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source: git/modules/TauTagging.cc@ e33e6db

Last change on this file since e33e6db was 69bf964, checked in by Sho Iwamoto <contact@…>, 9 years ago

tau-tagging should be applied also to events without tau

When an event has no taus, the classifier in TauTagging.cc returns 0 (null pointer).
Even though, tau-tagging should be run to consider mis-tagging of jets.

  • Property mode set to 100644
File size: 7.2 KB
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1/*
2 * Delphes: a framework for fast simulation of a generic collider experiment
3 * Copyright (C) 2012-2014 Universite catholique de Louvain (UCL), Belgium
4 *
5 * This program is free software: you can redistribute it and/or modify
6 * it under the terms of the GNU General Public License as published by
7 * the Free Software Foundation, either version 3 of the License, or
8 * (at your option) any later version.
9 *
10 * This program is distributed in the hope that it will be useful,
11 * but WITHOUT ANY WARRANTY; without even the implied warranty of
12 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
13 * GNU General Public License for more details.
14 *
15 * You should have received a copy of the GNU General Public License
16 * along with this program. If not, see <http://www.gnu.org/licenses/>.
17 */
18
19
20/** \class TauTagging
21 *
22 * Determines origin of jet,
23 * applies b-tagging efficiency (miss identification rate) formulas
24 * and sets b-tagging flags
25 *
26 * \author P. Demin - UCL, Louvain-la-Neuve
27 *
28 */
29
30#include "modules/TauTagging.h"
31
32#include "classes/DelphesClasses.h"
33#include "classes/DelphesFactory.h"
34#include "classes/DelphesFormula.h"
35
36#include "TMath.h"
37#include "TString.h"
38#include "TFormula.h"
39#include "TRandom3.h"
40#include "TObjArray.h"
41#include "TDatabasePDG.h"
42#include "TLorentzVector.h"
43
44#include <algorithm>
45#include <stdexcept>
46#include <iostream>
47#include <sstream>
48
49using namespace std;
50
51
52//------------------------------------------------------------------------------
53TauTaggingPartonClassifier::TauTaggingPartonClassifier(const TObjArray *array) :
54 fParticleInputArray(array)
55{
56}
57
58//------------------------------------------------------------------------------
59
60Int_t TauTaggingPartonClassifier::GetCategory(TObject *object)
61{
62 Candidate *tau = static_cast<Candidate *>(object);
63 Candidate *daughter1 = 0;
64 Candidate *daughter2 = 0;
65
66 const TLorentzVector &momentum = tau->Momentum;
67 Int_t pdgCode, i, j;
68
69 pdgCode = TMath::Abs(tau->PID);
70 if(pdgCode != 15) return -1;
71
72 if(momentum.Pt() <= fPTMin || TMath::Abs(momentum.Eta()) > fEtaMax) return -1;
73
74 if(tau->D1 < 0) return -1;
75
76 if(tau->D2 < tau->D1) return -1;
77
78 if(tau->D1 >= fParticleInputArray->GetEntriesFast() ||
79 tau->D2 >= fParticleInputArray->GetEntriesFast())
80 {
81 throw runtime_error("tau's daughter index is greater than the ParticleInputArray size");
82 }
83
84 for(i = tau->D1; i <= tau->D2; ++i)
85 {
86 daughter1 = static_cast<Candidate *>(fParticleInputArray->At(i));
87 pdgCode = TMath::Abs(daughter1->PID);
88 if(pdgCode == 11 || pdgCode == 13 || pdgCode == 15) return -1;
89 else if(pdgCode == 24)
90 {
91 if(daughter1->D1 < 0) return -1;
92 for(j = daughter1->D1; j <= daughter1->D2; ++j)
93 {
94 daughter2 = static_cast<Candidate*>(fParticleInputArray->At(j));
95 pdgCode = TMath::Abs(daughter2->PID);
96 if(pdgCode == 11 || pdgCode == 13) return -1;
97 }
98
99 }
100 }
101
102 return 0;
103}
104
105//------------------------------------------------------------------------------
106
107TauTagging::TauTagging() :
108 fClassifier(0), fFilter(0),
109 fItPartonInputArray(0), fItJetInputArray(0)
110{
111}
112
113//------------------------------------------------------------------------------
114
115TauTagging::~TauTagging()
116{
117}
118
119//------------------------------------------------------------------------------
120
121void TauTagging::Init()
122{
123 map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
