reco::mlpf Namespace Reference

Functions
int	argMax (std::vector< float > const &vec)
std::array< float, NUM_ELEMENT_FEATURES >	getElementProperties (const reco::PFBlockElement &orig)
const std::vector< const reco::PFBlockElement * >	getPFElements (const reco::PFBlockCollection &blocks)
reco::PFCandidate	makeCandidate (int pred_pid, int pred_charge, float pred_e, float pred_eta, float pred_phi)
float	normalize (float in)
void	setCandidateRefs (reco::PFCandidate &cand, const std::vector< const reco::PFBlockElement * > elems, size_t ielem_originator)

Variables
static constexpr int	BATCH_SIZE = 1
static const std::map< int, int >	elem_type_encoding
static constexpr unsigned int	IDX_CHARGE = 11
static constexpr unsigned int	IDX_ENERGY = 10
static constexpr unsigned int	IDX_ETA = 8
static constexpr unsigned int	IDX_PHI = 9
static constexpr int	LSH_BIN_SIZE = 100
static constexpr unsigned int	NUM_CLASS = 7
static constexpr unsigned int	NUM_ELEMENT_FEATURES = 15
static constexpr int	NUM_MAX_ELEMENTS_BATCH = 20000
static constexpr unsigned int	NUM_OUTPUTS = 12
static const std::vector< int >	pdgid_encoding = {0, 1, 2, 11, 13, 22, 130, 211}

Function Documentation

argMax()

int reco::mlpf::argMax

(

std::vector< float > const &

vec

)

Definition at line 157 of file MLPFModel.cc.

                                          {
    return static_cast<int>(std::distance(vec.begin(), max_element(vec.begin(), vec.end())));
  }

References HLT_FULL_cff::distance.

Referenced by MLPFProducer::produce().

getElementProperties()

std::array< float, NUM_ELEMENT_FEATURES > reco::mlpf::getElementProperties

(

const reco::PFBlockElement &

orig

)

Definition at line 14 of file MLPFModel.cc.

                                                                                             {
    const auto type = orig.type();
    float pt = 0.0;
    //these are placeholders for the the future
    [[maybe_unused]] float deltap = 0.0;
    [[maybe_unused]] float sigmadeltap = 0.0;
    [[maybe_unused]] float px = 0.0;
    [[maybe_unused]] float py = 0.0;
    [[maybe_unused]] float pz = 0.0;
    float eta = 0.0;
    float phi = 0.0;
    float energy = 0.0;
    float trajpoint = 0.0;
    float eta_ecal = 0.0;
    float phi_ecal = 0.0;
    float eta_hcal = 0.0;
    float phi_hcal = 0.0;
    float charge = 0;
    float layer = 0;
    float depth = 0;
    float muon_dt_hits = 0.0;
    float muon_csc_hits = 0.0;
 
    if (type == reco::PFBlockElement::TRACK) {
      const auto& matched_pftrack = orig.trackRefPF();
      if (matched_pftrack.isNonnull()) {
        const auto& atECAL = matched_pftrack->extrapolatedPoint(reco::PFTrajectoryPoint::ECALShowerMax);
        const auto& atHCAL = matched_pftrack->extrapolatedPoint(reco::PFTrajectoryPoint::HCALEntrance);
        if (atHCAL.isValid()) {
          eta_hcal = atHCAL.positionREP().eta();
          phi_hcal = atHCAL.positionREP().phi();
        }
        if (atECAL.isValid()) {
          eta_ecal = atECAL.positionREP().eta();
          phi_ecal = atECAL.positionREP().phi();
        }
      }
      const auto& ref = ((const reco::PFBlockElementTrack*)&orig)->trackRef();
      pt = ref->pt();
      px = ref->px();
      py = ref->py();
      pz = ref->pz();
      eta = ref->eta();
      phi = ref->phi();
      energy = ref->p();
      charge = ref->charge();
 
      reco::MuonRef muonRef = orig.muonRef();
      if (muonRef.isNonnull()) {
        reco::TrackRef standAloneMu = muonRef->standAloneMuon();
        if (standAloneMu.isNonnull()) {
          muon_dt_hits = standAloneMu->hitPattern().numberOfValidMuonDTHits();
          muon_csc_hits = standAloneMu->hitPattern().numberOfValidMuonCSCHits();
        }
      }
 
