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Comparing UserCode/MitPhysics/Utils/src/JetIDMVA.cc (file contents):
Revision 1.6 by pharris, Mon Apr 23 15:38:00 2012 UTC vs.
Revision 1.19 by pharris, Sun Mar 31 20:27:52 2013 UTC

#	Line 15 | Line 15 | using namespace mithep;
15
16		//--------------------------------------------------------------------------------------------------
17		JetIDMVA::JetIDMVA() :
18	<	fJetPtMin(0)  , //We need to lower this
18	>	fJetPtMin(0.)  , //We need to lower this
19		fDZCut   (0.2),
20		fLowPtMethodName ("JetIDMVALowPt" ),
21		fHighPtMethodName("JetIDMVAHighPt"),
#	Line 31 | Line 31 | JetIDMVA::JetIDMVA() :
31		fNCharged (0),
32		fNNeutrals(0),
33		fDRMean   (0),
34	+	fPtD      (0),
35		fFrac01   (0),
36		fFrac02   (0),
37		fFrac03   (0),
38		fFrac04   (0),
39	<	fFrac05   (0)
39	>	fFrac05   (0),
40	>	fDR2Mean  (0)
41		{
42		fReader = 0;
43		}
44		//--------------------------------------------------------------------------------------------------
45		JetIDMVA::~JetIDMVA() {
46
47	<	fReader = 0;
47	>	delete fReader;
48	>	delete fLowPtReader;
49		}
50
51		//--------------------------------------------------------------------------------------------------
#	Line 56 | Line 59 | void JetIDMVA::Initialize( JetIDMVA::Cut
59		fIsInitialized = kTRUE;
60		fType          = iType;
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	+	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";
74	+	if(fCutType == kMedium) lCutType = "Medium";
75	+	if(fCutType == kLoose ) lCutType = "Loose";
76	+	if(fCutType == kMET   ) lCutType = "MET";
77	+	if(fType != kCut) {
78	+	std::string lLowPtCut = "MET";
79	+	std::vector<double> lPt010  = lDefConfig.getParameter<std::vector<double> >(("Pt010_" +lLowPtCut).c_str());
80	+	std::vector<double> lPt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lCutType).c_str());
81	+	std::vector<double> lPt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lCutType).c_str());
82	+	std::vector<double> lPt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lCutType).c_str());
83	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[0][i0] = lPt010 [i0];
84	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[1][i0] = lPt1020[i0];
85	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[2][i0] = lPt2030[i0];
86	+	for(int i0 = 0; i0 < 4; i0++) fMVACut[3][i0] = lPt3050[i0];
87	+	}
88	+	if(fType == kCut) {
89	+	for(int i0 = 0; i0 < 2; i0++) {
90	+	std::string lFullCutType = lCutType;
91	+	if(i0 == 0) lFullCutType = "BetaStar"+ lCutType;
92	+	if(i0 == 1) lFullCutType = "RMS"     + lCutType;
93	+	std::vector<double> pt010  = lConfig.getParameter<std::vector<double> >(("Pt010_" +lFullCutType).c_str());
94	+	std::vector<double> pt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lFullCutType).c_str());
95	+	std::vector<double> pt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lFullCutType).c_str());
96	+	std::vector<double> pt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lFullCutType).c_str());
97	+	if(i0 == 0) {
98	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[0][i2] = pt010 [i2];
99	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[1][i2] = pt1020[i2];
100	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[2][i2] = pt2030[i2];
101	+	for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[3][i2] = pt3050[i2];
102	+	}
103	+	if(i0 == 1) {
104	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[0][i2] = pt010 [i2];
105	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[1][i2] = pt1020[i2];
