CMS 3D CMS Logo
electrons_cff.py
Go to the documentation of this file.
1 import FWCore.ParameterSet.Config as cms
2 from Configuration.Eras.Modifier_run2_miniAOD_80XLegacy_cff import run2_miniAOD_80XLegacy
3 from Configuration.Eras.Modifier_run2_nanoAOD_94XMiniAODv1_cff import run2_nanoAOD_94XMiniAODv1
4 from Configuration.Eras.Modifier_run2_nanoAOD_94XMiniAODv2_cff import run2_nanoAOD_94XMiniAODv2
5 from Configuration.Eras.Modifier_run2_nanoAOD_94X2016_cff import run2_nanoAOD_94X2016
6 
7 from PhysicsTools.NanoAOD.common_cff import *
8 import PhysicsTools.PatAlgos.producersLayer1.electronProducer_cfi
9 from math import ceil,log
10 
11 # this below is used only in some eras
12 slimmedElectronsUpdated = cms.EDProducer("PATElectronUpdater",
13  src = cms.InputTag("slimmedElectrons"),
14  vertices = cms.InputTag("offlineSlimmedPrimaryVertices"),
15  computeMiniIso = cms.bool(False),
16  pfCandsForMiniIso = cms.InputTag("packedPFCandidates"),
17  miniIsoParamsB = PhysicsTools.PatAlgos.producersLayer1.electronProducer_cfi.patElectrons.miniIsoParamsB, # so they're in sync
18  miniIsoParamsE = PhysicsTools.PatAlgos.producersLayer1.electronProducer_cfi.patElectrons.miniIsoParamsE, # so they're in sync
19 )
20 run2_miniAOD_80XLegacy.toModify( slimmedElectronsUpdated, computeMiniIso = True )
21 
22 electron_id_modules_WorkingPoints_nanoAOD = cms.PSet(
23  modules = cms.vstring(
24  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Fall17_94X_V1_cff',
25  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Fall17_94X_V2_cff',
26  'RecoEgamma.ElectronIdentification.Identification.heepElectronID_HEEPV70_cff',
27  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_iso_V1_cff',
28  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_noIso_V1_cff',
29  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_iso_V2_cff',
30  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_noIso_V2_cff',
31  ),
32  WorkingPoints = cms.vstring(
33  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-veto",
34  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-loose",
35  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-medium",
36  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-tight",
37  )
38 )
39 
40 for modifier in run2_miniAOD_80XLegacy,run2_nanoAOD_94X2016:
41  modifier.toModify(electron_id_modules_WorkingPoints_nanoAOD,
42  modules = cms.vstring(
43  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Fall17_94X_V1_cff',
44  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Fall17_94X_V2_cff',
45  'RecoEgamma.ElectronIdentification.Identification.heepElectronID_HEEPV70_cff',
46  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_iso_V1_cff',
47  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_noIso_V1_cff',
48  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_iso_V2_cff',
49  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Fall17_noIso_V2_cff',
50  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Summer16_80X_V1_cff',
51  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronHLTPreselecition_Summer16_V1_cff',
52  'RecoEgamma.ElectronIdentification.Identification.cutBasedElectronID_Spring15_25ns_V1_cff',
53  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Spring16_GeneralPurpose_V1_cff',
54  'RecoEgamma.ElectronIdentification.Identification.mvaElectronID_Spring16_HZZ_V1_cff',
55  ),
56  WorkingPoints = cms.vstring(
57  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-veto",
58  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-loose",
59  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-medium",
60  "egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-tight",
61  )
62 )
63 
64 
65 def _get_bitmapVIDForEle_docstring(modules,WorkingPoints):
66  docstring=''
67  for modname in modules:
68  ids= __import__(modname, globals(), locals(), ['idName','cutFlow'])
69  for name in dir(ids):
70  _id = getattr(ids,name)
71  if hasattr(_id,'idName') and hasattr(_id,'cutFlow'):
72  if (len(WorkingPoints)>0 and _id.idName==WorkingPoints[0].split(':')[-1]):
73  docstring = 'VID compressed bitmap (%s), %d bits per cut'%(','.join([cut.cutName.value() for cut in _id.cutFlow]),int(ceil(log(len(WorkingPoints)+1,2))))
74  return docstring
75 
76 bitmapVIDForEle = cms.EDProducer("EleVIDNestedWPBitmapProducer",
77  src = cms.InputTag("slimmedElectrons"),
78  WorkingPoints = electron_id_modules_WorkingPoints_nanoAOD.WorkingPoints,
79 )
