#include <HGCalMulticlusteringImpl.h>

Public Member Functions
void	clusterizeDBSCAN (const std::vector< edm::Ptr< l1t::HGCalCluster >> &clustersPtr, l1t::HGCalMulticlusterBxCollection &multiclusters, const HGCalTriggerGeometryBase &triggerGeometry)

void	clusterizeDR (const std::vector< edm::Ptr< l1t::HGCalCluster >> &clustersPtr, l1t::HGCalMulticlusterBxCollection &multiclusters, const HGCalTriggerGeometryBase &triggerGeometry)

void	eventSetup (const edm::EventSetup &es)

	HGCalMulticlusteringImpl (const edm::ParameterSet &conf)

bool	isPertinent (const l1t::HGCalCluster &clu, const l1t::HGCalMulticluster &mclu, double dR) const

Private Member Functions
void	finalizeClusters (std::vector< l1t::HGCalMulticluster > &, l1t::HGCalMulticlusterBxCollection &, const HGCalTriggerGeometryBase &)

void	findNeighbor (const std::vector< std::pair< unsigned int, double >> &rankedList, unsigned int searchInd, const std::vector< edm::Ptr< l1t::HGCalCluster >> &clustersPtr, std::vector< unsigned int > &neigbors)

Private Attributes
double	distDbscan_ = 0.005

double	dr_

std::unique_ptr< HGCalTriggerClusterIdentificationBase >	id_

unsigned	minNDbscan_ = 3

std::string	multiclusterAlgoType_

double	ptC3dThreshold_

HGCalShowerShape	shape_

HGCalTriggerTools	triggerTools_

Detailed Description

Definition at line 14 of file HGCalMulticlusteringImpl.h.

Constructor & Destructor Documentation

HGCalMulticlusteringImpl::HGCalMulticlusteringImpl ( const edm::ParameterSet & conf )

Definition at line 5 of file HGCalMulticlusteringImpl.cc.

References distDbscan_, dr_, reco::get(), edm::ParameterSet::getParameter(), id_, minNDbscan_, multiclusterAlgoType_, and ptC3dThreshold_.

     : dr_(conf.getParameter<double>("dR_multicluster")),
       ptC3dThreshold_(conf.getParameter<double>("minPt_multicluster")),
       multiclusterAlgoType_(conf.getParameter<string>("type_multicluster")),
       distDbscan_(conf.getParameter<double>("dist_dbscan_multicluster")),
       minNDbscan_(conf.getParameter<unsigned>("minN_dbscan_multicluster")) {
   edm::LogInfo("HGCalMulticlusterParameters") << "Multicluster dR for Near Neighbour search: " << dr_;
   edm::LogInfo("HGCalMulticlusterParameters") << "Multicluster minimum transverse-momentum: " << ptC3dThreshold_;
   edm::LogInfo("HGCalMulticlusterParameters") << "Multicluster DBSCAN Clustering distance: " << distDbscan_;
   edm::LogInfo("HGCalMulticlusterParameters") << "Multicluster clustering min number of subclusters: " << minNDbscan_;
   edm::LogInfo("HGCalMulticlusterParameters")
       << "Multicluster type of multiclustering algortihm: " << multiclusterAlgoType_;
   id_ = std::unique_ptr<HGCalTriggerClusterIdentificationBase>{
       HGCalTriggerClusterIdentificationFactory::get()->create("HGCalTriggerClusterIdentificationBDT")};
   id_->initialize(conf.getParameter<edm::ParameterSet>("EGIdentification"));
 }

Member Function Documentation

void HGCalMulticlusteringImpl::clusterizeDBSCAN	(	const std::vector< edm::Ptr< l1t::HGCalCluster >> &	clustersPtr,
		l1t::HGCalMulticlusterBxCollection &	multiclusters,
		const HGCalTriggerGeometryBase &	triggerGeometry
	)

Definition at line 103 of file HGCalMulticlusteringImpl.cc.

References finalizeClusters(), findNeighbor(), minNDbscan_, eostools::move(), jetUpdater_cfi::sort, triggerTools_, class-composition::visited, and HGCalTriggerTools::zside().

Referenced by eventSetup().

