TauToolHolder.py

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# Copyright (C) 2002-2024 CERN for the benefit of the ATLAS collaboration
 
 
 
from AthenaConfiguration.ComponentAccumulator import ComponentAccumulator
from AthenaConfiguration.ComponentFactory import CompFactory
from AthenaConfiguration.AccumulatorCache import AccumulatorCache
from AthenaConfiguration.Enums import ProductionStep
from AthenaCommon.SystemOfUnits import GeV, MeV, deg
 
 
 
@AccumulatorCache
def JetSeedBuilderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'JetSeedBuilder'
 
    JetSeedBuilder = CompFactory.getComp("JetSeedBuilder")
    JetSeedBuilder = JetSeedBuilder(name = _name)
    
    result.setPrivateTools(JetSeedBuilder)
    return result
 
 
def TauVertexFinderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauVertexFinder'
 
    from InDetConfig.InDetTrackSelectionToolConfig import Tau_InDetTrackSelectionToolForTJVACfg
    from TrackVertexAssociationTool.TrackVertexAssociationToolConfig import TauTTVAToolCfg
 
    # Algorithm that overwrites numTrack() and charge() of tauJets in container
    # from tauRecTools.tauRecToolsConf import TauVertexFinder
    TauVertexFinder = CompFactory.getComp("TauVertexFinder")
    TauVertexFinder = TauVertexFinder(name = _name,
                                      UseTJVA                 = flags.Tau.doTJVA,
                                      UseTJVA_Tiebreak        = flags.Tau.doTJVATiebreak,
                                      AssociatedTracks="GhostTrack", # OK??
                                      InDetTrackSelectionToolForTJVA = result.popToolsAndMerge(Tau_InDetTrackSelectionToolForTJVACfg(flags)),
                                      Key_trackPartInputContainer= flags.Tau.ActiveConfig.TrackCollection,
                                      Key_vertexInputContainer = flags.Tau.ActiveConfig.VertexCollection,
                                      TVATool = result.popToolsAndMerge(TauTTVAToolCfg(flags)),
                                      inEleRM = flags.Tau.ActiveConfig.inTauEleRM,
                                      )
 
    result.setPrivateTools(TauVertexFinder)
    return result
 
 
def TauAxisCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauAxis'
 
    TauAxisSetter = CompFactory.getComp("TauAxisSetter")
    TauAxisSetter = TauAxisSetter(  name = _name,
                                    ClusterCone = 0.2,
                                    VertexCorrection = True )
 
    result.setPrivateTools(TauAxisSetter)
    return result
 
 
 
def getParticleCache(flags):
    #If reading from ESD we not create a cache of extrapolations to the calorimeter, so we should signify this by setting the cache key to a null string
    if flags.Common.ProductionStep is ProductionStep.Reconstruction:
        ParticleCache = "ParticleCaloExtension"
    else:
        ParticleCache = ""
 
    return ParticleCache
 
 
def TauTrackFinderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauTrackFinder'
 
    # BeamSpot Conditions
    from BeamSpotConditions.BeamSpotConditionsConfig import BeamSpotCondAlgCfg
    result.merge(BeamSpotCondAlgCfg(flags))
 
    from TrackToVertex.TrackToVertexConfig import TrackToVertexCfg
    from TrackToCalo.TrackToCaloConfig import ParticleCaloExtensionToolCfg
    from TrkConfig.TrkVertexFitterUtilsConfig import AtlasTrackToVertexIPEstimatorCfg
    from InDetConfig.InDetTrackSelectorToolConfig import TauRecInDetTrackSelectorToolCfg
 
    TauTrackFinder = CompFactory.getComp("TauTrackFinder")
    TauTrackFinder = TauTrackFinder(name = _name,
                                    MaxJetDrTau = 0.2,
                                    MaxJetDrWide = 0.4,
                                    TrackSelectorToolTau      = result.popToolsAndMerge(TauRecInDetTrackSelectorToolCfg(flags)),
                                    TrackToVertexTool         = result.popToolsAndMerge(TrackToVertexCfg(flags)),
                                    ParticleCaloExtensionTool = result.popToolsAndMerge(ParticleCaloExtensionToolCfg(flags)),
                                    tauParticleCache = getParticleCache(flags), # only returns a string
                                    removeDuplicateCoreTracks = flags.Tau.RemoveDupeCoreTracks,
                                    useGhostTracks = flags.Tau.useGhostTracks,
                                    ghostTrackDR = flags.Tau.ghostTrackDR,
                                    Key_jetContainer = (flags.Tau.ActiveConfig.SeedJetCollection if flags.Tau.useGhostTracks else ""),
                                    Key_trackPartInputContainer = flags.Tau.ActiveConfig.TrackCollection,
                                    Key_LargeD0TrackInputContainer = (flags.Tau.ActiveConfig.LargeD0TrackCollection if flags.Tau.associateLRT else ""),
                                    TrackToVertexIPEstimator = result.popToolsAndMerge(AtlasTrackToVertexIPEstimatorCfg(flags)),
                                    inEleRM = flags.Tau.ActiveConfig.inTauEleRM,
                                    #maxDeltaZ0wrtLeadTrk = 2, #in mm
                                    #removeTracksOutsideZ0wrtLeadTrk = True
    )
    result.setPrivateTools(TauTrackFinder)
    return result
 
 
def TauClusterFinderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauClusterFinder'
 
