {
645 
646  int indexPV = -1;
647 
648  const xAOD::VertexContainer* vxCont = nullptr;
649  if ( evtStore()->retrieve( vxCont, "PrimaryVertices" ).isFailure() ) {
650  ATH_MSG_WARNING( "Unable to retrieve primary vertex container PrimaryVertices" );
651  }
652  else {
653  int vtx_counter = 0;
654  for ( const auto *vx : *vxCont ) {
655  if ( vx->vertexType()==xAOD::VxType::PriVtx ) {
656  indexPV = vtx_counter;
657  break;
658  }
659  vtx_counter++;
660  }
661  }
662 
663  return indexPV;
664 
665 }

◆ getConfigReader()

StatusCode JSSTaggerBase::getConfigReader ( )
protectedinherited

Get configReader StatusCode.

Get configReader TEnv.

Check for the existence of the configuration file

https://root.cern.ch/root/roottalk/roottalk02/5332.html

Definition at line 296 of file JSSTaggerBase.cxx.

296  {
297 
298  ATH_MSG_INFO( "Using config file : " << m_configFile );
299 
301  std::string configPath;
302 
303  if ( m_calibArea.compare("Local") == 0 ) {
304  configPath = PathResolverFindCalibFile(m_configFile);
305  }
306  else if ( m_calibArea.find("eos") != std::string::npos) {
307  configPath = PathResolverFindCalibFile((m_calibArea+"/"+m_configFile).c_str());
308  configPath = (m_calibArea+"/"+m_configFile).c_str();
309  }
310  else {
311  configPath = PathResolverFindCalibFile(("BoostedJetTaggers/"+m_calibArea+"/"+m_configFile).c_str());
312  }
313 
315  FileStat_t fStats;
316  int fSuccess = gSystem->GetPathInfo(configPath.c_str(), fStats);
317  if ( fSuccess ) {
318  ATH_MSG_ERROR( "Recommendations file " << m_configFile << " could not be found" );
319  return StatusCode::FAILURE;
320  }
321  else {
322  ATH_MSG_DEBUG( "Recommendations file was found : " << configPath );
323  }
324 
325  if ( m_configReader.ReadFile( configPath.c_str(), EEnvLevel(0) ) ) {
326  ATH_MSG_ERROR( "Error while reading config file : "<< configPath );
327  return StatusCode::FAILURE;
328  }
329 
330  return StatusCode::SUCCESS;
331 
332 }

◆ GetConstScore()

StatusCode JSSTaggerUtils::GetConstScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 236 of file JSSTaggerUtils.cxx.

236  {
237 
238  SG::WriteDecorHandle<xAOD::JetContainer, float> decConstScore(m_decConstScoreKey);
239  SG::WriteDecorHandle<xAOD::JetContainer, float> decNConstituents(m_decNConstituentsKey);
240  SG::WriteDecorHandle<xAOD::JetContainer, float> decNTopoTowers(m_decNTopoTowersKey);
241 
242  for(const xAOD::Jet *jet : jets){
243 
244  // init value
245  float score (-99.);
246 
247  // get constituents
248  std::vector<xAOD::JetConstituent> constituents = jet -> getConstituents().asSTLVector();
249  std::sort( constituents.begin(), constituents.end(), DescendingPtSorterConstituents) ;
250 
251  int MaxConstituents (100);
252  std::vector<xAOD::JetConstituent> constituentsForModel;
253 
254  if( constituents.size() > 100 )
255  constituentsForModel = std::vector<xAOD::JetConstituent> (constituents.begin(), constituents.begin() + MaxConstituents);
256  else
257  constituentsForModel = constituents;
258 
259  // get towers
260  std::vector<const xAOD::CaloCluster*> towers;
261  SG::AuxElement::ConstAccessor<std::vector<ElementLink<DataVector<xAOD::IParticle>>>> towersAcc("GhostTower");
262  if (towersAcc.isAvailable(*jet)){
263  // Vector of towers linked to jets
264  std::vector<ElementLink<DataVector<xAOD::IParticle>>> towerLinks = towersAcc(*jet);
265  for (auto link_itr : towerLinks){
266  if (!link_itr.isValid()) continue;
267  towers.push_back(dynamic_cast<const xAOD::CaloCluster *>(*link_itr));
268  }
269  }
270  std::sort( towers.begin(), towers.end(), DescendingPtSorterConstituents);
271 
272  // use ML tool on constituents
273  std::vector<float> m, pT, eta, phi, E;
274  for(auto cnst : constituents){
275  m.push_back( cnst -> m() );
276  pT.push_back( cnst -> pt() );
277  eta.push_back( cnst -> eta() );
278  phi.push_back( cnst -> phi() );
279  E.push_back( cnst -> e() );
280  }
281  std::vector<std::vector<float>> constituents_packed = {m, pT, eta, phi};
282 
283  m.clear(); pT.clear(); eta.clear(); phi.clear();
284  for(auto cnst : towers){
285  m.push_back( cnst -> m() );
286  pT.push_back( cnst -> pt() );
287  eta.push_back( cnst -> eta() );
288  phi.push_back( cnst -> phi() );
289  E.push_back( cnst -> e() );
290  }
291  std::vector<std::vector<float>> towers_packed = {m, pT, eta, phi};
292 
293  // pack for the ML tool
294  std::vector<std::vector<float>> inputs_packed = {
295  constituents_packed.at(0), constituents_packed.at(1), constituents_packed.at(2), constituents_packed.at(3),
296  towers_packed.at(0), towers_packed.at(1), towers_packed.at(2), towers_packed.at(3),
297  };
298 
299  // evaluate the model
300  if( (constituents.size() + towers.size()) > 1 )
301  score = m_MLBosonTagger -> retrieveConstituentsScore(inputs_packed);
302 
303  // save decorator
304  decConstScore(*jet) = score;
305 
306  // and inputs as well
307  decNConstituents(*jet) = constituents.size();
308  decNTopoTowers(*jet) = towers.size();
309 
310  }
311 
312  return StatusCode::SUCCESS;
313 
314 }

◆ GetHLScore()

StatusCode JSSTaggerUtils::GetHLScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 457 of file JSSTaggerUtils.cxx.

457  {
458 
459  SG::WriteDecorHandle<xAOD::JetContainer, float> decHLScore(m_decHLScoreKey);
460 
461  // make available JSS variables
462  decorateJSSRatios(jets);
463 
464  for(const xAOD::Jet* jet : jets){
465 
466  // init value
467  float score (-99.);
468 
469  // get input variables
470  std::map<std::string, double> JSSVars = GetJSSVars(*jet);
471 
472  // evaluate the model
473  score = m_MLBosonTagger_HL -> retrieveHighLevelScore(JSSVars);
474 
475  // save decorator
476  decHLScore(*jet) = score;
477 
478  }
479 
480  return StatusCode::SUCCESS;
481 
482 }

◆ GetImageScore()

StatusCode JSSTaggerUtils::GetImageScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 170 of file JSSTaggerUtils.cxx.

170  {
171 
172  SG::WriteDecorHandle<xAOD::JetContainer, float> decConstScore(m_decConstScoreKey);
173 
174  for(const xAOD::Jet* jet : jets){
175 
176  // init value
177  float score (-99.);
178 
179  // preliminary actions for constituents
180  // add a dedicated function for this?
181 
182  // get constituents
183  std::vector<xAOD::JetConstituent> constituents = jet -> getConstituents().asSTLVector();
184  std::sort( constituents.begin(), constituents.end(), DescendingPtSorterConstituents) ;
185 
186  int MaxConstituents (100);
187  std::vector<xAOD::JetConstituent> constituentsForModel;
188 
189  if( constituents.size() > 100 )
190  constituentsForModel = std::vector<xAOD::JetConstituent> (constituents.begin(), constituents.begin() + MaxConstituents);
191  else
192  constituentsForModel = constituents;
193 
194  // constituents - charged
195  std::vector<xAOD::JetConstituent> csts_charged = constituentsForModel;
196  csts_charged.erase( std::remove_if( csts_charged.begin(), csts_charged.end(),
197  [] (xAOD::JetConstituent constituent) -> bool {
198  const xAOD::FlowElement* ufo = dynamic_cast<const xAOD::FlowElement*>(constituent.rawConstituent());
199  return ufo -> signalType() != xAOD::FlowElement::SignalType::Charged;
200  }), csts_charged.end()) ;
201 
202  // constituents - neutral
203  std::vector<xAOD::JetConstituent> csts_neutral = constituentsForModel;
204  csts_neutral.erase( std::remove_if( csts_neutral.begin(), csts_neutral.end(),
205  [] (xAOD::JetConstituent constituent) -> bool {
206  const xAOD::FlowElement* ufo = dynamic_cast<const xAOD::FlowElement*>(constituent.rawConstituent());
207  return ufo -> signalType() != xAOD::FlowElement::SignalType::Neutral;
208  }), csts_neutral.end()) ;
209 
210  // constituents - combined
211  std::vector<xAOD::JetConstituent> csts_combined = constituentsForModel;
212  csts_combined.erase( std::remove_if( csts_combined.begin(), csts_combined.end(),
213  [] (xAOD::JetConstituent constituent){
214  const xAOD::FlowElement* ufo = dynamic_cast<const xAOD::FlowElement*>(constituent.rawConstituent());
215  return ufo -> signalType() != xAOD::FlowElement::SignalType::Combined;
216  }), csts_combined.end()) ;
217 
218  // use ML tool on constituents
219  TH2D ImageCharged = MakeJetImage("Charged" , jet, csts_charged );
220  TH2D ImageNeutral = MakeJetImage("Neutral" , jet, csts_neutral );
221  TH2D ImageCombined = MakeJetImage("Combined", jet, csts_combined);
222 
223  std::vector<TH2D> Images = {ImageCharged, ImageNeutral, ImageCombined};
224 
225  // evaluate the model
226  score = m_MLBosonTagger -> retrieveConstituentsScore(Images);
227 
228  // save decorator
229  decConstScore(*jet) = score;
230  }
231 
232  return StatusCode::SUCCESS;
233 
234 }

◆ GetJSSVars()

std::map< std::string, double > JSSTaggerUtils::GetJSSVars ( const xAOD::Jet &  jet) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 484 of file JSSTaggerUtils.cxx.

484  {
485 
486  std::map<std::string, double> JSSVars;
487 
488  // retrieve ungroomed tracks multiplicity
489  int nUngrTracks (-1);
490  int pv_location = findPV();
491  if(pv_location != -1)
492  nUngrTracks = GetUnGroomTracks(jet, pv_location);
493 
494  // store input variables
495  JSSVars["pT"] = jet.pt();
496  JSSVars["nTracks"] = nUngrTracks;
497  JSSVars["CNN"] = (*m_constScoreAcc)(jet);
498 
499  // define the decorator readers
500  SG::ReadDecorHandle<xAOD::JetContainer, float> readSplit12(m_readSplit12Key);
501  SG::ReadDecorHandle<xAOD::JetContainer, float> readSplit23(m_readSplit23Key);
502 
503  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau1_wta(m_readTau1WTAKey);
504  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau2_wta(m_readTau2WTAKey);
505  SG::ReadDecorHandle<xAOD::JetContainer, float> readTau3_wta(m_readTau3WTAKey);
506 
507  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF1(m_readECF1Key);
508  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF2(m_readECF2Key);
509  SG::ReadDecorHandle<xAOD::JetContainer, float> readECF3(m_readECF3Key);
510 
511  SG::ReadDecorHandle<xAOD::JetContainer, float> readQw(m_readQwKey);
512 
513  // define the ConstAccessor
514  static const SG::ConstAccessor<float> FoxWolfram0Acc("FoxWolfram0");
515  static const SG::ConstAccessor<float> FoxWolfram2Acc("FoxWolfram2");
516  static const SG::ConstAccessor<float> PlanarFlowAcc("PlanarFlow");
517  static const SG::ConstAccessor<float> AngularityAcc("Angularity");
518  static const SG::ConstAccessor<float> AplanarityAcc("Aplanarity");
519  static const SG::ConstAccessor<float> ZCut12Acc("ZCut12");
520  static const SG::ConstAccessor<float> KtDRAcc("KtDR");
521  static const SG::ConstAccessor<float> D2Acc("D2");
522 
523  // split
524  JSSVars["Split12"] = readSplit12(jet);
525  JSSVars["Split23"] = readSplit23(jet);
526 
527  // Energy Correlation Functions
528  JSSVars["D2"] = D2Acc(jet);
529 
530  // Tau123 WTA
531  JSSVars["Tau1_wta"] = readTau1_wta(jet);
532  JSSVars["Tau2_wta"] = readTau2_wta(jet);
533  JSSVars["Tau3_wta"] = readTau3_wta(jet);
534 
535  // ECF
536  JSSVars["ECF1"] = readECF1(jet);
537  JSSVars["ECF2"] = readECF2(jet);
538  JSSVars["ECF3"] = readECF3(jet);
539 
540  // Qw
541  JSSVars["Qw"] = readQw(jet);
542 
543  // Other moments
544  JSSVars["FoxWolfram0"] = FoxWolfram0Acc.withDefault(jet, -99.);
545  JSSVars["FoxWolfram2"] = FoxWolfram2Acc.withDefault(jet, -99.);
546  JSSVars["PlanarFlow"] = PlanarFlowAcc.withDefault(jet, -99.);
547  JSSVars["Angularity"] = AngularityAcc.withDefault(jet, -99.);
548  JSSVars["Aplanarity"] = AplanarityAcc.withDefault(jet, -99.);
549  JSSVars["ZCut12"] = ZCut12Acc.withDefault(jet, -99.);
550  JSSVars["KtDR"] = KtDRAcc.withDefault(jet, -99.);
551 
552  return JSSVars;
553 
554 }

◆ getKey()

SG::sgkey_t asg::AsgTool::getKey ( const void *  ptr) const
inherited

Get the (hashed) key of an object that is in the event store.

