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applySubstructure_cff.py
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import FWCore.ParameterSet.Config as cms
from PhysicsTools.PatAlgos.tools.helpers import getPatAlgosToolsTask, addToProcessAndTask
def applySubstructure( process, postfix="" ) :
task = getPatAlgosToolsTask(process)
from PhysicsTools.PatAlgos.tools.jetTools import addJetCollection
from PhysicsTools.PatAlgos.tools.jetTools import updateJetCollection
from PhysicsTools.PatAlgos.producersLayer1.jetProducer_cfi import _patJets as patJetsDefault
# Configure the RECO jets
from RecoJets.JetProducers.ak8PFJets_cfi import ak8PFJetsPuppi, ak8PFJetsPuppiSoftDrop, ak8PFJetsPuppiConstituents
setattr(process,'ak8PFJetsPuppi'+postfix,ak8PFJetsPuppi.clone())
setattr(process,'ak8PFJetsPuppiConstituents'+postfix, ak8PFJetsPuppiConstituents.clone())
setattr(process,'ak8PFJetsPuppiSoftDrop'+postfix, ak8PFJetsPuppiSoftDrop.clone( src = 'ak8PFJetsPuppiConstituents'+postfix+':constituents' ))
from RecoJets.JetProducers.ak8PFJetsPuppi_groomingValueMaps_cfi import ak8PFJetsPuppiSoftDropMass
setattr(process,'ak8PFJetsPuppiSoftDropMass'+postfix, ak8PFJetsPuppiSoftDropMass.clone())
from Configuration.ProcessModifiers.run2_miniAOD_UL_cff import run2_miniAOD_UL
_run2_miniAOD_ANY = (run2_miniAOD_UL)
from Configuration.Eras.Modifier_pA_2016_cff import pA_2016
# Avoid recomputing the PUPPI collections that are present in AOD
_rerun_puppijets_task = task.copy()
_rerun_puppijets_task.add(getattr(process,'ak8PFJetsPuppi'+postfix),
getattr(process,'ak8PFJetsPuppiConstituents'+postfix),
getattr(process,'ak8PFJetsPuppiSoftDrop'+postfix),
getattr(process,'ak8PFJetsPuppiSoftDropMass'+postfix))
(_run2_miniAOD_ANY | pA_2016 ).toReplaceWith(task, _rerun_puppijets_task)
from RecoJets.JetProducers.ak8GenJets_cfi import ak8GenJets, ak8GenJetsSoftDrop, ak8GenJetsConstituents
addToProcessAndTask('ak8GenJetsNoNuConstituents'+postfix, ak8GenJetsConstituents.clone(src='ak8GenJetsNoNu'), process, task )
addToProcessAndTask('ak8GenJetsNoNuSoftDrop'+postfix,ak8GenJetsSoftDrop.clone(src=cms.InputTag('ak8GenJetsNoNuConstituents'+postfix, 'constituents')),process,task)
addToProcessAndTask('slimmedGenJetsAK8SoftDropSubJets'+postfix,
cms.EDProducer("PATGenJetSlimmer",
src = cms.InputTag("ak8GenJetsNoNuSoftDrop"+postfix, "SubJets"),
packedGenParticles = cms.InputTag("packedGenParticles"),
cut = cms.string(""),
cutLoose = cms.string(""),
nLoose = cms.uint32(0),
clearDaughters = cms.bool(False), #False means rekeying
dropSpecific = cms.bool(True), # Save space
), process, task )
## PATify puppi soft drop fat jets
addJetCollection(
process,
labelName = 'AK8PFPuppiSoftDrop'+postfix,
jetSource = cms.InputTag('ak8PFJetsPuppiSoftDrop'+postfix),
btagDiscriminators = ['None'],
genJetCollection = cms.InputTag('slimmedGenJetsAK8'),
jetCorrections = ('AK8PFPuppi', ['L2Relative', 'L3Absolute'], 'None'),
getJetMCFlavour = False # jet flavor disabled
)
## PATify soft drop subjets
addJetCollection(
process,
labelName = 'AK8PFPuppiSoftDropSubjets'+postfix,
jetSource = cms.InputTag('ak8PFJetsPuppiSoftDrop'+postfix,'SubJets'),
algo = 'ak', # needed for subjet flavor clustering
rParam = 0.8, # needed for subjet flavor clustering
jetCorrections = ('AK4PFPuppi', ['L2Relative', 'L3Absolute'], 'None'),
explicitJTA = True, # needed for subjet b tagging
svClustering = True, # needed for subjet b tagging
genJetCollection = cms.InputTag('slimmedGenJetsAK8SoftDropSubJets'),
fatJets=cms.InputTag('ak8PFJetsPuppi'), # needed for subjet flavor clustering
groomedFatJets=cms.InputTag('ak8PFJetsPuppiSoftDrop') # needed for subjet flavor clustering
)
