EIC code displayed by LXR master/​EICrecon/​src/​algorithms/​calorimetry/​TrackClusterMergeSplitter.cc	Source navigation Diff markup Identifier search General search
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 // SPDX-License-Identifier: LGPL-3.0-or-later
 // Copyright (C) 2024 Derek Anderson
 
 #include <DD4hep/Detector.h>
 #include <edm4eic/CalorimeterHit.h>
 #include <edm4hep/Vector3f.h>
 #include <edm4hep/utils/vector_utils.h>
 #include <fmt/core.h>
 #include <podio/ObjectID.h>
 #include <podio/RelationRange.h>
 #include <cmath>
 #include <cstddef>
 #include <gsl/pointers>
 
 // algorithm definition
 #include "TrackClusterMergeSplitter.h"
 #include "algorithms/calorimetry/TrackClusterMergeSplitterConfig.h"
 
 namespace eicrecon {
 
 // --------------------------------------------------------------------------
 //! Initialize algorithm
 // --------------------------------------------------------------------------
 void TrackClusterMergeSplitter::init() {
 
   // grab detector id
   m_idCalo = m_geo.detector()->constant<int>(m_cfg.idCalo);
   debug("Collecting projections to detector with system id {}", m_idCalo);
 
 } // end 'init(dd4hep::Detector*)'
 
 // --------------------------------------------------------------------------
 //! Process inputs
 // --------------------------------------------------------------------------
 /*! Primary algorithm call: algorithm ingests a collection
    *  protoclusters and a collection of track projections.
    *  It then decides to merge or split protoclusters according
    *  to the following algorithm:
    *    1. Identify all tracks projections pointing to the
    *       specified calorimeter.
    *    2. Match relevant track projections to protoclusters
    *       based on distance between projection and the energy-
    *       weighted barycenter of the protocluster;
    *    3. For each cluster-track pair:
    *       i.  Calculate the significance of the pair's
    *           E/p relative to the provided mean E/p and
    *           its RMS; and
    *       ii. If the significance is less than the
    *           significance specified by `minSigCut`,
    *           merge all clusters within `drAdd`.
    *    4. Create a protocluster for each merged cluster
    *       and copy all unused protoclusters into output.
    *       - If multiple tracks point to the same merged
    *         cluster, create a new protocluster for each
    *         projection with hit weighted relative to
    *         the track momentum.
    */
 void TrackClusterMergeSplitter::process(const TrackClusterMergeSplitter::Input& input,
                                         const TrackClusterMergeSplitter::Output& output) const {
 
   // grab inputs/outputs
   const auto [in_protoclusters, in_projections] = input;
   auto [out_protoclusters]                      = output;
 
   // exit if no clusters in collection
   if (in_protoclusters->empty()) {
     debug("No proto-clusters in input collection.");
     return;
   }
 
   // ------------------------------------------------------------------------
   // 1. Identify projections to calorimeter
   // ------------------------------------------------------------------------
   VecProj vecProject;
   get_projections(in_projections, vecProject);
 
   // ------------------------------------------------------------------------
   // 2. Match relevant projections to clusters
   // ------------------------------------------------------------------------
   MapToVecProj mapProjToSplit;
   if (vecProject.empty()) {
     debug("No projections to match clusters to.");
     return;
   }
   match_clusters_to_tracks(in_protoclusters, vecProject, mapProjToSplit);
 
   // ------------------------------------------------------------------------
   // 3. Loop over projection-cluster pairs to check if merging is needed
   // ------------------------------------------------------------------------
   SetClust setUsedClust;
   MapToVecClust mapClustToMerge;
   for (auto& [clustSeed, vecMatchProj] : mapProjToSplit) {
 
     // at this point, track-cluster matches are 1-to-1
     // so grab matched track
     auto projSeed = vecMatchProj.front();
 
     // skip if cluster is already used
     if (setUsedClust.contains(clustSeed)) {
       continue;
     }
 
     // add cluster to list and flag as used
     mapClustToMerge[clustSeed].push_back(clustSeed);
     setUsedClust.insert(clustSeed);
 
     // grab cluster energy and projection momentum
     const float eClustSeed = get_cluster_energy(clustSeed);
     const float eProjSeed  = m_cfg.avgEP * edm4hep::utils::magnitude(projSeed.momentum);
 
     // ----------------------------------------------------------------------
     // 3.i. Calculate significance
     // ----------------------------------------------------------------------
     const float sigSeed = (eClustSeed - eProjSeed) / m_cfg.sigEP;
     trace("Seed energy = {}, expected energy = {}, significance = {}", eClustSeed, eProjSeed,
           sigSeed);
 
     // ----------------------------------------------------------------------
     // 3.ii. If significance is above threshold, do nothing.
     //       Otherwise identify clusters to merge.
     // ----------------------------------------------------------------------
     if (sigSeed > m_cfg.minSigCut) {
       continue;
     }
 
     // get eta, phi of seed
     const auto posSeed  = get_cluster_position(clustSeed);
     const float etaSeed = edm4hep::utils::eta(posSeed);
     const float phiSeed = edm4hep::utils::angleAzimuthal(posSeed);
 
