#include <DiTauOnnxDiscriminantTool.h>

Inheritance diagram for DiTauOnnxDiscriminantTool:

Collaboration diagram for DiTauOnnxDiscriminantTool:

Classes
struct	InferenceOutput

struct	OnnxInputs

Public Member Functions
	DiTauOnnxDiscriminantTool (const std::string &type, const std::string &name, const IInterface *parent)

virtual	~DiTauOnnxDiscriminantTool ()

virtual StatusCode	initialize () override
	Tool initializer. More...

virtual StatusCode	finalize () override
	Finalizer. More...

virtual StatusCode	execute (DiTauCandidateData *data, const EventContext &ctx) const override
	Execute - called for each Ditau candidate. More...

virtual StatusCode	eventInitialize (DiTauCandidateData *data)
	Event initializer - called at the beginning of each event. More...

template<class T >
bool	retrieveTool (T &tool)
	Convenience functions to handle storegate objects. More...

ServiceHandle< StoreGateSvc > &	evtStore ()
	The standard `StoreGateSvc` (event store) Returns (kind of) a pointer to the `StoreGateSvc`. More...

const ServiceHandle< StoreGateSvc > &	evtStore () const
	The standard `StoreGateSvc` (event store) Returns (kind of) a pointer to the `StoreGateSvc`. More...

const ServiceHandle< StoreGateSvc > &	detStore () const
	The standard `StoreGateSvc/DetectorStore` Returns (kind of) a pointer to the `StoreGateSvc`. More...

virtual StatusCode	sysInitialize () override
	Perform system initialization for an algorithm. More...

virtual StatusCode	sysStart () override
	Handle START transition. More...

virtual std::vector< Gaudi::DataHandle * >	inputHandles () const override
	Return this algorithm's input handles. More...

virtual std::vector< Gaudi::DataHandle * >	outputHandles () const override
	Return this algorithm's output handles. More...

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

Gaudi::Details::PropertyBase *	declareProperty (const std::string &name, SG::VarHandleKey &hndl, const std::string &doc, const SG::VarHandleKeyType &)
	Declare a new Gaudi property. More...

Gaudi::Details::PropertyBase *	declareProperty (const std::string &name, SG::VarHandleBase &hndl, const std::string &doc, const SG::VarHandleType &)
	Declare a new Gaudi property. More...

Gaudi::Details::PropertyBase *	declareProperty (const std::string &name, SG::VarHandleKeyArray &hndArr, const std::string &doc, const SG::VarHandleKeyArrayType &)

Gaudi::Details::PropertyBase *	declareProperty (const std::string &name, T &property, const std::string &doc, const SG::NotHandleType &)
	Declare a new Gaudi property. More...

Gaudi::Details::PropertyBase *	declareProperty (const std::string &name, T &property, const std::string &doc="none")
	Declare a new Gaudi property. More...

void	updateVHKA (Gaudi::Details::PropertyBase &)

MsgStream &	msg () const

MsgStream &	msg (const MSG::Level lvl) const

bool	msgLvl (const MSG::Level lvl) const

Static Public Member Functions
static const InterfaceID &	interfaceID ()
	InterfaceID implementation needed for ToolHandle. More...

Protected Member Functions
void	renounceArray (SG::VarHandleKeyArray &handlesArray)
	remove all handles from I/O resolution More...

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

void	extraDeps_update_handler (Gaudi::Details::PropertyBase &ExtraDeps)
	Add StoreName to extra input/output deps as needed. More...

Private Types
typedef ServiceHandle< StoreGateSvc >	StoreGateSvc_t

Private Member Functions
Ort::Value	create_tensor (std::vector< float > &data, const std::vector< int64_t > &shape) const

InferenceOutput	run_inference (OnnxInputs &inputs) const

std::vector< float >	flatten (const std::vector< std::vector< float >> &vec_2d) const

std::vector< float >	extract_points (const std::vector< std::vector< float >> &track_features) const

std::vector< float >	create_mask (const std::vector< std::vector< float >> &track_features) const

float	GetDiTauObjOnnxScore (const xAOD::DiTauJet &ditau) const

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

Gaudi::Details::PropertyBase &	declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleKeyArrayType &)
	specialization for handling Gaudi::Property<SG::VarHandleKeyArray> More...

Gaudi::Details::PropertyBase &	declareGaudiProperty (Gaudi::Property< T, V, H > &hndl, const SG::VarHandleType &)
	specialization for handling Gaudi::Property<SG::VarHandleBase> More...

