Merge pull request #46273 from hqucms/xpog/PNetMuonID

[NanoAOD] Add ParticleNet-based Muon ID (Rework of #46153)

DataFormats/BTauReco/interface/DeepBoostedJetFeatures.h

@@ -5,6 +5,7 @@
 #include <vector>
 #include <unordered_map>
 #include "FWCore/Utilities/interface/Exception.h"
+#include "DataFormats/BTauReco/interface/RefMacros.h"
 
 namespace btagbtvdeep {
 
@@ -57,6 +58,8 @@ namespace btagbtvdeep {
     std::unordered_map<std::string, std::vector<float>> feature_map_;
   };
 
+  DECLARE_EDM_REFS(DeepBoostedJetFeatures)
+
 }  // namespace btagbtvdeep
 
 #endif  // DataFormats_BTauReco_DeepBoostedJetFeatures_h

DataFormats/BTauReco/src/classes_def.xml

@@ -489,7 +489,15 @@
   <class name="edm::Wrapper<reco::DeepDoubleXTagInfoCollection>"/>
 
   <class name="btagbtvdeep::DeepBoostedJetFeatures"/>
+  <class name="btagbtvdeep::DeepBoostedJetFeaturesCollection"/>
+  <class name="btagbtvdeep::DeepBoostedJetFeaturesRef"/>
+  <class name="btagbtvdeep::DeepBoostedJetFeaturesFwdRef"/>
+  <class name="btagbtvdeep::DeepBoostedJetFeaturesRefProd"/>
+  <class name="btagbtvdeep::DeepBoostedJetFeaturesRefVector"/>
+  <class name="edm::Wrapper<btagbtvdeep::DeepBoostedJetFeaturesCollection>" persistent="false"/>
+
   <class name="btagbtvdeep::LostTracksFeatures"/>
+
   <class name="reco::DeepBoostedJetTagInfo"/>
   <class name="reco::DeepBoostedJetTagInfoCollection"/>
   <class name="reco::DeepBoostedJetTagInfoRef"/>

PhysicsTools/NanoAOD/python/muons_cff.py

@@ -145,6 +145,73 @@
     variables = _legacy_muon_BDT_variable
 )
 
