#include <DTOccupancyTestML.h>

Inheritance diagram for DTOccupancyTestML:

Public Member Functions
	DTOccupancyTestML (const edm::ParameterSet &ps)
	Constructor. More...

	~DTOccupancyTestML () override
	Destructor. More...

Public Member Functions inherited from DQMEDHarvester
void	accumulate (edm::Event const &ev, edm::EventSetup const &es) final

void	beginJob () override

void	beginLuminosityBlock (edm::LuminosityBlock const &lumi, edm::EventSetup const &) final

void	beginRun (edm::Run const &run, edm::EventSetup const &) override

virtual void	dqmAnalyze (DQMStore::IBooker &, DQMStore::IGetter &, edm::Event const &, edm::EventSetup const &)

	DQMEDHarvester ()

	DQMEDHarvester (edm::ParameterSet const &iConfig)

virtual void	dqmEndRun (DQMStore::IBooker &, DQMStore::IGetter &, edm::Run const &, edm::EventSetup const &)

void	endLuminosityBlock (edm::LuminosityBlock const &, edm::EventSetup const &) final

void	endLuminosityBlockProduce (edm::LuminosityBlock &lumi, edm::EventSetup const &es) final

void	endProcessBlockProduce (edm::ProcessBlock &) final

void	endRun (edm::Run const &, edm::EventSetup const &) override

void	endRunProduce (edm::Run &run, edm::EventSetup const &es) final

	~DQMEDHarvester () override=default

Public Member Functions inherited from edm::one::EDProducer< edm::EndLuminosityBlockProducer, edm::EndRunProducer, edm::EndProcessBlockProducer, edm::one::WatchLuminosityBlocks, edm::one::WatchRuns, edm::one::SharedResources, edm::Accumulator >
	EDProducer ()=default

	EDProducer (const EDProducer &)=delete

SerialTaskQueue *	globalLuminosityBlocksQueue () final

SerialTaskQueue *	globalRunsQueue () final

bool	hasAbilityToProduceInBeginLumis () const final

bool	hasAbilityToProduceInBeginProcessBlocks () const final

bool	hasAbilityToProduceInBeginRuns () const final

bool	hasAbilityToProduceInEndLumis () const final

bool	hasAbilityToProduceInEndProcessBlocks () const final

bool	hasAbilityToProduceInEndRuns () const final

const EDProducer &	operator= (const EDProducer &)=delete

bool	wantsGlobalLuminosityBlocks () const final

bool	wantsGlobalRuns () const final

bool	wantsInputProcessBlocks () const final

bool	wantsProcessBlocks () const final

Public Member Functions inherited from edm::one::EDProducerBase
	EDProducerBase ()

ModuleDescription const &	moduleDescription () const

bool	wantsStreamLuminosityBlocks () const

bool	wantsStreamRuns () const

	~EDProducerBase () override

Public Member Functions inherited from edm::ProducerBase
void	callWhenNewProductsRegistered (std::function< void(BranchDescription const &)> const &func)

std::vector< edm::ProductResolverIndex > const &	indiciesForPutProducts (BranchType iBranchType) const

	ProducerBase ()

std::vector< edm::ProductResolverIndex > const &	putTokenIndexToProductResolverIndex () const

std::vector< bool > const &	recordProvenanceList () const

void	registerProducts (ProducerBase , ProductRegistry , ModuleDescription const &)

std::function< void(BranchDescription const &)>	registrationCallback () const
	used by the fwk to register list of products More...

void	resolvePutIndicies (BranchType iBranchType, ModuleToResolverIndicies const &iIndicies, std::string const &moduleLabel)

TypeLabelList const &	typeLabelList () const
	used by the fwk to register the list of products of this module More...

	~ProducerBase () noexcept(false) override

Public Member Functions inherited from edm::EDConsumerBase
std::vector< ConsumesInfo >	consumesInfo () const

void	convertCurrentProcessAlias (std::string const &processName)
	Convert "@currentProcess" in InputTag process names to the actual current process name. More...

