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JSSWTopTaggerDNN Class Reference

#include <JSSWTopTaggerDNN.h>

Inheritance diagram for JSSWTopTaggerDNN:
Collaboration diagram for JSSWTopTaggerDNN:

Public Member Functions

 JSSWTopTaggerDNN (const std::string &name)
 Constructor.
virtual StatusCode initialize () override
 Run once at the start of the job to setup everything.
virtual StatusCode tag (const xAOD::Jet &jet) const override
 Decorate single jet with tagging info.
virtual StatusCode decorate (const xAOD::JetContainer &jets) const override
 Decorate jet collection with tagging info.
virtual void print () const
 Print the state of the tool.
ServiceHandle< StoreGateSvc > & evtStore ()
 The standard StoreGateSvc (event store) Returns (kind of) a pointer to the StoreGateSvc.
const ServiceHandle< StoreGateSvc > & detStore () const
 The standard StoreGateSvc/DetectorStore Returns (kind of) a pointer to the StoreGateSvc.
virtual StatusCode sysInitialize () override
 Perform system initialization for an algorithm.
virtual StatusCode sysStart () override
 Handle START transition.
virtual std::vector< Gaudi::DataHandle * > inputHandles () const override
 Return this algorithm's input handles.
virtual std::vector< Gaudi::DataHandle * > outputHandles () const override
 Return this algorithm's output handles.
Gaudi::Details::PropertyBase & declareProperty (Gaudi::Property< T, V, H > &t)
void updateVHKA (Gaudi::Details::PropertyBase &)
MsgStream & msg () 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.
Additional helper functions, not directly mimicking Athena
template<class T>
const T * getProperty (const std::string &name) const
 Get one of the tool's properties.
const std::string & msg_level_name () const __attribute__((deprecated))
 A deprecated function for getting the message level's name.
const std::string & getName (const void *ptr) const
 Get the name of an object that is / should be in the event store.
SG::sgkey_t getKey (const void *ptr) const
 Get the (hashed) key of an object that is in the event store.

Protected Types

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

Protected Member Functions

StatusCode getConfigReader ()
 Get configReader StatusCode.
StatusCode resetCuts (asg::AcceptData &acceptData) const
 Reset cuts.
bool passKinRange (const xAOD::Jet &jet) const
 Check if jet passes kinematic constraints.
StatusCode checkKinRange (const xAOD::Jet &jet, asg::AcceptData &acceptData) const
 Check and record if jet passes kinematic constraints.
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.
void decorateJSSRatios (const xAOD::JetContainer &jets) const
int findPV () const
 Find the PV (to be used for Ntrk)
int GetUnGroomTracks (const xAOD::Jet &jet, int indexPV) const
 Retrieve Ntrk variable from the ungroomed parent jet.
StatusCode getWeight (const xAOD::Jet &jet, bool passSel, asg::AcceptData &acceptData) const
 Get SF weight.
std::pair< double, double > getSF (const xAOD::Jet &jet, const std::string &truthLabelStr) const
 Get scale factor and efficiency.
std::string getTruthLabelStr (const xAOD::Jet &jet, asg::AcceptData &acceptData) const
void printCuts () const
 Print configured cuts.
void renounceArray (SG::VarHandleKeyArray &handlesArray)
 remove all handles from I/O resolution
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.

Protected Attributes

TEnv m_configReader
 TEnv instance to read config files.
asg::AcceptInfo m_acceptInfo
 Object that stores the results for a jet.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decTaggedKey {this, "TaggedName", "Tagged", "SG key for Tagged"}
 WriteDecorHandle keys for tagging bools.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidPtRangeHighKey {this, "ValidPtRangeHighName", "ValidPtRangeHigh", "SG key for ValidPtRangeHigh"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidPtRangeLowKey {this, "ValidPtRangeLowName", "ValidPtRangeLow", "SG key for ValidPtRangeLow"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidEtaRangeKey {this, "ValidEtaRangeName", "ValidEtaRange", "SG key for ValidEtaRange"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidKinRangeKey {this, "ValidKinRangeName", "ValidKinRange", "SG key for ValidKinRange"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidJetContentKey {this, "ValidJetContentName", "ValidJetContent", "SG key for ValidJetContent"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decValidEventContentKey {this, "ValidEventContentName", "ValidEventContent", "SG key for ValidEventContent"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decPassMassKey {this, "PassMassName", "PassMass", "SG key for PassMass"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decPassScoreKey {this, "PassScoreName", "PassScore", "SG key for PassScore"}
const int m_nWarnMax = 10
 Maximum number of warnings.
std::atomic< int > m_nWarnVar
 Warning counters.
bool m_ptGeV = false
 Flag to indicate units pT is defined in Set to false by default.
bool m_useMassCut = false
 Flag to indicate if mass window cut is used.
bool m_useScoreCut = false
 Flag to indicate if a discriminant score is used.
TAGCLASS m_tagClass {Unknown}
std::string m_containerName
 Configurable members.
bool m_isSmallRJet = false
std::string m_weightConfigPath
 Path to the SF configuration root file.
std::string m_configFile
 Configuration file name.
std::string m_calibArea
 Location where config files live on cvmfs.
std::string m_kerasConfigFileName
 Keras configurations for ML taggers.
std::string m_kerasConfigFilePath
std::string m_kerasConfigOutputName
std::string m_kerasCalibArea
std::string m_tmvaConfigFileName
 TMVA configurations for BDT taggers.
std::string m_tmvaConfigFilePath
std::string m_tmvaCalibArea
std::string m_wkpt
 Tagger information.
std::string m_tagType
float m_jetPtMin {}
 Kinematic bounds for the jet - the units are controlled by m_ptGeV.
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.
bool m_useLSeries = false
SG::WriteDecorHandleKey< xAOD::JetContainerm_decTau21WTAKey {this, "Tau21WTANameOut", "Tau21_wta", "SG key for Tau21_wta"}
 WriteDecorHandle keys for JSS moments.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decTau32WTAKey {this, "Tau32WTANameOut", "Tau32_wta", "SG key for Tau32_wta"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decTau42WTAKey {this, "Tau42WTANameOut", "Tau42_wta", "SG key for Tau42_wta"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decC2Key {this, "C2NameOut", "C2", "SG key for C2"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decD2Key {this, "D2NameOut", "D2", "SG key for D2"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decE3Key {this, "e3NameOut", "e3", "SG key for e3"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decL2Key {this, "L2NameOut", "L2", "SG key for L2"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decL3Key {this, "L3NameOut", "L3", "SG key for L3"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readTau1WTAKey {this, "Tau1WTAName", "Tau1_wta", "SG key for Tau1_wta"}
 ReadDecorHandle keys for JSS moments.
SG::ReadDecorHandleKey< xAOD::JetContainerm_readTau2WTAKey {this, "Tau2WTAName", "Tau2_wta", "SG key for Tau2_wta"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readTau3WTAKey {this, "Tau3WTAName", "Tau3_wta", "SG key for Tau3_wta"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readTau4WTAKey {this, "Tau4WTAName", "Tau4_wta", "SG key for Tau4_wta"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECF1Key {this, "ECF1Name", "ECF1", "SG key for ECF1"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECF2Key {this, "ECF2Name", "ECF2", "SG key for ECF2"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECF3Key {this, "ECF3Name", "ECF3", "SG key for ECF3"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readSplit12Key {this, "Split12Name", "Split12", "SG key for Split12"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readSplit23Key {this, "Split23Name", "Split23", "SG key for Split23"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readQwKey {this, "QwName", "Qw", "SG key for Qw"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readThrustMajKey {this, "ThrustMajName", "ThrustMaj", "SG key for ThrustMaj"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readSphericityKey {this, "SphericityName", "Sphericity", "SG key for Sphericity"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECFG331Key {this, "ECFG331Name", "ECFG_3_3_1", "SG key for ECFG_3_3_1"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECFG311Key {this, "ECFG311Name", "ECFG_3_1_1", "SG key for ECFG_3_1_1"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_readECFG212Key {this, "ECFG212Name", "ECFG_2_1_2", "SG key for ECFG_2_1_2"}
SG::ReadDecorHandleKey< xAOD::JetContainerm_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.
std::string m_strMassCutHigh
std::string m_strScoreCut
std::unique_ptr< TF1 > m_funcMassCutLow
 TF1 for cut functions.
std::unique_ptr< TF1 > m_funcMassCutHigh
std::unique_ptr< TF1 > m_funcScoreCut
std::string m_decorationName
 Decoration name.
bool m_calcSF {}
 Flag to calculate scale factor.
bool m_isMC {}
std::string m_weightDecorationName
 String for scale factor decoration names.
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.
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.
std::string m_truthParticleContainerName
std::string m_truthBosonContainerName
std::string m_truthTopQuarkContainerName
std::string m_truthLabelName
SG::ReadDecorHandleKey< xAOD::JetContainerm_readTruthLabelKey {this, "truthLabelName", "truthLabel", "SG key for truthLabel"}
 Truth label ReadDecorHandle key.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decCutMLowKey {this, "CutMLowName", "Cut_mlow", "SG key for Cut_mlow"}
 WriteDecorHandle keys for cut values.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decCutMHighKey {this, "CutMHighName", "Cut_mhigh", "SG key for Cut_mhigh"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decScoreCutKey {this, "CutScoreName", "Cut_score", "SG key for Cut_score"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decScoreValueKey {this, "ScoreName", "Score", "SG key for Score"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decWeightKey {this, "weightName", "weight", "SG key for weight"}
 WriteDecorHandle keys for SF.
SG::WriteDecorHandleKey< xAOD::JetContainerm_decEfficiencyKey {this, "efficiencyName", "efficiency", "SG key for efficiency"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decEffSFKey {this, "effSFName", "effSF", "SG key for effSF"}
SG::WriteDecorHandleKey< xAOD::JetContainerm_decSigeffSFKey {this, "sigeffSFName", "sigeffSF", "SG key for effSF"}

