[ViewVC] Diff of: cvsroot/UserCode/MitPhysics/Utils/src/JetIDMVA.cc

Comparing UserCode/MitPhysics/Utils/src/JetIDMVA.cc (file contents):
Revision 1.6 by pharris, Mon Apr 23 15:38:00 2012 UTC vs.
Revision 1.17 by pharris, Sat Jan 12 11:49:50 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	+	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	+
135		fReader = 0;
136		fReader = new TMVA::Reader( "!Color:!Silent:Error" );
137		if (fType == kBaseline) {
#	Line 76 \| Line 152 \| void JetIDMVA::Initialize( JetIDMVA::Cut
152		fReader->AddVariable( "frac04" , &fFrac04 );
153		fReader->AddVariable( "frac05" , &fFrac05 );
154		}
155	<	fReader->BookMVA(fLowPtMethodName , iLowPtWeights );
155	>	if (fType == k42) {
156	>	fReader->AddVariable( "frac01" , &fFrac01 );
157	>	fReader->AddVariable( "frac02" , &fFrac02 );
158	>	fReader->AddVariable( "frac03" , &fFrac03 );
159	>	fReader->AddVariable( "frac04" , &fFrac04 );
160	>	fReader->AddVariable( "frac05" , &fFrac05 );
161	>	fReader->AddVariable( "nvtx" , &fNVtx );
162	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
163	>	fReader->AddVariable( "beta" , &fBeta );
164	>	fReader->AddVariable( "betaStar" , &fBetaStar );
165	>	fReader->AddVariable( "dZ" , &fJDZ1 );
166	>	fReader->AddVariable( "nCharged" , &fNCharged );
167	>	fReader->AddSpectator( "jetPt" , &fJPt1 );
168	>	fReader->AddSpectator( "jetEta" , &fJEta1 );
169	>	}
170	>	if (fType == k52) {
171	>	fReader->AddVariable( "frac01" , &fFrac01 );
172	>	fReader->AddVariable( "frac02" , &fFrac02 );
173	>	fReader->AddVariable( "frac03" , &fFrac03 );
174	>	fReader->AddVariable( "frac04" , &fFrac04 );
175	>	fReader->AddVariable( "frac05" , &fFrac05 );
176	>	fReader->AddVariable( "dR2Mean" , &fDR2Mean );
177	>	fReader->AddVariable( "nvtx" , &fNVtx );
178	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
179	>	fReader->AddVariable( "beta" , &fBeta );
180	>	fReader->AddVariable( "betaStar" , &fBetaStar );
181	>	fReader->AddVariable( "dZ" , &fJDZ1 );
182	>	fReader->AddVariable( "nCharged" , &fNCharged );
183	>	fReader->AddSpectator( "jetPt" , &fJPt1 );
184	>	fReader->AddSpectator( "jetEta" , &fJEta1 );
185	>	}
186	>	if (fType == k53) {
187	>	fReader->AddVariable( "nvtx" , &fNVtx );
188	>	fReader->AddVariable( "dZ" , &fJDZ1 );
189	>	fReader->AddVariable( "d0" , &fJD01 );
190	>	fReader->AddVariable( "beta" , &fBeta );
191	>	fReader->AddVariable( "betaStar" , &fBetaStar );
192	>	fReader->AddVariable( "nCharged" , &fNCharged );
193	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
194	>	fReader->AddVariable( "dR2Mean" , &fDRMean );
195	>	fReader->AddVariable( "ptD" , &fPtD );
196	>	fReader->AddVariable( "frac01" , &fFrac01 );
197	>	fReader->AddVariable( "frac02" , &fFrac02 );
198	>	fReader->AddVariable( "frac03" , &fFrac03 );
199	>	fReader->AddVariable( "frac04" , &fFrac04 );
200	>	fReader->AddVariable( "frac05" , &fFrac05 );
201	>	fReader->AddSpectator( "jetPt" , &fJPt1 );
202	>	fReader->AddSpectator( "jetEta" , &fJEta1 );
203	>	fReader->AddSpectator( "jetPhi" , &fJPhi1 );
204	>	}
205	>	if (fType == k53MET) {
206	>	fReader->AddVariable( "nvtx" , &fNVtx );
207	>	fReader->AddVariable( "jetPt" , &fJPt1 );
208	>	fReader->AddVariable( "jetEta" , &fJEta1 );
209	>	fReader->AddVariable( "jetPhi" , &fJPhi1 );