# add groomed ECFs and N-subjettiness to soft dropped pat::Jets for fat jets and subjets
process.load('RecoJets.JetProducers.ECF_cff')
addToProcessAndTask('nb1AK8PuppiSoftDrop'+postfix, process.ecfNbeta1.clone(src = cms.InputTag("ak8PFJetsPuppiSoftDrop"+postfix), cuts = cms.vstring('', '', 'pt > 250')), process, task)
addToProcessAndTask('nb2AK8PuppiSoftDrop'+postfix, process.ecfNbeta2.clone(src = cms.InputTag("ak8PFJetsPuppiSoftDrop"+postfix), cuts = cms.vstring('', '', 'pt > 250')), process, task)
#too slow now ==> disable
from Configuration.Eras.Modifier_pp_on_XeXe_2017_cff import pp_on_XeXe_2017
for e in [pp_on_XeXe_2017]:
e.toModify(getattr(process,'nb1AK8PuppiSoftDrop'+postfix), cuts = ['pt > 999999', 'pt > 999999', 'pt > 999999'] )
e.toModify(getattr(process,'nb2AK8PuppiSoftDrop'+postfix), cuts = ['pt > 999999', 'pt > 999999', 'pt > 999999'] )
from RecoJets.JetProducers.nJettinessAdder_cfi import Njettiness
addToProcessAndTask('NjettinessAK8Subjets'+postfix, Njettiness.clone(), process, task)
getattr(process,"NjettinessAK8Subjets"+postfix).src = cms.InputTag("ak8PFJetsPuppiSoftDrop"+postfix, "SubJets")
getattr(process,"patJetsAK8PFPuppiSoftDrop").userData.userFloats.src += ['nb1AK8PuppiSoftDrop'+postfix+':ecfN2','nb1AK8PuppiSoftDrop'+postfix+':ecfN3']
getattr(process,"patJetsAK8PFPuppiSoftDrop").userData.userFloats.src += ['nb2AK8PuppiSoftDrop'+postfix+':ecfN2','nb2AK8PuppiSoftDrop'+postfix+':ecfN3']
addToProcessAndTask('nb1AK8PuppiSoftDropSubjets'+postfix, process.ecfNbeta1.clone(src = cms.InputTag("ak8PFJetsPuppiSoftDrop"+postfix, "SubJets")), process, task)
addToProcessAndTask('nb2AK8PuppiSoftDropSubjets'+postfix, process.ecfNbeta2.clone(src = cms.InputTag("ak8PFJetsPuppiSoftDrop"+postfix, "SubJets")), process, task)
getattr(process,"patJetsAK8PFPuppiSoftDropSubjets"+postfix).userData.userFloats.src += ['nb1AK8PuppiSoftDropSubjets'+postfix+':ecfN2','nb1AK8PuppiSoftDropSubjets'+postfix+':ecfN3']
getattr(process,"patJetsAK8PFPuppiSoftDropSubjets"+postfix).userData.userFloats.src += ['nb2AK8PuppiSoftDropSubjets'+postfix+':ecfN2','nb2AK8PuppiSoftDropSubjets'+postfix+':ecfN3']
getattr(process,"patJetsAK8PFPuppiSoftDropSubjets"+postfix).userData.userFloats.src += ['NjettinessAK8Subjets'+postfix+':tau1','NjettinessAK8Subjets'+postfix+':tau2','NjettinessAK8Subjets'+postfix+':tau3','NjettinessAK8Subjets'+postfix+':tau4']
for e in [pp_on_XeXe_2017]:
e.toModify(getattr(process,'nb1AK8PuppiSoftDropSubjets'+postfix), cuts = ['pt > 999999', 'pt > 999999', 'pt > 999999'] )
e.toModify(getattr(process,'nb2AK8PuppiSoftDropSubjets'+postfix), cuts = ['pt > 999999', 'pt > 999999', 'pt > 999999'] )
# Patify AK8 PF PUPPI
addJetCollection(process, labelName = 'AK8Puppi'+postfix,
jetSource = cms.InputTag('ak8PFJetsPuppi'+postfix),
algo= 'AK', rParam = 0.8,
jetCorrections = ('AK8PFPuppi', cms.vstring(['L2Relative', 'L3Absolute']), 'None'),
btagDiscriminators = None,
genJetCollection = cms.InputTag('slimmedGenJetsAK8')
)
getattr(process,"patJetsAK8Puppi"+postfix).userData.userFloats.src = [] # start with empty list of user floats
getattr(process,"selectedPatJetsAK8Puppi"+postfix).cut = cms.string("pt > 100")
getattr(process,"selectedPatJetsAK8Puppi"+postfix).cutLoose = cms.string("pt > 30")
getattr(process,"selectedPatJetsAK8Puppi"+postfix).nLoose = cms.uint32(3)
from RecoJets.JetAssociationProducers.j2tParametersVX_cfi import j2tParametersVX
addToProcessAndTask('ak8PFJetsPuppiTracksAssociatorAtVertex'+postfix, cms.EDProducer("JetTracksAssociatorAtVertex",
j2tParametersVX.clone( coneSize = cms.double(0.8) ),
jets = cms.InputTag("ak8PFJetsPuppi") ),
process, task)
addToProcessAndTask('patJetAK8PuppiCharge'+postfix, cms.EDProducer("JetChargeProducer",
