TemplatedJetBProbabilityComputer.h

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#ifndef ImpactParameter_TemplatedJetBProbabilityComputer_h
#define ImpactParameter_TemplatedJetBProbabilityComputer_h
 
#include "DataFormats/TrackReco/interface/Track.h"
#include "DataFormats/BTauReco/interface/TrackProbabilityTagInfo.h"
#include "DataFormats/BTauReco/interface/TrackIPTagInfo.h"
#include "DataFormats/VertexReco/interface/Vertex.h"
#include "Math/GenVector/VectorUtil.h"
#include "RecoBTau/JetTagComputer/interface/JetTagComputer.h"
#include <algorithm>
#include <iostream>
 
template <class Container, class Base>
class TemplatedJetBProbabilityComputer : public JetTagComputer {
public:
  using Tokens = void;
 
  typedef reco::IPTagInfo<Container, Base> TagInfo;
 
  TemplatedJetBProbabilityComputer(const edm::ParameterSet& parameters) {
    m_ipType = parameters.getParameter<int>("impactParameterType");
    m_minTrackProb = parameters.getParameter<double>("minimumProbability");
    m_deltaR = parameters.getParameter<double>("deltaR");
    m_trackSign = parameters.getParameter<int>("trackIpSign");
    m_nbTracks = parameters.getParameter<unsigned int>("numberOfBTracks");
    m_cutMaxDecayLen = parameters.getParameter<double>("maximumDecayLength");
    m_cutMaxDistToAxis = parameters.getParameter<double>("maximumDistanceToJetAxis");
 
    //
    // access track quality class; "any" takes everything
    //
    std::string trackQualityType = parameters.getParameter<std::string>("trackQualityClass");  //used
    m_trackQuality = reco::TrackBase::qualityByName(trackQualityType);
    m_useAllQualities = false;
    if (trackQualityType == "any" || trackQualityType == "Any" || trackQualityType == "ANY")
      m_useAllQualities = true;
 
    useVariableJTA_ = parameters.getParameter<bool>("useVariableJTA");
    if (useVariableJTA_)
      varJTApars = {parameters.getParameter<double>("a_dR"),
                    parameters.getParameter<double>("b_dR"),
                    parameters.getParameter<double>("a_pT"),
                    parameters.getParameter<double>("b_pT"),
                    parameters.getParameter<double>("min_pT"),
                    parameters.getParameter<double>("max_pT"),
                    parameters.getParameter<double>("min_pT_dRcut"),
                    parameters.getParameter<double>("max_pT_dRcut"),
                    parameters.getParameter<double>("max_pT_trackPTcut")};
 
    uses("ipTagInfos");
  }
 
  float discriminator(const TagInfoHelper& ti) const override {
    const TagInfo& tkip = ti.get<TagInfo>();
    const Container& tracks(tkip.selectedTracks());
    const std::vector<float>& allProbabilities((tkip.probabilities(m_ipType)));
    const std::vector<reco::btag::TrackIPData>& impactParameters((tkip.impactParameterData()));
 
    if (tkip.primaryVertex().isNull())
      return 0;
 
    GlobalPoint pv(tkip.primaryVertex()->position().x(),
                   tkip.primaryVertex()->position().y(),
                   tkip.primaryVertex()->position().z());
 
    std::vector<float> probabilities;
    std::vector<float> probabilitiesB;
    int i = 0;
    for (std::vector<float>::const_iterator it = allProbabilities.begin(); it != allProbabilities.end(); ++it, i++) {
      if (fabs(impactParameters[i].distanceToJetAxis.value()) < m_cutMaxDistToAxis &&  // distance to JetAxis
          (impactParameters[i].closestToJetAxis - pv).mag() < m_cutMaxDecayLen &&      // max decay len
          (m_useAllQualities == true ||
           reco::btag::toTrack(tracks[i])->quality(m_trackQuality))  // use selected track qualities
      ) {
        // Use only positive(or negative) tracks for B
        float p = fabs(*it);
        if (useVariableJTA_) {
          if (tkip.variableJTA(varJTApars)[i]) {
            if (m_trackSign > 0 || *it < 0)
              probabilities.push_back(p);  //Use all tracks for positive tagger and only negative for negative tagger
            if (m_trackSign > 0 && *it >= 0) {
              probabilitiesB.push_back(*it);
            }  //Use only positive tracks for positive tagger
            if (m_trackSign < 0 && *it <= 0) {
              probabilitiesB.push_back(-*it);
            }  //Use only negative tracks for negative tagger
          }
        } else if (m_deltaR < 0 ||
                   ROOT::Math::VectorUtil::DeltaR((*tkip.jet()).p4().Vect(), (*tracks[i]).momentum()) < m_deltaR) {
          //if(m_trackSign>0 || *it >0 ) probabilities.push_back(p); //Use all tracks for positive tagger and only negative for negative tagger
          if (m_trackSign > 0 || *it < 0)
            probabilities.push_back(p);  //Use all tracks for positive tagger and only negative for negative tagger
 
          if (m_trackSign > 0 && *it >= 0) {
            probabilitiesB.push_back(*it);
          }  //Use only positive tracks for positive tagger
          if (m_trackSign < 0 && *it <= 0) {
            probabilitiesB.push_back(-*it);
          }  //Use only negative tracks for negative tagger
        }
      }
    }
 
    float all = jetProbability(probabilities);
    std::sort(probabilitiesB.begin(), probabilitiesB.end());
    if (probabilitiesB.size() > m_nbTracks)
      probabilitiesB.resize(m_nbTracks);
    float b = jetProbability(probabilitiesB);
 
    return -log(b) / 4 - log(all) / 4;  
  }
 
  double jetProbability(const std::vector<float>& v) const {
    int ngoodtracks = v.size();
    double SumJet = 0.;
 
    for (std::vector<float>::const_iterator q = v.begin(); q != v.end(); q++) {
      SumJet += (*q > m_minTrackProb) ? log(*q) : log(m_minTrackProb);
    }
 
    double ProbJet;
    double Loginvlog = 0;
 
    if (SumJet < 0.) {
      if (ngoodtracks >= 2) {
        Loginvlog = log(-SumJet);
      }
      double Prob = 1.;
      double lfact = 1.;
      for (int l = 1; l != ngoodtracks; l++) {
        lfact *= l;
        Prob += exp(l * Loginvlog - log(1. * lfact));
      }
      double LogProb = log(Prob);
      ProbJet = std::min(exp(std::max(LogProb + SumJet, -30.)), 1.);
    } else {
      ProbJet = 1.;
    }
    if (ProbJet > 1)
      std::cout << "ProbJet too high: " << ProbJet << std::endl;
 
    //double LogProbJet=-log(ProbJet);
    //  //return 1.-ProbJet;
    return ProbJet;
  }
 
private:
  bool useVariableJTA_;
  reco::btag::variableJTAParameters varJTApars;
  double m_minTrackProb;
  int m_ipType;
  double m_deltaR;
  int m_trackSign;
  unsigned int m_nbTracks;
  double m_cutMaxDecayLen;
  double m_cutMaxDistToAxis;
  reco::TrackBase::TrackQuality m_trackQuality;
  bool m_useAllQualities;
};
 
#endif  // ImpactParameter_TemplatedJetBProbabilityComputer_h