 
    TauClusterFinder = CompFactory.getComp("TauClusterFinder")
    TauClusterFinder = TauClusterFinder(
        name = _name, 
        inEleRM = flags.Tau.ActiveConfig.inTauEleRM,
    )
 
 
    result.setPrivateTools(TauClusterFinder)
    return result
 
 
def TauVertexedClusterDecoratorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauVertexedClusterDecorator'
 
    TauVertexedClusterDecorator = CompFactory.getComp("TauVertexedClusterDecorator")
    myTauVertexedClusterDecorator = TauVertexedClusterDecorator(name = _name,
                                                                SeedJet = flags.Tau.ActiveConfig.SeedJetCollection)
 
    result.setPrivateTools(myTauVertexedClusterDecorator)
    return result
 
 
def TauTrackRNNCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauTrackRNNClassifier'
 
    TrackRNN = CompFactory.tauRecTools.TrackRNN
    _RNN = TrackRNN(name = _name + "_TrackRNN",
                    InputWeightsPath = flags.Tau.tauRNNTrackClassConfig,
                    calibFolder = flags.Tau.tauRecToolsCVMFSPath )
 
    result.setPrivateTools(_RNN)
    return result
 
 
def TauTrackRNNClassifierCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauTrackRNNClassifier'
 
    # create tool alg
    TauTrackRNNClassifier = CompFactory.tauRecTools.TauTrackRNNClassifier
 
    import cppyy
    cppyy.load_library('libxAODTau_cDict')
 
    _classifyLRT = True
    if flags.Tau.associateLRT and not flags.Tau.classifyLRT:
        _classifyLRT = False
 
    myTauTrackClassifier = TauTrackRNNClassifier( name = _name,
                                                  Classifiers = [ result.popToolsAndMerge(TauTrackRNNCfg(flags)) ],
                                                  classifyLRT = _classifyLRT )
 
    result.setPrivateTools(myTauTrackClassifier)
    return result
 
 
def EnergyCalibrationLCCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix +'EnergyCalibrationLC'
 
    TauCalibrateLC = CompFactory.getComp("TauCalibrateLC")
    TauCalibrateLC = TauCalibrateLC(name = _name,
                                    calibrationFile = flags.Tau.CalibrateLCConfig,
                                    Key_vertexInputContainer = flags.Tau.ActiveConfig.VertexCollection)
            
    result.setPrivateTools(TauCalibrateLC)
    return result
 
 
def CellVariablesCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CellVariables'
 
    TauCellVariables = CompFactory.getComp("TauCellVariables")
    TauCellVariables = TauCellVariables(name = _name,
                                        VertexCorrection = True)
 
    result.setPrivateTools(TauCellVariables)
    return result
 
 
def ElectronVetoVarsCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauElectronVetoVars'
    
    from TrackToCalo.TrackToCaloConfig import ParticleCaloExtensionToolCfg
 
    TauElectronVetoVariables = CompFactory.getComp("TauElectronVetoVariables")
    TauElectronVetoVariables = TauElectronVetoVariables(name = _name,
                                                        VertexCorrection = True,
                                                        ParticleCaloExtensionTool = result.popToolsAndMerge(ParticleCaloExtensionToolCfg(flags)),
                                                        tauEVParticleCache = getParticleCache(flags))
 
    result.setPrivateTools(TauElectronVetoVariables)
    return result
 
 
def CellWeightToolCfg(flags):
    result = ComponentAccumulator()
 
    # copied from CaloClusterCorrection/python/StandardCellWeightCalib
    H1WeightToolCSC12Generic = CompFactory.H1WeightToolCSC12Generic  # CaloClusterCorrection
    isMC = flags.Input.isMC 
 
    finder = "Cone"
    mainparam = 0.4
    inputn = "Topo"
    onlyCellWeight = False
    from CaloClusterCorrection.StandardCellWeightCalib import H1Calibration, editParm
    (key,folder,tag) = H1Calibration.getCalibDBParams(flags, finder, mainparam, inputn, onlyCellWeight, isMC)
    # H1Calibration.loadCaloFolder(result, flags, folder, tag, isMC)
    from IOVDbSvc.IOVDbSvcConfig import addFolders
    if isMC:
        dbString="CALO_OFL"
    else:
        dbString="CALO"
    if (folder,tag) not in H1Calibration.loaded_folder:
        if H1Calibration.overrideFolder():
            result.merge(addFolders(flags, folder+'<tag>'+tag+'</tag>', detDb=dbString, className='CaloRec::ToolConstants') )
        else:
            result.merge(addFolders(flags, folder, detDb=dbString, className='CaloRec::ToolConstants') )
 
        H1Calibration.loaded_folder.append( (folder,tag) )
 