+from PhysicsTools.PatAlgos.muonTagInfos_cfi import muonTagInfos as _muonTagInfos
+muonPNetVariables = _muonTagInfos.clone(
+    src = cms.InputTag("linkedObjects","muons"),
+    leptonVars = cms.PSet(
+        MuonSelected_LepGood_pt = cms.string("pt"),
+        MuonSelected_LepGood_eta = cms.string("eta"),
+        MuonSelected_LepGood_jetNDauChargedMVASel = cms.string("?userCand('jetForLepJetVar').isNonnull()?userFloat('jetNDauChargedMVASel'):0"),
+        MuonSelected_LepGood_miniRelIsoCharged = cms.string("userFloat('miniIsoChg')/pt"),
+        MuonSelected_LepGood_miniRelIsoNeutral = cms.string("(userFloat('miniIsoAll')-userFloat('miniIsoChg'))/pt"),
+        MuonSelected_LepGood_jetPtRelv2 = cms.string("?userCand('jetForLepJetVar').isNonnull()?userFloat('ptRel'):0"),
+        MuonSelected_LepGood_jetDF = cms.string("?userCand('jetForLepJetVar').isNonnull()?max(userCand('jetForLepJetVar').bDiscriminator('pfDeepFlavourJetTags:probbb')+userCand('jetForLepJetVar').bDiscriminator('pfDeepFlavourJetTags:probb')+userCand('jetForLepJetVar').bDiscriminator('pfDeepFlavourJetTags:problepb'),0.0):0.0"),
+        MuonSelected_LepGood_jetPtRatio = cms.string("?userCand('jetForLepJetVar').isNonnull()?min(userFloat('ptRatio'),1.5):1.0/(1.0+(pfIsolationR04().sumChargedHadronPt + max(pfIsolationR04().sumNeutralHadronEt + pfIsolationR04().sumPhotonEt - pfIsolationR04().sumPUPt/2,0.0))/pt)"),
+        MuonSelected_dxy = cms.string("log(abs(dB('PV2D')))"),
+        MuonSelected_sip3d = cms.string("abs(dB('PV3D')/edB('PV3D'))"),
+        MuonSelected_dz = cms.string("log(abs(dB('PVDZ')))"),
+        MuonSelected_LepGood_dz = cms.string("log(abs(dB('PVDZ')))"),
+        MuonSelected_segmentComp = cms.string("segmentCompatibility"),
+        MuonSelected_global_muon = cms.string("isGlobalMuon"),
+        MuonSelected_validFraction = cms.string("?innerTrack.isNonnull?innerTrack().validFraction:-99"),
+        MuonSelected_local_chi2 = cms.string("combinedQuality().chi2LocalPosition"),
+        MuonSelected_kink = cms.string("combinedQuality().trkKink"),
+        MuonSelected_n_MatchedStations = cms.string("numberOfMatchedStations()"),
+        MuonSelected_Valid_pixel = cms.string("?innerTrack.isNonnull()?innerTrack().hitPattern().numberOfValidPixelHits():-99"),
+        MuonSelected_tracker_layers = cms.string("?innerTrack.isNonnull()?innerTrack().hitPattern().trackerLayersWithMeasurement():-99"),
+        MuonSelected_mvaId=cms.string("userFloat('mvaIDMuon')"),
+    ),
+    leptonVarsExt = cms.PSet(
+        MuonSelected_mvaTTH=cms.InputTag("muonPROMPTMVA"),
+    ),
+    pfVars = cms.PSet(
+        PF_pt=cms.string("pt"),
+        PF_charge=cms.string("charge"),
+        PF_isElectron=cms.string("?abs(pdgId)==11?1:0"),
+        PF_isMuon=cms.string("?abs(pdgId)==13?1:0"),
+        PF_isNeutralHadron=cms.string("?abs(pdgId)==130?1:0"),
+        PF_isPhoton=cms.string("?abs(pdgId)==22?1:0"),
+        PF_isChargedHadron=cms.string("?abs(pdgId)==211?1:0"),
+        PF_puppiWeightNoLep=cms.string("puppiWeightNoLep"),
+        PF_fromPV=cms.string("fromPV"),
+        PF_numberOfPixelHits=cms.string("numberOfPixelHits"),
+        PF_dzSig=cms.string("?hasTrackDetails?dz/max(dzError,1.e-6):0"),
+        PF_dxySig=cms.string("?hasTrackDetails?dxy/max(dxyError,1.e-6):0"),
+        PF_hcalFraction=cms.string("hcalFraction"),
+        PF_trackerLayersWithMeasurement=cms.string("?hasTrackDetails?bestTrack().hitPattern().trackerLayersWithMeasurement:0"),
+        PF_mask=cms.string("1"),
+    ),
+    svVars = cms.PSet(
+        SV_eta=cms.string("eta"),
+        SV_phi=cms.string("phi"),
+        SV_pt=cms.string("pt"),
+        SV_ndof=cms.string("vertexNdof"),
+        SV_chi2=cms.string("vertexChi2"),
+        SV_nTracks=cms.string("numberOfDaughters"),
+        SV_mass=cms.string("mass"),
+        SV_mask=cms.string("1"),
+    ),
+)
+
+from PhysicsTools.PatAlgos.muonPNetTags_cfi import muonPNetTags as _muonPNetTags
+muonPNetScores = _muonPNetTags.clone(
+    src = cms.InputTag("muonPNetVariables"),
+    srcLeps = cms.InputTag("linkedObjects", "muons"),
+    model_path = 'PhysicsTools/NanoAOD/data/PNetMuonId/model.onnx',
+    preprocess_json = 'PhysicsTools/NanoAOD/data/PNetMuonId/preprocess.json',
+    flav_names = cms.vstring(["light", "prompt", "tau", "heavy"]),
+)
+
 from TrackingTools.TransientTrack.TransientTrackBuilder_cfi import *
 muonBSConstrain = cms.EDProducer("MuonBeamspotConstraintValueMapProducer",
     src = cms.InputTag("linkedObjects","muons"),
@@ -213,6 +280,10 @@
     externalVariables = cms.PSet(
         promptMVA = ExtVar(cms.InputTag("muonPROMPTMVA"),float, doc="Prompt MVA lepton ID score. Corresponds to the previous mvaTTH",precision=14),
         mvaLowPt = ExtVar(cms.InputTag("muonMVALowPt"),float, doc="Low pt muon ID score",precision=14),
+        pnScore_prompt = ExtVar(cms.InputTag("muonPNetScores:prompt"),float, doc="PNet muon ID score for lepton from W/Z/H bosons", precision=14),
+        pnScore_heavy = ExtVar(cms.InputTag("muonPNetScores:heavy"),float, doc="PNet muon ID score for lepton from B or D hadrons", precision=14),
+        pnScore_light = ExtVar(cms.InputTag("muonPNetScores:light"),float, doc="PNet muon ID score for lepton from hadrons w/o b or c quarks OR w/o generator matching", precision=14),
+        pnScore_tau = ExtVar(cms.InputTag("muonPNetScores:tau"),float, doc="PNet muon ID score for decay of tau to light leptons (mu)", precision=14),
         fsrPhotonIdx = ExtVar(cms.InputTag("leptonFSRphotons:muFsrIndex"), "int16", doc="Index of the lowest-dR/ET2 among associated FSR photons"),
         bsConstrainedPt = ExtVar(cms.InputTag("muonBSConstrain:muonBSConstrainedPt"),float, doc="pT with beamspot constraint",precision=-1),
         bsConstrainedPtErr = ExtVar(cms.InputTag("muonBSConstrain:muonBSConstrainedPtErr"),float, doc="pT error with beamspot constraint ",precision=6),
@@ -252,7 +323,6 @@
     docString = cms.string("MC matching to status==1 muons"),
 )
 