This is a bit of a special one. StoreGateSvc and xAOD::TEvent both provide ways for getting the SG::sgkey_t key for an object that is in the store, based on a bare pointer. But they provide different interfaces for doing so.

In order to allow tools to efficiently perform this operation, they can use this helper function.

See also
asg::AsgTool::getName
Parameters
ptrThe bare pointer to the object that the event store should know about
Returns
The hashed key of the object in the store. If not found, an invalid (zero) key.

Definition at line 119 of file AsgTool.cxx.

119  {
120 
121 #ifdef XAOD_STANDALONE
122  // In case we use @c xAOD::TEvent, we have a direct function call
123  // for this.
124  return evtStore()->event()->getKey( ptr );
125 #else
126  const SG::DataProxy* proxy = evtStore()->proxy( ptr );
127  return ( proxy == nullptr ? 0 : proxy->sgkey() );
128 #endif // XAOD_STANDALONE
129  }

◆ getName()

const std::string & asg::AsgTool::getName ( const void *  ptr) const
inherited

Get the name of an object that is / should be in the event store.

This is a bit of a special one. StoreGateSvc and xAOD::TEvent both provide ways for getting the std::string name for an object that is in the store, based on a bare pointer. But they provide different interfaces for doing so.

In order to allow tools to efficiently perform this operation, they can use this helper function.

See also
asg::AsgTool::getKey
Parameters
ptrThe bare pointer to the object that the event store should know about
Returns
The string name of the object in the store. If not found, an empty string.

Definition at line 106 of file AsgTool.cxx.

106  {
107 
108 #ifdef XAOD_STANDALONE
109  // In case we use @c xAOD::TEvent, we have a direct function call
110  // for this.
111  return evtStore()->event()->getName( ptr );
112 #else
113  const SG::DataProxy* proxy = evtStore()->proxy( ptr );
114  static const std::string dummy = "";
115  return ( proxy == nullptr ? dummy : proxy->name() );
116 #endif // XAOD_STANDALONE
117  }

◆ getProperty()

template<class T >
const T* asg::AsgTool::getProperty ( const std::string &  name) const
inherited

Get one of the tool's properties.

◆ GetQGConstScore()

StatusCode JSSTaggerUtils::GetQGConstScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 316 of file JSSTaggerUtils.cxx.

316  {
317 
318  SG::WriteDecorHandle<xAOD::JetContainer, float> decConstScore(m_decConstScoreKey);
319 
320  for(const xAOD::Jet *jet : jets){
321 
322  // init value
323  float score (-99.);
324 
325  // get constituents
326  std::vector<xAOD::JetConstituent> constituents = jet -> getConstituents().asSTLVector();
327  std::sort( constituents.begin(), constituents.end(), DescendingPtSorterConstituents) ;
328 
329  // get towers
330  std::vector<const xAOD::CaloCluster*> towers;
331  SG::AuxElement::ConstAccessor<std::vector<ElementLink<DataVector<xAOD::IParticle>>>> towersAcc("GhostTower");
332  if (towersAcc.isAvailable(*jet)){
333  // Vector of towers linked to jets
334  std::vector<ElementLink<DataVector<xAOD::IParticle>>> towerLinks = towersAcc(*jet);
335  for (auto link_itr : towerLinks){
336  if (!link_itr.isValid()) continue;
337  towers.push_back(dynamic_cast<const xAOD::CaloCluster *>(*link_itr));
338  }
339  }
340  std::sort( towers.begin(), towers.end(), DescendingPtSorterConstituents) ;
341 
342  // use ML tool on constituents
343  std::vector<float> m, pT, eta, phi, E, isTower, px, py, pz;
344  for(auto cnst : constituents){
345  m.push_back( cnst -> m() );
346  pT.push_back( cnst -> pt() );
347  eta.push_back( cnst -> eta() );
348  phi.push_back( cnst -> phi() );
349  E.push_back( cnst -> e() );
350  isTower.push_back(0.);
351  px.push_back( cnst -> pt() * std::cos(cnst -> phi()) );
352  py.push_back( cnst -> pt() * std::sin(cnst -> phi()) );
353  pz.push_back( cnst -> pt() * std::sinh(cnst -> eta()) );
354  }
355 
356  for(auto cnst : towers){
357  m.push_back( cnst -> m() );
358  pT.push_back( cnst -> pt() );
359  eta.push_back( cnst -> eta() );
360  phi.push_back( cnst -> phi() );
361  E.push_back( cnst -> e() );
362  isTower.push_back(1.);
363  px.push_back( cnst -> pt() * std::cos(cnst -> phi()) );
364  py.push_back( cnst -> pt() * std::sin(cnst -> phi()) );
365  pz.push_back( cnst -> pt() * std::sinh(cnst -> eta()) );
366  }
367 
368  // put together constituents + towers
369  std::vector<std::vector<float>> features_packed;
370 
371  for(long unsigned int f=0; f<pT.size(); f++){
372  std::vector<float> features = { m.at(f), pT.at(f), eta.at(f), phi.at(f), E.at(f), isTower.at(f), px.at(f), py.at(f), pz.at(f) };
373  features_packed.push_back(features);
374  }
375 
376  // sort them
377  std::sort(features_packed.begin(), features_packed.end(), [](const auto& i, const auto& j) { return i.at(1) > j.at(1); });
378 
379  // global aux variables
380  float sum_features_px = std::accumulate(px.begin(), px.end(), 0);
381  float sum_features_py = std::accumulate(py.begin(), py.end(), 0);
382  float sum_features_pz = std::accumulate(pz.begin(), pz.end(), 0);
383 
384  float sum_features_pT = sqrt( sum_features_px*sum_features_px + sum_features_py*sum_features_py);
385  float sum_features_eta = std::asinh( sum_features_pz / Clip(sum_features_pT) );
386  float sum_features_phi = std::atan2( sum_features_py, sum_features_px );
387 
388  // build constituents and interaction variables
389  std::vector<std::vector<float>> const_vars;
390  std::vector<std::vector<std::vector<float>>> inter_vars;
391 
392  for(auto const &feature_i : features_packed){
393 
394  // calculate variables: constituents
395  float log_pT = log( Clip(feature_i.at(1) / sum_features_pT) );
396  float log_E = log( Clip(feature_i.at(4) / sum_features_pT) );
397  float eta = feature_i.at(2) - sum_features_eta;
398  float phi = feature_i.at(3) - sum_features_phi;
399  float DR = sqrt((feature_i.at(2) - sum_features_eta)*(feature_i.at(2) - sum_features_eta) + (feature_i.at(3) - sum_features_phi)*(feature_i.at(3) - sum_features_phi));
400  float log_m = log(Clip(feature_i.at(0)));
401  float type = feature_i.at(5);
402 
403  std::vector<float> vars = {log_pT, log_E, eta, phi, DR, log_m, type};
404  const_vars.push_back(vars);
405 
406  // calculate variables: interactions
407  std::vector<std::vector<float>> inter_vars_int;
408  for(auto const &feature_j : features_packed){
409 
410  // preparing variables
411  float delta = sqrt((feature_i.at(2)-feature_j.at(2))*(feature_i.at(2)-feature_j.at(2)) + (feature_i.at(3)-feature_j.at(3))*(feature_i.at(3)-feature_j.at(3)));
412  float min = feature_i.at(1) != feature_j.at(1) ? std::min(feature_i.at(1), feature_j.at(1)): 0.;
413  float mass2 = (feature_i.at(4)/sum_features_pT + feature_j.at(4)/sum_features_pT) * (feature_i.at(4)/sum_features_pT + feature_j.at(4)/sum_features_pT);
414  mass2 -= (feature_i.at(6)/sum_features_pT + feature_j.at(6)/sum_features_pT) * (feature_i.at(6)/sum_features_pT + feature_j.at(6)/sum_features_pT);
415  mass2 -= (feature_i.at(7)/sum_features_pT + feature_j.at(7)/sum_features_pT) * (feature_i.at(7)/sum_features_pT + feature_j.at(7)/sum_features_pT);
416  mass2 -= (feature_i.at(8)/sum_features_pT + feature_j.at(8)/sum_features_pT) * (feature_i.at(8)/sum_features_pT + feature_j.at(8)/sum_features_pT);
417 
418  // final values
419  float log_delta = log(Clip(delta));
420  float log_mindelta = log(Clip(min * delta / sum_features_pT));
421  float min_over_pT = min / (feature_i.at(1) + feature_j.at(1));
422  float log_mass = log(Clip(mass2));
423 
424  // set the diagonal to 0
425  if(feature_i==feature_j){
426  log_delta = 0;
427  log_mindelta = 0;
428  min_over_pT = 0;
429  log_mass = 0;
430  }
431 
432  std::vector<float> vars = { log_delta,
433  log_mindelta,
434  min_over_pT,
435  log_mass
436  };
437  inter_vars_int.push_back(vars);
438 
439  }
440 
441  inter_vars.push_back(inter_vars_int);
442  }
443 
444  // evaluate the model
445  if( (constituents.size() + towers.size()) > 1 )
446  score = m_MLBosonTagger -> retrieveConstituentsScore(const_vars, inter_vars);
447 
448  // save decorator
449  decConstScore(*jet) = score;
450 
451  }
452 
453  return StatusCode::SUCCESS;
454 
455 }

◆ getSF()

std::pair< double, double > JSSTaggerBase::getSF ( const xAOD::Jet &  jet,
const std::string &  truthLabelStr 
) const
protectedinherited

Get scale factor and efficiency.

To apply W-tagging efficiency SF to Z-tagger, jet mass is shifted by 10.803 GeV

Definition at line 780 of file JSSTaggerBase.cxx.

780  {
781 
782  if ( !passKinRange(jet) ) return std::make_pair( 1.0, 1.0 );
783 
784 
785  double logmOverPt = std::log(jet.m()/jet.pt());
786  if ( m_decorationName.find("SmoothZ") != std::string::npos ||
787  m_decorationName.find("SmoothInclusiveZ") != std::string::npos ) {
789  const double WtoZmassShift = 10803;
790  logmOverPt = std::log((jet.m()-WtoZmassShift)/jet.pt());
791  }
792 
793  if ( logmOverPt > 0 ) logmOverPt = 0;
794 
795  double SF = 1.0;
796  double eff = 1.0;
797 
798  if ( m_weightHistograms.count(truthLabelStr.c_str()) ) {
799 
800  int pt_mPt_bin = (m_weightHistograms.find(truthLabelStr.c_str())->second)->FindBin(jet.pt()*0.001, logmOverPt);
801  SF = (m_weightHistograms.find(truthLabelStr.c_str())->second)->GetBinContent(pt_mPt_bin);
802 
803  if ( !m_efficiencyHistogramName.empty() ) {
804  eff = (m_efficiencyHistograms.find(truthLabelStr.c_str())->second)->GetBinContent(pt_mPt_bin);
805  }
806 
807  }
808  else {
809  // set the efficiency for "Other" category to be the signal efficiency
810  std::string signal_truthLabel="";
811  if ( m_weightHistograms.count("t_qqb") ) {
812  signal_truthLabel="t_qqb";
813  }else if ( m_weightHistograms.count("V_qq") ){
814  signal_truthLabel="V_qq";
815  }else if ( m_weightHistograms.count("t") ){
816  signal_truthLabel="t";
817  }
818  if ( !signal_truthLabel.empty() && !m_efficiencyHistogramName.empty() ){
819  int pt_mPt_bin = (m_weightHistograms.find(signal_truthLabel.c_str())->second)->FindBin(jet.pt()*0.001, logmOverPt);
820  eff = (m_efficiencyHistograms.find(signal_truthLabel.c_str())->second)->GetBinContent(pt_mPt_bin);
821  }
822 
823  return std::make_pair( 1.0, eff );
824  }
825 
826  if ( SF < 1e-3 ) {
827  ATH_MSG_DEBUG( "(pt, m/pt) (" << jet.pt()/1.e3 << ", " << jet.m()/jet.pt() << ") is out of range for SF calculation. Returning 1.0" );
828  return std::make_pair( 1.0, 1.0 );
829  }
830  else {
831  return std::make_pair( SF, eff );
832  }
833 
834 }

◆ GetTopConstScore()

StatusCode JSSTaggerUtils::GetTopConstScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 641 of file JSSTaggerUtils.cxx.

