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Merge pull request #41545 from AlexDeMoor/from-CMSSW_13_1_0_pre2
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 Backport to 13_1_X of #41275 Introduce (Robust)ParTAK4 jet tagger, DeepJet model update for Run 3, remove DeepCSV from nano
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cmsbuild authored May 9, 2023
2 parents 9056c64 + 4e2ae70 commit ac69812
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Showing 23 changed files with 1,089 additions and 45 deletions.
1 change: 1 addition & 0 deletions DataFormats/BTauReco/interface/ParticleTransformerAK4Features.h
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Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,7 @@ namespace btagbtvdeep {

class ParticleTransformerAK4Features {
public:
bool is_filled = true;
std::vector<SecondaryVertexFeatures> sv_features;

std::vector<NeutralCandidateFeatures> n_pf_features;
Expand Down
50 changes: 39 additions & 11 deletions PhysicsTools/NanoAOD/python/custom_jme_cff.py
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Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,8 @@
'pfDeepFlavourJetTags:probc','pfDeepFlavourJetTags:probuds','pfDeepFlavourJetTags:probg'
]
from RecoBTag.ONNXRuntime.pfParticleNetAK4_cff import _pfParticleNetAK4JetTagsAll
bTagDiscriminatorsForAK4 = cms.PSet(foo = cms.vstring(bTagDeepCSV+bTagDeepJet+_pfParticleNetAK4JetTagsAll))
from RecoBTag.ONNXRuntime.pfParticleTransformerAK4_cff import _pfParticleTransformerAK4JetTagsAll
bTagDiscriminatorsForAK4 = cms.PSet(foo = cms.vstring(bTagDeepJet+_pfParticleNetAK4JetTagsAll+_pfParticleTransformerAK4JetTagsAll))
run2_nanoAOD_ANY.toModify(
bTagDiscriminatorsForAK4,
foo = bTagCSVV2+bTagDeepCSV+bTagDeepJet+_pfParticleNetAK4JetTagsAll
Expand Down Expand Up @@ -180,6 +181,15 @@
btagDeepFlavCvB = Var("?(pt>=15)&&(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb'))>0?bDiscriminator('pfDeepFlavourJetTags:probc')/(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')):-1",float,doc="DeepJet c vs b+bb+lepb discriminator",precision=10),
btagDeepFlavQG = Var("?(pt>=15)&&(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds'))>0?bDiscriminator('pfDeepFlavourJetTags:probg')/(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds')):-1",float,doc="DeepJet g vs uds discriminator",precision=10),
)
ROBUSTPARTAK4VARS = cms.PSet(
btagRobustParTAK4B = Var("?(pt>=15)?bDiscriminator('pfParticleTransformerAK4Tags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb'):-1",float,doc="DeepJet b+bb+lepb tag discriminator",precision=10),
btagRobustParTAK4C = Var("?(pt>=15)?bDiscriminator('pfParticleTransformerAK4Tags:probc'):-1",float,doc="DeepFlavour charm tag raw score",precision=10),
btagRobustParTAK4G = Var("?(pt>=15)?bDiscriminator('pfParticleTransformerAK4Tags:probg'):-1",float,doc="DeepFlavour gluon tag raw score",precision=10),
btagRobustParTAK4UDS = Var("?(pt>=15)?bDiscriminator('pfParticleTransformerAK4Tags:probuds'):-1",float,doc="DeepFlavour uds tag raw score",precision=10),
btagRobustParTAK4CvL = Var("?(pt>=15)&&(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')+bDiscriminator('pfParticleTransformerAK4JetTags:probg'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probc')/(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')+bDiscriminator('pfParticleTransformerAK4JetTags:probg')):-1",float,doc="DeepJet c vs uds+g discriminator",precision=10),
btagRobustParTAK4CvB = Var("?(pt>=15)&&(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probb')+bDiscriminator('pfParticleTransformerAK4JetTags:probbb')+bDiscriminator('pfParticleTransformerAK4JetTags:problepb'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probc')/(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probb')+bDiscriminator('pfParticleTransformerAK4JetTags:probbb')+bDiscriminator('pfParticleTransformerAK4JetTags:problepb')):-1",float,doc="DeepJet c vs b+bb+lepb discriminator",precision=10),
btagRobustParTAK4QG = Var("?(pt>=15)&&(bDiscriminator('pfParticleTransformerAK4JetTags:probg')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probg')/(bDiscriminator('pfParticleTransformerAK4JetTags:probg')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')):-1",float,doc="DeepJet g vs uds discriminator",precision=10),
)
PARTICLENETAK4VARS = cms.PSet(
particleNetAK4_B = Var("?(pt>=15)?bDiscriminator('pfParticleNetAK4DiscriminatorsJetTags:BvsAll'):-1",float,doc="ParticleNetAK4 tagger b vs all (udsg, c) discriminator",precision=10),
particleNetAK4_CvsL = Var("?(pt>=15)?bDiscriminator('pfParticleNetAK4DiscriminatorsJetTags:CvsL'):-1",float,doc="ParticleNetAK4 tagger c vs udsg discriminator",precision=10),
Expand Down Expand Up @@ -370,16 +380,16 @@ def AddBTaggingScores(proc, jetTableName=""):
Store b-tagging scores from various algortihm
"""

