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ElectronMVAEstimatorRun2Spring15Trig Class Reference

#include <ElectronMVAEstimatorRun2Spring15Trig.h>

Inheritance diagram for ElectronMVAEstimatorRun2Spring15Trig:
AnyMVAEstimatorRun2Base

Classes

struct  AllVariables
 

Public Types

enum  mvaCategories { UNDEFINED = -1, CAT_EB1 = 0, CAT_EB2 = 1, CAT_EE = 2 }
 

Public Member Functions

void constrainMVAVariables (AllVariables &) const
 
std::unique_ptr< const GBRForest > createSingleReader (const int iCategory, const edm::FileInPath &weightFile)
 
 ElectronMVAEstimatorRun2Spring15Trig (const edm::ParameterSet &conf)
 
std::vector< float > fillMVAVariables (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
 
int findCategory (const edm::Ptr< reco::Candidate > &particle) const override
 
virtual const std::string & getName () const overridefinal
 
virtual int getNCategories () const override
 
virtual const std::string & getTag () const overridefinal
 
bool isEndcapCategory (int category) const
 
float mvaValue (const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
 
void setConsumes (edm::ConsumesCollector &&) const overridefinal
 
 ~ElectronMVAEstimatorRun2Spring15Trig ()
 
- Public Member Functions inherited from AnyMVAEstimatorRun2Base
 AnyMVAEstimatorRun2Base (const edm::ParameterSet &conf)
 
virtual void getEventContent (const edm::Event &iEvent) const final
 
template<typename... Args>
std::vector< float > packMVAVariables (const Args...args) const
 
virtual ~AnyMVAEstimatorRun2Base ()
 

Public Attributes

const int nCategories = 3
 
- Public Attributes inherited from AnyMVAEstimatorRun2Base
const edm::ParameterSet _conf
 

Private Attributes

AllVariables _allMVAVars
 
const edm::InputTag _beamSpotLabel
 
const edm::InputTag _conversionsLabelAOD
 
const edm::InputTag _conversionsLabelMiniAOD
 
std::vector< std::unique_ptr
< const GBRForest > > 		_gbrForests
 
const std::string _MethodName
 
const std::string _name = "ElectronMVAEstimatorRun2Spring15Trig"
 
const std::string _tag
 

Detailed Description

Definition at line 23 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Member Enumeration Documentation

enum ElectronMVAEstimatorRun2Spring15Trig::mvaCategories
Enumerator
UNDEFINED 
CAT_EB1 
CAT_EB2 
CAT_EE 

Definition at line 30 of file ElectronMVAEstimatorRun2Spring15Trig.h.

30  {
31  UNDEFINED = -1,
32  CAT_EB1 = 0,
33  CAT_EB2 = 1,
34  CAT_EE = 2
35  };

Constructor & Destructor Documentation

ElectronMVAEstimatorRun2Spring15Trig::ElectronMVAEstimatorRun2Spring15Trig ( const edm::ParameterSet &  conf)

Definition at line 13 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References _gbrForests, createSingleReader(), Exception, edm::ParameterSet::getParameter(), i, and nCategories.