Private Types

typedef ServiceHandle< StoreGateSvcStoreGateSvc_t

Private Member Functions

double getScore (const xAOD::Jet &jet) const
 Retrieve score for a given DNN type (top/W)
std::map< std::string, double > getJetProperties (const xAOD::Jet &jet) const
 Update the jet substructure variables for each jet to use in DNN.
Gaudi::Details::PropertyBase & declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyType &)
 specialization for handling Gaudi::Property<SG::VarHandleKey>

Private Attributes

std::unique_ptr< lwt::LightweightNeuralNetwork > m_lwnn
 DNN tools.
std::map< std::string, double > m_DNN_inputValues
 Variables for DNN.
StoreGateSvc_t m_evtStore
 Pointer to StoreGate (event store by default)
StoreGateSvc_t m_detStore
 Pointer to StoreGate (detector store by default)
std::vector< SG::VarHandleKeyArray * > m_vhka
bool m_varHandleArraysDeclared

Detailed Description

Definition at line 13 of file JSSWTopTaggerDNN.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.

Constructor & Destructor Documentation

◆ JSSWTopTaggerDNN()

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

Constructor.

Definition at line 9 of file JSSWTopTaggerDNN.cxx.

9 :
10 JSSTaggerBase( name ),
11 m_lwnn(nullptr)
12{
13
14}
JSSTaggerBase(const std::string &name)
Default constructor - to be used in all derived classes.
std::unique_ptr< lwt::LightweightNeuralNetwork > m_lwnn
DNN tools.

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 410 of file JSSTaggerBase.cxx.

410 {
411
412 int result = 0;
413
415 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau21WTA(m_decTau21WTAKey);
416 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau32WTA(m_decTau32WTAKey);
417 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau42WTA(m_decTau42WTAKey);
418 SG::WriteDecorHandle<xAOD::JetContainer, float> decC2(m_decC2Key);
419 SG::WriteDecorHandle<xAOD::JetContainer, float> decD2(m_decD2Key);
420 SG::WriteDecorHandle<xAOD::JetContainer, float> decE3(m_decE3Key);
421 SG::WriteDecorHandle<xAOD::JetContainer, float> decL2(m_decL2Key);
422 SG::WriteDecorHandle<xAOD::JetContainer, float> decL3(m_decL3Key);
423
425 float tau21_wta = -999.0;
426 float tau32_wta = -999.0;
427 float tau42_wta = -999.0;
428
429 if(!m_isSmallRJet){
430 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau1WTA(m_readTau1WTAKey);
431 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau2WTA(m_readTau2WTAKey);
432 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau3WTA(m_readTau3WTAKey);
433 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau4WTA(m_readTau4WTAKey);
434
435 float tau1_wta = readTau1WTA(jet);
436 float tau2_wta = readTau2WTA(jet);
437 float tau3_wta = readTau3WTA(jet);
438 float tau4_wta = readTau4WTA(jet);
439
440 if ( tau1_wta > 1e-8 ) {
441 tau21_wta = tau2_wta / tau1_wta;
442 }
443 else result = 1;
444
445 if ( tau2_wta > 1e-8 ) {
446 tau32_wta = tau3_wta / tau2_wta;
447 tau42_wta = tau4_wta / tau2_wta;
448 }
449 else result = 1;
450 }
451
452 decTau21WTA(jet) = tau21_wta;
453 decTau32WTA(jet) = tau32_wta;
454 decTau42WTA(jet) = tau42_wta;
455
457 float C2 = -999.0;
458 float D2 = -999.0;
459 float e3 = -999.0;
460
461 // L-series for UFO top taggers
462 float L2 = -999.0;
463 float L3 = -999.0;
464
465 if(!m_isSmallRJet){
466 SG::ReadDecorHandle<xAOD::JetContainer, float> readECF1(m_readECF1Key);
467 SG::ReadDecorHandle<xAOD::JetContainer, float> readECF2(m_readECF2Key);
468 SG::ReadDecorHandle<xAOD::JetContainer, float> readECF3(m_readECF3Key);
469
470 float ECF1 = readECF1(jet);
471 float ECF2 = readECF2(jet);
472 float ECF3 = readECF3(jet);
473
474 if ( ECF2 > 1e-8 ) {
475 C2 = ECF3 * ECF1 / std::pow( ECF2, 2.0 );
476 D2 = ECF3 * std::pow( ECF1, 3.0 ) / std::pow( ECF2, 3.0 );
477 }
478 else result = 1;
479
480 e3 = ECF3 / std::pow( ECF1, 3.0 );
481
482 SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG331(m_readECFG331Key);
483 SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG311(m_readECFG311Key);
484 SG::ReadDecorHandle<xAOD::JetContainer, float> readECFG212(m_readECFG212Key);
485
486 if(readECFG331.isAvailable() && readECFG212.isAvailable()){
487 if(readECFG212(jet) > 1e-8){
488 L2 = readECFG331(jet) / std::pow(readECFG212(jet), 1.5);
489 }
490 else result = 1;
491 }
492
493 if(readECFG331.isAvailable() && readECFG311.isAvailable()){
494 if(readECFG331(jet) > 1e-8){
495 L3 = readECFG311(jet) / std::pow(readECFG331(jet), 1./3.);
496 }
497 else result = 1;
498 }
499 }
500
501 decC2(jet) = C2;
502 decD2(jet) = D2;
503 decE3(jet) = e3;
504
505 static const SG::AuxElement::ConstAccessor<float> accL2("L2");
506 if(!accL2.isAvailable(jet)) decL2(jet) = L2;
507
508 static const SG::AuxElement::ConstAccessor<float> accL3("L3");
509 if(!accL3.isAvailable(jet)) decL3(jet) = L3;
510
511 // TODO: Add ECFG for ANN tagger whenever it is defined
512
513 return result;
514
515}
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF2Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG331Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau21WTAKey
WriteDecorHandle keys for JSS moments.
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF1Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau4WTAKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG311Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau3WTAKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau2WTAKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECF3Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decC2Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTau1WTAKey
ReadDecorHandle keys for JSS moments.
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readECFG212Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decL2Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decE3Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decD2Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau42WTAKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decL3Key
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTau32WTAKey

◆ 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 364 of file JSSTaggerBase.cxx.

364 {
365
366 float scale = 1.0;
367 if ( m_ptGeV ) scale = 1.e3;
368
369 bool passKinRange = true;
370
373 if ( std::abs(jet.eta()) > m_jetEtaMax ) {
374 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (|eta| < " << m_jetEtaMax << "). Jet eta = " << jet.eta() );
375 acceptData.setCutResult( "ValidEtaRange", false );
376 passKinRange = false;
377 }
378
379 if ( jet.pt() < m_jetPtMin * scale ) {
380 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT > " << m_jetPtMin * scale / 1.e3 << "). Jet pT = " << jet.pt() / 1.e3 << " GeV" );
381 acceptData.setCutResult( "ValidPtRangeLow", false );
382 passKinRange = false;
383 }
384
385 if ( jet.pt() > m_jetPtMax * scale ) {
386 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT < " << m_jetPtMax * scale / 1.e3 << "). Jet pT = " << jet.pt() / 1.e3 << " GeV" );
387 acceptData.setCutResult( "ValidPtRangeHigh", false );
388 passKinRange = false;
389 }
390
392 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidPtRangeHigh(m_decValidPtRangeHighKey);
393 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidPtRangeLow(m_decValidPtRangeLowKey);
394 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidEtaRange(m_decValidEtaRangeKey);
395 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidKinRange(m_decValidKinRangeKey);
396
398 decValidPtRangeHigh(jet) = acceptData.getCutResult( "ValidPtRangeHigh" );
399 decValidPtRangeLow(jet) = acceptData.getCutResult( "ValidPtRangeLow" );
400 decValidEtaRange(jet) = acceptData.getCutResult( "ValidEtaRange" );
401 decValidKinRange(jet) = passKinRange;
402
403 return StatusCode::SUCCESS;
404
405}
#define ATH_MSG_VERBOSE(x)
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidPtRangeHighKey
float m_jetPtMin
Kinematic bounds for the jet - the units are controlled by m_ptGeV.
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidPtRangeLowKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidKinRangeKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decValidEtaRangeKey
bool passKinRange(const xAOD::Jet &jet) const
Check if jet passes kinematic constraints.
bool m_ptGeV
Flag to indicate units pT is defined in Set to false by default.
void setCutResult(const std::string &cutName, bool cutResult)
Set the result of a cut, based on the cut name (safer)
Definition AcceptData.h:134
bool getCutResult(const std::string &cutName) const
Get the result of a cut, based on the cut name (safer)
Definition AcceptData.h:98
virtual double pt() const
The transverse momentum ( ) of the particle.
Definition Jet_v1.cxx:44
virtual double eta() const
The pseudorapidity ( ) of the particle.
Definition Jet_v1.cxx:49

◆ declareGaudiProperty()

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 {
160 hndl.value(),
161 hndl.documentation());
162
163 }
Gaudi::Details::PropertyBase & declareProperty(Gaudi::Property< T, V, H > &t)

◆ declareProperty()

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;
148 }
Gaudi::Details::PropertyBase & declareGaudiProperty(Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyType &)
specialization for handling Gaudi::Property<SG::VarHandleKey>

◆ decorate()

StatusCode JSSWTopTaggerDNN::decorate ( const xAOD::JetContainer & jets) const
overridevirtual

Decorate jet collection with tagging info.