210	>	fReader->AddVariable( "dZ" , &fJDZ1 );
211	>	fReader->AddVariable( "d0" , &fJD01 );
212	>	fReader->AddVariable( "beta" , &fBeta );
213	>	fReader->AddVariable( "betaStar" , &fBetaStar );
214	>	fReader->AddVariable( "nCharged" , &fNCharged );
215	>	fReader->AddVariable( "nNeutrals", &fNNeutrals );
216	>	fReader->AddVariable( "dR2Mean" , &fDRMean );
217	>	fReader->AddVariable( "ptD" , &fPtD );
218	>	fReader->AddVariable( "frac01" , &fFrac01 );
219	>	fReader->AddVariable( "frac02" , &fFrac02 );
220	>	fReader->AddVariable( "frac03" , &fFrac03 );
221	>	fReader->AddVariable( "frac04" , &fFrac04 );
222	>	fReader->AddVariable( "frac05" , &fFrac05 );
223	>	}
224	>	if (fType == kQGP) {
225	>	fReader->AddVariable( "nvtx" , &fNVtx );
226	>	fReader->AddVariable( "jetPt" , &fJPt1 );
227	>	fReader->AddVariable( "jetEta" , &fJEta1 );
228	>	fReader->AddVariable( "jetPhi" , &fJPhi1 );
229	>	fReader->AddVariable( "beta" , &fBeta );
230	>	fReader->AddVariable( "betaStar" , &fBetaStar );
231	>	fReader->AddVariable( "nParticles", &fNNeutrals );
232	>	fReader->AddVariable( "nCharged" , &fNCharged );
233	>	fReader->AddVariable( "dRMean" , &fDRMean );
234	>	fReader->AddVariable( "ptD" , &fPtD );
235	>	fReader->AddVariable( "frac01" , &fFrac01 );
236	>	fReader->AddVariable( "frac02" , &fFrac02 );
237	>	fReader->AddVariable( "frac03" , &fFrac03 );
238	>	fReader->AddVariable( "frac04" , &fFrac04 );
239	>	fReader->AddVariable( "frac05" , &fFrac05 );
240	>	}
241	>
242	>	fLowPtReader->BookMVA(fLowPtMethodName , iLowPtWeights );
243		fReader->BookMVA(fHighPtMethodName , iHighPtWeights );
244		std::cout << "Jet ID MVA Initialization\n";
245		std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
246
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;
247		}
248
249		//--------------------------------------------------------------------------------------------------
#	Line 117 \| Line 263 \| Double_t JetIDMVA::MVAValue(
263		Float_t iFrac02 ,
264		Float_t iFrac03 ,
265		Float_t iFrac04 ,
266	<	Float_t iFrac05
266	>	Float_t iFrac05 ,
267	>	Float_t iDR2Mean ,
268	>	Float_t iPtD
269		){
270
271		if(!fIsInitialized) {
#	Line 136 \| Line 284 \| Double_t JetIDMVA::MVAValue(
284		fNCharged = iNCharged;
285		fNNeutrals = iNNeutrals;
286		fDRMean = iDRMean;
287	+	fPtD = iPtD;
288		fFrac01 = iFrac01;
289		fFrac02 = iFrac02;
290		fFrac03 = iFrac03;
291		fFrac04 = iFrac04;
292		fFrac05 = iFrac05;
293	+	fDR2Mean = iDR2Mean;
294
295		Double_t lMVA = -9999;
296	<	if(iJPt1 < 10) lMVA = fReader->EvaluateMVA( fLowPtMethodName );
296	>	if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
297		if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
298
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		if (printDebug == kTRUE) {
426		std::cout << "Debug Jet MVA: "
#	Line 253 \| Line 435 \| Double_t JetIDMVA::MVAValue(const PFJet
435		<< fNCharged << " "
436		<< fNNeutrals << " "
437		<< fDRMean << " "
438	+	<< fPtD << " "
439		<< fFrac01 << " "
440		<< fFrac02 << " "
441		<< fFrac03 << " "
442		<< fFrac04 << " "
443	<	<< fFrac05
443	>	<< fFrac05 << " "
444	>	<< fDR2Mean
445		<< " === : === "
446		<< lMVA << " "
447		<< std::endl;
#	Line 285 \| Line 469 \| Double_t JetIDMVA::MVAValue(const PFJet
469		fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