80 _bitmapVIDForEle_docstring = _get_bitmapVIDForEle_docstring(electron_id_modules_WorkingPoints_nanoAOD.modules,bitmapVIDForEle.WorkingPoints)
81 
82 bitmapVIDForEleSpring15 = bitmapVIDForEle.clone()
83 bitmapVIDForEleSpring15.WorkingPoints = cms.vstring(
84  "egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-veto",
85  "egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-loose",
86  "egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-medium",
87 # "egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-tight", # not fitting in sizeof(int)
88 )
89 _bitmapVIDForEleSpring15_docstring = _get_bitmapVIDForEle_docstring(electron_id_modules_WorkingPoints_nanoAOD.modules,bitmapVIDForEleSpring15.WorkingPoints)
90 
91 bitmapVIDForEleSum16 = bitmapVIDForEle.clone()
92 bitmapVIDForEleSum16.WorkingPoints = cms.vstring(
93  "egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-veto",
94  "egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-loose",
95  "egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-medium",
96  "egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-tight",
97 )
98 _bitmapVIDForEleSum16_docstring = _get_bitmapVIDForEle_docstring(electron_id_modules_WorkingPoints_nanoAOD.modules,bitmapVIDForEleSum16.WorkingPoints)
99 
100 
101 for modifier in run2_miniAOD_80XLegacy, :
102  modifier.toModify(bitmapVIDForEle, src = "slimmedElectronsUpdated")
103  modifier.toModify(bitmapVIDForEleSpring15, src = "slimmedElectronsUpdated")
104  modifier.toModify(bitmapVIDForEleSum16, src = "slimmedElectronsUpdated")
105 
106 isoForEle = cms.EDProducer("EleIsoValueMapProducer",
107  src = cms.InputTag("slimmedElectrons"),
108  relative = cms.bool(False),
109  rho_MiniIso = cms.InputTag("fixedGridRhoFastjetAll"),
110  rho_PFIso = cms.InputTag("fixedGridRhoFastjetAll"),
111  EAFile_MiniIso = cms.FileInPath("RecoEgamma/ElectronIdentification/data/Fall17/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_94X.txt"),
112  EAFile_PFIso = cms.FileInPath("RecoEgamma/ElectronIdentification/data/Fall17/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_94X.txt"),
113 )
114 run2_miniAOD_80XLegacy.toModify(isoForEle, src = "slimmedElectronsUpdated",
115  EAFile_MiniIso = "RecoEgamma/ElectronIdentification/data/Spring15/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_25ns.txt",
116  EAFile_PFIso = "RecoEgamma/ElectronIdentification/data/Summer16/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_80X.txt")
117 run2_nanoAOD_94X2016.toModify(isoForEle,
118  EAFile_MiniIso = "RecoEgamma/ElectronIdentification/data/Spring15/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_25ns.txt",
119  EAFile_PFIso = "RecoEgamma/ElectronIdentification/data/Summer16/effAreaElectrons_cone03_pfNeuHadronsAndPhotons_80X.txt")
120 
121 ptRatioRelForEle = cms.EDProducer("ElectronJetVarProducer",
122  srcJet = cms.InputTag("updatedJets"),
123  srcLep = cms.InputTag("slimmedElectrons"),
124  srcVtx = cms.InputTag("offlineSlimmedPrimaryVertices"),
125 )
126 run2_miniAOD_80XLegacy.toModify(ptRatioRelForEle, srcLep = "slimmedElectronsUpdated")
127 
128 seedGainEle = cms.EDProducer("ElectronSeedGainProducer", src = cms.InputTag("slimmedElectrons"))
129 run2_miniAOD_80XLegacy.toModify(seedGainEle, src = "slimmedElectronsUpdated")
130 
131 import EgammaAnalysis.ElectronTools.calibratedElectronsRun2_cfi
132 
133 import RecoEgamma.EgammaTools.calibratedEgammas_cff
134 
135 calibratedPatElectrons80XLegacy = RecoEgamma.EgammaTools.calibratedEgammas_cff.calibratedPatElectrons.clone(
136  produceCalibratedObjs = False,
137  correctionFile = cms.string("EgammaAnalysis/ElectronTools/data/ScalesSmearings/Legacy2016_07Aug2017_FineEtaR9_v3_ele_unc"),
138 )
139 run2_miniAOD_80XLegacy.toModify(calibratedPatElectrons80XLegacy, src = "slimmedElectronsUpdated")
140 
141 calibratedPatElectrons94X = RecoEgamma.EgammaTools.calibratedEgammas_cff.calibratedPatElectrons.clone(
142  produceCalibratedObjs = False,
143  correctionFile = cms.string("EgammaAnalysis/ElectronTools/data/ScalesSmearings/Run2017_17Nov2017_v1_ele_unc"),
144 )
145 
146 calibratedPatElectrons102X = RecoEgamma.EgammaTools.calibratedEgammas_cff.calibratedPatElectrons.clone(
147  produceCalibratedObjs = False,
148  correctionFile = cms.string("EgammaAnalysis/ElectronTools/data/ScalesSmearings/Run2018_Step2Closure_CoarseEtaR9Gain_v2"),
149 )
150 
151 slimmedElectronsWithUserData = cms.EDProducer("PATElectronUserDataEmbedder",
152  src = cms.InputTag("slimmedElectrons"),