    } else if (type == reco::PFBlockElement::BREM) {
      const auto* orig2 = (const reco::PFBlockElementBrem*)&orig;
      const auto& ref = orig2->GsftrackRef();
      if (ref.isNonnull()) {
        deltap = orig2->DeltaP();
        sigmadeltap = orig2->SigmaDeltaP();
        pt = ref->pt();
        px = ref->px();
        py = ref->py();
        pz = ref->pz();
        eta = ref->eta();
        phi = ref->phi();
        energy = ref->p();
        trajpoint = orig2->indTrajPoint();
        charge = ref->charge();
      }
    } else if (type == reco::PFBlockElement::GSF) {
      //requires to keep GsfPFRecTracks
      const auto* orig2 = (const reco::PFBlockElementGsfTrack*)&orig;
      const auto& vec = orig2->Pin();
      pt = vec.pt();
      px = vec.px();
      py = vec.py();
      pz = vec.pz();
      eta = vec.eta();
      phi = vec.phi();
      energy = vec.energy();
      if (!orig2->GsftrackRefPF().isNull()) {
        charge = orig2->GsftrackRefPF()->charge();
      }
    } else if (type == reco::PFBlockElement::ECAL || type == reco::PFBlockElement::PS1 ||
               type == reco::PFBlockElement::PS2 || type == reco::PFBlockElement::HCAL ||
               type == reco::PFBlockElement::HO || type == reco::PFBlockElement::HFHAD ||
               type == reco::PFBlockElement::HFEM) {
      const auto& ref = ((const reco::PFBlockElementCluster*)&orig)->clusterRef();
      if (ref.isNonnull()) {
        eta = ref->eta();
        phi = ref->phi();
        px = ref->position().x();
        py = ref->position().y();
        pz = ref->position().z();
        energy = ref->energy();
        layer = ref->layer();
        depth = ref->depth();
      }
    } else if (type == reco::PFBlockElement::SC) {
      const auto& clref = ((const reco::PFBlockElementSuperCluster*)&orig)->superClusterRef();
      if (clref.isNonnull()) {
        eta = clref->eta();
        phi = clref->phi();
        px = clref->position().x();
        py = clref->position().y();
        pz = clref->position().z();
        energy = clref->energy();
      }
    }
 
    float typ_idx = static_cast<float>(elem_type_encoding.at(orig.type()));
 
    //Must be the same order as in tf_model.py
    return std::array<float, NUM_ELEMENT_FEATURES>({{typ_idx,
                                                     pt,
                                                     eta,
                                                     phi,
                                                     energy,
                                                     layer,
                                                     depth,
                                                     charge,
                                                     trajpoint,
                                                     eta_ecal,
                                                     phi_ecal,
                                                     eta_hcal,
                                                     phi_hcal,
                                                     muon_dt_hits,
                                                     muon_csc_hits}});
  }

References reco::PFBlockElement::BREM, ALCARECOTkAlJpsiMuMu_cff::charge, LEDCalibrationChannels::depth, reco::PFBlockElement::ECAL, reco::PFTrajectoryPoint::ECALShowerMax, elem_type_encoding, HCALHighEnergyHPDFilter_cfi::energy, PVValHelper::eta, reco::PFBlockElement::GSF, reco::PFBlockElement::HCAL, reco::PFTrajectoryPoint::HCALEntrance, reco::PFBlockElement::HFEM, reco::PFBlockElement::HFHAD, reco::PFBlockElement::HO, edm::Ref< C, T, F >::isNonnull(), phase1PixelTopology::layer, reco::PFBlockElement::muonRef(), reco::PFBlockElement::PS1, reco::PFBlockElement::PS2, DiDispStaMuonMonitor_cfi::pt, multPhiCorr_741_25nsDY_cfi::px, multPhiCorr_741_25nsDY_cfi::py, reco::PFBlockElement::SC, reco::PFBlockElement::TRACK, reco::PFBlockElement::trackRefPF(), and reco::PFBlockElement::type().

Referenced by MLPFProducer::produce().

getPFElements()

const std::vector< const reco::PFBlockElement * > reco::mlpf::getPFElements

(

const reco::PFBlockCollection &

blocks

)

Definition at line 184 of file MLPFModel.cc.

                                                                                                {
    std::vector<reco::PFCandidate> pOutputCandidateCollection;
 
    std::vector<const reco::PFBlockElement*> all_elements;
    for (const auto& block : blocks) {
      const auto& elems = block.elements();
      for (const auto& elem : elems) {
        if (all_elements.size() < NUM_MAX_ELEMENTS_BATCH) {
          all_elements.push_back(&elem);
        } else {
          //model needs to be created with a bigger LSH codebook size
          edm::LogError("MLPFProducer") << "too many input PFElements for predefined model size: " << elems.size();
          break;
        }
      }
    }
    return all_elements;
  }

References groupFilesInBlocks::block, gather_cfg::blocks, and NUM_MAX_ELEMENTS_BATCH.

Referenced by MLPFProducer::produce().

makeCandidate()

reco::PFCandidate reco::mlpf::makeCandidate	(	int	pred_pid,
		int	pred_charge,
		float	pred_e,
		float	pred_eta,
		float	pred_phi
	)

Definition at line 161 of file MLPFModel.cc.