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

Private Attributes
Gaudi::Property< std::string >	m_onnxModelPath {this, "onnxModelPath", "TrigTauRec/00-11-02/dev/boosted_ditau_omni_model.onnx"}

Gaudi::Property< size_t >	m_maxTracks {this, "maxTracks", 10}

std::unique_ptr< Ort::Env >	m_ort_env

std::unique_ptr< Ort::Session >	m_ort_session

const std::vector< std::string >	m_input_node_names = {"input_features", "input_points", "input_mask", "input_jet", "input_time"}

const std::vector< std::string >	m_output_node_names = {"output_1", "output_2"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_ditau_pt_DecorKey { this, "DiTauPtDecorName", "DiTauJets.ditau_pt", "Name of the DiTau Pt decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_f_core_lead_DecorKey { this, "DiTauFCoreLeadName", "DiTauJets.f_core_lead", "Name of the Ditau leading subjet core energy fraction decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_f_core_sublead_DecorKey { this, "DiTauFCoreSubLeadName", "DiTauJets.f_core_subl", "Name of the Ditau subleading subjet core energy fraction decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_f_subjet_subl_DecorKey { this, "DiTauSubjetSublName", "DiTauJets.f_subjet_subl", "Name of the Ditau subleading subjet pt fraction decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_f_subjets_DecorKey { this, "DiTauSubjetsName", "DiTauJets.f_subjets", "Name of the DiTau subjets fraction decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_R_max_lead_DecorKey { this, "DiTauRMaxLeadName", "DiTauJets.R_max_lead", "Name of the Ditau Max dR distance track from leading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_R_max_sublead_DecorKey { this, "DiTauRMaxSubleadName", "DiTauJets.R_max_subl", "Name of the Ditau Max dR distance track from subleading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_n_track_DecorKey { this, "DiTauNTrackName", "DiTauJets.n_track", "Name of the Ditau number of tracks decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_R_track_all_DecorKey { this, "DiTauRTrackAllName", "DiTauJets.R_track_all", "Name of the Ditau DeltaR tracks over pt in the large region decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_R_isotrack_DecorKey { this, "DiTauRIsoTrackAllName", "DiTauJets.R_isotrack", "Name of the Ditau DeltaR isolated tracks over pt decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_R_track_sublead_DecorKey { this, "DiTauRTrackSubleadName", "DiTauJets.R_tracks_subl", "Name of the Ditau DeltaR tracks over pt in the large region of the subleading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_M_core_lead_DecorKey { this, "DiTauMCoreLeadName", "DiTauJets.m_core_lead", "Name of the Ditau mass of tracks in the core region of the leading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_M_core_sublead_DecorKey { this, "DiTauMCoreSubleadName", "DiTauJets.m_core_subl", "Name of the Ditau mass of tracks in the core region of the leading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_M_track_lead_DecorKey { this, "DiTauMTrackLeadName", "DiTauJets.m_tracks_lead", "Name of the Ditau mass of tracks in the leading subjet decoration"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_d0_leadtrack_lead_DecorKey { this, "DiTauD0LeadTrackLeadName", "DiTauJets.d0_leadtrack_lead", "Name of the DiTau dR between the leading track within the lead subjet with respect to the lead subjet"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_d0_leadtrack_sublead_DecorKey { this, "DiTauD0SubleadTrackLeadName", "DiTauJets.d0_leadtrack_subl", "Name of the DiTau dR between the leading track within the sublead subjet with respect to the sublead subjet"}

SG::ReadDecorHandleKey< xAOD::DiTauJetContainer >	m_f_isotracks_DecorKey { this, "DiTauFIsotracks", "DiTauJets.f_isotracks", "Name of the DiTau energy fraction carried by isolated tracks"}

StoreGateSvc_t	m_evtStore
	Pointer to StoreGate (event store by default) More...

StoreGateSvc_t	m_detStore
	Pointer to StoreGate (detector store by default) More...

std::vector< SG::VarHandleKeyArray * >	m_vhka

bool	m_varHandleArraysDeclared

Detailed Description

Definition at line 28 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

Member Typedef Documentation

◆ StoreGateSvc_t

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

privateinherited

Definition at line 388 of file AthCommonDataStore.h.

