JPseudoExperimentCondNLLR.cc

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#include <string>
#include <iostream>
#include <iomanip>
#include <chrono>
#include <vector>
#include <map>
#include <exception>
#include <algorithm>
 
#include "TROOT.h"
#include "TFile.h"
#include "TH2D.h"
#include "TRandom3.h"
 
#include "JAstronomy/JPseudoExperiment.hh"
#include "JAstronomy/JAspera.hh"
#include "JAstronomy/JAstronomyToolkit.hh"
 
#include "JGizmo/JGizmoToolkit.hh"
#include "JTools/JAbstractHistogram.hh"
#include "JROOT/JRandom.hh"
 
#include "Jeep/JContainer.hh"
#include "Jeep/JParser.hh"
 
 
namespace {
    int                 debug   =   2; //Does this get overwritten properly in main?
 
    /**
     * Auxiliary data structure for experiment.
     */
    struct experiment_type {
 
        JGIZMO::JRootObjectID HS;                   //!< signal for generation
        JGIZMO::JRootObjectID HB;                   //!< background for generation
        JGIZMO::JRootObjectID Hs;                   //!< signal for evaluation
        JGIZMO::JRootObjectID Hb;                   //!< background for evaluation
        double boost;                                           //!< boosting factor for signal and background
 
        JASTRONOMY::JPseudoExperiment::parameters_type nuisance;
 
        /**
         * Read experiment from input stream.
         *
         * \param  in                           input stream
         * \param  experiment           experiment
         * \return                              input stream
         */
        friend inline std::istream& operator>>(std::istream& in, experiment_type& experiment)
        {
            return in >> experiment.HS
                >> experiment.HB
                >> experiment.Hs
                >> experiment.Hb
                >> experiment.boost
                >> experiment.nuisance;
        }
 
 
        /**
         * Write experiment to output stream.
         *
         * \param  out                      output stream
         * \param  experiment           experiment
         * \return                              output stream
         */
        friend inline std::ostream& operator<<(std::ostream& out, const experiment_type& experiment)
        {
            return out << experiment.HS << ' '
                << experiment.HB << ' '
                << experiment.Hs << ' '
                << experiment.Hb << ' '
                << experiment.boost << ' '
                << experiment.nuisance;
        }
    };
 
 
    /**
     * Auxiliary data structure for printing.
     */
    struct printer {
        /**
         * Constructor.
         *
         * \param  title                    title
         * \param  ps                           pointer to object
         */
        printer(const char* const title,
            const TObject*      ps) :
            title(title),
            ps(ps)
        {}
 
        /**
         * Write printer to output stream.
         *
         * \param  out                      output stream
         * \param  printer              printer
         * \return                              output stream
         */
        friend inline std::ostream& operator<<(std::ostream& out, const printer& printer)
        {
            using namespace std;
            using namespace JPP;
 
            out << setw(16) << left << printer.title << right;
 
            if (printer.ps != NULL) {
 
                out << ' ' << setw(16) << left << printer.ps->GetName() << right;
 
                const TH1* h1 = dynamic_cast<const TH1*>(printer.ps);
 
                if (h1 != NULL) {
                    out << ' ' << FIXED(10,3) << h1->GetSumOfWeights();
                }
            }
 
            return out;
        }
 
    private:
        const char* const title;
        const TObject*      ps;
    };
 
 
    /**
     * Auxiliary data structure for grouping experiments.
     */
    struct experiment_group {
        std::vector<JASTRONOMY::JPseudoExperiment> px_vec;
        double signal_weight;
 
        experiment_group( std::vector<experiment_type> setup_vec, double Fs, double Fb, size_t M) {
            signal_weight = 0;
            for ( const auto& setup : setup_vec) {
                TObject* pS  =  getObject(setup.HS);
                TObject* pB  =  getObject(setup.HB);
                TObject* ps  =  getObject(setup.Hs);
                TObject* pb  =  getObject(setup.Hb);
 
                if (setup.boost != 1.) {
                    std::cout << "Boosting background and signal for following dataset by factor " << setup.boost << std::endl; 
                    dynamic_cast<TH1*>(pS)->Scale(setup.boost);
                    dynamic_cast<TH1*>(pB)->Scale(setup.boost);
                    dynamic_cast<TH1*>(ps)->Scale(setup.boost);
                    dynamic_cast<TH1*>(pb)->Scale(setup.boost);
                }
 
                signal_weight += dynamic_cast<const TH1*>(ps)->GetSumOfWeights();
                STATUS(printer("Signal for generation:", pS) << std::endl);
                STATUS(printer("Background for generation:", pB) << std::endl);
 
                JASTRONOMY::JPseudoExperiment pi(pS, pB, ps, pb);
                pi.nuisance = setup.nuisance;
                pi.set(Fs, Fb); // Set the strength of signal and background for generation
                if (M != 0) {
                    pi.configure(M);
                }
                px_vec.push_back(pi);
            }
        }
    };
 
}
 
 
/**
 * \file
 * Application for generating conditional Likelihood histograms
 * of part of a dataset compared to the complete dataset.
 * Used to generate trial factors with JTrialFactorsFromCondNLLR.cc
 *
 * \author mdejong fvazquezdesola
 */
int main(int argc, char **argv)
{
    using namespace std;
    using namespace JPP;
 
    typedef JAbstractHistogram<double> histogram_type;
 
    JContainer< vector<experiment_type> >  setup_vec1;
    JContainer< vector<experiment_type> >  setup_vec2;
    string              outputFile;
    size_t              numberOfTests;
    double              Fs;
    double              Fb;
    size_t              M;
    double              SNR;
    histogram_type      X;
    JRandom             seed;
    int                 debug;
 
    try { 
 
        JParser<> zap;
        JPseudoExperiment px;
 
        zap['E'] = make_field(setup_vec1,
            "inputs for 1st data period: signal and background histograms for generation and evaluation,\n"
            << "\texposure boost, and signal and background nuisances, provided as\n"
            << "\t'<file>:<hgen_s name> <file>:<hgen_b name> <file>:<heval_s name> <file>:<heval_b name> <boost> <type_s> (values) <type_b> (values)' \n"
            << "\twhere <type> can be:" << get_keys(px.nuisance.signal.getDictionary()) <<"\n."
            << "\t Can be called repeatedly to add multiple datasets to this period");
        zap['F'] = make_field(setup_vec2,
            "inputs for 2nd data period: signal and background histograms for generation and evaluation,\n"
            << "\texposure boost, and signal and background nuisances, provided as\n"
            << "\t'<file>:<hgen_s name> <file>:<hgen_b name> <file>:<heval_s name> <file>:<heval_b name> <boost> <type_s> (values) <type_b> (values)' \n"
            << "\twhere <type> can be:" << get_keys(px.nuisance.signal.getDictionary()) <<"\n."
            << "\t Can be called repeatedly to add multiple datasets to this period");
        zap['o'] = make_field(outputFile,       "output file with histograms")                  = "CondNLLR.root";
        zap['s'] = make_field(Fs,               "signal strength");
        zap['b'] = make_field(Fb,               "background strength")                          = 1.0;
        zap['M'] = make_field(M,                "lookup table for CDFs")                        = 0;
        zap['R'] = make_field(SNR,              "signal-to-noise ratio")                        = 0.0;
        zap['n'] = make_field(numberOfTests,    "number of tests / PEs");
        zap['x'] = make_field(X,                "x-axis for likelihood histogram")              = histogram_type(200, 0, +20.0);
        zap['S'] = make_field(seed)             = 0;
        zap['d'] = make_field(debug)            = 1;
 
        zap(argc, argv);
    }
    catch(const exception& error) {
        FATAL(error.what() << endl);
    }
 
 
    seed.set(gRandom);
    JExperiment::setSNR(SNR);
 
 
    cout << "**Setting up 1st period**" << endl;
    experiment_group pxg_1(setup_vec1, Fs, Fb, M);
    cout << "**Setting up 2nd period**" << endl;
    experiment_group pxg_2(setup_vec2, Fs, Fb, M);
 
    TFile out(outputFile.c_str(), "recreate");
 
    TH2D h2d_nllr("h2d_nllr", "Negative Log-Likelihood Ratio; NLLR 1st period; NLLR total",
        X.getNumberOfBins(), X.getLowerLimit(), X.getUpperLimit(),
        X.getNumberOfBins(), X.getLowerLimit(), X.getUpperLimit());
    TH2D h2d_nllr_constr("h2d_nllr_constr", "Negative Log-Likelihood Ratio (filtered); NLLR 1st period; NLLR total",
        X.getNumberOfBins(), X.getLowerLimit(), X.getUpperLimit(),
        X.getNumberOfBins(), X.getLowerLimit(), X.getUpperLimit());
 
    size_t nexp_passfilter = 0;
    for (size_t nexp =0; nexp != numberOfTests; ++nexp) {
        if (nexp%100000 == 0) {
            cout << "Done " << nexp << " pseudo-experiments out of " << numberOfTests << endl;
        }
 
        JAspera aspera;
        JAspera::fit_type result_1;
        JAspera::fit_type result_A;
 
        for (const auto& px : pxg_1.px_vec) { px.run(aspera); }
        result_1 = aspera();
 
        for (const auto& px : pxg_2.px_vec) { px.run(aspera); }
        result_A = aspera();
 
        auto NLLR_1 = result_1.likelihood;
        auto NLLR_A = result_A.likelihood;
        if (NLLR_1 < 0) {
            NLLR_1 = 0;
        }
        if (NLLR_A < 0) {
            NLLR_A = 0;
        }
 
        h2d_nllr.Fill(NLLR_1, NLLR_A, 1./numberOfTests);
        if( result_1.signal * pxg_1.signal_weight > 1) {
            nexp_passfilter++;
            h2d_nllr_constr.Fill(NLLR_1, NLLR_A, 1./numberOfTests);
        }
 
    }
 
    cout << nexp_passfilter << " PEs pass the first period filter, out of " << numberOfTests << endl;
 
    h2d_nllr.Write();
    h2d_nllr_constr.Write();
    out.Write();
    out.Close();
}