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#include "MitPhysics/Utils/interface/MVAMet.h"
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#include "MitPhysics/Utils/interface/JetTools.h"
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#include "MitPhysics/Utils/interface/RecoilTools.h"
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#include "MitAna/DataTree/interface/StableData.h"
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#include <TFile.h>
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#include <TRandom3.h>
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#include "TMVA/Tools.h"
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#include "TMVA/Reader.h"
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ClassImp(mithep::MVAMet)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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MVAMet::MVAMet() :
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fRecoilTools(0),
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fPhiMethodName("PhiMVAMet"),
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fU1MethodName ("U1MVAMet"),
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fIsInitialized(kFALSE),
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fU (0),
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fUPhi (0),
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fTKSumEt(0),
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fTKU (0),
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fTKUPhi (0),
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fNPSumEt(0),
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fNPU (0),
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fNPUPhi (0),
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fPUSumEt(0),
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fPUMet (0),
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fPUMetPhi(0),
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fPCSumEt(0),
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fPCU (0),
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fPCUPhi (0),
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fJSPt1 (0),
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fJSEta1 (0),
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fJSPhi1 (0),
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fJSPt2 (0),
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fJSEta2 (0),
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fJSPhi2 (0),
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fNJet (0),
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fNAllJet(0),
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fNPV (0),
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fPhiReader(0),
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fU1Reader(0)
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{ }
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//--------------------------------------------------------------------------------------------------
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MVAMet::~MVAMet()
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{
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fPhiReader = 0;
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fU1Reader = 0;
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}
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//--------------------------------------------------------------------------------------------------
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void MVAMet::setVariables(TMVA::Reader *iReader,bool iScale) {
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iReader->AddVariable( "npv" , &fNPV );
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iReader->AddVariable( "u" , &fU );
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iReader->AddVariable( "uphi" , &fUPhi );
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iReader->AddVariable( "chsumet/sumet" , &fTKSumEt );
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iReader->AddVariable( "tku" , &fTKU );
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iReader->AddVariable( "tkuphi" , &fTKUPhi );
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iReader->AddVariable( "nopusumet/sumet" , &fNPSumEt );
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iReader->AddVariable( "nopuu" , &fNPU );
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iReader->AddVariable( "nopuuphi" , &fNPUPhi );
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iReader->AddVariable( "pusumet/sumet" , &fPUSumEt );
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iReader->AddVariable( "pumet" , &fPUMet );
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iReader->AddVariable( "pumetphi" , &fPUMetPhi);
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iReader->AddVariable( "pucsumet/sumet" , &fPCSumEt );
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iReader->AddVariable( "pucu" , &fPCU );
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iReader->AddVariable( "pucuphi" , &fPCUPhi );
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iReader->AddVariable( "jspt_1" , &fJSPt1 );
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iReader->AddVariable( "jseta_1" , &fJSEta1 );
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iReader->AddVariable( "jsphi_1" , &fJSPhi1 );
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iReader->AddVariable( "jspt_2" , &fJSPt2 );
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iReader->AddVariable( "jseta_2" , &fJSEta2 );
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iReader->AddVariable( "jsphi_2" , &fJSPhi2 );
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iReader->AddVariable( "nalljet" , &fNAllJet );
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iReader->AddVariable( "njet" , &fNJet );