Constructor & Destructor Documentation

◆ DiTauOnnxDiscriminantTool()

DiTauOnnxDiscriminantTool::DiTauOnnxDiscriminantTool	(	const std::string &	type,
		const std::string &	name,
		const IInterface *	parent
	)

Definition at line 20 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                                              :
   DiTauToolBase(type, name, parent)
 {
   declareInterface<DiTauToolBase > (this);
 }

◆ ~DiTauOnnxDiscriminantTool()

DiTauOnnxDiscriminantTool::~DiTauOnnxDiscriminantTool ( )

virtualdefault

Member Function Documentation

◆ create_mask()

std::vector< float > DiTauOnnxDiscriminantTool::create_mask ( const std::vector< std::vector< float >> & track_features ) const

private

Definition at line 102 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                               {
   std::vector<float> mask;
   mask.reserve(track_features.size());
   std::transform(track_features.begin(), track_features.end(), std::back_inserter(mask), [](const auto &track) {
         return std::abs(track[2]) > 1e-6 ? 1.0f : 0.0f;
   });
   return mask;
 }

◆ create_tensor()

Ort::Value DiTauOnnxDiscriminantTool::create_tensor	(	std::vector< float > &	data,
		const std::vector< int64_t > &	shape
	)		const

private

Definition at line 111 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                               {
   Ort::MemoryInfo memory_info = Ort::MemoryInfo::CreateCpu(OrtArenaAllocator, OrtMemTypeDefault);
   return Ort::Value::CreateTensor<float>(memory_info, data.data(), data.size(),shape.data(), shape.size());
 }

◆ declareGaudiProperty() [1/4]

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

inlineprivateinherited

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

Definition at line 170 of file AthCommonDataStore.h.

   {
     return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
                                                        hndl.value(), 
                                                        hndl.documentation());
  
   }

◆ declareGaudiProperty() [2/4]

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

inlineprivateinherited

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

Definition at line 156 of file AthCommonDataStore.h.

   {
     return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
                                                        hndl.value(), 
                                                        hndl.documentation());
  
   }

◆ declareGaudiProperty() [3/4]

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

inlineprivateinherited

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

Definition at line 184 of file AthCommonDataStore.h.

   {
     return *AthCommonDataStore<PBASE>::declareProperty(hndl.name(),
                                                        hndl.value(), 
                                                        hndl.documentation());
   }

◆ declareGaudiProperty() [4/4]

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

inlineprivateinherited

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

Definition at line 199 of file AthCommonDataStore.h.

   {
     return PBASE::declareProperty(t);
   }

◆ declareProperty() [1/6]

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

inlineinherited

Declare a new Gaudi property.

Parameters

name	Name of the property.
hndl	Object holding the property value.
doc	Documentation string for the property.

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

Definition at line 245 of file AthCommonDataStore.h.

   {
     this->declare(hndl.vhKey());
     hndl.vhKey().setOwner(this);
  
     return PBASE::declareProperty(name,hndl,doc);
   }

◆ declareProperty() [2/6]

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

inlineinherited

Declare a new Gaudi property.

Parameters

name	Name of the property.
hndl	Object holding the property value.
doc	Documentation string for the property.

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

Definition at line 221 of file AthCommonDataStore.h.

   {
     this->declare(hndl);
     hndl.setOwner(this);
  
     return PBASE::declareProperty(name,hndl,doc);
   }

◆ declareProperty() [3/6]

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

inlineinherited

Definition at line 259 of file AthCommonDataStore.h.

   {
  
     // std::ostringstream ost;
     // ost << Algorithm::name() << " VHKA declareProp: " << name 
     //     << " size: " << hndArr.keys().size() 
     //     << " mode: " << hndArr.mode() 
     //     << "  vhka size: " << m_vhka.size()
     //     << "\n";
     // debug() << ost.str() << endmsg;
  
     hndArr.setOwner(this);
     m_vhka.push_back(&hndArr);
  
     Gaudi::Details::PropertyBase* p =  PBASE::declareProperty(name, hndArr, doc);
     if (p != 0) {
       p->declareUpdateHandler(&AthCommonDataStore<PBASE>::updateVHKA, this);
     } else {
       ATH_MSG_ERROR("unable to call declareProperty on VarHandleKeyArray " 
                     << name);
     }
  
     return p;
  
   }

◆ declareProperty() [4/6]

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

inlineinherited

Declare a new Gaudi property.

Parameters

name	Name of the property.
property	Object holding the property value.
doc	Documentation string for the property.

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

Definition at line 333 of file AthCommonDataStore.h.

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

◆ declareProperty() [5/6]

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

inlineinherited

Declare a new Gaudi property.

Parameters

name	Name of the property.
property	Object holding the property value.
doc	Documentation string for the property.

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

Definition at line 352 of file AthCommonDataStore.h.

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

◆ declareProperty() [6/6]

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

inlineinherited

Definition at line 145 of file AthCommonDataStore.h.

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

◆ detStore()

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

inlineinherited

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

Definition at line 95 of file AthCommonDataStore.h.

