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#include "MitPhysics/Utils/interface/MuonIDMVA.h"
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#include "MitPhysics/Utils/interface/MuonTools.h"
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#include "MitPhysics/Utils/interface/IsolationTools.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::MuonIDMVA)
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using namespace mithep;
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::MuonIDMVA() :
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fMethodname("BDTG method"),
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fIsInitialized(kFALSE)
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{
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// Constructor.
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for(UInt_t i=0; i<6; ++i) {
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fTMVAReader[i] = 0;
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}
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}
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//--------------------------------------------------------------------------------------------------
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MuonIDMVA::~MuonIDMVA()
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{
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for(UInt_t i=0; i<6; ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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}
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}
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//--------------------------------------------------------------------------------------------------
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void MuonIDMVA::Initialize( TString methodName,
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TString Subdet0Pt10To14p5Weights ,
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TString Subdet1Pt10To14p5Weights ,
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TString Subdet0Pt14p5To20Weights,
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TString Subdet1Pt14p5To20Weights,
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TString Subdet0Pt20ToInfWeights,
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TString Subdet1Pt20ToInfWeights,
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MuonIDMVA::MVAType type) {
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fIsInitialized = kTRUE;
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fMethodname = methodName;
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for(UInt_t i=0; i<6; ++i) {
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if (fTMVAReader[i]) delete fTMVAReader[i];
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fTMVAReader[i] = new TMVA::Reader( "!Color:!Silent:Error" );
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fTMVAReader[i]->SetVerbose(kTRUE);
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if (type == kV3) {
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fTMVAReader[i]->AddVariable( "TkNchi2", &fMVAVar_MuTkNchi2 );
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fTMVAReader[i]->AddVariable( "GlobalNchi2", &fMVAVar_MuGlobalNchi2 );
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fTMVAReader[i]->AddVariable( "NValidHits", &fMVAVar_MuNValidHits );
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fTMVAReader[i]->AddVariable( "NTrackerHits", &fMVAVar_MuNTrackerHits );
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fTMVAReader[i]->AddVariable( "NPixelHits", &fMVAVar_MuNPixelHits );
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fTMVAReader[i]->AddVariable( "NMatches", &fMVAVar_MuNMatches );
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fTMVAReader[i]->AddVariable( "D0", &fMVAVar_MuD0 );
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fTMVAReader[i]->AddVariable( "IP3d", &fMVAVar_MuIP3d );
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fTMVAReader[i]->AddVariable( "IP3dSig", &fMVAVar_MuIP3dSig );
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fTMVAReader[i]->AddVariable( "TrkKink", &fMVAVar_MuTrkKink );
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fTMVAReader[i]->AddVariable( "SegmentCompatibility", &fMVAVar_MuSegmentCompatibility );
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fTMVAReader[i]->AddVariable( "CaloCompatibility", &fMVAVar_MuCaloCompatibility );
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fTMVAReader[i]->AddVariable( "HadEnergyOverPt", &fMVAVar_MuHadEnergyOverPt );
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if (i==0 || i==2 || i==4) {
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fTMVAReader[i]->AddVariable( "HoEnergyOverPt", &fMVAVar_MuHoEnergyOverPt );
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}
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fTMVAReader[i]->AddVariable( "EmEnergyOverPt", &fMVAVar_MuEmEnergyOverPt );
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fTMVAReader[i]->AddVariable( "HadS9EnergyOverPt", &fMVAVar_MuHadS9EnergyOverPt );
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if (i==0 || i==2 || i==4) {
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fTMVAReader[i]->AddVariable( "HoS9EnergyOverPt", &fMVAVar_MuHoS9EnergyOverPt );
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}
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fTMVAReader[i]->AddVariable( "EmS9EnergyOverPt", &fMVAVar_MuEmS9EnergyOverPt );
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}
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if (i==0) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt10To14p5Weights );
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if (i==1) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt10To14p5Weights );
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if (i==2) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt14p5To20Weights );
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if (i==3) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt14p5To20Weights );
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if (i==4) fTMVAReader[i]->BookMVA(fMethodname , Subdet0Pt20ToInfWeights );
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if (i==5) fTMVAReader[i]->BookMVA(fMethodname , Subdet1Pt20ToInfWeights );
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}
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std::cout << "Muon ID MVA Initialization\n";
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std::cout << "MethodName : " << fMethodname << " , type == " << type << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt10To14p5Weights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt10To14p5Weights << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt14p5To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt14p5To20Weights << std::endl;
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std::cout << "Load weights file : " << Subdet0Pt20ToInfWeights << std::endl;
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std::cout << "Load weights file : " << Subdet1Pt20ToInfWeights << std::endl;
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}
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//--------------------------------------------------------------------------------------------------
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Double_t MuonIDMVA::MVAValue(Double_t MuPt , Double_t MuEta,
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Double_t MuTkNchi2,
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Double_t MuGlobalNchi2,
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Double_t MuNValidHits,
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Double_t MuNTrackerHits,
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Double_t MuNPixelHits,
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Double_t MuNMatches,
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Double_t MuD0,
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Double_t MuIP3d,
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Double_t MuIP3dSig,
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Double_t MuTrkKink,
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Double_t MuSegmentCompatibility,
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Double_t MuCaloCompatibility,
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Double_t MuHadEnergyOverPt,
