Public Member Functions | |
DeepTauId (const edm::ParameterSet &cfg, const deep_tau::DeepTauCache *cache) | |
const std::map< BasicDiscriminator, size_t > | matchDiscriminatorIndices (edm::Event &event, edm::EDGetTokenT< reco::TauDiscriminatorContainer > discriminatorContainerToken, std::vector< BasicDiscriminator > requiredDiscr) |
Public Member Functions inherited from deep_tau::DeepTauBase | |
DeepTauBase (const edm::ParameterSet &cfg, const OutputCollection &outputs, const DeepTauCache *cache) | |
void | produce (edm::Event &event, const edm::EventSetup &es) override |
~DeepTauBase () override | |
Public Member Functions inherited from edm::stream::EDProducer< edm::GlobalCache< DeepTauCache > > | |
EDProducer ()=default | |
bool | hasAbilityToProduceInBeginLumis () const final |
bool | hasAbilityToProduceInBeginRuns () const final |
bool | hasAbilityToProduceInEndLumis () const final |
bool | hasAbilityToProduceInEndRuns () const final |
Static Public Member Functions | |
static void | fillDescriptions (edm::ConfigurationDescriptions &descriptions) |
static const OutputCollection & | GetOutputs () |
static void | globalEndJob (const deep_tau::DeepTauCache *cache_) |
static std::unique_ptr< deep_tau::DeepTauCache > | initializeGlobalCache (const edm::ParameterSet &cfg) |
Static Public Member Functions inherited from deep_tau::DeepTauBase | |
static void | globalEndJob (const DeepTauCache *cache) |
static std::unique_ptr< DeepTauCache > | initializeGlobalCache (const edm::ParameterSet &cfg) |
Static Public Attributes | |
static constexpr float | default_value = -999. |
Private Member Functions | |
void | checkInputs (const tensorflow::Tensor &inputs, const std::string &block_name, int n_inputs, const CellGrid *grid=nullptr) const |
template<typename CandidateCastType , typename TauCastType > | |
void | createConvFeatures (const TauCastType &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const reco::Vertex &pv, double rho, const std::vector< pat::Electron > *electrons, const std::vector< pat::Muon > *muons, const edm::View< reco::Candidate > &pfCands, const CellGrid &grid, TauFunc tau_funcs, bool is_inner) |
template<typename CandidateCastType , typename TauCastType > | |
void | createEgammaBlockInputs (unsigned idx, const TauCastType &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const reco::Vertex &pv, double rho, const std::vector< pat::Electron > *electrons, const edm::View< reco::Candidate > &pfCands, const Cell &cell_map, TauFunc tau_funcs, bool is_inner) |
template<typename CandidateCastType , typename TauCastType > | |
void | createHadronsBlockInputs (unsigned idx, const TauCastType &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const reco::Vertex &pv, double rho, const edm::View< reco::Candidate > &pfCands, const Cell &cell_map, TauFunc tau_funcs, bool is_inner) |
template<typename dnn , typename CandidateCastType , typename TauCastType > | |
tensorflow::Tensor | createInputsV1 (const TauCastType &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const std::vector< pat::Electron > *electrons, const std::vector< pat::Muon > *muons, TauFunc tau_funcs) const |
template<typename CandidateCastType , typename TauCastType > | |
void | createMuonBlockInputs (unsigned idx, const TauCastType &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const reco::Vertex &pv, double rho, const std::vector< pat::Muon > *muons, const edm::View< reco::Candidate > &pfCands, const Cell &cell_map, TauFunc tau_funcs, bool is_inner) |
template<typename CandidateCastType , typename TauCastType > | |
void | createTauBlockInputs (const TauCastType &tau, const size_t &tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const reco::Vertex &pv, double rho, TauFunc tau_funcs) |
template<typename Collection , typename TauCastType > | |
void | fillGrids (const TauCastType &tau, const Collection &objects, CellGrid &inner_grid, CellGrid &outer_grid) |