95 { return m_detStore; }

◆ eventInitialize()

StatusCode DiTauToolBase::eventInitialize ( DiTauCandidateData * data )

virtualinherited

Event initializer - called at the beginning of each event.

Definition at line 32 of file DiTauToolBase.cxx.

 {
   return StatusCode::SUCCESS;
 }

◆ evtStore() [1/2]

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

inlineinherited

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

Definition at line 85 of file AthCommonDataStore.h.

85 { return m_evtStore; }

◆ evtStore() [2/2]

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

inlineinherited

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

Definition at line 90 of file AthCommonDataStore.h.

90 { return m_evtStore; }

◆ execute()

StatusCode DiTauOnnxDiscriminantTool::execute	(	DiTauCandidateData *	data,
		const EventContext &	ctx
	)		const

overridevirtual

Execute - called for each Ditau candidate.

Reimplemented from DiTauToolBase.

Definition at line 72 of file src/DiTauOnnxDiscriminantTool.cxx.

 {
     static const SG::Accessor<float> omni_scoreDec("omni_score");
     xAOD::DiTauJet* xDitau = data->xAODDiTau;
     ATH_MSG_DEBUG("Inferencing omni DiTau ID score...");
     float score = GetDiTauObjOnnxScore(*xDitau);
     ATH_MSG_DEBUG("DiTau ID score: " << score);
     omni_scoreDec(*xDitau) = score;
     return StatusCode::SUCCESS;
 }

◆ extract_points()

std::vector< float > DiTauOnnxDiscriminantTool::extract_points ( const std::vector< std::vector< float >> & track_features ) const

private

Definition at line 92 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                                  {
   std::vector<float> points;
   points.reserve(track_features.size() * 2);
   for (const auto &track : track_features) {
     points.push_back(track[0]);  // delta_eta
     points.push_back(track[1]);  // delta_phi
   }
   return points;
 }

◆ 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

◆ finalize()

StatusCode DiTauOnnxDiscriminantTool::finalize ( )

overridevirtual

Finalizer.

Reimplemented from DiTauToolBase.

Definition at line 64 of file src/DiTauOnnxDiscriminantTool.cxx.

 {
   ATH_MSG_INFO( "Finalizing DiTauOnnxDiscriminantTool" );
   m_ort_session.reset();
   m_ort_env.reset();
   return StatusCode::SUCCESS;
 }

◆ flatten()

std::vector< float > DiTauOnnxDiscriminantTool::flatten ( const std::vector< std::vector< float >> & vec_2d ) const

private

Definition at line 83 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                   {
   std::vector<float> flattened;
   flattened.reserve(vec_2d.size() * (vec_2d.empty() ? 0 : vec_2d[0].size()));
   for (const auto &inner : vec_2d) {
     flattened.insert(flattened.end(), inner.begin(), inner.end());
   }
   return flattened;
 }

◆ GetDiTauObjOnnxScore()

float DiTauOnnxDiscriminantTool::GetDiTauObjOnnxScore ( const xAOD::DiTauJet & ditau ) const

private

Definition at line 145 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                     {
     // Decorators for reading the necessary features from the xAOD::DiTauJet object
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        ditau_ptAcc(m_ditau_pt_DecorKey); 
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        f_core_leadAcc(m_f_core_lead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        f_core_sublAcc(m_f_core_sublead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        f_subjet_sublAcc(m_f_subjet_subl_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        f_subjetAcc(m_f_subjets_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        R_max_leadAcc(m_R_max_lead_DecorKey); 
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        R_max_sublAcc(m_R_max_sublead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,int>          n_trackAcc(m_n_track_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        R_isotrackAcc(m_R_isotrack_DecorKey);   
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        R_tracks_sublAcc(m_R_track_sublead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        M_core_leadAcc(m_M_core_lead_DecorKey);  
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        M_core_sublAcc(m_M_core_sublead_DecorKey); 
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        M_tracks_leadAcc(m_M_track_lead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        d0_leadtrack_leadAcc(m_d0_leadtrack_lead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        d0_leadtrack_sublAcc(m_d0_leadtrack_sublead_DecorKey);
     SG::ReadDecorHandle<xAOD::DiTauJetContainer,float>        f_isotracksAcc(m_f_isotracks_DecorKey);
     // Accessors for reading the necessary features from the xAOD::TrackParticle object
     static const SG::ConstAccessor< uint8_t > numberOfInrmstPxlLyrHitsAcc ("numberOfInnermostPixelLayerHits");
     static const SG::ConstAccessor< uint8_t > numberOfPixelHitsAcc        ("numberOfPixelHits");
     static const SG::ConstAccessor< uint8_t > numberOfSCTHitsAcc          ("numberOfSCTHits");
     static const SG::ConstAccessor<   float > z0Acc                       ("z0");
     static const SG::ConstAccessor<   float > d0Acc                       ("d0");
     // Input features for Ditau tagger ONNX model
     std::vector<float> jet_vars = {
         R_max_leadAcc                   (ditau),
         R_max_sublAcc                   (ditau),
         R_tracks_sublAcc                (ditau),
         R_isotrackAcc                   (ditau),
         d0_leadtrack_leadAcc            (ditau),
         d0_leadtrack_sublAcc            (ditau),
         f_core_leadAcc                  (ditau),
         f_core_sublAcc                  (ditau),
         f_subjet_sublAcc                (ditau),
         f_subjetAcc                     (ditau),
         f_isotracksAcc                  (ditau),
         M_core_leadAcc                  (ditau),
         M_core_sublAcc                  (ditau),
         M_tracks_leadAcc                (ditau),
         static_cast<float>( n_trackAcc  (ditau)),
     };
     std::vector<int64_t> jet_shape = {1, static_cast<int64_t>(jet_vars.size())};
  
