PhysicsTools::TrainProcessor Class Reference

#include <TrainProcessor.h>

Inheritance diagram for PhysicsTools::TrainProcessor:

Classes
struct	Dummy
struct	Registry
struct	SigBkg

Public Types
typedef TrainerMonitoring::Module	Monitoring
typedef edmplugin::PluginFactory < Dummy *()>	PluginFactory

Public Member Functions
virtual void	cleanup ()
virtual void	configure (XERCES_CPP_NAMESPACE_QUALIFIER DOMElement *config)
void	doTrainBegin ()
void	doTrainData (const std::vector< double > *values, bool target, double weight, bool train, bool test)
void	doTrainEnd ()
virtual Calibration::VarProcessor *	getCalibration () const
virtual Variable::Flags	getDefaultFlags () const
const char *	getId () const
virtual bool	load ()
virtual void	passFlags (const std::vector< Variable::Flags > &flags)
virtual void	save ()
	TrainProcessor (const char *name, const AtomicId *id, MVATrainer *trainer)
virtual	~TrainProcessor ()
Public Member Functions inherited from PhysicsTools::Source
const SourceVariableSet &	getInputs () const
AtomicId	getName () const
SourceVariable *	getOutput (AtomicId name) const
const SourceVariableSet &	getOutputs () const
bool	isTrained () const
	Source (AtomicId name, bool trained=false)
virtual	~Source ()
Public Member Functions inherited from PhysicsTools::ProcessRegistry< Base_t, CalibBase_t, Parent_t >::Factory
template<>
VarProcessor *	create (const char *name, const Calibration::VarProcessor *calib, const MVAComputer *parent)
template<>
TrainProcessor *	create (const char *, const AtomicId *, MVATrainer *)
template<>
TrainProcessor *	create (const char *name, const AtomicId *id, MVATrainer *trainer)
template<>
VarProcessor *	create (const char *, const Calibration::VarProcessor *, const MVAComputer *)

Protected Member Functions
bool	exists (const std::string &name)
virtual void *	requestObject (const std::string &name) const
virtual void	testData (const std::vector< double > *values, bool target, double weight, bool trainedOn)
virtual void	trainBegin ()
virtual void	trainData (const std::vector< double > *values, bool target, double weight)
virtual void	trainEnd ()
Protected Member Functions inherited from PhysicsTools::Source
SourceVariableSet &	getInputs ()
SourceVariableSet &	getOutputs ()

Protected Attributes
Monitoring *	monitoring
std::string	name
MVATrainer *	trainer
Protected Attributes inherited from PhysicsTools::Source
bool	trained

Private Attributes
std::vector< SigBkg >	monHistos
Monitoring *	monModule

Additional Inherited Members
Static Public Member Functions inherited from PhysicsTools::ProcessRegistry< Base_t, CalibBase_t, Parent_t >::Factory
static Base_t *	create (const char *name, const CalibBase_t *calib, Parent_t *parent=0)

Detailed Description

Definition at line 28 of file TrainProcessor.h.

Member Typedef Documentation

typedef TrainerMonitoring::Module PhysicsTools::TrainProcessor::Monitoring

Definition at line 40 of file TrainProcessor.h.

typedef edmplugin::PluginFactory<Dummy*()> PhysicsTools::TrainProcessor::PluginFactory

Definition at line 70 of file TrainProcessor.h.

Constructor & Destructor Documentation

PhysicsTools::TrainProcessor::TrainProcessor	(	const char *	name,
		const AtomicId *	id,
		MVATrainer *	trainer
	)

Definition at line 20 of file TrainProcessor.cc.

                                                    :
    Source(*id), name(name), trainer(trainer), monitoring(0), monModule(0)
{
}

PhysicsTools::TrainProcessor::~TrainProcessor ( )

virtual

Definition at line 27 of file TrainProcessor.cc.

{
}

Member Function Documentation

virtual void PhysicsTools::TrainProcessor::cleanup ( void  )

inlinevirtual

Definition at line 65 of file TrainProcessor.h.

Referenced by PhysicsTools::MVATrainer::~MVATrainer().

{}

virtual void PhysicsTools::TrainProcessor::configure ( XERCES_CPP_NAMESPACE_QUALIFIER DOMElement *  config )

inlinevirtual

Definition at line 51 of file TrainProcessor.h.

{}

void PhysicsTools::TrainProcessor::doTrainBegin

(

)

Definition at line 31 of file TrainProcessor.cc.