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Double_t MuHoEnergyOverPt,
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Double_t MuEmEnergyOverPt,
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Double_t MuHadS9EnergyOverPt,
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Double_t MuHoS9EnergyOverPt,
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Double_t MuEmS9EnergyOverPt
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) {
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if (!fIsInitialized) {
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std::cout << "Error: MuonIDMVA not properly initialized.\n";
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return -9999;
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}
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Int_t subdet = 0;
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if (fabs(MuEta) < 1.479) subdet = 0;
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else subdet = 1;
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Int_t ptBin = 0;
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if (MuPt > 14.5) ptBin = 1;
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if (MuPt > 20.0) ptBin = 2;
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//set all input variables
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fMVAVar_MuTkNchi2 = MuTkNchi2;
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fMVAVar_MuGlobalNchi2 = MuGlobalNchi2;
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fMVAVar_MuNValidHits = MuNValidHits;
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fMVAVar_MuNTrackerHits = MuNTrackerHits;
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fMVAVar_MuNPixelHits = MuNPixelHits;
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fMVAVar_MuNMatches = MuNMatches;
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fMVAVar_MuD0 = MuD0;
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fMVAVar_MuIP3d = MuIP3d;
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fMVAVar_MuIP3dSig = MuIP3dSig;
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fMVAVar_MuTrkKink = MuTrkKink;
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fMVAVar_MuSegmentCompatibility = MuSegmentCompatibility;
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fMVAVar_MuCaloCompatibility = MuCaloCompatibility;
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fMVAVar_MuHadEnergyOverPt = MuHadEnergyOverPt;
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fMVAVar_MuHoEnergyOverPt = MuHoEnergyOverPt;
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fMVAVar_MuEmEnergyOverPt = MuEmEnergyOverPt;
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fMVAVar_MuHadS9EnergyOverPt = MuHadS9EnergyOverPt;
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fMVAVar_MuHoS9EnergyOverPt = MuHoS9EnergyOverPt;
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fMVAVar_MuEmS9EnergyOverPt = MuEmS9EnergyOverPt;
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Double_t mva = -9999;
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TMVA::Reader *reader = 0;
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Int_t MVABin = -1;
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if (subdet == 0 && ptBin == 0) MVABin = 0;
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if (subdet == 1 && ptBin == 0) MVABin = 1;
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if (subdet == 0 && ptBin == 1) MVABin = 2;
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if (subdet == 1 && ptBin == 1) MVABin = 3;
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if (subdet == 0 && ptBin == 2) MVABin = 4;
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if (subdet == 1 && ptBin == 2) MVABin = 5;
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assert(MVABin >= 0 && MVABin <= 5);
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reader = fTMVAReader[MVABin];
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mva = reader->EvaluateMVA( fMethodname );
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return mva;
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}
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// //--------------------------------------------------------------------------------------------------
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// Double_t MuonIDMVA::MVAValue(const Muon *ele, const Vertex *vertex) {
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// if (!fIsInitialized) {
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// std::cout << "Error: MuonIDMVA not properly initialized.\n";
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// return -9999;
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// }
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// Int_t subdet = 0;
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// if (ele->SCluster()->AbsEta() < 1.0) subdet = 0;
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// else if (ele->SCluster()->AbsEta() < 1.479) subdet = 1;
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// else subdet = 2;
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// Int_t ptBin = 0;
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// if (ele->Pt() > 20.0) ptBin = 1;
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// //set all input variables
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// fMVAVar_EleSigmaIEtaIEta = ele->CoviEtaiEta() ;
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// fMVAVar_EleDEtaIn = ele->DeltaEtaSuperClusterTrackAtVtx();
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// fMVAVar_EleDPhiIn = ele->DeltaPhiSuperClusterTrackAtVtx();
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// fMVAVar_EleHoverE = ele->HadronicOverEm();
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// fMVAVar_EleD0 = ele->BestTrk()->D0Corrected(*vertex);
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// fMVAVar_EleDZ = ele->BestTrk()->DzCorrected(*vertex);
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// fMVAVar_EleFBrem = ele->FBrem();
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// fMVAVar_EleEOverP = ele->ESuperClusterOverP();
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// fMVAVar_EleESeedClusterOverPout = ele->ESeedClusterOverPout();
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// if (!TMath::IsNaN(ele->SCluster()->Seed()->CoviPhiiPhi())) fMVAVar_EleSigmaIPhiIPhi = TMath::Sqrt(ele->SCluster()->Seed()->CoviPhiiPhi());
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// else fMVAVar_EleSigmaIPhiIPhi = ele->CoviEtaiEta();
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// fMVAVar_EleNBrem = ele->NumberOfClusters() - 1;
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// fMVAVar_EleOneOverEMinusOneOverP = (1.0/(ele->SCluster()->Energy())) - 1.0 / ele->BestTrk()->P();
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// fMVAVar_EleESeedClusterOverPIn = ele->ESeedClusterOverPIn();
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// fMVAVar_EleIP3d = ele->Ip3dPV();
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// fMVAVar_EleIP3dSig = ele->Ip3dPVSignificance();
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// Double_t mva = -9999;
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// TMVA::Reader *reader = 0;
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// Int_t MVABin = -1;
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// if (subdet == 0 && ptBin == 0) MVABin = 0;
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// if (subdet == 1 && ptBin == 0) MVABin = 1;
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// if (subdet == 2 && ptBin == 0) MVABin = 2;
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// if (subdet == 0 && ptBin == 1) MVABin = 3;
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// if (subdet == 1 && ptBin == 1) MVABin = 4;
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// if (subdet == 2 && ptBin == 1) MVABin = 5;
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// assert(MVABin >= 0 && MVABin <= 5);
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// reader = fTMVAReader[MVABin];
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// mva = reader->EvaluateMVA( fMethodname );
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// return mva;
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// }
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