     const TrackParticleLinks_t &vTauTracks = ditau.trackLinks();
     std::vector<std::vector<float>> track_features(m_maxTracks, std::vector<float>(11, 0.0f));
  
     float jet_eta = ditau.eta();
     float jet_phi = ditau.phi();
     size_t num_tracks = std::min(static_cast<size_t>(m_maxTracks), vTauTracks.size());
  
     for (size_t i = 0; i < num_tracks; ++i) {
         const ElementLink<xAOD::TrackParticleContainer> &trackLink = vTauTracks[i];
         if (!trackLink.isValid()) continue;
         const xAOD::TrackParticle *xTrack = *trackLink;
         float track_eta    = xTrack->eta();
         float track_phi    = xTrack->phi();
         float delta_eta    = track_eta - jet_eta;
         float delta_phi    = std::remainder(track_phi - jet_phi, 2 * M_PI);
         float delta_R      = std::hypot(delta_eta, delta_phi);
         float track_pt     = static_cast<float>(xTrack->pt());
         float pt_log       = std::log(track_pt + 1e-8f);
         float jet_pt       = ditau_ptAcc(ditau);
         float pt_ratio     = track_pt / jet_pt;
         float pt_ratio_log = (pt_ratio <= 1.0f) ? std::log(1.0f - pt_ratio + 1e-8f) : 0.0f;
         float track_charge = xTrack->charge();
  
         track_features[i] = {
             delta_eta,
             delta_phi,
             pt_log,
             d0Acc(*xTrack),
             pt_ratio_log,
             z0Acc(*xTrack),
             delta_R,
             static_cast<float>(numberOfInrmstPxlLyrHitsAcc(*xTrack)),
             static_cast<float>(numberOfPixelHitsAcc(*xTrack)),
             static_cast<float>(numberOfSCTHitsAcc(*xTrack)),
             track_charge
         };
     }
     std::vector<int64_t> track_shape = {1, static_cast<int64_t>(m_maxTracks), 11};
  
     // Actual ONNX inference
     OnnxInputs inputs{
         flatten(track_features),
         track_shape,
         extract_points(track_features),
         {1, track_shape[1], 2},
         create_mask(track_features),
         {1, track_shape[1]},
         std::move(jet_vars),
         std::move(jet_shape),
         {0.0f},
         {1, 1}
     };
     auto output = run_inference(inputs);
     return output.output_1[1];
 }

◆ initialize()

StatusCode DiTauOnnxDiscriminantTool::initialize ( )

overridevirtual

Tool initializer.

Reimplemented from DiTauToolBase.

Definition at line 30 of file src/DiTauOnnxDiscriminantTool.cxx.