153  userFloats = cms.PSet(
154  mvaFall17V1Iso = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Fall17IsoV1Values"),
155  mvaFall17V1noIso = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Fall17NoIsoV1Values"),
156  mvaFall17V2Iso = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Fall17IsoV2Values"),
157  mvaFall17V2noIso = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Fall17NoIsoV2Values"),
158  miniIsoChg = cms.InputTag("isoForEle:miniIsoChg"),
159  miniIsoAll = cms.InputTag("isoForEle:miniIsoAll"),
160  PFIsoChg = cms.InputTag("isoForEle:PFIsoChg"),
161  PFIsoAll = cms.InputTag("isoForEle:PFIsoAll"),
162  PFIsoAll04 = cms.InputTag("isoForEle:PFIsoAll04"),
163  ptRatio = cms.InputTag("ptRatioRelForEle:ptRatio"),
164  ptRel = cms.InputTag("ptRatioRelForEle:ptRel"),
165  jetNDauChargedMVASel = cms.InputTag("ptRatioRelForEle:jetNDauChargedMVASel"),
166  dr03TkSumPtHEEP = cms.InputTag("heepIDVarValueMaps","eleTrkPtIso")
167  ),
168  userIntFromBools = cms.PSet(
169 
170  mvaFall17V1Iso_WP90 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V1-wp90"),
171  mvaFall17V1Iso_WP80 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V1-wp80"),
172  mvaFall17V1Iso_WPL = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V1-wpLoose"),
173  mvaFall17V1noIso_WP90 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V1-wp90"),
174  mvaFall17V1noIso_WP80 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V1-wp80"),
175  mvaFall17V1noIso_WPL = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V1-wpLoose"),
176 
177  mvaFall17V2Iso_WP90 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V2-wp90"),
178  mvaFall17V2Iso_WP80 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V2-wp80"),
179  mvaFall17V2Iso_WPL = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-iso-V2-wpLoose"),
180  mvaFall17V2noIso_WP90 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V2-wp90"),
181  mvaFall17V2noIso_WP80 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V2-wp80"),
182  mvaFall17V2noIso_WPL = cms.InputTag("egmGsfElectronIDs:mvaEleID-Fall17-noIso-V2-wpLoose"),
183 
184  cutbasedID_Fall17_V1_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V1-veto"),
185  cutbasedID_Fall17_V1_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V1-loose"),
186  cutbasedID_Fall17_V1_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V1-medium"),
187  cutbasedID_Fall17_V1_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V1-tight"),
188  cutbasedID_Fall17_V2_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-veto"),
189  cutbasedID_Fall17_V2_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-loose"),
190  cutbasedID_Fall17_V2_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-medium"),
191  cutbasedID_Fall17_V2_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-tight"),
192  cutbasedID_HEEP = cms.InputTag("egmGsfElectronIDs:heepElectronID-HEEPV70"),
193  ),
194  userInts = cms.PSet(
195  VIDNestedWPBitmap = cms.InputTag("bitmapVIDForEle"),
196  seedGain = cms.InputTag("seedGainEle"),
197  ),
198  userCands = cms.PSet(
199  jetForLepJetVar = cms.InputTag("ptRatioRelForEle:jetForLepJetVar") # warning: Ptr is null if no match is found
200  ),
201 )
202 run2_miniAOD_80XLegacy.toModify(slimmedElectronsWithUserData, src = "slimmedElectronsUpdated")
203 run2_miniAOD_80XLegacy.toModify(slimmedElectronsWithUserData.userFloats,
204  mvaSpring16GP = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Spring16GeneralPurposeV1Values"),
205  mvaSpring16HZZ = cms.InputTag("electronMVAValueMapProducer:ElectronMVAEstimatorRun2Spring16HZZV1Values"),
206 )
207 run2_miniAOD_80XLegacy.toModify(slimmedElectronsWithUserData.userFloats,
208  ecalTrkEnergyErrPostCorrNew = cms.InputTag("calibratedPatElectrons80XLegacy","ecalTrkEnergyErrPostCorr"),
209  ecalTrkEnergyPreCorrNew = cms.InputTag("calibratedPatElectrons80XLegacy","ecalTrkEnergyPreCorr"),
210  ecalTrkEnergyPostCorrNew = cms.InputTag("calibratedPatElectrons80XLegacy","ecalTrkEnergyPostCorr"),
211 )
212 run2_nanoAOD_94XMiniAODv1.toModify(slimmedElectronsWithUserData.userFloats,
213  ecalTrkEnergyErrPostCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyErrPostCorr"),
214  ecalTrkEnergyPreCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyPreCorr"),
215  ecalTrkEnergyPostCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyPostCorr"),
216 )
217 
218 #the94X miniAOD V2 had a bug in the scale and smearing for electrons in the E/p comb
