31 |
|
fNCharged (0), |
32 |
|
fNNeutrals(0), |
33 |
|
fDRMean (0), |
34 |
+ |
fPtD (0), |
35 |
|
fFrac01 (0), |
36 |
|
fFrac02 (0), |
37 |
|
fFrac03 (0), |
61 |
|
fCutType = iCutType; |
62 |
|
|
63 |
|
std::string lCutId = "JetIdParams"; |
64 |
< |
if(fType == k42) lCutId = "PuJetIdOptMVA_wp"; |
65 |
< |
if(fType == k52) lCutId = "full_5x_wp"; |
66 |
< |
if(fType == kCut) lCutId = "PuJetIdCutBased_wp"; |
67 |
< |
//Load Cut Matrix |
64 |
> |
if(fType == k42) lCutId = "PuJetIdOptMVA_wp"; |
65 |
> |
if(fType == k52) lCutId = "full_5x_wp"; |
66 |
> |
if(fType == kCut) lCutId = "PuJetIdCutBased_wp"; |
67 |
> |
if(fType == k53) lCutId = "full_53x_wp"; |
68 |
> |
if(fType == k53MET) lCutId = "met_53x_wp"; |
69 |
> |
|
70 |
> |
//Load Cut Matrix |
71 |
|
edm::ParameterSet lDefConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>("JetIdParams"); |
72 |
|
edm::ParameterSet lConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>(lCutId); |
73 |
|
std::string lCutType = "Tight"; |
114 |
|
fLowPtReader = 0; |
115 |
|
fLowPtReader = new TMVA::Reader( "!Color:!Silent:Error" ); |
116 |
|
fLowPtReader->AddVariable( "nvtx" , &fNVtx ); |
117 |
< |
fLowPtReader->AddVariable( "jetPt" , &fJPt1 ); |
118 |
< |
fLowPtReader->AddVariable( "jetEta" , &fJEta1 ); |
119 |
< |
fLowPtReader->AddVariable( "jetPhi" , &fJPhi1 ); |
117 |
> |
if(fType != k53) fLowPtReader->AddVariable( "jetPt" , &fJPt1 ); |
118 |
> |
if(fType != k53) fLowPtReader->AddVariable( "jetEta" , &fJEta1 ); |
119 |
> |
if(fType != k53) fLowPtReader->AddVariable( "jetPhi" , &fJPhi1 ); |
120 |
|
fLowPtReader->AddVariable( "dZ" , &fJDZ1 ); |
121 |
< |
fLowPtReader->AddVariable( "d0" , &fJD01 ); |
121 |
> |
if(fType != k53 && fType != k53MET) fLowPtReader->AddVariable( "d0" , &fJD01 ); |
122 |
|
fLowPtReader->AddVariable( "beta" , &fBeta ); |
123 |
|
fLowPtReader->AddVariable( "betaStar" , &fBetaStar ); |
124 |
|
fLowPtReader->AddVariable( "nCharged" , &fNCharged ); |
125 |
|
fLowPtReader->AddVariable( "nNeutrals", &fNNeutrals ); |
126 |
< |
fLowPtReader->AddVariable( "dRMean" , &fDRMean ); |
126 |
> |
if(fType != k53 && fType != k53MET) fLowPtReader->AddVariable( "dRMean" , &fDRMean ); |
127 |
> |
if(fType == k53 || fType == k53MET) fLowPtReader->AddVariable( "dR2Mean" , &fDR2Mean ); |
128 |
> |
if(fType == k53 || fType == k53MET) fLowPtReader->AddVariable( "ptD" , &fPtD ); |
129 |
|
fLowPtReader->AddVariable( "frac01" , &fFrac01 ); |
130 |
|
fLowPtReader->AddVariable( "frac02" , &fFrac02 ); |
131 |
|
fLowPtReader->AddVariable( "frac03" , &fFrac03 ); |
132 |
|
fLowPtReader->AddVariable( "frac04" , &fFrac04 ); |
133 |
|
fLowPtReader->AddVariable( "frac05" , &fFrac05 ); |
134 |
+ |
if(fType == k53) fLowPtReader->AddSpectator( "jetPt" , &fJPt1 ); |
135 |
+ |
if(fType == k53) fLowPtReader->AddSpectator( "jetEta" , &fJEta1 ); |
136 |
+ |
if(fType == k53) fLowPtReader->AddSpectator( "jetPhi" , &fJPhi1 ); |
137 |
|
|
138 |
|
fReader = 0; |
139 |
|
fReader = new TMVA::Reader( "!Color:!Silent:Error" ); |
186 |
|
fReader->AddSpectator( "jetPt" , &fJPt1 ); |
187 |
|
fReader->AddSpectator( "jetEta" , &fJEta1 ); |
188 |
|
} |
189 |
+ |
if (fType == k53) { |
190 |
+ |
fReader->AddVariable( "nvtx" , &fNVtx ); |
191 |
+ |
fReader->AddVariable( "dZ" , &fJDZ1 ); |
192 |
+ |
fReader->AddVariable( "beta" , &fBeta ); |
193 |
+ |
