FPGATrackSimLogicalHitsProcessAlg.cxx

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// Copyright (C) 2002-2025 CERN for the benefit of the ATLAS collaboration
 
#include "FPGATrackSimLogicalHitsProcessAlg.h"
 
#include "FPGATrackSimObjects/FPGATrackSimCluster.h"
#include "FPGATrackSimObjects/FPGATrackSimHit.h"
#include "FPGATrackSimObjects/FPGATrackSimDataFlowInfo.h"
#include "FPGATrackSimObjects/FPGATrackSimRoad.h"
#include "FPGATrackSimObjects/FPGATrackSimTrack.h"
#include "FPGATrackSimObjects/FPGATrackSimLogicalEventOutputHeader.h"
#include "FPGATrackSimObjects/FPGATrackSimLogicalEventInputHeader.h"
#include "FPGATrackSimObjects/FPGATrackSimTrackPars.h"
 
#include "FPGATrackSimAlgorithms/FPGATrackSimNNTrackTool.h"
#include "FPGATrackSimAlgorithms/FPGATrackSimOverlapRemovalTool.h"
#include "FPGATrackSimAlgorithms/FPGATrackSimTrackFitterTool.h"
 
#include "FPGATrackSimConfTools/FPGATrackSimRegionSlices.h"
 
#include "FPGATrackSimInput/FPGATrackSimRawToLogicalHitsTool.h"
#include "FPGATrackSimInput/FPGATrackSimReadRawRandomHitsTool.h"
 
#include "FPGATrackSimMaps/FPGATrackSimRegionMap.h"
 
#include "GaudiKernel/IEventProcessor.h"
 
#include <algorithm>
#include <vector>
 
constexpr bool enableBenchmark =
#ifdef BENCHMARK_FPGATRACKSIM
    true;
#else
    false;
#endif
 
// Initialize
 
FPGATrackSimLogicalHitsProcessAlg::FPGATrackSimLogicalHitsProcessAlg (const std::string& name, ISvcLocator* pSvcLocator) :
    AthAlgorithm(name, pSvcLocator)
{
}
 
 
StatusCode FPGATrackSimLogicalHitsProcessAlg::initialize()
{
    std::stringstream ss(m_description);
    std::string line;
    ATH_MSG_INFO("Tag config:");
    if (!m_description.empty()) {
        while (std::getline(ss, line, '\n')) {
            ATH_MSG_INFO('\t' << line);
        }
    }
    ATH_CHECK(m_roadFinderTool.retrieve());
    ATH_CHECK(m_LRTRoadFilterTool.retrieve(EnableTool{m_doLRT}));
    ATH_CHECK(m_LRTRoadFinderTool.retrieve(EnableTool{m_doLRT}));
    ATH_CHECK(m_houghRootOutputTool.retrieve(EnableTool{m_doHoughRootOutput1st}));
    ATH_CHECK(m_NNTrackTool.retrieve(EnableTool{m_doNNTrack}));
    ATH_CHECK(m_roadFilterTool.retrieve(EnableTool{m_filterRoads}));
    ATH_CHECK(m_roadFilterTool2.retrieve(EnableTool{m_filterRoads2}));
 
    ATH_CHECK(m_spacepointsTool.retrieve(EnableTool{m_doSpacepoints}));
 
    ATH_CHECK(m_trackFitterTool_1st.retrieve(EnableTool{m_doTracking}));
    ATH_CHECK(m_overlapRemovalTool_1st.retrieve());
    ATH_CHECK(m_writeOutputTool.retrieve());
    ATH_CHECK(m_FPGATrackSimMapping.retrieve());
    ATH_CHECK(m_slicingEngineTool.retrieve());
 
 
    ATH_CHECK(m_1st_stage_road_monitor.retrieve());
    ATH_CHECK(m_1st_stage_road_post_filter_1_monitor.retrieve());
    ATH_CHECK(m_1st_stage_road_post_OLR_monitor.retrieve());
    ATH_CHECK(m_1st_stage_road_post_filter_2_monitor.retrieve());
    ATH_CHECK(m_1st_stage_track_monitor.retrieve());
    ATH_CHECK(m_1st_stage_track_post_setTruth_monitor.retrieve());
    ATH_CHECK(m_1st_stage_track_post_chi2_monitor.retrieve());
    ATH_CHECK(m_1st_stage_track_post_OLR_monitor.retrieve());
 