                                                                                                  {
   std::vector<l1t::HGCalMulticluster> multiclustersTmp;
   l1t::HGCalMulticluster mcluTmp;
   std::vector<bool> visited(clustersPtrs.size(), false);
   std::vector<bool> merged(clustersPtrs.size(), false);
   std::vector<std::pair<unsigned int, double>> rankedList;
   rankedList.reserve(clustersPtrs.size());
   std::vector<std::vector<unsigned int>> neighborList;
   neighborList.reserve(clustersPtrs.size());
 
   int iclu = 0, imclu = 0, neighNo;
   double dist = 0.;
 
   for (std::vector<edm::Ptr<l1t::HGCalCluster>>::const_iterator clu = clustersPtrs.begin(); clu != clustersPtrs.end();
        ++clu, ++iclu) {
     dist = (*clu)->centreProj().mag() * triggerTools_.zside((*clu)->detId());
     rankedList.push_back(std::make_pair(iclu, dist));
   }
   iclu = 0;
   std::sort(rankedList.begin(), rankedList.end(), [](auto& left, auto& right) { return left.second < right.second; });
 
   for (const auto& cluRanked : rankedList) {
     std::vector<unsigned int> neighbors;
 
     if (!visited.at(iclu)) {
       visited.at(iclu) = true;
       findNeighbor(rankedList, iclu, clustersPtrs, neighbors);
       neighborList.push_back(std::move(neighbors));
 
       if (neighborList.at(iclu).size() >= minNDbscan_) {
         multiclustersTmp.emplace_back(clustersPtrs[cluRanked.first]);
         merged.at(iclu) = true;
         /* dynamic range loop: range-based loop syntax cannot be employed */
         for (unsigned int neighInd = 0; neighInd < neighborList.at(iclu).size(); neighInd++) {
           neighNo = neighborList.at(iclu).at(neighInd);
           /* This condition also ensures merging of clusters visited by other clusters but not merged. */
           if (!merged.at(neighNo)) {
             merged.at(neighNo) = true;
             multiclustersTmp.at(imclu).addConstituent(clustersPtrs[rankedList.at(neighNo).first]);
 
             if (!visited.at(neighNo)) {
               visited.at(neighNo) = true;
               std::vector<unsigned int> secNeighbors;
               findNeighbor(rankedList, neighNo, clustersPtrs, secNeighbors);
 
               if (secNeighbors.size() >= minNDbscan_) {
                 neighborList.at(iclu).insert(neighborList.at(iclu).end(), secNeighbors.begin(), secNeighbors.end());
               }
             }
           }
         }
         imclu++;
       }
     } else
       neighborList.push_back(std::move(neighbors));
     iclu++;
   }
   /* making the collection of multiclusters */
   finalizeClusters(multiclustersTmp, multiclusters, triggerGeometry);
 }

void HGCalMulticlusteringImpl::clusterizeDR	(	const std::vector< edm::Ptr< l1t::HGCalCluster >> &	clustersPtr,
		l1t::HGCalMulticlusterBxCollection &	multiclusters,
		const HGCalTriggerGeometryBase &	triggerGeometry
	)

Definition at line 72 of file HGCalMulticlusteringImpl.cc.

References edmIntegrityCheck::d, dr_, finalizeClusters(), createfilelist::int, isPertinent(), and mag().

Referenced by eventSetup().

                                                                                              {
   std::vector<l1t::HGCalMulticluster> multiclustersTmp;
 
   int iclu = 0;
   for (std::vector<edm::Ptr<l1t::HGCalCluster>>::const_iterator clu = clustersPtrs.begin(); clu != clustersPtrs.end();
        ++clu, ++iclu) {
     double minDist = dr_;
     int targetMulticlu = -1;
 
     for (unsigned imclu = 0; imclu < multiclustersTmp.size(); imclu++) {
       if (!this->isPertinent(**clu, multiclustersTmp.at(imclu), dr_))
         continue;
 
       double d = (multiclustersTmp.at(imclu).centreProj() - (*clu)->centreProj()).mag();
       if (d < minDist) {
         minDist = d;
         targetMulticlu = int(imclu);
       }
     }
 
     if (targetMulticlu < 0)
       multiclustersTmp.emplace_back(*clu);
     else
       multiclustersTmp.at(targetMulticlu).addConstituent(*clu);
   }
 
   /* making the collection of multiclusters */
   finalizeClusters(multiclustersTmp, multiclusters, triggerGeometry);
 }

void HGCalMulticlusteringImpl::eventSetup ( const edm::EventSetup & es )

inline

Definition at line 18 of file HGCalMulticlusteringImpl.h.

References clusterizeDBSCAN(), clusterizeDR(), HGCalShowerShape::eventSetup(), HGCalTriggerTools::eventSetup(), finalizeClusters(), findNeighbor(), isPertinent(), shape_, and triggerTools_.