 {
   ATH_MSG_INFO( "Initializing DiTauOnnxDiscriminantTool" );
   ATH_MSG_INFO( "onnxModelPath: " << m_onnxModelPath );
   ATH_CHECK( m_ditau_pt_DecorKey.initialize() );
   ATH_CHECK( m_f_core_lead_DecorKey.initialize() );
   ATH_CHECK( m_f_core_sublead_DecorKey.initialize() );
   ATH_CHECK( m_f_subjet_subl_DecorKey.initialize() );
   ATH_CHECK( m_f_subjets_DecorKey.initialize() );
   ATH_CHECK( m_R_max_lead_DecorKey.initialize() );
   ATH_CHECK( m_R_max_sublead_DecorKey.initialize() );
   ATH_CHECK( m_n_track_DecorKey.initialize() );
   ATH_CHECK( m_R_track_all_DecorKey.initialize() );
   ATH_CHECK( m_R_isotrack_DecorKey.initialize() );
   ATH_CHECK( m_R_track_sublead_DecorKey.initialize() );
   ATH_CHECK( m_M_core_lead_DecorKey.initialize() );
   ATH_CHECK( m_M_core_sublead_DecorKey.initialize() );
   ATH_CHECK( m_M_track_lead_DecorKey.initialize() );
   ATH_CHECK( m_d0_leadtrack_lead_DecorKey.initialize() );
   ATH_CHECK( m_d0_leadtrack_sublead_DecorKey.initialize() );
   ATH_CHECK( m_f_isotracks_DecorKey.initialize() );
   auto model_path = PathResolverFindCalibFile (m_onnxModelPath);
   if (model_path.empty()) {
     ATH_MSG_ERROR("Could not find model file: " << m_onnxModelPath);
     return StatusCode::FAILURE;
   }
   m_ort_env = std::make_unique<Ort::Env>(ORT_LOGGING_LEVEL_WARNING, "OnnxUtil");
   Ort::SessionOptions session_options;
   session_options.SetIntraOpNumThreads(1);
   session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED);
   m_ort_session = std::make_unique<Ort::Session>(*m_ort_env, model_path.c_str(), session_options);
   return StatusCode::SUCCESS;
 }

◆ 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.

◆ interfaceID()

const InterfaceID & DiTauToolBase::interfaceID ( )

staticinherited

InterfaceID implementation needed for ToolHandle.

Definition at line 9 of file DiTauToolBase.cxx.

                                               {
   return DiTauToolBaseID;
 }

◆ msg() [1/2]

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

inlineinherited

Definition at line 24 of file AthCommonMsg.h.

                                 {
     return this->msgStream();
   }

◆ msg() [2/2]

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

inlineinherited

Definition at line 27 of file AthCommonMsg.h.

                                                   {
     return this->msgStream(lvl);
   }

◆ msgLvl()

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

inlineinherited

Definition at line 30 of file AthCommonMsg.h.

                                                {
     return this->msgLevel(lvl);
   }

◆ 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.

◆ 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.

   {
     h.renounce();
     PBASE::renounce (h);
   }

◆ 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.

                                                           {
     handlesArray.renounce();
   }

◆ retrieveTool()

template<class T >

bool DiTauToolBase::retrieveTool ( T & tool )

inherited

Convenience functions to handle storegate objects.

Definition at line 54 of file DiTauToolBase.cxx.

                                          {
   if (tool.retrieve().isFailure()) {
     ATH_MSG_FATAL("Failed to retrieve tool " << tool);
     return false;
   } else {
     ATH_MSG_VERBOSE("Retrieved tool " << tool);
   }
   return true;
 }

◆ run_inference()

DiTauOnnxDiscriminantTool::InferenceOutput DiTauOnnxDiscriminantTool::run_inference ( OnnxInputs & inputs ) const

private

Definition at line 116 of file src/DiTauOnnxDiscriminantTool.cxx.

                                                                                                          {
   std::vector<Ort::Value> input_tensors;
   input_tensors.reserve(m_input_node_names.size());
   input_tensors.emplace_back(create_tensor(inputs.input_features, inputs.input_features_shape));
   input_tensors.emplace_back(create_tensor(inputs.input_points, inputs.input_points_shape));
   input_tensors.emplace_back(create_tensor(inputs.input_mask, inputs.input_mask_shape));
   input_tensors.emplace_back(create_tensor(inputs.input_jet, inputs.input_jet_shape));
   input_tensors.emplace_back(create_tensor(inputs.input_time, inputs.input_time_shape));
  
   std::vector<const char *> input_node_names;
   input_node_names.reserve(m_input_node_names.size());
   std::transform(m_input_node_names.begin(), m_input_node_names.end(), std::back_inserter(input_node_names), [](const std::string &name) { return name.c_str(); });
  
   std::vector<const char *> output_node_names;
   output_node_names.reserve(m_output_node_names.size());
   std::transform(m_output_node_names.begin(), m_output_node_names.end(), std::back_inserter(output_node_names), [](const std::string &name) { return name.c_str(); });
  
   auto output_tensors = m_ort_session->Run(Ort::RunOptions{nullptr}, input_node_names.data(), input_tensors.data(), input_node_names.size(), output_node_names.data(), output_node_names.size());
  
   InferenceOutput output;
   for (size_t i = 0; i < output_tensors.size(); ++i) {
     const auto &tensor = output_tensors[i];
     const size_t length = tensor.GetTensorTypeAndShapeInfo().GetElementCount();
     const float *data = tensor.GetTensorData<float>();
     (i == 0 ? output.output_1 : output.output_2) = std::vector<float>(data, data + length);
   } 
   return output;
 }

◆ sysInitialize()

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

overridevirtualinherited

Perform system initialization for an algorithm.