219 #therefore we redo it but but we need use a new name for the userFloat as we cant override existing userfloats
220 #for technical reasons
221 run2_nanoAOD_94XMiniAODv2.toModify(slimmedElectronsWithUserData.userFloats,
222  ecalTrkEnergyErrPostCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyErrPostCorr"),
223  ecalTrkEnergyPreCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyPreCorr"),
224  ecalTrkEnergyPostCorrNew = cms.InputTag("calibratedPatElectrons94X","ecalTrkEnergyPostCorr"),
225 )
226 
227 (~(run2_miniAOD_80XLegacy | run2_nanoAOD_94X2016 | run2_nanoAOD_94XMiniAODv1 | run2_nanoAOD_94XMiniAODv2)).toModify(slimmedElectronsWithUserData.userFloats,
228  ecalTrkEnergyErrPostCorrNew = cms.InputTag("calibratedPatElectrons102X","ecalTrkEnergyErrPostCorr"),
229  ecalTrkEnergyPreCorrNew = cms.InputTag("calibratedPatElectrons102X","ecalTrkEnergyPreCorr"),
230  ecalTrkEnergyPostCorrNew = cms.InputTag("calibratedPatElectrons102X","ecalTrkEnergyPostCorr"),
231 )
232 
233 
234 run2_miniAOD_80XLegacy.toModify(slimmedElectronsWithUserData.userIntFromBools,
235  mvaSpring16GP_WP90 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Spring16-GeneralPurpose-V1-wp90"),
236  mvaSpring16GP_WP80 = cms.InputTag("egmGsfElectronIDs:mvaEleID-Spring16-GeneralPurpose-V1-wp80"),
237  mvaSpring16HZZ_WPL = cms.InputTag("egmGsfElectronIDs:mvaEleID-Spring16-HZZ-V1-wpLoose"),
238  cutbasedID_Sum16_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-veto"),
239  cutbasedID_Sum16_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-loose"),
240  cutbasedID_Sum16_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-medium"),
241  cutbasedID_Sum16_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-tight"),
242  cutbasedID_HLT = cms.InputTag("egmGsfElectronIDs:cutBasedElectronHLTPreselection-Summer16-V1"),
243  cutbasedID_Spring15_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-veto"),
244  cutbasedID_Spring15_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-loose"),
245  cutbasedID_Spring15_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-medium"),
246  cutbasedID_Spring15_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-tight"),
247 )
248 
249 run2_nanoAOD_94X2016.toModify(slimmedElectronsWithUserData.userIntFromBools,
250  # MVAs and HEEP are already pre-computed. Cut-based too (except V2), but we re-add it for consistency with the nested bitmap
251  cutbasedID_Sum16_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-veto"),
252  cutbasedID_Sum16_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-loose"),
253  cutbasedID_Sum16_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-medium"),
254  cutbasedID_Sum16_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Summer16-80X-V1-tight"),
255  cutbasedID_HLT = cms.InputTag("egmGsfElectronIDs:cutBasedElectronHLTPreselection-Summer16-V1"),
256  cutbasedID_Spring15_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-veto"),
257  cutbasedID_Spring15_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-loose"),
258  cutbasedID_Spring15_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-medium"),
259  cutbasedID_Spring15_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Spring15-25ns-V1-standalone-tight"),
260  cutbasedID_Fall17_V2_veto = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-veto"),
261  cutbasedID_Fall17_V2_loose = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-loose"),
262  cutbasedID_Fall17_V2_medium = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-medium"),
263  cutbasedID_Fall17_V2_tight = cms.InputTag("egmGsfElectronIDs:cutBasedElectronID-Fall17-94X-V2-tight"),
264 
265 )
266 for modifier in run2_miniAOD_80XLegacy, run2_nanoAOD_94X2016:
267  modifier.toModify(slimmedElectronsWithUserData.userInts,
268  VIDNestedWPBitmapSpring15 = cms.InputTag("bitmapVIDForEleSpring15"),
269  VIDNestedWPBitmapSum16 = cms.InputTag("bitmapVIDForEleSum16"),
270  )
271 
272 finalElectrons = cms.EDFilter("PATElectronRefSelector",
273  src = cms.InputTag("slimmedElectronsWithUserData"),
274  cut = cms.string("pt > 5 ")
275 )
276 
277 electronMVATTH= cms.EDProducer("EleBaseMVAValueMapProducer",
278  src = cms.InputTag("linkedObjects","electrons"),
279  weightFile = cms.FileInPath("PhysicsTools/NanoAOD/data/el_BDTG_2017.weights.xml"),
280  name = cms.string("electronMVATTH"),
281  isClassifier = cms.bool(True),