641  {
642 
643  SG::WriteDecorHandle<xAOD::JetContainer, float> decConstScore(m_decConstScoreKey);
644 
645  for(const xAOD::Jet *jet : jets){
646 
647  // init value
648  float score (-99.);
649  int parity (1);
650 
651  // get constituents
652  std::vector<xAOD::JetConstituent> constituents = jet -> getConstituents().asSTLVector();
653  std::sort( constituents.begin(), constituents.end(), DescendingPtSorterConstituents) ;
654 
655  // skim constituents
656  // nMaxConstituents: used to compute the sum_pT and sum_E for the pre-processing
657  // nInputConstituents: actual input to the network
658  long unsigned int nMaxConstituents (100);
659  long unsigned int nInputConstituents (80);
660 
661  std::vector<float> pT_nMax, E_nMax;
662  for(auto cnst : constituents){
663  pT_nMax.push_back( cnst -> pt() );
664  E_nMax.push_back( cnst -> e() );
665  if(pT_nMax.size()==nMaxConstituents) break;
666  }
667 
668  // remove non physical constituents
669  constituents.erase( std::remove_if( constituents.begin(), constituents.end(),
670  [] (xAOD::JetConstituent constituent) -> bool {return log(constituent -> pt()) < 0.1;}),
671  constituents.end()) ;
672 
673  // use ML tool on constituents
674  std::vector<float> pT, eta, phi, E, isValid, px, py, pz;
675  for(auto cnst : constituents){
676  pT.push_back( cnst -> pt() );
677  eta.push_back( cnst -> eta() );
678  phi.push_back( cnst -> phi() );
679  E.push_back( cnst -> e() );
680  isValid.push_back(1.);
681  px.push_back( cnst -> pt() * std::cos(cnst -> phi()) );
682  py.push_back( cnst -> pt() * std::sin(cnst -> phi()) );
683  pz.push_back( cnst -> pt() * std::sinh(cnst -> eta()) );
684  }
685 
686 
687  // global aux variables
688  float sum_features_E = std::accumulate(E_nMax.begin(), E_nMax.end(), 0.);
689  float sum_features_pT_scalar = std::accumulate(pT_nMax.begin(), pT_nMax.end(), 0.);
690 
691  TLorentzVector constituent0;
692  if(constituents.size() > 0)
693  constituent0.SetPtEtaPhiE(pT.at(0), eta.at(0), phi.at(0), E.at(0));
694 
695  float angle (0.);
696  if(constituents.size() > 1){
697  float deta01 = eta.at(1) - eta.at(0);
698  float dphi01 = phi.at(1) - phi.at(0);
699  if(dphi01 > std::numbers::pi) dphi01 -= 2*std::numbers::pi;
700  else if(dphi01 < -std::numbers::pi) dphi01 += 2*std::numbers::pi;
701 
702  angle = std::atan2(dphi01, deta01) + std::numbers::pi/2;
703  }
704 
705  // build constituents, mask and base momentum for interaction variables
706  std::vector<std::vector<float>> const_vars;
707  std::vector<std::vector<float>> masks_vars;
708  std::vector<std::vector<std::vector<float>>> inter_vars;
709 
710  for(long unsigned int i=0; i<constituents.size(); i++){
711 
712  // up to nInputConstituents constituents
713  if(const_vars.size()==nInputConstituents) break;
714 
715  // put the constituent in a tlv for help
716  TLorentzVector constituent_i;
717  constituent_i.SetPtEtaPhiE(pT.at(i), eta.at(i), phi.at(i), E.at(i));
718 
719  // flip/rot of constituents: center
720  float eta_center = eta.at(i) - eta.at(0);
721  float phi_center = constituent_i.DeltaPhi(constituent0);
722 
723  // flip/rot of constituents: rotate
724  // ToDo: this does not make sense when nConst == 1,
725  // but it also true that the score is not retrieved for those jets,
726  // should we add a further protection?
727  float eta_rot = eta_center * cos(angle) + phi_center * sin(angle);
728  float phi_rot = -eta_center * sin(angle) + phi_center * cos(angle);
729 
730  // flip/rot of constituents: parity
731  if(i==2 && eta_rot<0.) parity = -1;
732  float eta_flip = eta_rot * parity;
733 
734  // calculate constituents variables
735  float log_pT = log( pT.at(i));
736  float log_E = log( E.at(i));
737  float log_pT_rel = log( pT.at(i) / sum_features_pT_scalar);
738  float log_E_rel = log( E.at(i) / sum_features_E);
739  float Deta = eta_flip;
740  float Dphi = phi_rot;
741  float DR = sqrt(Deta*Deta + Dphi*Dphi);
742 
743  // pack: constituents variables
744  std::vector<float> vars = {log_pT, log_E, log_pT_rel, log_E_rel, DR, Deta, Dphi};
745  const_vars.push_back(vars);
746 
747  // pack: mask variable
748  vars = {1.};
749  masks_vars.push_back(vars);
750 
751  // explict interaction variables
752  // calculate variables: interactions
753  std::vector<std::vector<float>> inter_vars_int;
754  for(long unsigned int j=0; j<constituents.size(); j++){
755 
756  // tlv for constituents
757  // todo: harmonise with the previous one
758  TLorentzVector constituent_j;
759  constituent_j.SetPtEtaPhiE(pT.at(j), eta.at(j), phi.at(j), E.at(j));
760 
761  // preparing variables
762 
763  // custom rapidity calculation
764  double rap_i = 0.5 * log( 1 + (2 * pz.at(i)) / Clip(E.at(i) - pz.at(i), 1.e-8) );
765  double rap_j = 0.5 * log( 1 + (2 * pz.at(j)) / Clip(E.at(j) - pz.at(j), 1.e-8) );
766  double deltaY = rap_i - rap_j;
767  double deltaPhi = TVector2::Phi_mpi_pi(constituent_i.Phi() - constituent_j.Phi());
768  double delta = std::sqrt(deltaY * deltaY + deltaPhi * deltaPhi);
769 
770  float min = pT.at(i) != pT.at(j) ? std::min(pT.at(i), pT.at(j)): pT.at(i);
771  float mass2 = (E.at(i) + E.at(j)) * (E.at(i) + E.at(j));
772  mass2 -= (px.at(i) + px.at(j)) * (px.at(i) + px.at(j));
773  mass2 -= (py.at(i) + py.at(j)) * (py.at(i) + py.at(j));
774  mass2 -= (pz.at(i) + pz.at(j)) * (pz.at(i) + pz.at(j));
775 
776  // final values
777  float log_delta = log(Clip(delta, 1.e-8));
778  float log_mindelta = log(Clip(min * delta, 1.e-8));
779  float log_min_over_pT = log(Clip(min / (pT.at(i) + pT.at(j)), 1.e-8));
780  float log_mass = log(Clip(mass2, 1.e-8));
781 
782  std::vector<float> vars = { log_mindelta,
783  log_min_over_pT,
784  log_delta,
785  log_mass
786  };
787  inter_vars_int.push_back(vars);
788 
789  }
790  inter_vars.push_back(inter_vars_int);
791 
792  }
793 
794  for(long unsigned int i=constituents.size(); i<nInputConstituents; i++){
795  // pack: constituents variables
796  std::vector<float> vars = {-18.4207, -18.4207, -18.4207, -18.4207, -18.4207, -18.4207, -18.4207};
797  const_vars.push_back(vars);
798 
799  // pack: interaction variables
800  vars = {-18.4207, -18.4207, -18.4207, -18.4207};
801  std::vector<std::vector<float>> vars_inter;
802  for(long unsigned int j=0; j<nInputConstituents; j++){
803  vars_inter.push_back(vars);
804  }
805  inter_vars.push_back(vars_inter);
806 
807  // pack: mask variable
808  vars = {0.};
809  masks_vars.push_back(vars);
810  }
811 
812  // further adjustment for interaction variables
813  for(long unsigned int i=0; i<constituents.size(); i++){
814  std::vector<float> vars = {0., 0., 0., 0.};
815  vars = {-18.4207, -18.4207, -18.4207, -18.4207};
816  for(long unsigned int j=constituents.size(); j<nInputConstituents; j++){
817  inter_vars.at(i).push_back(vars);
818  }
819  }
820 
821  // evaluate the model
822  if( constituents.size() > 1 )
823  score = m_MLBosonTagger -> retrieveConstituentsScore(const_vars, inter_vars, masks_vars);
824 
825  // save decorator
826  // the model return the qcd node score
827  // therefore, we use 1 - score to have
828  // top jet: 1, q/g jet: 0
829  decConstScore(*jet) = 1 - score;
830 
831  }
832 
833  return StatusCode::SUCCESS;
834 
835 }

◆ getTruthLabelStr()

std::string JSSTaggerBase::getTruthLabelStr ( const xAOD::Jet &  jet,
asg::AcceptData &  acceptData 
) const
protectedinherited

Truth label string

Truth label value

Contained top tagger

Contained top

QCD

TCC W/Z 2-var tagger

Top

W/Z

QCD

Pass mass and D2

Fail mass, pass D2

Pass mass, fail D2

Fail mass and D2

W/Z tagger

Top

W/Z

QCD

Top

QCD

Definition at line 838 of file JSSTaggerBase.cxx.

838  {
840  std::string truthLabelStr;
841 
843  SG::ReadDecorHandle<xAOD::JetContainer, int> readTruthLabel(m_readTruthLabelKey);
844  LargeRJetTruthLabel::TypeEnum jetContainment = LargeRJetTruthLabel::intToEnum(readTruthLabel(jet));
845 
847  if ( m_weightHistograms.count("t_qqb") ) {
848 
850  if ( jetContainment==LargeRJetTruthLabel::tqqb ) {
851  truthLabelStr = "t_qqb";
852  }
854  else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
855  truthLabelStr = "q";
856  }
857 
858  }
860  else if ( m_weightHistograms.count("V_qq_passMpassD2") ) {
861 
863  if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t ) {
864  truthLabelStr = "t_";
865  }
867  else if ( jetContainment==LargeRJetTruthLabel::Wqq || jetContainment==LargeRJetTruthLabel::Zqq || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
868  truthLabelStr = "V_qq_";
869  }
871  else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
872  truthLabelStr = "q_";
873  }
874 
876  if ( acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh") && acceptData.getCutResult("PassD2") ) {
877  truthLabelStr += "passMpassD2";
878  }
880  else if ( !(acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh")) && acceptData.getCutResult("PassD2") ) {
881  truthLabelStr += "failMpassD2";
882  }
884  else if ( acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh") && !acceptData.getCutResult("PassD2") ) {
885  truthLabelStr += "passMfailD2";
886  }
888  else{
889  truthLabelStr += "failMfailD2";
890  }
891 
892  }
893 
895  else if ( m_weightHistograms.count("V_qq") ) {
896 
898  if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t ) {
899  truthLabelStr = "t";
900  }
902  else if ( jetContainment==LargeRJetTruthLabel::Wqq || jetContainment==LargeRJetTruthLabel::Zqq || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
903  truthLabelStr = "V_qq";
904  }
906  else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
907  truthLabelStr = "q";
908  }
909  }
910 
911  // inclusive top tagger
912  else {
914  if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
915  truthLabelStr = "t";
916  }
918  else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
919  truthLabelStr = "q";
920  }
921 
922  }
923 
924  return truthLabelStr;
925 }

◆ GetUnGroomTracks()

int JSSTaggerBase::GetUnGroomTracks ( const xAOD::Jet &  jet,
int  indexPV 
) const
protectedinherited

Retrieve Ntrk variable from the ungroomed parent jet.

Retrieve the Ntrk variable from the ungroomed parent jet.

Definition at line 668 of file JSSTaggerBase.cxx.

668  {
669 
670  SG::ReadDecorHandle<xAOD::JetContainer, ElementLink<xAOD::JetContainer> > readParent(m_readParentKey);
671 
672  const xAOD::Jet * ungroomedJet = nullptr;
673  if ( readParent.isAvailable() ) {
674  const ElementLink<xAOD::JetContainer>& linkToUngroomed = readParent(jet);
675  if ( linkToUngroomed.isValid() ) {
676  ungroomedJet = *linkToUngroomed;
677 
678  static const SG::AuxElement::ConstAccessor< std::vector<int> >acc_Ntrk("NumTrkPt500");
679 
680  if ( acc_Ntrk.isAvailable(*ungroomedJet) ) {
681 
682  const std::vector<int>& NTrkPt500 = acc_Ntrk(*ungroomedJet);
683 
684  int jet_ntrk = NTrkPt500.at(indexPV);
685  return jet_ntrk;
686 
687  }
688  else {
689  ATH_MSG_ERROR("WARNING: Unable to retrieve Ntrk of the ungroomed parent jet. Please make sure this variable is in your derivations!!!");
690  }
691  }
692  else {
693  ATH_MSG_ERROR("WARNING: Unable to retrieve the parent ungroomed jet. Please make sure this variable is in your derivations!!!");
694  }
695  }
696  else {
697  ATH_MSG_ERROR("WARNING: Unable to retrieve the link to the parent ungroomed jet. Please make sure this variable is in your derivations!!!");
698  }
699 
700  return -999;
701 
702 }

◆ GetWConstScore()

StatusCode JSSTaggerUtils::GetWConstScore ( const xAOD::JetContainer &  jets) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 837 of file JSSTaggerUtils.cxx.

