HcalMLTask Class Reference

Inheritance diagram for HcalMLTask:

Public Member Functions
void	bookHistograms (DQMStore::IBooker &, edm::Run const &, edm::EventSetup const &) override
void	dqmBeginRun (edm::Run const &, edm::EventSetup const &) override
std::shared_ptr< hcaldqm::Cache >	globalBeginLuminosityBlock (edm::LuminosityBlock const &, edm::EventSetup const &) const override
void	globalEndLuminosityBlock (edm::LuminosityBlock const &, edm::EventSetup const &) override
	HcalMLTask (edm::ParameterSet const &)
	~HcalMLTask () override=default
Public Member Functions inherited from hcaldqm::DQTask
void	analyze (edm::Event const &, edm::EventSetup const &) override
	DQTask (edm::ParameterSet const &)
std::shared_ptr< hcaldqm::Cache >	globalBeginLuminosityBlock (edm::LuminosityBlock const &, edm::EventSetup const &) const override
void	globalEndLuminosityBlock (edm::LuminosityBlock const &, edm::EventSetup const &) override
	~DQTask () override
Public Member Functions inherited from DQMOneEDAnalyzer< edm::LuminosityBlockCache< hcaldqm::Cache > >
void	accumulate (edm::Event const &event, edm::EventSetup const &setup) override
void	beginRun (edm::Run const &run, edm::EventSetup const &setup) final
	DQMOneEDAnalyzer ()
void	endRun (edm::Run const &, edm::EventSetup const &) final
void	endRunProduce (edm::Run &run, edm::EventSetup const &setup) final
virtual bool	getCanSaveByLumi ()
Public Member Functions inherited from edm::one::EDProducer< edm::EndRunProducer, edm::one::WatchRuns, edm::Accumulator, Args... >
	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 const &)=delete
	EDConsumerBase (EDConsumerBase &&)=default
ESResolverIndex const *	esGetTokenIndices (edm::Transition iTrans) const
std::vector< ESResolverIndex > 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 const &	operator= (EDConsumerBase const &)=delete
EDConsumerBase &	operator= (EDConsumerBase &&)=default
bool	registeredToConsume (ProductResolverIndex, bool, 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::ESRecordsToProductResolverIndices const &)
virtual	~EDConsumerBase () noexcept(false)
Public Member Functions inherited from hcaldqm::DQModule
	DQModule (edm::ParameterSet const &)
virtual	~DQModule () noexcept(false)

Static Public Member Functions
static void	fillDescriptions (edm::ConfigurationDescriptions &descriptions)
Static Public Member Functions inherited from hcaldqm::DQTask
static void	fillPSetDescription (edm::ParameterSetDescription &des)
Static Public Member Functions inherited from edm::one::EDProducerBase
static const std::string &	baseType ()
static void	fillDescriptions (ConfigurationDescriptions &descriptions)
static void	prevalidate (ConfigurationDescriptions &descriptions)
Static Public Member Functions inherited from hcaldqm::DQModule
static void	fillPSetDescription (edm::ParameterSetDescription &desc)

Private Member Functions
void	_process (edm::Event const &, edm::EventSetup const &) override
void	_resetMonitors (hcaldqm::UpdateFreq) override

Private Attributes
std::vector< std::vector< float > >	digiHcal2DHist_depth_1
std::vector< std::vector< float > >	digiHcal2DHist_depth_2
std::vector< std::vector< float > >	digiHcal2DHist_depth_3
std::vector< std::vector< float > >	digiHcal2DHist_depth_4
std::vector< std::vector< float > >	digiHcal2DHist_depth_5
std::vector< std::vector< float > >	digiHcal2DHist_depth_6
std::vector< std::vector< float > >	digiHcal2DHist_depth_7
std::unique_ptr< OnlineDQMDigiAD >	dqmadObj_HB = nullptr
std::unique_ptr< OnlineDQMDigiAD >	dqmadObj_HE = nullptr
double	flagDecisionThr
edm::ESGetToken< HcalDbService, HcalDbRecord >	hcalDbServiceToken_
hcaldqm::Container1D	MLFlagvsLS_Subdet
hcaldqm::ContainerXXX< double >	Occupancy1LS
std::string	onnx_model_path_HB
std::string	onnx_model_path_HE
edm::InputTag	tagHO
edm::InputTag	tagQIE10
edm::InputTag	tagQIE11
edm::EDGetTokenT< HODigiCollection >	tokHO
edm::EDGetTokenT< QIE10DigiCollection >	tokQIE10
edm::EDGetTokenT< QIE11DigiCollection >	tokQIE11