Loop over jet collection and decorate each jet.

Create write decor handles

Create write decor handles

Reset the AcceptData cut results

Check each kinematic constraint Print warnings using counters

Decorate kinematic pass information

Get score

Evaluate the values of the upper and lower mass bounds and the d2 cut

Print cut criteria and jet values

Get SF weight

Inefficiency SF is directly used

Efficiency SF

Calculate inefficiency SF

If inefficiency SF is not available, SF is always 1.0

Decorate cut information if needed

Decorate values

Cut summary

Set the AcceptData depending on whether it is a W/Z or a top tagger

Reimplemented from JSSTaggerBase.

Definition at line 210 of file JSSWTopTaggerDNN.cxx.

210 {
211
212 decorateJSSRatios(jets);
213
214 ATH_MSG_DEBUG("Using AthAnalysis code. DNN code.");
216 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidPtRangeHigh(m_decValidPtRangeHighKey);
217 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidPtRangeLow(m_decValidPtRangeLowKey);
218 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidEtaRange(m_decValidEtaRangeKey);
219 SG::WriteDecorHandle<xAOD::JetContainer, char> decValidKinRange(m_decValidKinRangeKey);
220
221
222 SG::WriteDecorHandle<xAOD::JetContainer, char> decPassMass(m_decPassMassKey);
223 SG::WriteDecorHandle<xAOD::JetContainer, char> decPassScore(m_decPassScoreKey);
224 SG::WriteDecorHandle<xAOD::JetContainer, char> decTagged(m_decTaggedKey);
225 SG::WriteDecorHandle<xAOD::JetContainer, float> decCutMLow(m_decCutMLowKey);
226 SG::WriteDecorHandle<xAOD::JetContainer, float> decCutMHigh(m_decCutMHighKey);
227 SG::WriteDecorHandle<xAOD::JetContainer, float> decScoreCut(m_decScoreCutKey);
228 SG::WriteDecorHandle<xAOD::JetContainer, float> decScoreValue(m_decScoreValueKey);
229
231 SG::WriteDecorHandle<xAOD::JetContainer, float> decWeight(m_decWeightKey);
232 SG::WriteDecorHandle<xAOD::JetContainer, float> decEfficiency(m_decEfficiencyKey);
233 SG::WriteDecorHandle<xAOD::JetContainer, float> decEffSF(m_decEffSFKey);
234 SG::WriteDecorHandle<xAOD::JetContainer, float> decSigeffSF(m_decSigeffSFKey);
235
236 for(const xAOD::Jet* jet : jets){
237 asg::AcceptData acceptData( &m_acceptInfo );
239 ATH_CHECK( resetCuts( acceptData ) );
240
241 // resetCuts
242 float scale = m_ptGeV ? 1.e3 : 1.0;
243
244 bool passKinRange = true;
247 if ( std::abs(jet->eta()) > m_jetEtaMax ) {
248 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (|eta| < " << m_jetEtaMax << "). Jet eta = " << jet->eta() );
249 acceptData.setCutResult( "ValidEtaRange", false );
250 passKinRange = false;
251 }
252
253 if ( jet->pt() < m_jetPtMin * scale ) {
254 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT > " << m_jetPtMin * scale / 1.e3 << "). Jet pT = " << jet->pt() / 1.e3 << " GeV" );
255 acceptData.setCutResult( "ValidPtRangeLow", false );
256 passKinRange = false;
257 }
258
259 if ( jet->pt() > m_jetPtMax * scale ) {
260 ATH_MSG_VERBOSE( "Jet does not pass basic kinematic selection (pT < " << m_jetPtMax * scale / 1.e3 << "). Jet pT = " << jet->pt() / 1.e3 << " GeV" );
261 acceptData.setCutResult( "ValidPtRangeHigh", false );
262 passKinRange = false;
263 }
265 decValidPtRangeHigh(*jet) = acceptData.getCutResult( "ValidPtRangeHigh" );
266 decValidPtRangeLow(*jet) = acceptData.getCutResult( "ValidPtRangeLow" );
267 decValidEtaRange(*jet) = acceptData.getCutResult( "ValidEtaRange" );
268 decValidKinRange(*jet) = passKinRange;
269
270
271 float jet_pt = jet->pt()/1000.;
272 float jet_mass = jet->m()/1000.;
273
275 float jet_score = getScore(*jet);
276
278 float cut_mass_low = m_funcMassCutLow ->Eval(jet_pt);
279 float cut_mass_high = m_funcMassCutHigh->Eval(jet_pt);
280 float cut_score = m_funcScoreCut ->Eval(jet_pt);
281
283 ATH_MSG_VERBOSE( "Cut values : Mass window = [" << cut_mass_low << "," << cut_mass_high << "], score cut = " << cut_score );
284 ATH_MSG_VERBOSE( "Jet values : Mass = " << jet_mass << ", score = " << jet_score );
285
287
288 float weight = 1.0;
289 float effSF = 1.0;
290 float sigeffSF = 1.0;
291 float efficiency = 1.0;
292
293 if ( m_isMC && m_calcSF ) {
294
295 std::string truthLabelStr = getTruthLabelStr( *jet, acceptData );
296 std::tie(effSF, efficiency) = getSF( *jet, truthLabelStr );
297
298 // calculate signal efficiency SF
299 if ( m_weightHistograms.count("t_qqb") ) {
300 sigeffSF = getSF(*jet, "t_qqb").first;
301 } else if ( m_weightHistograms.count("V_qq") ) {
302 sigeffSF = getSF(*jet, "V_qq").first;
303 } else if ( m_weightHistograms.count("t") ){
304 sigeffSF = getSF(*jet, "t").first;
305 } else {
306 sigeffSF = 1.0;
307 }
308
310 if ( m_weightFlavors.find("fail") != std::string::npos ) {
311 weight = effSF;
312 }
313
314 else {
315
317 if ( jet_score > cut_score ) {
318 weight = effSF;
319 }
320
322 else {
324 if ( !m_efficiencyHistogramName.empty() && efficiency < 1.0 ) {
325 weight = ( 1. - effSF * efficiency ) / ( 1. - efficiency );
326 }
327
328 }
329 }
330
331 }
332
333 decWeight(*jet) = weight;
334 decEfficiency(*jet) = efficiency;
335 decEffSF(*jet) = effSF;
336 decSigeffSF(*jet) = sigeffSF;
337
339 ATH_MSG_DEBUG( "Decorating with score" );
340
341
342
344 decCutMLow(*jet) = cut_mass_low;
345 decCutMHigh(*jet) = cut_mass_high;
346 decScoreCut(*jet) = cut_score;
347 decScoreValue(*jet) = jet_score;
348
350 bool passCuts = true;
351
354 ATH_MSG_VERBOSE( "Determining WZ tag return" );
355 if ( jet_mass > cut_mass_low ) acceptData.setCutResult( "PassMassLow", true );
356 if ( jet_mass < cut_mass_high ) acceptData.setCutResult( "PassMassHigh", true );
357 if ( jet_score > cut_score ) acceptData.setCutResult( "PassScore", true );
358 decPassMass(*jet) = acceptData.getCutResult( "PassMassLow" ) && acceptData.getCutResult( "PassMassHigh" );
359 passCuts = passCuts && acceptData.getCutResult( "PassMassLow" ) && acceptData.getCutResult( "PassMassHigh" );
360 }
361 else if ( m_tagClass == TAGCLASS::TopQuark ) {
362 ATH_MSG_VERBOSE( "Determining TopQuark tag return" );
363 if ( jet_mass > cut_mass_low ) acceptData.setCutResult( "PassMassLow", true );
364 if ( jet_score > cut_score ) acceptData.setCutResult( "PassScore", true );
365 decPassMass(*jet) = acceptData.getCutResult( "PassMassLow" );
366 passCuts = passCuts && acceptData.getCutResult( "PassMassLow" );
367 }
368
369 decPassScore(*jet) = acceptData.getCutResult( "PassScore" );
370
371 passCuts = passCuts && acceptData.getCutResult( "PassScore" );
372
373 decTagged(*jet) = passCuts;
374
375 }
376 return StatusCode::SUCCESS;
377
378}
#define ATH_CHECK
Evaluate an expression and check for errors.
#define ATH_MSG_DEBUG(x)
std::unique_ptr< TF1 > m_funcMassCutLow
TF1 for cut functions.
void decorateJSSRatios(const xAOD::JetContainer &jets) const
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decCutMHighKey
TAGCLASS m_tagClass
std::string getTruthLabelStr(const xAOD::Jet &jet, asg::AcceptData &acceptData) const
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decWeightKey
WriteDecorHandle keys for SF.
bool m_calcSF
Flag to calculate scale factor.
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEffSFKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decEfficiencyKey
std::map< std::string, std::unique_ptr< TH2D > > m_weightHistograms
std::unique_ptr< TF1 > m_funcScoreCut
std::string m_weightFlavors
std::pair< double, double > getSF(const xAOD::Jet &jet, const std::string &truthLabelStr) const
Get scale factor and efficiency.
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decCutMLowKey
WriteDecorHandle keys for cut values.
StatusCode resetCuts(asg::AcceptData &acceptData) const
Reset cuts.
std::string m_efficiencyHistogramName
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decPassMassKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decScoreValueKey
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decScoreCutKey
std::unique_ptr< TF1 > m_funcMassCutHigh
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decSigeffSFKey
asg::AcceptInfo m_acceptInfo
Object that stores the results for a jet.
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decTaggedKey
WriteDecorHandle keys for tagging bools.
SG::WriteDecorHandleKey< xAOD::JetContainer > m_decPassScoreKey
double getScore(const xAOD::Jet &jet) const
Retrieve score for a given DNN type (top/W)
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="")
Jet_v1 Jet
Definition of the current "jet version".