 
 
    ATH_MSG_DEBUG("initialize() Instantiating root objects");
 
    // ROOT branches created for test vectors.
    m_logicEventOutputHeader = m_writeOutputTool->addOutputBranch(m_outputBranch.value(), true);
 
    if (m_outputRoadUnionTool) m_slicedHitHeader = m_writeOutputTool->addInputBranch(m_sliceBranch.value(), m_writeInputBranches);
      
    // Updated slicing engine test vectors will have three streams.
    m_slicedFirstPixelHeader = m_writeOutputTool->addInputBranch(m_sliceFirstPixelBranch.value(), m_writeInputBranches);
    m_slicedSecondPixelHeader = m_writeOutputTool->addInputBranch(m_sliceSecondPixelBranch.value(), m_writeInputBranches);
    m_slicedStripHeader = m_writeOutputTool->addInputBranch(m_sliceStripBranch.value(), m_writeInputBranches);
    
    // We also need a pre- and post- SP copy of the SPs.
    m_slicedStripHeaderPreSP = m_writeOutputTool->addInputBranch(m_sliceStripBranchPreSP.value(), m_writeInputBranches);
    
    // Connect the slicing tools accordingly. We probably no longer need to hook up the roadfinder here.
    if (m_outputRoadUnionTool) m_roadFinderTool->setupSlices(m_slicedHitHeader);
    m_slicingEngineTool->setupSlices(m_slicedFirstPixelHeader, m_slicedSecondPixelHeader, m_slicedStripHeader);
 
    ATH_MSG_DEBUG("initialize() Setting branch");
 
    if (!m_monTool.empty())
        ATH_CHECK(m_monTool.retrieve());
 
    ATH_CHECK( m_FPGASpacePointsKey.initialize() );
    ATH_CHECK( m_FPGAHitInRoadsKey.initialize() );
    ATH_CHECK( m_FPGAHitFilteredKey.initialize() );
    ATH_CHECK( m_FPGARoadKey.initialize() );
    ATH_CHECK( m_FPGATrackKey.initialize() );
    ATH_CHECK( m_FPGAHitKey.initialize() );
    ATH_CHECK( m_FPGAHitKey_1st.initialize() );
    ATH_CHECK( m_FPGAHitKey_2nd.initialize() );
    ATH_CHECK( m_FPGATruthTrackKey.initialize() );
    ATH_CHECK( m_FPGAOfflineTrackKey.initialize() );
    ATH_CHECK( m_FPGAEventInfoKey.initialize() );
 
    ATH_CHECK( m_chrono.retrieve() );
    ATH_MSG_DEBUG("initialize() Finished");
 
    return StatusCode::SUCCESS;
}
 
 
//                          MAIN EXECUTE ROUTINE                             //
 
StatusCode FPGATrackSimLogicalHitsProcessAlg::execute()
{
    const EventContext& ctx = getContext();
 
    // Get reference to hits from StoreGate.
    SG::ReadHandle<FPGATrackSimHitCollection> FPGAHits(m_FPGAHitKey, ctx);
    if (!FPGAHits.isValid()) {
        if (m_evt == 0) {
            ATH_MSG_WARNING("Didn't receive " << FPGAHits.key() << " on first event; assuming no input events.");
        }
        SmartIF<IEventProcessor> appMgr{service("ApplicationMgr")};
        if (!appMgr) {
            ATH_MSG_ERROR("Failed to retrieve ApplicationMgr as IEventProcessor");
            return StatusCode::FAILURE;
        }
        return appMgr->stopRun();
    }
 