References PhysicsTools::TrainerMonitoring::Module::book(), PhysicsTools::MVATrainer::bookMonitor(), PhysicsTools::TrainProcessor::SigBkg::entries, PhysicsTools::SourceVariableSet::get(), PhysicsTools::Source::getInputs(), PhysicsTools::Source::getName(), PhysicsTools::Variable::getName(), PhysicsTools::SourceVariable::getSource(), PhysicsTools::TrainProcessor::SigBkg::histo, infinity, PhysicsTools::Source::inputs, PhysicsTools::TrainProcessor::SigBkg::max, PhysicsTools::TrainProcessor::SigBkg::min, monHistos, monitoring, monModule, name, PhysicsTools::TrainProcessor::SigBkg::overflow, PhysicsTools::TrainProcessor::SigBkg::sameBinning, LaserTracksInput_cfi::source, trainBegin(), trainer, and PhysicsTools::TrainProcessor::SigBkg::underflow.

{
    bool booked = false;
    unsigned int nBins = 50;

    if (!monitoring) {
        const char *source = getName();
        if (source) {
            monitoring = trainer->bookMonitor(name + "_" + source);
            monModule = trainer->bookMonitor(std::string("input_") +
                                             source);
        } else {
            monModule = trainer->bookMonitor("output");
            nBins = 400;
        }

        booked = monModule != 0;
    }

    if (booked) {
        std::vector<SourceVariable*> inputs = getInputs().get();
        for(std::vector<SourceVariable*>::const_iterator iter =
            inputs.begin(); iter != inputs.end(); ++iter) {

            SourceVariable *var = *iter;
            std::string name =
                (const char*)var->getSource()->getName()
                + std::string("_")
                + (const char*)var->getName();

            SigBkg pair;
            pair.entries[0] = pair.entries[1] = 0;
            pair.histo[0] = monModule->book<TH1F>(name + "_bkg",
                (name + "_bkg").c_str(),
                (name + " background").c_str(), nBins, 0, 0);
            pair.histo[1] = monModule->book<TH1F>(name + "_sig",
                (name + "_sig").c_str(),
                (name + " signal").c_str(), nBins, 0, 0);
            pair.underflow[0] = pair.underflow[1] = 0.0;
            pair.overflow[0] = pair.overflow[1] = 0.0;

            pair.sameBinning = true;    // use as default
            if (monitoring) {
                pair.min = -std::numeric_limits<double>::infinity();
                pair.max = +std::numeric_limits<double>::infinity();
            } else {
                pair.min = -99999.0;
                pair.max = +99999.0;
            }

            monHistos.push_back(pair);
        }
    }

    trainBegin();
}

void PhysicsTools::TrainProcessor::doTrainData	(	const std::vector< double > *	values,
		bool	target,
		double	weight,
		bool	train,
		bool	test
	)

Definition at line 88 of file TrainProcessor.cc.

References min, monHistos, monModule, filterCSVwithJSON::target, testData(), trainData(), create_public_pileup_plots::vals, relativeConstraints::value, and CommonMethods::weight().

{
    if (monModule && test) {
        for(std::vector<SigBkg>::iterator iter = monHistos.begin();
            iter != monHistos.end(); ++iter) {
            const std::vector<double> &vals =
                    values[iter - monHistos.begin()];
            for(std::vector<double>::const_iterator value =
                vals.begin(); value != vals.end(); ++value) {

                iter->entries[target]++;

                if (*value <= iter->min) {
                    iter->underflow[target] += weight;
                    continue;
                } else if (*value >= iter->max) {
                    iter->overflow[target] += weight;
                    continue;
                }

                iter->histo[target]->Fill(*value, weight);

                if (iter->sameBinning)
                    iter->histo[!target]->Fill(*value, 0);
            }
        }
    }

    if (train)
        trainData(values, target, weight);
    if (test)
        testData(values, target, weight, train);
}

void PhysicsTools::TrainProcessor::doTrainEnd

(

)

Definition at line 124 of file TrainProcessor.cc.

References i, monHistos, monModule, and trainEnd().

{
    trainEnd();

    if (monModule) {
        for(std::vector<SigBkg>::const_iterator iter =
            monHistos.begin(); iter != monHistos.end(); ++iter) {

            for(unsigned int i = 0; i < 2; i++) {
                Int_t oBin = iter->histo[i]->GetNbinsX() + 1;
                iter->histo[i]->SetBinContent(0,
                    iter->histo[i]->GetBinContent(0) +
                    iter->underflow[i]);
                iter->histo[i]->SetBinContent(oBin,
                    iter->histo[i]->GetBinContent(oBin) +
                    iter->overflow[i]);
                iter->histo[i]->SetEntries(iter->entries[i]);
            }
        }

        monModule = 0;
    }
}

bool PhysicsTools::TrainProcessor::exists ( const std::string &  name )

inlineprotected

Definition at line 83 of file TrainProcessor.h.