13  :
14  AnyMVAEstimatorRun2Base(conf),
15  _tag(conf.getParameter<std::string>("mvaTag")),
16  _MethodName("BDTG method"),
17  _beamSpotLabel(conf.getParameter<edm::InputTag>("beamSpot")),
18  _conversionsLabelAOD(conf.getParameter<edm::InputTag>("conversionsAOD")),
19  _conversionsLabelMiniAOD(conf.getParameter<edm::InputTag>("conversionsMiniAOD")) {
20 
21  const std::vector <std::string> weightFileNames
22  = conf.getParameter<std::vector<std::string> >("weightFileNames");
23 
24  if( (int)(weightFileNames.size()) != nCategories )
25  throw cms::Exception("MVA config failure: ")
26  << "wrong number of weightfiles" << std::endl;
27 
28  _gbrForests.clear();
29  // Create a TMVA reader object for each category
30  for(int i=0; i<nCategories; i++){
31 
32  // Use unique_ptr so that all readers are properly cleaned up
33  // when the vector clear() is called in the destructor
34 
35  edm::FileInPath weightFile( weightFileNames[i] );
36  _gbrForests.push_back( createSingleReader(i, weightFile ) );
37 
38  }
39 
40 }
edm::ParameterSet::getParameter
T getParameter(std::string const &) const
i
int i
Definition: DBlmapReader.cc:9
ElectronMVAEstimatorRun2Spring15Trig::createSingleReader
std::unique_ptr< const GBRForest > createSingleReader(const int iCategory, const edm::FileInPath &weightFile)
Definition: ElectronMVAEstimatorRun2Spring15Trig.cc:140
AnyMVAEstimatorRun2Base::AnyMVAEstimatorRun2Base
AnyMVAEstimatorRun2Base(const edm::ParameterSet &conf)
Definition: AnyMVAEstimatorRun2Base.h:16
ElectronMVAEstimatorRun2Spring15Trig::_gbrForests
std::vector< std::unique_ptr< const GBRForest > > _gbrForests
Definition: ElectronMVAEstimatorRun2Spring15Trig.h:125
AlCaHLTBitMon_QueryRunRegistry.string
string string
Definition: AlCaHLTBitMon_QueryRunRegistry.py:255
ElectronMVAEstimatorRun2Spring15Trig::~ElectronMVAEstimatorRun2Spring15Trig ( )

Definition at line 43 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

43  {
44 }

Member Function Documentation

void ElectronMVAEstimatorRun2Spring15Trig::constrainMVAVariables ( AllVariables &  allMVAVars) const

Definition at line 366 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References ElectronMVAEstimatorRun2Spring15Trig::AllVariables::deta, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::detacalo, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::dphi, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::eleEoPout, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::EoP, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::fbrem, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::gsfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::kfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::OneMinusE1x5E5x5, and ElectronMVAEstimatorRun2Spring15Trig::AllVariables::R9.

Referenced by fillMVAVariables().

366  {
367 
368  // Check that variables do not have crazy values
369 
370  if(allMVAVars.fbrem < -1.)
371  allMVAVars.fbrem = -1.;
372 
373  allMVAVars.deta = fabs(allMVAVars.deta);
374  if(allMVAVars.deta > 0.06)
375  allMVAVars.deta = 0.06;
376 
377 
378  allMVAVars.dphi = fabs(allMVAVars.dphi);
379  if(allMVAVars.dphi > 0.6)
380  allMVAVars.dphi = 0.6;
381 
382 
383  if(allMVAVars.EoP > 20.)
384  allMVAVars.EoP = 20.;
385 
386  if(allMVAVars.eleEoPout > 20.)
387  allMVAVars.eleEoPout = 20.;
388 
389 
390  allMVAVars.detacalo = fabs(allMVAVars.detacalo);
391  if(allMVAVars.detacalo > 0.2)
392  allMVAVars.detacalo = 0.2;
393 
394  if(allMVAVars.OneMinusE1x5E5x5 < -1.)
395  allMVAVars.OneMinusE1x5E5x5 = -1;
396 
397  if(allMVAVars.OneMinusE1x5E5x5 > 2.)
398  allMVAVars.OneMinusE1x5E5x5 = 2.;
399 
400 
401 
402  if(allMVAVars.R9 > 5)
403  allMVAVars.R9 = 5;
404 
405  if(allMVAVars.gsfchi2 > 200.)
406  allMVAVars.gsfchi2 = 200;
407 
408 
409  if(allMVAVars.kfchi2 > 10.)
410  allMVAVars.kfchi2 = 10.;
411 
412 
413 }
std::unique_ptr< const GBRForest > ElectronMVAEstimatorRun2Spring15Trig::createSingleReader ( const int  iCategory,
const edm::FileInPath &  weightFile 
)

Definition at line 140 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References _allMVAVars, _MethodName, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::convVtxFitProbability, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::deta, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::detacalo, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::dphi, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::eleEoPout, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::EoP, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::etawidth, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::expectedMissingInnerHits, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::fbrem, edm::FileInPath::fullPath(), ElectronMVAEstimatorRun2Spring15Trig::AllVariables::gsfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::gsfhits, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::HoE, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::IoEmIoP, isEndcapCategory(), ElectronMVAEstimatorRun2Spring15Trig::AllVariables::kfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::kfhits, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::OneMinusE1x5E5x5, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::phiwidth, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::PreShowerOverRaw, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::R9, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::see, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::spp, and groupFilesInBlocks::temp.