470		fNCharged = iJet->ChargedMultiplicity();
471		fNNeutrals = iJet->NeutralMultiplicity();
472	+	fPtD = JetTools::W(iJet,-1,0);
473	+	fDRMean = JetTools::dRMean (iJet,-1);
474	+	fDR2Mean = JetTools::dR2Mean(iJet,-1);
475	+	fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
476	+	fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
477	+	fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
478	+	fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
479	+	fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
480	+
481	+	double lMVA = 0;
482	+	if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
483	+	if(fJPt1 > 10) lMVA = fReader ->EvaluateMVA( fHighPtMethodName );
484	+
485	+	if (printDebug == kTRUE) {
486	+	std::cout << "Debug Jet MVA: "
487	+	<< fNVtx << " "
488	+	<< fJPt1 << " "
489	+	<< fJEta1 << " "
490	+	<< fJPhi1 << " "
491	+	<< fJD01 << " "
492	+	<< fJDZ1 << " "
493	+	<< fBeta << " "
494	+	<< fBetaStar << " "
495	+	<< fNCharged << " "
496	+	<< fNNeutrals << " "
497	+	<< fDRMean << " "
498	+	<< fPtD << " "
499	+	<< fFrac01 << " "
500	+	<< fFrac02 << " "
501	+	<< fFrac03 << " "
502	+	<< fFrac04 << " "
503	+	<< fFrac05 << " "
504	+	<< fDR2Mean
505	+	<< " === : === "
506	+	<< lMVA << " "
507	+	<< std::endl;
508	+	}
509	+
510	+	return lMVA;
511	+	}
512	+	//--------------------------------------------------------------------------------------------------
513	+	Double_t* JetIDMVA::QGValue(const PFJet iJet,const Vertex iVertex,const VertexCol *iVertices, //Vertex here is the PV
514	+	FactorizedJetCorrector *iJetCorrector,
515	+	const PileupEnergyDensityCol *iPileupEnergyDensity,
516	+	Bool_t printDebug) {
517	+
518	+	Double_t *lId = new double[3];
519	+	lId[0] = -2;
520	+	lId[1] = -2;
521	+	lId[2] = -2;
522	+	if (!fIsInitialized) {
523	+	std::cout << "Error: JetIDMVA not properly initialized.\n";
524	+	return lId;
525	+	}
526	+	if(!JetTools::passPFLooseId(iJet)) return lId;
527	+
528	+	fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
529	+	if(fJPt1 < 20) return lId;
530	+
531	+	//set all input variables
532	+	fNVtx = iVertices->GetEntries();
533	+	fJEta1 = iJet->RawMom().Eta();
534	+	fJPhi1 = iJet->RawMom().Phi();
535	+	fJD01 = JetTools::impactParameter(iJet,iVertex);
536	+	fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
537	+	fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
538	+	fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
539	+	fNCharged = iJet->ChargedMultiplicity();
540	+	fNNeutrals = iJet->NeutralMultiplicity();
541	+	fNParticles = fNCharged+fNNeutrals;
542	+	fPtD = JetTools::W(iJet,-1,0);
543
544		fDRMean = JetTools::dRMean(iJet,-1);
545	+	fDR2Mean = JetTools::dR2Mean(iJet,-1);
546		fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
547		fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
548		fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
#	Line 294 \| Line 550 \| Double_t JetIDMVA::MVAValue(const PFJet
550		fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
551
552		double lMVA = 0;
553	<	if(fJPt1 < 10) lMVA = fReader->EvaluateMVA( fLowPtMethodName );
554	<	if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
555	<
553	>	lId[0] = fReader->EvaluateMulticlass( fHighPtMethodName )[0];
554	>	lId[1] = fReader->EvaluateMulticlass( fHighPtMethodName )[1];