    // Set up write handles.
    SG::WriteHandle<FPGATrackSimHitCollection> FPGAHits_1st (m_FPGAHitKey_1st,ctx);
    SG::WriteHandle<FPGATrackSimHitCollection> FPGAHits_2nd (m_FPGAHitKey_2nd,ctx);
    SG::WriteHandle<FPGATrackSimRoadCollection> FPGARoads_1st (m_FPGARoadKey, ctx);
    SG::WriteHandle<FPGATrackSimHitContainer> FPGAHitsInRoads_1st (m_FPGAHitInRoadsKey, ctx);
 
    ATH_CHECK( FPGAHits_1st.record (std::make_unique<FPGATrackSimHitCollection>()));
    ATH_CHECK( FPGAHits_2nd.record (std::make_unique<FPGATrackSimHitCollection>()));
    ATH_CHECK( FPGARoads_1st.record (std::make_unique<FPGATrackSimRoadCollection>()));
    ATH_CHECK( FPGAHitsInRoads_1st.record (std::make_unique<FPGATrackSimHitContainer>()));
 
    SG::WriteHandle<FPGATrackSimTrackCollection> FPGATracks_1stHandle (m_FPGATrackKey, ctx);
    ATH_CHECK(FPGATracks_1stHandle.record (std::make_unique<FPGATrackSimTrackCollection>()));
 
    SG::WriteHandle<FPGATrackSimHitCollection> FPGAHitsFiltered_1st (m_FPGAHitFilteredKey, ctx);
    ATH_CHECK( FPGAHitsFiltered_1st.record (std::make_unique<FPGATrackSimHitCollection>()));
 
    SG::WriteHandle<FPGATrackSimClusterCollection> FPGASpacePoints (m_FPGASpacePointsKey, ctx);
    ATH_CHECK( FPGASpacePoints.record (std::make_unique<FPGATrackSimClusterCollection>()));
 
    // Query the event selection service to make sure this event passed cuts.
    if (!m_evtSel->getSelectedEvent()) {
 
      // Potentially write the output data, now it's empty and reset, but this keeps things synchronized over trees
      if (m_writeOutputData)  {
       std::vector<std::shared_ptr<const FPGATrackSimRoad>> roads_1st;
       std::vector<FPGATrackSimTrack> tracks_1st;
       auto dataFlowInfo = std::make_unique<FPGATrackSimDataFlowInfo>();
       ATH_CHECK(writeOutputData(roads_1st, tracks_1st, dataFlowInfo.get()));
      }      
 
      return StatusCode::SUCCESS;
    }
    ATH_MSG_INFO("Event accepted by: " << m_evtSel->name());
 
    // Event passes cuts, count it. technically, DataPrep does this now.
    m_evt++;
 
    // Read event info structure. all we need this for is to propagate to our event info structures.
    SG::ReadHandle<FPGATrackSimEventInfo> FPGAEventInfo(m_FPGAEventInfoKey, ctx);
    if (!FPGAEventInfo.isValid()) {
        ATH_MSG_ERROR("Could not find FPGA Event Info with key " << FPGAEventInfo.key());
        return StatusCode::FAILURE;
    }
    FPGATrackSimEventInfo eventInfo = *FPGAEventInfo.cptr();
    m_slicedFirstPixelHeader->newEvent(eventInfo);
    m_slicedSecondPixelHeader->newEvent(eventInfo);
    m_slicedStripHeader->newEvent(eventInfo);
    m_slicedStripHeaderPreSP->newEvent(eventInfo);
    
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: Split hits to 1st and 2nd stage");
 
    std::vector<std::shared_ptr<const FPGATrackSimHit>> phits_output, phits_all, phits_1st, phits_2nd;
    phits_1st.reserve(FPGAHits->size());
    phits_2nd.reserve(FPGAHits->size());
    ATH_MSG_DEBUG("Incoming Hits: " << FPGAHits->size());
    for (const FPGATrackSimHit& hit : *(FPGAHits.cptr())) {
        phits_all.emplace_back(&hit, [](const FPGATrackSimHit*){});
    }
 
    // Use the slicing engine tool to do the stage-based separation. Does not use the pmap.
    m_slicingEngineTool->sliceHits(phits_all, phits_1st, phits_2nd);
    // record 1st stage hits in SG
    for (auto& hit : phits_1st) {
        FPGAHits_1st->push_back(*hit);
    }
 
    if(m_writeOutputData) *m_slicedStripHeaderPreSP = *m_slicedStripHeader;
 