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

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

◆ sysStart()

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

overridevirtualinherited

Handle START transition.

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

◆ updateVHKA()

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

inlineinherited

Definition at line 308 of file AthCommonDataStore.h.

                                                {
     // debug() << "updateVHKA for property " << p.name() << " " << p.toString() 
     //         << "  size: " << m_vhka.size() << endmsg;
     for (auto &a : m_vhka) {
       std::vector<SG::VarHandleKey*> keys = a->keys();
       for (auto k : keys) {
         k->setOwner(this);
       }
     }
   }

Member Data Documentation

◆ m_d0_leadtrack_lead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_d0_leadtrack_lead_DecorKey { this, "DiTauD0LeadTrackLeadName", "DiTauJets.d0_leadtrack_lead", "Name of the DiTau dR between the leading track within the lead subjet with respect to the lead subjet"}

private

Definition at line 96 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_d0_leadtrack_sublead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_d0_leadtrack_sublead_DecorKey { this, "DiTauD0SubleadTrackLeadName", "DiTauJets.d0_leadtrack_subl", "Name of the DiTau dR between the leading track within the sublead subjet with respect to the sublead subjet"}

private

Definition at line 97 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_detStore

StoreGateSvc_t AthCommonDataStore< AthCommonMsg< AlgTool > >::m_detStore

privateinherited

Pointer to StoreGate (detector store by default)

Definition at line 393 of file AthCommonDataStore.h.

◆ m_ditau_pt_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_ditau_pt_DecorKey { this, "DiTauPtDecorName", "DiTauJets.ditau_pt", "Name of the DiTau Pt decoration"}

private

Definition at line 82 of file DiTauRec/DiTauOnnxDiscriminantTool.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_f_core_lead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_f_core_lead_DecorKey { this, "DiTauFCoreLeadName", "DiTauJets.f_core_lead", "Name of the Ditau leading subjet core energy fraction decoration"}

private

Definition at line 83 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_f_core_sublead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_f_core_sublead_DecorKey { this, "DiTauFCoreSubLeadName", "DiTauJets.f_core_subl", "Name of the Ditau subleading subjet core energy fraction decoration"}

private

Definition at line 84 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_f_isotracks_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_f_isotracks_DecorKey { this, "DiTauFIsotracks", "DiTauJets.f_isotracks", "Name of the DiTau energy fraction carried by isolated tracks"}

private

Definition at line 98 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_f_subjet_subl_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_f_subjet_subl_DecorKey { this, "DiTauSubjetSublName", "DiTauJets.f_subjet_subl", "Name of the Ditau subleading subjet pt fraction decoration"}

private

Definition at line 85 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_f_subjets_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_f_subjets_DecorKey { this, "DiTauSubjetsName", "DiTauJets.f_subjets", "Name of the DiTau subjets fraction decoration"}

private

Definition at line 86 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_input_node_names

const std::vector<std::string> DiTauOnnxDiscriminantTool::m_input_node_names = {"input_features", "input_points", "input_mask", "input_jet", "input_time"}

private

Definition at line 53 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_M_core_lead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_M_core_lead_DecorKey { this, "DiTauMCoreLeadName", "DiTauJets.m_core_lead", "Name of the Ditau mass of tracks in the core region of the leading subjet decoration"}

private

Definition at line 93 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_M_core_sublead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_M_core_sublead_DecorKey { this, "DiTauMCoreSubleadName", "DiTauJets.m_core_subl", "Name of the Ditau mass of tracks in the core region of the leading subjet decoration"}

private

Definition at line 94 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_M_track_lead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_M_track_lead_DecorKey { this, "DiTauMTrackLeadName", "DiTauJets.m_tracks_lead", "Name of the Ditau mass of tracks in the leading subjet decoration"}

private

Definition at line 95 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_maxTracks

Gaudi::Property<size_t> DiTauOnnxDiscriminantTool::m_maxTracks {this, "maxTracks", 10}

private

Definition at line 49 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_n_track_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_n_track_DecorKey { this, "DiTauNTrackName", "DiTauJets.n_track", "Name of the Ditau number of tracks decoration"}

private

Definition at line 89 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_onnxModelPath