837  {
838 
839  SG::WriteDecorHandle<xAOD::JetContainer, float> decConstScore(m_decConstScoreKey);
840 
841  // define vectors to store constituents for calculations
842  long unsigned int nMaxConstituents (100);
843  std::vector<float> pT, eta, phi, E, isValid, px, py, pz;
844  pT.reserve(nMaxConstituents); eta.reserve(nMaxConstituents); phi.reserve(nMaxConstituents); E.reserve(nMaxConstituents);
845  isValid.reserve(nMaxConstituents);
846  px.reserve(nMaxConstituents); py.reserve(nMaxConstituents); pz.reserve(nMaxConstituents);
847 
848  for(const xAOD::Jet *jet : jets){
849 
850  // init value
851  float score (-99.);
852 
853  // get constituents
854  std::vector<xAOD::JetConstituent> constituents = jet -> getConstituents().asSTLVector();
855 
856  // skip non physical constituents
857  constituents.erase( std::remove_if( constituents.begin(), constituents.end(),
858  [] (xAOD::JetConstituent constituent) -> bool {return constituent -> pt() < 1.e-8;}),
859  constituents.end()) ;
860 
861  // sort by pT
862  std::sort( constituents.begin(), constituents.end(), DescendingPtSorterConstituents) ;
863 
864  std::vector<xAOD::JetConstituent> constituentsForModel;
865 
866  if( constituents.size() > nMaxConstituents )
867  {
868  constituentsForModel = std::vector<xAOD::JetConstituent> (constituents.begin(), constituents.begin() + nMaxConstituents);
869  }
870  else
871  constituentsForModel = constituents;
872 
873  // fill vectors of constituents for calculation
874  pT.clear(); eta.clear(); phi.clear(); E.clear();
875  isValid.clear();
876  px.clear(); py.clear(); pz.clear();
877  for(auto cnst : constituentsForModel){
878  pT.push_back( cnst -> pt() );
879  eta.push_back( cnst -> eta() );
880  phi.push_back( cnst -> phi() );
881  E.push_back( cnst -> e() );
882  isValid.push_back(1.);
883  px.push_back( cnst -> pt() * std::cos(cnst -> phi()) );
884  py.push_back( cnst -> pt() * std::sin(cnst -> phi()) );
885  pz.push_back( cnst -> pt() * std::sinh(cnst -> eta()) );
886  }
887 
888  // build constituents, mask and base momentum for interaction variables
889  std::vector<std::vector<float>> const_vars;
890  std::vector<std::vector<float>> masks_vars;
891  std::vector<std::vector<std::vector<float>>> inter_vars;
892 
893  for(long unsigned int i=0; i<constituentsForModel.size(); i++){
894 
895  // put the constituent in a tlv for help
896  TLorentzVector constituent_i;
897  constituent_i.SetPtEtaPhiE(pT.at(i), eta.at(i), phi.at(i), E.at(i));
898 
899  // calculate variables
900  float log_pT = log( pT.at(i));
901  float log_E = log( E.at(i));
902  float log_pT_rel = log( pT.at(i) / jet -> pt());
903  float log_E_rel = log( E.at(i) / jet -> e());
904  float Deta = eta.at(i) - jet -> eta();
905  float Dphi = constituent_i.DeltaPhi(jet -> p4());
906  float DR = sqrt(Deta*Deta + Dphi*Dphi);
907 
908  // pack: constituents variables
909  std::vector<float> vars = {log_E, log_pT, log_E_rel, log_pT_rel, Deta, Dphi, DR};
910  const_vars.push_back(vars);
911 
912  // pack: mask variable
913  vars = {1.};
914  masks_vars.push_back(vars);
915 
916  // explict interaction variables
917  // calculate variables: interactions
918  std::vector<std::vector<float>> inter_vars_int;
919  for(long unsigned int j=0; j<constituentsForModel.size(); j++){
920 
921  // tlv for constituents
922  TLorentzVector constituent_j;
923  constituent_j.SetPtEtaPhiE(pT.at(j), eta.at(j), phi.at(j), E.at(j));
924 
925  // preparing variables
926  float delta = constituent_i.DeltaR(constituent_j, true);
927  float min = std::min(pT.at(i), pT.at(j));
928  float mass2 = (constituent_i + constituent_j).M2();
929 
930  // final values
931  float log_delta = log(Clip(delta, 1.e-8));
932  float log_mindelta = log(Clip(min * delta, 1.e-8));
933  float log_min_over_pT = log(Clip(min / (pT.at(i) + pT.at(j)), 1.e-8));
934  float log_mass = log(Clip(mass2, 1.e-8));
935 
936  std::vector<float> vars = { log_delta,
937  log_mindelta,
938  log_min_over_pT,
939  log_mass
940  };
941  inter_vars_int.push_back(vars);
942  }
943 
944  inter_vars.push_back(inter_vars_int);
945  }
946 
947  // evaluate the model
948  if( constituents.size() > 1 )
949  score = m_MLBosonTagger -> retrieveConstituentsScore(const_vars, inter_vars, masks_vars);
950 
951  // save decorator
952  decConstScore(*jet) = score;
953  }
954 
955  return StatusCode::SUCCESS;
956 }

◆ getWeight()

StatusCode JSSTaggerBase::getWeight ( const xAOD::Jet &  jet,
bool  passSel,
asg::AcceptData &  acceptData 
) const
protectedinherited

Get SF weight.

Inefficiency SF is directly used

Efficiency SF

Calculate inefficiency SF

If inefficiency SF is not available, SF is always 1.0

Create write decor handles

Decorate values

Definition at line 706 of file JSSTaggerBase.cxx.

706  {
707  if ( !m_calcSF ) return StatusCode::SUCCESS;
708 
709  float weight = 1.0;
710  float effSF = 1.0;
711  float sigeffSF = 1.0;
712  float efficiency = 1.0;
713 
714  if ( m_isMC ) {
715 
716  std::string truthLabelStr = getTruthLabelStr( jet, acceptData );
717  std::tie(effSF, efficiency) = getSF( jet, truthLabelStr );
718 
719  // calculate signal efficiency SF
720  if ( m_weightHistograms.count("t_qqb") ) {
721  sigeffSF = getSF(jet, "t_qqb").first;
722  } else if ( m_weightHistograms.count("V_qq") ) {
723  sigeffSF = getSF(jet, "V_qq").first;
724  } else if ( m_weightHistograms.count("t") ){
725  sigeffSF = getSF(jet, "t").first;
726  } else {
727  sigeffSF = 1.0;
728  }
729 
731  if ( m_weightFlavors.find("fail") != std::string::npos ) {
732  weight = effSF;
733  }
734 
735  else {
736 
738  if ( passSel ) {
739  weight = effSF;
740  }
741 
743  else {
745  if ( m_efficiencyHistogramName.empty() ) {
746  weight = 1.0;
747  }
748  else if ( efficiency < 1.0 ) {
749  weight = ( 1. - effSF * efficiency ) / ( 1. - efficiency );
750  }
751  else {
752  weight = 1.0;
753  }
754  }
755  }
756 
757  }
758 
759  else {
760  weight = 1.0;
761  }
762 
764  SG::WriteDecorHandle<xAOD::JetContainer, float> decWeight(m_decWeightKey);
765  SG::WriteDecorHandle<xAOD::JetContainer, float> decEfficiency(m_decEfficiencyKey);
766  SG::WriteDecorHandle<xAOD::JetContainer, float> decEffSF(m_decEffSFKey);
767  SG::WriteDecorHandle<xAOD::JetContainer, float> decSigeffSF(m_decSigeffSFKey);
768 
770  decWeight(jet) = weight;
771  decEfficiency(jet) = efficiency;
772  decEffSF(jet) = effSF;
773  decSigeffSF(jet) = sigeffSF;
774 
775  return StatusCode::SUCCESS;
776 
777 }

◆ initialize()

StatusCode JSSTaggerUtils::initialize ( )
overridevirtual

Run once at the start of the job to setup everything.

Get configReader

Get the decoration name

Initialize decorators

Reimplemented from JSSTaggerBase.

Definition at line 52 of file JSSTaggerUtils.cxx.

52  {
53 
54  ATH_MSG_INFO( "Initializing JSSTaggerUtils tool" );
55 
56  ATH_MSG_INFO( " m_calibArea : " << m_calibArea );
57  ATH_MSG_INFO( " m_configFile : " << m_configFile );
58 
59  if ( ! m_configFile.empty() ) {
60 
62  ATH_CHECK( getConfigReader() );
63 
65  m_decorationName = m_configReader.GetValue("DecorationName", "");
66 
67  m_UseConstTagger = !((std::string)m_configReader.GetValue("ConstTaggerFileName", "")).empty();
68  m_UseHLTagger = !((std::string)m_configReader.GetValue("HLTaggerFileName", "")).empty();
69 
70  std::string ConstTaggerFileName = m_configReader.GetValue("ConstTaggerFileName", "aaa");
71  std::string HLTaggerFileName = m_configReader.GetValue("HLTaggerFileName", "aaa");
72 
73  if(m_UseConstTagger && m_MLBosonTagger.empty()){
74  // init tool
75  std::string ModelPath = "";
76  if ( m_calibArea.compare("Local") == 0 ) {
77  ModelPath = PathResolverFindCalibFile(ConstTaggerFileName);
78  }
79  else if ( m_calibArea.find("eos") != std::string::npos) {
80  ModelPath = (ConstTaggerFileName);
81  }
82  else{
83  ModelPath = PathResolverFindCalibFile(("BoostedJetTaggers/" + m_calibArea + "/" + ConstTaggerFileName).c_str());
84  }
85  ATH_MSG_INFO("JSSTaggerUtils::MLBosonTagger()" << " + ModelPath " << ModelPath );
86 
87  asg::AsgToolConfig config ("AthONNX::JSSMLTool/MLBosonTagger");
88  ATH_CHECK( config.setProperty("ModelPath", ModelPath));
89 
90  // get model paramters from the config file
91  ATH_MSG_INFO("JSSTaggerUtils::MLBosonTagger() read value from config" );
92 
93  // set parameters
94  ATH_CHECK( config.setProperty("nPixelsX", (int)m_configReader.GetValue("nPixelsEta", -99)) );
95  ATH_CHECK( config.setProperty("nPixelsY", (int)m_configReader.GetValue("nPixelsPhi", -99)) );
96  ATH_CHECK( config.setProperty("nPixelsZ", (int)m_configReader.GetValue("nColors", -99)) );
97 
98  m_nbins_eta = (int)m_configReader.GetValue("nPixelsEta", -99);
99  m_nbins_phi = (int)m_configReader.GetValue("nPixelsPhi", -99);
100  m_ncolors = m_configReader.GetValue("nColors", -99);
101  m_min_eta = m_configReader.GetValue("aEta", -99.);
102  m_max_eta = m_configReader.GetValue("bEta", -99.);
103  m_min_phi = m_configReader.GetValue("aPhi", -99.);
104  m_max_phi = m_configReader.GetValue("bPhi", -99.);
105  m_dorscaling = (bool)m_configReader.GetValue("DoRScaling", -99);
106  m_rscaling_p0 = m_configReader.GetValue("RScaling_p0", -99.);
107  m_rscaling_p1 = m_configReader.GetValue("RScaling_p1", -99.);
108 
109  ATH_CHECK( config.makePrivateTool(m_MLBosonTagger) );
110  ATH_CHECK( m_MLBosonTagger.retrieve() );
111 
112  }
113  if(m_UseHLTagger){
114  // init tool
115  std::string ModelPath = "";
116  if ( m_calibArea.compare("Local") == 0 ) {
117  ModelPath = PathResolverFindCalibFile(HLTaggerFileName);
118  }
119  else if ( m_calibArea.find("eos") != std::string::npos) {
120  ModelPath = (HLTaggerFileName);
121  }
122  else{
123  ModelPath = PathResolverFindCalibFile(("BoostedJetTaggers/" + m_calibArea + "/" + HLTaggerFileName).c_str());
124  }
125  ATH_MSG_INFO("JSSTaggerUtils::MLBosonTagger()" << " + ModelPath " << ModelPath );
126 
127  asg::AsgToolConfig config ("AthONNX::JSSMLTool/MLBosonTaggerHL");
128  ATH_CHECK( config.setProperty("ModelPath", ModelPath));
129 
130  ATH_CHECK( config.makePrivateTool(m_MLBosonTagger_HL) );
131  ATH_CHECK( m_MLBosonTagger_HL.retrieve() );
132 
133  // get model paramters from the config file
134  ATH_MSG_INFO("JSSTaggerUtils::MLBosonTagger() read value from config" );
135  ATH_CHECK( ReadScaler() );
136 
137  }
138 
139  }
140 
142  ATH_MSG_INFO( "Decorators that will be attached to jet :" );
143  ATH_CHECK(JSSTaggerBase::initialize());
144 
145  m_decNConstituentsKey = m_containerName + "." + m_decorationName + "_" + m_decNConstituentsKey.key();
146  ATH_CHECK( m_decNConstituentsKey.initialize() );
147  m_decNTopoTowersKey = m_containerName + "." + m_decorationName + "_" + m_decNTopoTowersKey.key();
148  ATH_CHECK( m_decNTopoTowersKey.initialize() );
149 
150  m_decConstScoreKey = m_containerName + "." + m_decorationName + "_" + m_decConstScoreKey.key();
151  ATH_CHECK( m_decConstScoreKey.initialize() );
152 
153  m_constScoreAcc = std::make_unique<SG::ConstAccessor<float>>(m_decorationName + "_ConstScore");
154 
155  m_decHLScoreKey = m_containerName + "." + m_decorationName + "_" + m_decHLScoreKey.key();
156  ATH_CHECK( m_decHLScoreKey.initialize() );
157 
158  return StatusCode::SUCCESS;
159 
160 }

◆ inputHandles()

virtual std::vector<Gaudi::DataHandle*> AthCommonDataStore< AthCommonMsg< AlgTool > >::inputHandles ( ) const
overridevirtualinherited

Return this algorithm's input handles.