    // The slicing engine puts strip hits into a logical event input header. That header now needs to go
    // to the spacepoint tool if it's turned on. Those hits then get added to phits_1st or phits_2nd as appropriate.
    if (m_doSpacepoints) {
        m_spacepoints.clear();
        if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: SP fornmation");
        ATH_CHECK(m_spacepointsTool->DoSpacePoints(*m_slicedStripHeader, m_spacepoints));
        if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: SP fornmation");
        for (const FPGATrackSimCluster& cluster : m_spacepoints) FPGASpacePoints->push_back(cluster);
    }
 
    // Use a property to control whether the strips/SPs go to 1st or second stage.
    for (const FPGATrackSimHit& hit : m_slicedStripHeader->towers().at(0).hits()) {
        (m_secondStageStrips ? phits_2nd : phits_1st).emplace_back(&hit, [](const FPGATrackSimHit*){});
    }
    for (auto& hit : phits_2nd) {
        FPGAHits_2nd->push_back(*hit);
    }
 
    // Add all hits including SPs to this for the HoughRootOutputTool
    for (const FPGATrackSimHit& hit : *(FPGAHits_2nd.cptr())) {
        phits_output.emplace_back(&hit, [](const FPGATrackSimHit*){});
    }
 
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: Split hits to 1st and 2nd stage");
    ATH_MSG_DEBUG("1st stage hits: " << phits_1st.size() << "          2nd stage hits: " << phits_2nd.size() );
    if (phits_1st.empty()) return StatusCode::SUCCESS;
    // Get truth tracks from DataPrep as well.
    SG::ReadHandle<FPGATrackSimTruthTrackCollection> FPGATruthTracks(m_FPGATruthTrackKey, ctx);
    if (!FPGATruthTracks.isValid()) {
        ATH_MSG_ERROR("Could not find FPGA Truth Track Collection with key " << FPGATruthTracks.key());
        return StatusCode::FAILURE;
    }
 
    // Same for offline tracks.
    SG::ReadHandle<FPGATrackSimOfflineTrackCollection> FPGAOfflineTracks(m_FPGAOfflineTrackKey, ctx);
    if (!FPGAOfflineTracks.isValid()) {
        ATH_MSG_ERROR("Could not find FPGA Offline Track Collection with key " << FPGAOfflineTracks.key());
        return StatusCode::FAILURE;
    }
 
 
    //                      roads                     //
 
    const std::vector<FPGATrackSimTruthTrack>& truthtracks = *FPGATruthTracks;
    auto nLogicalLayers = m_FPGATrackSimMapping->PlaneMap_1st(0)->getNLogiLayers();
    auto monitorRoads = [&](auto& monitor, const auto& roads) {
        if (!monitor.empty()) {
            monitor->fillRoad(roads, truthtracks, nLogicalLayers);
        }
    };
 
 
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: GetRoads");
    // get roads
    std::vector<std::shared_ptr<const FPGATrackSimRoad>> roads_1st;
    ATH_CHECK(m_roadFinderTool->getRoads(phits_1st, roads_1st, *(FPGATruthTracks.cptr())));
    monitorRoads(m_1st_stage_road_monitor, roads_1st); 
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: GetRoads");
    
 
 
    // Standard road Filter
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: RoadFiltering");
    std::vector<std::shared_ptr<const FPGATrackSimRoad>> postfilter_roads;
    if (m_filterRoads) {
        ATH_CHECK(m_roadFilterTool->filterRoads(roads_1st, postfilter_roads));
        roads_1st = std::move(postfilter_roads);
    }
    monitorRoads(m_1st_stage_road_post_filter_1_monitor, roads_1st);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: RoadFiltering");
        
 
    // overlap removal
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: OverlapRemoval");
    if (m_doOverlapRemoval) ATH_CHECK(m_overlapRemovalTool_1st->runOverlapRemoval(roads_1st));
    monitorRoads(m_1st_stage_road_post_OLR_monitor, roads_1st);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: OverlapRemoval");
 
