| 1 |
pharris |
1.4 |
#include "FWCore/PythonParameterSet/interface/MakeParameterSets.h"
|
| 2 |
|
|
#include "FWCore/ParameterSet/interface/ParameterSet.h"
|
| 3 |
pharris |
1.1 |
#include "MitPhysics/Utils/interface/JetIDMVA.h"
|
| 4 |
|
|
#include "MitPhysics/Utils/interface/JetTools.h"
|
| 5 |
|
|
#include "MitAna/DataTree/interface/StableData.h"
|
| 6 |
|
|
#include <TFile.h>
|
| 7 |
|
|
#include <TRandom3.h>
|
| 8 |
|
|
#include "TMVA/Tools.h"
|
| 9 |
|
|
#include "TMVA/Reader.h"
|
| 10 |
|
|
|
| 11 |
|
|
|
| 12 |
|
|
ClassImp(mithep::JetIDMVA)
|
| 13 |
|
|
|
| 14 |
|
|
using namespace mithep;
|
| 15 |
|
|
|
| 16 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 17 |
|
|
JetIDMVA::JetIDMVA() :
|
| 18 |
pharris |
1.8 |
fJetPtMin(0.) , //We need to lower this
|
| 19 |
pharris |
1.4 |
fDZCut (0.2),
|
| 20 |
|
|
fLowPtMethodName ("JetIDMVALowPt" ),
|
| 21 |
|
|
fHighPtMethodName("JetIDMVAHighPt"),
|
| 22 |
pharris |
1.1 |
fIsInitialized(kFALSE),
|
| 23 |
pharris |
1.4 |
fNVtx (0),
|
| 24 |
|
|
fJPt1 (0),
|
| 25 |
|
|
fJEta1 (0),
|
| 26 |
|
|
fJPhi1 (0),
|
| 27 |
|
|
fJD01 (0),
|
| 28 |
|
|
fJDZ1 (0),
|
| 29 |
|
|
fBeta (0),
|
| 30 |
|
|
fBetaStar (0),
|
| 31 |
|
|
fNCharged (0),
|
| 32 |
|
|
fNNeutrals(0),
|
| 33 |
|
|
fDRMean (0),
|
| 34 |
|
|
fFrac01 (0),
|
| 35 |
|
|
fFrac02 (0),
|
| 36 |
|
|
fFrac03 (0),
|
| 37 |
|
|
fFrac04 (0),
|
| 38 |
pharris |
1.11 |
fFrac05 (0),
|
| 39 |
|
|
fDR2Mean (0)
|
| 40 |
pharris |
1.1 |
{
|
| 41 |
|
|
fReader = 0;
|
| 42 |
|
|
}
|
| 43 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 44 |
pharris |
1.4 |
JetIDMVA::~JetIDMVA() {
|
| 45 |
|
|
|
| 46 |
pharris |
1.11 |
delete fReader;
|
| 47 |
|
|
delete fLowPtReader;
|
| 48 |
pharris |
1.1 |
}
|
| 49 |
|
|
|
| 50 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 51 |
pharris |
1.4 |
void JetIDMVA::Initialize( JetIDMVA::CutType iCutType,
|
| 52 |
|
|
TString iLowPtWeights,
|
| 53 |
|
|
TString iHighPtWeights,
|
| 54 |
|
|
JetIDMVA::MVAType iType,
|
| 55 |
|
|
TString iCutFileName)
|
| 56 |
pharris |
1.1 |
{
|
| 57 |
|
|
|
| 58 |
|
|
fIsInitialized = kTRUE;
|
| 59 |
|
|
fType = iType;
|
| 60 |
pharris |
1.4 |
fCutType = iCutType;
|
| 61 |
bendavid |
1.14 |
|
| 62 |
|
|
std::string lCutId = "JetIdParams";
|
| 63 |
|
|
if(fType == k42) lCutId = "PuJetIdOptMVA_wp";
|
| 64 |
|
|
if(fType == k52) lCutId = "full_5x_wp";
|
| 65 |
|
|
if(fType == kCut) lCutId = "PuJetIdCutBased_wp";
|
| 66 |
|
|
//Load Cut Matrix
|
| 67 |
|
|
edm::ParameterSet lDefConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>("JetIdParams");
|
| 68 |
|
|
edm::ParameterSet lConfig = edm::readPSetsFrom(iCutFileName.Data())->getParameter<edm::ParameterSet>(lCutId);
|
| 69 |
|
|
std::string lCutType = "Tight";
|
| 70 |
|
|
if(fCutType == kMedium) lCutType = "Medium";
|
| 71 |
|
|
if(fCutType == kLoose ) lCutType = "Loose";
|
| 72 |
|
|
if(fCutType == kMET ) lCutType = "MET";
|
| 73 |
|
|
if(fType != kCut) {
|
| 74 |
|
|
std::string lLowPtCut = "MET";
|
| 75 |
|
|
std::vector<double> lPt010 = lDefConfig.getParameter<std::vector<double> >(("Pt010_" +lLowPtCut).c_str());
|
| 76 |
|
|
std::vector<double> lPt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lCutType).c_str());
|
| 77 |
|
|
std::vector<double> lPt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lCutType).c_str());
|
| 78 |
|
|
std::vector<double> lPt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lCutType).c_str());
|
| 79 |
|
|
for(int i0 = 0; i0 < 4; i0++) fMVACut[0][i0] = lPt010 [i0];
|
| 80 |
|
|
for(int i0 = 0; i0 < 4; i0++) fMVACut[1][i0] = lPt1020[i0];