We override this to include handle instances from key arrays if they have not yet been declared. See comments on updateVHKA.

◆ MakeJetImage()

TH2D JSSTaggerUtils::MakeJetImage ( TString  TagImage,
const xAOD::Jet *  jet,
std::vector< xAOD::JetConstituent >  constituents 
) const
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 600 of file JSSTaggerUtils.cxx.

601  {
602 
603  double eta (-99.), phi (-99.), pT (-99.), z (-99.);
604  int BinEta (-99), BinPhi (-99);
605 
606  auto cst_pT = [] ( double sum, xAOD::JetConstituent cst ){
607  return sum + cst.pt(); };
608  double SumPT = std::accumulate( constituents.begin(), constituents.end(), 0., cst_pT) ;
609 
610  auto Image = std::make_unique<TH2D>("Image_" + TagImage, "Image_" + TagImage,
611  m_nbins_eta, m_min_eta, m_max_eta, m_nbins_phi, m_min_phi, m_max_phi);
612 
613  for( auto& cst : constituents ){
614  eta = cst -> eta() - jet -> eta() ;
615  phi = cst -> phi() - jet -> phi() ;
616  pT = cst -> pt() ;
617 
618  // apply r-scaling
619  if( m_dorscaling ){
620  eta *= 1. / (m_rscaling_p0 + m_rscaling_p1/jet->pt());
621  phi *= 1. / (m_rscaling_p0 + m_rscaling_p1/jet->pt());
622  }
623 
624  BinEta = Image -> GetXaxis() -> FindBin(eta);
625  BinPhi = Image -> GetYaxis() -> FindBin(phi);
626 
627  z = pT / SumPT ;
628 
629  int x = m_nbins_phi+1-BinPhi, y = BinEta; // transpose + flip
630 
631  double current_z = Image -> GetBinContent( x, y );
632 
633  if( eta>m_min_eta && eta<m_max_eta && phi>m_min_phi && phi<m_max_phi ) // avoid overflow pixels
634  Image -> SetBinContent( x, y, current_z += z );
635  }
636 
637  return *Image;
638 
639  }

◆ modify()

virtual StatusCode IJetDecorator::modify ( xAOD::JetContainer &  jets) const
inlinefinaloverridevirtualinherited

Concrete implementation of the function inherited from IJetModifier.

Implements IJetModifier.

Definition at line 32 of file IJetDecorator.h.

32 {return decorate(jets);};

◆ msg() [1/2]

MsgStream& AthCommonMsg< AlgTool >::msg ( ) const
inlineinherited

Definition at line 24 of file AthCommonMsg.h.

24  {
25  return this->msgStream();
26  }

◆ msg() [2/2]

MsgStream& AthCommonMsg< AlgTool >::msg ( const MSG::Level  lvl) const
inlineinherited

Definition at line 27 of file AthCommonMsg.h.

27  {
28  return this->msgStream(lvl);
29  }

◆ msg_level_name()

const std::string & asg::AsgTool::msg_level_name ( ) const
inherited

A deprecated function for getting the message level's name.

Instead of using this, weirdly named function, user code should get the string name of the current minimum message level (in case they really need it...), with:

MSG::name( msg().level() )

This function's name doesn't follow the ATLAS coding rules, and as such will be removed in the not too distant future.

Returns
The string name of the current minimum message level that's printed

Definition at line 101 of file AsgTool.cxx.

101  {
102 
103  return MSG::name( msg().level() );
104  }

◆ msgLvl()

bool AthCommonMsg< AlgTool >::msgLvl ( const MSG::Level  lvl) const
inlineinherited

Definition at line 30 of file AthCommonMsg.h.

30  {
31  return this->msgLevel(lvl);
32  }

◆ outputHandles()

virtual std::vector<Gaudi::DataHandle*> AthCommonDataStore< AthCommonMsg< AlgTool > >::outputHandles ( ) const
overridevirtualinherited

Return this algorithm's output handles.

We override this to include handle instances from key arrays if they have not yet been declared. See comments on updateVHKA.

◆ passKinRange()

bool JSSTaggerBase::passKinRange ( const xAOD::Jet &  jet) const
protectedinherited

Check if jet passes kinematic constraints.

Definition at line 353 of file JSSTaggerBase.cxx.

353  {
354 
355  float scale = 1.0;
356  if ( m_ptGeV ) scale = 1.e3;
357 
358  if ( jet.pt() < m_jetPtMin * scale ) return false;
359  if ( jet.pt() > m_jetPtMax * scale ) return false;
360  if ( std::abs( jet.eta() ) > m_jetEtaMax ) return false;
361 
362  return true;
363 
364 }

◆ print() [1/2]

void asg::AsgTool::print ( ) const
virtualinherited

Print the state of the tool.

Implements asg::IAsgTool.

Reimplemented in JetRecTool, JetFinder, JetModifiedMassDrop, JetFromPseudojet, JetReclusterer, JetReclusteringTool, JetTruthLabelingTool, JetPileupLabelingTool, HI::HIPileupTool, LundVariablesTool, JetDumper, JetBottomUpSoftDrop, JetRecursiveSoftDrop, JetSoftDrop, JetConstituentsRetriever, JetSubStructureMomentToolsBase, JetSplitter, JetToolRunner, JetPruner, JetPseudojetRetriever, JetTrimmer, AsgHelloTool, and KtDeltaRTool.

Definition at line 131 of file AsgTool.cxx.

131  {
132 
133  ATH_MSG_INFO( "AsgTool " << name() << " @ " << this );
134  return;
135  }

◆ print() [2/2]

virtual void asg::IAsgTool::print ( ) const
pure virtualinherited

Print the state of the tool.

Implemented in JetRecTool, JetFinder, JetModifiedMassDrop, JetFromPseudojet, JetReclusterer, JetReclusteringTool, JetTruthLabelingTool, JetPileupLabelingTool, HI::HIPileupTool, LundVariablesTool, asg::AsgTool, JetDumper, JetBottomUpSoftDrop, JetRecursiveSoftDrop, JetSoftDrop, JetConstituentsRetriever, JetSubStructureMomentToolsBase, JetSplitter, JetToolRunner, JetPruner, JetPseudojetRetriever, JetTrimmer, AsgHelloTool, and KtDeltaRTool.

◆ printCuts()

void JSSTaggerBase::printCuts ( ) const
protectedinherited

Print configured cuts.

Definition at line 927 of file JSSTaggerBase.cxx.

927  {
928  ATH_MSG_INFO( "After tagging, you will have access to the following cuts as an asg::AcceptData : (<NCut>) <cut> : <description>)" );
929  int nCuts = m_acceptInfo.getNCuts();
930  for ( int iCut=0; iCut < nCuts; iCut++ ) {
931  std::string cut_string = "";
932  cut_string += " (";
933  cut_string += std::to_string(iCut);
934  cut_string += ") ";
935  cut_string += m_acceptInfo.getCutName(iCut).data();
936  cut_string += " : ";
937  cut_string += m_acceptInfo.getCutDescription(iCut).data();
938  ATH_MSG_INFO( cut_string );
939  }
940 }

◆ ReadScaler()

StatusCode JSSTaggerUtils::ReadScaler ( )
overridevirtual

Implements IJSSTaggerUtils.

Definition at line 556 of file JSSTaggerUtils.cxx.

556  {
557 
558  // input list
559  std::vector<std::string> vars_list = {
560  "pT","CNN","D2","nTracks","ZCut12",
561  "Tau1_wta","Tau2_wta","Tau3_wta",
562  "KtDR","Split12","Split23",
563  "ECF1","ECF2","ECF3",
564  "Angularity","FoxWolfram0","FoxWolfram2",
565  "Aplanarity","PlanarFlow","Qw",
566  };
567 
568  // loop and read
569  for(const std::string & var : vars_list){
570  std::string s_mean = var + "_mean";
571  std::string s_std = var + "_std";
572  double mean = m_configReader.GetValue(s_mean.c_str(), -99.);
573  double std = m_configReader.GetValue(s_std.c_str() , -99.);
574 
575  if(mean==-99. && std==-99.){
576  ATH_MSG_ERROR("ERROR: one of the parameter for " << var << " is missing, please, double check the config!!!");
577  return StatusCode::FAILURE;
578  }
579  else if(mean==-99. || std==-99.){
580  ATH_MSG_ERROR("ERROR: parameters for " << var << " are missing, please, double check the config!!!");
581  return StatusCode::FAILURE;
582  }
583  else{
584  m_scaler[var] = {mean, std};
585  }
586 
587  // pass the features scaling paramters to the ML tool
588  // we need to apply the data pre-processing
589  // before to apply the model inference via ONNX
590 
591  // ToDo: change this to a property
592  ATH_CHECK( m_MLBosonTagger_HL -> SetScaler(m_scaler) );
593 
594  }
595 
596  return StatusCode::SUCCESS;
597 
598 }

◆ renounce()

std::enable_if_t<std::is_void_v<std::result_of_t<decltype(&T::renounce)(T)> > && !std::is_base_of_v<SG::VarHandleKeyArray, T> && std::is_base_of_v<Gaudi::DataHandle, T>, void> AthCommonDataStore< AthCommonMsg< AlgTool > >::renounce ( T &  h)
inlineprotectedinherited

Definition at line 380 of file AthCommonDataStore.h.

381  {
382  h.renounce();
383  PBASE::renounce (h);
384  }

◆ renounceArray()

void AthCommonDataStore< AthCommonMsg< AlgTool > >::renounceArray ( SG::VarHandleKeyArray &  handlesArray)
inlineprotectedinherited

remove all handles from I/O resolution

Definition at line 364 of file AthCommonDataStore.h.

364  {
365  handlesArray.renounce();
366  }

◆ resetCuts()

StatusCode JSSTaggerBase::resetCuts ( asg::AcceptData &  acceptData) const
protectedinherited

Reset cuts.

Reset the AcceptData cut results to false

Initialize common cuts to true by default

Definition at line 335 of file JSSTaggerBase.cxx.

335  {
336 
338  acceptData.clear();
339 
341  acceptData.setCutResult( "ValidJetContent", true );
342  acceptData.setCutResult( "ValidEventContent", true );
343 
344  acceptData.setCutResult( "ValidPtRangeHigh", true );
345  acceptData.setCutResult( "ValidPtRangeLow" , true );
346  acceptData.setCutResult( "ValidEtaRange" , true );
347 
348  return StatusCode::SUCCESS;
349 
350 }

◆ sysInitialize()

virtual StatusCode AthCommonDataStore< AthCommonMsg< AlgTool > >::sysInitialize ( )
overridevirtualinherited

Perform system initialization for an algorithm.

We override this to declare all the elements of handle key arrays at the end of initialization. See comments on updateVHKA.

Reimplemented in DerivationFramework::CfAthAlgTool, AthCheckedComponent< AthAlgTool >, AthCheckedComponent<::AthAlgTool >, and asg::AsgMetadataTool.

◆ sysStart()

virtual StatusCode AthCommonDataStore< AthCommonMsg< AlgTool > >::sysStart ( )
overridevirtualinherited

Handle START transition.

We override this in order to make sure that conditions handle keys can cache a pointer to the conditions container.

◆ tag()

StatusCode JSSTaggerUtils::tag ( const xAOD::Jet &  jet) const
overridevirtual

IJetSelectorTool interface.

Implements JSSTaggerBase.

Definition at line 162 of file JSSTaggerUtils.cxx.

162  {
163 
164  ATH_MSG_DEBUG( "Obtaining JSS Tagger Utils result " << jet.pt() << " " << jet.m() );
165 
166  return StatusCode::SUCCESS;
167 
168 }

◆ updateVHKA()

void AthCommonDataStore< AthCommonMsg< AlgTool > >::updateVHKA ( Gaudi::Details::PropertyBase &  )
inlineinherited

Definition at line 308 of file AthCommonDataStore.h.

308  {
309  // debug() << "updateVHKA for property " << p.name() << " " << p.toString()
310  // << " size: " << m_vhka.size() << endmsg;
311  for (auto &a : m_vhka) {
312  std::vector<SG::VarHandleKey*> keys = a->keys();
313  for (auto k : keys) {
314  k->setOwner(this);
315  }
316  }
317  }

Member Data Documentation

◆ m_acceptInfo

asg::AcceptInfo JSSTaggerBase::m_acceptInfo
protectedinherited

Object that stores the results for a jet.

Definition at line 66 of file JSSTaggerBase.h.

◆ m_calcSF

bool JSSTaggerBase::m_calcSF {}
protectedinherited

Flag to calculate scale factor.