Additional Inherited Members
Public Types inherited from DQMOneEDAnalyzer< edm::LuminosityBlockCache< hcaldqm::Cache > >
typedef dqm::reco::DQMStore	DQMStore
typedef dqm::reco::MonitorElement	MonitorElement
Public Types inherited from edm::one::EDProducerBase
typedef EDProducerBase	ModuleType
Public Types inherited from edm::ProducerBase
template<typename T >
using	BranchAliasSetterT = ProductRegistryHelper::BranchAliasSetterT< T >
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
Protected Member Functions inherited from hcaldqm::DQTask
virtual int	_getCalibType (edm::Event const &)
virtual bool	_isApplicable (edm::Event const &)
Protected Member Functions inherited from DQMOneEDAnalyzer< edm::LuminosityBlockCache< hcaldqm::Cache > >
virtual void	dqmEndRun (edm::Run const &, edm::EventSetup const &)
Protected Member Functions inherited from edm::ProducerBase
template<Transition Tr = Transition::Event>
auto	produces (std::string instanceName) noexcept
	declare what type of product will make and with which optional label More...
template<Transition B>
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)
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 ()
template<typename ProductType , BranchType B>
BranchAliasSetterT< ProductType >	produces (std::string instanceName)
template<typename ProductType , BranchType B>
BranchAliasSetterT< ProductType >	produces ()
template<class ProductType >
BranchAliasSetterT< ProductType >	produces (std::string instanceName)
template<typename ProductType , Transition B>
BranchAliasSetterT< ProductType >	produces ()
template<Transition Tr = Transition::Event>
auto	produces () noexcept
ProducesCollector	producesCollector ()
Protected Member Functions inherited from edm::EDConsumerBase
template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType >	consumes (edm::InputTag const &tag)
template<BranchType B = InEvent>
EDConsumerBaseAdaptor< B >	consumes (edm::InputTag tag) noexcept
EDGetToken	consumes (const TypeToGet &id, edm::InputTag const &tag)
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 ESProduct , typename ESRecord , Transition Tr = Transition::Event>
auto	esConsumes ()
template<typename ESProduct , typename ESRecord , Transition Tr = Transition::Event>
auto	esConsumes (ESInputTag const &tag)
template<Transition Tr = Transition::Event>
constexpr auto	esConsumes ()
template<Transition Tr = Transition::Event>
auto	esConsumes (ESInputTag tag)
template<Transition Tr = Transition::Event>
ESGetTokenGeneric	esConsumes (eventsetup::EventSetupRecordKey const &iRecord, eventsetup::DataKey const &iKey)
	Used with EventSetupRecord::doGet. More...
template<typename ProductType , BranchType B = InEvent>
EDGetTokenT< ProductType >	mayConsume (edm::InputTag const &tag)
EDGetToken	mayConsume (const TypeToGet &id, edm::InputTag const &tag)
template<BranchType B>
EDGetToken	mayConsume (const TypeToGet &id, edm::InputTag const &tag)
void	resetItemsToGetFrom (BranchType iType)
Protected Attributes inherited from hcaldqm::DQTask
ContainerI	_cEvsPerLS
ContainerI	_cEvsTotal
ContainerS	_cProcessingTypeName
ContainerS	_cRunKeyName
ContainerI	_cRunKeyVal
edm::ESHandle< HcalDbService >	_dbService
HcalElectronicsMap const *	_emap = nullptr
int	_procLSs
edm::InputTag	_tagRaw
edm::EDGetTokenT< FEDRawDataCollection >	_tokRaw
std::vector< uint32_t >	_vcdaqEids
ContainerXXX< uint32_t >	_xQuality
edm::ESGetToken< HcalChannelQuality, HcalChannelQualityRcd >	hcalChannelQualityToken_
edm::ESGetToken< HcalDbService, HcalDbRecord >	hcalDbServiceToken_
edm::ESGetToken< RunInfo, RunInfoRcd >	runInfoToken_
Protected Attributes inherited from DQMOneEDAnalyzer< edm::LuminosityBlockCache< hcaldqm::Cache > >
edm::EDPutTokenT< DQMToken >	runToken_
Protected Attributes inherited from hcaldqm::DQModule
int	_currentLS
int	_debug
int	_evsPerLS
int	_evsTotal
Logger	_logger
int	_maxLS
ModuleType	_mtype
std::string	_name
ProcessingType	_ptype
std::string	_runkeyName
int	_runkeyVal
std::string	_subsystem