|
| 81 |
|
|
for(int i0 = 0; i0 < 4; i0++) fMVACut[2][i0] = lPt2030[i0];
|
| 82 |
|
|
for(int i0 = 0; i0 < 4; i0++) fMVACut[3][i0] = lPt3050[i0];
|
| 83 |
|
|
}
|
| 84 |
|
|
if(fType == kCut) {
|
| 85 |
|
|
for(int i0 = 0; i0 < 2; i0++) {
|
| 86 |
|
|
std::string lFullCutType = lCutType;
|
| 87 |
|
|
if(i0 == 0) lFullCutType = "BetaStar"+ lCutType;
|
| 88 |
|
|
if(i0 == 1) lFullCutType = "RMS" + lCutType;
|
| 89 |
|
|
std::vector<double> pt010 = lConfig.getParameter<std::vector<double> >(("Pt010_" +lFullCutType).c_str());
|
| 90 |
|
|
std::vector<double> pt1020 = lConfig.getParameter<std::vector<double> >(("Pt1020_"+lFullCutType).c_str());
|
| 91 |
|
|
std::vector<double> pt2030 = lConfig.getParameter<std::vector<double> >(("Pt2030_"+lFullCutType).c_str());
|
| 92 |
|
|
std::vector<double> pt3050 = lConfig.getParameter<std::vector<double> >(("Pt3050_"+lFullCutType).c_str());
|
| 93 |
|
|
if(i0 == 0) {
|
| 94 |
|
|
for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[0][i2] = pt010 [i2];
|
| 95 |
|
|
for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[1][i2] = pt1020[i2];
|
| 96 |
|
|
for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[2][i2] = pt2030[i2];
|
| 97 |
|
|
for(int i2 = 0; i2 < 4; i2++) fBetaStarCut[3][i2] = pt3050[i2];
|
| 98 |
|
|
}
|
| 99 |
|
|
if(i0 == 1) {
|
| 100 |
|
|
for(int i2 = 0; i2 < 4; i2++) fRMSCut[0][i2] = pt010 [i2];
|
| 101 |
|
|
for(int i2 = 0; i2 < 4; i2++) fRMSCut[1][i2] = pt1020[i2];
|
| 102 |
|
|
for(int i2 = 0; i2 < 4; i2++) fRMSCut[2][i2] = pt2030[i2];
|
| 103 |
|
|
for(int i2 = 0; i2 < 4; i2++) fRMSCut[3][i2] = pt3050[i2];
|
| 104 |
|
|
}
|
| 105 |
|
|
}
|
| 106 |
|
|
return;
|
| 107 |
|
|
}
|
| 108 |
|
|
|
| 109 |
|
|
|
| 110 |
pharris |
1.11 |
fLowPtReader = 0;
|
| 111 |
|
|
fLowPtReader = new TMVA::Reader( "!Color:!Silent:Error" );
|
| 112 |
|
|
fLowPtReader->AddVariable( "nvtx" , &fNVtx );
|
| 113 |
|
|
fLowPtReader->AddVariable( "jetPt" , &fJPt1 );
|
| 114 |
|
|
fLowPtReader->AddVariable( "jetEta" , &fJEta1 );
|
| 115 |
|
|
fLowPtReader->AddVariable( "jetPhi" , &fJPhi1 );
|
| 116 |
|
|
fLowPtReader->AddVariable( "dZ" , &fJDZ1 );
|
| 117 |
|
|
fLowPtReader->AddVariable( "d0" , &fJD01 );
|
| 118 |
|
|
fLowPtReader->AddVariable( "beta" , &fBeta );
|
| 119 |
|
|
fLowPtReader->AddVariable( "betaStar" , &fBetaStar );
|
| 120 |
|
|
fLowPtReader->AddVariable( "nCharged" , &fNCharged );
|
| 121 |
|
|
fLowPtReader->AddVariable( "nNeutrals", &fNNeutrals );
|
| 122 |
|
|
fLowPtReader->AddVariable( "dRMean" , &fDRMean );
|
| 123 |
|
|
fLowPtReader->AddVariable( "frac01" , &fFrac01 );
|
| 124 |
|
|
fLowPtReader->AddVariable( "frac02" , &fFrac02 );
|
| 125 |
|
|
fLowPtReader->AddVariable( "frac03" , &fFrac03 );
|
| 126 |
|
|
fLowPtReader->AddVariable( "frac04" , &fFrac04 );
|
| 127 |
|
|
fLowPtReader->AddVariable( "frac05" , &fFrac05 );
|
| 128 |
|
|
|
| 129 |
pharris |
1.1 |
fReader = 0;
|
| 130 |
|
|
fReader = new TMVA::Reader( "!Color:!Silent:Error" );
|
| 131 |
|
|
if (fType == kBaseline) {
|
| 132 |
pharris |
1.4 |
fReader->AddVariable( "nvtx" , &fNVtx );
|
| 133 |
|
|
fReader->AddVariable( "jetPt" , &fJPt1 );
|
| 134 |
|
|
fReader->AddVariable( "jetEta" , &fJEta1 );
|
| 135 |
|
|
fReader->AddVariable( "jetPhi" , &fJPhi1 );
|
| 136 |
|
|
fReader->AddVariable( "dZ" , &fJDZ1 );
|
| 137 |
|
|
fReader->AddVariable( "d0" , &fJD01 );
|
| 138 |
|
|
fReader->AddVariable( "beta" , &fBeta );
|
| 139 |
|
|
fReader->AddVariable( "betaStar" , &fBetaStar );
|
| 140 |
|
|
fReader->AddVariable( "nCharged" , &fNCharged );