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if(iScale) iReader->AddVariable( "uphi_mva" , &fUPhiMVA );
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}
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//--------------------------------------------------------------------------------------------------
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void MVAMet::Initialize( TString iU1MethodName,
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TString iPhiMethodName,
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TString iJetMVAFile,
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TString iU1Weights,
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TString iPhiWeights,
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MVAMet::MVAType iType) {
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fIsInitialized = kTRUE;
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fRecoilTools = new RecoilTools(iJetMVAFile);
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fU1MethodName = iU1MethodName;
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fPhiMethodName = iPhiMethodName;
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fType = iType;
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fPhiReader = new TMVA::Reader( "!Color:!Silent:Error" );
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fU1Reader = new TMVA::Reader( "!Color:!Silent:Error" );
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if (fType == kBaseline) {
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setVariables(fPhiReader,false);
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setVariables(fU1Reader ,true);
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}
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fPhiReader->BookMVA(fPhiMethodName , iPhiWeights );
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fU1Reader ->BookMVA(fU1MethodName , iU1Weights );
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std::cout << "Jet ID MVA Initialization\n";
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std::cout << "Phi Method Name : " << fPhiMethodName << " , type == " << iType << std::endl;
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std::cout << "U1 Method Name : " << fU1MethodName << " , type == " << iType << std::endl;
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}
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//--------------------------------------------------------------------------------------------------
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Double_t MVAMet::MVAValue( Bool_t iPhi,
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Float_t iPFSumEt,
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Float_t iU ,
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Float_t iUPhi ,
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Float_t iTKSumEt,
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Float_t iTKU ,
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Float_t iTKUPhi ,
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Float_t iNPSumEt,
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Float_t iNPU ,
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Float_t iNPUPhi ,
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Float_t iPUSumEt,
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Float_t iPUMet ,
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Float_t iPUMetPhi,
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Float_t iPCSumEt,
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Float_t iPCU ,
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Float_t iPCUPhi ,
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Float_t iJSPt1 ,
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Float_t iJSEta1 ,
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Float_t iJSPhi1 ,
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Float_t iJSPt2 ,
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Float_t iJSEta2 ,
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Float_t iJSPhi2 ,
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Float_t iNAllJet,
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Float_t iNJet ,
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Float_t iNPV
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){
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if (!fIsInitialized) {
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std::cout << "Error: MVA Met not properly initialized.\n";
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return -9999;
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}
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fU = iU ;
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fUPhi = iUPhi ;
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fTKSumEt = iTKSumEt/iPFSumEt;
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fTKU = iTKU ;
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fTKUPhi = iTKUPhi ;
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fNPSumEt = iNPSumEt/iPFSumEt;
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fNPU = iNPU ;
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fNPUPhi = iNPUPhi ;
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fPUSumEt = iPUSumEt/iPFSumEt;
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fPUMet = iPUMet ;
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fPUMetPhi = iPUMetPhi;
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fPCSumEt = iPCSumEt/iPFSumEt;
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fPCU = iPCU ;
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fPCUPhi = iPCUPhi ;
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fJSPt1 = iJSPt1 ;
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fJSEta1 = iJSEta1 ;
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fJSPhi1 = iJSPhi1 ;