	EDConsumerBase ()

	EDConsumerBase (EDConsumerBase &&)=default

	EDConsumerBase (EDConsumerBase const &)=delete

ESProxyIndex const *	esGetTokenIndices (edm::Transition iTrans) const

std::vector< ESProxyIndex > const &	esGetTokenIndicesVector (edm::Transition iTrans) const

std::vector< ESRecordIndex > const &	esGetTokenRecordIndicesVector (edm::Transition iTrans) const

ProductResolverIndexAndSkipBit	indexFrom (EDGetToken, BranchType, TypeID const &) const

void	itemsMayGet (BranchType, std::vector< ProductResolverIndexAndSkipBit > &) const

void	itemsToGet (BranchType, std::vector< ProductResolverIndexAndSkipBit > &) const

std::vector< ProductResolverIndexAndSkipBit > const &	itemsToGetFrom (BranchType iType) const

void	labelsForToken (EDGetToken iToken, Labels &oLabels) const

void	modulesWhoseProductsAreConsumed (std::array< std::vector< ModuleDescription const * > , NumBranchTypes > &modulesAll, std::vector< ModuleProcessName > &modulesInPreviousProcesses, ProductRegistry const &preg, std::map< std::string, ModuleDescription const > const &labelsToDesc, std::string const &processName) const

EDConsumerBase &	operator= (EDConsumerBase &&)=default

EDConsumerBase const &	operator= (EDConsumerBase const &)=delete

bool	registeredToConsume (ProductResolverIndex, bool, BranchType) const

bool	registeredToConsumeMany (TypeID const &, BranchType) const

void	selectInputProcessBlocks (ProductRegistry const &productRegistry, ProcessBlockHelperBase const &processBlockHelperBase)

ProductResolverIndexAndSkipBit	uncheckedIndexFrom (EDGetToken) const

void	updateLookup (BranchType iBranchType, ProductResolverIndexHelper const &, bool iPrefetchMayGet)

void	updateLookup (eventsetup::ESRecordsToProxyIndices const &)

virtual	~EDConsumerBase () noexcept(false)

Protected Member Functions
void	beginRun (edm::Run const &run, edm::EventSetup const &context) override
	BeginRun. More...

void	dqmEndJob (DQMStore::IBooker &, DQMStore::IGetter &) override
	Endjob. More...

void	dqmEndLuminosityBlock (DQMStore::IBooker &, DQMStore::IGetter &, edm::LuminosityBlock const &, edm::EventSetup const &) override
	DQM Client Diagnostic. More...

Protected Member Functions inherited from edm::ProducerBase
template<class ProductType >
BranchAliasSetterT< ProductType >	produces ()
	declare what type of product will make and with which optional label More...

template<typename ProductType , BranchType B>
BranchAliasSetterT< ProductType >	produces ()

template<typename ProductType , Transition B>
BranchAliasSetterT< ProductType >	produces ()

BranchAliasSetter	produces (const TypeID &id, std::string instanceName=std::string(), bool recordProvenance=true)

template<BranchType B>
BranchAliasSetter	produces (const TypeID &id, std::string instanceName=std::string(), bool recordProvenance=true)

template<Transition B>
BranchAliasSetter	produces (const TypeID &id, std::string instanceName=std::string(), bool recordProvenance=true)

template<typename ProductType , Transition B>
BranchAliasSetterT< ProductType >	produces (std::string instanceName)

template<class ProductType >
BranchAliasSetterT< ProductType >	produces (std::string instanceName)

template<typename ProductType , BranchType B>
BranchAliasSetterT< ProductType >	produces (std::string instanceName)

ProducesCollector	producesCollector ()

Protected Member Functions inherited from edm::EDConsumerBase
EDGetToken	consumes (const TypeToGet &id, edm::InputTag const &tag)

template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType >	consumes (edm::InputTag const &tag)

template<BranchType B = InEvent>
EDConsumerBaseAdaptor< B >	consumes (edm::InputTag tag) noexcept

template<BranchType B>
EDGetToken	consumes (TypeToGet const &id, edm::InputTag const &tag)