Referenced by ElectronMVAEstimatorRun2Spring15Trig().

140  {
141 
142  //
143  // Create the reader
144  //
145  TMVA::Reader tmpTMVAReader( "!Color:Silent:!Error" );
146 
147  //
148  // Configure all variables and spectators. Note: the order and names
149  // must match what is found in the xml weights file!
150  //
151  // Pure ECAL -> shower shapes
152  tmpTMVAReader.AddVariable("ele_oldsigmaietaieta", &_allMVAVars.see);
153  tmpTMVAReader.AddVariable("ele_oldsigmaiphiiphi", &_allMVAVars.spp);
154  tmpTMVAReader.AddVariable("ele_oldcircularity", &_allMVAVars.OneMinusE1x5E5x5);
155  tmpTMVAReader.AddVariable("ele_oldr9", &_allMVAVars.R9);
156  tmpTMVAReader.AddVariable("ele_scletawidth", &_allMVAVars.etawidth);
157  tmpTMVAReader.AddVariable("ele_sclphiwidth", &_allMVAVars.phiwidth);
158  tmpTMVAReader.AddVariable("ele_he", &_allMVAVars.HoE);
159  // Endcap only variables
160  if( isEndcapCategory(iCategory) )
161  tmpTMVAReader.AddVariable("ele_psEoverEraw", &_allMVAVars.PreShowerOverRaw);
162 
163  //Pure tracking variables
164  tmpTMVAReader.AddVariable("ele_kfhits", &_allMVAVars.kfhits);
165  tmpTMVAReader.AddVariable("ele_kfchi2", &_allMVAVars.kfchi2);
166  tmpTMVAReader.AddVariable("ele_gsfchi2", &_allMVAVars.gsfchi2);
167 
168  // Energy matching
169  tmpTMVAReader.AddVariable("ele_fbrem", &_allMVAVars.fbrem);
170 
171  tmpTMVAReader.AddVariable("ele_gsfhits", &_allMVAVars.gsfhits);
172  tmpTMVAReader.AddVariable("ele_expected_inner_hits", &_allMVAVars.expectedMissingInnerHits);
173  tmpTMVAReader.AddVariable("ele_conversionVertexFitProbability", &_allMVAVars.convVtxFitProbability);
174 
175  tmpTMVAReader.AddVariable("ele_ep", &_allMVAVars.EoP);
176  tmpTMVAReader.AddVariable("ele_eelepout", &_allMVAVars.eleEoPout);
177  tmpTMVAReader.AddVariable("ele_IoEmIop", &_allMVAVars.IoEmIoP);
178 
179  // Geometrical matchings
180  tmpTMVAReader.AddVariable("ele_deltaetain", &_allMVAVars.deta);
181  tmpTMVAReader.AddVariable("ele_deltaphiin", &_allMVAVars.dphi);
182  tmpTMVAReader.AddVariable("ele_deltaetaseed", &_allMVAVars.detacalo);
183 
184  // Spectator variables
185  // .... none ...
186 
187  //
188  // Book the method and set up the weights file
189  //
190  std::unique_ptr<TMVA::IMethod> temp( tmpTMVAReader.BookMVA(_MethodName , weightFile.fullPath() ) );
191 
192  return std::unique_ptr<const GBRForest> ( new GBRForest( dynamic_cast<TMVA::MethodBDT*>( tmpTMVAReader.FindMVA(_MethodName) ) ) );
193 }
edm::FileInPath::fullPath
std::string fullPath() const
Definition: FileInPath.cc:184
std::vector< float > ElectronMVAEstimatorRun2Spring15Trig::fillMVAVariables ( const edm::Ptr< reco::Candidate > &  particle,
const edm::Event &  iEvent 
) const
overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 197 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References _beamSpotLabel, _conversionsLabelAOD, _conversionsLabelMiniAOD, reco::Vertex::chi2(), constrainMVAVariables(), conversions_cfi::conversions, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::convVtxFitProbability, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::deta, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::detacalo, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::dphi, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::eleEoPout, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::EoP, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::etawidth, Exception, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::expectedMissingInnerHits, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::fbrem, findCategory(), edm::Ptr< T >::get(), edm::Ref< C, T, F >::get(), edm::Event::getByLabel(), ElectronMVAEstimatorRun2Spring15Trig::AllVariables::gsfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::gsfhits, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::HoE, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::IoEmIoP, edm::Ref< C, T, F >::isAvailable(), isEndcapCategory(), edm::Ref< C, T, F >::isNonnull(), edm::Ref< C, T, F >::isNull(), reco::Vertex::isValid(), edm::HandleBase::isValid(), ElectronMVAEstimatorRun2Spring15Trig::AllVariables::kfchi2, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::kfhits, ConversionTools::matchedConversion(), reco::HitPattern::MISSING_INNER_HITS, eostools::move(), reco::Vertex::ndof(), NULL, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::OneMinusE1x5E5x5, AnyMVAEstimatorRun2Base::packMVAVariables(), ElectronMVAEstimatorRun2Spring15Trig::AllVariables::phiwidth, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::PreShowerOverRaw, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::pt, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::R9, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::SCeta, ElectronMVAEstimatorRun2Spring15Trig::AllVariables::see, and ElectronMVAEstimatorRun2Spring15Trig::AllVariables::spp.