tensorflow::Tensor | getPartialPredictions (bool is_inner) |
tensorflow::Tensor | getPredictions (edm::Event &event, edm::Handle< TauCollection > taus) override |
template<typename CandidateCastType , typename TauCastType > | |
void | getPredictionsV1 (TauCollection::const_reference &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const std::vector< pat::Electron > *electrons, const std::vector< pat::Muon > *muons, std::vector< tensorflow::Tensor > &pred_vector, TauFunc tau_funcs) |
template<typename CandidateCastType , typename TauCastType > | |
void | getPredictionsV2 (TauCollection::const_reference &tau, const size_t tau_index, const edm::RefToBase< reco::BaseTau > tau_ref, const std::vector< pat::Electron > *electrons, const std::vector< pat::Muon > *muons, const edm::View< reco::Candidate > &pfCands, const reco::Vertex &pv, double rho, std::vector< tensorflow::Tensor > &pred_vector, TauFunc tau_funcs) |
void | saveInputs (const tensorflow::Tensor &inputs, const std::string &block_name, int n_inputs, const CellGrid *grid=nullptr) |
void | setCellConvFeatures (tensorflow::Tensor &convTensor, const tensorflow::Tensor &features, unsigned batch_idx, int eta_index, int phi_index) |
Static Private Member Functions | |
static void | calculateElectronClusterVars (const pat::Electron *ele, float &elecEe, float &elecEgamma) |
static bool | calculateElectronClusterVarsV2 (const pat::Electron &ele, float &cc_ele_energy, float &cc_gamma_energy, int &cc_n_gamma) |
template<typename TauCastType > | |
static bool | calculateGottfriedJacksonAngleDifference (const TauCastType &tau, const size_t tau_index, double &gj_diff, TauFunc tau_funcs) |
template<typename TauCastType > | |
static float | calculateGottfriedJacksonAngleDifference (const TauCastType &tau, const size_t tau_index, TauFunc tau_funcs) |
template<typename TauCastType > | |
static const pat::Electron * | findMatchedElectron (const TauCastType &tau, const std::vector< pat::Electron > *electrons, double deltaR) |
static double | getInnerSignalConeRadius (double pt) |
template<typename T > | |
static float | getValue (T value) |
template<typename T > | |
static float | getValueLinear (T value, float min_value, float max_value, bool positive) |
template<typename T > | |
static float | getValueNorm (T value, float mean, float sigma, float n_sigmas_max=5) |
static bool | isAbove (double value, double min) |
static bool | isInEcalCrack (double eta) |
template<typename CandidateCollection , typename TauCastType > | |
static void | processIsolationPFComponents (const TauCastType &tau, const CandidateCollection &candidates, LorentzVectorXYZ &p4, float &pt, float &d_eta, float &d_phi, float &m, float &n) |
template<typename CandidateCollection , typename TauCastType > | |
static void | processSignalPFComponents (const TauCastType &tau, const CandidateCollection &candidates, LorentzVectorXYZ &p4_inner, LorentzVectorXYZ &p4_outer, float &pt_inner, float &dEta_inner, float &dPhi_inner, float &m_inner, float &pt_outer, float &dEta_outer, float &dPhi_outer, float &m_outer, float &n_inner, float &n_outer) |
Static Private Attributes | |
static constexpr float | pi = M_PI |
Definition at line 1100 of file DeepTauId.cc.
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inlineexplicit |
Definition at line 1189 of file DeepTauId.cc.
References deep_tau::DeepTauBase::cache_, convTensor_, eGammaTensor_, Exception, deep_tau::DeepTauCache::getGraph(), getPartialPredictions(), hadronsTensor_, input_layer_, muonTensor_, dqmiodumpmetadata::n, Skims_PA_cff::name, output_layer_, setCellConvFeatures(), tauBlockTensor_, version_, and zeroOutputTensor_.
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inlinestaticprivate |
Definition at line 2650 of file DeepTauId.cc.
References default_value, HCALHighEnergyHPDFilter_cfi::energy, and pat::Electron::superCluster().