 
    // Road Filter2
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: RoadFiltering2");
    std::vector<std::shared_ptr<const FPGATrackSimRoad>> postfilter2_roads;
    if (m_filterRoads2) {
        ATH_CHECK(m_roadFilterTool2->filterRoads(roads_1st, postfilter2_roads));
        roads_1st = std::move(postfilter2_roads);
    }
    monitorRoads(m_1st_stage_road_post_filter_2_monitor, roads_1st);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: RoadFiltering2");
 
 
    //                     tracks                     //
 
    auto monitorTracks = [&](auto& monitor, const auto& tracks) {
        if (monitor.empty()) return;
        // prepare vector<const FPGATrackSimTrack*> regardless of input type
        std::vector<const FPGATrackSimTrack*> track_ptrs;
        track_ptrs.reserve(tracks.size());
        // transform tracks into a vector of pointers
        if constexpr (std::is_pointer_v<typename std::decay_t<decltype(tracks)>::value_type>) {
            // tracks is std::vector<const FPGATrackSimTrack*>
            track_ptrs.insert(track_ptrs.end(), tracks.begin(), tracks.end());
        } else {
            // tracks is std::vector<FPGATrackSimTrack>
            std::transform(tracks.begin(), tracks.end(), std::back_inserter(track_ptrs), [](const auto& t) { return &t; });
        }
        // monitor using track pointers
        monitor->fillTrack(track_ptrs, truthtracks, 1.e15);
    };
 
    // Get tracks
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: Getting Tracks");
    std::vector<FPGATrackSimTrack> tracks_1st;
    if (m_doTracking) {
        if (m_doNNTrack) {
            ATH_MSG_DEBUG("Performing NN tracking");
            ATH_CHECK(m_NNTrackTool->getTracks_1st(roads_1st, tracks_1st));
            if (m_doGNNTrack) {
                ATH_MSG_DEBUG("Performing track parameter estimation");
                ATH_CHECK(m_NNTrackTool->setTrackParameters(tracks_1st,true,m_evtSel->getMin(), m_evtSel->getMax()));
            }
        } else {
            ATH_MSG_DEBUG("Performing Linear tracking");
            if (m_passLowestChi2TrackOnly) { // Pass only the lowest chi2 track per road
                // Loop over roads and keep only the best track for each road
                for (const auto& road : roads_1st) {
                    std::vector<FPGATrackSimTrack> tracksForCurrentRoad;
 
                    // Collect tracks for this road
                    std::vector<std::shared_ptr<const FPGATrackSimRoad>> roadVec = {road};
                    ATH_CHECK(m_trackFitterTool_1st->getTracks(roadVec, tracksForCurrentRoad, m_evtSel->getMin(), m_evtSel->getMax()));
 
                    // Find the best track for this road
                    if (!tracksForCurrentRoad.empty()) {
                        auto bestTrackIter = std::min_element(
                            tracksForCurrentRoad.begin(), tracksForCurrentRoad.end(),
                            [](const FPGATrackSimTrack& a, const FPGATrackSimTrack& b) {
                                return a.getChi2ndof() < b.getChi2ndof();
                            });
 
                        if (bestTrackIter != tracksForCurrentRoad.end() && bestTrackIter->getChi2ndof() < 1.e15) {
                            tracks_1st.push_back(*bestTrackIter);
                        }
                    }
                }
            } else { // Pass all tracks with chi2 < 1e15
                ATH_CHECK(m_trackFitterTool_1st->getTracks(roads_1st, tracks_1st, m_evtSel->getMin(), m_evtSel->getMax()));
            }
        }
    } else { // No tracking; 
      ATH_MSG_DEBUG("No tracking. Just running dummy road2track algorith");
      if(m_doGNNPixelSeeding) { //For GNNPixelSeeding, convert the roads to a track in the simplest form
        for (const std::shared_ptr<const FPGATrackSimRoad>& road : roads_1st) {
            std::vector<std::shared_ptr<const FPGATrackSimHit>> track_hits;
            for (unsigned layer = 0; layer < road->getNLayers(); ++layer) {
                track_hits.insert(track_hits.end(), road->getHits(layer).begin(), road->getHits(layer).end());
            }
 