getattr(proc, jetTableName).variables.btagDeepB = BTAGVARS.btagDeepB
getattr(proc, jetTableName).variables.btagDeepCvL = BTAGVARS.btagDeepCvL
getattr(proc, jetTableName).variables.btagDeepCvB = BTAGVARS.btagDeepCvB
getattr(proc, jetTableName).variables.btagDeepFlavB = DEEPJETVARS.btagDeepFlavB
getattr(proc, jetTableName).variables.btagDeepFlavCvL = DEEPJETVARS.btagDeepFlavCvL
getattr(proc, jetTableName).variables.btagDeepFlavCvB = DEEPJETVARS.btagDeepFlavCvB

run2_nanoAOD_ANY.toModify(
getattr(proc, jetTableName).variables,
btagCSVV2 = Var("bDiscriminator('pfCombinedInclusiveSecondaryVertexV2BJetTags')",float,doc=" pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)",precision=10)
btagCSVV2 = Var("bDiscriminator('pfCombinedInclusiveSecondaryVertexV2BJetTags')",float,doc=" pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)",precision=10),
btagDeepB = Var("?(bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'))>=0?bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'):-1",float,doc="DeepCSV b+bb tag discriminator",precision=10),
btagDeepCvL = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probudsg')):-1", float,doc="DeepCSV c vs udsg discriminator",precision=10),
btagDeepCvB = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb')):-1",float,doc="DeepCSV c vs b+bb discriminator",precision=10)
)

return proc
Expand All @@ -395,6 +405,17 @@ def AddDeepJetGluonLQuarkScores(proc, jetTableName=""):

return proc

def AddRobustParTAK4Scores(proc, jetTableName=""):
"""
Store RobustParTAK4 scores in jetTable
"""

getattr(proc, jetTableName).variables.btagRobustParTAK4B = ROBUSTPARTAK4VARS.btagRobustParTAK4B
getattr(proc, jetTableName).variables.btagRobustParTAK4CvL = ROBUSTPARTAK4VARS.btagRobustParTAK4CvL
getattr(proc, jetTableName).variables.btagRobustParTAK4CvB = ROBUSTPARTAK4VARS.btagRobustParTAK4CvB

return proc

def AddParticleNetAK4Scores(proc, jetTableName=""):
"""
Store ParticleNetAK4 scores in jetTable
Expand Down Expand Up @@ -574,6 +595,7 @@ def SavePatJets(proc, jetName, payload, patJetFinalColl, jetTablePrefix, jetTabl
AddBTaggingScores(proc,jetTableName=jetTableName)
AddDeepJetGluonLQuarkScores(proc,jetTableName=jetTableName)
AddParticleNetAK4Scores(proc,jetTableName=jetTableName)
AddRobustParTAK4Scores(proc,jetTableName=jetTableName)