Referenced by createInputsV1().
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inlinestaticprivate |
Definition at line 1282 of file DeepTauId.cc.
References HCALHighEnergyHPDFilter_cfi::energy, and pat::Electron::superCluster().
Referenced by createEgammaBlockInputs().
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inlinestaticprivate |
Definition at line 2744 of file DeepTauId.cc.
References funct::abs(), funct::pow(), and metsig::tau.
Referenced by calculateGottfriedJacksonAngleDifference(), createInputsV1(), and createTauBlockInputs().
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inlinestaticprivate |
Definition at line 2766 of file DeepTauId.cc.
References calculateGottfriedJacksonAngleDifference(), default_value, and metsig::tau.
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inlineprivate |
Definition at line 1305 of file DeepTauId.cc.
References cms::cuda::assert(), gather_cfg::cout, debug_level, PVValHelper::eta, Exception, alignBH_cfg::fixed, dqmMemoryStats::float, getRunAppsInfo::grid, input, PixelMapPlotter::inputs, edm::isNotFinite(), and phi.
Referenced by getPredictionsV2().
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inlineprivate |
Definition at line 1736 of file DeepTauId.cc.
References convTensor_, gather_cfg::cout, debug_level, eGammaTensor_, pwdgSkimBPark_cfi::electrons, PVValHelper::eta, getPartialPredictions(), getRunAppsInfo::grid, hadronsTensor_, charmTagsComputerCvsB_cfi::idx, createfilelist::int, PDWG_BPHSkim_cff::muons, muonTensor_, phi, MetAnalyzer::pv(), rho, setCellConvFeatures(), metsig::tau, and zeroOutputTensor_.
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inlineprivate |
Definition at line 1934 of file DeepTauId.cc.
References funct::abs(), edm::View< T >::at(), calculateElectronClusterVarsV2(), hltPixelTracks_cff::chi2, HLT_2018_cff::dPhi, eGammaTensor_, nanoDQM_cff::Electron, pwdgSkimBPark_cfi::electrons, f, dqmMemoryStats::float, get, getValue(), getValueLinear(), getValueNorm(), charmTagsComputerCvsB_cfi::idx, PixelMapPlotter::inputs, isInEcalCrack(), ndof, MetAnalyzer::pv(), rho, ZElectronSkim_cff::rho, metsig::tau, runTauDisplay::tau_eta, and runTauDisplay::tau_pt.
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inlineprivate |
Definition at line 2321 of file DeepTauId.cc.
References funct::abs(), edm::View< T >::at(), hltPixelTracks_cff::chi2, disable_hcalFraction_workaround_, HLT_2018_cff::dPhi, f, dqmMemoryStats::float, get, getValue(), getValueLinear(), getValueNorm(), hadronsTensor_, charmTagsComputerCvsB_cfi::idx, PixelMapPlotter::inputs, isInEcalCrack(), ndof, MetAnalyzer::pv(), rho, ZElectronSkim_cff::rho, metsig::tau, runTauDisplay::tau_eta, and runTauDisplay::tau_pt.
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inlineprivate |
Definition at line 2446 of file DeepTauId.cc.
References funct::abs(), calculateElectronClusterVars(), calculateGottfriedJacksonAngleDifference(), taus_cff::decayMode, default_value, HLT_2018_cff::dEta, HLT_2018_cff::dPhi, PVValHelper::dxy, PVValHelper::dz, pwdgSkimBPark_cfi::electrons, reco::tau::eratio(), PVValHelper::eta, findMatchedElectron(), get, PixelMapPlotter::inputs, electrons_cff::ip3d, isInEcalCrack(), EgHLTOffHistBins_cfi::mass, PDWG_BPHSkim_cff::muons, reco::tau::n_photons_total(), processIsolationPFComponents(), processSignalPFComponents(), DiDispStaMuonMonitor_cfi::pt, reco::tau::pt_weighted_deta_strip(), reco::tau::pt_weighted_dphi_strip(), reco::tau::pt_weighted_dr_iso(), reco::tau::pt_weighted_dr_signal(), and metsig::tau.