            FPGATrackSimTrack track_cand;
            track_cand.setNLayers(track_hits.size());
            for (size_t ihit = 0; ihit < track_hits.size(); ++ihit) {
                track_cand.setFPGATrackSimHit(ihit, *(track_hits[ihit]));
            }
            tracks_1st.push_back(track_cand); 
        }
      }
      else { roadsToTrack(roads_1st, tracks_1st, m_FPGATrackSimMapping->PlaneMap_1st(0)); }
    }
        
    monitorTracks(m_1st_stage_track_monitor, tracks_1st);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: Getting Tracks");
 
 
    // set track parameters to truth
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: Set Track Parameters to Truth");
    //Loop over tracks and set the region for all of them, also optionally set track parameters to truth
    for (FPGATrackSimTrack& track : tracks_1st) {
        track.setRegion(m_region);
        if (m_SetTruthParametersForTracks >= 0 && truthtracks.size() > 0) {
            if (m_SetTruthParametersForTracks != 0)
            track.setQOverPt(truthtracks.front().getQOverPt());
            else if (m_SetTruthParametersForTracks != 1)
            track.setD0(truthtracks.front().getD0());
            else if (m_SetTruthParametersForTracks != 2)
            track.setPhi(truthtracks.front().getPhi());
            else if (m_SetTruthParametersForTracks != 3)
            track.setZ0(truthtracks.front().getZ0());
            else if (m_SetTruthParametersForTracks != 4)
            track.setEta(truthtracks.front().getEta());
        }
    }
    monitorTracks(m_1st_stage_track_post_setTruth_monitor, tracks_1st);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: Set Track Parameters to Truth");
 
    // Loop over roads and store them in SG (after track finding to also copy the sector information)
    for (auto const& road : roads_1st) {
        std::vector<FPGATrackSimHit> road_hits;
        ATH_MSG_DEBUG("Hough Road X Y: " << road->getX() << " " << road->getY());
        for (size_t l = 0; l < road->getNLayers(); ++l) {
            for (const auto& layerH : road->getHits(l)) {
                road_hits.push_back(*layerH);
            }
        }
        FPGAHitsInRoads_1st->push_back(std::move(road_hits));
        FPGARoads_1st->push_back(*road);
    }
 
    // overlap removal
    if constexpr (enableBenchmark) m_chrono->chronoStart("1st Stage: OverlapRemoval");
    if (m_doOverlapRemoval)  ATH_CHECK(m_overlapRemovalTool_1st->runOverlapRemoval(tracks_1st));
    // monitor variables (vectors of pointers)
    std::vector<const FPGATrackSimTrack*> tracks_1st_after_chi2;
    std::vector<const FPGATrackSimTrack*> tracks_1st_after_overlap;
    for (const FPGATrackSimTrack& track : tracks_1st) {
        if (track.getChi2ndof() < m_trackScoreCut.value()) {
            m_nTracksChi2Tot++;
            tracks_1st_after_chi2.push_back(&track);
            if (track.passedOR()) {
                tracks_1st_after_overlap.push_back(&track);
                m_nTracksChi2OLRTot++;
            }
        }
    }
    monitorTracks(m_1st_stage_track_post_chi2_monitor, tracks_1st_after_chi2);
    monitorTracks(m_1st_stage_track_post_OLR_monitor, tracks_1st_after_overlap);
    if constexpr (enableBenchmark) m_chrono->chronoStop("1st Stage: OverlapRemoval");
 
    m_nRoadsTot += roads_1st.size();
    m_nTracksTot += tracks_1st.size();
 
