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MVAJetPuIdProducer Class Reference
Inheritance diagram for MVAJetPuIdProducer:
edm::stream::EDProducer<> edm::stream::EDProducerBase edm::ProducerBase edm::EDConsumerBase edm::ProductRegistryHelper

Public Member Functions

 MVAJetPuIdProducer (const edm::ParameterSet &)
 
- Public Member Functions inherited from edm::stream::EDProducer<>
 EDProducer ()=default
 
- Public Member Functions inherited from edm::stream::EDProducerBase
 EDProducerBase ()
 
ModuleDescription const & moduleDescription () const
 
virtual ~EDProducerBase ()
 
- Public Member Functions inherited from edm::ProducerBase
void callWhenNewProductsRegistered (std::function< void(BranchDescription const &)> const &func)
 
 ProducerBase ()
 
void registerProducts (ProducerBase *, ProductRegistry *, ModuleDescription const &)
 
std::function< void(BranchDescription
const &)> 
registrationCallback () const
 used by the fwk to register list of products More...
 
virtual ~ProducerBase ()
 
- Public Member Functions inherited from edm::EDConsumerBase
std::vector< ConsumesInfoconsumesInfo () const
 
 EDConsumerBase ()
 
ProductHolderIndexAndSkipBit indexFrom (EDGetToken, BranchType, TypeID const &) const
 
void itemsMayGet (BranchType, std::vector< ProductHolderIndexAndSkipBit > &) const
 
void itemsToGet (BranchType, std::vector< ProductHolderIndexAndSkipBit > &) const
 
std::vector
< ProductHolderIndexAndSkipBit >
const & 
itemsToGetFromEvent () const
 
void labelsForToken (EDGetToken iToken, Labels &oLabels) const
 
void modulesDependentUpon (const std::string &iProcessName, std::vector< const char * > &oModuleLabels) const
 
void modulesWhoseProductsAreConsumed (std::vector< ModuleDescription const * > &modules, ProductRegistry const &preg, std::map< std::string, ModuleDescription const * > const &labelsToDesc, std::string const &processName) const
 
bool registeredToConsume (ProductHolderIndex, bool, BranchType) const
 
bool registeredToConsumeMany (TypeID const &, BranchType) const
 
void updateLookup (BranchType iBranchType, ProductHolderIndexHelper const &)
 
virtual ~EDConsumerBase ()
 

Static Public Member Functions

static void fillDescriptions (edm::ConfigurationDescriptions &descriptions)
 
- Static Public Member Functions inherited from edm::stream::EDProducerBase
static const std::string & baseType ()
 
static void fillDescriptions (ConfigurationDescriptions &descriptions)
 
static void prevalidate (ConfigurationDescriptions &descriptions)
 

Private Member Functions

void initJetEnergyCorrector (const edm::EventSetup &iSetup, bool isData)
 
virtual void produce (edm::Event &, const edm::EventSetup &) override
 

Private Attributes

std::vector< std::pair
< std::string, MVAJetPuId * > > 
algos_
 
bool applyJec_
 
edm::EDGetTokenT< edm::View
< reco::Jet > > 
input_jet_token_
 
edm::EDGetTokenT< double > input_rho_token_
 
edm::EDGetTokenT
< reco::VertexCollection
input_vertex_token_
 
edm::EDGetTokenT
< edm::ValueMap
< StoredPileupJetIdentifier > > 
input_vm_pujetid_token_
 
bool inputIsCorrected_
 
std::string jec_
 
FactorizedJetCorrectorjecCor_
 
std::vector
< JetCorrectorParameters
jetCorPars_
 
edm::InputTag jetids_
 
edm::InputTag jets_
 
bool produceJetIds_
 
bool residualsFromTxt_
 
edm::FileInPath residualsTxt_
 
edm::InputTag rho_
 
bool runMvas_
 
edm::InputTag vertexes_
 

Additional Inherited Members

- Public Types inherited from edm::stream::EDProducer<>
typedef CacheContexts< T...> CacheTypes
 
