|
| 1 | +import FWCore.ParameterSet.Config as cms |
| 2 | + |
| 3 | +from DQMOffline.RecoB.tagGenericAnalysis_cff import bTagGenericAnalysisBlock |
| 4 | +from DQMOffline.RecoB.tagGenericAnalysis_cff import cTagGenericAnalysisBlock |
| 5 | +from DQMOffline.RecoB.tagGenericAnalysis_cff import tauTagGenericAnalysisBlock |
| 6 | +from DQMOffline.RecoB.tagGenericAnalysis_cff import sTagGenericAnalysisBlock |
| 7 | +from DQMOffline.RecoB.tagGenericAnalysis_cff import qgTagGenericAnalysisBlock |
| 8 | + |
| 9 | +############################################################ |
| 10 | +# |
| 11 | +# DeepCSV |
| 12 | +# |
| 13 | +############################################################ |
| 14 | +# recommendation for UL18: https://twiki.cern.ch/twiki/bin/view/CMS/BtagRecommendation106XUL18 |
| 15 | +deepCSVWP = { |
| 16 | + 'BvsAll': 0.1208, # loose |
| 17 | + 'CvsL': 0.153, # medium |
| 18 | + 'CvsB': 0.363, # medium |
| 19 | +} |
| 20 | + |
| 21 | +DeepCSVDiscriminators = { |
| 22 | + 'BvsAll': cms.PSet( |
| 23 | + bTagGenericAnalysisBlock, |
| 24 | + |
| 25 | + folder = cms.string('DeepCSV_BvsAll'), |
| 26 | + CTagPlots = cms.bool(False), |
| 27 | + discrCut = cms.double(deepCSVWP['BvsAll']), |
| 28 | + numerator = cms.vstring( |
| 29 | + 'pfDeepCSVJetTags:probb', |
| 30 | + 'pfDeepCSVJetTags:probbb', |
| 31 | + ), |
| 32 | + denominator = cms.vstring(), |
| 33 | + ), |
| 34 | + |
| 35 | + 'CvsL': cms.PSet( |
| 36 | + cTagGenericAnalysisBlock, |
| 37 | + |
| 38 | + folder = cms.string('DeepCSV_CvsL'), |
| 39 | + CTagPlots = cms.bool(True), |
| 40 | + discrCut = cms.double(deepCSVWP['CvsL']), |
| 41 | + numerator = cms.vstring('pfDeepCSVJetTags:probc'), |
| 42 | + denominator = cms.vstring( |
| 43 | + 'pfDeepCSVJetTags:probc', |
| 44 | + 'pfDeepCSVJetTags:probudsg', |
| 45 | + ), |
| 46 | + ), |
| 47 | + |
| 48 | + 'CvsB': cms.PSet( |
| 49 | + cTagGenericAnalysisBlock, |
| 50 | + |
| 51 | + folder = cms.string('DeepCSV_CvsB'), |
| 52 | + CTagPlots = cms.bool(True), |
| 53 | + discrCut = cms.double(deepCSVWP['CvsB']), |
| 54 | + numerator = cms.vstring('pfDeepCSVJetTags:probc'), |
| 55 | + denominator = cms.vstring( |
| 56 | + 'pfDeepCSVJetTags:probc', |
| 57 | + 'pfDeepCSVJetTags:probb', |
| 58 | + 'pfDeepCSVJetTags:probbb', |
| 59 | + ), |
| 60 | + ), |
| 61 | +} |
| 62 | + |
| 63 | + |
| 64 | +############################################################ |
| 65 | +# |
| 66 | +# DeepFlavour (aka DeepJet) |
| 67 | +# |
| 68 | +############################################################ |
| 69 | +# Summer23BPix Working points |
| 70 | +deepFlavourWP = { |
| 71 | + 'BvsAll': 0.048, # loose |
| 72 | + 'CvsL': 0.102, # medium |
| 73 | + 'CvsB': 0.328, # medium |
| 74 | +} |
| 75 | + |
| 76 | +DeepFlavourDiscriminators = { |
| 77 | + 'BvsAll': cms.PSet( |
| 78 | + bTagGenericAnalysisBlock, |
| 79 | + |
| 80 | + folder = cms.string('DeepFlavour_BvsAll'), |
| 81 | + CTagPlots = cms.bool(False), |
| 82 | + discrCut = cms.double(deepFlavourWP['BvsAll']), |
| 83 | + numerator = cms.vstring( |
| 84 | + 'pfDeepFlavourJetTags:probb', |
| 85 | + 'pfDeepFlavourJetTags:probbb', |