    #-- configure tool
    toolName = finder + editParm(mainparam) + inputn
    cellcalibtool = H1WeightToolCSC12Generic("H1Weight"+toolName)
    cellcalibtool.DBHandleKey = key
    result.setPrivateTools(cellcalibtool)
    # --
    return result
 
 
def TauShotFinderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauShotFinder'
 
    shotPtCut_1Photon = flags.Tau.shotPtCut_1Photon
    shotPtCut_2Photons = flags.Tau.shotPtCut_2Photons
 
    
    from CaloClusterCorrection.StandardCellWeightCalib import getCellWeightTool
    CaloWeightTool = getCellWeightTool(flags=flags)
 
 
    TauShotFinder = CompFactory.getComp("TauShotFinder")
    TauShotFinder = TauShotFinder(
        name                                = _name,
        CaloWeightTool                      = result.popToolsAndMerge(CaloWeightTool),
        NCellsInEta                         = 5,
        MinPtCut                            = shotPtCut_1Photon,
        AutoDoubleShotCut                   = shotPtCut_2Photons,
        Key_RemovedClusterInputContainer    = flags.Tau.ActiveConfig.RemovedElectronClusters,
        RemoveElectronCells                 = flags.Tau.ActiveConfig.RemoveElectronCells,
        inEleRM                             = flags.Tau.ActiveConfig.inTauEleRM,
    )
 
    result.setPrivateTools(TauShotFinder)
    return result
 
 
def Pi0ClusterFinderCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0ClusterFinder'
 
    TauPi0CreateROI = CompFactory.getComp("TauPi0CreateROI")
    
    myTauPi0CreateROI = TauPi0CreateROI(
        name                             = _name,
        Key_caloCellInputContainer       = "AllCalo",
        Key_RemovedClusterInputContainer = flags.Tau.ActiveConfig.RemovedElectronClusters,
        inEleRM                          = flags.Tau.ActiveConfig.inTauEleRM,
        RemoveElectronCells              = flags.Tau.ActiveConfig.RemoveElectronCells,
    )
 
    result.setPrivateTools(myTauPi0CreateROI)
    return result
 
 
def TauCellFinalizerCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'tauPi0CellContainerFinalizer'
 
    CaloCellContainerFinalizerTool = CompFactory.getComp("CaloCellContainerFinalizerTool")
    TauCellContainerFinalizer = CaloCellContainerFinalizerTool(name=_name)
 
    result.setPrivateTools(TauCellContainerFinalizer)
    return result
 
 
 
def TauCaloLCClassificationCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'LCClassify'
 
    CaloLCClassificationTool = CompFactory.getComp("CaloLCClassificationTool")
    LCClassify = CaloLCClassificationTool(_name)
    LCClassify.ClassificationKey   = "EMFracClassify"
    LCClassify.UseSpread = False
    LCClassify.MaxProbability = 0.5
    # add the moments EM_PROBABILITY, HAD_WEIGHT, OOC_WEIGHT, DM_WEIGHT to the AOD:
    LCClassify.StoreClassificationProbabilityInAOD = True
    LCClassify.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
    LCClassify.UseNormalizedEnergyDensity = True
 
    result.setPrivateTools(LCClassify)
    return result
 
def TauCaloLCWeightCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CaloLCWeightTool'
 
    # Schedule total noise cond alg
    from CaloTools.CaloNoiseCondAlgConfig import CaloNoiseCondAlgCfg
    result.merge(CaloNoiseCondAlgCfg(flags,"totalNoise"))
    # Schedule electronic noise cond alg (needed for LC weights)
    result.merge(CaloNoiseCondAlgCfg(flags,"electronicNoise"))
 
    CaloLCWeightTool = CompFactory.getComp("CaloLCWeightTool")
    LCWeight = CaloLCWeightTool(_name)
    LCWeight.CorrectionKey       = "H1ClusterCellWeights"
    LCWeight.SignalOverNoiseCut  = 2.0
    LCWeight.UseHadProbability   = True
 
    result.setPrivateTools(LCWeight)
    return result
 
def TauCaloLCOutOfClusterCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CaloLCOutOfClusterTool'
 
    CaloLCOutOfClusterTool = CompFactory.getComp("CaloLCOutOfClusterTool")
    LCOut = CaloLCOutOfClusterTool(_name)
    LCOut.CorrectionKey       = "OOCCorrection"
    LCOut.UseEmProbability    = False
    LCOut.UseHadProbability   = True
 
    result.setPrivateTools(LCOut)
    return result
 
def TauCaloLCOutPi0Cfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'LCOutPi0'
 
    CaloLCOutOfClusterTool = CompFactory.getComp("CaloLCOutOfClusterTool")
    LCOutPi0 = CaloLCOutOfClusterTool(_name)
    LCOutPi0.CorrectionKey    = "OOCPi0Correction"
    LCOutPi0.UseEmProbability  = True
    LCOutPi0.UseHadProbability = False
 
    result.setPrivateTools(LCOutPi0)
    return result
 
def TauCaloLCDeadMaterialCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CaloLCDeadMaterialTool'
 
    CaloLCDeadMaterialTool = CompFactory.getComp("CaloLCDeadMaterialTool")
    LCDeadMaterial = CaloLCDeadMaterialTool(_name)
    LCDeadMaterial.HadDMCoeffKey       = "HadDMCoeff2"
    LCDeadMaterial.ClusterRecoStatus   = 0
    LCDeadMaterial.WeightModeDM        = 2
    LCDeadMaterial.UseHadProbability   = True
    LCDeadMaterial.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(LCDeadMaterial)
    return result
 
def TauCaloClusterLocalCalibCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CaloLocalCalib'
 