ConsumesCollector	consumesCollector ()
	Use a ConsumesCollector to gather consumes information from helper functions. More...

template<typename ProductType , BranchType B = InEvent>
void	consumesMany ()

void	consumesMany (const TypeToGet &id)

template<BranchType B>
void	consumesMany (const TypeToGet &id)

template<typename ESProduct , typename ESRecord , Transition Tr = Transition::Event>
auto	esConsumes ()

template<Transition Tr = Transition::Event>
constexpr auto	esConsumes () noexcept

template<typename ESProduct , typename ESRecord , Transition Tr = Transition::Event>
auto	esConsumes (ESInputTag const &tag)

template<Transition Tr = Transition::Event>
auto	esConsumes (ESInputTag tag) noexcept

template<Transition Tr = Transition::Event>
ESGetTokenGeneric	esConsumes (eventsetup::EventSetupRecordKey const &iRecord, eventsetup::DataKey const &iKey)
	Used with EventSetupRecord::doGet. More...

EDGetToken	mayConsume (const TypeToGet &id, edm::InputTag const &tag)

template<BranchType B>
EDGetToken	mayConsume (const TypeToGet &id, edm::InputTag const &tag)

template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType >	mayConsume (edm::InputTag const &tag)

Private Member Functions
void	bookHistos (DQMStore::IBooker &, const int wheelId, std::string folder, std::string histoTag)
	book the summary histograms More...

int	getIntegral (TH2F *histo, int, int, int, int, bool)

std::string	getMEName (std::string histoTag, const DTChamberId &chId)
	Get the ME name. More...

std::vector< float >	interpolateLayers (std::vector< float > const &inputs, int size, int targetSize)

int	runOccupancyTest (TH2F histo, const DTChamberId &chId, float &chamberPercentage, tensorflow::GraphDef graphDef, tensorflow::Session *session)

std::string	topFolder (bool isBooking) const

Private Attributes
bool	bookingdone

MonitorElement *	glbSummaryHisto

int	lsCounter

std::set< DTLayerId >	monitoredLayers

const DTGeometry *	muonGeom

edm::ESGetToken< DTGeometry, MuonGeometryRecord >	muonGeomToken_

std::string	nameMonitoredHisto

int	nChannelDead

int	nChannelTotal

int	nevents

int	nMinEvts

int	nMinEvtsPC

TNtuple *	ntuple

int	nZeroEvtsPC

TFile *	rootFile

bool	runOnAllHitsOccupancies

bool	runOnInTimeOccupancies

bool	runOnNoiseOccupancies

MonitorElement *	summaryHisto

bool	tpMode

std::map< int, MonitorElement * >	wheelHistos

bool	writeRootFile

Additional Inherited Members
Public Types inherited from DQMEDHarvester
typedef dqm::harvesting::DQMStore	DQMStore

typedef dqm::harvesting::MonitorElement	MonitorElement

Public Types inherited from edm::one::EDProducerBase
typedef EDProducerBase	ModuleType

Public Types inherited from edm::ProducerBase
using	ModuleToResolverIndicies = std::unordered_multimap< std::string, std::tuple< edm::TypeID const , const char , edm::ProductResolverIndex > >

typedef ProductRegistryHelper::TypeLabelList	TypeLabelList

Public Types inherited from edm::EDConsumerBase
typedef ProductLabels	Labels

Static Public Member Functions inherited from edm::one::EDProducerBase
static const std::string &	baseType ()

static void	fillDescriptions (ConfigurationDescriptions &descriptions)

static void	prevalidate (ConfigurationDescriptions &descriptions)

Protected Attributes inherited from DQMEDHarvester
DQMStore *	dqmstore_

edm::GetterOfProducts< DQMToken >	jobmegetter_

edm::EDPutTokenT< DQMToken >	jobToken_

edm::GetterOfProducts< DQMToken >	lumimegetter_

edm::EDPutTokenT< DQMToken >	lumiToken_

edm::GetterOfProducts< DQMToken >	runmegetter_

edm::EDPutTokenT< DQMToken >	runToken_

Detailed Description

Definition at line 38 of file DTOccupancyTestML.h.