return proc

Expand Down Expand Up @@ -689,12 +711,6 @@ def ReclusterAK4PuppiJets(proc, recoJA, runOnMC):
calculateQGLVars=True
)
#
# Save standard b-tagging and c-tagging variables
#
proc.jetPuppiTable.variables.btagDeepB = BTAGVARS.btagDeepB
proc.jetPuppiTable.variables.btagDeepCvL = BTAGVARS.btagDeepCvL
proc.jetPuppiTable.variables.btagDeepCvB = BTAGVARS.btagDeepCvB
#
# Save DeepJet b-tagging and c-tagging variables
#
proc.jetPuppiTable.variables.btagDeepFlavB = DEEPJETVARS.btagDeepFlavB
Expand All @@ -707,6 +723,12 @@ def ReclusterAK4PuppiJets(proc, recoJA, runOnMC):
proc.jetPuppiTable.variables.btagDeepFlavUDS = DEEPJETVARS.btagDeepFlavUDS
proc.jetPuppiTable.variables.btagDeepFlavQG = DEEPJETVARS.btagDeepFlavQG
#
# Save RobustParTAK4 b-tagging and c-tagging variables
#
proc.jetPuppiTable.variables.btagRobustParTAK4B = ROBUSTPARTAK4VARS.btagRobustParTAK4B
proc.jetPuppiTable.variables.btagRobustParTAK4CvL = ROBUSTPARTAK4VARS.btagRobustParTAK4CvL
proc.jetPuppiTable.variables.btagRobustParTAK4CvB = ROBUSTPARTAK4VARS.btagRobustParTAK4CvB
#
# Add ParticleNetAK4 scores
#
proc.jetPuppiTable.variables.particleNetAK4_B = PARTICLENETAK4VARS.particleNetAK4_B
Expand Down Expand Up @@ -881,6 +903,12 @@ def ReclusterAK4CHSJets(proc, recoJA, runOnMC):
proc.jetTable.variables.btagDeepFlavUDS = DEEPJETVARS.btagDeepFlavUDS
proc.jetTable.variables.btagDeepFlavQG = DEEPJETVARS.btagDeepFlavQG
#
# Save RobustParTAK4 b-tagging and c-tagging variables
#
proc.jetTable.variables.btagRobustParTAK4B = ROBUSTPARTAK4VARS.btagRobustParTAK4B
proc.jetTable.variables.btagRobustParTAK4CvL = ROBUSTPARTAK4VARS.btagRobustParTAK4CvL
proc.jetTable.variables.btagRobustParTAK4CvB = ROBUSTPARTAK4VARS.btagRobustParTAK4CvB
#
# Add ParticleNetAK4 scores
#
proc.jetTable.variables.particleNetAK4_B = PARTICLENETAK4VARS.particleNetAK4_B
Expand Down
34 changes: 28 additions & 6 deletions PhysicsTools/NanoAOD/python/jetsAK4_CHS_cff.py
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Original file line number Diff line number Diff line change
Expand Up @@ -134,13 +134,26 @@
svIdx1 = Var("?overlaps('vertices').size()>0?overlaps('vertices')[0].key():-1", "int16", doc="index of first matching secondary vertex"),
svIdx2 = Var("?overlaps('vertices').size()>1?overlaps('vertices')[1].key():-1", "int16", doc="index of second matching secondary vertex"),
nSVs = Var("?hasOverlaps('vertices')?overlaps('vertices').size():0", "uint8", doc="number of secondary vertices in the jet"),
btagDeepB = Var("?(bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'))>=0?bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'):-1",float,doc="DeepCSV b+bb tag discriminator",precision=10),
btagDeepFlavB = Var("bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')",float,doc="DeepJet b+bb+lepb tag discriminator",precision=10),
btagDeepCvL = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probudsg')):-1", float,doc="DeepCSV c vs udsg discriminator",precision=10),
btagDeepCvB = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb')):-1",float,doc="DeepCSV c vs b+bb discriminator",precision=10),
btagRobustParTAK4B = Var("bDiscriminator('pfParticleTransformerAK4JetTags:probb')+bDiscriminator('pfParticleTransformerAK4JetTags:probbb')+bDiscriminator('pfParticleTransformerAK4JetTags:problepb')",
float,
doc="RobustParTAK4 b+bb+lepb tag discriminator",
precision=10),
btagDeepFlavCvL = Var("?(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probuds')+bDiscriminator('pfDeepFlavourJetTags:probg'))>0?bDiscriminator('pfDeepFlavourJetTags:probc')/(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probuds')+bDiscriminator('pfDeepFlavourJetTags:probg')):-1",float,doc="DeepJet c vs uds+g discriminator",precision=10),
btagDeepFlavCvB = Var("?(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb'))>0?bDiscriminator('pfDeepFlavourJetTags:probc')/(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')):-1",float,doc="DeepJet c vs b+bb+lepb discriminator",precision=10),
btagDeepFlavQG = Var("?(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds'))>0?bDiscriminator('pfDeepFlavourJetTags:probg')/(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds')):-1",float,doc="DeepJet g vs uds discriminator",precision=10),
btagRobustParTAK4CvL = Var("?(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')+bDiscriminator('pfParticleTransformerAK4JetTags:probg'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probc')/(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')+bDiscriminator('pfParticleTransformerAK4JetTags:probg')):-1",
float,
doc="RobustParTAK4 c vs uds+g discriminator",
precision=10),
btagRobustParTAK4CvB = Var("?(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probb')+bDiscriminator('pfParticleTransformerAK4JetTags:probbb')+bDiscriminator('pfParticleTransformerAK4JetTags:problepb'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probc')/(bDiscriminator('pfParticleTransformerAK4JetTags:probc')+bDiscriminator('pfParticleTransformerAK4JetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')):-1",
float,
doc="RobustParTAK4 c vs b+bb+lepb discriminator",
precision=10),
btagRobustParTAK4QG = Var("?(bDiscriminator('pfParticleTransformerAK4JetTags:probg')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds'))>0?bDiscriminator('pfParticleTransformerAK4JetTags:probg')/(bDiscriminator('pfParticleTransformerAK4JetTags:probg')+bDiscriminator('pfParticleTransformerAK4JetTags:probuds')):-1",
float,
doc="RobustParTAK4 g vs uds discriminator",
precision=10),
btagPNetB = Var("?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:BvsAll')>0?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:BvsAll'):-1",float,precision=10,doc="ParticleNet b vs. udscg"),
btagPNetCvL = Var("?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:CvsL')>0?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:CvsL'):-1",float,precision=10,doc="ParticleNet c vs. udsg"),
btagPNetCvB = Var("?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:CvsB')>0?bDiscriminator('pfParticleNetFromMiniAODAK4CHSCentralDiscriminatorsJetTags:CvsB'):-1",float,precision=10,doc="ParticleNet c vs. b"),
Expand Down Expand Up @@ -190,7 +203,10 @@