typedef CacheTypes::GlobalCache GlobalCache
 
typedef AbilityChecker< T...> HasAbility
 
typedef
CacheTypes::LuminosityBlockCache 
LuminosityBlockCache
 
typedef
LuminosityBlockContextT
< LuminosityBlockCache,
RunCache, GlobalCache
LuminosityBlockContext
 
typedef
CacheTypes::LuminosityBlockSummaryCache 
LuminosityBlockSummaryCache
 
typedef CacheTypes::RunCache RunCache
 
typedef RunContextT< RunCache,
GlobalCache
RunContext
 
typedef CacheTypes::RunSummaryCache RunSummaryCache
 
- Public Types inherited from edm::stream::EDProducerBase
typedef EDProducerAdaptorBase ModuleType
 
- Public Types inherited from edm::ProducerBase
typedef
ProductRegistryHelper::TypeLabelList 
TypeLabelList
 
- Public Types inherited from edm::EDConsumerBase
typedef ProductLabels Labels
 
- Protected Member Functions inherited from edm::EDConsumerBase
template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType > consumes (edm::InputTag const &tag)
 
EDGetToken consumes (const TypeToGet &id, edm::InputTag const &tag)
 
template<BranchType B>
EDGetToken consumes (TypeToGet const &id, edm::InputTag const &tag)
 
ConsumesCollector consumesCollector ()
 Use a ConsumesCollector to gather consumes information from helper functions. More...
 
template<typename ProductType , BranchType B = InEvent>
void consumesMany ()
 
void consumesMany (const TypeToGet &id)
 
template<BranchType B>
void consumesMany (const TypeToGet &id)
 
template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType > mayConsume (edm::InputTag const &tag)
 
EDGetToken mayConsume (const TypeToGet &id, edm::InputTag const &tag)
 
template<BranchType B>
EDGetToken mayConsume (const TypeToGet &id, edm::InputTag const &tag)
 

Detailed Description

Definition at line 24 of file MVAJetPuIdProducer.cc.

Constructor & Destructor Documentation

MVAJetPuIdProducer::MVAJetPuIdProducer ( const edm::ParameterSet iConfig)
explicit

Definition at line 54 of file MVAJetPuIdProducer.cc.

References algos_, applyJec_, assert(), edm::ParameterSet::getParameter(), input_jet_token_, input_rho_token_, input_vertex_token_, input_vm_pujetid_token_, inputIsCorrected_, jec_, jecCor_, jetids_, jets_, diffTwoXMLs::label, produceJetIds_, residualsFromTxt_, residualsTxt_, rho_, runMvas_, AlCaHLTBitMon_QueryRunRegistry::string, and vertexes_.

55 {
56  runMvas_ = iConfig.getParameter<bool>("runMvas");
57  produceJetIds_ = iConfig.getParameter<bool>("produceJetIds");
58  jets_ = iConfig.getParameter<edm::InputTag>("jets");
59  vertexes_ = iConfig.getParameter<edm::InputTag>("vertexes");
60  jetids_ = iConfig.getParameter<edm::InputTag>("jetids");
61  inputIsCorrected_ = iConfig.getParameter<bool>("inputIsCorrected");
62  applyJec_ = iConfig.getParameter<bool>("applyJec");
63  jec_ = iConfig.getParameter<std::string>("jec");
64  rho_ = iConfig.getParameter<edm::InputTag>("rho");
65  residualsFromTxt_ = iConfig.getParameter<bool>("residualsFromTxt");
66  if(residualsFromTxt_) residualsTxt_ = iConfig.getParameter<edm::FileInPath>("residualsTxt");
67  std::vector<edm::ParameterSet> algos = iConfig.getParameter<std::vector<edm::ParameterSet> >("algos");
68 
69  jecCor_ = 0;
70 
71  if( ! runMvas_ ) assert( algos.size() == 1 );
72 
73  if( produceJetIds_ ) {
74  produces<edm::ValueMap<StoredPileupJetIdentifier> > ("");
75  }
76  for(std::vector<edm::ParameterSet>::iterator it=algos.begin(); it!=algos.end(); ++it) {
77  std::string label = it->getParameter<std::string>("label");
78  algos_.push_back( std::make_pair(label,new MVAJetPuId(*it)) );
79  if( runMvas_ ) {
80  produces<edm::ValueMap<float> > (label+"Discriminant");
81  produces<edm::ValueMap<int> > (label+"Id");
82  }
83  }
84 
85  input_jet_token_ = consumes<edm::View<reco::Jet> >(jets_);
86  input_vertex_token_ = consumes<reco::VertexCollection>(vertexes_);
87  input_vm_pujetid_token_ = consumes<edm::ValueMap<StoredPileupJetIdentifier> >(jetids_);
88  input_rho_token_ = consumes<double>(rho_);
89 
90  }
T getParameter(std::string const &) const
FactorizedJetCorrector * jecCor_
assert(m_qm.get())
edm::FileInPath residualsTxt_
edm::EDGetTokenT< edm::View< reco::Jet > > input_jet_token_
std::vector< std::pair< std::string, MVAJetPuId * > > algos_
edm::EDGetTokenT< double > input_rho_token_
edm::EDGetTokenT< edm::ValueMap< StoredPileupJetIdentifier > > input_vm_pujetid_token_
edm::EDGetTokenT< reco::VertexCollection > input_vertex_token_