Referenced by mvaValue().

198  {
199 
200  //
201  // Declare all value maps corresponding to the products we defined earlier
202  //
203  edm::Handle<reco::BeamSpot> theBeamSpot;
204  edm::Handle<reco::ConversionCollection> conversions;
205 
206  // Get data needed for conversion rejection
207  iEvent.getByLabel(_beamSpotLabel, theBeamSpot);
208 
209  // Conversions in miniAOD and AOD have different names,
210  // but the same type, so we use the same handle with different tokens.
211  iEvent.getByLabel(_conversionsLabelAOD, conversions);
212  if( !conversions.isValid() )
213  iEvent.getByLabel(_conversionsLabelMiniAOD, conversions);
214 
215  // Make sure everything is retrieved successfully
216  if(! (theBeamSpot.isValid()
217  && conversions.isValid() )
218  )
219  throw cms::Exception("MVA failure: ")
220  << "Failed to retrieve event content needed for this MVA"
221  << std::endl
222  << "Check python MVA configuration file."
223  << std::endl;
224 
225  // Try to cast the particle into a reco particle.
226  // This should work for both reco and pat.
227  const edm::Ptr<reco::GsfElectron> eleRecoPtr = ( edm::Ptr<reco::GsfElectron> )particle;
228  if( eleRecoPtr.get() == NULL )
229  throw cms::Exception("MVA failure: ")
230  << " given particle is expected to be reco::GsfElectron or pat::Electron," << std::endl
231  << " but appears to be neither" << std::endl;
232 
233  // Both pat and reco particles have exactly the same accessors, so we use a reco ptr
234  // throughout the code, with a single exception as of this writing, handled separately below.
235  auto superCluster = eleRecoPtr->superCluster();
236 
237  AllVariables allMVAVars;
238 
239  // Pure ECAL -> shower shapes
240  allMVAVars.see = eleRecoPtr->full5x5_sigmaIetaIeta();
241  allMVAVars.spp = eleRecoPtr->full5x5_sigmaIphiIphi();
242  allMVAVars.OneMinusE1x5E5x5 = 1. - eleRecoPtr->full5x5_e1x5() / eleRecoPtr->full5x5_e5x5();
243  allMVAVars.R9 = eleRecoPtr->full5x5_r9();
244  allMVAVars.etawidth = superCluster->etaWidth();
245  allMVAVars.phiwidth = superCluster->phiWidth();
246  allMVAVars.HoE = eleRecoPtr->hadronicOverEm();
247  // Endcap only variables
248  allMVAVars.PreShowerOverRaw = superCluster->preshowerEnergy() / superCluster->rawEnergy();
249 
250  // To get to CTF track information in pat::Electron, we have to have the pointer
251  // to pat::Electron, it is not accessible from the pointer to reco::GsfElectron.
252  // This behavior is reported and is expected to change in the future (post-7.4.5 some time).
253  bool validKF= false;
254  reco::TrackRef myTrackRef = eleRecoPtr->closestCtfTrackRef();
255  const edm::Ptr<pat::Electron> elePatPtr(eleRecoPtr);
256  // Check if this is really a pat::Electron, and if yes, get the track ref from this new
257  // pointer instead
258  if( elePatPtr.get() != NULL )
259  myTrackRef = elePatPtr->closestCtfTrackRef();
260  validKF = (myTrackRef.isAvailable() && (myTrackRef.isNonnull()) );
261 
262  //Pure tracking variables
263  allMVAVars.kfhits = (validKF) ? myTrackRef->hitPattern().trackerLayersWithMeasurement() : -1. ;
264  allMVAVars.kfchi2 = (validKF) ? myTrackRef->normalizedChi2() : 0;
265  allMVAVars.gsfchi2 = eleRecoPtr->gsfTrack()->normalizedChi2();
266 
267  // Energy matching
268  allMVAVars.fbrem = eleRecoPtr->fbrem();
269 
270  allMVAVars.gsfhits = eleRecoPtr->gsfTrack()->hitPattern().trackerLayersWithMeasurement();
271  allMVAVars.expectedMissingInnerHits = eleRecoPtr->gsfTrack()
272  ->hitPattern().numberOfHits(reco::HitPattern::MISSING_INNER_HITS);
273 
274  reco::ConversionRef conv_ref = ConversionTools::matchedConversion(*eleRecoPtr,
275  conversions,
276  theBeamSpot->position());
277  double vertexFitProbability = -1.;
278  if(!conv_ref.isNull()) {
279  const reco::Vertex &vtx = conv_ref.get()->conversionVertex(); if (vtx.isValid()) {
280  vertexFitProbability = TMath::Prob( vtx.chi2(), vtx.ndof());
281  }
282  }
283  allMVAVars.convVtxFitProbability = vertexFitProbability;
284 
285  allMVAVars.EoP = eleRecoPtr->eSuperClusterOverP();
286  allMVAVars.eleEoPout = eleRecoPtr->eEleClusterOverPout();
287  float pAtVertex = eleRecoPtr->trackMomentumAtVtx().R();