106	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[2][i2] = pt2030[i2];
107	+	for(int i2 = 0; i2 < 4; i2++) fRMSCut[3][i2] = pt3050[i2];
108	+	}
109	+	}
110	+	return;
111	+	}
112	+
113	+
114	+	fLowPtReader   = 0;
115	+	fLowPtReader   = new TMVA::Reader( "!Color:!Silent:Error" );
116	+	fLowPtReader->AddVariable( "nvtx"     , &fNVtx      );
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	+	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	+	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" );
140		if (fType == kBaseline) {
#	Line 76 | Line 155 | void JetIDMVA::Initialize( JetIDMVA::Cut
155		fReader->AddVariable( "frac04"   , &fFrac04    );
156		fReader->AddVariable( "frac05"   , &fFrac05    );
157		}
158	<	fReader->BookMVA(fLowPtMethodName  , iLowPtWeights );
158	>	if (fType == k42) {
159	>	fReader->AddVariable( "frac01"   , &fFrac01    );
160	>	fReader->AddVariable( "frac02"   , &fFrac02    );
161	>	fReader->AddVariable( "frac03"   , &fFrac03    );
162	>	fReader->AddVariable( "frac04"   , &fFrac04    );
163	>	fReader->AddVariable( "frac05"   , &fFrac05    );
164	>	fReader->AddVariable( "nvtx"     , &fNVtx      );
165	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
166	>	fReader->AddVariable( "beta"     , &fBeta      );
167	>	fReader->AddVariable( "betaStar" , &fBetaStar  );
168	>	fReader->AddVariable( "dZ"       , &fJDZ1      );
169	>	fReader->AddVariable( "nCharged" , &fNCharged  );
170	>	fReader->AddSpectator( "jetPt"    , &fJPt1      );
171	>	fReader->AddSpectator( "jetEta"   , &fJEta1     );
172	>	}
173	>	if (fType == k52) {
174	>	fReader->AddVariable( "frac01"   , &fFrac01    );
175	>	fReader->AddVariable( "frac02"   , &fFrac02    );
176	>	fReader->AddVariable( "frac03"   , &fFrac03    );
177	>	fReader->AddVariable( "frac04"   , &fFrac04    );
178	>	fReader->AddVariable( "frac05"   , &fFrac05    );
179	>	fReader->AddVariable( "dR2Mean"  , &fDR2Mean   );
180	>	fReader->AddVariable( "nvtx"     , &fNVtx      );
181	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
182	>	fReader->AddVariable( "beta"     , &fBeta      );
183	>	fReader->AddVariable( "betaStar" , &fBetaStar  );
184	>	fReader->AddVariable( "dZ"       , &fJDZ1      );
185	>	fReader->AddVariable( "nCharged" , &fNCharged  );
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"  , &fDR2Mean   );
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"  , &fDR2Mean   );
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 );
245		std::cout << "Jet ID MVA Initialization\n";
246		std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
247
84	–	//Load Cut Matrix
85	–	edm::ParameterSet lConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>("JetIdParams");
86	–	std::string lCutType = "Tight";
87	–	if(fCutType == kMedium) lCutType = "Medium";
88	–	if(fCutType == kLoose ) lCutType = "Loose";
89	–	if(fCutType == kMET   ) lCutType = "MET";
90	–	std::vector<double> lPt010  = lConfig.getParameter<std::vector<double> >(("Pt010_" +lCutType).c_str());
91	–	std::vector<double> lPt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lCutType).c_str());
92	–	std::vector<double> lPt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lCutType).c_str());
93	–	std::vector<double> lPt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lCutType).c_str());
94	–	for(int i0 = 0; i0 < 4; i0++) fMVACut[0][i0] = lPt010 [i0];
95	–	for(int i0 = 0; i0 < 4; i0++) fMVACut[1][i0] = lPt1020[i0];
96	–	for(int i0 = 0; i0 < 4; i0++) fMVACut[2][i0] = lPt2030[i0];
97	–	for(int i0 = 0; i0 < 4; i0++) fMVACut[3][i0] = lPt3050[i0];