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fJSPt2 = iJSPt2 ;
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fJSEta2 = iJSEta2 ;
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fJSPhi2 = iJSPhi2 ;
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fNAllJet = iNAllJet;
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fNJet = iNJet ;
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fNPV = iNPV ;
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Double_t lMVA = -9999;
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lMVA = fPhiReader->EvaluateMVA( fPhiMethodName );
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if(!iPhi) fUPhiMVA = iUPhi+lMVA;
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//Not no nice feature of teh training
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fTKSumEt /= iPFSumEt;
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fNPSumEt /= iPFSumEt;
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fPUSumEt /= iPFSumEt;
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fPCSumEt /= iPFSumEt;
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if(!iPhi) lMVA = fU1Reader ->EvaluateMVA( fU1MethodName );
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return lMVA;
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}
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//--------------------------------------------------------------------------------------------------
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//====> Please not that the jet collection must be cleaned => all jets near leptons must be removed
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Met MVAMet::GetMet( Bool_t iPhi,Float_t iPtVis,Float_t iPhiVis,Float_t iSumEtVis,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,const Vertex *iVertex,
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const PFJetCol *iJets ,
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FactorizedJetCorrector *iJetCorrector,
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const PileupEnergyDensityCol *iPUEnergyDensity,
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int iNPV,
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Bool_t printDebug) {
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Met lPFRec = fRecoilTools->pfRecoil (iPtVis,iPhiVis,iSumEtVis,iMet);
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Met lTKRec = fRecoilTools->trackRecoil(iPtVis,iPhiVis,iSumEtVis,iCands,iVertex);
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Met lNPRec = fRecoilTools->NoPURecoil (iPtVis,iPhiVis,iSumEtVis,iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex);
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Met lPCRec = fRecoilTools->PUCRecoil (iPtVis,iPhiVis,iSumEtVis,iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex);
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Met lPUMet = fRecoilTools->PUMet (iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex);
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Double_t lPt0 = 0; const PFJet *lLead = 0;
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Double_t lPt1 = 0; const PFJet *l2nd = 0;
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int lNAllJet = 0;
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int lNJet = 0;
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for(unsigned int i0 = 0; i0 < iJets->GetEntries(); i0++) {
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const PFJet *pJet = iJets->At(i0);
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Double_t pPt = fRecoilTools->fJetIDMVA->correctedPt(pJet,iJetCorrector,iPUEnergyDensity);
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if( pJet->TrackCountingHighEffBJetTagsDisc() == -100 && pPt < 10.) continue;
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if(!JetTools::passPFLooseId(pJet)) continue;
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lNAllJet++;
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if(pPt > 30) lNJet++;
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if(lPt0 < pPt) {lPt0 = pPt; lLead = pJet; continue;}
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if(lPt1 < pPt) {lPt1 = pPt; l2nd = pJet; continue;}
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}
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fU = lPFRec.Pt();
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fUPhi = lPFRec.Phi();
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fTKSumEt = lTKRec.SumEt()/lPFRec.SumEt();
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fTKU = lTKRec.Pt();
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fTKUPhi = lTKRec.Phi();
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fNPSumEt = lNPRec.SumEt()/lPFRec.SumEt();
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fNPU = lNPRec.Pt();
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fNPUPhi = lNPRec.Phi();
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fPUSumEt = lPUMet.SumEt()/lPFRec.SumEt();
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fPUMet = lPUMet.Pt();
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fPUMetPhi = lPUMet.Phi();
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fPCSumEt = lPCRec.SumEt()/lPFRec.SumEt();
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fPCU = lPCRec.Pt() ;
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fPCUPhi = lPCRec.Phi() ;
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fJSPt1 = lPt0;
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fJSEta1 = 0; if(lLead != 0) fJSEta1 = lLead->Eta();
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fJSPhi1 = 0; if(lLead != 0) fJSPhi1 = lLead->Phi();
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fJSPt2 = lPt1;
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fJSEta2 = 0; if(l2nd != 0) fJSEta2 = l2nd ->Eta();
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fJSPhi2 = 0; if(l2nd != 0) fJSPhi2 = l2nd ->Phi();