Constructor & Destructor Documentation

◆ DTOccupancyTestML()

DTOccupancyTestML::DTOccupancyTestML ( const edm::ParameterSet & ps )

Constructor.

Definition at line 29 of file DTOccupancyTestML.cc.

     : muonGeomToken_(esConsumes<edm::Transition::BeginRun>()) {
   LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML") << "[DTOccupancyTestML]: Constructor";
  
   // Get the DQM service
  
   lsCounter = 0;
  
   writeRootFile = ps.getUntrackedParameter<bool>("writeRootFile", false);
   if (writeRootFile) {
     rootFile = new TFile("MLDTOccupancyTest.root", "RECREATE");
     ntuple = new TNtuple("OccupancyNtuple",
                          "OccupancyNtuple",
                          "ls:wh:st:se:lay1MeanCell:lay1RMS:lay2MeanCell:lay2RMS:lay3MeanCell:lay3RMS:lay4MeanCell:"
                          "lay4RMS:lay5MeanCell:lay5RMS:lay6MeanCell:lay6RMS:lay7MeanCell:lay7RMS:lay8MeanCell:lay8RMS:"
                          "lay9MeanCell:lay9RMS:lay10MeanCell:lay10RMS:lay11MeanCell:lay11RMS:lay12MeanCell:lay12RMS");
   }
  
   // switch on the mode for running on test pulses (different top folder)
   tpMode = ps.getUntrackedParameter<bool>("testPulseMode", false);
  
   runOnAllHitsOccupancies = ps.getUntrackedParameter<bool>("runOnAllHitsOccupancies", true);
   runOnNoiseOccupancies = ps.getUntrackedParameter<bool>("runOnNoiseOccupancies", false);
   runOnInTimeOccupancies = ps.getUntrackedParameter<bool>("runOnInTimeOccupancies", false);
   nMinEvts = ps.getUntrackedParameter<int>("nEventsCert", 5000);
   nMinEvtsPC = ps.getUntrackedParameter<int>("nEventsMinPC", 2200);
   nZeroEvtsPC = ps.getUntrackedParameter<int>("nEventsZeroPC", 30);
  
   bookingdone = false;
  
   // Event counter
   nevents = 0;
 }

References bookingdone, edm::ParameterSet::getUntrackedParameter(), lsCounter, nevents, nMinEvts, nMinEvtsPC, nZeroEvtsPC, rootFile, runOnAllHitsOccupancies, runOnInTimeOccupancies, runOnNoiseOccupancies, tpMode, and writeRootFile.

◆ ~DTOccupancyTestML()

DTOccupancyTestML::~DTOccupancyTestML ( )

override

Destructor.

Definition at line 63 of file DTOccupancyTestML.cc.

                                       {
   LogVerbatim("DTDQM|DTMonitorClient|MLDTOccupancyTest") << " destructor called" << endl;
 }

Member Function Documentation

◆ beginRun()

void DTOccupancyTestML::beginRun	(	edm::Run const &	run,
		edm::EventSetup const &	context
	)

overrideprotected

BeginRun.

Definition at line 67 of file DTOccupancyTestML.cc.

                                                                              {
   LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML") << "[DTOccupancyTestML]: BeginRun";
  
   // Get the geometry
   muonGeom = &context.getData(muonGeomToken_);
 }

References visDQMUpload::context, muonGeom, and muonGeomToken_.

◆ bookHistos()

void DTOccupancyTestML::bookHistos	(	DQMStore::IBooker &	,
		const int	wheelId,
		std::string	folder,
		std::string	histoTag
	)

private

book the summary histograms

Definition at line 217 of file DTOccupancyTestML.cc.

