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Nils Krumnack authoredOriginally I had tried sweeping/cherry-picking this from 21.2, but with all the three-way merges and commits that involve other packages/directories that was rather painful, so this is now just a direct copy from the current state in 21.2.
Nils Krumnack authoredOriginally I had tried sweeping/cherry-picking this from 21.2, but with all the three-way merges and commits that involve other packages/directories that was rather painful, so this is now just a direct copy from the current state in 21.2.
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PhotonAnalysisSequence.py 9.66 KiB
# Copyright (C) 2002-2018 CERN for the benefit of the ATLAS collaboration
# Framework import(s):
import ROOT
# AnaAlgorithm import(s):
from AnaAlgorithm.AnaAlgSequence import AnaAlgSequence
from AnaAlgorithm.DualUseConfig import createAlgorithm, addPrivateTool
def makePhotonAnalysisSequence( dataType, workingPoint,
deepCopyOutput = False,
postfix = '',
recomputeIsEM = False,
enableCutflow = False,
enableKinematicHistograms = False ):
"""Create a photon analysis algorithm sequence
Keywrod arguments:
dataType -- The data type to run on ("data", "mc" or "afii")
workingPoint -- The working point to use
deepCopyOutput -- If set to 'True', the output containers will be
standalone, deep copies (slower, but needed for xAOD
output writing)
postfix -- a postfix to apply to decorations and algorithm
names. this is mostly used/needed when using this
sequence with multiple working points to ensure all
names are unique.
recomputeIsEM -- Whether to rerun the cut-based selection. If not, use derivation flags
enableCutflow -- Whether or not to dump the cutflow
enableKinematicHistograms -- Whether or not to dump the kinematic histograms
"""
# Make sure we received a valid data type.
if dataType not in [ 'data', 'mc', 'afii' ]:
raise ValueError( 'Invalid data type: %' % dataType )
if postfix != '' :
postfix = '_' + postfix
pass
splitWP = workingPoint.split ('.')
if len (splitWP) != 2 :
raise ValueError ('working point should be of format "quality.isolation", not ' + workingPoint)
qualityWP = splitWP[0]
isolationWP = splitWP[1]
if qualityWP == 'Tight' :
quality = ROOT.egammaPID.PhotonTight
pass
elif qualityWP == 'Loose' :
quality = ROOT.egammaPID.PhotonLoose
pass
else :
raise Exception ('unknown photon quality working point "' + qualityWP + '" should be Tight or Loose')
# Create the analysis algorithm sequence object:
seq = AnaAlgSequence( "PhotonAnalysisSequence" + postfix )
# Variables keeping track of the selections being applied.
selectionDecorNames = []
selectionDecorCount = []
# Set up the photon selection algorithm:
alg = createAlgorithm( 'CP::AsgSelectionAlg', 'PhotonIsEMSelectorAlg' + postfix )
alg.selectionDecoration = 'selectEM'
selectionDecorNames.append( alg.selectionDecoration )
if recomputeIsEM:
# Rerun the cut-based ID
addPrivateTool( alg, 'selectionTool', 'AsgPhotonIsEMSelector' )
alg.selectionTool.isEMMask = quality
alg.selectionTool.ConfigFile = \
'ElectronPhotonSelectorTools/offline/20180116/PhotonIsEMTightSelectorCutDefs.conf'
selectionDecorCount.append( 32 )
else:
# Select from Derivation Framework flags
addPrivateTool( alg, 'selectionTool', 'CP::AsgFlagSelectionTool' )
dfFlag = 'DFCommonPhotonsIsEM' + qualityWP
alg.selectionTool.selectionFlags = [ dfFlag ]
selectionDecorCount.append( 1 )
pass
seq.append( alg, inputPropName = 'particles',
outputPropName = 'particlesOut',
stageName = 'calibration' )
# Select electrons only with good object quality.
alg = createAlgorithm( 'CP::AsgSelectionAlg', 'PhotonObjectQualityAlg' + postfix )
alg.selectionDecoration = 'goodOQ'
addPrivateTool( alg, 'selectionTool', 'CP::EgammaIsGoodOQSelectionTool' )
alg.selectionTool.Mask = ROOT.xAOD.EgammaParameters.BADCLUSPHOTON
seq.append( alg, inputPropName = 'particles',
outputPropName = 'particlesOut',
stageName = 'calibration' )
selectionDecorNames.append( alg.selectionDecoration )
selectionDecorCount.append( 1 )