288  allMVAVars.IoEmIoP = (1.0/eleRecoPtr->ecalEnergy()) - (1.0 / pAtVertex );
289 
290  // Geometrical matchings
291  allMVAVars.deta = eleRecoPtr->deltaEtaSuperClusterTrackAtVtx();
292  allMVAVars.dphi = eleRecoPtr->deltaPhiSuperClusterTrackAtVtx();
293  allMVAVars.detacalo = eleRecoPtr->deltaEtaSeedClusterTrackAtCalo();
294 
295  // Spectator variables
296  allMVAVars.pt = eleRecoPtr->pt();
297  float scEta = superCluster->eta();
298  allMVAVars.SCeta = scEta;
299 
300  constrainMVAVariables(allMVAVars);
301 
302  std::vector<float> vars;
303 
304  if( isEndcapCategory( findCategory( particle ) ) ) {
305  vars = std::move( packMVAVariables(allMVAVars.see,
306  allMVAVars.spp,
307  allMVAVars.OneMinusE1x5E5x5,
308  allMVAVars.R9,
309  allMVAVars.etawidth,
310  allMVAVars.phiwidth,
311  allMVAVars.HoE,
312  // Endcap only variables
313  allMVAVars.PreShowerOverRaw,
314  //Pure tracking variables
315  allMVAVars.kfhits,
316  allMVAVars.kfchi2,
317  allMVAVars.gsfchi2,
318  // Energy matching
319  allMVAVars.fbrem,
320  allMVAVars.gsfhits,
321  allMVAVars.expectedMissingInnerHits,
322  allMVAVars.convVtxFitProbability,
323  allMVAVars.EoP,
324  allMVAVars.eleEoPout,
325  allMVAVars.IoEmIoP,
326  // Geometrical matchings
327  allMVAVars.deta,
328  allMVAVars.dphi,
329  allMVAVars.detacalo,
330  // Spectator variables
331  allMVAVars.pt,
332  allMVAVars.SCeta)
333  );
334  } else {
335  vars = std::move( packMVAVariables(allMVAVars.see,
336  allMVAVars.spp,
337  allMVAVars.OneMinusE1x5E5x5,
338  allMVAVars.R9,
339  allMVAVars.etawidth,
340  allMVAVars.phiwidth,
341  allMVAVars.HoE,
342  //Pure tracking variables
343  allMVAVars.kfhits,
344  allMVAVars.kfchi2,
345  allMVAVars.gsfchi2,
346  // Energy matching
347  allMVAVars.fbrem,
348  allMVAVars.gsfhits,
349  allMVAVars.expectedMissingInnerHits,
350  allMVAVars.convVtxFitProbability,
351  allMVAVars.EoP,
352  allMVAVars.eleEoPout,
353  allMVAVars.IoEmIoP,
354  // Geometrical matchings
355  allMVAVars.deta,
356  allMVAVars.dphi,
357  allMVAVars.detacalo,
358  // Spectator variables
359  allMVAVars.pt,
360  allMVAVars.SCeta)
361  );
362  }
363  return vars;
364 }
edm::Ref::isAvailable
bool isAvailable() const
Definition: Ref.h:576
edm::Ref::isNonnull
bool isNonnull() const
Checks for non-null.
Definition: Ref.h:252
edm::Ptr::get
T const * get() const
Returns C++ pointer to the item.
Definition: Ptr.h:160
reco::Vertex::isValid
bool isValid() const
Tells whether the vertex is valid.
Definition: Vertex.h:60
NULL
#define NULL
Definition: scimark2.h:8
AnyMVAEstimatorRun2Base::packMVAVariables
std::vector< float > packMVAVariables(const Args...args) const
Definition: AnyMVAEstimatorRun2Base.h:44
conversions_cfi.conversions
tuple conversions
Definition: conversions_cfi.py:8
eostools.move
def move
Definition: eostools.py:510
reco::Vertex::chi2
double chi2() const
chi-squares
Definition: Vertex.h:88
edm::Ref::get
T const * get() const
Returns C++ pointer to the item.
Definition: Ref.h:244
edm::HandleBase::isValid
bool isValid() const
Definition: HandleBase.h:75
edm::Event::getByLabel
bool getByLabel(InputTag const &tag, Handle< PROD > &result) const
Definition: Event.h:418
edm::Ref::isNull
bool isNull() const
Checks for null.
Definition: Ref.h:249
reco::Vertex::ndof
double ndof() const
Definition: Vertex.h:95
ElectronMVAEstimatorRun2Spring15Trig::findCategory
int findCategory(const edm::Ptr< reco::Candidate > &particle) const override
Definition: ElectronMVAEstimatorRun2Spring15Trig.cc:97
ConversionTools::matchedConversion
static reco::ConversionRef matchedConversion(const reco::GsfElectron &ele, const edm::Handle< reco::ConversionCollection > &convCol, const math::XYZPoint &beamspot, bool allowCkfMatch=true, float lxyMin=2.0, float probMin=1e-6, unsigned int nHitsBeforeVtxMax=0)
Definition: ConversionTools.cc:211
int ElectronMVAEstimatorRun2Spring15Trig::findCategory ( const edm::Ptr< reco::Candidate > &  particle) const
overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 97 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References funct::abs(), CAT_EB1, CAT_EB2, CAT_EE, eta, edm::Ptr< T >::get(), NULL, and UNDEFINED.