    CaloClusterLocalCalib = CompFactory.getComp("CaloClusterLocalCalib")
    LocalCalib =  CaloClusterLocalCalib(_name)
    LocalCalib.ClusterClassificationTool     = [result.popToolsAndMerge(TauCaloLCClassificationCfg(flags))]
    LocalCalib.ClusterRecoStatus             = [1,2]
    LocalCalib.LocalCalibTools               = [result.popToolsAndMerge(TauCaloLCWeightCfg(flags))]
    LocalCalib.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(LocalCalib)
    return result
 
def TauCaloOOCCalibCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'OOCCalibTool'
 
    CaloClusterLocalCalib = CompFactory.getComp("CaloClusterLocalCalib")
    OOCCalib   = CaloClusterLocalCalib (_name)
    OOCCalib.ClusterRecoStatus   = [1,2]
    OOCCalib.LocalCalibTools     = [result.popToolsAndMerge(TauCaloLCOutOfClusterCfg(flags))]
    OOCCalib.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(OOCCalib)
    return result
 
def TauCaloDMCalibCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'DMCalib'
 
    CaloClusterLocalCalib = CompFactory.getComp("CaloClusterLocalCalib")
    DMCalib =  CaloClusterLocalCalib(_name)
    DMCalib.ClusterRecoStatus             = [1,2]
    DMCalib.LocalCalibTools = [result.popToolsAndMerge(TauCaloLCDeadMaterialCfg(flags))]
    DMCalib.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(DMCalib)
    return result
 
def TauCaloOOCPi0CalibCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'OOCPi0CalibTool'
 
    CaloClusterLocalCalib = CompFactory.getComp("CaloClusterLocalCalib")
    OOCPi0Calib   = CaloClusterLocalCalib (_name)
    OOCPi0Calib.ClusterRecoStatus   = [1,2]
    OOCPi0Calib.LocalCalibTools     = [result.popToolsAndMerge(TauCaloLCOutPi0Cfg(flags))]
    OOCPi0Calib.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(OOCPi0Calib)
    return result
 
def TauCaloClusterCellWeightCalibCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CellWeights'
 
    CaloClusterCellWeightCalib = CompFactory.getComp("CaloClusterCellWeightCalib")
    CellWeights = CaloClusterCellWeightCalib(_name)
    CellWeights.CellSignalWeightTool = result.popToolsAndMerge(CellWeightToolCfg(flags))
    CellWeights.Direction = "AbsSignal" #-- use absolute cell energies for eta/phi calculation
    CellWeights.BelowThresholdLikeAll = True #-- treat clusters below thresholds the same as all others
    CellWeights.BelowThresholdDirection = "AbsSignal" #-- alternative direction calculation for below threshold clusters, ignored if BelowThresholdLikeAll = True
    CellWeights.EnergyThreshold = 0.0*MeV #-- threshold for possible change of direction calculation
    CellWeights.IgnoreGeoWeights = False #-- ignore geometrical cell signal weights if True
 
    result.setPrivateTools(CellWeights)
    return result
 
def TauCaloTopoClusterMakerCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0TopoClusterMaker'
 
    # Schedule total noise cond alg
    from CaloTools.CaloNoiseCondAlgConfig import CaloNoiseCondAlgCfg
    result.merge(CaloNoiseCondAlgCfg(flags,"totalNoise"))
    # Schedule electronic noise cond alg (needed for LC weights)
    result.merge(CaloNoiseCondAlgCfg(flags,"electronicNoise"))
 
    CaloTopoClusterMaker = CompFactory.getComp("CaloTopoClusterMaker")
    TopoClusterForTaus = CaloTopoClusterMaker(_name)
 