Member Function Documentation

void MVAJetPuIdProducer::fillDescriptions ( edm::ConfigurationDescriptions descriptions)
static

Definition at line 211 of file MVAJetPuIdProducer.cc.

References edm::ConfigurationDescriptions::add(), edm::ParameterSetDescription::add(), edm::ParameterSetDescription::addVPSet(), HLT_25ns14e33_v1_cff::InputTag, and AlCaHLTBitMon_QueryRunRegistry::string.

211  {
213  desc.add<bool>("runMvas", true);
214  desc.add<bool>("inputIsCorrected", true);
215  desc.add<edm::InputTag>("vertexes", edm::InputTag("hltPixelVertices"));
216  desc.add<bool>("produceJetIds", true);
217  desc.add<std::string>("jec", "AK4PF");
218  desc.add<bool>("residualsFromTxt", false);
219  desc.add<bool>("applyJec", false);
220  desc.add<edm::InputTag>("jetids", edm::InputTag(""));
221  desc.add<edm::InputTag>("rho", edm::InputTag("hltFixedGridRhoFastjetAll"));
222  desc.add<edm::InputTag>("jets", edm::InputTag("hltAK4PFJetsCorrected"));
224  vpsd1.add<std::vector<std::string>>("tmvaVariables", {
225  "rho",
226  "nParticles",
227  "nCharged",
228  "majW",
229  "minW",
230  "frac01",
231  "frac02",
232  "frac03",
233  "frac04",
234  "ptD",
235  "beta",
236  "betaStar",
237  "dR2Mean",
238  "pull",
239  "jetR",
240  "jetRchg",
241  });
242  vpsd1.add<std::string>("tmvaMethod", "JetID");
243  vpsd1.add<bool>("cutBased", false);
244  vpsd1.add<std::string>("tmvaWeights", "RecoJets/JetProducers/data/MVAJetPuID.weights.xml.gz");
245  vpsd1.add<std::vector<std::string>>("tmvaSpectators", {
246  "jetEta",
247  "jetPt",
248  });
249  vpsd1.add<std::string>("label", "CATEv0");
250  vpsd1.add<int>("version", -1);
251  {
253  psd0.add<std::vector<double>>("Pt2030_Tight", {
254  0.73,
255  0.05,
256  -0.26,
257  -0.42,
258  });
259  psd0.add<std::vector<double>>("Pt2030_Loose", {
260  -0.63,
261  -0.6,
262  -0.55,
263  -0.45,
264  });
265  psd0.add<std::vector<double>>("Pt3050_Medium", {
266  0.1,
267  -0.36,
268  -0.54,
269  -0.54,
270  });
271  psd0.add<std::vector<double>>("Pt1020_Tight", {
272  -0.83,
273  -0.81,
274  -0.74,
275  -0.81,
276  });
277  psd0.add<std::vector<double>>("Pt2030_Medium", {
278  0.1,
279  -0.36,
280  -0.54,
281  -0.54,
282  });
283  psd0.add<std::vector<double>>("Pt010_Tight", {
284  -0.83,
285  -0.81,
286  -0.74,
287  -0.81,
288  });
289  psd0.add<std::vector<double>>("Pt1020_Loose", {
290  -0.95,
291  -0.96,
292  -0.94,
293  -0.95,
294  });
295  psd0.add<std::vector<double>>("Pt010_Medium", {
296  -0.83,
297  -0.92,
298  -0.9,
299  -0.92,
300  });
301  psd0.add<std::vector<double>>("Pt1020_Medium", {
302  -0.83,
303  -0.92,
304  -0.9,
305  -0.92,
306  });
307  psd0.add<std::vector<double>>("Pt010_Loose", {
308  -0.95,
309  -0.96,
310  -0.94,
311  -0.95,
312  });
313  psd0.add<std::vector<double>>("Pt3050_Loose", {
314  -0.63,
315  -0.6,
316  -0.55,
317  -0.45,
318  });
319  psd0.add<std::vector<double>>("Pt3050_Tight", {
320  0.73,
321  0.05,
322  -0.26,
323  -0.42,
324  });
325  vpsd1.add<edm::ParameterSetDescription>("JetIdParams", psd0);
326  }
327  vpsd1.add<double>("impactParTkThreshold", 1.0);
328  std::vector<edm::ParameterSet> temp1;
329  temp1.reserve(1);
330 
331  desc.addVPSet("algos", vpsd1, temp1);
332 
333  descriptions.add("MVAJetPuIdProducer", desc);
334 
335  }
ParameterDescriptionBase * add(U const &iLabel, T const &value)
void add(std::string const &label, ParameterSetDescription const &psetDescription)
void MVAJetPuIdProducer::initJetEnergyCorrector ( const edm::EventSetup iSetup,
bool  isData 
)
private
void MVAJetPuIdProducer::produce ( edm::Event iEvent,
const edm::EventSetup iSetup 
)
overrideprivatevirtual