|
| 141 |
|
|
fReader->AddVariable( "nNeutrals", &fNNeutrals );
|
| 142 |
|
|
fReader->AddVariable( "dRMean" , &fDRMean );
|
| 143 |
|
|
fReader->AddVariable( "frac01" , &fFrac01 );
|
| 144 |
|
|
fReader->AddVariable( "frac02" , &fFrac02 );
|
| 145 |
|
|
fReader->AddVariable( "frac03" , &fFrac03 );
|
| 146 |
|
|
fReader->AddVariable( "frac04" , &fFrac04 );
|
| 147 |
|
|
fReader->AddVariable( "frac05" , &fFrac05 );
|
| 148 |
pharris |
1.1 |
}
|
| 149 |
pharris |
1.11 |
if (fType == k42) {
|
| 150 |
|
|
fReader->AddVariable( "frac01" , &fFrac01 );
|
| 151 |
|
|
fReader->AddVariable( "frac02" , &fFrac02 );
|
| 152 |
|
|
fReader->AddVariable( "frac03" , &fFrac03 );
|
| 153 |
|
|
fReader->AddVariable( "frac04" , &fFrac04 );
|
| 154 |
|
|
fReader->AddVariable( "frac05" , &fFrac05 );
|
| 155 |
|
|
fReader->AddVariable( "nvtx" , &fNVtx );
|
| 156 |
|
|
fReader->AddVariable( "nNeutrals", &fNNeutrals );
|
| 157 |
|
|
fReader->AddVariable( "beta" , &fBeta );
|
| 158 |
|
|
fReader->AddVariable( "betaStar" , &fBetaStar );
|
| 159 |
|
|
fReader->AddVariable( "dZ" , &fJDZ1 );
|
| 160 |
|
|
fReader->AddVariable( "nCharged" , &fNCharged );
|
| 161 |
|
|
fReader->AddSpectator( "jetPt" , &fJPt1 );
|
| 162 |
|
|
fReader->AddSpectator( "jetEta" , &fJEta1 );
|
| 163 |
|
|
}
|
| 164 |
|
|
if (fType == k52) {
|
| 165 |
|
|
fReader->AddVariable( "frac01" , &fFrac01 );
|
| 166 |
|
|
fReader->AddVariable( "frac02" , &fFrac02 );
|
| 167 |
|
|
fReader->AddVariable( "frac03" , &fFrac03 );
|
| 168 |
|
|
fReader->AddVariable( "frac04" , &fFrac04 );
|
| 169 |
|
|
fReader->AddVariable( "frac05" , &fFrac05 );
|
| 170 |
|
|
fReader->AddVariable( "dR2Mean" , &fDR2Mean );
|
| 171 |
|
|
fReader->AddVariable( "nvtx" , &fNVtx );
|
| 172 |
|
|
fReader->AddVariable( "nNeutrals", &fNNeutrals );
|
| 173 |
|
|
fReader->AddVariable( "beta" , &fBeta );
|
| 174 |
|
|
fReader->AddVariable( "betaStar" , &fBetaStar );
|
| 175 |
|
|
fReader->AddVariable( "dZ" , &fJDZ1 );
|
| 176 |
|
|
fReader->AddVariable( "nCharged" , &fNCharged );
|
| 177 |
|
|
fReader->AddSpectator( "jetPt" , &fJPt1 );
|
| 178 |
|
|
fReader->AddSpectator( "jetEta" , &fJEta1 );
|
| 179 |
|
|
}
|
| 180 |
pharris |
1.16 |
if (fType == kQGP) {
|
| 181 |
|
|
fReader->AddVariable( "nvtx" , &fNVtx );
|
| 182 |
|
|
fReader->AddVariable( "jetPt" , &fJPt1 );
|
| 183 |
|
|
fReader->AddVariable( "jetEta" , &fJEta1 );
|
| 184 |
|
|
fReader->AddVariable( "jetPhi" , &fJPhi1 );
|
| 185 |
|
|
fReader->AddVariable( "beta" , &fBeta );
|
| 186 |
|
|
fReader->AddVariable( "betaStar" , &fBetaStar );
|
| 187 |
|
|
fReader->AddVariable( "nParticles", &fNNeutrals );
|
| 188 |
|
|
fReader->AddVariable( "nCharged" , &fNCharged );
|
| 189 |
|
|
fReader->AddVariable( "dRMean" , &fDRMean );
|
| 190 |
|
|
fReader->AddVariable( "ptD" , &fPtD );
|
| 191 |
|
|
fReader->AddVariable( "frac01" , &fFrac01 );
|
| 192 |
|
|
fReader->AddVariable( "frac02" , &fFrac02 );
|
| 193 |
|
|
fReader->AddVariable( "frac03" , &fFrac03 );
|
| 194 |
|
|
fReader->AddVariable( "frac04" , &fFrac04 );
|
| 195 |
|
|
fReader->AddVariable( "frac05" , &fFrac05 );
|
| 196 |
|
|
}
|
| 197 |
pharris |
1.11 |
|
| 198 |
|
|
fLowPtReader->BookMVA(fLowPtMethodName , iLowPtWeights );
|
| 199 |
pharris |
1.4 |
fReader->BookMVA(fHighPtMethodName , iHighPtWeights );
|
| 200 |
pharris |
1.1 |
std::cout << "Jet ID MVA Initialization\n";
|
| 201 |
pharris |
1.4 |
std::cout << "MethodName : " << fLowPtMethodName << " , type == " << fType << std::endl;
|
| 202 |
|
|
|
| 203 |
pharris |
1.1 |
}
|
| 204 |
|
|
|