Detailed Description

Definition at line 33 of file HcalMLTask.cc.

Constructor & Destructor Documentation

HcalMLTask()

HcalMLTask::HcalMLTask

(

edm::ParameterSet const &

ps

)

Definition at line 81 of file HcalMLTask.cc.

References ecalDigis_cff::cpu, dqmadObj_HB, dqmadObj_HE, flagDecisionThr, edm::ParameterSet::getUntrackedParameter(), ProducerED_cfi::InputTag, eostools::move(), onnx_model_path_HB, onnx_model_path_HE, AlCaHLTBitMon_QueryRunRegistry::string, tagHO, tagQIE10, tagQIE11, tokHO, tokQIE10, and tokQIE11.

    : DQTask(ps), hcalDbServiceToken_(esConsumes<HcalDbService, HcalDbRecord, edm::Transition::BeginRun>()) {
  onnx_model_path_HB = ps.getUntrackedParameter<std::string>(
      "onnx_model_path_HB",
      "DQM/HcalTasks/data/HB_2022/"
      "CGAE_MultiDim_SPATIAL_vONNX_RCLv22_PIXEL_BT_BN_RIN_IPHI_MED_5218_v06_02_2023_21h01_stateful.onnx");
  onnx_model_path_HE = ps.getUntrackedParameter<std::string>(
      "onnx_model_path_HE",
      "DQM/HcalTasks/data/HE_2022/"
      "CGAE_MultiDim_SPATIAL_vONNX_RCLv22_PIXEL_BT_BN_RIN_IPHI_MED_7763_v06_02_2023_22h55_stateful.onnx");
  flagDecisionThr = ps.getUntrackedParameter<double>("flagDecisionThr", 20.);
  tagQIE11 = ps.getUntrackedParameter<edm::InputTag>("tagHBHE", edm::InputTag("hcalDigis"));
  tagHO = ps.getUntrackedParameter<edm::InputTag>("tagHO", edm::InputTag("hcalDigis"));
  tagQIE10 = ps.getUntrackedParameter<edm::InputTag>("tagHF", edm::InputTag("hcalDigis"));

  tokQIE11 = consumes<QIE11DigiCollection>(tagQIE11);
  tokHO = consumes<HODigiCollection>(tagHO);
  tokQIE10 = consumes<QIE10DigiCollection>(tagQIE10);

  auto dqmadObj_HB_ = std::make_unique<OnlineDQMDigiAD>("hb", onnx_model_path_HB, Backend::cpu);
  auto dqmadObj_HE_ = std::make_unique<OnlineDQMDigiAD>("he", onnx_model_path_HE, Backend::cpu);
  dqmadObj_HB = std::move(dqmadObj_HB_);
  dqmadObj_HE = std::move(dqmadObj_HE_);
}

~HcalMLTask()

HcalMLTask::~HcalMLTask ( )

overridedefault

Member Function Documentation

_process()

void HcalMLTask::_process ( edm::Event const &  e, edm::EventSetup const &    )

overrideprivatevirtual

Implements hcaldqm::DQTask.