Referenced by fillMVAVariables(), and mvaValue().

97  {
98 
99  // Try to cast the particle into a reco particle.
100  // This should work for both reco and pat.
101  const edm::Ptr<reco::GsfElectron> eleRecoPtr = ( edm::Ptr<reco::GsfElectron> )particle;
102  if( eleRecoPtr.get() == NULL )
103  throw cms::Exception("MVA failure: ")
104  << " given particle is expected to be reco::GsfElectron or pat::Electron," << std::endl
105  << " but appears to be neither" << std::endl;
106 
107  float eta = eleRecoPtr->superCluster()->eta();
108 
109  //
110  // Determine the category
111  //
112  int iCategory = UNDEFINED;
113  const float ebSplit = 0.800;// barrel is split into two regions
114  const float ebeeSplit = 1.479; // division between barrel and endcap
115 
116  if (std::abs(eta) < ebSplit)
117  iCategory = CAT_EB1;
118 
119  if (std::abs(eta) >= ebSplit && std::abs(eta) < ebeeSplit)
120  iCategory = CAT_EB2;
121 
122  if (std::abs(eta) >= ebeeSplit)
123  iCategory = CAT_EE;
124 
125  return iCategory;
126 }
edm::Ptr::get
T const * get() const
Returns C++ pointer to the item.
Definition: Ptr.h:160
NULL
#define NULL
Definition: scimark2.h:8
funct::abs
Abs< T >::type abs(const T &t)
Definition: Abs.h:22
virtual const std::string& ElectronMVAEstimatorRun2Spring15Trig::getName ( void  ) const
inlinefinaloverridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 96 of file ElectronMVAEstimatorRun2Spring15Trig.h.