◆ decorateJSSRatios()

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

Create write decor handles

WTA N-subjettiness ratios

ECF ratios

Definition at line 518 of file JSSTaggerBase.cxx.

518 {
519
521 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau21WTA(m_decTau21WTAKey);
522 bool decor_available = decTau21WTA.isAvailable();
523 if(decor_available) return;
524
525 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau32WTA(m_decTau32WTAKey);
526 SG::WriteDecorHandle<xAOD::JetContainer, float> decTau42WTA(m_decTau42WTAKey);
527 SG::WriteDecorHandle<xAOD::JetContainer, float> decC2(m_decC2Key);
528 SG::WriteDecorHandle<xAOD::JetContainer, float> decD2(m_decD2Key);
529 SG::WriteDecorHandle<xAOD::JetContainer, float> decE3(m_decE3Key);
530 SG::WriteDecorHandle<xAOD::JetContainer, float> decL2(m_decL2Key);
531 SG::WriteDecorHandle<xAOD::JetContainer, float> decL3(m_decL3Key);
532
533 // Use pointers here so we can create only the ones we're configured for
534 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau1WTA;
535 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau2WTA;
536 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau3WTA;
537 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readTau4WTA;
538
539 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF1;
540 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF2;
541 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECF3;
542
543 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG331;
544 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG311;
545 std::unique_ptr<SG::ReadDecorHandle<xAOD::JetContainer, float>> readECFG212;
546
547 if(!m_isSmallRJet){
548 readTau1WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau1WTAKey);
549 readTau2WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau2WTAKey);
550 readTau3WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau3WTAKey);
551 readTau4WTA = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readTau4WTAKey);
552
553 readECF1 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF1Key);
554 readECF2 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF2Key);
555 readECF3 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECF3Key);
556
557 readECFG331 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG331Key);
558 readECFG311 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG311Key);
559 readECFG212 = std::make_unique<SG::ReadDecorHandle<xAOD::JetContainer, float> >(m_readECFG212Key);
560 }
561
562 for(const xAOD::Jet* jet : jets){
563
564 float tau21_wta = -999.0;
565 float tau32_wta = -999.0;
566 float tau42_wta = -999.0;
567
568 float C2 = -999.0;
569 float D2 = -999.0;
570 float e3 = -999.0;
571
572 float L2 = -999.0;
573 float L3 = -999.0;
574
575 if(!m_isSmallRJet){
576
578 float tau1_wta = (*readTau1WTA)(*jet);
579 float tau2_wta = (*readTau2WTA)(*jet);
580 float tau3_wta = (*readTau3WTA)(*jet);
581 float tau4_wta = (*readTau4WTA)(*jet);
582
583 if ( tau1_wta > 1e-8 ) {
584 tau21_wta = tau2_wta / tau1_wta;
585 }
586
587 if ( tau2_wta > 1e-8 ) {
588 tau32_wta = tau3_wta / tau2_wta;
589 tau42_wta = tau4_wta / tau2_wta;
590 }
591
593 float ECF1 = (*readECF1)(*jet);
594 float ECF2 = (*readECF2)(*jet);
595 float ECF3 = (*readECF3)(*jet);
596
597 if ( ECF2 > 1e-8 ) {
598 C2 = ECF3 * ECF1 / std::pow( ECF2, 2.0 );
599 D2 = ECF3 * std::pow( ECF1, 3.0 ) / std::pow( ECF2, 3.0 );
600 }
601
602 e3 = ECF3 / std::pow( ECF1, 3.0 );
603
604 // L-series for UFO top taggers
605 if((*readECFG331).isAvailable() && (*readECFG212).isAvailable()){
606 if((*readECFG212)(*jet) > 1e-8){
607 L2 = (*readECFG331)(*jet) / std::pow((*readECFG212)(*jet), 1.5);
608 }
609 }
610
611 if((*readECFG331).isAvailable() && (*readECFG311).isAvailable()){
612 if((*readECFG331)(*jet) > 1e-8){
613 L3 = (*readECFG311)(*jet) / std::pow((*readECFG331)(*jet), 1./3.);
614 }
615 }
616 }
617
618 decTau21WTA(*jet) = tau21_wta;
619 decTau32WTA(*jet) = tau32_wta;
620 decTau42WTA(*jet) = tau42_wta;
621
622 decC2(*jet) = C2;
623 decD2(*jet) = D2;
624 decE3(*jet) = e3;
625
626 static const SG::AuxElement::ConstAccessor<float> accL2("L2");
627 if(!accL2.isAvailable(*jet)) decL2(*jet) = L2;
628
629 static const SG::AuxElement::ConstAccessor<float> accL3("L3");
630 if(!accL3.isAvailable(*jet)) decL3(*jet) = L3;
631
632 // TODO: Add ECFG for ANN tagger whenever it is defined
633
634 }
635
636 return;
637
638}

◆ 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.

◆ evtStore()

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.

◆ 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 641 of file JSSTaggerBase.cxx.

641 {
642
643 int indexPV = -1;
644
645 const xAOD::VertexContainer* vxCont = nullptr;
646 if ( evtStore()->retrieve( vxCont, "PrimaryVertices" ).isFailure() ) {
647 ATH_MSG_WARNING( "Unable to retrieve primary vertex container PrimaryVertices" );
648 }
649 else {
650 int vtx_counter = 0;
651 for ( const auto *vx : *vxCont ) {
652 if ( vx->vertexType()==xAOD::VxType::PriVtx ) {
653 indexPV = vtx_counter;
654 break;
655 }
656 vtx_counter++;
657 }
658 }
659
660 return indexPV;
661
662}
#define ATH_MSG_WARNING(x)
ServiceHandle< StoreGateSvc > & evtStore()
@ PriVtx
Primary vertex.
VertexContainer_v1 VertexContainer
Definition of the current "Vertex container version".

◆ 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 293 of file JSSTaggerBase.cxx.

293 {
294
295 ATH_MSG_INFO( "Using config file : " << m_configFile );
296
298 std::string configPath;
299
300 if ( m_calibArea.compare("Local") == 0 ) {
302 }
303 else if ( m_calibArea.find("eos") != std::string::npos) {
304 configPath = PathResolverFindCalibFile((m_calibArea+"/"+m_configFile).c_str());
305 configPath = (m_calibArea+"/"+m_configFile).c_str();
306 }
307 else {
308 configPath = PathResolverFindCalibFile(("BoostedJetTaggers/"+m_calibArea+"/"+m_configFile).c_str());
309 }
310
312 FileStat_t fStats;
313 int fSuccess = gSystem->GetPathInfo(configPath.c_str(), fStats);
314 if ( fSuccess ) {
315 ATH_MSG_ERROR( "Recommendations file " << m_configFile << " could not be found" );
316 return StatusCode::FAILURE;
317 }
318 else {
319 ATH_MSG_DEBUG( "Recommendations file was found : " << configPath );
320 }
321
322 if ( m_configReader.ReadFile( configPath.c_str(), EEnvLevel(0) ) ) {
323 ATH_MSG_ERROR( "Error while reading config file : "<< configPath );
324 return StatusCode::FAILURE;
325 }
326
327 return StatusCode::SUCCESS;
328
329}
#define ATH_MSG_ERROR(x)
#define ATH_MSG_INFO(x)
std::string PathResolverFindCalibFile(const std::string &logical_file_name)
std::string m_calibArea
Location where config files live on cvmfs.
std::string m_configFile
Configuration file name.
TEnv m_configReader
TEnv instance to read config files.

◆ getJetProperties()

std::map< std::string, double > JSSWTopTaggerDNN::getJetProperties ( const xAOD::Jet & jet) const
private

Update the jet substructure variables for each jet to use in DNN.

Map to store inputs

Create common read decor handles

Mass and pT It is assumed that these are the combined and calibrated mass and pT

Splitting scales

Energy Correlation Functions

Tau21 WTA

Other moments

Create top quark read decor handles

Mass and pT again

Additional splitting scales

e3 := normalized ECF3/ECF1**3

N-subjettiness

Qw observable for top tagging

Definition at line 500 of file JSSWTopTaggerDNN.cxx.