| 205 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 206 |
|
|
Double_t JetIDMVA::MVAValue(
|
| 207 |
|
|
Float_t iNPV ,
|
| 208 |
|
|
Float_t iJPt1 ,
|
| 209 |
|
|
Float_t iJEta1 ,
|
| 210 |
|
|
Float_t iJPhi1 ,
|
| 211 |
|
|
Float_t iJD01 ,
|
| 212 |
|
|
Float_t iJDZ1 ,
|
| 213 |
pharris |
1.4 |
Float_t iBeta ,
|
| 214 |
|
|
Float_t iBetaStar,
|
| 215 |
|
|
Float_t iNCharged,
|
| 216 |
|
|
Float_t iNNeutrals,
|
| 217 |
|
|
Float_t iDRMean ,
|
| 218 |
|
|
Float_t iFrac01 ,
|
| 219 |
|
|
Float_t iFrac02 ,
|
| 220 |
|
|
Float_t iFrac03 ,
|
| 221 |
|
|
Float_t iFrac04 ,
|
| 222 |
pharris |
1.11 |
Float_t iFrac05 ,
|
| 223 |
|
|
Float_t iDR2Mean
|
| 224 |
pharris |
1.1 |
){
|
| 225 |
|
|
|
| 226 |
pharris |
1.4 |
if(!fIsInitialized) {
|
| 227 |
pharris |
1.1 |
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
| 228 |
|
|
return -9999;
|
| 229 |
|
|
}
|
| 230 |
|
|
|
| 231 |
pharris |
1.4 |
fNVtx = iNPV;
|
| 232 |
|
|
fJPt1 = iJPt1;
|
| 233 |
|
|
fJEta1 = iJEta1;
|
| 234 |
|
|
fJPhi1 = fJPhi1;
|
| 235 |
|
|
fJD01 = iJD01;
|
| 236 |
|
|
fJDZ1 = iJDZ1;
|
| 237 |
|
|
fBeta = iBeta;
|
| 238 |
|
|
fBetaStar = iBetaStar;
|
| 239 |
|
|
fNCharged = iNCharged;
|
| 240 |
|
|
fNNeutrals = iNNeutrals;
|
| 241 |
|
|
fDRMean = iDRMean;
|
| 242 |
|
|
fFrac01 = iFrac01;
|
| 243 |
|
|
fFrac02 = iFrac02;
|
| 244 |
|
|
fFrac03 = iFrac03;
|
| 245 |
|
|
fFrac04 = iFrac04;
|
| 246 |
|
|
fFrac05 = iFrac05;
|
| 247 |
pharris |
1.11 |
fDR2Mean = iDR2Mean;
|
| 248 |
pharris |
1.1 |
|
| 249 |
|
|
Double_t lMVA = -9999;
|
| 250 |
pharris |
1.11 |
if(iJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
| 251 |
pharris |
1.4 |
if(iJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
|
| 252 |
pharris |
1.1 |
|
| 253 |
|
|
return lMVA;
|
| 254 |
|
|
}
|
| 255 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 256 |
pharris |
1.15 |
Bool_t JetIDMVA::passPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
|
| 257 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
| 258 |
|
|
RhoUtilities::RhoType type) {
|
| 259 |
|
|
if(iJetCorrector == 0) return (iJet->Pt() > fJetPtMin);
|
| 260 |
|
|
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
|
| 261 |
|
|
if(lPt < fJetPtMin) return false;
|
| 262 |
|
|
return true;
|
| 263 |
|
|
}
|
| 264 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 265 |
pharris |
1.4 |
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices,
|
| 266 |
pharris |
1.1 |
FactorizedJetCorrector *iJetCorrector,
|
| 267 |
ceballos |
1.10 |
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
| 268 |
|
|
RhoUtilities::RhoType type) {
|
| 269 |
pharris |
1.4 |
|
| 270 |
pharris |
1.1 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
| 271 |
pharris |
1.7 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
| 272 |
pharris |
1.5 |
|
| 273 |
pharris |
1.4 |
double lMVA = MVAValue (iJet,iVertex,iVertices,iJetCorrector,iPileupEnergyDensity);
|
| 274 |
ceballos |
1.10 |
double lPt = correctedPt(iJet, iJetCorrector,iPileupEnergyDensity,type);
|
| 275 |
pharris |
1.8 |
if(lPt < fJetPtMin) return false;
|
| 276 |
pharris |
1.7 |
|
| 277 |
pharris |
1.4 |
int lPtId = 0;
|
| 278 |
pharris |
1.7 |
if(lPt > 10 && lPt < 20) lPtId = 1;
|
| 279 |
|
|
if(lPt > 20 && lPt < 30) lPtId = 2;
|
| 280 |
pharris |
1.4 |
if(lPt > 30 ) lPtId = 3;
|
| 281 |
|
|
|
| 282 |
|
|
int lEtaId = 0;
|
| 283 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
| 284 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
| 285 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
| 286 |
|
|
|