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fNJet = lNJet ;
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fNAllJet = lNAllJet;
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fNPV = iNPV ;
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Float_t lMVA = fPhiReader ->EvaluateMVA( fPhiMethodName );
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if(!iPhi) fUPhiMVA = fUPhi + lMVA;
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//Not no nice feature of teh training
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fTKSumEt /= lPFRec.SumEt();
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fNPSumEt /= lPFRec.SumEt();
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fPUSumEt /= lPFRec.SumEt();
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fPCSumEt /= lPFRec.SumEt();
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if(!iPhi) lMVA = fU1Reader ->EvaluateMVA( fU1MethodName );
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TLorentzVector lUVec(0,0,0,0); lUVec .SetPtEtaPhiM(fU*lMVA,0,fUPhiMVA,0);
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TLorentzVector lVVec(0,0,0,0); lVVec .SetPtEtaPhiM(iPtVis ,0,iPhiVis ,0);
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if(lMVA < 0) lUVec .RotateZ(TMath::Pi());
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lUVec -= lVVec;
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Met lMet(lUVec.Px(),lUVec.Py());
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if (printDebug == kTRUE) {
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std::cout << "Debug Jet MVA: "
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<< fU << " : "
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<< fUPhi << " : "
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<< fTKSumEt << " : "
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<< fTKU << " : "
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<< fTKUPhi << " : "
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<< fNPSumEt << " : "
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<< fNPU << " : "
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<< fNPUPhi << " : "
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<< fPUSumEt << " : "
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<< fPUMet << " : "
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<< fPUMetPhi << " : "
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<< fPCUPhi << " : "
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<< fPCSumEt << " : "
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<< fPCU << " : "
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<< fPCUPhi << " : "
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<< fJSPt1 << " : "
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<< fJSEta1 << " : "
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<< fJSPhi1 << " : "
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<< fJSPt2 << " : "
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<< fJSEta2 << " : "
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<< fJSPhi2 << " : "
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<< fNJet << " : "
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<< fNAllJet << " : "
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<< fNPV << " : "
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<< " === : === "
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<< std::endl;
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}
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return lMet;
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}
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//Interms of the two candidates
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Met MVAMet::GetMet( Bool_t iPhi,
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Float_t iPt1,Float_t iPhi1,Float_t iEta1,
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Float_t iPt2,Float_t iPhi2,Float_t iEta2,
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const PFMet *iMet ,
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const PFCandidateCol *iCands,const Vertex *iVertex,
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const PFJetCol *iJets ,
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FactorizedJetCorrector *iJetCorrector,
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const PileupEnergyDensityCol *iPUEnergyDensity,
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int iNPV,
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Bool_t printDebug) {
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TLorentzVector lVVec1(0,0,0,0); lVVec1.SetPtEtaPhiM(iPt1,0,iPhi1 ,0);
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TLorentzVector lVVec2(0,0,0,0); lVVec2.SetPtEtaPhiM(iPt2,0,iPhi2 ,0);
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lVVec1+=lVVec2;
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Float_t lPtVis = lVVec1.Pt();
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Float_t lPhiVis = lVVec1.Phi();
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Float_t lSumEtVis = iPt1 + iPt2;
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Met lPFRec = fRecoilTools->pfRecoil (lPtVis,lPhiVis,lSumEtVis,iMet);
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Met lTKRec = fRecoilTools->trackRecoil(lPtVis,lPhiVis,lSumEtVis,iCands,iVertex);
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Met lNPRec = fRecoilTools->NoPURecoil (lPtVis,lPhiVis,lSumEtVis,iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex,iPhi1,iEta1,iPhi2,iEta2);
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Met lPCRec = fRecoilTools->PUCRecoil (lPtVis,lPhiVis,lSumEtVis,iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex,iPhi1,iEta1,iPhi2,iEta2);
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Met lPUMet = fRecoilTools->PUMet ( iJets,iJetCorrector,iPUEnergyDensity,iCands,iVertex,iPhi1,iEta1,iPhi2,iEta2);