| 86 | + 'pfDeepFlavourJetTags:problepb', |
| 87 | + ), |
| 88 | + denominator = cms.vstring(), |
| 89 | + ), |
| 90 | + |
| 91 | + 'CvsL': cms.PSet( |
| 92 | + cTagGenericAnalysisBlock, |
| 93 | + |
| 94 | + folder = cms.string('DeepFlavour_CvsL'), |
| 95 | + CTagPlots = cms.bool(True), |
| 96 | + discrCut = cms.double(deepFlavourWP['CvsL']), |
| 97 | + numerator = cms.vstring('pfDeepFlavourJetTags:probc'), |
| 98 | + denominator = cms.vstring( |
| 99 | + 'pfDeepFlavourJetTags:probc', |
| 100 | + 'pfDeepFlavourJetTags:probuds', |
| 101 | + 'pfDeepFlavourJetTags:probg', |
| 102 | + ), |
| 103 | + ), |
| 104 | + |
| 105 | + 'CvsB': cms.PSet( |
| 106 | + cTagGenericAnalysisBlock, |
| 107 | + |
| 108 | + folder = cms.string('DeepFlavour_CvsB'), |
| 109 | + CTagPlots = cms.bool(True), |
| 110 | + discrCut = cms.double(deepFlavourWP['CvsB']), |
| 111 | + numerator = cms.vstring('pfDeepFlavourJetTags:probc'), |
| 112 | + denominator = cms.vstring( |
| 113 | + 'pfDeepFlavourJetTags:probc', |
| 114 | + 'pfDeepFlavourJetTags:probb', |
| 115 | + 'pfDeepFlavourJetTags:probbb', |
| 116 | + 'pfDeepFlavourJetTags:problepb', |
| 117 | + ), |
| 118 | + ), |
| 119 | +} |
| 120 | + |
| 121 | +############################################################ |
| 122 | +# |
| 123 | +# AK4 ParticleNet for Puppi jets |
| 124 | +# |
| 125 | +############################################################ |
| 126 | +from RecoBTag.ONNXRuntime.pfParticleNetFromMiniAODAK4_cff import _pfParticleNetFromMiniAODAK4PuppiCentralJetTagsMetaDiscr as pfParticleNetFromMiniAODAK4PuppiCentralJetTagsMetaDiscr |
| 127 | +from RecoBTag.ONNXRuntime.pfParticleNetFromMiniAODAK4_cff import _pfParticleNetFromMiniAODAK4PuppiForwardJetTagsMetaDiscr as pfParticleNetFromMiniAODAK4PuppiForwardJetTagsMetaDiscr |
| 128 | + |
| 129 | +ParticleNetPuppiCentralDiscriminators = {} |
| 130 | + |
| 131 | +for meta_tagger in pfParticleNetFromMiniAODAK4PuppiCentralJetTagsMetaDiscr: |
| 132 | + discr = meta_tagger.split(':')[1] |
| 133 | + |
| 134 | + commonTaggerConfig = cms.PSet( |
| 135 | + folder = cms.string('ParticleNetCentral_'+discr), |
| 136 | + numerator = cms.vstring(meta_tagger), |
| 137 | + denominator = cms.vstring(), |
| 138 | + discrCut = cms.double(0.3),#Dummy, |
| 139 | + CTagPlots = cms.bool(False) |
| 140 | + ) |
| 141 | + if "Bvs" in discr: |
| 142 | + ParticleNetPuppiCentralDiscriminators[discr] = cms.PSet( |
| 143 | + commonTaggerConfig, |
| 144 | + bTagGenericAnalysisBlock |
| 145 | + ) |
| 146 | + if "BvsAll" in discr: |
| 147 | + ParticleNetPuppiCentralDiscriminators[discr].discrCut = cms.double(0.0359)#Summer23BPix Loose WP |
| 148 | + elif "Cvs" in discr: |
| 149 | + ParticleNetPuppiCentralDiscriminators[discr] = cms.PSet( |
| 150 | + commonTaggerConfig, |
| 151 | + cTagGenericAnalysisBlock, |
| 152 | + ) |
| 153 | + ParticleNetPuppiCentralDiscriminators[discr].CTagPlots = True |
| 154 | + if "CvsB" in discr: |
| 155 | + ParticleNetPuppiCentralDiscriminators[discr].discrCut = cms.double(0.358)#Summer23BPix Medium WP |
| 156 | + if "CvsL" in discr: |