| 287 |
|
|
double lMVACut = fMVACut[lPtId][lEtaId];
|
| 288 |
|
|
if(lMVA < lMVACut) return false;
|
| 289 |
pharris |
1.1 |
return true;
|
| 290 |
|
|
}
|
| 291 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 292 |
pharris |
1.12 |
Bool_t JetIDMVA::passCut(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
|
| 293 |
|
|
if(!JetTools::passPFLooseId(iJet)) return false;
|
| 294 |
|
|
if(iJet->Pt() < fJetPtMin) return false;
|
| 295 |
|
|
if(fabs(iJet->Eta()) > 4.99) return false;
|
| 296 |
bendavid |
1.13 |
//if(fType == kCut) passCut(iJet,iVertex,iVertices);
|
| 297 |
pharris |
1.12 |
|
| 298 |
|
|
double lPt = iJet->Pt();
|
| 299 |
|
|
int lPtId = 0;
|
| 300 |
|
|
if(lPt > 10 && lPt < 20) lPtId = 1;
|
| 301 |
|
|
if(lPt > 20 && lPt < 30) lPtId = 2;
|
| 302 |
|
|
if(lPt > 30 ) lPtId = 3;
|
| 303 |
|
|
|
| 304 |
|
|
int lEtaId = 0;
|
| 305 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
| 306 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
| 307 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
| 308 |
|
|
float betaStarModified = JetTools::betaStarClassic(iJet,iVertex,iVertices)/log(iVertices ->GetEntries()-0.64);
|
| 309 |
|
|
float dR2Mean = JetTools::dR2Mean(iJet,-1);
|
| 310 |
|
|
|
| 311 |
|
|
if(betaStarModified < fBetaStarCut[lPtId][lEtaId] &&
|
| 312 |
|
|
dR2Mean < fRMSCut [lPtId][lEtaId]
|
| 313 |
|
|
) return true;
|
| 314 |
|
|
|
| 315 |
|
|
return false;
|
| 316 |
|
|
}
|
| 317 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 318 |
pharris |
1.4 |
Bool_t JetIDMVA::pass(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices) {
|
| 319 |
pharris |
1.2 |
if(!JetTools::passPFLooseId(iJet)) return false;
|
| 320 |
pharris |
1.5 |
if(iJet->Pt() < fJetPtMin) return false;
|
| 321 |
pharris |
1.7 |
if(fabs(iJet->Eta()) > 4.99) return false;
|
| 322 |
bendavid |
1.13 |
if(fType == kCut) return passCut(iJet,iVertex,iVertices);
|
| 323 |
pharris |
1.4 |
double lMVA = MVAValue(iJet,iVertex,iVertices);
|
| 324 |
|
|
|
| 325 |
|
|
int lPtId = 0;
|
| 326 |
|
|
if(iJet->Pt() > 10 && iJet->Pt() < 20) lPtId = 1;
|
| 327 |
|
|
if(iJet->Pt() > 20 && iJet->Pt() < 30) lPtId = 2;
|
| 328 |
|
|
if(iJet->Pt() > 30 ) lPtId = 3;
|
| 329 |
|
|
|
| 330 |
|
|
int lEtaId = 0;
|
| 331 |
|
|
if(fabs(iJet->Eta()) > 2.5 && fabs(iJet->Eta()) < 2.75) lEtaId = 1;
|
| 332 |
|
|
if(fabs(iJet->Eta()) > 2.75 && fabs(iJet->Eta()) < 3.0 ) lEtaId = 2;
|
| 333 |
|
|
if(fabs(iJet->Eta()) > 3.0 && fabs(iJet->Eta()) < 5.0 ) lEtaId = 3;
|
| 334 |
|
|
|
| 335 |
|
|
double lMVACut = fMVACut[lPtId][lEtaId];
|
| 336 |
|
|
if(lMVA < lMVACut) return false;
|
| 337 |
pharris |
1.2 |
return true;
|
| 338 |
pharris |
1.4 |
//if(lMVA < -0.8) return false;
|
| 339 |
|
|
//if(lMVA < -0.5 && fabs(iJet->Eta()) > 3.0) return false;
|
| 340 |
|
|
//if(iJet->Pt() < fJetPtMin && iJet->TrackCountingHighEffBJetTagsDisc() == -100) return false; //This line is a bug in the Met training
|
| 341 |
|
|
//if( fabs(JetTools::impactParameter(iJet,iVertex,true)) < 0.2) return true;
|
| 342 |
pharris |
1.2 |
}
|
| 343 |
|
|
//--------------------------------------------------------------------------------------------------
|
| 344 |
pharris |
1.4 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
|
| 345 |
pharris |
1.1 |
FactorizedJetCorrector *iJetCorrector,
|
| 346 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
| 347 |
|
|
Bool_t printDebug) {
|
| 348 |
|
|
|
| 349 |
|
|
if (!fIsInitialized) {
|
| 350 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
| 351 |
|
|
return -9999;
|