                                                                                                               {
   // Set the current folder
   stringstream wheel;
   wheel << wheelId;
  
   ibooker.setCurrentFolder(topFolder(true));
  
   // build the histo name
   string histoName = histoTag + "_W" + wheel.str();
  
   LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML")
       << "[DTOccupancyTestML]: booking wheel histo:" << histoName << " (tag " << histoTag
       << ") in: " << topFolder(true) + "Wheel" + wheel.str() + "/" + folder << endl;
  
   string histoTitle = "Occupancy summary WHEEL: " + wheel.str();
   if (tpMode) {
     histoTitle = "TP Occupancy summary WHEEL: " + wheel.str();
   }
  
   wheelHistos[wheelId] = ibooker.book2D(histoName, histoTitle, 12, 1, 13, 4, 1, 5);
   wheelHistos[wheelId]->setBinLabel(1, "MB1", 2);
   wheelHistos[wheelId]->setBinLabel(2, "MB2", 2);
   wheelHistos[wheelId]->setBinLabel(3, "MB3", 2);
   wheelHistos[wheelId]->setBinLabel(4, "MB4", 2);
   wheelHistos[wheelId]->setAxisTitle("sector", 1);
 }

References dqm::implementation::IBooker::book2D(), printsummarytable::folder, HltBtagPostValidation_cff::histoName, dtResolutionTest_cfi::histoTag, dqm::implementation::NavigatorBase::setCurrentFolder(), topFolder(), tpMode, makeMuonMisalignmentScenario::wheel, and wheelHistos.

Referenced by dqmEndLuminosityBlock().

◆ dqmEndJob()

void DTOccupancyTestML::dqmEndJob	(	DQMStore::IBooker &	ibooker,
		DQMStore::IGetter &	igetter
	)

overrideprotectedvirtual

Endjob.

Implements DQMEDHarvester.

Definition at line 206 of file DTOccupancyTestML.cc.

                                                                                     {
   LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML") << "[DTOccupancyTestML] endjob called!";
   if (writeRootFile) {
     rootFile->cd();
     ntuple->Write();
     rootFile->Close();
   }
 }

References rootFile, and writeRootFile.

◆ dqmEndLuminosityBlock()

void DTOccupancyTestML::dqmEndLuminosityBlock	(	DQMStore::IBooker &	ibooker,
		DQMStore::IGetter &	igetter,
		edm::LuminosityBlock const &	lumiSeg,
		edm::EventSetup const &	context
	)

overrideprotectedvirtual

DQM Client Diagnostic.

Reimplemented from DQMEDHarvester.

Definition at line 74 of file DTOccupancyTestML.cc.

                                                                             {
   if (!bookingdone) {
     // Book the summary histos
     //   - one summary per wheel
     for (int wh = -2; wh <= 2; ++wh) {  // loop over wheels
       bookHistos(ibooker, wh, string("MLDTOccupancies"), "MLOccupancySummary");
     }
  
     ibooker.setCurrentFolder(topFolder(true));
     string title = "Occupancy Summary";
     if (tpMode) {
       title = "Test Pulse Occupancy Summary";
     }
     //   - global summary with alarms
     summaryHisto = ibooker.book2D("MLOccupancySummary", title.c_str(), 12, 1, 13, 5, -2, 3);
     summaryHisto->setAxisTitle("sector", 1);
     summaryHisto->setAxisTitle("wheel", 2);
  
     //   - global summary with percentages
     glbSummaryHisto = ibooker.book2D("MLOccupancyGlbSummary", title.c_str(), 12, 1, 13, 5, -2, 3);
     glbSummaryHisto->setAxisTitle("sector", 1);
     glbSummaryHisto->setAxisTitle("wheel", 2);
  
     // assign the name of the input histogram
     if (runOnAllHitsOccupancies) {
       nameMonitoredHisto = "OccupancyAllHits_perCh";
     } else if (runOnNoiseOccupancies) {
       nameMonitoredHisto = "OccupancyNoise_perCh";
     } else if (runOnInTimeOccupancies) {
       nameMonitoredHisto = "OccupancyInTimeHits_perCh";
     } else {  // default is AllHits histo
       nameMonitoredHisto = "OccupancyAllHits_perCh";
     }
   }
   bookingdone = true;
  
   LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML")
       << "[DTOccupancyTestML]: End of LS transition, performing the DQM client operation";
   lsCounter++;
  
   // Reset the global summary
   summaryHisto->Reset();
   glbSummaryHisto->Reset();
  
   nChannelTotal = 0;
   nChannelDead = 0;
  
   // Get all the DT chambers
   vector<const DTChamber*> chambers = muonGeom->chambers();
  
   // Load graph
   tensorflow::setLogging("3");
   edm::FileInPath modelFilePath("DQM/DTMonitorClient/data/occupancy_cnn_v1.pb");
   tensorflow::GraphDef* graphDef = tensorflow::loadGraphDef(modelFilePath.fullPath());
  
   // Create session
   tensorflow::Session* session = tensorflow::createSession(graphDef);
  
   for (vector<const DTChamber*>::const_iterator chamber = chambers.begin(); chamber != chambers.end();
        ++chamber) {  // Loop over all chambers
     DTChamberId chId = (*chamber)->id();
  
     MonitorElement* chamberOccupancyHisto = igetter.get(getMEName(nameMonitoredHisto, chId));
  
     // Run the tests on the plot for the various granularities
     if (chamberOccupancyHisto != nullptr) {
       // Get the 2D histo
       TH2F* histo = chamberOccupancyHisto->getTH2F();
  
       float chamberPercentage = 1.;
       int result = runOccupancyTest(histo, chId, chamberPercentage, graphDef, session);
       int sector = chId.sector();
  
       if (sector == 13) {
         sector = 4;
         float resultSect4 = wheelHistos[chId.wheel()]->getBinContent(sector, chId.station());
         if (resultSect4 > result) {
           result = (int)resultSect4;
         }
       } else if (sector == 14) {
         sector = 10;
         float resultSect10 = wheelHistos[chId.wheel()]->getBinContent(sector, chId.station());
         if (resultSect10 > result) {
           result = (int)resultSect10;
         }
       }
  
       // the 2 MB4 of Sect 4 and 10 count as half a chamber
       if ((sector == 4 || sector == 10) && chId.station() == 4)
         chamberPercentage = chamberPercentage / 2.;
  
       wheelHistos[chId.wheel()]->setBinContent(sector, chId.station(), result);
       if (result > summaryHisto->getBinContent(sector, chId.wheel() + 3)) {
         summaryHisto->setBinContent(sector, chId.wheel() + 3, result);
       }
       glbSummaryHisto->Fill(sector, chId.wheel(), chamberPercentage * 1. / 4.);
     } else {
       LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML")
           << "[DTOccupancyTestML] ME: " << getMEName(nameMonitoredHisto, chId) << " not found!" << endl;
     }
   }
  
   // Clean up neural network graph
   tensorflow::closeSession(session);
   delete graphDef;
  
   string nEvtsName = "DT/EventInfo/Counters/nProcessedEventsDigi";
  
   MonitorElement* meProcEvts = igetter.get(nEvtsName);
  
   if (meProcEvts) {
     int nProcEvts = meProcEvts->getFloatValue();
     glbSummaryHisto->setEntries(nProcEvts < nMinEvts ? 10. : nProcEvts);
     summaryHisto->setEntries(nProcEvts < nMinEvts ? 10. : nProcEvts);
   } else {
     glbSummaryHisto->setEntries(nMinEvts + 1);
     summaryHisto->setEntries(nMinEvts + 1);
     LogVerbatim("DTDQM|DTMonitorClient|DTOccupancyTestML")
         << "[DTOccupancyTestML] ME: " << nEvtsName << " not found!" << endl;
   }
  