Definition at line 131 of file HcalMLTask.cc.

References hcaldqm::DQModule::_currentLS, hcaldqm::DQModule::_ptype, QIE11DataFrame::detid(), MillePedeFileConverter_cfg::e, hcaldqm::fOnline, hcaldqm::ContainerXXX< STDTYPE >::get(), HcalBarrel, HcalEndcap, ALPAKA_ACCELERATOR_NAMESPACE::vertexFinder::it, Occupancy1LS, HcalDetId::subdet(), and tokQIE11.

                                                                 {
  if (_ptype != fOnline)
    return;

  auto const chbhe = e.getHandle(tokQIE11);

  if (not(chbhe.isValid())) {
    edm::LogWarning("HcalMLTask") << "QIE11 Collection is unavailable, will not fill this event.";
    return;
  }

  auto lumiCache = luminosityBlockCache(e.getLuminosityBlock().index());
  _currentLS = lumiCache->currentLS;

  for (QIE11DigiCollection::const_iterator it = chbhe->begin(); it != chbhe->end(); ++it) {
    const QIE11DataFrame digi = static_cast<const QIE11DataFrame>(*it);

    HcalDetId const& did = digi.detid();
    if (did.subdet() != HcalEndcap && did.subdet() != HcalBarrel)
      continue;

    Occupancy1LS.get(did)++;
  }
}

_resetMonitors()

void HcalMLTask::_resetMonitors ( hcaldqm::UpdateFreq  uf )

overrideprivatevirtual

Reimplemented from hcaldqm::DQTask.

Definition at line 129 of file HcalMLTask.cc.

{ DQTask::_resetMonitors(uf); }

bookHistograms()

void HcalMLTask::bookHistograms ( DQMStore::IBooker &  ib, edm::Run const &  r, edm::EventSetup const &  es  )

overridevirtual

Reimplemented from hcaldqm::DQTask.

Definition at line 108 of file HcalMLTask.cc.

References hcaldqm::DQTask::_emap, hcaldqm::DQModule::_maxLS, hcaldqm::DQModule::_name, hcaldqm::DQModule::_subsystem, hcaldqm::ContainerXXX< STDTYPE >::book(), hcaldqm::Container1D::book(), bookHistograms(), createIOVlist::dbs, hcaldqm::hashfunctions::fDChannel, hcaldqm::quantity::fN, hcaldqm::hashfunctions::fSubdet, edm::EventSetup::getHandle(), hcalDbServiceToken_, cuy::ib, hcaldqm::ContainerXXX< STDTYPE >::initialize(), hcaldqm::Container1D::initialize(), MLFlagvsLS_Subdet, Occupancy1LS, and alignCSCRings::r.

                                                                                             {
  DQTask::bookHistograms(ib, r, es);

  //    GET WHAT YOU NEED
  edm::ESHandle<HcalDbService> dbs = es.getHandle(hcalDbServiceToken_);
  _emap = dbs->getHcalMapping();

  //    Book monitoring elements
  Occupancy1LS.initialize(hcaldqm::hashfunctions::fDChannel);

  MLFlagvsLS_Subdet.initialize(_name,
                               "MLBadFlagedChannelsvsLS",
                               hcaldqm::hashfunctions::fSubdet,
                               new hcaldqm::quantity::LumiSection(_maxLS),
                               new hcaldqm::quantity::ValueQuantity(hcaldqm::quantity::fN),
                               0);

  Occupancy1LS.book(_emap);
  MLFlagvsLS_Subdet.book(ib, _emap, _subsystem);
}

dqmBeginRun()

void HcalMLTask::dqmBeginRun ( edm::Run const &  r, edm::EventSetup const &  es  )

overridevirtual

Reimplemented from hcaldqm::DQTask.

