Legacy csvV2 calibrations for 2018 PbPb data

PhysicsTools/PatAlgos/python/producersHeavyIons/heavyIonJets_cff.py

@@ -32,6 +32,7 @@
 from RecoBTag.SecondaryVertex.simpleSecondaryVertex2TrkComputer_cfi import *
 from RecoBTag.SecondaryVertex.simpleSecondaryVertex3TrkComputer_cfi import *
 from RecoBTag.SecondaryVertex.combinedSecondaryVertexV2Computer_cfi import *
+from RecoBTag.Combined.heavyIonCSVComputer_cfi import *
 from RecoBTag.ImpactParameter.jetBProbabilityComputer_cfi import *
 from RecoBTag.ImpactParameter.jetProbabilityComputer_cfi import *
 from RecoBTag.ImpactParameter.trackCounting3D2ndComputer_cfi import *

PhysicsTools/PatAlgos/python/slimming/miniAOD_tools.py

@@ -474,7 +474,6 @@ def _add_jetsPuppi(process):
 
     _run2_miniAOD_ANY.toModify(process.patJets, addTagInfos = False )
 
-    _hiGeneral.toModify(process.patJets, addTagInfos = True )
     _hiGeneral.toModify(process.patJets, tagInfoSources = cms.VInputTag(["impactParameterTagInfos","secondaryVertexTagInfos"]) )
 
     ## puppi met

RecoBTag/Combined/BuildFile.xml

@@ -7,6 +7,7 @@
 <use name="FWCore/ParameterSet"/>
 <use name="FWCore/Utilities"/>
 <use name="RecoBTau/JetTagComputer"/>
+<use name="RecoBTag/SecondaryVertex"/>
 <use name="boost"/>
 <export>
   <lib name="1"/>

RecoBTag/Combined/interface/HeavyIonCSVTagger.h

@@ -0,0 +1,55 @@
+#ifndef RecoBTag_Combined_HeavyIonCSVTagger_h
+#define RecoBTag_Combined_HeavyIonCSVTagger_h
+
+#include "FWCore/Framework/interface/ESConsumesCollector.h"
+#include "FWCore/ParameterSet/interface/ParameterSet.h"
+#include "CommonTools/MVAUtils/interface/TMVAEvaluator.h"
+#include "RecoBTau/JetTagComputer/interface/JetTagComputer.h"
+#include "RecoBTag/SecondaryVertex/interface/CombinedSVComputer.h"
+#include "DataFormats/BTauReco/interface/TaggingVariable.h"
+#include "RecoBTau/JetTagComputer/interface/JetTagComputerRecord.h"
+
+#include <memory>
+#include <type_traits>
+
+/** \class HeavyIonCSVTagger
+ *  \author M. Nguyen
+ *  copied from CharmTagger.h (by M. Verzetti)
+ */
+
+class HeavyIonCSVTagger : public JetTagComputer {
+public:
+  struct Tokens {
+    Tokens(const edm::ParameterSet& configuration, edm::ESConsumesCollector&& cc);
+    edm::ESGetToken<GBRForest, GBRWrapperRcd> gbrForest_;
+  };
+
+  /// explicit ctor
+  HeavyIonCSVTagger(const edm::ParameterSet&, Tokens);
+  ~HeavyIonCSVTagger();
+  float discriminator(const TagInfoHelper& tagInfo) const override;
+  void initialize(const JetTagComputerRecord& record) override;
+
+  typedef std::vector<edm::ParameterSet> vpset;
+
+  struct MVAVar {
+    std::string name;
+    reco::btau::TaggingVariableName id;
+    size_t index;
+    bool has_index;
+    float default_value;
+  };
+
+private:
+  std::unique_ptr<TMVAEvaluator> mvaID_;
+  CombinedSVComputer sv_computer_;
+  std::vector<MVAVar> variables_;
+
+  std::string mva_name_;
+  edm::FileInPath weight_file_;
+  bool use_GBRForest_;
+  bool use_adaBoost_;
+  Tokens tokens_;
+};
+
+#endif

