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TreeTrainer.cc

Go to the documentation of this file.

#include <functional>
#include <algorithm>
#include <string>
#include <vector>

#include <TString.h>
#include <TTree.h>

#include "FWCore/Utilities/interface/Exception.h"

#include "PhysicsTools/MVAComputer/interface/MVAComputer.h"
#include "PhysicsTools/MVAComputer/interface/TreeReader.h"

#include "PhysicsTools/MVATrainer/interface/MVATrainer.h"
#include "PhysicsTools/MVATrainer/interface/TreeTrainer.h"

namespace PhysicsTools {

TreeTrainer::TreeTrainer()
{
}

TreeTrainer::TreeTrainer(TTree *tree, double weight)
{
        addTree(tree, -1, weight);
}

TreeTrainer::TreeTrainer(TTree *signal, TTree *background, double weight)
{
        addTree(signal, true, weight);
        addTree(background, false, weight);
}

TreeTrainer::~TreeTrainer()
{
        reset();
}

Calibration::MVAComputer *TreeTrainer::train(const std::string &trainFile,
                                             double crossValidation)
{
        MVATrainer trainer(trainFile);
        trainer.setMonitoring(true);
        trainer.setCrossValidation(crossValidation);
        train(&trainer);
        return trainer.getCalibration();
}

void TreeTrainer::reset()
{
        readers.clear();
        std::for_each(weights.begin(), weights.end(),
                      std::ptr_fun(&::operator delete));
        weights.clear();
}

void TreeTrainer::addTree(TTree *tree, int target, double weight)
{
        static const bool targets[2] = { true, false };

        TreeReader reader(tree, false, weight > 0.0);

        if (target >= 0) {
                if (tree->GetBranch("__TARGET__"))
                        throw cms::Exception("TreeTrainer")
                                << "__TARGET__ branch already present in file."
                                << std::endl;

                reader.addSingle(MVATrainer::kTargetId, &targets[!target]);
        }

        if (weight > 0.0) {
                double *ptr = new double(weight);
                weights.push_back(ptr);
                reader.addSingle(MVATrainer::kWeightId, ptr);
        }

        addReader(reader);
}

void TreeTrainer::addReader(const TreeReader &reader)
{
        readers.push_back(reader);
}

bool TreeTrainer::iteration(MVATrainer *trainer)
{
        Calibration::MVAComputer *calib = trainer->getTrainCalibration();   
        if (!calib)
                return true;

        MVAComputer computer(calib, true);

        std::for_each(readers.begin(), readers.end(),
                      std::bind2nd(std::mem_fun_ref(&TreeReader::loop),
                                   &computer));

        return false;
}

void TreeTrainer::train(MVATrainer *trainer)
{
        while(!iteration(trainer));
}

} // namespace PhysicsTools

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