Definition at line 192 of file JSSTaggerBase.h.

◆ m_calibArea

std::string JSSTaggerBase::m_calibArea
protectedinherited

Location where config files live on cvmfs.

Definition at line 113 of file JSSTaggerBase.h.

◆ m_configFile

std::string JSSTaggerBase::m_configFile
protectedinherited

Configuration file name.

Definition at line 110 of file JSSTaggerBase.h.

◆ m_configReader

TEnv JSSTaggerBase::m_configReader
protectedinherited

TEnv instance to read config files.

Definition at line 63 of file JSSTaggerBase.h.

◆ m_constScoreAcc

std::unique_ptr<SG::ConstAccessor<float> > JSSTaggerUtils::m_constScoreAcc = nullptr
private

Definition at line 67 of file JSSTaggerUtils.h.

◆ m_containerName

std::string JSSTaggerBase::m_containerName
protectedinherited

Configurable members.

Jet container name

Definition at line 103 of file JSSTaggerBase.h.

◆ m_decC2Key

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decC2Key {this, "C2NameOut", "C2", "SG key for C2"}
protectedinherited

Definition at line 145 of file JSSTaggerBase.h.

◆ m_decConstScoreKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerUtils::m_decConstScoreKey {this, "ConstScoreNameDec", "ConstScore", "SG key for ConstScore"}
private

Definition at line 64 of file JSSTaggerUtils.h.

◆ m_decCutMHighKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decCutMHighKey {this, "CutMHighName", "Cut_mhigh", "SG key for Cut_mhigh"}
protectedinherited

Definition at line 219 of file JSSTaggerBase.h.

◆ m_decCutMLowKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decCutMLowKey {this, "CutMLowName", "Cut_mlow", "SG key for Cut_mlow"}
protectedinherited

WriteDecorHandle keys for cut values.

Definition at line 218 of file JSSTaggerBase.h.

◆ m_decD2Key

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decD2Key {this, "D2NameOut", "D2", "SG key for D2"}
protectedinherited

Definition at line 146 of file JSSTaggerBase.h.

◆ m_decE3Key

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decE3Key {this, "e3NameOut", "e3", "SG key for e3"}
protectedinherited

Definition at line 147 of file JSSTaggerBase.h.

◆ m_decEfficiencyKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decEfficiencyKey {this, "efficiencyName", "efficiency", "SG key for efficiency"}
protectedinherited

Definition at line 225 of file JSSTaggerBase.h.

◆ m_decEffSFKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decEffSFKey {this, "effSFName", "effSF", "SG key for effSF"}
protectedinherited

Definition at line 226 of file JSSTaggerBase.h.

◆ m_decHLScoreKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerUtils::m_decHLScoreKey {this, "HLScoreName", "HLScore", "SG key for HLScore"}
private

Definition at line 65 of file JSSTaggerUtils.h.

◆ m_decL2Key

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decL2Key {this, "L2NameOut", "L2", "SG key for L2"}
protectedinherited

Definition at line 148 of file JSSTaggerBase.h.

◆ m_decL3Key

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decL3Key {this, "L3NameOut", "L3", "SG key for L3"}
protectedinherited

Definition at line 149 of file JSSTaggerBase.h.

◆ m_decNConstituentsKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerUtils::m_decNConstituentsKey {this, "nConstituentsName", "nConstituents", "SG key for constituents multiplicity"}
private

WriteDecorHandle keys.

Definition at line 62 of file JSSTaggerUtils.h.

◆ m_decNTopoTowersKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerUtils::m_decNTopoTowersKey {this, "nTopoTowersName", "nTopoTowers", "SG key for towers multiplicity"}
private

Definition at line 63 of file JSSTaggerUtils.h.

◆ m_decorationName

std::string JSSTaggerBase::m_decorationName
protectedinherited

Decoration name.

Definition at line 189 of file JSSTaggerBase.h.

◆ m_decPassMassKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decPassMassKey {this, "PassMassName", "PassMass", "SG key for PassMass"}
protectedinherited

Definition at line 77 of file JSSTaggerBase.h.

◆ m_decPassScoreKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decPassScoreKey {this, "PassScoreName", "PassScore", "SG key for PassScore"}
protectedinherited

Definition at line 78 of file JSSTaggerBase.h.

◆ m_decScoreCutKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decScoreCutKey {this, "CutScoreName", "Cut_score", "SG key for Cut_score"}
protectedinherited

Definition at line 220 of file JSSTaggerBase.h.

◆ m_decScoreValueKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decScoreValueKey {this, "ScoreName", "Score", "SG key for Score"}
protectedinherited

Definition at line 221 of file JSSTaggerBase.h.

◆ m_decSigeffSFKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decSigeffSFKey {this, "sigeffSFName", "sigeffSF", "SG key for effSF"}
protectedinherited

Definition at line 227 of file JSSTaggerBase.h.

◆ m_decTaggedKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decTaggedKey {this, "TaggedName", "Tagged", "SG key for Tagged"}
protectedinherited

WriteDecorHandle keys for tagging bools.

Definition at line 69 of file JSSTaggerBase.h.

◆ m_decTau21WTAKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decTau21WTAKey {this, "Tau21WTANameOut", "Tau21_wta", "SG key for Tau21_wta"}
protectedinherited

WriteDecorHandle keys for JSS moments.

Definition at line 141 of file JSSTaggerBase.h.

◆ m_decTau32WTAKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decTau32WTAKey {this, "Tau32WTANameOut", "Tau32_wta", "SG key for Tau32_wta"}
protectedinherited

Definition at line 142 of file JSSTaggerBase.h.

◆ m_decTau42WTAKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decTau42WTAKey {this, "Tau42WTANameOut", "Tau42_wta", "SG key for Tau42_wta"}
protectedinherited

Definition at line 143 of file JSSTaggerBase.h.

◆ m_decValidEtaRangeKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidEtaRangeKey {this, "ValidEtaRangeName", "ValidEtaRange", "SG key for ValidEtaRange"}
protectedinherited

Definition at line 72 of file JSSTaggerBase.h.

◆ m_decValidEventContentKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidEventContentKey {this, "ValidEventContentName", "ValidEventContent", "SG key for ValidEventContent"}
protectedinherited

Definition at line 75 of file JSSTaggerBase.h.

◆ m_decValidJetContentKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidJetContentKey {this, "ValidJetContentName", "ValidJetContent", "SG key for ValidJetContent"}
protectedinherited

Definition at line 74 of file JSSTaggerBase.h.

◆ m_decValidKinRangeKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidKinRangeKey {this, "ValidKinRangeName", "ValidKinRange", "SG key for ValidKinRange"}
protectedinherited

Definition at line 73 of file JSSTaggerBase.h.

◆ m_decValidPtRangeHighKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidPtRangeHighKey {this, "ValidPtRangeHighName", "ValidPtRangeHigh", "SG key for ValidPtRangeHigh"}
protectedinherited

Definition at line 70 of file JSSTaggerBase.h.

◆ m_decValidPtRangeLowKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decValidPtRangeLowKey {this, "ValidPtRangeLowName", "ValidPtRangeLow", "SG key for ValidPtRangeLow"}
protectedinherited

Definition at line 71 of file JSSTaggerBase.h.

◆ m_decWeightKey

SG::WriteDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_decWeightKey {this, "weightName", "weight", "SG key for weight"}
protectedinherited

WriteDecorHandle keys for SF.

Definition at line 224 of file JSSTaggerBase.h.

◆ m_detStore

StoreGateSvc_t AthCommonDataStore< AthCommonMsg< AlgTool > >::m_detStore
privateinherited

Pointer to StoreGate (detector store by default)

Definition at line 393 of file AthCommonDataStore.h.

◆ m_dorscaling

bool JSSTaggerUtils::m_dorscaling {}
private

Definition at line 49 of file JSSTaggerUtils.h.

◆ m_efficiencyHistogramName

std::string JSSTaggerBase::m_efficiencyHistogramName
protectedinherited

Definition at line 199 of file JSSTaggerBase.h.

◆ m_efficiencyHistograms

std::map<std::string, std::unique_ptr<TH2D> > JSSTaggerBase::m_efficiencyHistograms
protectedinherited

Definition at line 205 of file JSSTaggerBase.h.

◆ m_evtStore

StoreGateSvc_t AthCommonDataStore< AthCommonMsg< AlgTool > >::m_evtStore
privateinherited

Pointer to StoreGate (event store by default)

Definition at line 390 of file AthCommonDataStore.h.

◆ m_funcMassCutHigh

std::unique_ptr<TF1> JSSTaggerBase::m_funcMassCutHigh
protectedinherited

Definition at line 185 of file JSSTaggerBase.h.

◆ m_funcMassCutLow

std::unique_ptr<TF1> JSSTaggerBase::m_funcMassCutLow
protectedinherited

TF1 for cut functions.

Definition at line 184 of file JSSTaggerBase.h.

◆ m_funcScoreCut

std::unique_ptr<TF1> JSSTaggerBase::m_funcScoreCut
protectedinherited

Definition at line 186 of file JSSTaggerBase.h.

◆ m_isMC

bool JSSTaggerBase::m_isMC {}
protectedinherited

Definition at line 193 of file JSSTaggerBase.h.

◆ m_isSmallRJet

bool JSSTaggerBase::m_isSmallRJet = false
protectedinherited

Definition at line 104 of file JSSTaggerBase.h.

◆ m_jetEtaMax

float JSSTaggerBase::m_jetEtaMax {}
protectedinherited

Definition at line 133 of file JSSTaggerBase.h.

◆ m_jetPtMax

float JSSTaggerBase::m_jetPtMax {}
protectedinherited

Definition at line 132 of file JSSTaggerBase.h.

◆ m_jetPtMin

float JSSTaggerBase::m_jetPtMin {}
protectedinherited

Kinematic bounds for the jet - the units are controlled by m_ptGeV.

Definition at line 131 of file JSSTaggerBase.h.

◆ m_kerasCalibArea

std::string JSSTaggerBase::m_kerasCalibArea
protectedinherited

Definition at line 119 of file JSSTaggerBase.h.

◆ m_kerasConfigFileName

std::string JSSTaggerBase::m_kerasConfigFileName
protectedinherited

Keras configurations for ML taggers.

Definition at line 116 of file JSSTaggerBase.h.

◆ m_kerasConfigFilePath

std::string JSSTaggerBase::m_kerasConfigFilePath
protectedinherited

Definition at line 117 of file JSSTaggerBase.h.

◆ m_kerasConfigOutputName

std::string JSSTaggerBase::m_kerasConfigOutputName
protectedinherited

Definition at line 118 of file JSSTaggerBase.h.

◆ m_max_eta

double JSSTaggerUtils::m_max_eta {}
private

Definition at line 47 of file JSSTaggerUtils.h.

◆ m_max_phi

double JSSTaggerUtils::m_max_phi {}
private

Definition at line 47 of file JSSTaggerUtils.h.

◆ m_min_eta

double JSSTaggerUtils::m_min_eta {}
private

Definition at line 47 of file JSSTaggerUtils.h.

◆ m_min_phi

double JSSTaggerUtils::m_min_phi {}
private

Definition at line 47 of file JSSTaggerUtils.h.

◆ m_MLBosonTagger

ToolHandle<AthONNX::IJSSMLTool> JSSTaggerUtils::m_MLBosonTagger {"", this}
private

Definition at line 55 of file JSSTaggerUtils.h.

◆ m_MLBosonTagger_HL

ToolHandle<AthONNX::IJSSMLTool> JSSTaggerUtils::m_MLBosonTagger_HL {"", this}
private

Definition at line 59 of file JSSTaggerUtils.h.

◆ m_nbins_eta

int JSSTaggerUtils::m_nbins_eta {}
private

Definition at line 46 of file JSSTaggerUtils.h.

◆ m_nbins_phi

int JSSTaggerUtils::m_nbins_phi {}
private

Definition at line 46 of file JSSTaggerUtils.h.

◆ m_ncolors

int JSSTaggerUtils::m_ncolors {}
private

Definition at line 48 of file JSSTaggerUtils.h.

◆ m_nWarnMax

const int JSSTaggerBase::m_nWarnMax = 10
protectedinherited

Maximum number of warnings.

Definition at line 81 of file JSSTaggerBase.h.

◆ m_nWarnVar

std::atomic<int> JSSTaggerBase::m_nWarnVar
mutableprotectedinherited

Warning counters.

Definition at line 84 of file JSSTaggerBase.h.

◆ m_ptGeV

bool JSSTaggerBase::m_ptGeV = false
protectedinherited

Flag to indicate units pT is defined in Set to false by default.

Definition at line 88 of file JSSTaggerBase.h.

◆ m_readECF1Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECF1Key {this, "ECF1Name", "ECF1", "SG key for ECF1"}
protectedinherited

Definition at line 157 of file JSSTaggerBase.h.

◆ m_readECF2Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECF2Key {this, "ECF2Name", "ECF2", "SG key for ECF2"}
protectedinherited

Definition at line 158 of file JSSTaggerBase.h.

◆ m_readECF3Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECF3Key {this, "ECF3Name", "ECF3", "SG key for ECF3"}
protectedinherited

Definition at line 159 of file JSSTaggerBase.h.