Implements edm::stream::EDProducerBase.

Definition at line 94 of file MVAJetPuIdProducer.cc.

References algos_, applyJec_, assert(), reco::CompositePtrCandidate::clone(), MVAJetPuId::computeIdVariables(), MVAJetPuId::computeMva(), reco::LeafCandidate::eta(), edm::Event::getByToken(), FactorizedJetCorrector::getCorrection(), i, input_jet_token_, input_rho_token_, input_vertex_token_, input_vm_pujetid_token_, inputIsCorrected_, patTestJEC_cfi::jec, jecCor_, metsig::jet, reco::Jet::jetArea(), StoredPileupJetIdentifier::jetEta(), PileupJetIdentifier::jetPhi(), StoredPileupJetIdentifier::jetPt(), fwrapper::jets, reco::LeafCandidate::phi(), produceJetIds_, reco::LeafCandidate::pt(), edm::Event::put(), dt_dqm_sourceclient_common_cff::reco, rho, runMvas_, pileupReCalc_HLTpaths::scale, reco::Jet::scaleEnergy(), MVAJetPuId::set(), FactorizedJetCorrector::setJetA(), FactorizedJetCorrector::setJetEta(), FactorizedJetCorrector::setJetPt(), and FactorizedJetCorrector::setRho().

95  {
96  using namespace edm;
97  using namespace std;
98  using namespace reco;
99 
100  Handle<View<Jet> > jetHandle;
101  iEvent.getByToken(input_jet_token_,jetHandle);
102  const View<Jet> & jets = *jetHandle;
103  Handle<VertexCollection> vertexHandle;
104  if( produceJetIds_ ) {
105  iEvent.getByToken(input_vertex_token_, vertexHandle);
106  }
107  const VertexCollection & vertexes = *(vertexHandle.product());
109  if( ! produceJetIds_ ) {
110  iEvent.getByToken(input_vm_pujetid_token_, vmap);
111  }
113  double rho = 0.;
114 
115  vector<StoredPileupJetIdentifier> ids;
116  map<string, vector<float> > mvas;
117  map<string, vector<int> > idflags;
118 
119  VertexCollection::const_iterator vtx;
120  if( produceJetIds_ ) {
121  vtx = vertexes.begin();
122  while( vtx != vertexes.end() && ( vtx->isFake() || vtx->ndof() < 4 ) ) {
123  ++vtx;
124  }
125  if( vtx == vertexes.end() ) { vtx = vertexes.begin(); }
126  }
127 
128  for ( unsigned int i=0; i<jets.size(); ++i ) {
129  vector<pair<string,MVAJetPuId *> >::iterator algoi = algos_.begin();
130  MVAJetPuId * ialgo = algoi->second;
131 
132  const Jet & jet = jets[i];
133 
134  float jec = 0.;
135  if( applyJec_ ) {
136  if( rho == 0. ) {
137  iEvent.getByToken(input_rho_token_,rhoH);
138  rho = *rhoH;
139  }
140  jecCor_->setJetPt(jet.pt());
141  jecCor_->setJetEta(jet.eta());
142  jecCor_->setJetA(jet.jetArea());
143  jecCor_->setRho(rho);
144  jec = jecCor_->getCorrection();
145  }
146 
147  bool applyJec = applyJec_ || !inputIsCorrected_;
148  reco::Jet * corrJet = 0;
149  if( applyJec ) {
150  float scale = jec;
151  corrJet = dynamic_cast<reco::Jet *>( jet.clone() );
152  corrJet->scaleEnergy(scale);
153  }
154  const reco::Jet * theJet = ( applyJec ? corrJet : &jet );
155  PileupJetIdentifier puIdentifier;
156  if( produceJetIds_ ) {
157  puIdentifier = ialgo->computeIdVariables(theJet, jec, &(*vtx), vertexes, runMvas_);
158  ids.push_back( puIdentifier );
159  } else {
160  puIdentifier = (*vmap)[jets.refAt(i)];
161  puIdentifier.jetPt(theJet->pt()); /*make sure JEC is applied when computing the MVA*/