   // Fill the global summary
   // Check for entire sectors off and report them on the global summary
   //FIXME: TODO
  
   if (writeRootFile)
     ntuple->AutoSave("SaveSelf");
 }

References dqm::implementation::IBooker::book2D(), bookHistos(), bookingdone, relativeConstraints::chamber, DTGeometry::chambers(), chambers, tensorflow::closeSession(), tensorflow::createSession(), dqm::impl::MonitorElement::Fill(), edm::FileInPath::fullPath(), dqm::implementation::IGetter::get(), dqm::impl::MonitorElement::getBinContent(), dqm::impl::MonitorElement::getFloatValue(), getMEName(), dqm::legacy::MonitorElement::getTH2F(), glbSummaryHisto, timingPdfMaker::histo, createfilelist::int, tensorflow::loadGraphDef(), lsCounter, muonGeom, nameMonitoredHisto, nChannelDead, nChannelTotal, nMinEvts, dqm::impl::MonitorElement::Reset(), mps_fire::result, runOccupancyTest(), runOnAllHitsOccupancies, runOnInTimeOccupancies, runOnNoiseOccupancies, DTChamberId::sector(), dqm::impl::MonitorElement::setAxisTitle(), dqm::impl::MonitorElement::setBinContent(), dqm::implementation::NavigatorBase::setCurrentFolder(), dqm::impl::MonitorElement::setEntries(), tensorflow::setLogging(), DTChamberId::station(), summaryHisto, runGCPTkAlMap::title, topFolder(), tpMode, DTChamberId::wheel(), wheelHistos, and writeRootFile.

◆ getIntegral()

int DTOccupancyTestML::getIntegral	(	TH2F *	histo,
		int	firstBinX,
		int	lastBinX,
		int	firstBinY,
		int	lastBinY,
		bool	doall
	)

private

Definition at line 263 of file DTOccupancyTestML.cc.

                                                                                                                     {
   int sum = 0;
   for (Int_t i = firstBinX; i < lastBinX + 1; i++) {
     for (Int_t j = firstBinY; j < lastBinY + 1; j++) {
       if (histo->GetBinContent(i, j) > 0) {
         if (!doall)
           return 1;
         sum += histo->GetBinContent(i, j);
       }
     }
   }
  
   return sum;
 }

References DTRecHitClients_cfi::doall, timingPdfMaker::histo, mps_fire::i, and dqmiolumiharvest::j.

◆ getMEName()

string DTOccupancyTestML::getMEName	(	std::string	histoTag,
		const DTChamberId &	chId
	)

private

Get the ME name.

Definition at line 244 of file DTOccupancyTestML.cc.

                                                                             {
   stringstream wheel;
   wheel << chId.wheel();
   stringstream station;
   station << chId.station();
   stringstream sector;
   sector << chId.sector();
  
   string folderRoot =
       topFolder(false) + "Wheel" + wheel.str() + "/Sector" + sector.str() + "/Station" + station.str() + "/";
  
   // build the histo name
   string histoName = histoTag + "_W" + wheel.str() + "_St" + station.str() + "_Sec" + sector.str();
  
   string histoname = folderRoot + histoName;
  
   return histoname;
 }

References dtChamberEfficiencyTest_cfi::folderRoot, HltBtagPostValidation_cff::histoName, dtResolutionTest_cfi::histoTag, DTChamberId::sector(), DTChamberId::station(), relativeConstraints::station, topFolder(), DTChamberId::wheel(), and makeMuonMisalignmentScenario::wheel.

Referenced by dqmEndLuminosityBlock().

◆ interpolateLayers()

std::vector< float > DTOccupancyTestML::interpolateLayers	(	std::vector< float > const &	inputs,
		int	size,
		int	targetSize
	)

private

Definition at line 351 of file DTOccupancyTestML.cc.

                                                                                                               {
   // Reshape layers with linear interpolation
   int interpolationFloor = 0;
   float interpolationPoint = 0.;
   float step = static_cast<float>(size) / targetSize;
   std::vector<float> reshapedInput(targetSize);
  
   for (int i = 0; i < targetSize; i++) {
     interpolationFloor = static_cast<int>(std::floor(interpolationPoint));
     // Interpolating here
     reshapedInput.at(i) =
         (interpolationPoint - interpolationFloor) * (inputs[interpolationFloor + 1] - inputs[interpolationFloor]) +
         inputs[interpolationFloor];
     interpolationPoint = step + interpolationPoint;
   }
   return reshapedInput;
 }

References mps_fire::i, PixelMapPlotter::inputs, and findQualityFiles::size.