     // loop over other clusters
     float eClustSum = eClustSeed;
     float sigSum    = sigSeed;
     for (auto in_cluster : *in_protoclusters) {
 
       // ignore used clusters
       if (setUsedClust.contains(in_cluster)) {
         continue;
       }
 
       // get eta, phi of cluster
       const auto posClust  = get_cluster_position(in_cluster);
       const float etaClust = edm4hep::utils::eta(posClust);
       const float phiClust = edm4hep::utils::angleAzimuthal(posClust);
 
       // get distance to seed
       const float drToSeed =
           std::hypot(etaSeed - etaClust, std::remainder(phiSeed - phiClust, 2. * M_PI));
 
       // --------------------------------------------------------------------
       // If inside merging-window, add to list of clusters to merge
       // --------------------------------------------------------------------
       if (drToSeed > m_cfg.drAdd) {
         continue;
       }
       mapClustToMerge[clustSeed].push_back(in_cluster);
       setUsedClust.insert(in_cluster);
 
       // --------------------------------------------------------------------
       // if picked up cluster w/ matched track, add projection to list
       // --------------------------------------------------------------------
       if (mapProjToSplit.contains(in_cluster)) {
         vecMatchProj.insert(vecMatchProj.end(), mapProjToSplit[in_cluster].begin(),
                             mapProjToSplit[in_cluster].end());
       }
 
       // increment sums and output debugging
       eClustSum += get_cluster_energy(in_cluster);
       sigSum = (eClustSum - eProjSeed) / m_cfg.sigEP;
       trace("{} clusters to merge: current sum = {}, current significance = {}, {} track(s) "
             "pointing to merged cluster",
             mapClustToMerge[clustSeed].size(), eClustSum, sigSum, vecMatchProj.size());
     } // end cluster loop
   } // end matched cluster-projection loop
 
   // ------------------------------------------------------------------------
   // 4. Create an output protocluster for each merged cluster and for
   //    each track pointing to merged cluster
   // ------------------------------------------------------------------------
   for (auto& [clustSeed, vecClustToMerge] : mapClustToMerge) {
     merge_and_split_clusters(vecClustToMerge, mapProjToSplit[clustSeed], out_protoclusters);
   } // end clusters to merge loop
 
   // ------------------------------------------------------------------------
   // copy unused clusters to output
   // ------------------------------------------------------------------------
   for (auto in_cluster : *in_protoclusters) {
 
     // ignore used clusters
     if (setUsedClust.contains(in_cluster)) {
       continue;
     }
 
     // copy cluster and add to output collection
     edm4eic::MutableProtoCluster out_cluster = in_cluster.clone();
     out_protoclusters->push_back(out_cluster);
     trace("Copied input cluster {} onto output cluster {}", in_cluster.getObjectID().index,
           out_cluster.getObjectID().index);
 
   } // end cluster loop
 
 } // end 'process(Input&, Output&)'
 
 // --------------------------------------------------------------------------
 //! Collect projections pointing to calorimeter
 // --------------------------------------------------------------------------
 void TrackClusterMergeSplitter::get_projections(const edm4eic::TrackSegmentCollection* projections,
                                                 VecProj& relevant_projects) const {
 
   // return if projections are empty
   if (projections->empty()) {
     debug("No projections in input collection.");
     return;
   }
 
   // collect projections
   for (auto project : *projections) {
     for (auto point : project.getPoints()) {
       if ((point.system == m_idCalo) && (point.surface == 1)) {
         relevant_projects.push_back(point);
       }
     } // end point loop
   } // end projection loop
   debug("Collected relevant projections: {} to process", relevant_projects.size());
 
 } // end 'get_projections(edm4eic::CalorimeterHit&, edm4eic::TrackSegmentCollection&, VecTrkPoint&)'
 
 // --------------------------------------------------------------------------
 //! Match clusters to track projections
 // --------------------------------------------------------------------------
 /*! FIXME remove this once cluster-track matching has been centralized
    */
 void TrackClusterMergeSplitter::match_clusters_to_tracks(
     const edm4eic::ProtoClusterCollection* clusters, const VecProj& projections,
     MapToVecProj& matches) const {
 
   // loop over relevant projections
   for (auto project : projections) {
 
     // grab projection
     // get eta, phi of projection
     const float etaProj = edm4hep::utils::eta(project.position);
     const float phiProj = edm4hep::utils::angleAzimuthal(project.position);
 
     // to store matched cluster
     edm4eic::ProtoCluster match;
 
     // find closest cluster
     bool foundMatch = false;
     float dMatch    = m_cfg.drAdd;
     for (auto cluster : *clusters) {
 
       // get eta, phi of cluster
       const auto posClust  = get_cluster_position(cluster);
       const float etaClust = edm4hep::utils::eta(posClust);
       const float phiClust = edm4hep::utils::angleAzimuthal(posClust);
 
       // calculate distance to centroid
       const float dist =
           std::hypot(etaProj - etaClust, std::remainder(phiProj - phiClust, 2. * M_PI));
 
