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Add non-decorrelated DeepDoubleX tagger scores #371

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Sep 20, 2019
Merged

Add non-decorrelated DeepDoubleX tagger scores #371

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8ed3718
Merged master-102X from repository cms-nanoAOD with cms-merge-topic
dmajumder May 17, 2019
7a145fe
Adding mass-nondecorrelated DeepDoubleX taggers; renaming the mass-de…
dmajumder May 17, 2019
88c8590
renaming DeepDoubleX taggers (restoring names of mass-decorrelated ta…
dmajumder May 17, 2019
c1b29e2
changing names of MD btagDDX taggers
dmajumder Sep 10, 2019
50190c9
Fix ordering in nanoDQM_cfi.py
peruzzim Sep 20, 2019
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3 changes: 3 additions & 0 deletions PhysicsTools/NanoAOD/python/jets_cff.py
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Expand Up @@ -366,6 +366,9 @@
btagDeepB = Var("bDiscriminator('pfDeepCSVJetTags:probb')+bDiscriminator('pfDeepCSVJetTags:probbb')",float,doc="DeepCSV b+bb tag discriminator",precision=10),
btagCSVV2 = Var("bDiscriminator('pfCombinedInclusiveSecondaryVertexV2BJetTags')",float,doc=" pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)",precision=10),
btagHbb = Var("bDiscriminator('pfBoostedDoubleSecondaryVertexAK8BJetTags')",float,doc="Higgs to BB tagger discriminator",precision=10),
btagDDBvL_noMD = Var("bDiscriminator('pfDeepDoubleBvLJetTags:probHbb')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->bb vs QCD",precision=10),
btagDDCvL_noMD = Var("bDiscriminator('pfDeepDoubleCvLJetTags:probHcc')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs QCD",precision=10),
btagDDCvB_noMD = Var("bDiscriminator('pfDeepDoubleCvBJetTags:probHcc')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs H(Z)->bb",precision=10),
btagDDBvL = Var("bDiscriminator('pfMassIndependentDeepDoubleBvLJetTags:probHbb')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->bb vs QCD",precision=10),
btagDDCvL = Var("bDiscriminator('pfMassIndependentDeepDoubleCvLJetTags:probHcc')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs QCD",precision=10),
btagDDCvB = Var("bDiscriminator('pfMassIndependentDeepDoubleCvBJetTags:probHcc')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs H(Z)->bb",precision=10),
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9 changes: 6 additions & 3 deletions PhysicsTools/NanoAOD/python/nanoDQM_cfi.py
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Expand Up @@ -107,9 +107,12 @@
Plot1D('area', 'area', 20, 2, 4, 'jet catchment area, for JECs'),
Plot1D('btagCMVA', 'btagCMVA', 20, -1, 1, 'CMVA V2 btag discriminator'),
Plot1D('btagCSVV2', 'btagCSVV2', 20, -1, 1, ' pfCombinedInclusiveSecondaryVertexV2 b-tag discriminator (aka CSVV2)'),
Plot1D('btagDDBvL', 'btagDDBvL', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->bb vs QCD'),
Plot1D('btagDDCvB', 'btagDDCvB', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs H(Z)->bb'),
Plot1D('btagDDCvL', 'btagDDCvL', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs QCD'),
Plot1D('btag_DDBvL', 'btag_DDBvL', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->bb vs QCD'),
Plot1D('btagDDBvL_noMD', 'btagDDBvL_noMD', 20, 0, 1, 'DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->bb vs QCD'),
Plot1D('btag_DDCvB', 'btag_DDCvB', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs H(Z)->bb'),
Plot1D('btagDDCvB_noMD', 'btagDDCvB_noMD', 20, 0, 1, 'DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs H(Z)->bb'),
Plot1D('btag_DDCvL', 'btag_DDCvL', 20, 0, 1, 'DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs QCD'),
Plot1D('btagDDCvL_noMD', 'btagDDCvL_noMD', 20, 0, 1, 'DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs QCD'),
Plot1D('btagDeepB', 'btagDeepB', 20, -1, 1, 'Deep B+BB btag discriminator'),
Plot1D('btagHbb', 'btagHbb', 20, -1, 1, 'Higgs to BB tagger discriminator'),
Plot1D('deepTagMD_H4qvsQCD', 'deepTagMD_H4qvsQCD', 20, 0, 1, 'Mass-decorrelated DeepBoostedJet tagger H->4q vs QCD discriminator'),
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5 changes: 4 additions & 1 deletion PhysicsTools/NanoAOD/python/nano_cff.py
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Expand Up @@ -238,7 +238,10 @@ def nanoAOD_addDeepInfoAK8(process,addDeepBTag,addDeepBoostedJet, addDeepDoubleX
_btagDiscriminators += pfDeepBoostedJetTagsAll
if addDeepDoubleX:
print("Updating process to run DeepDoubleX on datasets before 104X")
_btagDiscriminators += ['pfMassIndependentDeepDoubleBvLJetTags:probHbb', 'pfMassIndependentDeepDoubleCvLJetTags:probHcc', 'pfMassIndependentDeepDoubleCvBJetTags:probHcc']
_btagDiscriminators += ['pfDeepDoubleBvLJetTags:probHbb', \
'pfDeepDoubleCvLJetTags:probHcc', \
'pfDeepDoubleCvBJetTags:probHcc', \
'pfMassIndependentDeepDoubleBvLJetTags:probHbb', 'pfMassIndependentDeepDoubleCvLJetTags:probHcc', 'pfMassIndependentDeepDoubleCvBJetTags:probHcc']
if len(_btagDiscriminators)==0: return process
print("Will recalculate the following discriminators on AK8 jets: "+", ".join(_btagDiscriminators))
updateJetCollection(
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