282  variablesOrder = cms.vstring(["LepGood_pt","LepGood_eta","LepGood_jetNDauChargedMVASel","LepGood_miniRelIsoCharged","LepGood_miniRelIsoNeutral","LepGood_jetPtRelv2","LepGood_jetDF","LepGood_jetPtRatio","LepGood_dxy","LepGood_sip3d","LepGood_dz","LepGood_mvaFall17V2noIso"]),
283  variables = cms.PSet(
284  LepGood_pt = cms.string("pt"),
285  LepGood_eta = cms.string("eta"),
286  LepGood_jetNDauChargedMVASel = cms.string("?userCand('jetForLepJetVar').isNonnull()?userFloat('jetNDauChargedMVASel'):0"),
287  LepGood_miniRelIsoCharged = cms.string("userFloat('miniIsoChg')/pt"),
288  LepGood_miniRelIsoNeutral = cms.string("(userFloat('miniIsoAll')-userFloat('miniIsoChg'))/pt"),
289  LepGood_jetPtRelv2 = cms.string("?userCand('jetForLepJetVar').isNonnull()?userFloat('ptRel'):0"),
290  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"),
291  LepGood_jetPtRatio = cms.string("?userCand('jetForLepJetVar').isNonnull()?min(userFloat('ptRatio'),1.5):1.0/(1.0+userFloat('PFIsoAll04')/pt)"),
292  LepGood_dxy = cms.string("log(abs(dB('PV2D')))"),
293  LepGood_sip3d = cms.string("abs(dB('PV3D')/edB('PV3D'))"),
294  LepGood_dz = cms.string("log(abs(dB('PVDZ')))"),
295  LepGood_mvaFall17V2noIso = cms.string("userFloat('mvaFall17V2noIso')"),
296  )
297 )
298 for modifier in run2_miniAOD_80XLegacy, run2_nanoAOD_94X2016:
299  modifier.toModify(electronMVATTH,
300  weightFile = "PhysicsTools/NanoAOD/data/el_BDTG_2016.weights.xml",
301 )
302 
303 electronTable = cms.EDProducer("SimpleCandidateFlatTableProducer",
304  src = cms.InputTag("linkedObjects","electrons"),
305  cut = cms.string(""), #we should not filter on cross linked collections
306  name= cms.string("Electron"),
307  doc = cms.string("slimmedElectrons after basic selection (" + finalElectrons.cut.value()+")"),
308  singleton = cms.bool(False), # the number of entries is variable
309  extension = cms.bool(False), # this is the main table for the electrons
310  variables = cms.PSet(CandVars,
311  jetIdx = Var("?hasUserCand('jet')?userCand('jet').key():-1", int, doc="index of the associated jet (-1 if none)"),
312  photonIdx = Var("?overlaps('photons').size()>0?overlaps('photons')[0].key():-1", int, doc="index of the associated photon (-1 if none)"),
313  energyErr = Var("p4Error('P4_COMBINATION')",float,doc="energy error of the cluster-track combination",precision=6),
314  dz = Var("dB('PVDZ')",float,doc="dz (with sign) wrt first PV, in cm",precision=10),
315  dzErr = Var("abs(edB('PVDZ'))",float,doc="dz uncertainty, in cm",precision=6),
316  dxy = Var("dB('PV2D')",float,doc="dxy (with sign) wrt first PV, in cm",precision=10),
317  dxyErr = Var("edB('PV2D')",float,doc="dxy uncertainty, in cm",precision=6),
318  ip3d = Var("abs(dB('PV3D'))",float,doc="3D impact parameter wrt first PV, in cm",precision=10),
319  sip3d = Var("abs(dB('PV3D')/edB('PV3D'))",float,doc="3D impact parameter significance wrt first PV, in cm",precision=10),
320  deltaEtaSC = Var("superCluster().eta()-eta()",float,doc="delta eta (SC,ele) with sign",precision=10),
321  r9 = Var("full5x5_r9()",float,doc="R9 of the supercluster, calculated with full 5x5 region",precision=10),
322  sieie = Var("full5x5_sigmaIetaIeta()",float,doc="sigma_IetaIeta of the supercluster, calculated with full 5x5 region",precision=10),
323  eInvMinusPInv = Var("(1-eSuperClusterOverP())/ecalEnergy()",float,doc="1/E_SC - 1/p_trk",precision=10),
324 
325  mvaFall17V1Iso = Var("userFloat('mvaFall17V1Iso')",float,doc="MVA Iso ID V1 score"),
326  mvaFall17V1Iso_WP80 = Var("userInt('mvaFall17V1Iso_WP80')",bool,doc="MVA Iso ID V1 WP80"),
327  mvaFall17V1Iso_WP90 = Var("userInt('mvaFall17V1Iso_WP90')",bool,doc="MVA Iso ID V1 WP90"),
328  mvaFall17V1Iso_WPL = Var("userInt('mvaFall17V1Iso_WPL')",bool,doc="MVA Iso ID V1 loose WP"),
329  mvaFall17V1noIso = Var("userFloat('mvaFall17V1noIso')",float,doc="MVA noIso ID V1 score"),
330  mvaFall17V1noIso_WP80 = Var("userInt('mvaFall17V1noIso_WP80')",bool,doc="MVA noIso ID V1 WP80"),
331  mvaFall17V1noIso_WP90 = Var("userInt('mvaFall17V1noIso_WP90')",bool,doc="MVA noIso ID V1 WP90"),
332  mvaFall17V1noIso_WPL = Var("userInt('mvaFall17V1noIso_WPL')",bool,doc="MVA noIso ID V1 loose WP"),
333 
334  mvaFall17V2Iso = Var("userFloat('mvaFall17V2Iso')",float,doc="MVA Iso ID V2 score"),
335  mvaFall17V2Iso_WP80 = Var("userInt('mvaFall17V2Iso_WP80')",bool,doc="MVA Iso ID V2 WP80"),
336  mvaFall17V2Iso_WP90 = Var("userInt('mvaFall17V2Iso_WP90')",bool,doc="MVA Iso ID V2 WP90"),
337  mvaFall17V2Iso_WPL = Var("userInt('mvaFall17V2Iso_WPL')",bool,doc="MVA Iso ID V2 loose WP"),