       // if closer, set match to current projection
       if (dist <= dMatch) {
         foundMatch = true;
         dMatch     = dist;
         match      = cluster;
       }
     } // end cluster loop
 
     // record match if found
     if (foundMatch) {
       matches[match].push_back(project);
       trace("Matched cluster to track projection: eta-phi distance = {}", dMatch);
     }
   } // end cluster loop
   debug("Finished matching clusters to track projections: {} matches", matches.size());
 
 } // end 'match_clusters_to_tracks(edm4eic::ClusterCollection*, VecTrkPoint&, MapToVecProj&)'
 
 // --------------------------------------------------------------------------
 //! Merge identified clusters and split if needed
 // --------------------------------------------------------------------------
 /*! If multiple tracks are pointing to merged cluster, a new protocluster
    *  is created for each track w/ hits weighted by its distance to the track
    *  and the track's momentum.
    */
 void TrackClusterMergeSplitter::merge_and_split_clusters(
     const VecClust& to_merge, const VecProj& to_split,
     edm4eic::ProtoClusterCollection* out_protoclusters) const {
 
   // if only 1 matched track, no need to split
   if (to_split.size() == 1) {
     edm4eic::MutableProtoCluster new_clust = out_protoclusters->create();
     for (const auto& old_clust : to_merge) {
       for (const auto& hit : old_clust.getHits()) {
         new_clust.addToHits(hit);
         new_clust.addToWeights(1.);
       }
       trace("Merged input cluster {} into output cluster {}", old_clust.getObjectID().index,
             new_clust.getObjectID().index);
     }
     return;
   }
 
   // otherwise split merged cluster for each matched track
   std::vector<edm4eic::MutableProtoCluster> new_clusters;
   for (const auto& proj [[maybe_unused]] : to_split) {
     new_clusters.push_back(out_protoclusters->create());
   }
   trace("Splitting merged cluster across {} tracks", to_split.size());
 
   // loop over all hits from all clusters to merge
   std::vector<float> weights(to_split.size(), 1.);
   for (const auto& old_clust : to_merge) {
     for (const auto& hit : old_clust.getHits()) {
 
       // calculate hit's weight for each track
       for (std::size_t iProj = 0; const auto& proj : to_split) {
 
         // get track eta, phi
         const float etaProj = edm4hep::utils::eta(proj.position);
         const float phiProj = edm4hep::utils::angleAzimuthal(proj.position);
 
         // get hit eta, phi
         const float etaHit = edm4hep::utils::eta(hit.getPosition());
         const float phiHit = edm4hep::utils::angleAzimuthal(hit.getPosition());
 
         // get track momentum, distance to hit
         const float mom = edm4hep::utils::magnitude(proj.momentum);
         const float dist =
             std::hypot(etaHit - etaProj, std::remainder(phiHit - phiProj, 2. * M_PI));
 
         // set weight
         weights[iProj] = std::exp(-1. * dist / m_cfg.transverseEnergyProfileScale) * mom;
         ++iProj;
       }
 
       // normalize weights
       float wTotal = 0.;
       for (const float weight : weights) {
         wTotal += weight;
       }
       for (float& weight : weights) {
         weight /= wTotal;
       }
 
       // add hit to each split merged cluster w/ relevant weight
       for (std::size_t iProj = 0; auto& new_clust : new_clusters) {
         new_clust.addToHits(hit);
         new_clust.addToWeights(weights[iProj]);
       }
 
     } // end hits to merge loop
   } // end clusters to merge loop
 
 } // end 'merge_and_split_clusters(VecClust&, VecProj&, edm4eic::MutableCluster&)'
 
 // --------------------------------------------------------------------------
 //! Grab current energy of protocluster
 // --------------------------------------------------------------------------
 float TrackClusterMergeSplitter::get_cluster_energy(const edm4eic::ProtoCluster& clust) const {
 
   float eClust = 0.;
   for (auto hit : clust.getHits()) {
     eClust += hit.getEnergy();
   }
   return eClust / m_cfg.sampFrac;
 
 } // end 'get_cluster_energy(edm4eic::ProtoCluster&)'
 
 // --------------------------------------------------------------------------
 //! Get current center of protocluster
 // --------------------------------------------------------------------------
 edm4hep::Vector3f
 TrackClusterMergeSplitter::get_cluster_position(const edm4eic::ProtoCluster& clust) const {
 
   // grab total energy
   const float eClust = get_cluster_energy(clust) * m_cfg.sampFrac;
 
   // calculate energy-weighted center
   float wTotal = 0.;
   edm4hep::Vector3f position(0., 0., 0.);
   for (auto hit : clust.getHits()) {
 
     // calculate weight
     float weight = hit.getEnergy() / eClust;
     wTotal += weight;
 
     // update cluster position
     position = position + (hit.getPosition() * weight);
   }
 
   float norm = 1.;
   if (wTotal == 0.) {
     warning("Total weight of 0 in position calculation!");
   } else {
     norm = wTotal;
   }
   return position / norm;
 
 } // end 'get_cluster_position(edm4eic::ProtoCluster&)'
 
 } // namespace eicrecon

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