RecoBTag/Combined/plugins/HeavyIonCSVESProducer.cc

@@ -0,0 +1,8 @@
+#include "FWCore/Framework/interface/ModuleFactory.h"
+#include "FWCore/Framework/interface/MakerMacros.h"
+
+#include "RecoBTau/JetTagComputer/interface/JetTagComputerESProducer.h"
+#include "RecoBTag/Combined/interface/HeavyIonCSVTagger.h"
+
+typedef JetTagComputerESProducer<HeavyIonCSVTagger> HeavyIonCSVESProducer;
+DEFINE_FWK_EVENTSETUP_MODULE(HeavyIonCSVESProducer);

RecoBTag/Combined/python/heavyIonCSVComputer_cfi.py

@@ -0,0 +1,24 @@
+import FWCore.ParameterSet.Config as cms
+import RecoBTag.SecondaryVertex.candidateCombinedSecondaryVertexV2Computer_cfi as sv_cfg 
+from RecoBTag.Combined.heavyIonCSV_trainingSettings import heavyIonCSV_vpset
+
+heavyIonCSVComputer = cms.ESProducer(
+   'HeavyIonCSVESProducer',
+   sv_cfg = cms.PSet(
+      **sv_cfg.candidateCombinedSecondaryVertexV2Computer.parameters_()
+      ),
+   weightFile = cms.FileInPath('RecoBTag/Combined/data/TMVA_Btag_CsJets_PbPb2018_BDTG.weights.xml'),
+
+   variables = heavyIonCSV_vpset,
+   tagInfos = cms.VInputTag(
+      cms.InputTag('impactParameterTagInfos'),
+      cms.InputTag('secondaryVertexFinderTagInfos'),
+      ),
+   mvaName = cms.string('BDT'),
+   useCondDB = cms.bool(False),
+   gbrForestLabel = cms.string(''),
+   useGBRForest = cms.bool(True),
+   useAdaBoost = cms.bool(False)
+   )
+
+

RecoBTag/Combined/python/heavyIonCSVJetTags_cfi.py

@@ -0,0 +1,10 @@
+import FWCore.ParameterSet.Config as cms
+
+heavyIonCSVJetTags  = cms.EDProducer(
+   "JetTagProducer",
+   jetTagComputer = cms.string('heavyIonCSVTags'),
+   tagInfos = cms.VInputTag(
+      cms.InputTag('impactParameterTagInfos'),
+      cms.InputTag('secondaryVertexFinderTagInfos'),
+      )
+)