162  puIdentifier.jetEta(theJet->eta());
163  puIdentifier.jetPhi(theJet->phi());
164  ialgo->set(puIdentifier);
165  puIdentifier = ialgo->computeMva();
166  }
167 
168  if( runMvas_ ) {
169  for( ; algoi!=algos_.end(); ++algoi) {
170  ialgo = algoi->second;
171  ialgo->set(puIdentifier);
172  PileupJetIdentifier id = ialgo->computeMva();
173  mvas[algoi->first].push_back( id.mva() );
174  idflags[algoi->first].push_back( id.idFlag() );
175  }
176  }
177 
178  if( corrJet ) { delete corrJet; }
179  }
180 
181  if( runMvas_ ) {
182  for(vector<pair<string,MVAJetPuId *> >::iterator ialgo = algos_.begin(); ialgo!=algos_.end(); ++ialgo) {
183  vector<float> & mva = mvas[ialgo->first];
184  auto_ptr<ValueMap<float> > mvaout(new ValueMap<float>());
185  ValueMap<float>::Filler mvafiller(*mvaout);
186  mvafiller.insert(jetHandle,mva.begin(),mva.end());
187  mvafiller.fill();
188  iEvent.put(mvaout,ialgo->first+"Discriminant");
189 
190  vector<int> & idflag = idflags[ialgo->first];
191  auto_ptr<ValueMap<int> > idflagout(new ValueMap<int>());
192  ValueMap<int>::Filler idflagfiller(*idflagout);
193  idflagfiller.insert(jetHandle,idflag.begin(),idflag.end());
194  idflagfiller.fill();
195  iEvent.put(idflagout,ialgo->first+"Id");
196  }
197  }
198  if( produceJetIds_ ) {
199  assert( jetHandle->size() == ids.size() );
200  auto_ptr<ValueMap<StoredPileupJetIdentifier> > idsout(new ValueMap<StoredPileupJetIdentifier>());
202  idsfiller.insert(jetHandle,ids.begin(),ids.end());
203  idsfiller.fill();
204  iEvent.put(idsout);
205  }
206  }
int i
Definition: DBlmapReader.cc:9
virtual void scaleEnergy(double fScale)
scale energy of the jet
FactorizedJetCorrector * jecCor_
bool getByToken(EDGetToken token, Handle< PROD > &result) const
Definition: Event.h:464
Base class for all types of Jets.
Definition: Jet.h:20
assert(m_qm.get())
std::vector< Vertex > VertexCollection
collection of Vertex objects
Definition: VertexFwd.h:9
const float & jetPt() const
virtual double eta() const
momentum pseudorapidity
virtual double pt() const
transverse momentum
virtual CompositePtrCandidate * clone() const
returns a clone of the candidate
OrphanHandle< PROD > put(std::auto_ptr< PROD > product)
Put a new product.
Definition: Event.h:120
vector< PseudoJet > jets
PileupJetIdentifier computeIdVariables(const reco::Jet *jet, float jec, const reco::Vertex *, const reco::VertexCollection &, double rho, bool calculateMva=false)
Definition: MVAJetPuId.cc:210
edm::EDGetTokenT< edm::View< reco::Jet > > input_jet_token_
const float & jetPhi() const
std::vector< std::pair< std::string, MVAJetPuId * > > algos_
void set(const PileupJetIdentifier &)
Definition: MVAJetPuId.cc:160
virtual float jetArea() const
get jet area
Definition: Jet.h:105
PileupJetIdentifier computeMva()
Definition: MVAJetPuId.cc:204
edm::EDGetTokenT< double > input_rho_token_
edm::EDGetTokenT< edm::ValueMap< StoredPileupJetIdentifier > > input_vm_pujetid_token_
virtual double phi() const
momentum azimuthal angle
edm::EDGetTokenT< reco::VertexCollection > input_vertex_token_
const float & jetEta() const