500 {
501
503 std::map<std::string,double> DNN_inputValues;
504
505 ATH_MSG_DEBUG( "Loading variables for common DNN tagger" );
506
508 SG::ReadDecorHandle<xAOD::JetContainer, float> readSplit12(m_readSplit12Key);
509
512 DNN_inputValues["CaloTACombinedMassUncorrelated"] = jet.m();
513 DNN_inputValues["JetpTCorrByCombinedMass"] = jet.pt();
514
516 DNN_inputValues["Split12"] = readSplit12(jet);
517
519 static const SG::AuxElement::ConstAccessor<float> C2("C2");
520 static const SG::AuxElement::ConstAccessor<float> D2("D2");
521 DNN_inputValues["C2"] = C2(jet);
522 DNN_inputValues["D2"] = D2(jet);
523
525 static const SG::AuxElement::ConstAccessor<float> Tau21WTA("Tau21_wta");
526 DNN_inputValues["Tau21_wta"] = Tau21WTA(jet);
527
528 if ( m_tagClass == TAGCLASS::WBoson ) {
529
530 ATH_MSG_DEBUG( "Loading variables for W boson tagger" );
531
533 DNN_inputValues["FoxWolfram20"] = jet.getAttribute<float>("FoxWolfram2") / jet.getAttribute<float>("FoxWolfram0");
534 DNN_inputValues["PlanarFlow"] = jet.getAttribute<float>("PlanarFlow");
535 DNN_inputValues["Angularity"] = jet.getAttribute<float>("Angularity");
536 DNN_inputValues["Aplanarity"] = jet.getAttribute<float>("Aplanarity");
537 DNN_inputValues["ZCut12"] = jet.getAttribute<float>("ZCut12");
538 DNN_inputValues["KtDR"] = jet.getAttribute<float>("KtDR");
539
540 int pv_location = findPV();
541
542 if(pv_location != -1){
543 int jet_ntrk = GetUnGroomTracks(jet, pv_location);
544 if(jet_ntrk>=0) DNN_inputValues["Ntrk500"] = jet_ntrk;
545 else{
546 ATH_MSG_ERROR("Either the ungroomed parent jet doesn't have 'NumTrkPt500' as an attribute or the parent link is broken");
547 DNN_inputValues["Ntrk500"] = -999;
548 }
549 }
550 else {
551 ATH_MSG_ERROR("Could not find a primary vertex");
552 DNN_inputValues["Ntrk500"] = -999;
553 }
554
555
556 }
557
558 else if ( m_tagClass == TAGCLASS::TopQuark ) {
559
560 ATH_MSG_DEBUG("Loading variables for top quark tagger");
561
563 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau1WTA(m_readTau1WTAKey);
564 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau2WTA(m_readTau2WTAKey);
565 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau3WTA(m_readTau3WTAKey);
566 SG::ReadDecorHandle<xAOD::JetContainer, float> readTau4WTA(m_readTau4WTAKey);
567 SG::ReadDecorHandle<xAOD::JetContainer, float> readSplit23(m_readSplit23Key);
568 SG::ReadDecorHandle<xAOD::JetContainer, float> readQw(m_readQwKey);
569 SG::ReadDecorHandle<xAOD::JetContainer, float> readThrustMaj(m_readThrustMajKey);
570
571
573 DNN_inputValues["m"] = jet.m();
574 DNN_inputValues["pt"] = jet.pt();
575
577 DNN_inputValues["Split23"] = readSplit23(jet);
578
580 static const SG::AuxElement::ConstAccessor<float> e3("e3");
581 DNN_inputValues["e3"] = e3(jet);
582
584 DNN_inputValues["Tau1_wta"] = readTau1WTA(jet);
585 DNN_inputValues["Tau2_wta"] = readTau2WTA(jet);
586 DNN_inputValues["Tau3_wta"] = readTau3WTA(jet);
587 if(readTau4WTA.isAvailable()){
588 DNN_inputValues["Tau4_wta"] = readTau4WTA(jet);
589 static const SG::AuxElement::ConstAccessor<float> Tau42WTA("Tau42_wta");
590 DNN_inputValues["Tau42_wta"] = Tau42WTA(jet);
591 }
592
593 static const SG::AuxElement::ConstAccessor<float> Tau32WTA("Tau32_wta");
594 DNN_inputValues["Tau32_wta"] = Tau32WTA(jet);
595
597 DNN_inputValues["Qw"] = readQw(jet);
598
599 if(readThrustMaj.isAvailable()){
600 DNN_inputValues["ThrustMaj"] = readThrustMaj(jet);
601 }
602 static const SG::AuxElement::ConstAccessor<float> L2("L2");
603 if(L2.isAvailable(jet)){
604 DNN_inputValues["L2"] = L2(jet);
605 }
606 static const SG::AuxElement::ConstAccessor<float> L3("L3");
607 if(L3.isAvailable(jet)){
608 DNN_inputValues["L3"] = L3(jet);
609 }
610 }
611
612 else {
613 ATH_MSG_ERROR( "Loading variables failed because the tagger type is not supported" );
614 }
615
616 return DNN_inputValues;
617
618}
int GetUnGroomTracks(const xAOD::Jet &jet, int indexPV) const
Retrieve Ntrk variable from the ungroomed parent jet.
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readThrustMajKey
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readQwKey
int findPV() const
Find the PV (to be used for Ntrk)
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit23Key
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readSplit12Key
virtual double m() const
The invariant mass of the particle.
Definition Jet_v1.cxx:59
bool getAttribute(AttributeID type, T &value) const
Retrieve attribute moment by enum.

◆ 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.

◆ getScore()

double JSSWTopTaggerDNN::getScore ( const xAOD::Jet & jet) const
private

Retrieve score for a given DNN type (top/W)

Create input dictionary map<string,double> for argument to lwtnn

Evaluate the network response

Obtain the output associated with the single output node

Check that input variables are valid

Definition at line 465 of file JSSWTopTaggerDNN.cxx.

465 {
466
468 std::map<std::string,double> DNN_inputValues = getJetProperties(jet);
469
471 lwt::ValueMap discriminant = m_lwnn->compute(DNN_inputValues);
472
474 double DNNscore = -666.;
475
477 bool validVars = true;
478 static const SG::AuxElement::ConstAccessor<float> Tau21WTA("Tau21_wta");
479 if ( Tau21WTA(jet) < 0.0 ) validVars = false;
481 static const SG::AuxElement::ConstAccessor<float> Tau32WTA("Tau32_wta");
482 if ( Tau32WTA(jet) < 0.0 ) validVars = false;
483 }
484
485 if ( !validVars ) {
486
487 if ( m_nWarnVar++ < m_nWarnMax ) ATH_MSG_INFO( "One (or more) tagger input variable has an out-of-range value, setting score to -666" );
488 else ATH_MSG_DEBUG( "One (or more) tagger input variable has an out-of-range value, setting score to -666" );
489
490 return DNNscore;
491
492 }
493
495
496 return DNNscore;
497
498}
std::atomic< int > m_nWarnVar
Warning counters.
std::string m_kerasConfigOutputName
const int m_nWarnMax
Maximum number of warnings.
std::map< std::string, double > getJetProperties(const xAOD::Jet &jet) const
Update the jet substructure variables for each jet to use in DNN.

◆ 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 777 of file JSSTaggerBase.cxx.

777 {
778
779 if ( !passKinRange(jet) ) return std::make_pair( 1.0, 1.0 );
780
781
782 double logmOverPt = std::log(jet.m()/jet.pt());
783 if ( m_decorationName.find("SmoothZ") != std::string::npos ||
784 m_decorationName.find("SmoothInclusiveZ") != std::string::npos ) {
786 const double WtoZmassShift = 10803;
787 logmOverPt = std::log((jet.m()-WtoZmassShift)/jet.pt());
788 }
789
790 if ( logmOverPt > 0 ) logmOverPt = 0;
791
792 double SF = 1.0;
793 double eff = 1.0;
794
795 if ( m_weightHistograms.count(truthLabelStr.c_str()) ) {
796
797 int pt_mPt_bin = (m_weightHistograms.find(truthLabelStr.c_str())->second)->FindBin(jet.pt()*0.001, logmOverPt);
798 SF = (m_weightHistograms.find(truthLabelStr.c_str())->second)->GetBinContent(pt_mPt_bin);
799
800 if ( !m_efficiencyHistogramName.empty() ) {
801 eff = (m_efficiencyHistograms.find(truthLabelStr.c_str())->second)->GetBinContent(pt_mPt_bin);
802 }
803
804 }
805 else {
806 // set the efficiency for "Other" category to be the signal efficiency
807 std::string signal_truthLabel="";
808 if ( m_weightHistograms.count("t_qqb") ) {
809 signal_truthLabel="t_qqb";
810 }else if ( m_weightHistograms.count("V_qq") ){
811 signal_truthLabel="V_qq";
812 }else if ( m_weightHistograms.count("t") ){
813 signal_truthLabel="t";
814 }
815 if ( !signal_truthLabel.empty() && !m_efficiencyHistogramName.empty() ){
816 int pt_mPt_bin = (m_weightHistograms.find(signal_truthLabel.c_str())->second)->FindBin(jet.pt()*0.001, logmOverPt);
817 eff = (m_efficiencyHistograms.find(signal_truthLabel.c_str())->second)->GetBinContent(pt_mPt_bin);
818 }
819
820 return std::make_pair( 1.0, eff );
821 }
822
823 if ( SF < 1e-3 ) {
824 ATH_MSG_DEBUG( "(pt, m/pt) (" << jet.pt()/1.e3 << ", " << jet.m()/jet.pt() << ") is out of range for SF calculation. Returning 1.0" );
825 return std::make_pair( 1.0, 1.0 );
826 }
827 else {
828 return std::make_pair( SF, eff );
829 }
830
831}
std::string m_decorationName
Decoration name.
std::map< std::string, std::unique_ptr< TH2D > > m_efficiencyHistograms
const float SF[NF]
Cross sections for Fluor.