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inlineprivate |
Definition at line 2170 of file DeepTauId.cc.
References funct::abs(), edm::View< T >::at(), hltPixelTracks_cff::chi2, MuonSubdetId::CSC, HLT_2018_cff::dPhi, MuonSubdetId::DT, f, dqmMemoryStats::float, get, getValue(), getValueLinear(), getValueNorm(), charmTagsComputerCvsB_cfi::idx, PixelMapPlotter::inputs, isInEcalCrack(), dumpRecoGeometry_cfg::Muon, PDWG_BPHSkim_cff::muons, muonTensor_, ndof, MetAnalyzer::pv(), pat::Muon::PV2D, rho, ZElectronSkim_cff::rho, MuonSubdetId::RPC, relativeConstraints::station, metsig::tau, runTauDisplay::tau_eta, and runTauDisplay::tau_pt.
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inlineprivate |
Definition at line 1828 of file DeepTauId.cc.
References funct::abs(), calculateGottfriedJacksonAngleDifference(), disable_dxy_pca_, reco::tau::eratio(), f, get, getValue(), getValueLinear(), getValueNorm(), PixelMapPlotter::inputs, deep_tau::DeepTauBase::is_online_, isAbove(), isInEcalCrack(), reco::tau::n_photons_total(), pi, reco::tau::pt_weighted_deta_strip(), reco::tau::pt_weighted_dphi_strip(), reco::tau::pt_weighted_dr_iso(), reco::tau::pt_weighted_dr_signal(), rho, ZElectronSkim_cff::rho, metsig::tau, runTauDisplay::tau_eta, runTauDisplay::tau_mass, runTauDisplay::tau_phi, runTauDisplay::tau_pt, and tauBlockTensor_.
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inlinestatic |
Definition at line 1146 of file DeepTauId.cc.
References edm::ConfigurationDescriptions::add(), edm::ParameterSetDescription::add(), edm::ParameterSetDescription::addOptional(), edm::ParameterSetDescription::addUntracked(), HLT_2018_cff::InputTag, and AlCaHLTBitMon_QueryRunRegistry::string.
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inlineprivate |
Definition at line 1675 of file DeepTauId.cc.
References reco::deltaPhi(), getInnerSignalConeRadius(), getRunAppsInfo::grid, dqmiodumpmetadata::n, getGTfromDQMFile::obj, funct::pow(), and metsig::tau.
Referenced by getPredictionsV2().
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inlinestaticprivate |
Definition at line 2781 of file DeepTauId.cc.
References PbPb_ZMuSkimMuonDPG_cff::deltaR, reco::deltaR2(), pwdgSkimBPark_cfi::electrons, reco::LeafCandidate::pt(), and metsig::tau.
Referenced by createInputsV1().
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inlinestaticprivate |
Definition at line 2736 of file DeepTauId.cc.
References SiStripPI::max, cosmictrackSelector_cfi::min_pt, and DiDispStaMuonMonitor_cfi::pt.
Referenced by fillGrids(), and processSignalPFComponents().
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inlinestatic |
Definition at line 1104 of file DeepTauId.cc.
References Output, and deep_tau::DeepTauBase::outputs_.
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inlineprivate |
Definition at line 1711 of file DeepTauId.cc.
References deep_tau::DeepTauBase::cache_, eGammaTensor_, deep_tau::DeepTauCache::getSession(), hadronsTensor_, muonTensor_, and tensorflow::run().
Referenced by createConvFeatures(), and DeepTauId().
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inlineoverrideprivatevirtual |
Implements deep_tau::DeepTauBase.
Definition at line 1422 of file DeepTauId.cc.