Gaudi::Property<std::string> DiTauOnnxDiscriminantTool::m_onnxModelPath {this, "onnxModelPath", "TrigTauRec/00-11-02/dev/boosted_ditau_omni_model.onnx"}

private

Definition at line 48 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_ort_env

std::unique_ptr<Ort::Env> DiTauOnnxDiscriminantTool::m_ort_env

private

Definition at line 51 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_ort_session

std::unique_ptr<Ort::Session> DiTauOnnxDiscriminantTool::m_ort_session

private

Definition at line 52 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_output_node_names

const std::vector<std::string> DiTauOnnxDiscriminantTool::m_output_node_names = {"output_1", "output_2"}

private

Definition at line 54 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_R_isotrack_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_R_isotrack_DecorKey { this, "DiTauRIsoTrackAllName", "DiTauJets.R_isotrack", "Name of the Ditau DeltaR isolated tracks over pt decoration"}

private

Definition at line 91 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_R_max_lead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_R_max_lead_DecorKey { this, "DiTauRMaxLeadName", "DiTauJets.R_max_lead", "Name of the Ditau Max dR distance track from leading subjet decoration"}

private

Definition at line 87 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_R_max_sublead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_R_max_sublead_DecorKey { this, "DiTauRMaxSubleadName", "DiTauJets.R_max_subl", "Name of the Ditau Max dR distance track from subleading subjet decoration"}

private

Definition at line 88 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_R_track_all_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_R_track_all_DecorKey { this, "DiTauRTrackAllName", "DiTauJets.R_track_all", "Name of the Ditau DeltaR tracks over pt in the large region decoration"}

private

Definition at line 90 of file DiTauRec/DiTauOnnxDiscriminantTool.h.

◆ m_R_track_sublead_DecorKey

SG::ReadDecorHandleKey<xAOD::DiTauJetContainer> DiTauOnnxDiscriminantTool::m_R_track_sublead_DecorKey { this, "DiTauRTrackSubleadName", "DiTauJets.R_tracks_subl", "Name of the Ditau DeltaR tracks over pt in the large region of the subleading subjet decoration"}

private

Definition at line 92 of file DiTauRec/DiTauOnnxDiscriminantTool.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.

The documentation for this class was generated from the following files:

Classes

Public Member Functions

Static Public Member Functions

Protected Member Functions

Private Types

Private Member Functions

Private Attributes

Detailed Description

Member Typedef Documentation

◆ StoreGateSvc_t

Constructor & Destructor Documentation

◆ DiTauOnnxDiscriminantTool()

◆ ~DiTauOnnxDiscriminantTool()

Member Function Documentation

◆ create_mask()

◆ create_tensor()

◆ declareGaudiProperty() [1/4]

◆ declareGaudiProperty() [2/4]

◆ declareGaudiProperty() [3/4]

◆ declareGaudiProperty() [4/4]

◆ declareProperty() [1/6]

◆ declareProperty() [2/6]

◆ declareProperty() [3/6]

◆ declareProperty() [4/6]

◆ declareProperty() [5/6]

◆ declareProperty() [6/6]

◆ detStore()

◆ eventInitialize()

◆ evtStore() [1/2]

◆ evtStore() [2/2]

◆ execute()

◆ extract_points()

◆ extraDeps_update_handler()

◆ finalize()

◆ flatten()

◆ GetDiTauObjOnnxScore()

◆ initialize()

◆ inputHandles()

◆ interfaceID()

◆ msg() [1/2]

◆ msg() [2/2]

◆ msgLvl()

◆ outputHandles()

◆ renounce()

◆ renounceArray()

◆ retrieveTool()

◆ run_inference()

◆ sysInitialize()

◆ sysStart()

◆ updateVHKA()

Member Data Documentation

◆ m_d0_leadtrack_lead_DecorKey

◆ m_d0_leadtrack_sublead_DecorKey

◆ m_detStore

◆ m_ditau_pt_DecorKey

◆ m_evtStore

◆ m_f_core_lead_DecorKey

◆ m_f_core_sublead_DecorKey

◆ m_f_isotracks_DecorKey

◆ m_f_subjet_subl_DecorKey

◆ m_f_subjets_DecorKey

◆ m_input_node_names

◆ m_M_core_lead_DecorKey

◆ m_M_core_sublead_DecorKey

◆ m_M_track_lead_DecorKey

◆ m_maxTracks

◆ m_n_track_DecorKey

◆ m_onnxModelPath

◆ m_ort_env

◆ m_ort_session

◆ m_output_node_names

◆ m_R_isotrack_DecorKey

◆ m_R_max_lead_DecorKey

◆ m_R_max_sublead_DecorKey

◆ m_R_track_all_DecorKey

◆ m_R_track_sublead_DecorKey

◆ m_varHandleArraysDeclared

◆ m_vhka