DefaultTrackMVAClassifier.cc

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#include "RecoTracker/FinalTrackSelectors/interface/TrackMVAClassifier.h"

#include "FWCore/Framework/interface/EventSetup.h"
#include "FWCore/Framework/interface/ESHandle.h"
#include "CondFormats/DataRecord/interface/GBRWrapperRcd.h"

#include "DataFormats/TrackReco/interface/Track.h"
#include "DataFormats/VertexReco/interface/Vertex.h"
#include "RecoTracker/FinalTrackSelectors/interface/getBestVertex.h"

#include <limits>

#include "TFile.h"

namespace {

  template <bool PROMPT>
  struct mva {
    mva(const edm::ParameterSet &cfg, edm::ConsumesCollector iC)
        : forestLabel_(cfg.getParameter<std::string>("GBRForestLabel")),
          dbFileName_(cfg.getParameter<std::string>("GBRForestFileName")),
          useForestFromDB_((!forestLabel_.empty()) && dbFileName_.empty()) {
      if (useForestFromDB_) {
        forestToken_ = iC.esConsumes(edm::ESInputTag("", forestLabel_));
      }
    }

    void beginStream() {
      if (!dbFileName_.empty()) {
        TFile gbrfile(dbFileName_.c_str());
        forestFromFile_.reset((GBRForest *)gbrfile.Get(forestLabel_.c_str()));
      }
    }

    void initEvent(const edm::EventSetup &es) {
      forest_ = forestFromFile_.get();
      if (useForestFromDB_) {
        forest_ = &es.getData(forestToken_);
      }
    }

    float operator()(reco::Track const &trk,
                     reco::BeamSpot const &beamSpot,
                     reco::VertexCollection const &vertices) const {
      auto tmva_pt_ = trk.pt();
      auto tmva_ndof_ = trk.ndof();
      auto tmva_nlayers_ = trk.hitPattern().trackerLayersWithMeasurement();
      auto tmva_nlayers3D_ =
          trk.hitPattern().pixelLayersWithMeasurement() + trk.hitPattern().numberOfValidStripLayersWithMonoAndStereo();
      auto tmva_nlayerslost_ = trk.hitPattern().trackerLayersWithoutMeasurement(reco::HitPattern::TRACK_HITS);
      float chi2n = trk.normalizedChi2();
      float chi2n_no1Dmod = chi2n;

      int count1dhits = 0;
      for (auto ith = trk.recHitsBegin(); ith != trk.recHitsEnd(); ++ith) {
        const auto &hit = *(*ith);
        if (hit.dimension() == 1)
          ++count1dhits;
      }

      if (count1dhits > 0) {
        float chi2 = trk.chi2();
        float ndof = trk.ndof();
        chi2n = (chi2 + count1dhits) / float(ndof + count1dhits);
      }
      auto tmva_chi2n_ = chi2n;
      auto tmva_chi2n_no1dmod_ = chi2n_no1Dmod;
      auto tmva_eta_ = trk.eta();
      auto tmva_relpterr_ = float(trk.ptError()) / std::max(float(trk.pt()), 0.000001f);
      auto tmva_nhits_ = trk.numberOfValidHits();
      int lostIn = trk.hitPattern().numberOfLostHits(reco::HitPattern::MISSING_INNER_HITS);
      int lostOut = trk.hitPattern().numberOfLostHits(reco::HitPattern::MISSING_OUTER_HITS);
      auto tmva_minlost_ = std::min(lostIn, lostOut);
      auto tmva_lostmidfrac_ = static_cast<float>(trk.numberOfLostHits()) /
                               static_cast<float>(trk.numberOfValidHits() + trk.numberOfLostHits());

      float gbrVals_[PROMPT ? 16 : 12];
      gbrVals_[0] = tmva_pt_;
      gbrVals_[1] = tmva_lostmidfrac_;
      gbrVals_[2] = tmva_minlost_;
      gbrVals_[3] = tmva_nhits_;
      gbrVals_[4] = tmva_relpterr_;
      gbrVals_[5] = tmva_eta_;
      gbrVals_[6] = tmva_chi2n_no1dmod_;
      gbrVals_[7] = tmva_chi2n_;
      gbrVals_[8] = tmva_nlayerslost_;
      gbrVals_[9] = tmva_nlayers3D_;
      gbrVals_[10] = tmva_nlayers_;
      gbrVals_[11] = tmva_ndof_;

      if (PROMPT) {
        auto tmva_absd0_ = std::abs(trk.dxy(beamSpot.position()));
        auto tmva_absdz_ = std::abs(trk.dz(beamSpot.position()));
        Point bestVertex = getBestVertex(trk, vertices);
        auto tmva_absd0PV_ = std::abs(trk.dxy(bestVertex));
        auto tmva_absdzPV_ = std::abs(trk.dz(bestVertex));

        gbrVals_[12] = tmva_absd0PV_;
        gbrVals_[13] = tmva_absdzPV_;
        gbrVals_[14] = tmva_absdz_;
        gbrVals_[15] = tmva_absd0_;
      }

      return forest_->GetClassifier(gbrVals_);
    }

    static const char *name();

    static void fillDescriptions(edm::ParameterSetDescription &desc) {
      desc.add<std::string>("GBRForestLabel", std::string());
      desc.add<std::string>("GBRForestFileName", std::string());
    }

    std::unique_ptr<GBRForest> forestFromFile_;
    const GBRForest *forest_ = nullptr;  // owned by somebody else
    const std::string forestLabel_;
    const std::string dbFileName_;
    const bool useForestFromDB_;
    edm::ESGetToken<GBRForest, GBRWrapperRcd> forestToken_;
  };

  using TrackMVAClassifierDetached = TrackMVAClassifier<mva<false>>;
  using TrackMVAClassifierPrompt = TrackMVAClassifier<mva<true>>;
  template <>
  const char *mva<false>::name() {
    return "TrackMVAClassifierDetached";
  }
  template <>
  const char *mva<true>::name() {
    return "TrackMVAClassifierPrompt";
  }

}  // namespace

#include "FWCore/PluginManager/interface/ModuleDef.h"
#include "FWCore/Framework/interface/MakerMacros.h"

DEFINE_FWK_MODULE(TrackMVAClassifierDetached);
DEFINE_FWK_MODULE(TrackMVAClassifierPrompt);