| 352 |
|
|
}
|
| 353 |
|
|
if(!JetTools::passPFLooseId(iJet)) return -2.;
|
| 354 |
|
|
|
| 355 |
|
|
//set all input variables
|
| 356 |
pharris |
1.4 |
fNVtx = iVertices->GetEntries();
|
| 357 |
pharris |
1.1 |
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
|
| 358 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
| 359 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
| 360 |
pharris |
1.4 |
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
| 361 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
| 362 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
| 363 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
| 364 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
| 365 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
| 366 |
|
|
|
| 367 |
|
|
fDRMean = JetTools::dRMean(iJet,-1);
|
| 368 |
pharris |
1.11 |
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
| 369 |
pharris |
1.4 |
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
| 370 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
| 371 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
| 372 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
| 373 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
| 374 |
|
|
|
| 375 |
|
|
double lMVA = 0;
|
| 376 |
pharris |
1.11 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
| 377 |
pharris |
1.4 |
if(fJPt1 > 10) lMVA = fReader->EvaluateMVA( fHighPtMethodName );
|
| 378 |
pharris |
1.1 |
if (printDebug == kTRUE) {
|
| 379 |
|
|
std::cout << "Debug Jet MVA: "
|
| 380 |
pharris |
1.4 |
<< fNVtx << " "
|
| 381 |
|
|
<< fJPt1 << " "
|
| 382 |
|
|
<< fJEta1 << " "
|
| 383 |
|
|
<< fJPhi1 << " "
|
| 384 |
|
|
<< fJD01 << " "
|
| 385 |
|
|
<< fJDZ1 << " "
|
| 386 |
|
|
<< fBeta << " "
|
| 387 |
|
|
<< fBetaStar << " "
|
| 388 |
|
|
<< fNCharged << " "
|
| 389 |
|
|
<< fNNeutrals << " "
|
| 390 |
|
|
<< fDRMean << " "
|
| 391 |
|
|
<< fFrac01 << " "
|
| 392 |
|
|
<< fFrac02 << " "
|
| 393 |
|
|
<< fFrac03 << " "
|
| 394 |
|
|
<< fFrac04 << " "
|
| 395 |
pharris |
1.11 |
<< fFrac05 << " "
|
| 396 |
|
|
<< fDRMean
|
| 397 |
pharris |
1.1 |
<< " === : === "
|
| 398 |
|
|
<< lMVA << " "
|
| 399 |
|
|
<< std::endl;
|
| 400 |
|
|
}
|
| 401 |
|
|
|
| 402 |
|
|
return lMVA;
|
| 403 |
|
|
}
|
| 404 |
pharris |
1.4 |
Double_t JetIDMVA::MVAValue(const PFJet *iJet,const Vertex *iVertex, const VertexCol *iVertices,//Vertex here is the PV
|
| 405 |
pharris |
1.2 |
Bool_t printDebug) {
|
| 406 |
|
|
|
| 407 |
|
|
if (!fIsInitialized) {
|
| 408 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
| 409 |
|
|
return -9999;
|
| 410 |
|
|
}
|
| 411 |
|
|
if(!JetTools::passPFLooseId(iJet)) return -2.;
|
| 412 |
|
|
|
| 413 |
|
|
//set all input variables
|
| 414 |
pharris |
1.4 |
fNVtx = iVertices->GetEntries();
|
| 415 |
pharris |
1.2 |
fJPt1 = iJet->Pt();
|
| 416 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
| 417 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
| 418 |
pharris |
1.4 |
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
| 419 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
| 420 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
| 421 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
| 422 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
| 423 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
| 424 |
|
|
|
| 425 |
pharris |
1.11 |
fDRMean = JetTools::dRMean (iJet,-1);
|
| 426 |
|
|
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
| 427 |
|
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