◆ m_readECFG212Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECFG212Key {this, "ECFG212Name", "ECFG_2_1_2", "SG key for ECFG_2_1_2"}
protectedinherited

Definition at line 171 of file JSSTaggerBase.h.

◆ m_readECFG311Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECFG311Key {this, "ECFG311Name", "ECFG_3_1_1", "SG key for ECFG_3_1_1"}
protectedinherited

Definition at line 170 of file JSSTaggerBase.h.

◆ m_readECFG331Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readECFG331Key {this, "ECFG331Name", "ECFG_3_3_1", "SG key for ECFG_3_3_1"}
protectedinherited

Definition at line 169 of file JSSTaggerBase.h.

◆ m_readParentKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readParentKey {this, "ParentName", "Parent", "SG key for Parent"}
protectedinherited

Definition at line 173 of file JSSTaggerBase.h.

◆ m_readQwKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readQwKey {this, "QwName", "Qw", "SG key for Qw"}
protectedinherited

Definition at line 164 of file JSSTaggerBase.h.

◆ m_readSphericityKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readSphericityKey {this, "SphericityName", "Sphericity", "SG key for Sphericity"}
protectedinherited

Definition at line 167 of file JSSTaggerBase.h.

◆ m_readSplit12Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readSplit12Key {this, "Split12Name", "Split12", "SG key for Split12"}
protectedinherited

Definition at line 161 of file JSSTaggerBase.h.

◆ m_readSplit23Key

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readSplit23Key {this, "Split23Name", "Split23", "SG key for Split23"}
protectedinherited

Definition at line 162 of file JSSTaggerBase.h.

◆ m_readTau1WTAKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readTau1WTAKey {this, "Tau1WTAName", "Tau1_wta", "SG key for Tau1_wta"}
protectedinherited

ReadDecorHandle keys for JSS moments.

Definition at line 152 of file JSSTaggerBase.h.

◆ m_readTau2WTAKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readTau2WTAKey {this, "Tau2WTAName", "Tau2_wta", "SG key for Tau2_wta"}
protectedinherited

Definition at line 153 of file JSSTaggerBase.h.

◆ m_readTau3WTAKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readTau3WTAKey {this, "Tau3WTAName", "Tau3_wta", "SG key for Tau3_wta"}
protectedinherited

Definition at line 154 of file JSSTaggerBase.h.

◆ m_readTau4WTAKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readTau4WTAKey {this, "Tau4WTAName", "Tau4_wta", "SG key for Tau4_wta"}
protectedinherited

Definition at line 155 of file JSSTaggerBase.h.

◆ m_readThrustMajKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readThrustMajKey {this, "ThrustMajName", "ThrustMaj", "SG key for ThrustMaj"}
protectedinherited

Definition at line 166 of file JSSTaggerBase.h.

◆ m_readTruthLabelKey

SG::ReadDecorHandleKey<xAOD::JetContainer> JSSTaggerBase::m_readTruthLabelKey {this, "truthLabelName", "truthLabel", "SG key for truthLabel"}
protectedinherited

Truth label ReadDecorHandle key.

Definition at line 215 of file JSSTaggerBase.h.

◆ m_rscaling_p0

double JSSTaggerUtils::m_rscaling_p0 {}
private

Definition at line 50 of file JSSTaggerUtils.h.

◆ m_rscaling_p1

double JSSTaggerUtils::m_rscaling_p1 {}
private

Definition at line 50 of file JSSTaggerUtils.h.

◆ m_scaler

std::map<std::string, std::vector<double> > JSSTaggerUtils::m_scaler

Definition at line 42 of file JSSTaggerUtils.h.

◆ m_strMassCutHigh

std::string JSSTaggerBase::m_strMassCutHigh
protectedinherited

Definition at line 180 of file JSSTaggerBase.h.

◆ m_strMassCutLow

std::string JSSTaggerBase::m_strMassCutLow
protectedinherited

Strings for cut functions.

Definition at line 179 of file JSSTaggerBase.h.

◆ m_strScoreCut

std::string JSSTaggerBase::m_strScoreCut
protectedinherited

Definition at line 181 of file JSSTaggerBase.h.

◆ m_suppressInputDependence

Gaudi::Property<bool> JSSTaggerBase::m_suppressInputDependence {this, "SuppressInputDependence", false}
protectedinherited

Definition at line 175 of file JSSTaggerBase.h.

◆ m_suppressOutputDependence

Gaudi::Property<bool> JSSTaggerBase::m_suppressOutputDependence {this, "SuppressOutputDependence", false}
protectedinherited

Definition at line 176 of file JSSTaggerBase.h.

◆ m_tagClass

TAGCLASS JSSTaggerBase::m_tagClass {Unknown}
protectedinherited

Definition at line 98 of file JSSTaggerBase.h.

◆ m_tagType

std::string JSSTaggerBase::m_tagType
protectedinherited

Definition at line 128 of file JSSTaggerBase.h.

◆ m_tmvaCalibArea

std::string JSSTaggerBase::m_tmvaCalibArea
protectedinherited

Definition at line 124 of file JSSTaggerBase.h.

◆ m_tmvaConfigFileName

std::string JSSTaggerBase::m_tmvaConfigFileName
protectedinherited

TMVA configurations for BDT taggers.

Definition at line 122 of file JSSTaggerBase.h.

◆ m_tmvaConfigFilePath

std::string JSSTaggerBase::m_tmvaConfigFilePath
protectedinherited

Definition at line 123 of file JSSTaggerBase.h.

◆ m_truthBosonContainerName

std::string JSSTaggerBase::m_truthBosonContainerName
protectedinherited

Definition at line 210 of file JSSTaggerBase.h.

◆ m_truthLabelName

std::string JSSTaggerBase::m_truthLabelName
protectedinherited

Definition at line 212 of file JSSTaggerBase.h.

◆ m_truthLabelUseTRUTH3

bool JSSTaggerBase::m_truthLabelUseTRUTH3 {}
protectedinherited

Truth label options.

Definition at line 208 of file JSSTaggerBase.h.

◆ m_truthParticleContainerName

std::string JSSTaggerBase::m_truthParticleContainerName
protectedinherited

Definition at line 209 of file JSSTaggerBase.h.

◆ m_truthTopQuarkContainerName

std::string JSSTaggerBase::m_truthTopQuarkContainerName
protectedinherited

Definition at line 211 of file JSSTaggerBase.h.

◆ m_UseConstTagger

bool JSSTaggerUtils::m_UseConstTagger {}
private

Definition at line 54 of file JSSTaggerUtils.h.

◆ m_useECFG

bool JSSTaggerBase::m_useECFG = false
protectedinherited

Flags controlling whether generalized ECF moments or L-series ratios are needed TODO: Implement the functionality controlled by these.

Definition at line 137 of file JSSTaggerBase.h.

◆ m_UseHLTagger

bool JSSTaggerUtils::m_UseHLTagger {}
private

Definition at line 58 of file JSSTaggerUtils.h.

◆ m_useLSeries

bool JSSTaggerBase::m_useLSeries = false
protectedinherited

Definition at line 138 of file JSSTaggerBase.h.

◆ m_useMassCut

bool JSSTaggerBase::m_useMassCut = false
protectedinherited

Flag to indicate if mass window cut is used.

Definition at line 91 of file JSSTaggerBase.h.

◆ m_useScoreCut

bool JSSTaggerBase::m_useScoreCut = false
protectedinherited

Flag to indicate if a discriminant score is used.

Definition at line 94 of file JSSTaggerBase.h.

◆ m_varHandleArraysDeclared

bool AthCommonDataStore< AthCommonMsg< AlgTool > >::m_varHandleArraysDeclared
privateinherited

Definition at line 399 of file AthCommonDataStore.h.

◆ m_vhka

std::vector<SG::VarHandleKeyArray*> AthCommonDataStore< AthCommonMsg< AlgTool > >::m_vhka
privateinherited

Definition at line 398 of file AthCommonDataStore.h.

◆ m_weightConfig

std::unique_ptr<TFile> JSSTaggerBase::m_weightConfig
protectedinherited

Histograms for scale factors.

Definition at line 203 of file JSSTaggerBase.h.

◆ m_weightConfigPath

std::string JSSTaggerBase::m_weightConfigPath
protectedinherited

Path to the SF configuration root file.

Definition at line 107 of file JSSTaggerBase.h.

◆ m_weightDecorationName

std::string JSSTaggerBase::m_weightDecorationName
protectedinherited

String for scale factor decoration names.

Definition at line 196 of file JSSTaggerBase.h.

◆ m_weightFileName

std::string JSSTaggerBase::m_weightFileName
protectedinherited

Definition at line 197 of file JSSTaggerBase.h.

◆ m_weightFlavors

std::string JSSTaggerBase::m_weightFlavors
protectedinherited

Definition at line 200 of file JSSTaggerBase.h.

◆ m_weightHistogramName

std::string JSSTaggerBase::m_weightHistogramName
protectedinherited

Definition at line 198 of file JSSTaggerBase.h.

◆ m_weightHistograms

std::map<std::string, std::unique_ptr<TH2D> > JSSTaggerBase::m_weightHistograms
protectedinherited

Definition at line 204 of file JSSTaggerBase.h.

◆ m_wkpt

std::string JSSTaggerBase::m_wkpt
protectedinherited

Tagger information.

Definition at line 127 of file JSSTaggerBase.h.