RecoBTag/Combined/python/heavyIonCSV_trainingSettings.py

@@ -0,0 +1,183 @@
+import FWCore.ParameterSet.Config as cms
+heavyIonCSV_vpset = cms.VPSet([
+cms.PSet(
+    default = cms.double(-100),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackSip3dSig_0'),
+    taggingVarName = cms.string('trackSip3dSig')
+), cms.PSet(
+    default = cms.double(-100),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackSip3dSig_1'),
+    taggingVarName = cms.string('trackSip3dSig')
+), cms.PSet(
+    default = cms.double(-100),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackSip3dSig_2'),
+    taggingVarName = cms.string('trackSip3dSig')
+), cms.PSet(
+    default = cms.double(-100),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackSip3dSig_3'),
+    taggingVarName = cms.string('trackSip3dSig')
+), cms.PSet(
+    default = cms.double(-999),
+    name = cms.string('TagVarCSV_trackSip3dSigAboveCharm'),
+    taggingVarName = cms.string('trackSip3dSigAboveCharm')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackPtRel_0'),
+    taggingVarName = cms.string('trackPtRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackPtRel_1'),
+    taggingVarName = cms.string('trackPtRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackPtRel_2'),
+    taggingVarName = cms.string('trackPtRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackPtRel_3'),
+    taggingVarName = cms.string('trackPtRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackEtaRel_0'),
+    taggingVarName = cms.string('trackEtaRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackEtaRel_1'),
+    taggingVarName = cms.string('trackEtaRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackEtaRel_2'),
+    taggingVarName = cms.string('trackEtaRel')
+), cms.PSet(
+    default = cms.double(-1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackEtaRel_3'),
+    taggingVarName = cms.string('trackEtaRel')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackDeltaR_0'),
+    taggingVarName = cms.string('trackDeltaR')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackDeltaR_1'),
+    taggingVarName = cms.string('trackDeltaR')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackDeltaR_2'),
+    taggingVarName = cms.string('trackDeltaR')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackDeltaR_3'),
+    taggingVarName = cms.string('trackDeltaR')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackPtRatio_0'),
+    taggingVarName = cms.string('trackPtRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackPtRatio_1'),
+    taggingVarName = cms.string('trackPtRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackPtRatio_2'),
+    taggingVarName = cms.string('trackPtRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackPtRatio_3'),
+    taggingVarName = cms.string('trackPtRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackJetDist_0'),
+    taggingVarName = cms.string('trackJetDist')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackJetDist_1'),
+    taggingVarName = cms.string('trackJetDist')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackJetDist_2'),
+    taggingVarName = cms.string('trackJetDist')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackJetDist_3'),
+    taggingVarName = cms.string('trackJetDist')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(0),
+    name = cms.string('TagVarCSV_trackDecayLenVal_0'),
+    taggingVarName = cms.string('trackDecayLenVal')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(1),
+    name = cms.string('TagVarCSV_trackDecayLenVal_1'),
+    taggingVarName = cms.string('trackDecayLenVal')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(2),
+    name = cms.string('TagVarCSV_trackDecayLenVal_2'),
+    taggingVarName = cms.string('trackDecayLenVal')
+), cms.PSet(
+    default = cms.double(-0.1),
+    idx = cms.int32(3),
+    name = cms.string('TagVarCSV_trackDecayLenVal_3'),
+    taggingVarName = cms.string('trackDecayLenVal')
+), cms.PSet(
+    default = cms.double(-0.1),
+    name = cms.string('TagVarCSV_trackSumJetEtRatio'),
+    taggingVarName = cms.string('trackSumJetEtRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    name = cms.string('TagVarCSV_trackSumJetDeltaR'),
+    taggingVarName = cms.string('trackSumJetDeltaR')
+), cms.PSet(
+    default = cms.double(-0.1),
+    name = cms.string('TagVarCSV_vertexMass'),
+    taggingVarName = cms.string('vertexMass')
+), cms.PSet(
+    default = cms.double(0),
+    name = cms.string('TagVarCSV_vertexNTracks'),
+    taggingVarName = cms.string('vertexNTracks')
+), cms.PSet(
+    default = cms.double(-10),
+    name = cms.string('TagVarCSV_vertexEnergyRatio'),
+    taggingVarName = cms.string('vertexEnergyRatio')
+), cms.PSet(
+    default = cms.double(-0.1),
+    name = cms.string('TagVarCSV_vertexJetDeltaR'),
+    taggingVarName = cms.string('vertexJetDeltaR')
+), cms.PSet(
+    default = cms.double(-1),
+    name = cms.string('TagVarCSV_flightDistance2dSig'),
+    taggingVarName = cms.string('flightDistance2dSig')
+), cms.PSet(
+    default = cms.double(0),
+    name = cms.string('TagVarCSV_jetNSecondaryVertices'),
+    taggingVarName = cms.string('jetNSecondaryVertices')
+),cms.PSet(
+    default = cms.double(0),
+    name = cms.string('TagVarCSV_vertexCategory'),
+    taggingVarName = cms.string('vertexCategory')
+)])