Member Data Documentation

std::vector<std::pair<std::string, MVAJetPuId *> > MVAJetPuIdProducer::algos_
private

Definition at line 39 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

bool MVAJetPuIdProducer::applyJec_
private

Definition at line 38 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

edm::EDGetTokenT<edm::View<reco::Jet> > MVAJetPuIdProducer::input_jet_token_
private

Definition at line 46 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

edm::EDGetTokenT<double> MVAJetPuIdProducer::input_rho_token_
private

Definition at line 49 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

edm::EDGetTokenT<reco::VertexCollection> MVAJetPuIdProducer::input_vertex_token_
private

Definition at line 47 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

edm::EDGetTokenT<edm::ValueMap<StoredPileupJetIdentifier> > MVAJetPuIdProducer::input_vm_pujetid_token_
private

Definition at line 48 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

bool MVAJetPuIdProducer::inputIsCorrected_
private

Definition at line 38 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

std::string MVAJetPuIdProducer::jec_
private

Definition at line 37 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

FactorizedJetCorrector* MVAJetPuIdProducer::jecCor_
private

Definition at line 43 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

std::vector<JetCorrectorParameters> MVAJetPuIdProducer::jetCorPars_
private

Definition at line 44 of file MVAJetPuIdProducer.cc.

edm::InputTag MVAJetPuIdProducer::jetids_
private

Definition at line 36 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

edm::InputTag MVAJetPuIdProducer::jets_
private

Definition at line 36 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

bool MVAJetPuIdProducer::produceJetIds_
private

Definition at line 38 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

bool MVAJetPuIdProducer::residualsFromTxt_
private

Definition at line 41 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

edm::FileInPath MVAJetPuIdProducer::residualsTxt_
private

Definition at line 42 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

edm::InputTag MVAJetPuIdProducer::rho_
private

Definition at line 36 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().

bool MVAJetPuIdProducer::runMvas_
private

Definition at line 38 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer(), and produce().

edm::InputTag MVAJetPuIdProducer::vertexes_
private

Definition at line 36 of file MVAJetPuIdProducer.cc.

Referenced by MVAJetPuIdProducer().