| 428 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
| 429 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
| 430 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
| 431 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
| 432 |
pharris |
1.4 |
|
| 433 |
|
|
double lMVA = 0;
|
| 434 |
pharris |
1.11 |
if(fJPt1 < 10) lMVA = fLowPtReader->EvaluateMVA( fLowPtMethodName );
|
| 435 |
|
|
if(fJPt1 > 10) lMVA = fReader ->EvaluateMVA( fHighPtMethodName );
|
| 436 |
pharris |
1.5 |
|
| 437 |
pharris |
1.2 |
if (printDebug == kTRUE) {
|
| 438 |
|
|
std::cout << "Debug Jet MVA: "
|
| 439 |
pharris |
1.4 |
<< fNVtx << " "
|
| 440 |
|
|
<< fJPt1 << " "
|
| 441 |
|
|
<< fJEta1 << " "
|
| 442 |
|
|
<< fJPhi1 << " "
|
| 443 |
|
|
<< fJD01 << " "
|
| 444 |
|
|
<< fJDZ1 << " "
|
| 445 |
|
|
<< fBeta << " "
|
| 446 |
|
|
<< fBetaStar << " "
|
| 447 |
|
|
<< fNCharged << " "
|
| 448 |
|
|
<< fNNeutrals << " "
|
| 449 |
|
|
<< fDRMean << " "
|
| 450 |
|
|
<< fFrac01 << " "
|
| 451 |
|
|
<< fFrac02 << " "
|
| 452 |
|
|
<< fFrac03 << " "
|
| 453 |
|
|
<< fFrac04 << " "
|
| 454 |
pharris |
1.11 |
<< fFrac05 << " "
|
| 455 |
|
|
<< fDRMean
|
| 456 |
pharris |
1.2 |
<< " === : === "
|
| 457 |
|
|
<< lMVA << " "
|
| 458 |
|
|
<< std::endl;
|
| 459 |
|
|
}
|
| 460 |
|
|
|
| 461 |
|
|
return lMVA;
|
| 462 |
|
|
}
|
| 463 |
pharris |
1.16 |
//--------------------------------------------------------------------------------------------------
|
| 464 |
|
|
Double_t* JetIDMVA::QGValue(const PFJet *iJet,const Vertex *iVertex,const VertexCol *iVertices, //Vertex here is the PV
|
| 465 |
|
|
FactorizedJetCorrector *iJetCorrector,
|
| 466 |
|
|
const PileupEnergyDensityCol *iPileupEnergyDensity,
|
| 467 |
|
|
Bool_t printDebug) {
|
| 468 |
|
|
|
| 469 |
|
|
Double_t *lId = new double[3];
|
| 470 |
|
|
lId[0] = -2;
|
| 471 |
|
|
lId[1] = -2;
|
| 472 |
|
|
lId[2] = -2;
|
| 473 |
|
|
if (!fIsInitialized) {
|
| 474 |
|
|
std::cout << "Error: JetIDMVA not properly initialized.\n";
|
| 475 |
|
|
return lId;
|
| 476 |
|
|
}
|
| 477 |
|
|
if(!JetTools::passPFLooseId(iJet)) return lId;
|
| 478 |
|
|
|
| 479 |
|
|
fJPt1 = correctedPt(iJet,iJetCorrector,iPileupEnergyDensity);
|
| 480 |
|
|
if(fJPt1 < 20) return lId;
|
| 481 |
|
|
|
| 482 |
|
|
//set all input variables
|
| 483 |
|
|
fNVtx = iVertices->GetEntries();
|
| 484 |
|
|
fJEta1 = iJet->RawMom().Eta();
|
| 485 |
|
|
fJPhi1 = iJet->RawMom().Phi();
|
| 486 |
|
|
fJD01 = JetTools::impactParameter(iJet,iVertex);
|
| 487 |
|
|
fJDZ1 = JetTools::impactParameter(iJet,iVertex,true);
|
| 488 |
|
|
fBeta = JetTools::Beta(iJet,iVertex,fDZCut);
|
| 489 |
|
|
fBetaStar = JetTools::betaStar(iJet,iVertex,iVertices,fDZCut);
|
| 490 |
|
|
fNCharged = iJet->ChargedMultiplicity();
|
| 491 |
|
|
fNNeutrals = iJet->NeutralMultiplicity();
|
| 492 |
|
|
fNParticles = fNCharged+fNNeutrals;
|
| 493 |
|
|
fPtD = JetTools::W(iJet,-1,0);
|
| 494 |
|
|
|
| 495 |
|
|
fDRMean = JetTools::dRMean(iJet,-1);
|
| 496 |
|
|
fDR2Mean = JetTools::dR2Mean(iJet,-1);
|
| 497 |
|
|
fFrac01 = JetTools::frac (iJet,0.1,0. ,-1);
|
| 498 |
|
|
fFrac02 = JetTools::frac (iJet,0.2,0.1,-1);
|
| 499 |
|
|
fFrac03 = JetTools::frac (iJet,0.3,0.2,-1);
|
| 500 |
|
|
fFrac04 = JetTools::frac (iJet,0.4,0.3,-1);
|
| 501 |
|
|
fFrac05 = JetTools::frac (iJet,0.5,0.4,-1);
|
| 502 |
|
|
|
| 503 |
|
|
double lMVA = 0;
|
| 504 |
|
|
lId[0] = fReader->EvaluateMulticlass( fHighPtMethodName )[0];
|
| 505 |
|
|
lId[1] = fReader->EvaluateMulticlass( fHighPtMethodName )[1];
|
| 506 |
|
|