124 ExRootConfParam param;
125 DelphesFormula *formula;
126 Int_t i, size;
127
128 fDeltaR = GetDouble("DeltaR", 0.5);
129
130 // read efficiency formulas
131 param = GetParam("EfficiencyFormula");
132 size = param.GetSize();
133
134 fEfficiencyMap.clear();
135 for(i = 0; i < size/2; ++i)
136 {
137 formula = new DelphesFormula;
138 formula->Compile(param[i*2 + 1].GetString());
139
140 fEfficiencyMap[param[i*2].GetInt()] = formula;
141 }
142
143 // set default efficiency formula
144 itEfficiencyMap = fEfficiencyMap.find(0);
145 if(itEfficiencyMap == fEfficiencyMap.end())
146 {
147 formula = new DelphesFormula;
148 formula->Compile("0.0");
149
150 fEfficiencyMap[0] = formula;
151 }
152
153 // import input array(s)
154
155 fParticleInputArray = ImportArray(GetString("ParticleInputArray", "Delphes/allParticles"));
156
157 fClassifier = new TauTaggingPartonClassifier(fParticleInputArray);
158 fClassifier->fPTMin = GetDouble("TauPTMin", 1.0);
159 fClassifier->fEtaMax = GetDouble("TauEtaMax", 2.5);
160
161 fPartonInputArray = ImportArray(GetString("PartonInputArray", "Delphes/partons"));
162 fItPartonInputArray = fPartonInputArray->MakeIterator();
163
164 fFilter = new ExRootFilter(fPartonInputArray);
165
166 fJetInputArray = ImportArray(GetString("JetInputArray", "FastJetFinder/jets"));
167 fItJetInputArray = fJetInputArray->MakeIterator();
168}
169
170//------------------------------------------------------------------------------
171
172void TauTagging::Finish()
173{
174 map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
175 DelphesFormula *formula;
176
177 if(fFilter) delete fFilter;
178 if(fClassifier) delete fClassifier;
179 if(fItJetInputArray) delete fItJetInputArray;
180 if(fItPartonInputArray) delete fItPartonInputArray;
181
182 for(itEfficiencyMap = fEfficiencyMap.begin(); itEfficiencyMap != fEfficiencyMap.end(); ++itEfficiencyMap)
183 {
184 formula = itEfficiencyMap->second;
185 if(formula) delete formula;
186 }
187}
188
189//------------------------------------------------------------------------------
190
191void TauTagging::Process()
192{
193 Candidate *jet, *tau, *daughter;
194 TLorentzVector tauMomentum;
195 Double_t pt, eta, phi;
196 TObjArray *tauArray;
197 map< Int_t, DelphesFormula * >::iterator itEfficiencyMap;
198 DelphesFormula *formula;
199 Int_t pdgCode, charge, i;
200
201 // select taus
202 fFilter->Reset();
203 tauArray = fFilter->GetSubArray(fClassifier, 0);
204
205 // loop over all input jets
206 fItJetInputArray->Reset();
207 while((jet = static_cast<Candidate *>(fItJetInputArray->Next())))
208 {
209 const TLorentzVector &jetMomentum = jet->Momentum;
210 pdgCode = 0;
211 charge = gRandom->Uniform() > 0.5 ? 1 : -1;
212 eta = jetMomentum.Eta();
213 phi = jetMomentum.Phi();
214 pt = jetMomentum.Pt();
215
216 // loop over all input taus
217 if(tauArray){
218 TIter itTauArray(tauArray);
219 while((tau = static_cast<Candidate *>(itTauArray.Next())))
220 {
221 if(tau->D1 < 0) continue;
222
223 if(tau->D1 >= fParticleInputArray->GetEntriesFast() ||
224 tau->D2 >= fParticleInputArray->GetEntriesFast())
225 {
226 throw runtime_error("tau's daughter index is greater than the ParticleInputArray size");
227 }
228
229 tauMomentum.SetPxPyPzE(0.0, 0.0, 0.0, 0.0);
230
231 for(i = tau->D1; i <= tau->D2; ++i)
232 {
233 daughter = static_cast<Candidate *>(fParticleInputArray->At(i));
234 if(TMath::Abs(daughter->PID) == 16) continue;
235 tauMomentum += daughter->Momentum;
236 }
237
238 if(jetMomentum.DeltaR(tauMomentum) <= fDeltaR)
239 {
240 pdgCode = 15;
241 charge = tau->Charge;
242 }
243 }
244 }
245 // find an efficency formula
246 itEfficiencyMap = fEfficiencyMap.find(pdgCode);
247 if(itEfficiencyMap == fEfficiencyMap.end())
248 {
249 itEfficiencyMap = fEfficiencyMap.find(0);
250 }
251 formula = itEfficiencyMap->second;
252
253 // apply an efficency formula
254 jet->TauTag = gRandom->Uniform() <= formula->Eval(pt, eta);
255 // set tau charge
256 jet->Charge = charge;
257 }
258}
259
260//------------------------------------------------------------------------------
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