    TopoClusterForTaus.CellsName = flags.Tau.ActiveConfig.TauCommonPi0Cells
    TopoClusterForTaus.CalorimeterNames=["LAREM"]
    TopoClusterForTaus.SeedSamplingNames = ["PreSamplerB", "EMB1", "EMB2", "PreSamplerE", "EME1", "EME2"]
    TopoClusterForTaus.NeighborOption                    = "super3D"
    TopoClusterForTaus.RestrictHECIWandFCalNeighbors     = False
    TopoClusterForTaus.RestrictPSNeighbors               = True
    TopoClusterForTaus.CellThresholdOnEorAbsEinSigma     = 0.0
    TopoClusterForTaus.NeighborThresholdOnEorAbsEinSigma = 2.0
    TopoClusterForTaus.SeedThresholdOnEorAbsEinSigma     = 4.0
    TopoClusterForTaus.SeedCutsInAbsE                    = True
    TopoClusterForTaus.ClusterCutsInAbsEt                = True
    TopoClusterForTaus.ClusterEtorAbsEtCut               = 0.5*GeV # 0.0*MeV in standard CaloCalTopoCluster JobOptions!
    TopoClusterForTaus.TwoGaussianNoise                  = flags.Calo.TopoCluster.doTwoGaussianNoise
    # timing cut on seed cell to suppress out-of-time pileup
    TopoClusterForTaus.SeedCutsInT = flags.Calo.TopoCluster.doTimeCut
    TopoClusterForTaus.CutOOTseed = flags.Calo.TopoCluster.extendTimeCut and flags.Calo.TopoCluster.doTimeCut
    TopoClusterForTaus.UseTimeCutUpperLimit = flags.Calo.TopoCluster.useUpperLimitForTimeCut
    TopoClusterForTaus.TimeCutUpperLimit = flags.Calo.TopoCluster.timeCutUpperLimit
    TopoClusterForTaus.XTalkEM2 = flags.Calo.TopoCluster.xtalkEM2
    TopoClusterForTaus.XTalkEM2D = flags.Calo.TopoCluster.xtalkEM2D
    TopoClusterForTaus.XTalkEM2n = flags.Calo.TopoCluster.xtalkEM2n
    TopoClusterForTaus.XTalkEM3 = flags.Calo.TopoCluster.xtalkEM3
    TopoClusterForTaus.XTalkEMEta = flags.Calo.TopoCluster.xtalkEMEta
    TopoClusterForTaus.XTalkDeltaT = flags.Calo.TopoCluster.xtalkDeltaT
    TopoClusterForTaus.XTalk2Eratio1 = flags.Calo.TopoCluster.xtalk2Eratio1
    TopoClusterForTaus.XTalk2Eratio2 = flags.Calo.TopoCluster.xtalk2Eratio2
    TopoClusterForTaus.XTalk3Eratio = flags.Calo.TopoCluster.xtalk3Eratio
    TopoClusterForTaus.XTalkEtaEratio = flags.Calo.TopoCluster.xtalkEtaEratio
    TopoClusterForTaus.XTalk2DEratio = flags.Calo.TopoCluster.xtalk2DEratio
 
    result.setPrivateTools(TopoClusterForTaus)
    return result
 
def TauCaloTopoClusterSplitterCfg(flags):
 
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0TopoClusterSplitter'
 
    CaloTopoClusterSplitter = CompFactory.getComp("CaloTopoClusterSplitter")
    TopoSplitterForTaus = CaloTopoClusterSplitter(_name)
 
    # cells from the following samplings will be able to form local
    # maxima. The excluded samplings are PreSamplerB, EMB1,
    # PreSamplerE, EME1, all Tile samplings, all HEC samplings and the
    # two rear FCal samplings.
    TopoSplitterForTaus.SamplingNames = ["EMB2","EME2"] # Do we want to use EMB3 and EME3?
    # cells from the following samplings will also be able to form
    # local maxima but only if they are not overlapping in eta and phi
    # with local maxima in previous samplings from the primary list.
    TopoSplitterForTaus.SecondarySamplingNames = ["EMB1","EME1"]
    TopoSplitterForTaus.ShareBorderCells = True
    TopoSplitterForTaus.RestrictHECIWandFCalNeighbors  = False
    TopoSplitterForTaus.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
 
    result.setPrivateTools(TopoSplitterForTaus)
    return result
 
def TauCaloClusterMomentsMakerCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0TopoMoments'
 
    # Schedule total noise cond alg
    from CaloTools.CaloNoiseCondAlgConfig import CaloNoiseCondAlgCfg
    result.merge(CaloNoiseCondAlgCfg(flags,"totalNoise"))
    # Schedule electronic noise cond alg (needed for LC weights)
    result.merge(CaloNoiseCondAlgCfg(flags,"electronicNoise"))
 
    CaloClusterMomentsMaker = CompFactory.getComp("CaloClusterMomentsMaker")
    TopoMomentsForTaus = CaloClusterMomentsMaker(_name)
    TopoMomentsForTaus.WeightingOfNegClusters = flags.Calo.TopoCluster.doTreatEnergyCutAsAbsolute
    TopoMomentsForTaus.MaxAxisAngle = 20*deg
    TopoMomentsForTaus.TwoGaussianNoise = flags.Calo.TopoCluster.doTwoGaussianNoise
    TopoMomentsForTaus.MinBadLArQuality = 4000
    TopoMomentsForTaus.MomentsNames = ["FIRST_PHI"
                                       ,"FIRST_ETA"
                                       ,"SECOND_R"
                                       ,"SECOND_LAMBDA"
                                       ,"DELTA_PHI"
                                       ,"DELTA_THETA"
                                       ,"DELTA_ALPHA"
                                       ,"CENTER_X"
                                       ,"CENTER_Y"
                                       ,"CENTER_Z"
                                       ,"CENTER_MAG"
                                       ,"CENTER_LAMBDA"
                                       ,"LATERAL"
                                       ,"LONGITUDINAL"
                                       ,"ENG_FRAC_EM"
                                       ,"ENG_FRAC_MAX"
                                       ,"ENG_FRAC_CORE"
                                       ,"FIRST_ENG_DENS"
                                       ,"SECOND_ENG_DENS"
                                       ,"ISOLATION"]
 
    result.setPrivateTools(TopoMomentsForTaus)
    return result
 
def TauCaloClusterBadChannelCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'CaloClusterBadChannelList'
 