References deep_tau::DeepTauBase::andPrediscriminants_, basicDiscrdR03IndexMap_, basicDiscrIndexMap_, basicTauDiscriminators_inputToken_, basicTauDiscriminatorsdR03_inputToken_, discrIndicesMapped_, electrons_token_, Exception, edm::ValueMap< T >::get(), deep_tau::DeepTauBase::is_online_, dqmdumpme::k, matchDiscriminatorIndices(), muons_token_, deep_tau::NumberOfOutputs, deep_tau::DeepTauBase::patPrediscriminants_, deep_tau::DeepTauBase::pfcandToken_, pfTauTransverseImpactParameters_token_, deep_tau::DeepTauBase::recoPrediscriminants_, deep_tau::DeepTauBase::requiredBasicDiscriminators_, deep_tau::DeepTauBase::requiredBasicDiscriminatorsdR03_, rho, rho_token_, Tau3MuMonitor_cff::taus, version_, pwdgSkimBPark_cfi::vertices, and deep_tau::DeepTauBase::vtxToken_.
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inlineprivate |
Definition at line 1540 of file DeepTauId.cc.
References deep_tau::DeepTauBase::cache_, pwdgSkimBPark_cfi::electrons, deep_tau::DeepTauCache::getSession(), input_layer_, PixelMapPlotter::inputs, PDWG_BPHSkim_cff::muons, output_layer_, tensorflow::run(), and metsig::tau.
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inlineprivate |
Definition at line 1553 of file DeepTauId.cc.
References cms::cuda::assert(), deep_tau::DeepTauBase::cache_, checkInputs(), convTensor_, gather_cfg::cout, debug_level, disable_CellIndex_workaround_, eGammaTensor_, pwdgSkimBPark_cfi::electrons, file_counter_, fillGrids(), deep_tau::DeepTauCache::getSession(), hadronsTensor_, charmTagsComputerCvsB_cfi::idx, is_first_block_, json_file_, label, PDWG_BPHSkim_cff::muons, muonTensor_, deep_tau::NumberOfOutputs, MetAnalyzer::pv(), rho, tensorflow::run(), save_inputs_, saveInputs(), AlCaHLTBitMon_QueryRunRegistry::string, metsig::tau, and tauBlockTensor_.
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inlinestaticprivate |
Definition at line 1259 of file DeepTauId.cc.
Referenced by createEgammaBlockInputs(), createHadronsBlockInputs(), createMuonBlockInputs(), createTauBlockInputs(), getValueLinear(), and getValueNorm().
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inlinestaticprivate |
Definition at line 1264 of file DeepTauId.cc.
References getValue(), hcaldqm::quantity::max_value, and hcaldqm::quantity::min_value.
Referenced by createEgammaBlockInputs(), createHadronsBlockInputs(), createMuonBlockInputs(), and createTauBlockInputs().
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inlinestaticprivate |
Definition at line 1274 of file DeepTauId.cc.
References getValue(), and SiStripPI::mean.
Referenced by createEgammaBlockInputs(), createHadronsBlockInputs(), createMuonBlockInputs(), and createTauBlockInputs().
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inlinestatic |
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inlinestatic |
Definition at line 1249 of file DeepTauId.cc.
References looper::cfg.
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inlinestaticprivate |
Definition at line 1280 of file DeepTauId.cc.
References min().
Referenced by createTauBlockInputs().
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inlinestaticprivate |
Definition at line 2775 of file DeepTauId.cc.
References funct::abs(), and PVValHelper::eta.
Referenced by createEgammaBlockInputs(), createHadronsBlockInputs(), createInputsV1(), createMuonBlockInputs(), and createTauBlockInputs().
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inline |
Definition at line 1114 of file DeepTauId.cc.
References Exception, edm::ParameterSet::getParameter(), mps_fire::i, dqmiolumiharvest::j, edm::parameterSet(), AlCaHLTBitMon_QueryRunRegistry::string, and deep_tau::DeepTauBase::stringFromDiscriminator_.
Referenced by getPredictions().
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inlinestaticprivate |
Definition at line 2714 of file DeepTauId.cc.