run2_nanoAOD_ANY.toModify(
jetTable.variables,
btagCSVV2 = Var("bDiscriminator('pfCombinedInclusiveSecondaryVertexV2BJetTags')",float,doc=" pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)",precision=10)
btagCSVV2 = Var("bDiscriminator('pfCombinedInclusiveSecondaryVertexV2BJetTags')",float,doc=" pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)",precision=10),
btagDeepB = Var("?(bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'))>=0?bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb'):-1",float,doc="DeepCSV b+bb tag discriminator",precision=10),
btagDeepCvL = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probudsg')):-1", float,doc="DeepCSV c vs udsg discriminator",precision=10),
btagDeepCvB = Var("?bDiscriminator('pfDeepCSVJetTags:probc')>=0?bDiscriminator('pfDeepCSVJetTags:probc')/(bDiscriminator('pfDeepCSVJetTags:probc')+bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb')):-1",float,doc="DeepCSV c vs b+bb discriminator",precision=10)
)

(run3_nanoAOD_122 | run3_nanoAOD_124).toModify(
Expand Down Expand Up @@ -355,7 +371,7 @@
## - To be used in nanoAOD_customizeCommon() in nano_cff.py
###############################################################
from PhysicsTools.PatAlgos.tools.jetTools import updateJetCollection
def nanoAOD_addDeepInfoAK4CHS(process,addDeepBTag,addDeepFlavour,addParticleNet):
def nanoAOD_addDeepInfoAK4CHS(process,addDeepBTag,addDeepFlavour,addParticleNet,addRobustParTAK4=False):
_btagDiscriminators=[]
if addDeepBTag:
print("Updating process to run DeepCSV btag")
Expand All @@ -369,6 +385,11 @@ def nanoAOD_addDeepInfoAK4CHS(process,addDeepBTag,addDeepFlavour,addParticleNet)
from RecoBTag.ONNXRuntime.pfParticleNetFromMiniAODAK4_cff import _pfParticleNetFromMiniAODAK4CHSForwardJetTagsAll as pfParticleNetFromMiniAODAK4CHSForwardJetTagsAll
_btagDiscriminators += pfParticleNetFromMiniAODAK4CHSCentralJetTagsAll
_btagDiscriminators += pfParticleNetFromMiniAODAK4CHSForwardJetTagsAll
if addRobustParTAK4:
print("Updating process to run RobustParTAK4")
from RecoBTag.ONNXRuntime.pfParticleTransformerAK4_cff import _pfParticleTransformerAK4JetTagsAll as pfParticleTransformerAK4JetTagsAll
_btagDiscriminators += pfParticleTransformerAK4JetTagsAll

if len(_btagDiscriminators)==0: return process
print("Will recalculate the following discriminators: "+", ".join(_btagDiscriminators))
updateJetCollection(
Expand All @@ -386,7 +407,8 @@ def nanoAOD_addDeepInfoAK4CHS(process,addDeepBTag,addDeepFlavour,addParticleNet)
nanoAOD_addDeepInfoAK4CHS_switch = cms.PSet(
nanoAOD_addDeepBTag_switch = cms.untracked.bool(False),
nanoAOD_addDeepFlavourTag_switch = cms.untracked.bool(False),
nanoAOD_addParticleNet_switch = cms.untracked.bool(False)
nanoAOD_addParticleNet_switch = cms.untracked.bool(False),
nanoAOD_addRobustParTAK4Tag_switch = cms.untracked.bool(False)
)

################################################
Expand Down
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