    CaloClusterBadChannelListCorr = CompFactory.getComp("CaloClusterBadChannelList")
    BadChannelListCorrForTaus = CaloClusterBadChannelListCorr(_name)
 
    result.setPrivateTools(BadChannelListCorrForTaus)
    return result
 
 
def Pi0ClusterCreatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0ClusterCreator'
 
    TauPi0ClusterCreator = CompFactory.getComp("TauPi0ClusterCreator")
    TauPi0ClusterCreator = TauPi0ClusterCreator(name = _name)
 
    result.setPrivateTools(TauPi0ClusterCreator)
    return result
 
 
def Pi0ClusterScalerCfg(flags): 
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0ClusterScaler'
 
    TauPi0ClusterScaler = CompFactory.getComp("TauPi0ClusterScaler")
    TauPi0ClusterScaler = TauPi0ClusterScaler(name = _name)
 
    result.setPrivateTools(TauPi0ClusterScaler)
    return result
 
 
def Pi0ScoreCalculatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0ScoreCalculator'
 
    TauPi0ScoreCalculator = CompFactory.getComp("TauPi0ScoreCalculator")
    TauPi0ScoreCalculator = TauPi0ScoreCalculator(name = _name,
                                                  BDTWeightFile = flags.Tau.Pi0ScoreConfig)
 
    result.setPrivateTools(TauPi0ScoreCalculator)
    return result
 
 
def Pi0SelectorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'Pi0Selector'
 
    TauPi0Selector = CompFactory.getComp("TauPi0Selector")
    TauPi0Selector = TauPi0Selector(name = _name,
                                    ClusterEtCut         = flags.Tau.pi0EtCuts,
                                    ClusterBDTCut_1prong = flags.Tau.pi0MVACuts_1prong,
                                    ClusterBDTCut_mprong = flags.Tau.pi0MVACuts_mprong)
 
    result.setPrivateTools(TauPi0Selector)
    return result
 
 
def TauVertexVariablesCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauVertexVariables'
 
    from TrkConfig.TrkVertexFittersConfig import TauAdaptiveVertexFitterCfg
    from TrkConfig.TrkVertexSeedFinderToolsConfig import (
        CrossDistancesSeedFinderCfg)
 
    TauVertexVariables = CompFactory.getComp("TauVertexVariables")
    TauVertexVariables = TauVertexVariables(  name = _name,
                                              VertexFitter = result.popToolsAndMerge(TauAdaptiveVertexFitterCfg(flags)),
                                              SeedFinder = result.popToolsAndMerge(CrossDistancesSeedFinderCfg(flags)) )
 
    result.setPrivateTools(TauVertexVariables)
    return result
 
 
def TauCommonCalcVarsCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauCommonCalcVars'
 
    TauCommonCalcVars = CompFactory.getComp("TauCommonCalcVars")
    TauCommonCalcVars = TauCommonCalcVars(name = _name)
    
    result.setPrivateTools(TauCommonCalcVars)
    return result
 
 
def TauSubstructureCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauSubstructure'
 
    TauSubstructureVariables = CompFactory.getComp("TauSubstructureVariables")
    TauSubstructureVariables = TauSubstructureVariables(  name = _name )
 
    result.setPrivateTools(TauSubstructureVariables)
    return result
 
 
def MvaTESVariableDecoratorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'MvaTESVariableDecorator'
 
    MvaTESVariableDecorator = CompFactory.getComp("MvaTESVariableDecorator")
    MvaTESVariableDecorator = MvaTESVariableDecorator(name = _name,
                                                      Key_vertexInputContainer = flags.Tau.ActiveConfig.VertexCollection,
                                                      EventShapeKey = flags.Tau.ActiveConfig.EventShapeCollection,
                                                      VertexCorrection = True)
    result.setPrivateTools(MvaTESVariableDecorator)
    return result
 
 
def MvaTESEvaluatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'MvaTESEvaluator'
 
    MvaTESEvaluator = CompFactory.getComp("MvaTESEvaluator")
    MvaTESEvaluator = MvaTESEvaluator(name = _name,
                                      WeightFileName = flags.Tau.MvaTESConfig,
                                      WeightFileName0p = flags.Tau.MvaTESConfig0p )
 
    result.setPrivateTools(MvaTESEvaluator)
    return result
 
def TauIDVarCalculatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauIDVarCalculator'
 
    TauIDVarCalculator = CompFactory.getComp("TauIDVarCalculator")    
    myTauIDVarCalculator = TauIDVarCalculator(name=_name,
                                              VertexCorrection = True)
 
    result.setPrivateTools(myTauIDVarCalculator)
    return result
 
def TauJetRNNEvaluatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauJetRNN'
 