Definition at line 106 of file HcalMLTask.cc.

References alignCSCRings::r.

{ DQTask::dqmBeginRun(r, es); }

fillDescriptions()

void HcalMLTask::fillDescriptions ( edm::ConfigurationDescriptions &  descriptions )

static

Definition at line 260 of file HcalMLTask.cc.

References edm::ConfigurationDescriptions::addWithDefaultLabel(), submitPVResolutionJobs::desc, ProducerED_cfi::InputTag, and AlCaHLTBitMon_QueryRunRegistry::string.

                                                                            {
  edm::ParameterSetDescription desc;
  desc.addUntracked<std::string>("name", "HcalMLTask");
  desc.addUntracked<std::string>(
      "onnx_model_path_HB",
      "DQM/HcalTasks/data/HB_2022/"
      "CGAE_MultiDim_SPATIAL_vONNX_RCLv22_PIXEL_BT_BN_RIN_IPHI_MED_5218_v06_02_2023_21h01_stateful.onnx");
  desc.addUntracked<std::string>(
      "onnx_model_path_HE",
      "DQM/HcalTasks/data/HE_2022/"
      "CGAE_MultiDim_SPATIAL_vONNX_RCLv22_PIXEL_BT_BN_RIN_IPHI_MED_7763_v06_02_2023_22h55_stateful.onnx");
  desc.addUntracked<double>("flagDecisionThr", 20.);
  desc.addUntracked<int>("debug", 0);
  desc.addUntracked<int>("runkeyVal", 0);
  desc.addUntracked<std::string>("runkeyName", "pp_run");
  desc.addUntracked<int>("ptype", 1);
  desc.addUntracked<bool>("mtype", true);
  desc.addUntracked<std::string>("subsystem", "Hcal");
  desc.addUntracked<edm::InputTag>("tagHBHE", edm::InputTag("hcalDigis"));
  desc.addUntracked<edm::InputTag>("tagHO", edm::InputTag("hcalDigis"));
  desc.addUntracked<edm::InputTag>("tagHF", edm::InputTag("hcalDigis"));
  descriptions.addWithDefaultLabel(desc);
}

globalBeginLuminosityBlock()

std::shared_ptr< hcaldqm::Cache > HcalMLTask::globalBeginLuminosityBlock ( edm::LuminosityBlock const &  lb, edm::EventSetup const &  es  ) const

override

Definition at line 156 of file HcalMLTask.cc.

                                                                                                      {
  return DQTask::globalBeginLuminosityBlock(lb, es);
}

globalEndLuminosityBlock()

void HcalMLTask::globalEndLuminosityBlock ( edm::LuminosityBlock const &  lb, edm::EventSetup const &  es  )

override

Definition at line 161 of file HcalMLTask.cc.

References hcaldqm::DQModule::_currentLS, hcaldqm::DQTask::_emap, hcaldqm::DQModule::_evsPerLS, hcaldqm::DQTask::_xQuality, HcalElectronicsMap::allPrecisionId(), submitPVResolutionJobs::count, callgraph::cs, HcalDetId::depth(), digiHcal2DHist_depth_1, digiHcal2DHist_depth_2, digiHcal2DHist_depth_3, digiHcal2DHist_depth_4, digiHcal2DHist_depth_5, digiHcal2DHist_depth_6, digiHcal2DHist_depth_7, dqmadObj_HB, dqmadObj_HE, hcaldqm::ContainerXXX< STDTYPE >::exists(), hcaldqm::Container1D::fill(), ntuplemaker::fill, flagDecisionThr, nano_mu_digi_cff::float, hcaldqm::ContainerXXX< STDTYPE >::get(), HcalBarrel, HcalChannelStatus::HcalCellDead, HcalChannelStatus::HcalCellMask, HcalEndcap, HcalDetId::ieta(), edm::LuminosityBlock::index(), HcalDetId::iphi(), ALPAKA_ACCELERATOR_NAMESPACE::vertexFinder::it, MLFlagvsLS_Subdet, Occupancy1LS, hcaldqm::ContainerXXX< STDTYPE >::reset(), and HcalDetId::subdet().