                                                                                                             {
    pred_phi = angle0to2pi::make0To2pi(pred_phi);
 
    //currently, set the pT from a massless approximation.
    //later versions of the model may predict predict both the energy and pT of the particle
    float pred_pt = pred_e / cosh(pred_eta);
 
    //set the charge to +1 or -1 for PFCandidates that are charged, according to the sign of the predicted charge
    reco::PFCandidate::Charge charge = 0;
    if (pred_pid == 11 || pred_pid == 13 || pred_pid == 211) {
      charge = pred_charge > 0 ? +1 : -1;
    }
 
    math::PtEtaPhiELorentzVectorD p4(pred_pt, pred_eta, pred_phi, pred_e);
 
    reco::PFCandidate cand(
        0, math::XYZTLorentzVector(p4.X(), p4.Y(), p4.Z(), p4.E()), reco::PFCandidate::ParticleType(0));
    cand.setPdgId(pred_pid);
    cand.setCharge(charge);
 
    return cand;
  }

References ALCARECOTkAlJpsiMuMu_cff::charge, angle0to2pi::make0To2pi(), and p4.

Referenced by MLPFProducer::produce().

normalize()

float reco::mlpf::normalize

(

float

in

)

Definition at line 148 of file MLPFModel.cc.

                            {
    if (std::abs(in) > 1e4f) {
      return 0.0;
    } else if (std::isnan(in)) {
      return 0.0;
    }
    return in;
  }

References funct::abs(), recoMuon::in, and CommonMethods::isnan().

Referenced by Rivet::CMS_2013_I1224539_DIJET::finalize(), Geom::Phi< float >::normalize(), and MLPFProducer::produce().

setCandidateRefs()

void reco::mlpf::setCandidateRefs	(	reco::PFCandidate &	cand,
		const std::vector< const reco::PFBlockElement * >	elems,
		size_t	ielem_originator
	)

Definition at line 203 of file MLPFModel.cc.

                                                 {
    const reco::PFBlockElement* elem = elems[ielem_originator];
    //set the track ref in case the originating element was a track
    if (elem->type() == reco::PFBlockElement::TRACK && cand.charge() != 0 && elem->trackRef().isNonnull()) {
      cand.setTrackRef(elem->trackRef());
 
      //set the muon ref in case the originator was a muon
      const auto& muonref = elem->muonRef();
      if (muonref.isNonnull()) {
        cand.setMuonRef(muonref);
      }
    }
  }

References edm::Ref< C, T, F >::isNonnull(), reco::PFBlockElement::muonRef(), reco::PFBlockElement::TRACK, reco::PFBlockElement::trackRef(), and reco::PFBlockElement::type().

Referenced by MLPFProducer::produce().

Variable Documentation

BATCH_SIZE

constexpr int reco::mlpf::BATCH_SIZE = 1

staticconstexpr

Definition at line 17 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

elem_type_encoding

const std::map<int, int> reco::mlpf::elem_type_encoding

static

Initial value:

= {
      {0, 0},
      {1, 1},
      {2, 2},
      {3, 3},
      {4, 4},
      {5, 5},
      {6, 6},
      {7, 7},
      {8, 8},
      {9, 9},
      {10, 10},
      {11, 11},
  }

Definition at line 38 of file MLPFModel.h.

Referenced by getElementProperties().

IDX_CHARGE

constexpr unsigned int reco::mlpf::IDX_CHARGE = 11

staticconstexpr

Definition at line 30 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

IDX_ENERGY

constexpr unsigned int reco::mlpf::IDX_ENERGY = 10

staticconstexpr

Definition at line 29 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

IDX_ETA

constexpr unsigned int reco::mlpf::IDX_ETA = 8

staticconstexpr

Definition at line 27 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

IDX_PHI

constexpr unsigned int reco::mlpf::IDX_PHI = 9

staticconstexpr

Definition at line 28 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

LSH_BIN_SIZE

constexpr int reco::mlpf::LSH_BIN_SIZE = 100

staticconstexpr

Definition at line 14 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

NUM_CLASS

constexpr unsigned int reco::mlpf::NUM_CLASS = 7

staticconstexpr

Definition at line 26 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

NUM_ELEMENT_FEATURES

constexpr unsigned int reco::mlpf::NUM_ELEMENT_FEATURES = 15

staticconstexpr

Definition at line 10 of file MLPFModel.h.

Referenced by MLPFProducer::produce().

NUM_MAX_ELEMENTS_BATCH

constexpr int reco::mlpf::NUM_MAX_ELEMENTS_BATCH = 20000

staticconstexpr

Definition at line 13 of file MLPFModel.h.

Referenced by getPFElements(), and MLPFProducer::produce().

NUM_OUTPUTS

constexpr unsigned int reco::mlpf::NUM_OUTPUTS = 12

staticconstexpr

Definition at line 25 of file MLPFModel.h.

pdgid_encoding

const std::vector<int> reco::mlpf::pdgid_encoding = {0, 1, 2, 11, 13, 22, 130, 211}

static

Definition at line 34 of file MLPFModel.h.

Referenced by MLPFProducer::produce().