# Only run subsequent processing on the objects passing all of these cuts.
# Since these are independent of the photon calibration, and this speeds
# up the job.
alg = createAlgorithm( 'CP::AsgViewFromSelectionAlg',
'PhotonPreSelViewFromSelectionAlg' + postfix )
alg.selection = selectionDecorNames[ : ]
seq.append( alg, inputPropName = 'input', outputPropName = 'output',
stageName = 'calibration' )
# Set up the calibration ans smearing algorithm.
alg = createAlgorithm( 'CP::EgammaCalibrationAndSmearingAlg',
'PhotonCalibrationAndSmearingAlg' + postfix )
addPrivateTool( alg, 'calibrationAndSmearingTool',
'CP::EgammaCalibrationAndSmearingTool' )
alg.calibrationAndSmearingTool.ESModel = 'es2018_R21_v0'
alg.calibrationAndSmearingTool.decorrelationModel = '1NP_v1'
if dataType == 'afii':
alg.calibrationAndSmearingTool.useAFII = 1
else :
alg.calibrationAndSmearingTool.useAFII = 0
pass
seq.append( alg, inputPropName = 'egammas', outputPropName = 'egammasOut',
affectingSystematics = '(^EG_RESOLUTION_.*)|(^EG_SCALE_.*)',
stageName = 'calibration' )
# should this be applied to data? or to AFII?
alg = createAlgorithm( 'CP::PhotonShowerShapeFudgeAlg',
'PhotonShowerShapeFudgeAlg' + postfix )
addPrivateTool( alg, 'showerShapeFudgeTool',
'ElectronPhotonShowerShapeFudgeTool' )
alg.showerShapeFudgeTool.Preselection = 21 # 21 = MC15
alg.showerShapeFudgeTool.FFCalibFile = \
'ElectronPhotonShowerShapeFudgeTool/v1/PhotonFudgeFactors.root' #only for rel21
seq.append( alg, inputPropName = 'photons', outputPropName = 'photonsOut',
stageName = 'calibration' )
# Set up the isolation correction algorithm.
alg = createAlgorithm( 'CP::EgammaIsolationCorrectionAlg',
'PhotonIsolationCorrectionAlg' + postfix )
addPrivateTool( alg, 'isolationCorrectionTool',
'CP::IsolationCorrectionTool' )
if dataType == 'data':
alg.isolationCorrectionTool.IsMC = 0
else:
alg.isolationCorrectionTool.IsMC = 1
pass
seq.append( alg, inputPropName = 'egammas', outputPropName = 'egammasOut',
stageName = 'selection' )
# Set up the isolation selection algorithm:
alg = createAlgorithm( 'CP::EgammaIsolationSelectionAlg',
'PhotonIsolationSelectionAlg' + postfix )
alg.selectionDecoration = 'isolated' + postfix
addPrivateTool( alg, 'selectionTool', 'CP::IsolationSelectionTool' )
alg.selectionTool.PhotonWP = isolationWP
seq.append( alg, inputPropName = 'egammas', outputPropName = 'egammasOut',
stageName = 'selection' )
selectionDecorNames.append( alg.selectionDecoration )
selectionDecorCount.append( 1 )
# Set up the photon efficiency correction algorithm.
alg = createAlgorithm( 'CP::PhotonEfficiencyCorrectionAlg',
'PhotonEfficiencyCorrectionAlg' + postfix )
addPrivateTool( alg, 'efficiencyCorrectionTool',
'AsgPhotonEfficiencyCorrectionTool' )
alg.scaleFactorDecoration = 'effSF' + postfix
alg.efficiencyCorrectionTool.MapFilePath = \
'PhotonEfficiencyCorrection/2015_2017/rel21.2/Winter2018_Prerec_v1/map0.txt'
if dataType == 'afii':
alg.efficiencyCorrectionTool.ForceDataType = \
ROOT.PATCore.ParticleDataType.Fast
elif dataType == 'mc':
alg.efficiencyCorrectionTool.ForceDataType = \
ROOT.PATCore.ParticleDataType.Full
pass
alg.outOfValidity = 2 #silent
alg.outOfValidityDeco = 'bad_eff' + postfix
if dataType != 'data':
seq.append( alg, inputPropName = 'photons',
outputPropName = 'photonsOut',
affectingSystematics = '(^PH_EFF_.*)',
stageName = 'efficiency' )
selectionDecorNames.append( alg.outOfValidityDeco )
selectionDecorCount.append( 1 )
pass
# Set up an algorithm used to create photon selection cutflow:
if enableCutflow:
alg = createAlgorithm( 'CP::ObjectCutFlowHistAlg',
'PhotonCutFlowDumperAlg' + postfix )
alg.histPattern = 'photon_cflow_%SYS%' + postfix
alg.selection = selectionDecorNames[ : ]
alg.selectionNCuts = selectionDecorCount[ : ]
seq.append( alg, inputPropName = 'input',
stageName = 'selection' )
# Set up an algorithm that makes a view container using the selections
# performed previously:
alg = createAlgorithm( 'CP::AsgViewFromSelectionAlg',
'PhotonViewFromSelectionAlg' + postfix )
alg.selection = selectionDecorNames[ : ]
seq.append( alg, inputPropName = 'input', outputPropName = 'output',
stageName = 'selection' )
# Set up an algorithm dumping the kinematic properties of the photons:
if enableKinematicHistograms:
alg = createAlgorithm( 'CP::KinematicHistAlg', 'PhotonKinematicDumperAlg' + postfix )
alg.preselection = "&&".join (selectionDecorNames)
alg.histPattern = 'photon_%VAR%_%SYS%' + postfix
seq.append( alg, inputPropName = 'input',
stageName = 'selection' )
# Set up a final deep copy making algorithm if requested:
if deepCopyOutput:
alg = createAlgorithm( 'CP::AsgViewFromSelectionAlg',
'PhotonDeepCopyMaker' + postfix )
alg.deepCopy = True
seq.append( alg, inputPropName = 'input', outputPropName = 'output',
stageName = 'selection' )
pass
# Return the sequence:
return seq