◆ 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 835 of file JSSTaggerBase.cxx.

835 {
837 std::string truthLabelStr;
838
840 SG::ReadDecorHandle<xAOD::JetContainer, int> readTruthLabel(m_readTruthLabelKey);
841 LargeRJetTruthLabel::TypeEnum jetContainment = LargeRJetTruthLabel::intToEnum(readTruthLabel(jet));
842
844 if ( m_weightHistograms.count("t_qqb") ) {
845
847 if ( jetContainment==LargeRJetTruthLabel::tqqb ) {
848 truthLabelStr = "t_qqb";
849 }
851 else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
852 truthLabelStr = "q";
853 }
854
855 }
857 else if ( m_weightHistograms.count("V_qq_passMpassD2") ) {
858
860 if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t ) {
861 truthLabelStr = "t_";
862 }
864 else if ( jetContainment==LargeRJetTruthLabel::Wqq || jetContainment==LargeRJetTruthLabel::Zqq || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
865 truthLabelStr = "V_qq_";
866 }
868 else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
869 truthLabelStr = "q_";
870 }
871
873 if ( acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh") && acceptData.getCutResult("PassD2") ) {
874 truthLabelStr += "passMpassD2";
875 }
877 else if ( !(acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh")) && acceptData.getCutResult("PassD2") ) {
878 truthLabelStr += "failMpassD2";
879 }
881 else if ( acceptData.getCutResult("PassMassLow") && acceptData.getCutResult("PassMassHigh") && !acceptData.getCutResult("PassD2") ) {
882 truthLabelStr += "passMfailD2";
883 }
885 else{
886 truthLabelStr += "failMfailD2";
887 }
888
889 }
890
892 else if ( m_weightHistograms.count("V_qq") ) {
893
895 if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t ) {
896 truthLabelStr = "t";
897 }
899 else if ( jetContainment==LargeRJetTruthLabel::Wqq || jetContainment==LargeRJetTruthLabel::Zqq || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
900 truthLabelStr = "V_qq";
901 }
903 else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
904 truthLabelStr = "q";
905 }
906 }
907
908 // inclusive top tagger
909 else {
911 if ( jetContainment==LargeRJetTruthLabel::tqqb || jetContainment==LargeRJetTruthLabel::other_From_t || jetContainment==LargeRJetTruthLabel::Wqq_From_t ) {
912 truthLabelStr = "t";
913 }
915 else if ( jetContainment==LargeRJetTruthLabel::notruth || jetContainment==LargeRJetTruthLabel::qcd ) {
916 truthLabelStr = "q";
917 }
918
919 }
920
921 return truthLabelStr;
922}
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readTruthLabelKey
Truth label ReadDecorHandle key.
TypeEnum intToEnum(const int type)

◆ 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 665 of file JSSTaggerBase.cxx.

665 {
666
667 SG::ReadDecorHandle<xAOD::JetContainer, ElementLink<xAOD::JetContainer> > readParent(m_readParentKey);
668
669 const xAOD::Jet * ungroomedJet = nullptr;
670 if ( readParent.isAvailable() ) {
671 const ElementLink<xAOD::JetContainer>& linkToUngroomed = readParent(jet);
672 if ( linkToUngroomed.isValid() ) {
673 ungroomedJet = *linkToUngroomed;
674
675 static const SG::AuxElement::ConstAccessor< std::vector<int> >acc_Ntrk("NumTrkPt500");
676
677 if ( acc_Ntrk.isAvailable(*ungroomedJet) ) {
678
679 const std::vector<int>& NTrkPt500 = acc_Ntrk(*ungroomedJet);
680
681 int jet_ntrk = NTrkPt500.at(indexPV);
682 return jet_ntrk;
683
684 }
685 else {
686 ATH_MSG_ERROR("WARNING: Unable to retrieve Ntrk of the ungroomed parent jet. Please make sure this variable is in your derivations!!!");
687 }
688 }
689 else {
690 ATH_MSG_ERROR("WARNING: Unable to retrieve the parent ungroomed jet. Please make sure this variable is in your derivations!!!");
691 }
692 }
693 else {
694 ATH_MSG_ERROR("WARNING: Unable to retrieve the link to the parent ungroomed jet. Please make sure this variable is in your derivations!!!");
695 }
696
697 return -999;
698
699}
SG::ReadDecorHandleKey< xAOD::JetContainer > m_readParentKey
SG::ConstAccessor< T, ALLOC > ConstAccessor
Definition AuxElement.h:570

◆ 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 703 of file JSSTaggerBase.cxx.

703 {
704 if ( !m_calcSF ) return StatusCode::SUCCESS;
705
706 float weight = 1.0;
707 float effSF = 1.0;
708 float sigeffSF = 1.0;
709 float efficiency = 1.0;
710
711 if ( m_isMC ) {
712
713 std::string truthLabelStr = getTruthLabelStr( jet, acceptData );
714 std::tie(effSF, efficiency) = getSF( jet, truthLabelStr );
715
716 // calculate signal efficiency SF
717 if ( m_weightHistograms.count("t_qqb") ) {
718 sigeffSF = getSF(jet, "t_qqb").first;
719 } else if ( m_weightHistograms.count("V_qq") ) {
720 sigeffSF = getSF(jet, "V_qq").first;
721 } else if ( m_weightHistograms.count("t") ){
722 sigeffSF = getSF(jet, "t").first;
723 } else {
724 sigeffSF = 1.0;
725 }
726
728 if ( m_weightFlavors.find("fail") != std::string::npos ) {
729 weight = effSF;
730 }
731
732 else {
733
735 if ( passSel ) {
736 weight = effSF;
737 }
738
740 else {
742 if ( m_efficiencyHistogramName.empty() ) {
743 weight = 1.0;
744 }
745 else if ( efficiency < 1.0 ) {
746 weight = ( 1. - effSF * efficiency ) / ( 1. - efficiency );
747 }
748 else {
749 weight = 1.0;
750 }
751 }
752 }
753
754 }
755
756 else {
757 weight = 1.0;
758 }
759
761 SG::WriteDecorHandle<xAOD::JetContainer, float> decWeight(m_decWeightKey);
762 SG::WriteDecorHandle<xAOD::JetContainer, float> decEfficiency(m_decEfficiencyKey);
763 SG::WriteDecorHandle<xAOD::JetContainer, float> decEffSF(m_decEffSFKey);
764 SG::WriteDecorHandle<xAOD::JetContainer, float> decSigeffSF(m_decSigeffSFKey);
765
767 decWeight(jet) = weight;
768 decEfficiency(jet) = efficiency;
769 decEffSF(jet) = effSF;
770 decSigeffSF(jet) = sigeffSF;
771
772 return StatusCode::SUCCESS;
773
774}

◆ initialize()

StatusCode JSSWTopTaggerDNN::initialize ( void )
overridevirtual

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

Initialize the tagger.

Pt values are defined in GeV

Use mass cut

Use discriminant score cut

Get configReader

Get tagger type

Get the CVMFS calib area where stuff is stored If this is set to "Local" then it will look for the config file in the share space

Get the name/path of the JSON config

Get the name of the Keras output node

Get the configured cut values

Get min and max jet pt

Get the decoration name

Get the scale factor configuration

Get truth label name information

print out the configuration parameters for viewing

No config file

Assume the cut functions have been set through properties. Check they are non empty

If the calibarea is specified to be "Local" then it looks in the same place as the top level configs

Convert the JSON config file name to the full path

Get the config file from CVMFS Necessary because xml files are too large to house on the data space

Read json file for DNN weights

Set internal tagger type

Set the possible states that the tagger can be left in after the JSSTaggerBase::tag() function is called

Loop over and print out the cuts that have been configured

Call base class initialize

Reimplemented from JSSTaggerBase.

Definition at line 17 of file JSSWTopTaggerDNN.cxx.