98	–	//std::cout << " Working Points : << " << std::endl;
99	–	//for(int i0 = 0; i0 < 4; i0++) for(int i1 = 0; i1 < 4; i1++)
100	–	//  std::cout << " ==> " << i0 << " -- " << i1 << " -- " << fMVACut[i0][i1] << std::endl;
248		}
249
250		//--------------------------------------------------------------------------------------------------
#	Line 117 | Line 264 | Double_t JetIDMVA::MVAValue(
264		Float_t iFrac02  ,
265		Float_t iFrac03  ,
266		Float_t iFrac04  ,
267	<	Float_t iFrac05
267	>	Float_t iFrac05  ,
268	>	Float_t iDR2Mean ,
269	>	Float_t iPtD
270		){
271
272		if(!fIsInitialized) {
#	Line 136 | Line 285 | Double_t JetIDMVA::MVAValue(
285		fNCharged  = iNCharged;
286		fNNeutrals = iNNeutrals;
287		fDRMean    = iDRMean;
288	+	fPtD       = iPtD;
289		fFrac01    = iFrac01;
290		fFrac02    = iFrac02;
291		fFrac03    = iFrac03;
292		fFrac04    = iFrac04;
293		fFrac05    = iFrac05;
294	+	fDR2Mean   = iDR2Mean;
295
296		Double_t lMVA = -9999;
297	<	if(iJPt1 < 10) lMVA = fReader->EvaluateMVA( fLowPtMethodName  );
297	>	if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
298		if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
148	–
299		return lMVA;
300		}
301		//--------------------------------------------------------------------------------------------------
302	+	Bool_t JetIDMVA::passPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
303	+	const PileupEnergyDensityCol *iPileupEnergyDensity,
304	+	RhoUtilities::RhoType type) {
305	+	if(iJetCorrector == 0) return (iJet->Pt() > fJetPtMin);
306	+	double lPt  = correctedPt(iJet,                  iJetCorrector,iPileupEnergyDensity,type);
307	+	if(lPt < fJetPtMin)                         return false;
308	+	return true;
309	+	}
310	+	//--------------------------------------------------------------------------------------------------
311		Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices,
312		FactorizedJetCorrector *iJetCorrector,
313	<	const PileupEnergyDensityCol *iPileupEnergyDensity) {
313	>	const PileupEnergyDensityCol *iPileupEnergyDensity,
314	>	RhoUtilities::RhoType type) {
315
316		if(!JetTools::passPFLooseId(iJet))                 return false;
317	<	if(iJet->Pt() < fJetPtMin)                         return false;
158	<	if(fabs(iJet->Eta()) > 4.99)                       return true; //==> Castor
159	<	//if(iJet->Pt() > 50)                                return true; //==> we can raise this
317	>	if(fabs(iJet->Eta()) > 4.99)                       return false;
318
319		double lMVA = MVAValue   (iJet,iVertex,iVertices,iJetCorrector,iPileupEnergyDensity);
320	<	double lPt  = correctedPt(iJet,                  iJetCorrector,iPileupEnergyDensity);
321	<
320	>	double lPt  = correctedPt(iJet,                  iJetCorrector,iPileupEnergyDensity,type);
321	>	if(lPt < fJetPtMin)                         return false;
322	>
323		int lPtId = 0;
324	<	if(lPt > 10 && iJet->Pt() < 20) lPtId = 1;
325	<	if(lPt > 20 && iJet->Pt() < 30) lPtId = 2;
324	>	if(lPt > 10 && lPt < 20) lPtId = 1;
325	>	if(lPt > 20 && lPt < 30) lPtId = 2;
326		if(lPt > 30                   ) lPtId = 3;
327
328		int lEtaId = 0;
#	Line 174 | Line 333 | Bool_t JetIDMVA::pass(const PFJet *iJet,
333		double lMVACut = fMVACut[lPtId][lEtaId];
334		if(lMVA < lMVACut) return false;
335		return true;
336	<	//if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
337	<	//if(correctedPt(iJet,iJetCorrector,iPileupEnergyDensity) < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false;
338	<	//This line is a bug in the Met training