                                                                                               {
  auto lumiCache = luminosityBlockCache(lb.index());
  _currentLS = lumiCache->currentLS;
  _xQuality.reset();
  _xQuality = lumiCache->xQuality;

  for (auto& HistElement : digiHcal2DHist_depth_1)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_2)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_3)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_4)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_5)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_6)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  for (auto& HistElement : digiHcal2DHist_depth_7)
    std::fill(HistElement.begin(), HistElement.end(), 0);
  float LS_numEvents = (float)_evsPerLS;

  std::vector<HcalGenericDetId> dids = _emap->allPrecisionId();
  for (std::vector<HcalGenericDetId>::const_iterator it = dids.begin(); it != dids.end(); ++it) {
    if (!it->isHcalDetId())
      continue;
    if (_xQuality.exists(HcalDetId(*it))) {
      HcalChannelStatus cs(it->rawId(), _xQuality.get(HcalDetId(*it)));
      if (cs.isBitSet(HcalChannelStatus::HcalCellMask) || cs.isBitSet(HcalChannelStatus::HcalCellDead))
        continue;
    }

    HcalDetId did = HcalDetId(it->rawId());
    if (did.subdet() != HcalEndcap && did.subdet() != HcalBarrel)
      continue;

    if (did.depth() == 1)
      digiHcal2DHist_depth_1.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 2)
      digiHcal2DHist_depth_2.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 3)
      digiHcal2DHist_depth_3.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 4)
      digiHcal2DHist_depth_4.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 5)
      digiHcal2DHist_depth_5.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 6)
      digiHcal2DHist_depth_6.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
    if (did.depth() == 7)
      digiHcal2DHist_depth_7.at(did.ieta() < 0 ? did.ieta() + 32 : did.ieta() + 31).at(did.iphi() - 1) =
          Occupancy1LS.get(did);
  }

  std::vector<std::vector<float>> ad_HBmodel_output_vectors = dqmadObj_HB->Inference_CMSSW(digiHcal2DHist_depth_1,
                                                                                           digiHcal2DHist_depth_2,
                                                                                           digiHcal2DHist_depth_3,
                                                                                           digiHcal2DHist_depth_4,
                                                                                           digiHcal2DHist_depth_5,
                                                                                           digiHcal2DHist_depth_6,
                                                                                           digiHcal2DHist_depth_7,
                                                                                           LS_numEvents,
                                                                                           (float)flagDecisionThr);

  std::vector<std::vector<float>> ad_HEmodel_output_vectors = dqmadObj_HE->Inference_CMSSW(digiHcal2DHist_depth_1,
                                                                                           digiHcal2DHist_depth_2,
                                                                                           digiHcal2DHist_depth_3,
                                                                                           digiHcal2DHist_depth_4,
                                                                                           digiHcal2DHist_depth_5,
                                                                                           digiHcal2DHist_depth_6,
                                                                                           digiHcal2DHist_depth_7,
                                                                                           LS_numEvents,
                                                                                           (float)flagDecisionThr);

  std::vector<std::vector<std::vector<float>>> digiHcal3DHist_ANOMALY_FLAG_HB =
      dqmadObj_HB->ONNXOutputToDQMHistMap(ad_HBmodel_output_vectors, 4, 64, 7);
  std::vector<std::vector<std::vector<float>>> digiHcal3DHist_ANOMALY_FLAG_HE =
      dqmadObj_HE->ONNXOutputToDQMHistMap(ad_HEmodel_output_vectors, 7, 64, 7);

  int NHB_MLbadflags_ = 0, NHE_MLbadflags_ = 0;
  for (const auto& plane : digiHcal3DHist_ANOMALY_FLAG_HB)
    for (const auto& row : plane)
      NHB_MLbadflags_ += std::count(row.begin(), row.end(), 1);
  for (const auto& plane : digiHcal3DHist_ANOMALY_FLAG_HE)
    for (const auto& row : plane)
      NHE_MLbadflags_ += std::count(row.begin(), row.end(), 1);