References HLT_2018_cff::candidates, default_value, HLT_2018_cff::dEta, HLT_2018_cff::dPhi, visualization-live-secondInstance_cfg::m, dqmiodumpmetadata::n, p4, DiDispStaMuonMonitor_cfi::pt, and metsig::tau.
Referenced by createInputsV1().
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inlinestaticprivate |
Definition at line 2670 of file DeepTauId.cc.
References HLT_2018_cff::candidates, default_value, reco::deltaR(), HLT_2018_cff::dEta, HLT_2018_cff::dPhi, HGC3DClusterGenMatchSelector_cfi::dR, getInnerSignalConeRadius(), and metsig::tau.
Referenced by createInputsV1().
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inlineprivate |
Definition at line 1361 of file DeepTauId.cc.
References cms::cuda::assert(), gather_cfg::cout, debug_level, PVValHelper::eta, dqmMemoryStats::float, getRunAppsInfo::grid, input, PixelMapPlotter::inputs, is_first_block_, and phi.
Referenced by getPredictionsV2().
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inlineprivate |
Definition at line 1817 of file DeepTauId.cc.
References postprocess-scan-build::features, dqmMemoryStats::float, and dqmiodumpmetadata::n.
Referenced by createConvFeatures(), and DeepTauId().
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Definition at line 2819 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2818 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2798 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2799 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2809 of file DeepTauId.cc.
Referenced by createConvFeatures(), DeepTauId(), and getPredictionsV2().
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Definition at line 2804 of file DeepTauId.cc.
Referenced by checkInputs(), createConvFeatures(), getPredictionsV2(), and saveInputs().
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Definition at line 1102 of file DeepTauId.cc.
Referenced by calculateElectronClusterVars(), calculateGottfriedJacksonAngleDifference(), createInputsV1(), processIsolationPFComponents(), and processSignalPFComponents().
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Definition at line 2807 of file DeepTauId.cc.
Referenced by getPredictionsV2().
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Definition at line 2805 of file DeepTauId.cc.
Referenced by createTauBlockInputs().
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Definition at line 2806 of file DeepTauId.cc.
Referenced by createHadronsBlockInputs().
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Definition at line 2817 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2809 of file DeepTauId.cc.
Referenced by createConvFeatures(), createEgammaBlockInputs(), DeepTauId(), getPartialPredictions(), and getPredictionsV2().
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Definition at line 2795 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2814 of file DeepTauId.cc.
Referenced by getPredictionsV2().
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Definition at line 2809 of file DeepTauId.cc.
Referenced by createConvFeatures(), createHadronsBlockInputs(), DeepTauId(), getPartialPredictions(), and getPredictionsV2().
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Definition at line 2802 of file DeepTauId.cc.
Referenced by DeepTauId(), and getPredictionsV1().
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Definition at line 2813 of file DeepTauId.cc.
Referenced by getPredictionsV2(), and saveInputs().
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Definition at line 2812 of file DeepTauId.cc.
Referenced by getPredictionsV2().
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Definition at line 2796 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2809 of file DeepTauId.cc.
Referenced by createConvFeatures(), createMuonBlockInputs(), DeepTauId(), getPartialPredictions(), and getPredictionsV2().
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Definition at line 2802 of file DeepTauId.cc.
Referenced by DeepTauId(), and getPredictionsV1().
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Definition at line 2801 of file DeepTauId.cc.
Referenced by getPredictions().
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staticconstexprprivate |
Definition at line 1256 of file DeepTauId.cc.
Referenced by createTauBlockInputs().
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Definition at line 2797 of file DeepTauId.cc.
Referenced by getPredictions().
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Definition at line 2811 of file DeepTauId.cc.
Referenced by getPredictionsV2().
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Definition at line 2808 of file DeepTauId.cc.
Referenced by createTauBlockInputs(), DeepTauId(), and getPredictionsV2().
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Definition at line 2803 of file DeepTauId.cc.
Referenced by DeepTauId(), and getPredictions().
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Definition at line 2809 of file DeepTauId.cc.
Referenced by createConvFeatures(), and DeepTauId().