Functions | |
def | fac0 |
def | fac1 |
def | fac2 |
def | propweights |
Variables | |
tuple | _ = plt.plot(lims, lims) |
list | a0 = [0.973, 0.998, 0.992, 0.965 ] |
marinas correction form More... | |
list | a1 = [0, -0.318, -0.261, -0.406] |
list | a2 = [0, 0, 0.047, 0.089] |
list | cols_to_minmax = ['t_delta', 't_hmaxNearP','t_emaxNearP', 't_hAnnular', 't_eAnnular','t_pt','t_nVtx','t_ieta','t_eHcal10', 't_eHcal30','t_rhoh','t_eHcal_x'] |
data = df.values | |
tuple | df = pd.read_pickle(fName) |
tuple | dop = (X_test[:,16]/X_test[:,13]) |
tuple | eop = (X_test[:,15]/X_test[:,13]) |
tuple | fName = parser.parse_args() |
tuple | history = model.fit(X_train,Y_train , batch_size=5000, epochs=100, validation_split=0.2, verbose=1,sample_weight=propweights(Y_train)) |
list | keya = [] |
list | lims = [0, 200] |
list | marinascorr = X_test[:,15] |
list | maxa = [] |
tuple | mcorrval = vec0(abs(X_test[:,17])) |
tuple | meany = np.mean(Y_train) |
list | mina = [] |
tuple | model = Sequential() |
tuple | modv = parser.parse_args() |
int | ntest = 20000 |
tuple | parser = argparse.ArgumentParser() |
list | pmom = X_test[:,13] |
tuple | preds = model.predict(X_test[:,0:12]) |
tuple | RMS = keras.optimizers.RMSprop(lr=0.001, rho=0.9) |
tuple | stdy = np.std(Y_train) |
list | targets = data[:,12] |
list | testindx = data.shape[0] |
list | uncorrected = X_test[:,15] |
tuple | vec0 = np.vectorize(fac0) |
tuple | vec1 = np.vectorize(fac1) |
tuple | vec2 = np.vectorize(fac2) |
list | X_test = data[testindx:,:] |
list | X_train = data[:testindx,0:12] |
list | Y_train = data[:testindx,12] |
def isotrackTrainRegressor.fac0 | ( | jeta | ) |
Definition at line 101 of file isotrackTrainRegressor.py.
Referenced by MonopoleSteppingAction.update().
def isotrackTrainRegressor.fac1 | ( | jeta | ) |
Definition at line 107 of file isotrackTrainRegressor.py.
Referenced by algorithm(), DDBHMAngular.execute(), and MonopoleSteppingAction.update().
def isotrackTrainRegressor.fac2 | ( | jeta | ) |
Definition at line 113 of file isotrackTrainRegressor.py.
Referenced by algorithm(), DDBHMAngular.execute(), and MonopoleSteppingAction.update().
def isotrackTrainRegressor.propweights | ( | y_true | ) |
Definition at line 135 of file isotrackTrainRegressor.py.
References funct.abs().
Definition at line 217 of file isotrackTrainRegressor.py.
Referenced by funct::DecomposeProduct< ProductStruct< A, B >, A >.get(), funct::DecomposeProduct< ProductStruct< A, B >, B >.get(), funct::DecomposePower< A, Numerical< 1 > >.getBase(), cscdqm::Configuration.init(), funct.NUM(), and funct.PROD_S().
list isotrackTrainRegressor.a0 = [0.973, 0.998, 0.992, 0.965 ] |
marinas correction form
Definition at line 98 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.a1 = [0, -0.318, -0.261, -0.406] |
Definition at line 99 of file isotrackTrainRegressor.py.
Referenced by LA_Filler_Fitter.allAndOne(), MEtoEDM< T >.CheckBinLabels(), DQMTTreeIO::DQMMergeHelper.CheckBinLabels(), dqm::impl::MonitorElement.CheckBinLabels(), HBHENegativeEFilter.checkPassFilter(), FFTJetCorrectorSequence< Jet, InitialConverter, FinalConverter >.correct(), dqm::impl::MonitorElement.divide(), SurveyPxbDicer.doDice(), PulseFitWithShape.doFit(), HcalSimHitsValidation.dPhiWsign(), HcalRecHitsValidation.dPhiWsign(), HcalRecHitsAnalyzer.dPhiWsign(), CMTRawAnalyzer.dPhiWsign(), EcalMatacqAnalyzer.endJob(), VVIObjFDetails.expint(), VVIObjDetails.expint(), sistripvvi::VVIObjDetails.expint(), VVIObj.fcn(), VVIObjF.fcn(), sistripvvi::VVIObj.fcn(), heppy::Davismt2.find_high(), tauImpactParameter::TauA1NuConstrainedFitter.fit(), DTLinearFit.fitNpar(), TFParams.fitpj(), fnc_dscb(), lumi::fPoly.getCorrection(), PhotonMIPHaloTagger.GetMipTrailFit(), tauImpactParameter::TauA1NuConstrainedFitter.getRefitDaughters(), GridInterpolator3DException.GridInterpolator3DException(), HGCalDDDConstants.HGCalDDDConstants(), EvolutionECAL.LightCollectionEfficiency(), EvolutionECAL.LightCollectionEfficiencyWeighted(), TruncatedPyramid.localCorners(), FlatTrd.localCorners(), heppy::Davismt2.mt2_bisect(), heppy::Davismt2.nsols(), GreaterByPtRef< T >.operator()(), GreaterByPtPtr< T >.operator()(), GreaterByEtRef< T >.operator()(), edm.operator+(), operator==(), reco::PFTau3ProngSummary.PFTau3ProngSummary(), HcalSimHitsValidation.phi12(), HcalRecHitsValidation.phi12(), HcalRecHitsAnalyzer.phi12(), CMTRawAnalyzer.phi12(), L1TkFastVertexProducer.produce(), PFTau3ProngReco.produce(), TFParams.pulseShapepj(), TFParams.pulseShapepj2(), FullModelReactionDynamics.Rotate(), SiG4UniversalFluctuation.SampleFluctuations(), LandauFP420.SampleFluctuations(), DTTSCand.setBitsBkmod(), DTSectCollPhCand.setBitsSectColl(), tauImpactParameter::TauA1NuConstrainedFitter.SolveAmbiguityAnalytically(), tauImpactParameter::TauA1NuConstrainedFitter.SolveAmbiguityAnalyticallywithRot(), tauImpactParameter::TauA1NuConstrainedFitter.TauRot(), heppy::mt2w_bisect::mt2w.teco(), TrapezoidalCartesianMFGrid.TrapezoidalCartesianMFGrid(), and TrapezoidalCylindricalMFGrid.TrapezoidalCylindricalMFGrid().
list isotrackTrainRegressor.a2 = [0, 0, 0.047, 0.089] |
Definition at line 100 of file isotrackTrainRegressor.py.
Referenced by MEtoEDM< T >.CheckBinLabels(), DQMTTreeIO::DQMMergeHelper.CheckBinLabels(), dqm::impl::MonitorElement.CheckBinLabels(), HBHENegativeEFilter.checkPassFilter(), FFTJetCorrectorSequence< Jet, InitialConverter, FinalConverter >.correct(), dqm::impl::MonitorElement.divide(), SurveyPxbDicer.doDice(), PulseFitWithShape.doFit(), HcalSimHitsValidation.dPhiWsign(), HcalRecHitsValidation.dPhiWsign(), HcalRecHitsAnalyzer.dPhiWsign(), CMTRawAnalyzer.dPhiWsign(), EcalMatacqAnalyzer.endJob(), VVIObjFDetails.expint(), VVIObjDetails.expint(), sistripvvi::VVIObjDetails.expint(), VVIObj.fcn(), VVIObjF.fcn(), sistripvvi::VVIObj.fcn(), magfieldparam::bcylDetails.ffunkti(), CMTRawAnalyzer.fillDigiAmplitudeQIE11(), heppy::Davismt2.find_high(), DTLinearFit.fitNpar(), TFParams.fitpj(), fnc_dscb(), lumi::fPoly.getCorrection(), GridInterpolator3DException.GridInterpolator3DException(), mkfit.intersectThirdLayer(), EvolutionECAL.LightCollectionEfficiency(), EvolutionECAL.LightCollectionEfficiencyWeighted(), TruncatedPyramid.localCorners(), main(), heppy::Davismt2.mt2_bisect(), heppy::Davismt2.mt2_massless(), heppy::Davismt2.nsols(), heppy::Davismt2.nsols_massless(), GreaterByPtRef< T >.operator()(), GreaterByPtPtr< T >.operator()(), GreaterByEtRef< T >.operator()(), edm.operator+(), operator==(), HcalSimHitsValidation.phi12(), HcalRecHitsValidation.phi12(), HcalRecHitsAnalyzer.phi12(), CMTRawAnalyzer.phi12(), L1TkFastVertexProducer.produce(), TFParams.pulseShapepj(), TFParams.pulseShapepj2(), SiG4UniversalFluctuation.SampleFluctuations(), LandauFP420.SampleFluctuations(), DTTSCand.setBitsBkmod(), DTSectCollPhCand.setBitsSectColl(), and heppy::mt2w_bisect::mt2w.teco().
list isotrackTrainRegressor.cols_to_minmax = ['t_delta', 't_hmaxNearP','t_emaxNearP', 't_hAnnular', 't_eAnnular','t_pt','t_nVtx','t_ieta','t_eHcal10', 't_eHcal30','t_rhoh','t_eHcal_x'] |
Definition at line 64 of file isotrackTrainRegressor.py.
isotrackTrainRegressor.data = df.values |
Definition at line 70 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.df = pd.read_pickle(fName) |
Definition at line 38 of file isotrackTrainRegressor.py.
Definition at line 126 of file isotrackTrainRegressor.py.
Definition at line 125 of file isotrackTrainRegressor.py.
Referenced by reco::PreId.setECALMatchingProperties().
tuple isotrackTrainRegressor.fName = parser.parse_args() |
Definition at line 33 of file isotrackTrainRegressor.py.
Referenced by FilterSelection.acceptMap(), OMTFReconstruction.beginRun(), CaloMeanResponse.CaloMeanResponse(), PatternOptimizerBase.endJob(), OMTFReconstruction.endJob(), OMTFPatternMaker.endJob(), omtf::RpcLinkMap.init(), edm::RootInputFileSequence.initTheFile(), L1TMuonOverlapParamsESProducer.L1TMuonOverlapParamsESProducer(), L1TMuonOverlapPhase1ParamsESProducer.L1TMuonOverlapPhase1ParamsESProducer(), FilterSelection.print(), CSCSectorReceiverLUT.readLUTsFromFile(), HCalSD.readWeightFromFile(), XMLConfigReader.setConfigFile(), XMLConfigReader.setEventsFile(), XMLConfigReader.setPatternsFile(), TTClusterAlgorithm< T >.TTClusterAlgorithm(), TTStubAlgorithm< T >.TTStubAlgorithm(), SummaryOutputProducer.write(), EcalDccWeightBuilder.writeWeightToAsciiFile(), and EcalDccWeightBuilder.writeWeightToRootFile().
tuple isotrackTrainRegressor.history = model.fit(X_train,Y_train , batch_size=5000, epochs=100, validation_split=0.2, verbose=1,sample_weight=propweights(Y_train)) |
Definition at line 163 of file isotrackTrainRegressor.py.
Referenced by ListIds.analyze(), ListGroups.analyze(), GEMGeometryBuilder.build(), ME0GeometryParsFromDD.buildGeometry(), GEMGeometryParsFromDD.buildGeometry(), ME0GeometryBuilder.buildGeometry(), edm::IDGeneratorSourceBase< PuttableSourceBase >.doReadEvent(), edm::IDGeneratorSourceBase< PuttableSourceBase >.doReadEventWithDelayedReader(), FWLiteJobMetadataManager.doUpdate(), ProvenanceDumper.dumpEventFilteringParameterSets_(), edm::RunPrincipal.fillRunPrincipal(), MuonGeometryNumbering.geoHistoryToBaseNumber(), EcalBarrelGeometry.getClosestCell(), getHLTConfigData(), edm::RawInputSource.makeEvent(), gen::JetMatchingMGFastJet.match(), TFWLiteSelectorBasic.Process(), FlavorHistoryProducer.produce(), edm::StreamerInputSource.read(), edm::RootFile.readCurrentEvent(), edm::TestSource.readEvent_(), edm::RepeatingCachedRootSource.readEvent_(), edm::RootFile.readLuminosityBlock_(), edm::InputSource.readLuminosityBlock_(), edm::RootFile.RootFile(), DQMRootOutputModule.startEndFile(), and ProvenanceDumper.work_().
list isotrackTrainRegressor.keya = [] |
Definition at line 49 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.lims = [0, 200] |
Definition at line 214 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.marinascorr = X_test[:,15] |
Definition at line 180 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.maxa = [] |
Definition at line 48 of file isotrackTrainRegressor.py.
Definition at line 129 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.meany = np.mean(Y_train) |
Definition at line 88 of file isotrackTrainRegressor.py.
Referenced by SiPixelTemplateReco.PixelTempReco1D(), and SiPixelTemplateSplit.PixelTempSplit().
list isotrackTrainRegressor.mina = [] |
Definition at line 47 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.model = Sequential() |
Definition at line 148 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.modv = parser.parse_args() |
Definition at line 34 of file isotrackTrainRegressor.py.
int isotrackTrainRegressor.ntest = 20000 |
Definition at line 80 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.parser = argparse.ArgumentParser() |
Definition at line 27 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.pmom = X_test[:,13] |
Definition at line 223 of file isotrackTrainRegressor.py.
Referenced by gen::Pythia6Gun.attachPy6DecaysToGenEvent(), edm::ExpoRandomPGunProducer.produce(), gen::Cascade2Hadronizer.residualDecay(), gen::Pythia6Hadronizer.residualDecay(), HcalIsoTrkAnalyzer.trackP(), and AlCaHcalIsotrkProducer.trackP().
tuple isotrackTrainRegressor.preds = model.predict(X_test[:,0:12]) |
Definition at line 177 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.RMS = keras.optimizers.RMSprop(lr=0.001, rho=0.9) |
Definition at line 156 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.stdy = np.std(Y_train) |
Definition at line 90 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.targets = data[:,12] |
Definition at line 72 of file isotrackTrainRegressor.py.
Referenced by PythiaDauVFilterMatchID.filter(), and L1TGlobalPrescaler.filter().
list isotrackTrainRegressor.testindx = data.shape[0] |
Definition at line 81 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.uncorrected = X_test[:,15] |
Definition at line 179 of file isotrackTrainRegressor.py.
Referenced by PFRecoTauDiscriminationByHPSSelection.discriminate().
tuple isotrackTrainRegressor.vec0 = np.vectorize(fac0) |
Definition at line 120 of file isotrackTrainRegressor.py.
Referenced by EcalEBTrigPrimTestAlgo.initStructures(), and EcalTrigPrimFunctionalAlgo.initStructures().
tuple isotrackTrainRegressor.vec1 = np.vectorize(fac1) |
Definition at line 121 of file isotrackTrainRegressor.py.
tuple isotrackTrainRegressor.vec2 = np.vectorize(fac2) |
Definition at line 122 of file isotrackTrainRegressor.py.
list isotrackTrainRegressor.X_test = data[testindx:,:] |
Definition at line 84 of file isotrackTrainRegressor.py.
Definition at line 82 of file isotrackTrainRegressor.py.
Definition at line 83 of file isotrackTrainRegressor.py.