-muonTask = cms.Task(slimmedMuonsUpdated,isoForMu,ptRatioRelForMu,slimmedMuonsWithUserData,finalMuons,finalLooseMuons )
+muonTask = cms.Task(slimmedMuonsUpdated,isoForMu,ptRatioRelForMu,slimmedMuonsWithUserData,finalMuons,finalLooseMuons)
 muonMCTask = cms.Task(muonsMCMatchForTable,muonMCTable)
-muonTablesTask = cms.Task(muonPROMPTMVA,muonMVALowPt,muonBSConstrain,muonTable,muonMVAID)
-
+muonTablesTask = cms.Task(muonPROMPTMVA,muonMVALowPt,muonBSConstrain,muonTable,muonMVAID,muonPNetVariables,muonPNetScores)

PhysicsTools/NanoAOD/python/nanoDQM_cfi.py

@@ -593,6 +593,10 @@
                 Plot1D('pfRelIso03_chg', 'pfRelIso03_chg', 20, 0, 2, 'PF relative isolation dR=0.3, charged component'),
                 Plot1D('pfRelIso04_all', 'pfRelIso04_all', 20, 0, 2, 'PF relative isolation dR=0.4, total (deltaBeta corrections)'),
                 Plot1D('phi', 'phi', 20, -3.14159, 3.14159, 'phi'),
+                Plot1D('pnScore_heavy', 'pnScore_heavy', 40, -1, 1, 'PNet muon ID score for lepton from B or D hadrons'),
+                Plot1D('pnScore_light', 'pnScore_light', 40, -1, 1, 'PNet muon ID score for lepton from hadrons w/o b or c quarks OR w/o generator matching'),
+                Plot1D('pnScore_prompt', 'pnScore_prompt', 40, -1, 1, 'PNet muon ID score for lepton from W/Z/H bosons'),
+                Plot1D('pnScore_tau', 'pnScore_tau', 40, -1, 1, 'PNet muon ID score for decay of tau to light leptons (mu)'),
                 Plot1D('pt', 'pt', 20, 0, 200, 'pt'),
                 Plot1D('ptErr', 'ptErr', 20, 0, 20, 'ptError of the muon track'),
                 Plot1D('segmentComp', 'segmentComp', 20, 0, 1, 'muon segment compatibility'),
@@ -607,6 +611,7 @@
                 Plot1D('tkRelIso', 'tkRelIso', 100, 0, 1, 'Tracker-based relative isolation dR=0.3 for highPt, trkIso/tunePpt'),
                 Plot1D('triggerIdLoose', 'triggerIdLoose', 2, -0.5, 1.5, 'TriggerIdLoose ID'),
                 Plot1D('tunepRelPt', 'tunepRelPt', 200, 0, 200, 'TuneP relative pt, tunePpt/pt'),
+                Plot1D('tuneP_pterr', 'tuneP_pterr', 200, 0, 20, 'pTerr from tunePMuonBestTrack'),
                 Plot1D('VXBS_Cov00', 'VXBS_Cov00', 200, -10, 10, '0, 0 element of the VXBS Covariance matrix'),
                 Plot1D('VXBS_Cov03', 'VXBS_Cov03', 200, -10, 10, '0, 3 element of the VXBS Covariance matrix'),
                 Plot1D('VXBS_Cov33', 'VXBS_Cov33', 200, -10, 10, '3, 3 element of the VXBS Covariance matrix'),

PhysicsTools/PatAlgos/plugins/BuildFile.xml

@@ -35,5 +35,6 @@
   <use name="TrackingTools/IPTools"/>
   <use name="TrackingTools/Records"/>
   <use name="RecoTauTag/RecoTau"/>
+  <use name="RecoBTag/FeatureTools"/>
   <use name="root"/>
 </library>