src = cms.InputTag("ak8PFJetsPuppiTracksAssociatorAtVertex"),
var = cms.string('Pt'),
exp = cms.double(1.0) ),
process, task)
## now add AK8 groomed masses and ECF
getattr(process,"patJetsAK8Puppi"+postfix).userData.userFloats.src += ['ak8PFJetsPuppiSoftDropMass'+postfix]
getattr(process,"patJetsAK8Puppi"+postfix).addTagInfos = cms.bool(False)
# add PUPPI Njetiness
addToProcessAndTask('NjettinessAK8Puppi'+postfix, Njettiness.clone(), process, task)
getattr(process,"NjettinessAK8Puppi"+postfix).src = cms.InputTag("ak8PFJetsPuppi"+postfix)
getattr(process,"patJetsAK8Puppi").userData.userFloats.src += ['NjettinessAK8Puppi'+postfix+':tau1','NjettinessAK8Puppi'+postfix+':tau2','NjettinessAK8Puppi'+postfix+':tau3','NjettinessAK8Puppi'+postfix+':tau4']
# slim subjet collection
addToProcessAndTask("slimmedJetsAK8PFPuppiSoftDropSubjetsNoDeepTags"+postfix, cms.EDProducer("PATJetSlimmer",
src = cms.InputTag("selectedPatJetsAK8PFPuppiSoftDropSubjets"),
packedPFCandidates = cms.InputTag("packedPFCandidates"),
dropJetVars = cms.string("1"),
dropDaughters = cms.string("0"),
rekeyDaughters = cms.string("1"),
dropTrackRefs = cms.string("1"),
dropSpecific = cms.string("1"),
dropTagInfos = cms.string("1"),
modifyJets = cms.bool(True),
mixedDaughters = cms.bool(False),
modifierConfig = cms.PSet( modifications = cms.VPSet() )
), process, task
)
# Setup DeepJet and UParT taggers for subjet
from RecoBTag.ONNXRuntime.pfUnifiedParticleTransformerAK4_cff import _pfUnifiedParticleTransformerAK4JetTagsAll as pfUnifiedParticleTransformerAK4JetTagsAll
_btagDiscriminatorsSubjets = cms.PSet(
names=cms.vstring(
'pfDeepFlavourJetTags:probb',
'pfDeepFlavourJetTags:probbb',
'pfDeepFlavourJetTags:problepb',
'pfUnifiedParticleTransformerAK4DiscriminatorsJetTags:BvsAll'
)
)
updateJetCollection(
process,
labelName = 'AK8PFPuppiSoftDropSubjets',
postfix = 'SlimmedDeepFlavour'+postfix,
jetSource = cms.InputTag('slimmedJetsAK8PFPuppiSoftDropSubjetsNoDeepTags'),
# updateJetCollection defaults to MiniAOD inputs but
# here it is made explicit (as in training or MINIAOD redoing)
pfCandidates = cms.InputTag('packedPFCandidates'),
pvSource = cms.InputTag('offlineSlimmedPrimaryVertices'),
svSource = cms.InputTag('slimmedSecondaryVertices'),
muSource = cms.InputTag('slimmedMuons'),
elSource = cms.InputTag('slimmedElectrons'),
jetCorrections = ('AK4PFPuppi', ['L2Relative', 'L3Absolute'], 'None'),
printWarning = False,
btagDiscriminators = _btagDiscriminatorsSubjets.names.value(),
)
## Establish references between PATified fat jets and subjets using the BoostedJetMerger
addToProcessAndTask("slimmedJetsAK8PFPuppiSoftDropPacked"+postfix, cms.EDProducer("BoostedJetMerger",
jetSrc=cms.InputTag("selectedPatJetsAK8PFPuppiSoftDrop"+postfix),
subjetSrc=cms.InputTag("selectedUpdatedPatJetsAK8PFPuppiSoftDropSubjetsSlimmedDeepFlavour"+postfix)
), process, task
)
addToProcessAndTask("packedPatJetsAK8"+postfix, cms.EDProducer("JetSubstructurePacker",
jetSrc = cms.InputTag("selectedPatJetsAK8Puppi"+postfix),
distMax = cms.double(0.8),
algoTags = cms.VInputTag(
cms.InputTag("slimmedJetsAK8PFPuppiSoftDropPacked"+postfix)
),
algoLabels = cms.vstring(
'SoftDropPuppi'
),
fixDaughters = cms.bool(True),
packedPFCandidates = cms.InputTag("packedPFCandidates"),
), process, task
)
# switch off daughter re-keying since it's done in the JetSubstructurePacker (and can't be done afterwards)
process.slimmedJetsAK8.rekeyDaughters = "0"
# Reconfigure the slimmedAK8 jet information to keep
process.slimmedJetsAK8.dropDaughters = cms.string("pt < 170")
process.slimmedJetsAK8.dropSpecific = cms.string("pt < 170")
process.slimmedJetsAK8.dropTagInfos = cms.string("pt < 170")