fReader->AddVariable( "betaStar" , &fBetaStar ); |
194 |
+ |
fReader->AddVariable( "nCharged" , &fNCharged ); |
195 |
+ |
fReader->AddVariable( "nNeutrals", &fNNeutrals ); |
196 |
+ |
fReader->AddVariable( "dR2Mean" , &fDRMean ); |
197 |
+ |
fReader->AddVariable( "ptD" , &fPtD ); |
198 |
+ |
fReader->AddVariable( "frac01" , &fFrac01 ); |
199 |
+ |
fReader->AddVariable( "frac02" , &fFrac02 ); |
200 |
+ |
fReader->AddVariable( "frac03" , &fFrac03 ); |
201 |
+ |
fReader->AddVariable( "frac04" , &fFrac04 ); |
202 |
+ |
fReader->AddVariable( "frac05" , &fFrac05 ); |
203 |
+ |
fReader->AddSpectator( "jetPt" , &fJPt1 ); |
204 |
+ |
fReader->AddSpectator( "jetEta" , &fJEta1 ); |
205 |
+ |
fReader->AddSpectator( "jetPhi" , &fJPhi1 ); |
206 |
+ |
} |
207 |
+ |
if (fType == k53MET) { |
208 |
+ |
fReader->AddVariable( "nvtx" , &fNVtx ); |
209 |
+ |
fReader->AddVariable( "jetPt" , &fJPt1 ); |
210 |
+ |
fReader->AddVariable( "jetEta" , &fJEta1 ); |
211 |
+ |
fReader->AddVariable( "jetPhi" , &fJPhi1 ); |
212 |
+ |
fReader->AddVariable( "dZ" , &fJDZ1 ); |
213 |
+ |
fReader->AddVariable( "beta" , &fBeta ); |
214 |
+ |
fReader->AddVariable( "betaStar" , &fBetaStar ); |
215 |
+ |
fReader->AddVariable( "nCharged" , &fNCharged ); |
216 |
+ |
fReader->AddVariable( "nNeutrals", &fNNeutrals ); |
217 |
+ |
fReader->AddVariable( "dR2Mean" , &fDRMean ); |
218 |
+ |
fReader->AddVariable( "ptD" , &fPtD ); |
219 |
+ |
fReader->AddVariable( "frac01" , &fFrac01 ); |
220 |
+ |
fReader->AddVariable( "frac02" , &fFrac02 ); |
221 |
+ |
fReader->AddVariable( "frac03" , &fFrac03 ); |
222 |
+ |
fReader->AddVariable( "frac04" , &fFrac04 ); |
223 |
+ |
fReader->AddVariable( "frac05" , &fFrac05 ); |
224 |
+ |
} |
225 |
+ |
if (fType == kQGP) { |
226 |
+ |
fReader->AddVariable( "nvtx" , &fNVtx ); |
227 |
+ |
fReader->AddVariable( "jetPt" , &fJPt1 ); |
228 |
+ |
fReader->AddVariable( "jetEta" , &fJEta1 ); |
229 |
+ |
fReader->AddVariable( "jetPhi" , &fJPhi1 ); |
230 |
+ |
fReader->AddVariable( "beta" , &fBeta ); |
231 |
+ |
fReader->AddVariable( "betaStar" , &fBetaStar ); |
232 |
+ |
fReader->AddVariable( "nParticles", &fNNeutrals ); |
233 |
+ |
fReader->AddVariable( "nCharged" , &fNCharged ); |
234 |
+ |
fReader->AddVariable( "dRMean" , &fDRMean ); |
235 |
+ |
fReader->AddVariable( "ptD" , &fPtD ); |
236 |
+ |
fReader->AddVariable( "frac01" , &fFrac01 ); |
237 |
+ |
fReader->AddVariable( "frac02" , &fFrac02 ); |
238 |
+ |
fReader->AddVariable( "frac03" , &fFrac03 ); |
239 |
+ |
fReader->AddVariable( "frac04" , &fFrac04 ); |
240 |
+ |
fReader->AddVariable( "frac05" , &fFrac05 ); |
241 |
+ |
} |
242 |
|
|
243 |
|
fLowPtReader->BookMVA(fLowPtMethodName , iLowPtWeights ); |
244 |
|
fReader->BookMVA(fHighPtMethodName , iHighPtWeights ); |
265 |
|
Float_t iFrac03 , |
266 |
|
Float_t iFrac04 , |
267 |
|
Float_t iFrac05 , |
268 |
< |
Float_t iDR2Mean |
268 |
> |
Float_t iDR2Mean , |
269 |
> |
Float_t iPtD |
270 |
|
){ |
271 |
|
|
272 |
|
if(!fIsInitialized) { |
285 |
|
fNCharged = iNCharged; |
286 |
|
fNNeutrals = iNNeutrals; |
287 |
|
fDRMean = iDRMean; |
288 |
+ |
fPtD = iPtD; |
289 |
|
fFrac01 = iFrac01; |
290 |
|
fFrac02 = iFrac02; |
291 |
|
fFrac03 = iFrac03; |
300 |
|
return lMVA; |
301 |
|
} |
302 |
|
//-------------------------------------------------------------------------------------------------- |
303 |