    TauJetRNNEvaluator = CompFactory.getComp("TauJetRNNEvaluator")
    RNNConf = flags.Tau.TauJetRNNConfig
    myTauJetRNNEvaluator = TauJetRNNEvaluator(name = _name,
                                              NetworkFile0P = "",
                                              NetworkFile1P = RNNConf[0],
                                              NetworkFile2P = RNNConf[1],
                                              NetworkFile3P = RNNConf[2],
                                              OutputVarname = "RNNJetScore",
                                              MaxTracks = 10,
                                              MaxClusters = 6,
                                              MaxClusterDR = 1.0,
                                              VertexCorrection = True,
                                              InputLayerScalar = "scalar",
                                              InputLayerTracks = "tracks",
                                              InputLayerClusters = "clusters",
                                              OutputLayer = "rnnid_output",
                                              OutputNode = "sig_prob")
 
    result.setPrivateTools(myTauJetRNNEvaluator)
    return result
 
def TauWPDecoratorJetRNNCfg(flags):
    import PyUtils.RootUtils as ru
    ROOT = ru.import_root()
    import cppyy
    cppyy.load_library('libxAODTau_cDict')
 
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauWPDecoratorJetRNN'
 
    TauWPDecorator = CompFactory.getComp("TauWPDecorator")
    WPConf = flags.Tau.TauJetRNNWPConfig
    myTauWPDecorator = TauWPDecorator( name=_name,
                                       flatteningFile1Prong = WPConf[0],
                                       flatteningFile2Prong = WPConf[1],
                                       flatteningFile3Prong = WPConf[2],
                                       CutEnumVals =
                                       [ ROOT.xAOD.TauJetParameters.IsTauFlag.JetRNNSigVeryLoose,
                                         ROOT.xAOD.TauJetParameters.IsTauFlag.JetRNNSigLoose,
                                         ROOT.xAOD.TauJetParameters.IsTauFlag.JetRNNSigMedium,
                                         ROOT.xAOD.TauJetParameters.IsTauFlag.JetRNNSigTight ],
                                       SigEff1P = [0.95, 0.85, 0.75, 0.60],
                                       SigEff2P = [0.95, 0.75, 0.60, 0.45],
                                       SigEff3P = [0.95, 0.75, 0.60, 0.45],
                                       ScoreName = "RNNJetScore",
                                       NewScoreName = "RNNJetScoreSigTrans",
                                       DefineWPs = True )
 
    result.setPrivateTools(myTauWPDecorator)
    return result
 
def TauGNNEvaluatorCfg(flags, version=0):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauGNN_v' + str(version)
 
    TauGNNEvaluator = CompFactory.getComp("TauGNNEvaluator")
    GNNConf = flags.Tau.TauGNNConfig[version]
    myTauGNNEvaluator = TauGNNEvaluator(name = _name,
                                              NetworkFile = GNNConf,
                                              OutputVarname = flags.Tau.GNTauScoreName[version],
                                              OutputPTau = "GNTauProbTau",
                                              OutputPJet = "GNTauProbJet",
                                              MaxTracks = flags.Tau.GNTauMaxTracks[version], 
                                              MaxClusters = flags.Tau.GNTauMaxClusters[version],
                                              MaxClusterDR = 15.0,
                                              MinTauPt = flags.Tau.MinPtDAOD,
                                              VertexCorrection = True,
                                              DecorateTracks = False,
                                              InputLayerScalar = "tau_vars",
                                              InputLayerTracks = "track_vars",
                                              InputLayerClusters = "cluster_vars",
                                              NodeNameTau=flags.Tau.GNTauNodeNameTau,
                                              NodeNameJet=flags.Tau.GNTauNodeNameJet)
 
    result.setPrivateTools(myTauGNNEvaluator)
    return result
 
def TauWPDecoratorGNNCfg(flags, version):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauWPDecoratorGNN_v' + str(version)
 
    TauWPDecorator = CompFactory.getComp("TauWPDecorator")
    WPConf = flags.Tau.TauGNNWP[version]
    myTauWPDecorator = TauWPDecorator(name=_name,
                                      flatteningFile1Prong = WPConf[0],
                                      flatteningFile2Prong = WPConf[1],
                                      flatteningFile3Prong = WPConf[2],
                                      DecorWPNames = flags.Tau.GNTauDecorWPNames[version],
                                      DecorWPCutEffs1P = [0.95, 0.85, 0.75, 0.60],
                                      DecorWPCutEffs2P = [0.95, 0.75, 0.60, 0.45],
                                      DecorWPCutEffs3P = [0.95, 0.75, 0.60, 0.45],
                                      ScoreName = flags.Tau.GNTauScoreName[version],
                                      NewScoreName = flags.Tau.GNTauTransScoreName[version],
                                      DefineWPs = True)
    result.setPrivateTools(myTauWPDecorator)
    return result
 
def TauEleRNNEvaluatorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauEleRNN'
 
    TauJetRNNEvaluator = CompFactory.getComp("TauJetRNNEvaluator")
    RNNConf = flags.Tau.TauEleRNNConfig    
    myTauEleRNNEvaluator = TauJetRNNEvaluator(name = _name,
                                              NetworkFile1P = RNNConf[0],
                                              NetworkFile3P = RNNConf[1],
                                              OutputVarname = "RNNEleScore",
                                              MaxTracks = 10,
                                              MaxClusters = 6,
                                              MaxClusterDR = 1.0,
                                              VertexCorrection = True,
                                              InputLayerScalar = "scalar",
                                              InputLayerTracks = "tracks",
                                              InputLayerClusters = "clusters",
                                              OutputLayer = "rnneveto_output",
                                              OutputNode = "sig_prob")
 
    result.setPrivateTools(myTauEleRNNEvaluator)
    return result
 
def TauWPDecoratorEleRNNCfg(flags):
    import PyUtils.RootUtils as ru
    ROOT = ru.import_root()
    import cppyy
    cppyy.load_library('libxAODTau_cDict')
 
