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Variables
TauVsDIS_MachineLearning_Differentiation Namespace Reference

Variables

string path "./data/JetSummary_p250_e20_1000events_r05.csv"
 
list names ['n_track','charge_tot','eta','vertex','class']
 
tuple dataset pandas.read_csv(path, names=names)
 
 array dataset.values
 
list X array[:,0:4]
 
list Y array[:,4]
 
float validation_size 0.60
 
int seed 7
 
tuple ding np.column_stack((X_train,Y_train))
 
tuple dong np.column_stack((X_validation,Y_validation))
 
string scoring 'accuracy'
 
list models []
 
list results []
 
tuple kfold model_selection.KFold(n_splits=10, random_state=seed)
 
tuple cv_results model_selection.cross_val_score(model, X_train, Y_train, cv=kfold, scoring=scoring)
 
string msg "%s: %f (%f)"
 
tuple ada AdaBoostClassifier()
 
tuple predictions ada.predict(X_validation)
 

Variable Documentation

tuple TauVsDIS_MachineLearning_Differentiation.ada AdaBoostClassifier()

Definition at line 135 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 135 of file TauVsDIS_MachineLearning_Differentiation.py

TauVsDIS_MachineLearning_Differentiation.array dataset.values

Definition at line 68 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 68 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by testing.ArrayAsVector(), testing::internal::StlContainerView< Element[N]>.ConstReference(), testing::internal::StlContainerView< Element[N]>.Copy(), Acts::Cuda::SeedFinder< external_spacepoint_t >.createSeedsForGroup(), testing.ElementsAreArray(), Acts::MultiIndex< uint64_t, 12, 12, 16, 8, 16 >.Encode(), Acts::detail::grid_helper.exteriorBinIndices(), Acts::detail::grid_helper.getAxes(), Acts::detail::grid_helper.getBinCenter(), TSQLCallableStatement.GetBytes(), ODBCCallableStatement.GetBytes(), ODBCResultSet.GetBytes(), TSQLResultSet.GetBytes(), Acts::detail::grid_helper.getLocalBinIndices(), Acts::detail::grid_helper.getLowerLeftBinEdge(), Acts::detail::grid_helper.getMax(), Acts::detail::grid_helper.getMin(), Acts::detail::grid_helper.getNBins(), Acts::detail::grid_helper.getUpperRightBinEdge(), Acts::detail::grid_helper.getWidth(), handler(), testing::internal::NativeArray< Element >.InitRef(), Acts::AxisAlignedBoundingBox< entity_t, value_t, DIM >.intersect(), Acts.makeMeasurement(), Acts::detail.mergeComponents(), Acts::detail::grid_helper.neighborHoodIndices(), Acts::detail.operator<<(), Acts.to_json(), Acts::GeometryHierarchyMapJsonConverter< value_t, decorator_t >.toJson(), testing.UnorderedElementsAreArray(), Acts::AxisAlignedBoundingBox< entity_t, value_t, DIM >.wrap(), and MicromegasCalibrationData.write().

tuple TauVsDIS_MachineLearning_Differentiation.cv_results model_selection.cross_val_score(model, X_train, Y_train, cv=kfold, scoring=scoring)

Definition at line 121 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 121 of file TauVsDIS_MachineLearning_Differentiation.py

tuple TauVsDIS_MachineLearning_Differentiation.dataset pandas.read_csv(path, names=names)

Definition at line 37 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 37 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by nanoflann::KDTreeSingleIndexAdaptor< Distance, DatasetAdaptor, DIM, IndexType >.computeBoundingBox(), nanoflann::KDTreeSingleIndexAdaptor< Distance, DatasetAdaptor, DIM, IndexType >.dataset_get(), nanoflann::KDTreeSingleIndexAdaptor< Distance, DatasetAdaptor, DIM, IndexType >.init_vind(), nanoflann::KDTreeSingleIndexAdaptor< Distance, DatasetAdaptor, DIM, IndexType >.KDTreeSingleIndexAdaptor(), InitialFromFile.ReadEntropyDist(), InitialFromFile.ReadNbcDist(), TEST_CASE(), and nanoflann::KDTreeSingleIndexAdaptor< Distance, DatasetAdaptor, DIM, IndexType >.usedMemory().

tuple TauVsDIS_MachineLearning_Differentiation.ding np.column_stack((X_train,Y_train))

Definition at line 77 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 77 of file TauVsDIS_MachineLearning_Differentiation.py

tuple TauVsDIS_MachineLearning_Differentiation.dong np.column_stack((X_validation,Y_validation))

Definition at line 80 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 80 of file TauVsDIS_MachineLearning_Differentiation.py

tuple TauVsDIS_MachineLearning_Differentiation.kfold model_selection.KFold(n_splits=10, random_state=seed)

Definition at line 120 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 120 of file TauVsDIS_MachineLearning_Differentiation.py

list TauVsDIS_MachineLearning_Differentiation.models []

Definition at line 92 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 92 of file TauVsDIS_MachineLearning_Differentiation.py

string TauVsDIS_MachineLearning_Differentiation.msg "%s: %f (%f)"

Definition at line 124 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 124 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by testing::UnitTest.AddTestPartResult(), genfit::FieldManager.checkInitialized(), genfit::FieldManager.checkInstanciated(), BbcMonDraw.Draw(), genfit::MaterialEffects.effects(), testing::internal.EqFailure(), TSQLImportClient.GET(), testing::internal.GetBoolAssertionFailureMessage(), OnlMonServer.getCommonHisto(), OnlMonServer.getHisto(), OnlMonServer.getHistoName(), handleconnection(), testing::internal.HasOneFailure(), genfit::MaterialEffects.init(), OnlMonServer.InitAll(), mg_resolve_async_eh(), testing::internal.ParseInt32(), MyMon.process_event(), BbcMon.process_event(), MvtxMon.process_event(), process_event(), OnlMonServer.registerHisto(), OnlMonServer.registerMonitor(), OnlMonServer.send_message(), server(), genfit::MaterialEffects.stepper(), TEST(), and OnlMonServer.WriteLogFile().

list TauVsDIS_MachineLearning_Differentiation.names ['n_track','charge_tot','eta','vertex','class']

Definition at line 36 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 36 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by ParameterReader.echo(), ParameterReader.find(), ActsExamples::WhiteBoard.get(), KFParticle_eventReconstruction.getCandidateDecay(), ActsExamples::Sequencer.listAlgorithmNames(), Acts.operator<<(), Acts::detail.operator<<(), ParameterReader.ParameterReader(), ActsExamples::Sequencer.run(), ParameterReader.setVal(), ActsExamples::WhiteBoard.similarNames(), and ParameterReader.~ParameterReader().

string TauVsDIS_MachineLearning_Differentiation.path "./data/JetSummary_p250_e20_1000events_r05.csv"

Definition at line 34 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 34 of file TauVsDIS_MachineLearning_Differentiation.py

tuple TauVsDIS_MachineLearning_Differentiation.predictions ada.predict(X_validation)

Definition at line 137 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 137 of file TauVsDIS_MachineLearning_Differentiation.py

list TauVsDIS_MachineLearning_Differentiation.results []

Definition at line 117 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 117 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by main(), Acts::TorchEdgeClassifier.operator()(), and Acts::MultiEigenStepperLoop< extensionlist_t, component_reducer_t, auctioneer_t >.step().

string TauVsDIS_MachineLearning_Differentiation.scoring 'accuracy'

Definition at line 89 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 89 of file TauVsDIS_MachineLearning_Differentiation.py

int TauVsDIS_MachineLearning_Differentiation.seed 7

Definition at line 74 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 74 of file TauVsDIS_MachineLearning_Differentiation.py

float TauVsDIS_MachineLearning_Differentiation.validation_size 0.60

Definition at line 73 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 73 of file TauVsDIS_MachineLearning_Differentiation.py

list TauVsDIS_MachineLearning_Differentiation.X array[:,0:4]

Definition at line 71 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 71 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by LBT.alphas0(), genfit::MeasurementCreator.create(), PHSimpleVertexFinder.dcaTwoLines(), genfit::MaterialEffects.dEdxBrems(), ABlob.Draw(), CaloWaveformFitting.FastMax(), SecondaryVertexFinder.findPcaTwoLines(), KshortReconstruction.findPcaTwoTracks(), ATrace.FitLeftEdge(), HelicalFitter.get_projectionVtxXY(), ActsAlignmentStates.get_projectionXY(), HelicalFitter.get_projectionXY(), MakeMilleFiles.getProjectionVtxXY(), KFParticlePVReconstructor.Init(), init(), Matter.IntegralPDF(), Rossegger.Kimu(), Rossegger.Limu(), genfit::EventDisplay.makeLines(), md5_process(), PseudoJet.operator()(), Fe55.PlotXlines(), KFPInputData.Print(), PHTpcCentralMembraneClusterizer.process_event(), PHTpcCentralMembraneMatcher.process_event(), PHG4TruthEventAction.ProcessShowers(), Acts::Legacy::AtlasSeedFinder< SpacePoint >.production3Sp(), KFParticlePVReconstructor.ReconstructPrimVertex(), LaplaceSolution.Rnk(), MvtxStandaloneTracking.SolveGLS(), tile(), tileHelper.tileImpact(), MvtxStandaloneTracking.TrackFitXY(), MvtxStandaloneTracking.TrackFitZY(), Acts::AtlasStepper.transportCovarianceToBound(), and TrigFTF_GNN_TrackingFilter< external_spacepoint_t >.update().

list TauVsDIS_MachineLearning_Differentiation.Y array[:,4]

Definition at line 72 of file TauVsDIS_MachineLearning_Differentiation.py.

View newest version in sPHENIX GitHub at line 72 of file TauVsDIS_MachineLearning_Differentiation.py

Referenced by genfit::MeasurementCreator.create(), PHSimpleVertexFinder.dcaTwoLines(), genfit::MaterialEffects.dEdxBrems(), ABlob.Draw(), CaloWaveformFitting.FastMax(), SecondaryVertexFinder.findPcaTwoLines(), KshortReconstruction.findPcaTwoTracks(), HelicalFitter.get_projectionVtxXY(), ActsAlignmentStates.get_projectionXY(), HelicalFitter.get_projectionXY(), MakeMilleFiles.getProjectionVtxXY(), KFParticlePVReconstructor.Init(), init(), genfit::EventDisplay.makeLines(), PseudoJet.operator()(), Fe55.PlotXlines(), KFPInputData.Print(), PHTpcCentralMembraneClusterizer.process_event(), PHTpcCentralMembraneMatcher.process_event(), Acts::Legacy::AtlasSeedFinder< SpacePoint >.production3Sp(), KFParticlePVReconstructor.ReconstructPrimVertex(), PHPy8ParticleTrigger.SetYHigh(), PHPy8ParticleTrigger.SetYLow(), boost::shared_ptr< TClonesArray >.shared_ptr(), tile(), transformToLab(), Acts::AtlasStepper.transportCovarianceToBound(), and TrigFTF_GNN_TrackingFilter< external_spacepoint_t >.update().