    // Do some simple monitoring of efficiencies. okay, we need truth tracks here.
    if (truthtracks.size() > 0) {
        m_evt_truth++;
        if (roads_1st.size() > 0) m_nRoadsFound++;
        if (roads_1st.size() > m_maxNRoadsFound) m_maxNRoadsFound = roads_1st.size();
 
        unsigned npasschi2(0);
        unsigned npasschi2OLR(0);
        if (tracks_1st.size() > 0) {
            m_nTracksFound++;
            if (tracks_1st.size() > m_maxNTracksTot) m_maxNTracksTot = tracks_1st.size();
            for (const auto& track : tracks_1st) {
                if (track.getChi2ndof() < m_trackScoreCut.value()) {
                    npasschi2++;
                    if (track.passedOR()) {
                        npasschi2OLR++;
                    }
                }
            }
        }
        if (npasschi2 > m_maxNTracksChi2Tot) m_maxNTracksChi2Tot = npasschi2;
        if (npasschi2OLR > m_maxNTracksChi2OLRTot) m_maxNTracksChi2OLRTot = npasschi2OLR;
        if (npasschi2 > 0) m_nTracksChi2Found++;
        if (npasschi2OLR > 0) m_nTracksChi2OLRFound++;
    }
 
    for (const FPGATrackSimTrack& track : tracks_1st) FPGATracks_1stHandle->push_back(track);
 
    // Now, we may want to do large-radius tracking on the hits not used by the first stage tracking.
    // This follows overlap removal.
    std::vector<std::shared_ptr<const FPGATrackSimRoad>> roadsLRT;
    std::vector<FPGATrackSimTrack> tracksLRT; // currently empty
    if (m_doLRT) {
        // Filter out hits that are on successful first-stage tracks
        std::vector<std::shared_ptr<const FPGATrackSimHit>> remainingHits;
 
        if (m_doLRTHitFiltering) {
            ATH_MSG_DEBUG("Doing hit filtering based on prompt tracks.");
            ATH_CHECK(m_LRTRoadFilterTool->filterUsedHits(tracks_1st, phits_1st, remainingHits));
 
            for (const auto &Hit : remainingHits) FPGAHitsFiltered_1st->push_back(*Hit);
 
        } else {
            ATH_MSG_DEBUG("No hit filtering requested; using all hits for LRT.");
            remainingHits = std::move(phits_1st);
        }
 
        // Get LRT roads with remaining hits
        ATH_MSG_DEBUG("Finding LRT roads");
        ATH_CHECK(m_LRTRoadFinderTool->getRoads( remainingHits, roadsLRT ));
    }
 
    auto dataFlowInfo = std::make_unique<FPGATrackSimDataFlowInfo>();
 
    // Write the output and reset
    if (m_writeOutputData)  {
        ATH_CHECK(writeOutputData(roads_1st, tracks_1st, dataFlowInfo.get()));
    }
    
    // This one we can do-- by passing in truth and offline tracks via storegate above (*FPGAOfflineTracks).
    if (m_doHoughRootOutput1st) {
        ATH_MSG_DEBUG("Running HoughRootOutputTool in 1st stage.");
 
        SmartIF<IEventProcessor> appMgr{service("ApplicationMgr")};
        if (!appMgr) {
            ATH_MSG_ERROR("Failed to retrieve ApplicationMgr as IEventProcessor");
            return StatusCode::FAILURE;
        }
 
        // Create output ROOT file
        ATH_CHECK(m_houghRootOutputTool->fillTree(roads_1st, truthtracks, *FPGAOfflineTracks, phits_output, m_writeOutNonSPStripHits, m_trackScoreCut.value(), m_NumOfHitPerGrouping, false));
    }
 
    // Reset data pointers
    if (m_outputRoadUnionTool) m_slicedHitHeader->reset();
    m_logicEventOutputHeader->reset();
 
    return StatusCode::SUCCESS;
}
 
 
//                  INPUT PASSING, READING AND PROCESSING                    //
 
StatusCode FPGATrackSimLogicalHitsProcessAlg::writeOutputData(  const std::vector<std::shared_ptr<const FPGATrackSimRoad>>& roads_1st,
                                                                std::vector<FPGATrackSimTrack> const& tracks_1st,
                                                                FPGATrackSimDataFlowInfo const* dataFlowInfo)
{
    m_logicEventOutputHeader->reset();
 