339	<	//if(lMVA < -0.8)                            return false;
340	<	//if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
336	>	}
337	>	//--------------------------------------------------------------------------------------------------
338	>	Bool_t JetIDMVA::passCut(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
339	>	if(!JetTools::passPFLooseId(iJet))                 return false;
340	>	if(iJet->Pt()        < fJetPtMin) return false;
341	>	if(fabs(iJet->Eta()) > 4.99)      return false;
342	>	//if(fType == kCut) passCut(iJet,iVertex,iVertices);
343	>
344	>	double lPt = iJet->Pt();
345	>	int lPtId = 0;
346	>	if(lPt > 10 && lPt < 20) lPtId = 1;
347	>	if(lPt > 20 && lPt < 30) lPtId = 2;
348	>	if(lPt > 30                   ) lPtId = 3;
349	>
350	>	int lEtaId = 0;
351	>	if(fabs(iJet->Eta()) > 2.5  && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
352	>	if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
353	>	if(fabs(iJet->Eta()) > 3.0  && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
354	>	float betaStarModified = JetTools::betaStarClassic(iJet,iVertex,iVertices)/log(iVertices ->GetEntries()-0.64);
355	>	float dR2Mean          = JetTools::dR2Mean(iJet,-1);
356	>
357	>	if(betaStarModified < fBetaStarCut[lPtId][lEtaId] &&
358	>	dR2Mean          < fRMSCut     [lPtId][lEtaId]
359	>	) return true;
360	>
361	>	return false;
362		}
363		//--------------------------------------------------------------------------------------------------
364		Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
365		if(!JetTools::passPFLooseId(iJet))                 return false;
366		if(iJet->Pt()        < fJetPtMin) return false;
367	<	//if(iJet->Pt()        > 50)        return true; //==> we can raise this
368	<	if(fabs(iJet->Eta()) > 4.99)     return true; //==> Castor
367	>	if(fabs(iJet->Eta()) > 4.99)      return false;
368	>	if(fType == kCut) return passCut(iJet,iVertex,iVertices);
369		double lMVA = MVAValue(iJet,iVertex,iVertices);
370
371		int lPtId = 0;
#	Line 231 | Line 411 | Double_t JetIDMVA::MVAValue(const PFJet
411		fNNeutrals = iJet->NeutralMultiplicity();
412
413		fDRMean    = JetTools::dRMean(iJet,-1);
414	+	fDR2Mean   = JetTools::dR2Mean(iJet,-1);
415	+	fPtD       = JetTools::W(iJet,-1,0);
416		fFrac01    = JetTools::frac  (iJet,0.1,0. ,-1);
417		fFrac02    = JetTools::frac  (iJet,0.2,0.1,-1);
418		fFrac03    = JetTools::frac  (iJet,0.3,0.2,-1);
#	Line 238 | Line 420 | Double_t JetIDMVA::MVAValue(const PFJet
420		fFrac05    = JetTools::frac  (iJet,0.5,0.4,-1);
421
422		double lMVA = 0;
423	<	if(fJPt1 < 10) lMVA = fReader->EvaluateMVA( fLowPtMethodName  );
423	>	if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
424		if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
425	+	printDebug = kTRUE;
426		if (printDebug == kTRUE) {
427		std::cout << "Debug Jet MVA: "
428		<< fNVtx      << " "
#	Line 253 | Line 436 | Double_t JetIDMVA::MVAValue(const PFJet
436		<< fNCharged  << " "
437		<< fNNeutrals << " "
438		<< fDRMean    << " "
439	+	<< fPtD       << " "
440		<< fFrac01    << " "
441		<< fFrac02    << " "
442		<< fFrac03    << " "
443		<< fFrac04    << " "
444	<	<< fFrac05
444	>	<< fFrac05    << " "
445	>	<< fDR2Mean
446		<< " === : === "
447		<< lMVA << " "
448	<	<< std::endl;
448	>	<< " -----> raw pt " << iJet->Pt() << std::endl;
449		}
450	<
450	>	//std::cout << " === " << iJet->Pt() << " -- " << iJet->Eta() << " -- "  << fPtD << " -- " << lMVA << std::endl;
451		return lMVA;
452		}
453		Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, const VertexCol *iVertices,//Vertex here is the PV