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauWPDecoratorEleRNN'
 
    TauWPDecorator = CompFactory.getComp("TauWPDecorator")
    WPConf = flags.Tau.TauEleRNNWPConfig
    myTauEleWPDecorator = TauWPDecorator( name=_name,
                                       flatteningFile1Prong = WPConf[0],
                                       flatteningFile3Prong = WPConf[1],
                                       CutEnumVals =
                                       [ ROOT.xAOD.TauJetParameters.IsTauFlag.EleRNNLoose,
                                         ROOT.xAOD.TauJetParameters.IsTauFlag.EleRNNMedium,
                                         ROOT.xAOD.TauJetParameters.IsTauFlag.EleRNNTight ],
                                       SigEff1P = [0.95, 0.90, 0.85],
                                       SigEff3P = [0.98, 0.95, 0.90],
                                       UseAbsEta = True ,
                                       ScoreName = "RNNEleScore",
                                       NewScoreName = "RNNEleScoreSigTrans",
                                       DefineWPs = True)
 
    result.setPrivateTools(myTauEleWPDecorator)
    return result
 
def TauWPDecoratorEleRNNFixCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauWPDecoratorEleRNNFix_v1'
 
    TauWPDecorator = CompFactory.getComp("TauWPDecorator")
    WPConf = flags.Tau.TauEleRNNWPfix
    myTauEleWPDecorator = TauWPDecorator(name = _name,
                                         flatteningFile1Prong = WPConf[0],
                                         flatteningFile3Prong = WPConf[1],
                                         DecorWPNames = [ "EleRNNLoose_v1", "EleRNNMedium_v1", "EleRNNTight_v1" ],
                                         DecorWPCutEffs1P = [0.95, 0.90, 0.85],
                                         DecorWPCutEffs3P = [0.98, 0.95, 0.90],
                                         UseAbsEta = True,
                                         ScoreName = "RNNEleScore",
                                         NewScoreName = "RNNEleScoreSigTrans_v1",
                                         DefineWPs = True)
 
    result.setPrivateTools(myTauEleWPDecorator)
    return result
 
def TauDecayModeNNClassifierCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauDecayModeNNClassifier'
 
    TauDecayModeNNClassifier = CompFactory.getComp("TauDecayModeNNClassifier")
    myTauDecayModeNNClassifier = TauDecayModeNNClassifier(name=_name,
                                                          WeightFile=flags.Tau.DecayModeNNClassifierConfig)
 
    result.setPrivateTools(myTauDecayModeNNClassifier)
    return result
 
def TauAODSelectorCfg(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauAODSelector'
 
    TauAODSelector = CompFactory.getComp("TauAODSelector")
    myTauAODSelector = TauAODSelector(name=_name,
                                      Min0pTauPt = flags.Tau.MinPt0p,
                                      MinTauPt = flags.Tau.MinPt,
                                      doEarlyStopping = flags.Tau.doEarlyStopping and not flags.Output.doWriteESD)
 
    result.setPrivateTools(myTauAODSelector)
    return result
 
 
def TauCombinedTESCfg(flags):
    result = ComponentAccumulator()    
    _name = flags.Tau.ActiveConfig.prefix + 'TauCombinedTES'
 
    TauCombinedTES = CompFactory.getComp("TauCombinedTES")
    myTauCombinedTES = TauCombinedTES(name = _name,
                                      WeightFileName = flags.Tau.CombinedTESConfig)
 
    result.setPrivateTools(myTauCombinedTES)
    return result
 
 
def TauAODMuonRemovalCfg(flags):
    result = ComponentAccumulator()   
    _name = flags.Tau.ActiveConfig.prefix + 'MuonRemoval'
    TauAODLeptonRemovalTool = CompFactory.getComp("TauAODLeptonRemovalTool")
    myMuonRemoval = TauAODLeptonRemovalTool(    name                   = _name,
                                                Key_MuonInputContainer = 'Muons',
                                                doMuonTrkRm            = True,
                                                doMuonClsRm            = True,
                                                muonIDWP               = 'Medium'
    )
    result.setPrivateTools(myMuonRemoval)
    return result
 
# electron excluder tool
def TauEleOverlapChecker(flags):
    result = ComponentAccumulator()
    _name = flags.Tau.ActiveConfig.prefix + 'TauEleOverlapChecker'
    TauEleOverlapChecker = CompFactory.getComp("TauEleOverlapChecker")
    myTauEleOverlapChecker = TauEleOverlapChecker(
        name                         = _name,
        Key_RemovedClustersContainer = flags.Tau.ActiveConfig.RemovedElectronClusters,
        Key_RemovedTracksContainer   = flags.Tau.ActiveConfig.RemovedElectronTracks,
        CheckingCone                 = flags.Tau.ActiveConfig.EleRM_CheckingConeSize,
    )
    result.setPrivateTools(myTauEleOverlapChecker)
    return result