References _name.

Referenced by plotting.Plot::draw().

96 { return _name; }
virtual int ElectronMVAEstimatorRun2Spring15Trig::getNCategories ( ) const
inlineoverridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 94 of file ElectronMVAEstimatorRun2Spring15Trig.h.

References nCategories.

94 { return nCategories; }
virtual const std::string& ElectronMVAEstimatorRun2Spring15Trig::getTag ( void  ) const
inlinefinaloverridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 97 of file ElectronMVAEstimatorRun2Spring15Trig.h.

References _tag.

97 { return _tag; }
bool ElectronMVAEstimatorRun2Spring15Trig::isEndcapCategory ( int  category) const

Definition at line 129 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References CAT_EE, and GeomDetEnumerators::isEndcap().

Referenced by createSingleReader(), and fillMVAVariables().

129  {
130 
131  bool isEndcap = false;
132  if( category == CAT_EE )
133  isEndcap = true;
134 
135  return isEndcap;
136 }
GeomDetEnumerators::isEndcap
bool isEndcap(GeomDetEnumerators::SubDetector m)
Definition: GeomDetEnumerators.cc:37
float ElectronMVAEstimatorRun2Spring15Trig::mvaValue ( const edm::Ptr< reco::Candidate > &  particle,
const edm::Event &  iEvent 
) const
overridevirtual

Implements AnyMVAEstimatorRun2Base.

Definition at line 62 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References _gbrForests, _MethodName, gather_cfg::cout, debug, fillMVAVariables(), findCategory(), eostools::move(), and query::result.

62  {
63 
64  const int iCategory = findCategory( particle );
65  const std::vector<float> vars = std::move( fillMVAVariables( particle, iEvent ) );
66  const float result = _gbrForests.at(iCategory)->GetClassifier(vars.data());
67 
68  const bool debug = false;
69  if(debug) {
70  std::cout << " *** Inside the class _MethodName " << _MethodName << std::endl;
71  std::cout << " bin " << iCategory
72  << " fbrem " << vars[11]
73  << " kfchi2 " << vars[9]
74  << " mykfhits " << vars[8]
75  << " gsfchi2 " << vars[10]
76  << " deta " << vars[18]
77  << " dphi " << vars[19]
78  << " detacalo " << vars[20]
79  << " see " << vars[0]
80  << " spp " << vars[1]
81  << " etawidth " << vars[4]
82  << " phiwidth " << vars[5]
83  << " OneMinusE1x5E5x5 " << vars[2]
84  << " R9 " << vars[3]
85  << " HoE " << vars[6]
86  << " EoP " << vars[15]
87  << " IoEmIoP " << vars[17]
88  << " eleEoPout " << vars[16]
89  << " eta " << vars[22]
90  << " pt " << vars[21] << std::endl;
91  std::cout << " ### MVA " << result << std::endl;
92  }
93 
94  return result;
95 }
ElectronMVAEstimatorRun2Spring15Trig::_gbrForests
std::vector< std::unique_ptr< const GBRForest > > _gbrForests
Definition: ElectronMVAEstimatorRun2Spring15Trig.h:125
ElectronMVAEstimatorRun2Spring15Trig::fillMVAVariables
std::vector< float > fillMVAVariables(const edm::Ptr< reco::Candidate > &particle, const edm::Event &) const override
Definition: ElectronMVAEstimatorRun2Spring15Trig.cc:197
query.result
tuple result
Definition: query.py:137
eostools.move
def move
Definition: eostools.py:510
debug
#define debug
Definition: HDRShower.cc:19
ElectronMVAEstimatorRun2Spring15Trig::findCategory
int findCategory(const edm::Ptr< reco::Candidate > &particle) const override
Definition: ElectronMVAEstimatorRun2Spring15Trig.cc:97
gather_cfg.cout
tuple cout
Definition: gather_cfg.py:145
void ElectronMVAEstimatorRun2Spring15Trig::setConsumes ( edm::ConsumesCollector &&  cc) const
finaloverridevirtual

Reimplemented from AnyMVAEstimatorRun2Base.