17 {
18
19 ATH_MSG_INFO( "Initializing JSSWTopTaggerDNN tool" );
20
22 m_ptGeV = true;
23
25 m_useMassCut = true;
26
28 m_useScoreCut = true;
29
30 if ( ! m_configFile.empty() ) {
31
34
36 m_tagType = m_configReader.GetValue("TaggerType" ,"");
37
40 m_kerasCalibArea = m_configReader.GetValue("CalibAreaKeras" ,"");
41
43 m_kerasConfigFileName = m_configReader.GetValue("KerasConfigFile" ,"");
44
46 m_kerasConfigOutputName = m_configReader.GetValue("KerasOutput" ,"");
47
49 m_strMassCutLow = m_configReader.GetValue("MassCutLow" ,"");
50 m_strMassCutHigh = m_configReader.GetValue("MassCutHigh" ,"");
51 m_strScoreCut = m_configReader.GetValue("ScoreCut" ,"");
52
54 m_jetPtMin = m_configReader.GetValue("pTCutLow", 350.0);
55 m_jetPtMax = m_configReader.GetValue("pTCutHigh", 4000.0);
56
58 m_decorationName = m_configReader.GetValue("DecorationName" ,"");
59
61 m_calcSF = m_configReader.GetValue("CalcSF", false);
62 if ( m_calcSF ) {
63 m_weightDecorationName = m_configReader.GetValue("WeightDecorationName", "");
64 m_weightFileName = m_configReader.GetValue("WeightFile", "");
65 m_weightHistogramName = m_configReader.GetValue("WeightHistogramName", "");
66 m_efficiencyHistogramName = m_configReader.GetValue("EfficiencyHistogramName", "");
67 m_weightFlavors = m_configReader.GetValue("WeightFlavors", "");
68
70 m_truthLabelName = m_configReader.GetValue("TruthLabelName" , "R10TruthLabel_R21Consolidated");
71 }
72
74 ATH_MSG_INFO( "Configurations Loaded :");
75 ATH_MSG_INFO( "tagType : " << m_tagType );
76 ATH_MSG_INFO( "calibarea_keras : " << m_kerasCalibArea );
77 ATH_MSG_INFO( "kerasConfigFileName : " << m_kerasConfigFileName );
78 ATH_MSG_INFO( "kerasConfigOutputName : " << m_kerasConfigOutputName );
79 ATH_MSG_INFO( "strMassCutLow : " << m_strMassCutLow );
80 ATH_MSG_INFO( "strMassCutHigh : " << m_strMassCutHigh );
81 ATH_MSG_INFO( "pTCutLow : " << m_jetPtMin );
82 ATH_MSG_INFO( "pTCutHigh : " << m_jetPtMax );
83 ATH_MSG_INFO( "strScoreCut : " << m_strScoreCut );
84 ATH_MSG_INFO( "decorationName : " << m_decorationName );
85 if ( m_calcSF ) {
86 ATH_MSG_INFO( "weightDecorationName : " << m_weightDecorationName );
87 ATH_MSG_INFO( "weightFile : " << m_weightFileName );
88 ATH_MSG_INFO( "weightHistogramName : " << m_weightHistogramName );
89 ATH_MSG_INFO( "efficiencyHistogramName : "<<m_efficiencyHistogramName );
90 ATH_MSG_INFO( "weightFlavors : " << m_weightFlavors );
91 ATH_MSG_INFO( "TruthLabelName : " << m_truthLabelName );
92 }
93 }
94 else {
97 if ( (m_kerasConfigFileName.empty() ||
99 m_strScoreCut.empty() ||
100 m_strMassCutLow.empty() ||
101 m_strMassCutHigh.empty() ||
102 m_decorationName.empty() ||
103 m_weightFileName.empty()) ||
104 ((m_weightDecorationName.empty() ||
105 m_weightHistogramName.empty() ||
106 m_weightFlavors.empty()) && m_calcSF)
107 )
108 {
109 ATH_MSG_ERROR( "No config file provided OR you haven't manually specified all needed parameters" ) ;
110 ATH_MSG_ERROR( "Please read the TWiki for this tool" );
111 return StatusCode::FAILURE;
112 }
113
114 }
115
116 ATH_MSG_INFO( "Mass cut low : " << m_strMassCutLow );
117 ATH_MSG_INFO( "Mass cut High : " << m_strMassCutHigh );
118 ATH_MSG_INFO( "Score cut low : " << m_strScoreCut );
119
121 if ( m_kerasCalibArea.empty() ) {
122 ATH_MSG_ERROR( "You need to specify where the calibarea is as either being Local or on CVMFS" );
123 return StatusCode::FAILURE;
124 }
125 else if ( !m_kerasCalibArea.compare("Local") ){
126 std::string localCalibArea = "BoostedJetTaggers/JSSWTopTaggerDNN/";
127 ATH_MSG_INFO( "Using Local calibarea " << localCalibArea );
130 if ( m_calcSF )
132 }
133 else {
134 ATH_MSG_INFO( "Using CVMFS calibarea" );
138 if ( m_calcSF )
140 }
141
143 ATH_MSG_INFO( "DNN Tagger configured with: " << m_kerasConfigFilePath );
144
145 std::ifstream input_cfg( m_kerasConfigFilePath.c_str() );
146
147 if ( !input_cfg.is_open() ) {
148 ATH_MSG_ERROR( "Error openning config file: " << m_kerasConfigFilePath );
149 ATH_MSG_ERROR( "Are you sure that the file exists at this path?" );
150 return StatusCode::FAILURE;
151 }
152
153 lwt::JSONConfig cfg = lwt::parse_json( input_cfg );
154
155 ATH_MSG_INFO( "Keras Network NLayers: " << cfg.layers.size() );
156
157 m_lwnn = std::make_unique<lwt::LightweightNeuralNetwork>(cfg.inputs, cfg.layers, cfg.outputs);
158
160 if ( !m_tagType.compare("TopQuark") ) {
161 ATH_MSG_DEBUG( "This is a top quark tagger" );
163 }
164 else if ( !m_tagType.compare("WBoson") ) {
165 ATH_MSG_DEBUG( "This is a W boson tagger" );
167 }
168 else if ( !m_tagType.compare("ZBoson") ) {
169 ATH_MSG_DEBUG( "This is a Z boson tagger" );
171 }
172 else {
173 ATH_MSG_ERROR( "I can't tell what kind of tagger your configuration is for." );
174 return StatusCode::FAILURE;
175 }
176
178 m_acceptInfo.addCut( "PassMassLow" , "mJet > mCutLow" );
179 m_acceptInfo.addCut( "PassScore" , "ScoreJet > ScoreCut" );
181 m_acceptInfo.addCut( "PassMassHigh", "mJet < mCutHigh" );
182 }
183
185 printCuts();
186
189
190#ifndef XAOD_STANDALONE
199 }
200#endif
201
202 ATH_MSG_INFO( "DNN Tagger tool initialized" );
203
204 return StatusCode::SUCCESS;
205
206}
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)
std::string m_kerasConfigFilePath
std::string m_kerasCalibArea
Gaudi::Property< bool > m_suppressOutputDependence
std::string m_truthLabelName
std::string m_weightDecorationName
String for scale factor decoration names.
bool m_useMassCut
Flag to indicate if mass window cut is used.
std::string m_kerasConfigFileName
Keras configurations for ML taggers.
std::string m_weightConfigPath
Path to the SF configuration root file.
bool m_useScoreCut
Flag to indicate if a discriminant score is used.
std::string m_strMassCutHigh
StatusCode getConfigReader()
Get configReader StatusCode.
std::string m_weightFileName
std::string m_strMassCutLow
Strings for cut functions.
std::string m_tagType
std::string m_strScoreCut
std::string m_weightHistogramName
void printCuts() const
Print configured cuts.
virtual StatusCode initialize() override
Initialize the tool.

◆ 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.

◆ 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);};
virtual StatusCode decorate(const xAOD::JetContainer &jets) const =0
Decorate a jet collection without otherwise modifying it.

◆ msg()

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

Definition at line 24 of file AthCommonMsg.h.

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

◆ 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 }
MsgStream & msg() const
const std::string & name(Level lvl)
Convenience function for translating message levels to strings.
Definition MsgLevel.cxx:19

◆ 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 350 of file JSSTaggerBase.cxx.

350 {
351
352 float scale = 1.0;
353 if ( m_ptGeV ) scale = 1.e3;
354
355 if ( jet.pt() < m_jetPtMin * scale ) return false;
356 if ( jet.pt() > m_jetPtMax * scale ) return false;
357 if ( std::abs( jet.eta() ) > m_jetEtaMax ) return false;
358
359 return true;
360
361}

◆ print()

◆ printCuts()

void JSSTaggerBase::printCuts ( ) const
protectedinherited

Print configured cuts.

Definition at line 924 of file JSSTaggerBase.cxx.

924 {
925 ATH_MSG_INFO( "After tagging, you will have access to the following cuts as an asg::AcceptData : (<NCut>) <cut> : <description>)" );
926 int nCuts = m_acceptInfo.getNCuts();
927 for ( int iCut=0; iCut < nCuts; iCut++ ) {
928 std::string cut_string = "";
929 cut_string += " (";
930 cut_string += std::to_string(iCut);
931 cut_string += ") ";
932 cut_string += m_acceptInfo.getCutName(iCut).data();
933 cut_string += " : ";
934 cut_string += m_acceptInfo.getCutDescription(iCut).data();
935 ATH_MSG_INFO( cut_string );
936 }
937}

◆ 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();
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 {
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 332 of file JSSTaggerBase.cxx.

332 {
333
335 acceptData.clear();
336
338 acceptData.setCutResult( "ValidJetContent", true );
339 acceptData.setCutResult( "ValidEventContent", true );
340
341 acceptData.setCutResult( "ValidPtRangeHigh", true );
342 acceptData.setCutResult( "ValidPtRangeLow" , true );
343 acceptData.setCutResult( "ValidEtaRange" , true );
344
345 return StatusCode::SUCCESS;
346
347}
void clear()
Clear all bits.
Definition AcceptData.h:54

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

◆ 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 JSSWTopTaggerDNN::tag ( const xAOD::Jet & jet) const
overridevirtual

Decorate single jet with tagging info.

Create asg::AcceptData object

Reset the AcceptData cut results

Check basic kinematic selection

Get the relevant attributes of the jet Mass and pt - note that this will depend on the configuration of the calibration used

Calculate NSubjettiness and ECF ratios

Get DNN score for the jet

Evaluate the values of the upper and lower mass bounds and the d2 cut

Print cut criteria and jet values

Get SF weight

Decorate cut information if needed

Create WriteDecorHandles

Decorate values

Cut summary

Set the AcceptData depending on whether it is a W/Z or a top tagger

Implements JSSTaggerBase.

Definition at line 381 of file JSSWTopTaggerDNN.cxx.