#	Line 285 | Line 470 | Double_t JetIDMVA::MVAValue(const PFJet
470		fBetaStar  = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
471		fNCharged  = iJet->ChargedMultiplicity();
472		fNNeutrals = iJet->NeutralMultiplicity();
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);
477	+	fFrac02    = JetTools::frac   (iJet,0.2,0.1,-1);
478	+	fFrac03    = JetTools::frac   (iJet,0.3,0.2,-1);
479	+	fFrac04    = JetTools::frac   (iJet,0.4,0.3,-1);
480	+	fFrac05    = JetTools::frac   (iJet,0.5,0.4,-1);
481	+
482	+	double lMVA = 0;
483	+	if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName  );
484	+	if(fJPt1 > 10) lMVA = fReader     ->EvaluateMVA( fHighPtMethodName );
485	+
486	+	if (printDebug == kTRUE) {
487	+	std::cout << "Debug Jet MVA: "
488	+	<< fNVtx      << " "
489	+	<< fJPt1      << " "
490	+	<< fJEta1     << " "
491	+	<< fJPhi1     << " "
492	+	<< fJD01      << " "
493	+	<< fJDZ1      << " "
494	+	<< fBeta      << " "
495	+	<< fBetaStar  << " "
496	+	<< fNCharged  << " "
497	+	<< fNNeutrals << " "
498	+	<< fDRMean    << " "
499	+	<< fPtD       << " "
500	+	<< fFrac01    << " "
501	+	<< fFrac02    << " "
502	+	<< fFrac03    << " "
503	+	<< fFrac04    << " "
504	+	<< fFrac05    << " "
505	+	<< fDR2Mean
506	+	<< " === : === "
507	+	<< lMVA << " "
508	+	<< std::endl;
509	+	}
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);
#	Line 294 | Line 551 | Double_t JetIDMVA::MVAValue(const PFJet
551		fFrac05    = JetTools::frac  (iJet,0.5,0.4,-1);
552
553		double lMVA = 0;
554	<	if(fJPt1 < 10) lMVA = fReader->EvaluateMVA( fLowPtMethodName  );
555	<	if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
556	<
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      << " "
#	Line 314 | Line 571 | Double_t JetIDMVA::MVAValue(const PFJet
571		<< fFrac02    << " "
572		<< fFrac03    << " "
573		<< fFrac04    << " "
574	<	<< fFrac05
574	>	<< fFrac05    << " "
575	>	<< fDRMean
576		<< " === : === "
577		<< lMVA << " "
578		<< std::endl;
579		}
580	<
323	<	return lMVA;
580	>	return lId;
581		}
582	<	Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,const PileupEnergyDensityCol *iPUEnergyDensity) {
582	>	Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
583	>	const PileupEnergyDensityCol *iPUEnergyDensity,
584	>	RhoUtilities::RhoType type,int iId) {
585	>	Double_t Rho = 0.0;
586	>	switch(type) {
587	>	case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
588	>	Rho = iPUEnergyDensity->At(0)->Rho();
589	>	break;
590	>	case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
591	>	Rho = iPUEnergyDensity->At(0)->RhoLowEta();
592	>	break;
593	>	case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
594	>	Rho = iPUEnergyDensity->At(0)->RhoRandom();
595	>	break;
596	>	case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
597	>	Rho = iPUEnergyDensity->At(0)->RhoRandomLowEta();
598	>	break;
599	>	case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
600	>	Rho = iPUEnergyDensity->At(0)->RhoKt6PFJets();
601	>	break;
602	>	default:
603	>	// use the old default
604	>	Rho = iPUEnergyDensity->At(0)->Rho();
605	>	break;
606	>	}
607	>
608		const FourVectorM rawMom = iJet->RawMom();
609		iJetCorrector->setJetEta(rawMom.Eta());
610		iJetCorrector->setJetPt (rawMom.Pt());
611		iJetCorrector->setJetPhi(rawMom.Phi());
612		iJetCorrector->setJetE  (rawMom.E());
613	<	iJetCorrector->setRho   (iPUEnergyDensity->At(0)->RhoHighEta());
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		}

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