                                            {
     triggerTools_.eventSetup(es);
     shape_.eventSetup(es);
   }

void HGCalMulticlusteringImpl::finalizeClusters	(	std::vector< l1t::HGCalMulticluster > &	multiclusters_in,
		l1t::HGCalMulticlusterBxCollection &	multiclusters_out,
		const HGCalTriggerGeometryBase &	triggerGeometry
	)

private

Definition at line 166 of file HGCalMulticlusteringImpl.cc.

References fastPrimaryVertexProducer_cfi::clusters, HGCalShowerShape::fillShapes(), id_, ptC3dThreshold_, BXVector< T >::push_back(), shape_, and TtFullHadEvtBuilder_cfi::sumPt.

Referenced by clusterizeDBSCAN(), clusterizeDR(), and eventSetup().

                                                                                                  {
   for (auto& multicluster : multiclusters_in) {
     // compute the eta, phi from its barycenter
     // + pT as scalar sum of pT of constituents
     double sumPt = 0.;
     const std::unordered_map<uint32_t, edm::Ptr<l1t::HGCalCluster>>& clusters = multicluster.constituents();
     for (const auto& id_cluster : clusters)
       sumPt += id_cluster.second->pt();
 
     math::PtEtaPhiMLorentzVector multiclusterP4(sumPt, multicluster.centre().eta(), multicluster.centre().phi(), 0.);
     multicluster.setP4(multiclusterP4);
 
     if (multicluster.pt() > ptC3dThreshold_) {
       //compute shower shapes
       shape_.fillShapes(multicluster, triggerGeometry);
       // fill quality flag
       multicluster.setHwQual(id_->decision(multicluster));
       // fill H/E
       multicluster.saveHOverE();
 
       multiclusters_out.push_back(0, multicluster);
     }
   }
 }

void HGCalMulticlusteringImpl::findNeighbor	(	const std::vector< std::pair< unsigned int, double >> &	rankedList,
		unsigned int	searchInd,
		const std::vector< edm::Ptr< l1t::HGCalCluster >> &	clustersPtr,
		std::vector< unsigned int > &	neigbors
	)

private

Definition at line 37 of file HGCalMulticlusteringImpl.cc.

References distDbscan_, Exception, and mag().

Referenced by clusterizeDBSCAN(), and eventSetup().

                                                                                 {
   if (clustersPtrs.size() <= searchInd || clustersPtrs.size() < rankedList.size()) {
     throw cms::Exception("IndexOutOfBound: clustersPtrs in 'findNeighbor'");
   }
 
   for (unsigned int ind = searchInd + 1;
        ind < rankedList.size() && fabs(rankedList.at(ind).second - rankedList.at(searchInd).second) < distDbscan_;
        ind++) {
     if (clustersPtrs.size() <= rankedList.at(ind).first) {
       throw cms::Exception("IndexOutOfBound: clustersPtrs in 'findNeighbor'");
 
     } else if (((*(clustersPtrs[rankedList.at(ind).first])).centreProj() -
                 (*(clustersPtrs[rankedList.at(searchInd).first])).centreProj())
                    .mag() < distDbscan_) {
       neighbors.push_back(ind);
     }
   }
 
   for (unsigned int ind = 0;
        ind < searchInd && fabs(rankedList.at(searchInd).second - rankedList.at(ind).second) < distDbscan_;
        ind++) {
     if (clustersPtrs.size() <= rankedList.at(ind).first) {
       throw cms::Exception("IndexOutOfBound: clustersPtrs in 'findNeighbor'");
 
     } else if (((*(clustersPtrs[rankedList.at(ind).first])).centreProj() -
                 (*(clustersPtrs[rankedList.at(searchInd).first])).centreProj())
                    .mag() < distDbscan_) {
       neighbors.push_back(ind);
     }
   }
 }

bool HGCalMulticlusteringImpl::isPertinent	(	const l1t::HGCalCluster &	clu,
		const l1t::HGCalMulticluster &	mclu,
		double	dR
	)		const

Definition at line 22 of file HGCalMulticlusteringImpl.cc.

References l1t::HGCalClusterT< C >::centreProj(), l1t::HGCalClusterT< C >::detId(), mag(), triggerTools_, and HGCalTriggerTools::zside().

Referenced by clusterizeDR(), and eventSetup().

                                                             {
   DetId cluDetId(clu.detId());
   DetId firstClusterDetId(mclu.detId());
 
   if (triggerTools_.zside(cluDetId) != triggerTools_.zside(firstClusterDetId)) {
     return false;
   }
   if ((mclu.centreProj() - clu.centreProj()).mag() < dR) {
     return true;
   }
   return false;
 }