lId[2] = fReader->EvaluateMulticlass( fHighPtMethodName )[2];
|
| 507 |
|
|
if (printDebug == kTRUE) {
|
| 508 |
|
|
std::cout << "Debug Jet MVA: "
|
| 509 |
|
|
<< fNVtx << " "
|
| 510 |
|
|
<< fJPt1 << " "
|
| 511 |
|
|
<< fJEta1 << " "
|
| 512 |
|
|
<< fJPhi1 << " "
|
| 513 |
|
|
<< fJD01 << " "
|
| 514 |
|
|
<< fJDZ1 << " "
|
| 515 |
|
|
<< fBeta << " "
|
| 516 |
|
|
<< fBetaStar << " "
|
| 517 |
|
|
<< fNCharged << " "
|
| 518 |
|
|
<< fNNeutrals << " "
|
| 519 |
|
|
<< fDRMean << " "
|
| 520 |
|
|
<< fFrac01 << " "
|
| 521 |
|
|
<< fFrac02 << " "
|
| 522 |
|
|
<< fFrac03 << " "
|
| 523 |
|
|
<< fFrac04 << " "
|
| 524 |
|
|
<< fFrac05 << " "
|
| 525 |
|
|
<< fDRMean
|
| 526 |
|
|
<< " === : === "
|
| 527 |
|
|
<< lMVA << " "
|
| 528 |
|
|
<< std::endl;
|
| 529 |
|
|
}
|
| 530 |
|
|
return lId;
|
| 531 |
|
|
}
|
| 532 |
ceballos |
1.10 |
Double_t JetIDMVA::correctedPt(const PFJet *iJet, FactorizedJetCorrector *iJetCorrector,
|
| 533 |
|
|
const PileupEnergyDensityCol *iPUEnergyDensity,
|
| 534 |
pharris |
1.16 |
RhoUtilities::RhoType type,int iId) {
|
| 535 |
ceballos |
1.10 |
Double_t Rho = 0.0;
|
| 536 |
|
|
switch(type) {
|
| 537 |
|
|
case RhoUtilities::MIT_RHO_VORONOI_HIGH_ETA:
|
| 538 |
|
|
Rho = iPUEnergyDensity->At(0)->Rho();
|
| 539 |
|
|
break;
|
| 540 |
|
|
case RhoUtilities::MIT_RHO_VORONOI_LOW_ETA:
|
| 541 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoLowEta();
|
| 542 |
|
|
break;
|
| 543 |
|
|
case RhoUtilities::MIT_RHO_RANDOM_HIGH_ETA:
|
| 544 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoRandom();
|
| 545 |
|
|
break;
|
| 546 |
|
|
case RhoUtilities::MIT_RHO_RANDOM_LOW_ETA:
|
| 547 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoRandomLowEta();
|
| 548 |
|
|
break;
|
| 549 |
|
|
case RhoUtilities::CMS_RHO_RHOKT6PFJETS:
|
| 550 |
|
|
Rho = iPUEnergyDensity->At(0)->RhoKt6PFJets();
|
| 551 |
|
|
break;
|
| 552 |
|
|
default:
|
| 553 |
|
|
// use the old default
|
| 554 |
|
|
Rho = iPUEnergyDensity->At(0)->Rho();
|
| 555 |
|
|
break;
|
| 556 |
|
|
}
|
| 557 |
|
|
|
| 558 |
pharris |
1.1 |
const FourVectorM rawMom = iJet->RawMom();
|
| 559 |
|
|
iJetCorrector->setJetEta(rawMom.Eta());
|
| 560 |
|
|
iJetCorrector->setJetPt (rawMom.Pt());
|
| 561 |
|
|
iJetCorrector->setJetPhi(rawMom.Phi());
|
| 562 |
|
|
iJetCorrector->setJetE (rawMom.E());
|
| 563 |
ceballos |
1.10 |
iJetCorrector->setRho (Rho);
|
| 564 |
pharris |
1.1 |
iJetCorrector->setJetA (iJet->JetArea());
|
| 565 |
|
|
iJetCorrector->setJetEMF(-99.0);
|
| 566 |
pharris |
1.16 |
Double_t correction = 1.;
|
| 567 |
|
|
if(iId < 0 || iId == 100) correction = iJetCorrector->getCorrection();
|
| 568 |
|
|
std::vector<float> lCorrections; if(iId != -1 && iId != 100) lCorrections = iJetCorrector->getSubCorrections();
|
| 569 |
|
|
if(iId > -1 && iId < int(lCorrections.size())) correction = lCorrections[iId];
|
| 570 |
|
|
if(iId == 100) {
|
| 571 |
|
|
iJetCorrector->setJetEta(rawMom.Eta());
|
| 572 |
|
|
iJetCorrector->setJetPt (rawMom.Pt());
|
| 573 |
|
|
iJetCorrector->setJetPhi(rawMom.Phi());
|
| 574 |
|
|
iJetCorrector->setJetE (rawMom.E());
|
| 575 |
|
|
iJetCorrector->setRho (Rho);
|
| 576 |
|
|
iJetCorrector->setJetA (iJet->JetArea());
|
| 577 |
|
|
iJetCorrector->setJetEMF(-99.0);
|
| 578 |
|
|
lCorrections = iJetCorrector->getSubCorrections();
|
| 579 |
|
|
double correction2 = 1;
|
| 580 |
|
|
correction2 *= lCorrections[0];
|
| 581 |
|
|
correction = correction-correction2;
|
| 582 |
|
|
}
|
| 583 |
|
|
|
| 584 |
pharris |
1.1 |
return rawMom.Pt()*correction;
|
| 585 |
|
|
}
|