    { return boost::filesystem::exists(name.c_str()); }

virtual Calibration::VarProcessor* PhysicsTools::TrainProcessor::getCalibration ( ) const

inlinevirtual

Definition at line 56 of file TrainProcessor.h.

{ return 0; }

virtual Variable::Flags PhysicsTools::TrainProcessor::getDefaultFlags ( ) const

inlinevirtual

Definition at line 47 of file TrainProcessor.h.

References PhysicsTools::Variable::FLAG_ALL.

    { return Variable::FLAG_ALL; }

const char* PhysicsTools::TrainProcessor::getId ( ) const

inline

Definition at line 67 of file TrainProcessor.h.

References name.

{ return name.c_str(); }

virtual bool PhysicsTools::TrainProcessor::load ( )

inlinevirtual

Definition at line 63 of file TrainProcessor.h.

{ return true; }

virtual void PhysicsTools::TrainProcessor::passFlags ( const std::vector< Variable::Flags > &  flags )

inlinevirtual

Definition at line 54 of file TrainProcessor.h.

{}

virtual void* PhysicsTools::TrainProcessor::requestObject ( const std::string &  name ) const

inlineprotectedvirtual

Definition at line 80 of file TrainProcessor.h.

    { return 0; }

virtual void PhysicsTools::TrainProcessor::save ( )

inlinevirtual

Definition at line 64 of file TrainProcessor.h.

{}

virtual void PhysicsTools::TrainProcessor::testData ( const std::vector< double > *  values, bool  target, double  weight, bool  trainedOn  )

inlineprotectedvirtual

Definition at line 76 of file TrainProcessor.h.

Referenced by doTrainData().

                                                                      {}

virtual void PhysicsTools::TrainProcessor::trainBegin ( )

inlineprotectedvirtual

Definition at line 73 of file TrainProcessor.h.

Referenced by doTrainBegin().

{}

virtual void PhysicsTools::TrainProcessor::trainData ( const std::vector< double > *  values, bool  target, double  weight  )

inlineprotectedvirtual

Definition at line 74 of file TrainProcessor.h.

Referenced by doTrainData().

                                                       {}

virtual void PhysicsTools::TrainProcessor::trainEnd ( )

inlineprotectedvirtual

Definition at line 78 of file TrainProcessor.h.

References PhysicsTools::Source::trained.

Referenced by doTrainEnd().

{ trained = true; }

Member Data Documentation

std::vector<SigBkg> PhysicsTools::TrainProcessor::monHistos

private

Definition at line 101 of file TrainProcessor.h.

Referenced by doTrainBegin(), doTrainData(), and doTrainEnd().

Monitoring* PhysicsTools::TrainProcessor::monitoring

protected

Definition at line 88 of file TrainProcessor.h.

Referenced by doTrainBegin().

Monitoring* PhysicsTools::TrainProcessor::monModule

private

Definition at line 102 of file TrainProcessor.h.

Referenced by doTrainBegin(), doTrainData(), and doTrainEnd().

std::string PhysicsTools::TrainProcessor::name

protected

Definition at line 86 of file TrainProcessor.h.

Referenced by dirstructure.Directory::__create_pie_image(), dqm_interfaces.DirID::__eq__(), dirstructure.Directory::__get_full_path(), dirstructure.Comparison::__get_img_name(), dataset.Dataset::__getDataType(), dataset.Dataset::__getFileInfoList(), dirstructure.Comparison::__make_image(), dirstructure.Directory::__repr__(), dqm_interfaces.DirID::__repr__(), dirstructure.Comparison::__repr__(), dirstructure.Directory::calcStats(), python.rootplot.utilities.Hist::divide(), python.rootplot.utilities.Hist::divide_wilson(), doTrainBegin(), utils.StatisticalTest::get_status(), getId(), dirstructure.Directory::print_report(), python.rootplot.utilities.Hist::TGraph(), python.rootplot.utilities.Hist::TH1F(), and Vispa.Views.PropertyView.Property::valueChanged().

MVATrainer* PhysicsTools::TrainProcessor::trainer

protected

Definition at line 87 of file TrainProcessor.h.

Referenced by doTrainBegin().