381 {
382
383 ATH_MSG_DEBUG( "Obtaining DNN result" );
384
386 asg::AcceptData acceptData( &m_acceptInfo );
387
389 ATH_CHECK( resetCuts( acceptData ) );
390
392 ATH_CHECK( checkKinRange( jet, acceptData ) );
393
396 float jet_pt = jet.pt()/1000.0;
397 float jet_mass = jet.m()/1000.0;
398
401
403 float jet_score = getScore(jet);
404
406 float cut_mass_low = m_funcMassCutLow ->Eval(jet_pt);
407 float cut_mass_high = m_funcMassCutHigh->Eval(jet_pt);
408 float cut_score = m_funcScoreCut ->Eval(jet_pt);
409
411 ATH_MSG_VERBOSE( "Cut values : Mass window = [" << cut_mass_low << "," << cut_mass_high << "], score cut = " << cut_score );
412 ATH_MSG_VERBOSE( "Jet values : Mass = " << jet_mass << ", score = " << jet_score );
413
415 ATH_CHECK( getWeight( jet, jet_score > cut_score, acceptData ) );
416
418 ATH_MSG_DEBUG( "Decorating with score" );
419
421 SG::WriteDecorHandle<xAOD::JetContainer, char> decPassMass(m_decPassMassKey);
422 SG::WriteDecorHandle<xAOD::JetContainer, char> decPassScore(m_decPassScoreKey);
423 SG::WriteDecorHandle<xAOD::JetContainer, char> decTagged(m_decTaggedKey);
424 SG::WriteDecorHandle<xAOD::JetContainer, float> decCutMLow(m_decCutMLowKey);
425 SG::WriteDecorHandle<xAOD::JetContainer, float> decCutMHigh(m_decCutMHighKey);
426 SG::WriteDecorHandle<xAOD::JetContainer, float> decScoreCut(m_decScoreCutKey);
427 SG::WriteDecorHandle<xAOD::JetContainer, float> decScoreValue(m_decScoreValueKey);
428
430 decCutMLow(jet) = cut_mass_low;
431 decCutMHigh(jet) = cut_mass_high;
432 decScoreCut(jet) = cut_score;
433 decScoreValue(jet) = jet_score;
434
436 bool passCuts = true;
437
440 ATH_MSG_VERBOSE( "Determining WZ tag return" );
441 if ( jet_mass > cut_mass_low ) acceptData.setCutResult( "PassMassLow", true );
442 if ( jet_mass < cut_mass_high ) acceptData.setCutResult( "PassMassHigh", true );
443 if ( jet_score > cut_score ) acceptData.setCutResult( "PassScore", true );
444 decPassMass(jet) = acceptData.getCutResult( "PassMassLow" ) && acceptData.getCutResult( "PassMassHigh" );
445 passCuts = passCuts && acceptData.getCutResult( "PassMassLow" ) && acceptData.getCutResult( "PassMassHigh" );
446 }
447 else if ( m_tagClass == TAGCLASS::TopQuark ) {
448 ATH_MSG_VERBOSE( "Determining TopQuark tag return" );
449 if ( jet_mass > cut_mass_low ) acceptData.setCutResult( "PassMassLow", true );
450 if ( jet_score > cut_score ) acceptData.setCutResult( "PassScore", true );
451 decPassMass(jet) = acceptData.getCutResult( "PassMassLow" );
452 passCuts = passCuts && acceptData.getCutResult( "PassMassLow" );
453 }
454
455 decPassScore(jet) = acceptData.getCutResult( "PassScore" );
456
457 passCuts = passCuts && acceptData.getCutResult( "PassScore" );
458
459 decTagged(jet) = passCuts;
460
461 return StatusCode::SUCCESS;
462
463}
int calculateJSSRatios(const xAOD::Jet &jet) const
Calculate JSS moment ratios in case they are not already saved TODO: Remove this once JSSMomentTools ...
StatusCode checkKinRange(const xAOD::Jet &jet, asg::AcceptData &acceptData) const
Check and record if jet passes kinematic constraints.
StatusCode getWeight(const xAOD::Jet &jet, bool passSel, asg::AcceptData &acceptData) const
Get SF weight.

◆ 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) {
313 for (auto k : keys) {
314 k->setOwner(this);
315 }
316 }
317 }
std::vector< SG::VarHandleKeyArray * > m_vhka

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.

192{};

◆ 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_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.

145{this, "C2NameOut", "C2", "SG key for C2"};

◆ 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.

219{this, "CutMHighName", "Cut_mhigh", "SG key for Cut_mhigh"};

◆ 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.

218{this, "CutMLowName", "Cut_mlow", "SG key for Cut_mlow"};

◆ 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.

146{this, "D2NameOut", "D2", "SG key for D2"};

◆ 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.

147{this, "e3NameOut", "e3", "SG key for e3"};

◆ 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.

225{this, "efficiencyName", "efficiency", "SG key for efficiency"};

◆ 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.

226{this, "effSFName", "effSF", "SG key for effSF"};

◆ 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.

148{this, "L2NameOut", "L2", "SG key for L2"};

◆ 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.

149{this, "L3NameOut", "L3", "SG key for L3"};

◆ 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.

77{this, "PassMassName", "PassMass", "SG key for PassMass"};

◆ 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.

78{this, "PassScoreName", "PassScore", "SG key for PassScore"};

◆ 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.

220{this, "CutScoreName", "Cut_score", "SG key for Cut_score"};

◆ 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.

221{this, "ScoreName", "Score", "SG key for Score"};

◆ 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.

227{this, "sigeffSFName", "sigeffSF", "SG key for effSF"};

◆ 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.

69{this, "TaggedName", "Tagged", "SG key for Tagged"};

◆ 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.

141{this, "Tau21WTANameOut", "Tau21_wta", "SG key for Tau21_wta"};

◆ 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.

142{this, "Tau32WTANameOut", "Tau32_wta", "SG key for Tau32_wta"};

◆ 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.

143{this, "Tau42WTANameOut", "Tau42_wta", "SG key for Tau42_wta"};

◆ 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.

72{this, "ValidEtaRangeName", "ValidEtaRange", "SG key for ValidEtaRange"};

◆ 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.

75{this, "ValidEventContentName", "ValidEventContent", "SG key for ValidEventContent"};

◆ 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.

74{this, "ValidJetContentName", "ValidJetContent", "SG key for ValidJetContent"};

◆ 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.

73{this, "ValidKinRangeName", "ValidKinRange", "SG key for ValidKinRange"};

◆ 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.

70{this, "ValidPtRangeHighName", "ValidPtRangeHigh", "SG key for ValidPtRangeHigh"};

◆ 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.

71{this, "ValidPtRangeLowName", "ValidPtRangeLow", "SG key for ValidPtRangeLow"};

◆ 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.

224{this, "weightName", "weight", "SG key for weight"};

◆ 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_DNN_inputValues

std::map<std::string, double> JSSWTopTaggerDNN::m_DNN_inputValues
private

Variables for DNN.

Definition at line 34 of file JSSWTopTaggerDNN.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.

193{};

◆ 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.

133{};

◆ m_jetPtMax

float JSSTaggerBase::m_jetPtMax {}
protectedinherited

Definition at line 132 of file JSSTaggerBase.h.

132{};

◆ 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.

131{};

◆ 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_lwnn

std::unique_ptr<lwt::LightweightNeuralNetwork> JSSWTopTaggerDNN::m_lwnn
private

DNN tools.

Definition at line 32 of file JSSWTopTaggerDNN.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.

157{this, "ECF1Name", "ECF1", "SG key for ECF1"};

◆ 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.

158{this, "ECF2Name", "ECF2", "SG key for ECF2"};

◆ 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.

159{this, "ECF3Name", "ECF3", "SG key for ECF3"};

◆ 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.

171{this, "ECFG212Name", "ECFG_2_1_2", "SG key for ECFG_2_1_2"};

◆ 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.

170{this, "ECFG311Name", "ECFG_3_1_1", "SG key for ECFG_3_1_1"};

◆ 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.

169{this, "ECFG331Name", "ECFG_3_3_1", "SG key for ECFG_3_3_1"};

◆ 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.

173{this, "ParentName", "Parent", "SG key for Parent"};

◆ 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.

164{this, "QwName", "Qw", "SG key for Qw"};

◆ 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.

167{this, "SphericityName", "Sphericity", "SG key for Sphericity"};

◆ 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.

161{this, "Split12Name", "Split12", "SG key for Split12"};

◆ 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.

162{this, "Split23Name", "Split23", "SG key for Split23"};

◆ 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.

152{this, "Tau1WTAName", "Tau1_wta", "SG key for Tau1_wta"};

◆ 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.

153{this, "Tau2WTAName", "Tau2_wta", "SG key for Tau2_wta"};

◆ 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.

154{this, "Tau3WTAName", "Tau3_wta", "SG key for Tau3_wta"};

◆ 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.

155{this, "Tau4WTAName", "Tau4_wta", "SG key for Tau4_wta"};

◆ 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.

166{this, "ThrustMajName", "ThrustMaj", "SG key for ThrustMaj"};

◆ 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.

215{this, "truthLabelName", "truthLabel", "SG key for truthLabel"};

◆ 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.

175{this, "SuppressInputDependence", false};

◆ m_suppressOutputDependence

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

Definition at line 176 of file JSSTaggerBase.h.

176{this, "SuppressOutputDependence", false};

◆ m_tagClass

TAGCLASS JSSTaggerBase::m_tagClass {Unknown}
protectedinherited

Definition at line 98 of file JSSTaggerBase.h.

98{Unknown};

◆ 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.

208{};

◆ 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_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_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: