isotrackTrainRegressor Namespace Reference

Functions
def	fac0 (jeta)
def	fac1 (jeta)
def	fac2 (jeta)
def	propweights (y_true)

Variables
	_ = 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]
	alpha
	bins
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
	default
	df = pd.read_pickle(fName)
tuple	dop = (X_test[:,16]/X_test[:,13])
tuple	eop = (X_test[:,15]/X_test[:,13])
	fName = parser.parse_args().input
	help
	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 = []
	label
list	lims = [0, 200]
	loc
	loss
tuple	marinascorr = X_test[:,15]*mcorrval
list	maxa = []
tuple	mcorrval = vec0(abs(X_test[:,17])) + vec1(abs(X_test[:,17]))*eop*dop*( 1 + vec2(abs(X_test[:,17]))*dop)
	meany = np.mean(Y_train)
list	mina = []
	model = Sequential()
	modv = parser.parse_args().modelv
int	ntest = 20000
	optimizer
	parser = argparse.ArgumentParser()
	pmom = X_test[:,13]
	preds = model.predict(X_test[:,0:12])
	range
	RMS = tensorflow.keras.optimizers.RMSprop(learning_rate=0.001, rho=0.9)
	stdy = np.std(Y_train)
	targets = data[:,12]
int	testindx = data.shape[0] - ntest
	uncorrected = X_test[:,15]
	vec0 = np.vectorize(fac0)
	vec1 = np.vectorize(fac1)
	vec2 = np.vectorize(fac2)
	X_test = data[testindx:,:]
	X_train = data[:testindx,0:12]
	Y_train = data[:testindx,12]

Function Documentation

fac0()

def isotrackTrainRegressor.fac0

(

jeta

)

Definition at line 101 of file isotrackTrainRegressor.py.

References createfilelist.int.

Referenced by MonopoleSteppingAction.update().

def fac0(jeta):
    PU_IETA_1 = 9
    PU_IETA_2 = 16
    PU_IETA_3 = 25
    idx = (int(jeta >= PU_IETA_1) + int(jeta >= PU_IETA_2) + int(jeta >= PU_IETA_3))
    return a0[idx]

fac1()

def isotrackTrainRegressor.fac1

(

jeta

)

Definition at line 107 of file isotrackTrainRegressor.py.

References createfilelist.int.

Referenced by algorithm(), DDBHMAngular.execute(), and MonopoleSteppingAction.update().

def fac1(jeta):
    PU_IETA_1 = 9
    PU_IETA_2 = 16
    PU_IETA_3 = 25
    idx = (int(jeta >= PU_IETA_1) + int(jeta >= PU_IETA_2) + int(jeta >= PU_IETA_3))
    return a1[idx]

fac2()

def isotrackTrainRegressor.fac2

(

jeta

)

Definition at line 113 of file isotrackTrainRegressor.py.

References createfilelist.int.

Referenced by algorithm(), DDBHMAngular.execute(), and MonopoleSteppingAction.update().

def fac2(jeta):
    PU_IETA_1 = 9
    PU_IETA_2 = 16
    PU_IETA_3 = 25
    idx = (int(jeta >= PU_IETA_1) + int(jeta >= PU_IETA_2) + int(jeta >= PU_IETA_3))
    return a2[idx]

propweights()

def isotrackTrainRegressor.propweights

(

y_true

)

Definition at line 135 of file isotrackTrainRegressor.py.

References funct.abs().

def propweights(y_true):
    weight = np.copy(y_true)
    weight[abs(y_true - meany) > 0] = 1.90*abs(y_true - meany)/stdy  #1.25
#    weight[abs(y_true - meany) > stdy] = 1.75*abs((weight[abs(y_true - meany) > stdy]) - meany)/(stdy)
    weight[abs(y_true - meany) < stdy] =  1
    return weight


# In[6]:

Variable Documentation

_

isotrackTrainRegressor._ = plt.plot(lims, lims)

private

Definition at line 217 of file isotrackTrainRegressor.py.

Referenced by funct.derivative(), funct::DecomposeProduct< ProductStruct< A, B >, A >.get(), funct::DecomposeProduct< ProductStruct< A, B >, B >.get(), funct.get(), funct::DecomposePower< A, B >.getBase(), funct::DecomposePower< A, Numerical< 1 > >.getBase(), funct::DecomposePower< A, B >.getExp(), cscdqm::Configuration.init(), funct.MINUS_S(), funct.NUM(), and funct.PROD_S().

a0

list isotrackTrainRegressor.a0 = [0.973, 0.998, 0.992, 0.965 ]

marinas correction form

Definition at line 98 of file isotrackTrainRegressor.py.

a1

list isotrackTrainRegressor.a1 = [0, -0.318, -0.261, -0.406]

Definition at line 99 of file isotrackTrainRegressor.py.

Referenced by LA_Filler_Fitter.allAndOne(), npstat::ArrayND< Numeric >.ArrayND(), gen::FortranInstance.call(), 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(), VVIObjDetails.expint(), VVIObjFDetails.expint(), sistripvvi::VVIObjDetails.expint(), VVIObj.fcn(), sistripvvi::VVIObj.fcn(), VVIObjF.fcn(), MillePedeMonitor.fillPxbSurveyHistsLocalPars(), heppy::Davismt2.find_high(), DTLinearFit.fitNpar(), TFParams.fitpj(), fnc_dscb(), DeDxHitCalibrator.getAlphaBeta(), lumi::fPoly.getCorrection(), LowEnergyFastSimParam.GetInPointEnergyFraction(), PhotonMIPHaloTagger.getMipTrailFit(), HepMCValidationHelper.GreaterByE(), GridInterpolator3DException.GridInterpolator3DException(), HGCalDDDConstants.HGCalDDDConstants(), HGCalTBDDDConstants.HGCalTBDDDConstants(), EvolutionECAL.LightCollectionEfficiency(), EvolutionECAL.LightCollectionEfficiencyWeighted(), TruncatedPyramid.localCorners(), FlatTrd.localCorners(), heppy::Davismt2.mt2_bisect(), heppy::Davismt2.nsols(), NumericSafeLessByEt< T >.operator()(), NumericSafeLessByPt< T >.operator()(), NumericSafeGreaterByEt< T >.operator()(), NumericSafeGreaterByPt< T >.operator()(), GreaterByPtRef< T >.operator()(), GreaterByPtPtr< T >.operator()(), GreaterByEtRef< T >.operator()(), edm.operator+(), operator==(), npstat::ArrayND< Numeric >.outerProductLoop(), Thrust.parabola(), reco::PFTau3ProngSummary.PFTau3ProngSummary(), HcalSimHitsValidation.phi12(), HcalRecHitsValidation.phi12(), HcalRecHitsAnalyzer.phi12(), CMTRawAnalyzer.phi12(), TFParams.pulseShapepj(), TFParams.pulseShapepj2(), FullModelReactionDynamics.Rotate(), SiG4UniversalFluctuation.SampleFluctuations(), DTTSCand.setBitsBkmod(), DTSectCollPhCand.setBitsSectColl(), L1MuKBMTrack.setKalmanGain(), l1t::KMTFTrack.setKalmanGain(), heppy::mt2w_bisect::mt2w.teco(), SurveyPxbDicer.transform(), TrapezoidalCartesianMFGrid.TrapezoidalCartesianMFGrid(), and TrapezoidalCylindricalMFGrid.TrapezoidalCylindricalMFGrid().

a2

list isotrackTrainRegressor.a2 = [0, 0, 0.047, 0.089]

Definition at line 100 of file isotrackTrainRegressor.py.

Referenced by npstat::ArrayND< Numeric >.ArrayND(), gen::FortranInstance.call(), 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(), VVIObjDetails.expint(), VVIObjFDetails.expint(), sistripvvi::VVIObjDetails.expint(), VVIObj.fcn(), sistripvvi::VVIObj.fcn(), VVIObjF.fcn(), magfieldparam::bcylDetails.ffunkti(), CMTRawAnalyzer.fillDigiAmplitudeQIE11(), heppy::Davismt2.find_high(), DTLinearFit.fitNpar(), TFParams.fitpj(), fnc_dscb(), lumi::fPoly.getCorrection(), LowEnergyFastSimParam.GetInPointEnergyFraction(), HepMCValidationHelper.GreaterByE(), 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(), NumericSafeLessByEt< T >.operator()(), NumericSafeLessByPt< T >.operator()(), NumericSafeGreaterByEt< T >.operator()(), NumericSafeGreaterByPt< T >.operator()(), GreaterByPtRef< T >.operator()(), GreaterByPtPtr< T >.operator()(), GreaterByEtRef< T >.operator()(), edm.operator+(), operator==(), npstat::ArrayND< Numeric >.outerProductLoop(), Thrust.parabola(), HcalSimHitsValidation.phi12(), HcalRecHitsValidation.phi12(), HcalRecHitsAnalyzer.phi12(), CMTRawAnalyzer.phi12(), TFParams.pulseShapepj(), TFParams.pulseShapepj2(), SiG4UniversalFluctuation.SampleFluctuations(), DTTSCand.setBitsBkmod(), DTSectCollPhCand.setBitsSectColl(), L1MuKBMTrack.setKalmanGain(), l1t::KMTFTrack.setKalmanGain(), heppy::mt2w_bisect::mt2w.teco(), and SurveyPxbDicer.transform().

alpha

isotrackTrainRegressor.alpha

Definition at line 181 of file isotrackTrainRegressor.py.

bins

isotrackTrainRegressor.bins

Definition at line 181 of file isotrackTrainRegressor.py.

cols_to_minmax

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.

data

isotrackTrainRegressor.data = df.values

Definition at line 70 of file isotrackTrainRegressor.py.

default

isotrackTrainRegressor.default

Definition at line 28 of file isotrackTrainRegressor.py.

df

isotrackTrainRegressor.df = pd.read_pickle(fName)

Definition at line 38 of file isotrackTrainRegressor.py.

dop

tuple isotrackTrainRegressor.dop = (X_test[:,16]/X_test[:,13])

Definition at line 126 of file isotrackTrainRegressor.py.

Referenced by ALPAKA_ACCELERATOR_NAMESPACE::caHitNtupletGeneratorKernels::Kernel_fastDuplicateRemover< TrackerTraits >.operator()(), and ALPAKA_ACCELERATOR_NAMESPACE::caHitNtupletGeneratorKernels::Kernel_rejectDuplicate< TrackerTraits >.operator()().

eop

tuple isotrackTrainRegressor.eop = (X_test[:,15]/X_test[:,13])

Definition at line 125 of file isotrackTrainRegressor.py.

Referenced by reco::PreId.setECALMatchingProperties().

fName

isotrackTrainRegressor.fName = parser.parse_args().input

Definition at line 33 of file isotrackTrainRegressor.py.

Referenced by FilterSelection.acceptMap(), XMLDocument.addAttribute(), OMTFReconstruction.beginRun(), CaloMeanResponse.CaloMeanResponse(), classNameFinder(), PatternOptimizerBase.endJob(), OMTFReconstruction.endJob(), OMTFPatternMaker.endJob(), XMLConfigWriter.finaliseXMLDocument(), omtf::RpcLinkMap.init(), edm::RootInputFileSequence.initTheFile(), L1TMuonOverlapParamsESProducer.L1TMuonOverlapParamsESProducer(), L1TMuonOverlapPhase1ParamsESProducer.L1TMuonOverlapPhase1ParamsESProducer(), XMLDocument.newElement(), XMLDocument.newValue(), FilterSelection.print(), l1t::XmlConfigParser.readDOMFromFile(), CSCSectorReceiverLUT.readLUTsFromFile(), CaloMeanResponse.readResponse(), HCalSD.readWeightFromFile(), XMLConfigReader.setConfigFile(), XMLConfigReader.setEventsFile(), XMLConfigReader.setPatternsFile(), TTClusterAlgorithm< T >.TTClusterAlgorithm(), TTStubAlgorithm< T >.TTStubAlgorithm(), SummaryOutputProducer.write(), XMLConfigWriter.writeGPs(), EcalDccWeightBuilder.writeWeightToAsciiFile(), and EcalDccWeightBuilder.writeWeightToRootFile().

help

isotrackTrainRegressor.help

Definition at line 28 of file isotrackTrainRegressor.py.

history

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(), dump(), ProvenanceDumper.dumpEventFilteringParameterSets_(), edm::RunPrincipal.fillRunPrincipal(), MuonGeometryNumbering.geoHistoryToBaseNumber(), EcalBarrelGeometry.getClosestCell(), getHLTConfigData(), edm::RawInputSource.makeEvent(), gen::JetMatchingMGFastJet.match(), edm.moduleName(), edm.parameterSet(), TFWLiteSelectorBasic.Process(), FlavorHistoryProducer.produce(), edm::streamer::StreamerInputSource.read(), edm::RootFile.readCurrentEvent(), edm::TestSource.readEvent_(), edm::ThrowingSource.readEvent_(), edmtest::SourceWithWaits.readEvent_(), edm::RepeatingCachedRootSource.readEvent_(), edm::RootFile.readLuminosityBlock_(), edm::InputSource.readLuminosityBlock_(), edm::RootFile.RootFile(), DQMRootOutputModule.startEndFile(), and ProvenanceDumper.work_().

keya

list isotrackTrainRegressor.keya = []

Definition at line 49 of file isotrackTrainRegressor.py.

label

isotrackTrainRegressor.label

Definition at line 181 of file isotrackTrainRegressor.py.

lims

list isotrackTrainRegressor.lims = [0, 200]

Definition at line 214 of file isotrackTrainRegressor.py.

loc

isotrackTrainRegressor.loc

Definition at line 172 of file isotrackTrainRegressor.py.

Referenced by SiStripMonitorDigi.analyze(), SiPixelCalSingleMuonAnalyzer.analyze(), NearbyPixelClustersAnalyzer.analyze(), PickEvents.beginJob(), emtf.calc_phi_glob_deg(), emtf.calc_phi_glob_rad(), emtf.calc_phi_loc_deg(), emtf.calc_phi_loc_deg_from_glob(), emtf.calc_phi_loc_int(), emtf.calc_phi_loc_int_rpc(), emtf::phase2::tp.calcPhiGlobDegFromLoc(), emtf::phase2::tp.calcPhiGlobRadFromLoc(), emtf::phase2::tp.calcPhiInt(), emtf::phase2::tp.calcPhiLocDegFromGlob(), emtf::phase2::tp.calcPhiLocDegFromInt(), emtf::phase2::tp.calcPhiLocRadFromInt(), SiPixelCalibDigiProducer.checkPixel(), SiPixelOfflineCalibAnalysisBase.checkPixel(), PrimitiveConversion.convert_dt(), SiStripLorentzAnglePCLHarvester.dqmEndJob(), HBHELinearMap.find(), edm::MapOfVectors< std::string, AnalysisDescription * >.find(), edm::SortedCollection< EcalRecHit >.find(), SiPixelCalSingleMuonAnalyzer.findClosestCluster(), NearbyPixelClustersAnalyzer.findClosestCluster(), SiPixelInformationExtractor.findNoisyPixels(), TritonData< IO >.fullLoc(), StripCPE.getAlgoParam(), HGCalCassette.getShift(), HCALResponse.HCALResponse(), SiStripPsuDetIdMap.IsHVChannel(), StripCPEfromTrackAngle.localParameters(), SiPixelSCurveCalibrationAnalysis.makeThresholdSummary(), SiPixelTopoFinder.onlineRocColRow(), ALPAKA_ACCELERATOR_NAMESPACE::pixelClustering::CountModules< TrackerTraits >.operator()(), TkMSParameterizationBuilder.produce(), edm::FileInPath.read(), edm::FileInPath.readFromParameterSetBlob(), RecHitsSortedInPhi.RecHitsSortedInPhi(), PrintG4Solids.reducedName(), LocationDef.setLocation(), TritonData< IO >.setShape(), SiStripGainsCalibTreeWorker.SiStripGainsCalibTreeWorker(), SiStripGainsPCLWorker.SiStripGainsPCLWorker(), StripCPEfromTrackAngle.stripErrorSquared(), sipixelobjects::PixelROC.toGlobal(), CustomParticleFactory.ToLower(), ResidualRefitting.trkExtrap(), and HGCalDDDConstants.waferLocal2Global().

loss

isotrackTrainRegressor.loss

Definition at line 159 of file isotrackTrainRegressor.py.

Referenced by l1t::AXOL1TLCondition.evaluateCondition(), and SiG4UniversalFluctuation.SampleFluctuations().

marinascorr

tuple isotrackTrainRegressor.marinascorr = X_test[:,15]*mcorrval

Definition at line 180 of file isotrackTrainRegressor.py.

maxa

list isotrackTrainRegressor.maxa = []

Definition at line 48 of file isotrackTrainRegressor.py.

mcorrval

tuple isotrackTrainRegressor.mcorrval = vec0(abs(X_test[:,17])) + vec1(abs(X_test[:,17]))*eop*dop*( 1 + vec2(abs(X_test[:,17]))*dop)

Definition at line 129 of file isotrackTrainRegressor.py.

meany

isotrackTrainRegressor.meany = np.mean(Y_train)

Definition at line 88 of file isotrackTrainRegressor.py.

Referenced by SiPixelTemplateReco.PixelTempReco1D(), and SiPixelTemplateSplit.PixelTempSplit().

mina

list isotrackTrainRegressor.mina = []

Definition at line 47 of file isotrackTrainRegressor.py.

model

isotrackTrainRegressor.model = Sequential()

Definition at line 148 of file isotrackTrainRegressor.py.

modv

isotrackTrainRegressor.modv = parser.parse_args().modelv

Definition at line 34 of file isotrackTrainRegressor.py.

ntest

int isotrackTrainRegressor.ntest = 20000

Definition at line 80 of file isotrackTrainRegressor.py.

optimizer

isotrackTrainRegressor.optimizer

Definition at line 159 of file isotrackTrainRegressor.py.

parser

isotrackTrainRegressor.parser = argparse.ArgumentParser()

Definition at line 27 of file isotrackTrainRegressor.py.

pmom

isotrackTrainRegressor.pmom = X_test[:,13]

Definition at line 223 of file isotrackTrainRegressor.py.

Referenced by gen::Pythia6Gun.attachPy6DecaysToGenEvent(), edm::ExpoRandomPGunProducer.produce(), gen::Pythia6Hadronizer.residualDecay(), HcalIsoTrkAnalyzer.trackP(), and AlCaHcalIsotrkProducer.trackP().

preds

isotrackTrainRegressor.preds = model.predict(X_test[:,0:12])

Definition at line 177 of file isotrackTrainRegressor.py.

range

isotrackTrainRegressor.range

Definition at line 181 of file isotrackTrainRegressor.py.

RMS

isotrackTrainRegressor.RMS = tensorflow.keras.optimizers.RMSprop(learning_rate=0.001, rho=0.9)

Definition at line 156 of file isotrackTrainRegressor.py.

stdy

isotrackTrainRegressor.stdy = np.std(Y_train)

Definition at line 90 of file isotrackTrainRegressor.py.

targets

isotrackTrainRegressor.targets = data[:,12]

Definition at line 72 of file isotrackTrainRegressor.py.

Referenced by GenericTriggerEventFlag.expandLogicalExpression(), PythiaDauVFilterMatchID.filter(), and L1TGlobalPrescaler.filter().

testindx

int isotrackTrainRegressor.testindx = data.shape[0] - ntest

Definition at line 81 of file isotrackTrainRegressor.py.

uncorrected

isotrackTrainRegressor.uncorrected = X_test[:,15]

Definition at line 179 of file isotrackTrainRegressor.py.

Referenced by CorrPCCProducer.calculateCorrections(), and PFRecoTauDiscriminationByHPSSelection.discriminate().

vec0

isotrackTrainRegressor.vec0 = np.vectorize(fac0)

Definition at line 120 of file isotrackTrainRegressor.py.

Referenced by EcalEBPhase2TrigPrimAlgo.initStructures(), EcalEBTrigPrimTestAlgo.initStructures(), and EcalTrigPrimFunctionalAlgo.initStructures().

vec1

isotrackTrainRegressor.vec1 = np.vectorize(fac1)

Definition at line 121 of file isotrackTrainRegressor.py.

vec2

isotrackTrainRegressor.vec2 = np.vectorize(fac2)

Definition at line 122 of file isotrackTrainRegressor.py.

X_test

isotrackTrainRegressor.X_test = data[testindx:,:]

Definition at line 84 of file isotrackTrainRegressor.py.

X_train

isotrackTrainRegressor.X_train = data[:testindx,0:12]

Definition at line 82 of file isotrackTrainRegressor.py.

Y_train

isotrackTrainRegressor.Y_train = data[:testindx,12]

Definition at line 83 of file isotrackTrainRegressor.py.