338  mvaFall17V2noIso = Var("userFloat('mvaFall17V2noIso')",float,doc="MVA noIso ID V2 score"),
339  mvaFall17V2noIso_WP80 = Var("userInt('mvaFall17V2noIso_WP80')",bool,doc="MVA noIso ID V2 WP80"),
340  mvaFall17V2noIso_WP90 = Var("userInt('mvaFall17V2noIso_WP90')",bool,doc="MVA noIso ID V2 WP90"),
341  mvaFall17V2noIso_WPL = Var("userInt('mvaFall17V2noIso_WPL')",bool,doc="MVA noIso ID V2 loose WP"),
342 
343  cutBased = Var("userInt('cutbasedID_Fall17_V2_veto')+userInt('cutbasedID_Fall17_V2_loose')+userInt('cutbasedID_Fall17_V2_medium')+userInt('cutbasedID_Fall17_V2_tight')",int,doc="cut-based ID Fall17 V2 (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
344  cutBased_Fall17_V1 = Var("userInt('cutbasedID_Fall17_V1_veto')+userInt('cutbasedID_Fall17_V1_loose')+userInt('cutbasedID_Fall17_V1_medium')+userInt('cutbasedID_Fall17_V1_tight')",int,doc="cut-based ID Fall17 V1 (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
345  vidNestedWPBitmap = Var("userInt('VIDNestedWPBitmap')",int,doc=_bitmapVIDForEle_docstring),
346  cutBased_HEEP = Var("userInt('cutbasedID_HEEP')",bool,doc="cut-based HEEP ID"),
347  miniPFRelIso_chg = Var("userFloat('miniIsoChg')/pt",float,doc="mini PF relative isolation, charged component"),
348  miniPFRelIso_all = Var("userFloat('miniIsoAll')/pt",float,doc="mini PF relative isolation, total (with scaled rho*EA PU corrections)"),
349  pfRelIso03_chg = Var("userFloat('PFIsoChg')/pt",float,doc="PF relative isolation dR=0.3, charged component"),
350  pfRelIso03_all = Var("userFloat('PFIsoAll')/pt",float,doc="PF relative isolation dR=0.3, total (with rho*EA PU corrections)"),
351  jetRelIso = Var("?userCand('jetForLepJetVar').isNonnull()?(1./userFloat('ptRatio'))-1.:userFloat('PFIsoAll04')/pt",float,doc="Relative isolation in matched jet (1/ptRatio-1, pfRelIso04_all if no matched jet)",precision=8),
352  jetPtRelv2 = Var("?userCand('jetForLepJetVar').isNonnull()?userFloat('ptRel'):0",float,doc="Relative momentum of the lepton with respect to the closest jet after subtracting the lepton",precision=8),
353  dr03TkSumPt = Var("?pt>35?dr03TkSumPt():0",float,doc="Non-PF track isolation within a delta R cone of 0.3 with electron pt > 35 GeV",precision=8),
354  dr03TkSumPtHEEP = Var("?pt>35?userFloat('dr03TkSumPtHEEP'):0",float,doc="Non-PF track isolation within a delta R cone of 0.3 with electron pt > 35 GeV used in HEEP ID",precision=8),
355  dr03EcalRecHitSumEt = Var("?pt>35?dr03EcalRecHitSumEt():0",float,doc="Non-PF Ecal isolation within a delta R cone of 0.3 with electron pt > 35 GeV",precision=8),
356  dr03HcalDepth1TowerSumEt = Var("?pt>35?dr03HcalDepth1TowerSumEt():0",float,doc="Non-PF Hcal isolation within a delta R cone of 0.3 with electron pt > 35 GeV",precision=8),
357  hoe = Var("hadronicOverEm()",float,doc="H over E",precision=8),
358  tightCharge = Var("isGsfCtfScPixChargeConsistent() + isGsfScPixChargeConsistent()",int,doc="Tight charge criteria (0:none, 1:isGsfScPixChargeConsistent, 2:isGsfCtfScPixChargeConsistent)"),
359  convVeto = Var("passConversionVeto()",bool,doc="pass conversion veto"),
360  lostHits = Var("gsfTrack.hitPattern.numberOfLostHits('MISSING_INNER_HITS')","uint8",doc="number of missing inner hits"),
361  isPFcand = Var("pfCandidateRef().isNonnull()",bool,doc="electron is PF candidate"),
362  seedGain = Var("userInt('seedGain')","uint8",doc="Gain of the seed crystal"),
363  ),
364  externalVariables = cms.PSet(
365  mvaTTH = ExtVar(cms.InputTag("electronMVATTH"),float, doc="TTH MVA lepton ID score",precision=14),
366  ),
367 )
368 # scale and smearing only when available
369 for modifier in run2_nanoAOD_94X2016,:
370  modifier.toModify(electronTable.variables,
371  pt = Var("pt*userFloat('ecalTrkEnergyPostCorr')/userFloat('ecalTrkEnergyPreCorr')", float, precision=-1, doc="p_{T}"),
372  energyErr = Var("userFloat('ecalTrkEnergyErrPostCorr')", float, precision=6, doc="energy error of the cluster-track combination"),
373  eCorr = Var("userFloat('ecalTrkEnergyPostCorr')/userFloat('ecalTrkEnergyPreCorr')", float, doc="ratio of the calibrated energy/miniaod energy"),
374  )
375 
376 #the94X miniAOD V2 had a bug in the scale and smearing for electrons in the E/p comb
377 #therefore we redo it but but we need use a new name for the userFloat as we cant override existing userfloats
378 #for technical reasons
379 (~run2_nanoAOD_94X2016).toModify(electronTable.variables,
380  pt = Var("pt*userFloat('ecalTrkEnergyPostCorrNew')/userFloat('ecalTrkEnergyPreCorrNew')", float, precision=-1, doc="p_{T}"),