    ATH_MSG_DEBUG("NFPGATrackSimRoads_1st = " << roads_1st.size() << ", NFPGATrackSimTracks_1st = " << tracks_1st.size());
 
    if (!m_writeOutputData) return StatusCode::SUCCESS;
    m_logicEventOutputHeader->reserveFPGATrackSimRoads_1st(roads_1st.size());
    m_logicEventOutputHeader->addFPGATrackSimRoads_1st(roads_1st);
 
    m_logicEventOutputHeader->reserveFPGATrackSimTracks_1st(tracks_1st.size());
    m_logicEventOutputHeader->addFPGATrackSimTracks_1st(tracks_1st);
 
    m_logicEventOutputHeader->setDataFlowInfo(*dataFlowInfo);
    ATH_MSG_DEBUG(m_logicEventOutputHeader->getDataFlowInfo());
 
    // It would be nice to rearrange this so both algorithms use one instance of this tool, I think.
    // Which means that dataprep can't call writeData because that does Fill().
    ATH_CHECK(m_writeOutputTool->writeData());
 
 
 
    return StatusCode::SUCCESS;
}
 
 
// Finalize
 
StatusCode FPGATrackSimLogicalHitsProcessAlg::finalize()
{
    ATH_MSG_INFO("PRINTING FPGATRACKSIM SIMPLE STATS");
    ATH_MSG_INFO("========================================================================================");
    ATH_MSG_INFO("Ran on events = " << m_evt);
    ATH_MSG_INFO("Inclusive efficiency to find a road = " << (m_evt_truth == 0 ? "NAN" : std::to_string(m_nRoadsFound/(float)m_evt_truth)));
    ATH_MSG_INFO("Inclusive efficiency to find a track = " << (m_evt_truth == 0 ? "NAN" : std::to_string(m_nTracksFound/(float)m_evt_truth)));
    ATH_MSG_INFO("Inclusive efficiency to find a track passing chi2 = " << (m_evt_truth == 0 ? "NAN" : std::to_string(m_nTracksChi2Found/(float)m_evt_truth)));
    ATH_MSG_INFO("Inclusive efficiency to find a track passing chi2 and OLR = " << (m_evt_truth == 0 ? "NAN" : std::to_string(m_nTracksChi2OLRFound/(float)m_evt_truth)));
 
 
    ATH_MSG_INFO("Number of 1st stage roads/event = " << (m_evt == 0 ? "NAN" : std::to_string(m_nRoadsTot/(float)m_evt)));
    ATH_MSG_INFO("Number of 1st stage track combinations/event = " << (m_evt == 0 ? "NAN" : std::to_string(m_nTracksTot/(float)m_evt)));
    ATH_MSG_INFO("Number of 1st stage tracks passing chi2/event = " << (m_evt == 0 ? "NAN" : std::to_string(m_nTracksChi2Tot/(float)m_evt)));
    ATH_MSG_INFO("Number of 1st stage tracks passing chi2 and OLR/event = " << (m_evt == 0 ? "NAN" : std::to_string(m_nTracksChi2OLRTot/(float)m_evt)));
    ATH_MSG_INFO("========================================================================================");
 
    ATH_MSG_INFO("Max number of 1st stage roads in an event = " << m_maxNRoadsFound);
    ATH_MSG_INFO("Max number of 1st stage track combinations in an event = " << m_maxNTracksTot);
    ATH_MSG_INFO("Max number of 1st stage tracks passing chi2 in an event = " << m_maxNTracksChi2Tot);
    ATH_MSG_INFO("Max number of 1st stage tracks passing chi2 and OLR in an event = " << m_maxNTracksChi2OLRTot);
    ATH_MSG_INFO("========================================================================================");
 
    return StatusCode::SUCCESS;
}
 
 
// Helpers
 
void FPGATrackSimLogicalHitsProcessAlg::printHitSubregions(std::vector<FPGATrackSimHit> const & hits)
{
    ATH_MSG_WARNING("Hit regions:");
    for (const auto& hit : hits)
    {
        std::vector<uint32_t> regions = m_FPGATrackSimMapping->SubRegionMap()->getRegions(hit);
        std::stringstream ss;
        for (auto r : regions)
            ss << r << ",";
        ATH_MSG_WARNING("\t[" << ss.str() << "]");
    }
}