Referenced by runOccupancyTest().

◆ runOccupancyTest()

int DTOccupancyTestML::runOccupancyTest	(	TH2F *	histo,
		const DTChamberId &	chId,
		float &	chamberPercentage,
		tensorflow::GraphDef *	graphDef,
		tensorflow::Session *	session
	)

private

Definition at line 278 of file DTOccupancyTestML.cc.

                                                                     {
   LogTrace("DTDQM|DTMonitorClient|DTOccupancyTestML") << "--- Occupancy test for chamber: " << chId << endl;
  
   // Initialize counters
   int totalLayers = 0;
   int badLayers = 0;
  
   // Loop over the super layers
   for (int superLayer = 1; superLayer <= 3; superLayer++) {
     int binYlow = ((superLayer - 1) * 4) + 1;
  
     // Skip for non-existent super layers
     if (chId.station() == 4 && superLayer == 2)
       continue;
  
     // Loop over layers
     for (int layer = 1; layer <= 4; layer++) {
       DTLayerId layID(chId, superLayer, layer);
       int firstWire = muonGeom->layer(layID)->specificTopology().firstChannel();
       int nWires = muonGeom->layer(layID)->specificTopology().channels();
       int binY = binYlow + (layer - 1);
       std::vector<float> layerOccupancy(nWires);
       int channelId = 0;
  
       // Loop over cells within  a layer
       for (int cell = firstWire; cell != (nWires + firstWire); cell++) {
         double cellOccupancy = histo->GetBinContent(cell, binY);
         layerOccupancy.at(channelId) = cellOccupancy;
         channelId++;
       }
  
       int targetSize = 47;
       std::vector<float> reshapedLayerOccupancy = interpolateLayers(layerOccupancy, nWires, targetSize);
  
       // Scale occupancy
       float maxOccupancyInLayer = *std::max_element(reshapedLayerOccupancy.begin(), reshapedLayerOccupancy.end());
  
       if (maxOccupancyInLayer != 0) {
         for (auto& val : reshapedLayerOccupancy)
           val /= maxOccupancyInLayer;
       }
  
       // Define input
       tensorflow::Tensor input(tensorflow::DT_FLOAT, {1, targetSize});
       for (int i = 0; i < targetSize; i++)
         input.matrix<float>()(0, i) = reshapedLayerOccupancy[i];
  
       std::vector<tensorflow::Tensor> outputs;
       tensorflow::run(session, {{"input_cnn_input", input}}, {"output_cnn/Softmax"}, &outputs);
  
       totalLayers++;
       bool isBad = outputs[0].matrix<float>()(0, 1) > 0.95;
       if (isBad)
         badLayers++;
     }
   }
  
   // Calculate a fraction of good layers
   chamberPercentage = 1.0 - static_cast<float>(badLayers) / totalLayers;
  
   if (badLayers > 8)
     return 3;  // 3 SL
   if (badLayers > 4)
     return 2;  // 2 SL
   if (badLayers > 0)
     return 1;  // 1 SL
   return 0;
 }

References DTTopology::channels(), DTTopology::firstChannel(), timingPdfMaker::histo, mps_fire::i, input, interpolateLayers(), DTGeometry::layer(), phase1PixelTopology::layer, LogTrace, muonGeom, PatBasicFWLiteJetAnalyzer_Selector_cfg::outputs, tensorflow::run(), DTLayer::specificTopology(), DTChamberId::station(), and heppy_batch::val.

Referenced by dqmEndLuminosityBlock().

◆ topFolder()

string DTOccupancyTestML::topFolder ( bool isBooking ) const

private

Definition at line 369 of file DTOccupancyTestML.cc.

                                                         {
   if (tpMode)
     return string("DT/10-TestPulses/");
   if (isBooking)
     return string("DT/01-Digi/ML");
   return string("DT/01-Digi/");
 }