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Double_t lPt0 = 0; const PFJet *lLead = 0;
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Double_t lPt1 = 0; const PFJet *l2nd = 0;
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int lNAllJet = 0;
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int lNJet = 0;
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for(unsigned int i0 = 0; i0 < iJets->GetEntries(); i0++) {
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const PFJet *pJet = iJets->At(i0);
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Double_t pPt = fRecoilTools->fJetIDMVA->correctedPt(pJet,iJetCorrector,iPUEnergyDensity);
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if( pJet->TrackCountingHighEffBJetTagsDisc() == -100 && pPt < 10.) continue;
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double pDEta1 = pJet->Eta() - iEta1;
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double pDPhi1 = fabs(pJet->Phi() - iPhi1); if(pDPhi1 > 2.*TMath::Pi()-pDPhi1) pDPhi1 = 2.*TMath::Pi()-pDPhi1;
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double pDR1 = sqrt(pDEta1*pDEta1 + pDPhi1*pDPhi1);
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if(pDR1 < 0.5) continue;
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double pDEta2 = pJet->Eta() - iEta2;
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double pDPhi2 = fabs(pJet->Phi() - iPhi2); if(pDPhi2 > 2.*TMath::Pi()-pDPhi2) pDPhi2 = 2.*TMath::Pi()-pDPhi2;
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double pDR2 = sqrt(pDEta2*pDEta2 + pDPhi2*pDPhi2);
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if(pDR2 < 0.5) continue;
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if(!JetTools::passPFLooseId(pJet)) continue;
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lNAllJet++;
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if(pPt > 30.) lNJet++;
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if(lPt0 < pPt) {lPt0 = pPt; lLead = pJet; continue;}
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if(lPt1 < pPt) {lPt1 = pPt; l2nd = pJet; continue;}
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}
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fU = lPFRec.Pt();
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fUPhi = lPFRec.Phi();
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fTKSumEt = lTKRec.SumEt()/lPFRec.SumEt();
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fTKU = lTKRec.Pt();
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fTKUPhi = lTKRec.Phi();
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fNPSumEt = lNPRec.SumEt()/lPFRec.SumEt();
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fNPU = lNPRec.Pt();
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fNPUPhi = lNPRec.Phi();
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fPUSumEt = lPUMet.SumEt()/lPFRec.SumEt();
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fPUMet = lPUMet.Pt();
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fPUMetPhi= lPUMet.Phi();
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fPCSumEt = lPCRec.SumEt()/lPFRec.SumEt();
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fPCU = lPCRec.Pt() ;
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fPCUPhi = lPCRec.Phi() ;
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fJSPt1 = lPt0;
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fJSEta1 = 0; if(lLead != 0) fJSEta1 = lLead->Eta();
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fJSPhi1 = 0; if(lLead != 0) fJSPhi1 = lLead->Phi();
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fJSPt2 = lPt1;
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fJSEta2 = 0; if(l2nd != 0) fJSEta2 = l2nd ->Eta();
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fJSPhi2 = 0; if(l2nd != 0) fJSPhi2 = l2nd ->Phi();
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fNJet = lNJet ;
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fNAllJet = lNAllJet;
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fNPV = iNPV ;
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Float_t lMVA = fPhiReader ->EvaluateMVA( fPhiMethodName );
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if(!iPhi) fUPhiMVA = fUPhi + lMVA;
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fTKSumEt /= lPFRec.SumEt();
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fNPSumEt /= lPFRec.SumEt();
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fPUSumEt /= lPFRec.SumEt();
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| 357 |
fPCSumEt /= lPFRec.SumEt();
|
| 358 |
if(!iPhi) lMVA = fU1Reader ->EvaluateMVA( fU1MethodName );
|
| 359 |
|
| 360 |
TLorentzVector lUVec (0,0,0,0); lUVec .SetPtEtaPhiM(fU*lMVA,0,fUPhiMVA,0);
|
| 361 |
TLorentzVector lVVec (0,0,0,0); lVVec .SetPtEtaPhiM(lPtVis ,0,lPhiVis ,0);
|
| 362 |
if(lMVA < 0) lUVec .RotateZ(TMath::Pi());
|
| 363 |
lUVec -= lVVec;
|
| 364 |
Met lMet(lUVec.Px(),lUVec.Py());
|
| 365 |
|
| 366 |
if (printDebug == kTRUE) {
|
| 367 |
std::cout << "Debug Jet MVA: "
|
| 368 |
<< fU << " : "
|
| 369 |
<< fUPhi << " : "
|
| 370 |
<< fTKSumEt << " : "
|
| 371 |
<< fTKU << " : "
|
| 372 |
<< fTKUPhi << " : "
|
| 373 |
<< fNPSumEt << " : "
|
| 374 |
<< fNPU << " : "
|
| 375 |
<< fNPUPhi << " : "
|
| 376 |
<< fPUSumEt << " : "
|
| 377 |
<< fPUMet << " : "
|
| 378 |
<< fPUMetPhi << " : "
|
| 379 |
<< fPCSumEt << " : "
|
| 380 |
<< fPCU << " : "
|
| 381 |
<< fPCUPhi << " : "
|
| 382 |
<< fJSPt1 << " : "
|
| 383 |
<< fJSEta1 << " : "
|
| 384 |
<< fJSPhi1 << " : "
|
| 385 |
<< fJSPt2 << " : "
|
| 386 |
<< fJSEta2 << " : "
|
| 387 |
<< fJSPhi2 << " : "
|
| 388 |
<< fNJet << " : "
|
| 389 |
<< fNAllJet << " : "
|
| 390 |
<< fNPV << " : "
|
| 391 |
<< " === : === "
|
| 392 |
<< std::endl;
|
| 393 |
}
|
| 394 |
|
| 395 |
return lMet;
|
| 396 |
}
|
| 397 |
|