555	>	lId[2] = fReader->EvaluateMulticlass( fHighPtMethodName )[2];
556		if (printDebug == kTRUE) {
557		std::cout << "Debug Jet MVA: "
558		<< fNVtx << " "
#	Line 314 \| Line 570 \| Double_t JetIDMVA::MVAValue(const PFJet
570		<< fFrac02 << " "
571		<< fFrac03 << " "
572		<< fFrac04 << " "
573	<	<< fFrac05
573	>	<< fFrac05 << " "
574	>	<< fDRMean
575		<< " === : === "
576		<< lMVA << " "
577		<< std::endl;
578		}
579	<
323	<	return lMVA;
579	>	return lId;
580		}
581	<	Double_t JetIDMVA::correctedPt(const PFJet iJet, FactorizedJetCorrector iJetCorrector,const PileupEnergyDensityCol *iPUEnergyDensity) {
581	>	Double_t JetIDMVA::correctedPt(const PFJet iJet, FactorizedJetCorrector iJetCorrector,
582	>	const PileupEnergyDensityCol *iPUEnergyDensity,
583	>	RhoUtilities::RhoType type,int iId) {
584	>	Double_t Rho = 0.0;
585	>	switch(type) {
586	>	case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
587	>	Rho = iPUEnergyDensity->At(0)->Rho();
588	>	break;
589	>	case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
590	>	Rho = iPUEnergyDensity->At(0)->RhoLowEta();
591	>	break;
592	>	case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
593	>	Rho = iPUEnergyDensity->At(0)->RhoRandom();
594	>	break;
595	>	case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
596	>	Rho = iPUEnergyDensity->At(0)->RhoRandomLowEta();
597	>	break;
598	>	case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
599	>	Rho = iPUEnergyDensity->At(0)->RhoKt6PFJets();
600	>	break;
601	>	default:
602	>	// use the old default
603	>	Rho = iPUEnergyDensity->At(0)->Rho();
604	>	break;
605	>	}
606	>
607		const FourVectorM rawMom = iJet->RawMom();
608		iJetCorrector->setJetEta(rawMom.Eta());
609		iJetCorrector->setJetPt (rawMom.Pt());
610		iJetCorrector->setJetPhi(rawMom.Phi());
611		iJetCorrector->setJetE (rawMom.E());
612	<	iJetCorrector->setRho (iPUEnergyDensity->At(0)->RhoHighEta());
612	>	iJetCorrector->setRho (Rho);
613		iJetCorrector->setJetA (iJet->JetArea());
614		iJetCorrector->setJetEMF(-99.0);
615	<	Double_t correction = iJetCorrector->getCorrection();
615	>	Double_t correction = 1.;
616	>	if(iId < 0 \|\| iId == 100) correction = iJetCorrector->getCorrection();
617	>	std::vector<float> lCorrections; if(iId != -1 && iId != 100) lCorrections = iJetCorrector->getSubCorrections();
618	>	if(iId > -1 && iId < int(lCorrections.size())) correction = lCorrections[iId];
619	>	if(iId == 100) {
620	>	iJetCorrector->setJetEta(rawMom.Eta());
621	>	iJetCorrector->setJetPt (rawMom.Pt());
622	>	iJetCorrector->setJetPhi(rawMom.Phi());
623	>	iJetCorrector->setJetE (rawMom.E());
624	>	iJetCorrector->setRho (Rho);
625	>	iJetCorrector->setJetA (iJet->JetArea());
626	>	iJetCorrector->setJetEMF(-99.0);
627	>	lCorrections = iJetCorrector->getSubCorrections();
628	>	double correction2 = 1;
629	>	correction2 *= lCorrections[0];
630	>	correction = correction-correction2;
631	>	}
632	>
633		return rawMom.Pt()*correction;
634		}

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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 1.17 by pharris, Sat Jan 12 11:49:50 2013 UTC

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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 1.17 by pharris, Sat Jan 12 11:49:50 2013 UTC