+ |
Bool_t JetIDMVA::passPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector, |
304 |
+ |
const PileupEnergyDensityCol *iPileupEnergyDensity, |
305 |
+ |
RhoUtilities::RhoType type) { |
306 |
+ |
if(iJetCorrector == 0) return (iJet->Pt() > fJetPtMin); |
307 |
+ |
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type); |
308 |
+ |
if(lPt < fJetPtMin) return false; |
309 |
+ |
return true; |
310 |
+ |
} |
311 |
+ |
//-------------------------------------------------------------------------------------------------- |
312 |
|
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, |
313 |
|
FactorizedJetCorrector *iJetCorrector, |
314 |
|
const PileupEnergyDensityCol *iPileupEnergyDensity, |
413 |
|
|
414 |
|
fDRMean = JetTools::dRMean(iJet,-1); |
415 |
|
fDR2Mean = JetTools::dR2Mean(iJet,-1); |
416 |
+ |
fPtD = JetTools::W(iJet,-1,0); |
417 |
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1); |
418 |
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1); |
419 |
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1); |
436 |
|
<< fNCharged << " " |
437 |
|
<< fNNeutrals << " " |
438 |
|
<< fDRMean << " " |
439 |
+ |
<< fPtD << " " |
440 |
|
<< fFrac01 << " " |
441 |
|
<< fFrac02 << " " |
442 |
|
<< fFrac03 << " " |
443 |
|
<< fFrac04 << " " |
444 |
|
<< fFrac05 << " " |
445 |
< |
<< fDRMean |
445 |
> |
<< fDR2Mean |
446 |
|
<< " === : === " |
447 |
|
<< lMVA << " " |
448 |
|
<< std::endl; |
470 |
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut); |
471 |
|
fNCharged = iJet->ChargedMultiplicity(); |
472 |
|
fNNeutrals = iJet->NeutralMultiplicity(); |
473 |
< |
|
473 |
> |
fPtD = JetTools::W(iJet,-1,0); |
474 |
|
fDRMean = JetTools::dRMean (iJet,-1); |
475 |
|
fDR2Mean = JetTools::dR2Mean(iJet,-1); |
476 |
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1); |
496 |
|
<< fNCharged << " " |
497 |
|
<< fNNeutrals << " " |
498 |
|
<< fDRMean << " " |
499 |
+ |
<< fPtD << " " |
500 |
|
<< fFrac01 << " " |
501 |
|
<< fFrac02 << " " |
502 |
|
<< fFrac03 << " " |
503 |
|
<< fFrac04 << " " |
504 |
|
<< fFrac05 << " " |
505 |
< |
<< fDRMean |
505 |
> |
<< fDR2Mean |
506 |
|
<< " === : === " |
507 |
|
<< lMVA << " " |
508 |
|
<< std::endl; |
510 |
|
|
511 |
|
return lMVA; |
512 |
|
} |
513 |
+ |
//-------------------------------------------------------------------------------------------------- |
514 |
+ |
Double_t* JetIDMVA::QGValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV |
515 |
+ |
FactorizedJetCorrector *iJetCorrector, |
516 |
+ |
const PileupEnergyDensityCol *iPileupEnergyDensity, |
517 |
+ |
Bool_t printDebug) { |
518 |
+ |
|
519 |
+ |
Double_t *lId = new double[3]; |
520 |
+ |
lId[0] = -2; |
521 |
+ |
lId[1] = -2; |
522 |
+ |
lId[2] = -2; |
523 |
+ |
if (!fIsInitialized) { |
524 |
+ |
std::cout << "Error: JetIDMVA not properly initialized.\n"; |
525 |
+ |
return lId; |
526 |
+ |
} |
527 |
+ |
if(!JetTools::passPFLooseId(iJet)) return lId; |
528 |
+ |
|
529 |
+ |
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity); |
530 |
+ |
if(fJPt1 < 20) return lId; |
531 |
+ |
|
532 |
+ |
//set all input variables |
533 |
+ |
fNVtx = iVertices->GetEntries(); |
534 |
+ |
fJEta1 = iJet->RawMom().Eta(); |
535 |
+ |
fJPhi1 = iJet->RawMom().Phi(); |
536 |
+ |
fJD01 = JetTools::impactParameter(iJet,iVertex); |
537 |
+ |