381  energyErr = Var("userFloat('ecalTrkEnergyErrPostCorrNew')", float, precision=6, doc="energy error of the cluster-track combination"),
382  eCorr = Var("userFloat('ecalTrkEnergyPostCorrNew')/userFloat('ecalTrkEnergyPreCorrNew')", float, doc="ratio of the calibrated energy/miniaod energy"),
383 )
384 
385 run2_nanoAOD_94X2016.toModify(electronTable.variables,
386  cutBased_Sum16 = Var("userInt('cutbasedID_Sum16_veto')+userInt('cutbasedID_Sum16_loose')+userInt('cutbasedID_Sum16_medium')+userInt('cutbasedID_Sum16_tight')",int,doc="cut-based Summer16 ID (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
387  cutBased_Fall17_V1 = Var("electronID('cutBasedElectronID-Fall17-94X-V1-veto')+electronID('cutBasedElectronID-Fall17-94X-V1-loose')+electronID('cutBasedElectronID-Fall17-94X-V1-medium')+electronID('cutBasedElectronID-Fall17-94X-V1-tight')",int,doc="cut-based Fall17 ID (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
388  #cutBased in 2016 corresponds to Spring16 not Fall17V2, so have to add in V2 ID explicitly
389  #it also doesnt exist in the miniAOD so have to redo it
390  cutBased = Var("userInt('cutbasedID_Fall17_V2_veto')+userInt('cutbasedID_Fall17_V2_loose')+userInt('cutbasedID_Fall17_V2_medium')+userInt('cutbasedID_Fall17_V2_tight')",int,doc="cut-based ID Fall17 V2 (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
391  cutBased_HLTPreSel = Var("userInt('cutbasedID_HLT')",int,doc="cut-based HLT pre-selection ID"),
392  cutBased_HEEP = Var("electronID('heepElectronID-HEEPV70')",bool,doc="cut-based HEEP ID"),
393  cutBased_Spring15 = Var("userInt('cutbasedID_Spring15_veto')+userInt('cutbasedID_Spring15_loose')+userInt('cutbasedID_Spring15_medium')+userInt('cutbasedID_Spring15_tight')",int,doc="cut-based Spring15 ID (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
394  mvaSpring16GP = Var("userFloat('ElectronMVAEstimatorRun2Spring16GeneralPurposeV1Values')",float,doc="MVA Spring16 general-purpose ID score"),
395  mvaSpring16GP_WP80 = Var("electronID('mvaEleID-Spring16-GeneralPurpose-V1-wp80')",bool,doc="MVA Spring16 general-purpose ID WP80"),
396  mvaSpring16GP_WP90 = Var("electronID('mvaEleID-Spring16-GeneralPurpose-V1-wp90')",bool,doc="MVA Spring16 general-purpose ID WP90"),
397  mvaSpring16HZZ = Var("userFloat('ElectronMVAEstimatorRun2Spring16HZZV1Values')",float,doc="MVA Spring16 HZZ ID score"),
398  mvaSpring16HZZ_WPL = Var("electronID('mvaEleID-Spring16-HZZ-V1-wpLoose')",bool,doc="MVA Spring16 HZZ ID loose WP"),
399  mvaFall17V1Iso = Var("userFloat('ElectronMVAEstimatorRun2Fall17IsoV1Values')",float,doc="MVA Fall17 V1 Iso ID score"),
400  mvaFall17V1Iso_WP80 = Var("electronID('mvaEleID-Fall17-iso-V1-wp80')",bool,doc="MVA Fall17 V1 Iso ID WP80"),
401  mvaFall17V1Iso_WP90 = Var("electronID('mvaEleID-Fall17-iso-V1-wp90')",bool,doc="MVA Fall17 V1 Iso ID WP90"),
402  mvaFall17V1Iso_WPL = Var("electronID('mvaEleID-Fall17-iso-V1-wpLoose')",bool,doc="MVA Fall17 V1 Iso ID loose WP"),
403  mvaFall17V1noIso = Var("userFloat('ElectronMVAEstimatorRun2Fall17NoIsoV1Values')",float,doc="MVA Fall17 V1 noIso ID score"),
404  mvaFall17V1noIso_WP80 = Var("electronID('mvaEleID-Fall17-noIso-V1-wp80')",bool,doc="MVA Fall17 V1 noIso ID WP80"),
405  mvaFall17V1noIso_WP90 = Var("electronID('mvaEleID-Fall17-noIso-V1-wp90')",bool,doc="MVA Fall17 V1 noIso ID WP90"),
406  mvaFall17V1noIso_WPL = Var("electronID('mvaEleID-Fall17-noIso-V1-wpLoose')",bool,doc="MVA Fall17 V1 noIso ID loose WP"),
407  vidNestedWPBitmapSpring15 = Var("userInt('VIDNestedWPBitmapSpring15')",int,doc=_bitmapVIDForEleSpring15_docstring),
408  vidNestedWPBitmapSum16 = Var("userInt('VIDNestedWPBitmapSum16')",int,doc=_bitmapVIDForEleSum16_docstring),
409 )
410 run2_miniAOD_80XLegacy.toModify(electronTable.variables,
411  cutBased_Sum16 = Var("userInt('cutbasedID_Sum16_veto')+userInt('cutbasedID_Sum16_loose')+userInt('cutbasedID_Sum16_medium')+userInt('cutbasedID_Sum16_tight')",int,doc="cut-based Summer16 ID (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
412  cutBased_HLTPreSel = Var("userInt('cutbasedID_HLT')",int,doc="cut-based HLT pre-selection ID"),
413  cutBased_Spring15 = Var("userInt('cutbasedID_Spring15_veto')+userInt('cutbasedID_Spring15_loose')+userInt('cutbasedID_Spring15_medium')+userInt('cutbasedID_Spring15_tight')",int,doc="cut-based Spring15 ID (0:fail, 1:veto, 2:loose, 3:medium, 4:tight)"),
414  mvaSpring16GP = Var("userFloat('mvaSpring16GP')",float,doc="MVA general-purpose ID score"),