Definition at line 47 of file ElectronMVAEstimatorRun2Spring15Trig.cc.

References _beamSpotLabel, _conversionsLabelAOD, and _conversionsLabelMiniAOD.

47  {
48 
49  // All tokens for event content needed by this MVA
50 
51  // Beam spot (same for AOD and miniAOD)
52  cc.consumes<reco::BeamSpot>(_beamSpotLabel);
53 
54  // Conversions collection (different names in AOD and miniAOD)
55  cc.mayConsume<reco::ConversionCollection>(_conversionsLabelAOD);
56  cc.mayConsume<reco::ConversionCollection>(_conversionsLabelMiniAOD);
57 
58 
59 }
edm::ConsumesCollector::consumes
EDGetTokenT< ProductType > consumes(edm::InputTag const &tag)
Definition: ConsumesCollector.h:52
edm::ConsumesCollector::mayConsume
EDGetTokenT< ProductType > mayConsume(edm::InputTag const &tag)
Definition: ConsumesCollector.h:66
reco::ConversionCollection
std::vector< Conversion > ConversionCollection
collectin of Conversion objects
Definition: ConversionFwd.h:9

Member Data Documentation

AllVariables ElectronMVAEstimatorRun2Spring15Trig::_allMVAVars
private

Definition at line 129 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by createSingleReader().

const edm::InputTag ElectronMVAEstimatorRun2Spring15Trig::_beamSpotLabel
private

Definition at line 135 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag ElectronMVAEstimatorRun2Spring15Trig::_conversionsLabelAOD
private

Definition at line 137 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by fillMVAVariables(), and setConsumes().

const edm::InputTag ElectronMVAEstimatorRun2Spring15Trig::_conversionsLabelMiniAOD
private

Definition at line 138 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by fillMVAVariables(), and setConsumes().

std::vector< std::unique_ptr<const GBRForest> > ElectronMVAEstimatorRun2Spring15Trig::_gbrForests
private

Definition at line 125 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by ElectronMVAEstimatorRun2Spring15Trig(), and mvaValue().

const std::string ElectronMVAEstimatorRun2Spring15Trig::_MethodName
private

Definition at line 128 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by createSingleReader(), and mvaValue().

const std::string ElectronMVAEstimatorRun2Spring15Trig::_name = "ElectronMVAEstimatorRun2Spring15Trig"
private

Definition at line 118 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by plotting.Subtract::__str__(), plotting.FakeDuplicate::__str__(), plotting.AggregateBins::__str__(), plotting.AggregateHistos::__str__(), plotting.ROC::__str__(), plotting.PlotGroup::_drawSeparate(), plotting.PlotGroup::_save(), plotting.Subtract::create(), plotting.FakeDuplicate::create(), plotting.AggregateBins::create(), plotting.AggregateHistos::create(), plotting.Plot::create(), plotting.PlotGroup::draw(), getName(), plotting.Plot::getName(), plotting.PlotGroup::getName(), plotting.PlotterFolder::getName(), plotting.PlotterItem::getName(), plotting.PlotterFolder::getSelectionNameIterator(), validation.SimpleSample::name(), trackingPlots.Iteration::name(), plotting.PlotterItem::readDirs(), and plotting.PlotGroup::remove().

const std::string ElectronMVAEstimatorRun2Spring15Trig::_tag
private

Definition at line 122 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by getTag().

const int ElectronMVAEstimatorRun2Spring15Trig::nCategories = 3

Definition at line 29 of file ElectronMVAEstimatorRun2Spring15Trig.h.

Referenced by ElectronMVAEstimatorRun2Spring15Trig(), and getNCategories().

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