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true); |
538 |
+ |
fBeta = JetTools::Beta(iJet,iVertex,fDZCut); |
539 |
+ |
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut); |
540 |
+ |
fNCharged = iJet->ChargedMultiplicity(); |
541 |
+ |
fNNeutrals = iJet->NeutralMultiplicity(); |
542 |
+ |
fNParticles = fNCharged+fNNeutrals; |
543 |
+ |
fPtD = JetTools::W(iJet,-1,0); |
544 |
+ |
|
545 |
+ |
fDRMean = JetTools::dRMean(iJet,-1); |
546 |
+ |
fDR2Mean = JetTools::dR2Mean(iJet,-1); |
547 |
+ |
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1); |
548 |
+ |
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1); |
549 |
+ |
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1); |
550 |
+ |
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1); |
551 |
+ |
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1); |
552 |
+ |
|
553 |
+ |
double lMVA = 0; |
554 |
+ |
lId[0] = fReader->EvaluateMulticlass( fHighPtMethodName )[0]; |
555 |
+ |
lId[1] = fReader->EvaluateMulticlass( fHighPtMethodName )[1]; |
556 |
+ |
lId[2] = fReader->EvaluateMulticlass( fHighPtMethodName )[2]; |
557 |
+ |
if (printDebug == kTRUE) { |
558 |
+ |
std::cout << "Debug Jet MVA: " |
559 |
+ |
<< fNVtx << " " |
560 |
+ |
<< fJPt1 << " " |
561 |
+ |
<< fJEta1 << " " |
562 |
+ |
<< fJPhi1 << " " |
563 |
+ |
<< fJD01 << " " |
564 |
+ |
<< fJDZ1 << " " |
565 |
+ |
<< fBeta << " " |
566 |
+ |
<< fBetaStar << " " |
567 |
+ |
<< fNCharged << " " |
568 |
+ |
<< fNNeutrals << " " |
569 |
+ |
<< fDRMean << " " |
570 |
+ |
<< fFrac01 << " " |
571 |
+ |
<< fFrac02 << " " |
572 |
+ |
<< fFrac03 << " " |
573 |
+ |
<< fFrac04 << " " |
574 |
+ |
<< fFrac05 << " " |
575 |
+ |
<< fDRMean |
576 |
+ |
<< " === : === " |
577 |
+ |
<< lMVA << " " |
578 |
+ |
<< std::endl; |
579 |
+ |
} |
580 |
+ |
return lId; |
581 |
+ |
} |
582 |
|
Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector, |
583 |
|
const PileupEnergyDensityCol *iPUEnergyDensity, |
584 |
< |
RhoUtilities::RhoType type) { |
584 |
> |
RhoUtilities::RhoType type,int iId) { |
585 |
|
Double_t Rho = 0.0; |
586 |
|
switch(type) { |
587 |
|
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA: |
613 |
|
iJetCorrector->setRho (Rho); |
614 |
|
iJetCorrector->setJetA (iJet->JetArea()); |
615 |
|
iJetCorrector->setJetEMF(-99.0); |
616 |
< |
Double_t correction = iJetCorrector->getCorrection(); |
616 |
> |
Double_t correction = 1.; |
617 |
> |
if(iId < 0 || iId == 100) correction = iJetCorrector->getCorrection(); |
618 |
> |
std::vector<float> lCorrections; if(iId != -1 && iId != 100) lCorrections = iJetCorrector->getSubCorrections(); |
619 |
> |
if(iId > -1 && iId < int(lCorrections.size())) correction = lCorrections[iId]; |
620 |
> |
if(iId == 100) { |
621 |
> |
iJetCorrector->setJetEta(rawMom.Eta()); |
622 |
> |
iJetCorrector->setJetPt (rawMom.Pt()); |
623 |
> |
iJetCorrector->setJetPhi(rawMom.Phi()); |
624 |
> |
iJetCorrector->setJetE (rawMom.E()); |
625 |
> |
iJetCorrector->setRho (Rho); |
626 |
> |
iJetCorrector->setJetA (iJet->JetArea()); |
627 |
> |
iJetCorrector->setJetEMF(-99.0); |
628 |
> |
lCorrections = iJetCorrector->getSubCorrections(); |
629 |
> |
double correction2 = 1; |
630 |
> |
correction2 *= lCorrections[0]; |
631 |
> |
correction = correction-correction2; |
632 |
> |
} |
633 |
> |
|
634 |
|
return rawMom.Pt()*correction; |
635 |
|
} |