415  mvaSpring16GP_WP80 = Var("userInt('mvaSpring16GP_WP80')",bool,doc="MVA general-purpose ID WP80"),
416  mvaSpring16GP_WP90 = Var("userInt('mvaSpring16GP_WP90')",bool,doc="MVA general-purpose ID WP90"),
417  mvaSpring16HZZ = Var("userFloat('mvaSpring16HZZ')",float,doc="MVA HZZ ID score"),
418  mvaSpring16HZZ_WPL = Var("userInt('mvaSpring16HZZ_WPL')",bool,doc="MVA HZZ ID loose WP"),
419 
420  vidNestedWPBitmapSpring15 = Var("userInt('VIDNestedWPBitmapSpring15')",int,doc=_bitmapVIDForEleSpring15_docstring),
421  vidNestedWPBitmapSum16 = Var("userInt('VIDNestedWPBitmapSum16')",int,doc=_bitmapVIDForEleSum16_docstring),
422 
423 )
424 
425 electronsMCMatchForTable = cms.EDProducer("MCMatcher", # cut on deltaR, deltaPt/Pt; pick best by deltaR
426  src = electronTable.src, # final reco collection
427  matched = cms.InputTag("finalGenParticles"), # final mc-truth particle collection
428  mcPdgId = cms.vint32(11,22), # one or more PDG ID (11 = el, 22 = pho); absolute values (see below)
429  checkCharge = cms.bool(False), # True = require RECO and MC objects to have the same charge
430  mcStatus = cms.vint32(1), # PYTHIA status code (1 = stable, 2 = shower, 3 = hard scattering)
431  maxDeltaR = cms.double(0.3), # Minimum deltaR for the match
432  maxDPtRel = cms.double(0.5), # Minimum deltaPt/Pt for the match
433  resolveAmbiguities = cms.bool(True), # Forbid two RECO objects to match to the same GEN object
434  resolveByMatchQuality = cms.bool(True), # False = just match input in order; True = pick lowest deltaR pair first
435 )
436 
437 electronMCTable = cms.EDProducer("CandMCMatchTableProducer",
438  src = electronTable.src,
439  mcMap = cms.InputTag("electronsMCMatchForTable"),
440  objName = electronTable.name,
441  objType = electronTable.name, #cms.string("Electron"),
442  branchName = cms.string("genPart"),
443  docString = cms.string("MC matching to status==1 electrons or photons"),
444 )
445 
446 electronSequence = cms.Sequence(bitmapVIDForEle + isoForEle + ptRatioRelForEle + seedGainEle + slimmedElectronsWithUserData + finalElectrons)
447 electronTables = cms.Sequence (electronMVATTH + electronTable)
448 electronMC = cms.Sequence(electronsMCMatchForTable + electronMCTable)
449 
450 _withUpdate_sequence = cms.Sequence(slimmedElectronsUpdated + electronSequence.copy())
451 
452 _withUpdateAnd80XLegacyScale_sequence = _withUpdate_sequence.copy()
453 _withUpdateAnd80XLegacyScale_sequence.replace(slimmedElectronsWithUserData, calibratedPatElectrons80XLegacy + bitmapVIDForEleSpring15 +bitmapVIDForEleSum16 + slimmedElectronsWithUserData)
454 run2_miniAOD_80XLegacy.toReplaceWith(electronSequence, _withUpdateAnd80XLegacyScale_sequence)
455 
456 _with94XScale_sequence = electronSequence.copy()
457 _with94XScale_sequence.replace(slimmedElectronsWithUserData, calibratedPatElectrons94X + slimmedElectronsWithUserData)
458 run2_nanoAOD_94XMiniAODv1.toReplaceWith(electronSequence, _with94XScale_sequence)
459 run2_nanoAOD_94XMiniAODv2.toReplaceWith(electronSequence, _with94XScale_sequence)
460 
461 _with_bitmapVIDForEleSpring15AndSum16_sequence = electronSequence.copy()
462 _with_bitmapVIDForEleSpring15AndSum16_sequence.replace(slimmedElectronsWithUserData, bitmapVIDForEleSpring15 + bitmapVIDForEleSum16 + slimmedElectronsWithUserData)
463 run2_nanoAOD_94X2016.toReplaceWith(electronSequence, _with_bitmapVIDForEleSpring15AndSum16_sequence)
464 
465 _with102XScale_sequence = electronSequence.copy()
466 _with102XScale_sequence.replace(slimmedElectronsWithUserData, calibratedPatElectrons102X + slimmedElectronsWithUserData)
467 (~(run2_miniAOD_80XLegacy | run2_nanoAOD_94X2016 | run2_nanoAOD_94XMiniAODv1 | run2_nanoAOD_94XMiniAODv2)).toReplaceWith(electronSequence, _with102XScale_sequence)
common_cff.ExtVar
def ExtVar(tag, valtype, compression=None, doc=None, mcOnly=False, precision=-1)
Definition: common_cff.py:31
electrons_cff._get_bitmapVIDForEle_docstring
def _get_bitmapVIDForEle_docstring(modules, WorkingPoints)
Definition: electrons_cff.py:65
common_cff.Var
def Var(expr, valtype, compression=None, doc=None, mcOnly=False, precision=-1)
Definition: common_cff.py:20
electrons_cff.int
int
Definition: electrons_cff.py:311
join
static std::string join(char **cmd)
Definition: RemoteFile.cc:18
electronProducer_cfi
dir
dbl *** dir
Definition: mlp_gen.cc:35
split
double split
Definition: MVATrainer.cc:139
common_cff
Generated for CMSSW Reference Manual by doxygen 1.8.11