  MLFlagvsLS_Subdet.fill(HcalDetId(HcalBarrel, 1, 1, 1), _currentLS, NHB_MLbadflags_);
  MLFlagvsLS_Subdet.fill(HcalDetId(HcalEndcap, 17, 1, 1), _currentLS, NHE_MLbadflags_);

  Occupancy1LS.reset();
  DQTask::globalEndLuminosityBlock(lb, es);
}

Member Data Documentation

digiHcal2DHist_depth_1

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_1

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 65 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_2

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_2

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 67 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_3

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_3

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 69 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_4

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_4

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 71 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_5

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_5

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 73 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_6

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_6

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 75 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

digiHcal2DHist_depth_7

std::vector<std::vector<float> > HcalMLTask::digiHcal2DHist_depth_7

private

Initial value:

{
      std::vector<std::vector<float>>(64, std::vector<float>(72, 0))}

Definition at line 77 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock().

dqmadObj_HB

std::unique_ptr<OnlineDQMDigiAD> HcalMLTask::dqmadObj_HB = nullptr

private

Definition at line 62 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock(), and HcalMLTask().

dqmadObj_HE

std::unique_ptr<OnlineDQMDigiAD> HcalMLTask::dqmadObj_HE = nullptr

private

Definition at line 63 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock(), and HcalMLTask().

flagDecisionThr

double HcalMLTask::flagDecisionThr

private

Definition at line 50 of file HcalMLTask.cc.

Referenced by globalEndLuminosityBlock(), and HcalMLTask().

hcalDbServiceToken_

edm::ESGetToken<HcalDbService, HcalDbRecord> HcalMLTask::hcalDbServiceToken_

private

Definition at line 57 of file HcalMLTask.cc.

Referenced by bookHistograms().

MLFlagvsLS_Subdet

hcaldqm::Container1D HcalMLTask::MLFlagvsLS_Subdet

private

Definition at line 60 of file HcalMLTask.cc.

Referenced by bookHistograms(), and globalEndLuminosityBlock().

Occupancy1LS

hcaldqm::ContainerXXX<double> HcalMLTask::Occupancy1LS

private

Definition at line 59 of file HcalMLTask.cc.

Referenced by _process(), bookHistograms(), and globalEndLuminosityBlock().

onnx_model_path_HB

std::string HcalMLTask::onnx_model_path_HB

private

Definition at line 49 of file HcalMLTask.cc.

Referenced by HcalMLTask().

onnx_model_path_HE

std::string HcalMLTask::onnx_model_path_HE

private

Definition at line 49 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tagHO

edm::InputTag HcalMLTask::tagHO

private

Definition at line 52 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tagQIE10

edm::InputTag HcalMLTask::tagQIE10

private

Definition at line 53 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tagQIE11

edm::InputTag HcalMLTask::tagQIE11

private

Definition at line 51 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tokHO

edm::EDGetTokenT<HODigiCollection> HcalMLTask::tokHO

private

Definition at line 55 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tokQIE10

edm::EDGetTokenT<QIE10DigiCollection> HcalMLTask::tokQIE10

private

Definition at line 56 of file HcalMLTask.cc.

Referenced by HcalMLTask().

tokQIE11

edm::EDGetTokenT<QIE11DigiCollection> HcalMLTask::tokQIE11

private

Definition at line 54 of file HcalMLTask.cc.

Referenced by _process(), and HcalMLTask().