| 157 | + ParticleNetPuppiCentralDiscriminators[discr].discrCut = cms.double(0.149)#Summer23BPix Medium WP |
| 158 | + elif "TauVs" in discr: |
| 159 | + ParticleNetPuppiCentralDiscriminators[discr] = cms.PSet( |
| 160 | + commonTaggerConfig, |
| 161 | + cTagGenericAnalysisBlock |
| 162 | + ) |
| 163 | + elif "QvsG" in discr: |
| 164 | + ParticleNetPuppiCentralDiscriminators[discr] = cms.PSet( |
| 165 | + commonTaggerConfig, |
| 166 | + cTagGenericAnalysisBlock |
| 167 | + ) |
| 168 | + |
| 169 | +ParticleNetPuppiForwardDiscriminators = {} |
| 170 | + |
| 171 | +for meta_tagger in pfParticleNetFromMiniAODAK4PuppiForwardJetTagsMetaDiscr: |
| 172 | + discr = meta_tagger.split(':')[1] |
| 173 | + |
| 174 | + commonTaggerConfig = cms.PSet( |
| 175 | + folder = cms.string('ParticleNetForward_'+discr), |
| 176 | + numerator = cms.vstring(meta_tagger), |
| 177 | + denominator = cms.vstring(), |
| 178 | + discrCut = cms.double(0.3),#Dummy, |
| 179 | + CTagPlots = cms.bool(False) |
| 180 | + ) |
| 181 | + if "QvsG" in discr: |
| 182 | + ParticleNetPuppiForwardDiscriminators[discr] = cms.PSet( |
| 183 | + commonTaggerConfig, |
| 184 | + qgTagGenericAnalysisBlock, |
| 185 | + ) |
| 186 | + |
| 187 | +############################################################ |
| 188 | +# |
| 189 | +# UParT |
| 190 | +# |
| 191 | +############################################################ |
| 192 | +from RecoBTag.ONNXRuntime.pfUnifiedParticleTransformerAK4_cff import _pfUnifiedParticleTransformerAK4JetTagsMetaDiscrs as pfUnifiedParticleTransformerAK4JetTagsMetaDiscrs |
| 193 | + |
| 194 | +UParTDiscriminators = {} |
| 195 | +# |
| 196 | +# |
| 197 | +# |
| 198 | +for meta_tagger in pfUnifiedParticleTransformerAK4JetTagsMetaDiscrs: |
| 199 | + discr = meta_tagger.split(':')[1] #split input tag to get thcde producer label |
| 200 | + # |
| 201 | + # |
| 202 | + # |
| 203 | + commonTaggerConfig = cms.PSet( |
| 204 | + folder = cms.string('UParT_'+discr), |
| 205 | + numerator = cms.vstring(meta_tagger), |
| 206 | + denominator = cms.vstring(), |
| 207 | + discrCut = cms.double(0.3),#Dummy, |
| 208 | + CTagPlots = cms.bool(False) |
| 209 | + ) |
| 210 | + if "Bvs" in discr: |
| 211 | + UParTDiscriminators[discr] = cms.PSet( |
| 212 | + commonTaggerConfig, |
| 213 | + bTagGenericAnalysisBlock |
| 214 | + ) |
| 215 | + elif "Cvs" in discr: |
| 216 | + UParTDiscriminators[discr] = cms.PSet( |
| 217 | + commonTaggerConfig, |
| 218 | + cTagGenericAnalysisBlock, |
| 219 | + ) |
| 220 | + UParTDiscriminators[discr].CTagPlots = True |
| 221 | + elif "QvsG" in discr: |
| 222 | + UParTDiscriminators[discr] = cms.PSet( |
| 223 | + commonTaggerConfig, |
| 224 | + cTagGenericAnalysisBlock |
| 225 | + ) |
| 226 | + elif "Svs" in discr: |
| 227 | + UParTDiscriminators[discr] = cms.PSet( |
| 228 | + commonTaggerConfig, |
| 229 | + cTagGenericAnalysisBlock |
| 230 | + ) |
| 231 | + elif "TauVs" in discr: |
| 232 | + UParTDiscriminators[discr] = cms.PSet( |
| 233 | + commonTaggerConfig, |
| 234 | + cTagGenericAnalysisBlock |
| 235 | + ) |
| 236 | + |
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