The documentation for this class was generated from the following files:
JSSTaggerBase::m_readParentKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readParentKey
Definition: JSSTaggerBase.h:173
python.PyKernel.retrieve
def retrieve(aClass, aKey=None)
Definition: PyKernel.py:110
LargeRJetTruthLabel::TypeEnum
TypeEnum
Definition: LargeRJetLabelEnum.h:14
AllowedVariables::e
e
Definition: AsgElectronSelectorTool.cxx:37
CalculateHighPtTerm.pT
pT
Definition: ICHEP2016/CalculateHighPtTerm.py:57
JSSTaggerBase::m_readTau4WTAKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau4WTAKey
Definition: JSSTaggerBase.h:155
beamspotnt.var
var
Definition: bin/beamspotnt.py:1393
JSSTaggerBase::m_readSplit23Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit23Key
Definition: JSSTaggerBase.h:162
Trk::L2
@ L2
Definition: AlignModuleList.h:32
JSSTaggerBase::m_readECF1Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF1Key
Definition: JSSTaggerBase.h:157
JSSTaggerBase::getTruthLabelStr
std::string getTruthLabelStr(const xAOD::Jet &jet, asg::AcceptData &acceptData) const
Definition: JSSTaggerBase.cxx:838
mean
void mean(std::vector< double > &bins, std::vector< double > &values, const std::vector< std::string > &files, const std::string &histname, const std::string &tplotname, const std::string &label="")
Definition: dependence.cxx:254
get_generator_info.result
result
Definition: get_generator_info.py:21
test_pyathena.px
px
Definition: test_pyathena.py:18
StateLessPT_NewConfig.proxy
proxy
Definition: StateLessPT_NewConfig.py:407
JSSTaggerBase::ZBoson
@ ZBoson
Definition: JSSTaggerBase.h:97
phi
Scalar phi() const
phi method
Definition: AmgMatrixBasePlugin.h:67
ATH_MSG_INFO
#define ATH_MSG_INFO(x)
Definition: AthMsgStreamMacros.h:31
JSSTaggerUtils::m_UseHLTagger
bool m_UseHLTagger
Definition: JSSTaggerUtils.h:58
JSSTaggerBase::m_readECFG311Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG311Key
Definition: JSSTaggerBase.h:170
JSSTaggerBase::m_jetEtaMax
float m_jetEtaMax
Definition: JSSTaggerBase.h:133
makeComparison.deltaY
int deltaY
Definition: makeComparison.py:44
JSSTaggerBase::m_decValidEtaRangeKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidEtaRangeKey
Definition: JSSTaggerBase.h:72
eta
Scalar eta() const
pseudorapidity method
Definition: AmgMatrixBasePlugin.h:83
JSSTaggerUtils::m_decHLScoreKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decHLScoreKey
Definition: JSSTaggerUtils.h:65
JSSTaggerBase::m_efficiencyHistograms
std::map< std::string, std::unique_ptr< TH2D > > m_efficiencyHistograms
Definition: JSSTaggerBase.h:205
JSSTaggerBase::m_configFile
std::string m_configFile
Configuration file name.
Definition: JSSTaggerBase.h:110
JSSTaggerUtils::MakeJetImage
TH2D MakeJetImage(TString TagImage, const xAOD::Jet *jet, std::vector< xAOD::JetConstituent > constituents) const override
Definition: JSSTaggerUtils.cxx:600
JSSTaggerBase::m_configReader
TEnv m_configReader
TEnv instance to read config files.
Definition: JSSTaggerBase.h:63
xAOD::deltaPhi
setSAddress setEtaMS setDirPhiMS setDirZMS setBarrelRadius setEndcapAlpha setEndcapRadius setInterceptInner setEtaMap setEtaBin setIsTgcFailure setDeltaPt deltaPhi
Definition: L2StandAloneMuon_v1.cxx:161
RootHelpers::FindBin
Int_t FindBin(const TAxis *axis, const double x)
Definition: RootHelpers.cxx:14
JSSTaggerUtils::m_dorscaling
bool m_dorscaling
Definition: JSSTaggerUtils.h:49
runITkAlign.accumulate
accumulate
Update flags based on parser line args.
Definition: runITkAlign.py:62
min
constexpr double min()
Definition: ap_fixedTest.cxx:26
JSSTaggerBase::TopQuark
@ TopQuark
Definition: JSSTaggerBase.h:97
python.base_data.config
config
Definition: base_data.py:20
JSSTaggerUtils::m_rscaling_p0
double m_rscaling_p0
Definition: JSSTaggerUtils.h:50
JSSTaggerBase::tag
virtual StatusCode tag(const xAOD::Jet &jet) const =0
Decorate single jet with tagging info.
python.SystemOfUnits.second
float second
Definition: SystemOfUnits.py:135
test_pyathena.pt
pt
Definition: test_pyathena.py:11
TRT_PAI_gasdata::SF
const float SF[NF]
Cross sections for Fluor.
Definition: TRT_PAI_gasdata.h:285
LargeRJetTruthLabel::other_From_t
@ other_From_t
Definition: LargeRJetLabelEnum.h:22
AthCommonDataStore< AthCommonMsg< AlgTool > >::m_evtStore
StoreGateSvc_t m_evtStore
Pointer to StoreGate (event store by default)
Definition: AthCommonDataStore.h:390
defineDB.jets
jets
Definition: JetTagCalibration/share/defineDB.py:24
AthCommonDataStore< AthCommonMsg< AlgTool > >::m_vhka
std::vector< SG::VarHandleKeyArray * > m_vhka
Definition: AthCommonDataStore.h:398
JSSTaggerBase::m_readTau2WTAKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau2WTAKey
Definition: JSSTaggerBase.h:153
JSSTaggerBase::m_readSplit12Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit12Key
Definition: JSSTaggerBase.h:161
JSSTaggerBase::m_jetPtMin
float m_jetPtMin
Kinematic bounds for the jet - the units are controlled by m_ptGeV.
Definition: JSSTaggerBase.h:131
JSSTaggerBase::m_decL3Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decL3Key
Definition: JSSTaggerBase.h:149
SG::ConstAccessor
Helper class to provide constant type-safe access to aux data.
Definition: ConstAccessor.h:55
JSSTaggerUtils::m_MLBosonTagger_HL
ToolHandle< AthONNX::IJSSMLTool > m_MLBosonTagger_HL
Definition: JSSTaggerUtils.h:59
DescendingPtSorterConstituents
bool DescendingPtSorterConstituents(const xAOD::JetConstituent p1, const xAOD::JetConstituent p2)
Definition: JSSTaggerUtils.cxx:8
JSSTaggerBase::m_decC2Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decC2Key
Definition: JSSTaggerBase.h:145
JSSTaggerBase::m_decorationName
std::string m_decorationName
Decoration name.
Definition: JSSTaggerBase.h:189
read_hist_ntuple.t
t
Definition: read_hist_ntuple.py:5
drawFromPickle.cos
cos
Definition: drawFromPickle.py:36
JSSTaggerBase::m_readECFG331Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG331Key
Definition: JSSTaggerBase.h:169
JSSTaggerUtils::m_constScoreAcc
std::unique_ptr< SG::ConstAccessor< float > > m_constScoreAcc
Definition: JSSTaggerUtils.h:67
LargeRJetTruthLabel::Zqq
@ Zqq
Definition: LargeRJetLabelEnum.h:20
ATH_MSG_VERBOSE
#define ATH_MSG_VERBOSE(x)
Definition: AthMsgStreamMacros.h:28
isValid
bool isValid(const T &p)
Av: we implement here an ATLAS-sepcific convention: all particles which are 99xxxxx are fine.
Definition: AtlasPID.h:872
SG::VarHandleKey::key
const std::string & key() const
Return the StoreGate ID for the referenced object.
Definition: AthToolSupport/AsgDataHandles/Root/VarHandleKey.cxx:141
dbg::ptr
void * ptr(T *p)
Definition: SGImplSvc.cxx:74
yodamerge_tmp.scale
scale
Definition: yodamerge_tmp.py:138
Phi_mpi_pi
__HOSTDEV__ double Phi_mpi_pi(double)
Definition: GeoRegion.cxx:10
LargeRJetTruthLabel::qcd
@ qcd
Definition: LargeRJetLabelEnum.h:25
x
#define x
JSSTaggerBase::m_decValidPtRangeHighKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidPtRangeHighKey
Definition: JSSTaggerBase.h:70
python.CaloAddPedShiftConfig.type
type
Definition: CaloAddPedShiftConfig.py:42
config
Definition: PhysicsAnalysis/AnalysisCommon/AssociationUtils/python/config.py:1
pi
#define pi
Definition: TileMuonFitter.cxx:65
asg::AcceptInfo::getCutName
const std::string & getCutName(unsigned int cutPosition) const
Get the name of a cut, based on the cut position (slow, avoid usage)
Definition: AcceptInfo.cxx:36
JSSTaggerBase::m_jetPtMax
float m_jetPtMax
Definition: JSSTaggerBase.h:132
JSSTaggerBase::m_calibArea
std::string m_calibArea
Location where config files live on cvmfs.
Definition: JSSTaggerBase.h:113
JSSTaggerBase::m_decWeightKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decWeightKey
WriteDecorHandle keys for SF.
Definition: JSSTaggerBase.h:224
JSSTaggerBase::m_readTruthLabelKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTruthLabelKey
Truth label ReadDecorHandle key.
Definition: JSSTaggerBase.h:215
LargeRJetTruthLabel::notruth
@ notruth
Definition: LargeRJetLabelEnum.h:24
python.iconfTool.models.loaders.level
level
Definition: loaders.py:20
SG::VarHandleKeyArray::setOwner
virtual void setOwner(IDataHandleHolder *o)=0
JSSTaggerBase::m_decSigeffSFKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decSigeffSFKey
Definition: JSSTaggerBase.h:227
JSSTaggerUtils::m_min_eta
double m_min_eta
Definition: JSSTaggerUtils.h:47
dqt_zlumi_pandas.weight
int weight
Definition: dqt_zlumi_pandas.py:190
IDTPMcnv.htype
htype
Definition: IDTPMcnv.py:29
JSSTaggerBase::m_decEfficiencyKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEfficiencyKey
Definition: JSSTaggerBase.h:225
JSSTaggerUtils::m_nbins_eta
int m_nbins_eta
Definition: JSSTaggerUtils.h:46
AthCommonDataStore::declareGaudiProperty
Gaudi::Details::PropertyBase & declareGaudiProperty(Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyType &)
specialization for handling Gaudi::Property<SG::VarHandleKey>
Definition: AthCommonDataStore.h:156
AthCommonDataStore< AthCommonMsg< AlgTool > >::evtStore
ServiceHandle< StoreGateSvc > & evtStore()
The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc.
Definition: AthCommonDataStore.h:85
JSSTaggerBase::m_decE3Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decE3Key
Definition: JSSTaggerBase.h:147
JSSTaggerUtils::m_min_phi
double m_min_phi
Definition: JSSTaggerUtils.h:47
xAOD::CaloCluster_v1
Description of a calorimeter cluster.
Definition: CaloCluster_v1.h:62
JSSTaggerBase::m_ptGeV
bool m_ptGeV
Flag to indicate units pT is defined in Set to false by default.
Definition: JSSTaggerBase.h:88
efficiency
void efficiency(std::vector< double > &bins, std::vector< double > &values, const std::vector< std::string > &files, const std::string &histname, const std::string &tplotname, const std::string &label="")
Definition: dependence.cxx:128
python.utils.AtlRunQueryDQUtils.p
p
Definition: AtlRunQueryDQUtils.py:209
JSSTaggerBase::m_decTau32WTAKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau32WTAKey
Definition: JSSTaggerBase.h:142
jet
Definition: JetCalibTools_PlotJESFactors.cxx:23
AthCommonDataStore
Definition: AthCommonDataStore.h:52
LargeRJetTruthLabel::Wqq
@ Wqq
Definition: LargeRJetLabelEnum.h:17
ATH_MSG_ERROR
#define ATH_MSG_ERROR(x)
Definition: AthMsgStreamMacros.h:33
convertTimingResiduals.sum
sum
Definition: convertTimingResiduals.py:55
CheckAppliedSFs.e3
e3
Definition: CheckAppliedSFs.py:264
JSSTaggerBase::m_readQwKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readQwKey
Definition: JSSTaggerBase.h:164
asg::AsgToolConfig
an object that can create a AsgTool
Definition: AsgToolConfig.h:22
SG::ReadDecorHandle
Handle class for reading a decoration on an object.
Definition: StoreGate/StoreGate/ReadDecorHandle.h:94
JSSTaggerBase::getSF
std::pair< double, double > getSF(const xAOD::Jet &jet, const std::string &truthLabelStr) const
Get scale factor and efficiency.
Definition: JSSTaggerBase.cxx:780
JSSTaggerUtils::GetJSSVars
std::map< std::string, double > GetJSSVars(const xAOD::Jet &jet) const override
Definition: JSSTaggerUtils.cxx:484
lumiFormat.i
int i
Definition: lumiFormat.py:85
z
#define z
Trk::L3
@ L3
Definition: AlignModuleList.h:32
JSSTaggerBase::m_readECFG212Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG212Key
Definition: JSSTaggerBase.h:171
JSSTaggerUtils::m_nbins_phi
int m_nbins_phi
Definition: JSSTaggerUtils.h:46
JSSTaggerUtils::m_decNTopoTowersKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decNTopoTowersKey
Definition: JSSTaggerUtils.h:63
asg::AcceptInfo::getNCuts
unsigned int getNCuts() const
Get the number of cuts defined.
Definition: AcceptInfo.h:46
ATH_MSG_DEBUG
#define ATH_MSG_DEBUG(x)
Definition: AthMsgStreamMacros.h:29
angle
double angle(const GeoTrf::Vector2D &a, const GeoTrf::Vector2D &b)
Definition: TRTDetectorFactory_Full.cxx:71
AthCommonDataStore< AthCommonMsg< AlgTool > >::declareProperty
Gaudi::Details::PropertyBase & declareProperty(Gaudi::Property< T, V, H > &t)
Definition: AthCommonDataStore.h:145
SG::WriteDecorHandle
Handle class for adding a decoration to an object.
Definition: StoreGate/StoreGate/WriteDecorHandle.h:100
JSSTaggerUtils::m_max_eta
double m_max_eta
Definition: JSSTaggerUtils.h:47
xAOD::VxType::PriVtx
@ PriVtx
Primary vertex.
Definition: TrackingPrimitives.h:572
CalibDbCompareRT.dummy
dummy
Definition: CalibDbCompareRT.py:59
JSSTaggerBase::Unknown
@ Unknown
Definition: JSSTaggerBase.h:97
Amg::pz
@ pz
Definition: GeoPrimitives.h:40
JSSTaggerBase::m_efficiencyHistogramName
std::string m_efficiencyHistogramName
Definition: JSSTaggerBase.h:199
JSSTaggerBase::m_decTau42WTAKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau42WTAKey
Definition: JSSTaggerBase.h:143
ATH_CHECK
#define ATH_CHECK
Definition: AthCheckMacros.h:40
MSG::name
const std::string & name(Level lvl)
Convenience function for translating message levels to strings.
Definition: MsgLevel.cxx:19
hist_file_dump.f
f
Definition: hist_file_dump.py:140
JSSTaggerBase::m_decEffSFKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEffSFKey
Definition: JSSTaggerBase.h:226
JSSTaggerUtils::m_UseConstTagger
bool m_UseConstTagger
Definition: JSSTaggerUtils.h:54
python.Dumpers.asinh
def asinh(x)
helper methods ---------------------------------------------------------—
Definition: Dumpers.py:88
AthCommonDataStore< AthCommonMsg< AlgTool > >::m_detStore
StoreGateSvc_t m_detStore
Pointer to StoreGate (detector store by default)
Definition: AthCommonDataStore.h:393
JSSTaggerBase::m_calcSF
bool m_calcSF
Flag to calculate scale factor.
Definition: JSSTaggerBase.h:192
DataVector
Derived DataVector<T>.
Definition: DataVector.h:795
JSSTaggerBase::findPV
int findPV() const
Find the PV (to be used for Ntrk)
Definition: JSSTaggerBase.cxx:644
SG::VarHandleKeyArray::renounce
virtual void renounce()=0
SG::HandleClassifier::type
std::conditional< std::is_base_of< SG::VarHandleKeyArray, T >::value, VarHandleKeyArrayType, type2 >::type type
Definition: HandleClassifier.h:54
JSSTaggerBase::m_decD2Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decD2Key
Definition: JSSTaggerBase.h:146
Amg::py
@ py
Definition: GeoPrimitives.h:39
LargeRJetTruthLabel::Wqq_From_t
@ Wqq_From_t
Definition: LargeRJetLabelEnum.h:21
merge_scale_histograms.doc
string doc
Definition: merge_scale_histograms.py:9
name
std::string name
Definition: Control/AthContainers/Root/debug.cxx:240
JSSTaggerBase::initialize
virtual StatusCode initialize() override
Initialize the tool.
Definition: JSSTaggerBase.cxx:72
JSSTaggerBase::m_acceptInfo
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