source: branches/Mars_MC/mjoptim/MJOptimizeDisp.cc@ 17047

/* ======================================================================== *\
!
! *
! * This file is part of MARS, the MAGIC Analysis and Reconstruction
! * Software. It is distributed to you in the hope that it can be a useful
! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
! * It is distributed WITHOUT ANY WARRANTY.
! *
! * Permission to use, copy, modify and distribute this software and its
! * documentation for any purpose is hereby granted without fee,
! * provided that the above copyright notice appear in all copies and
! * that both that copyright notice and this permission notice appear
! * in supporting documentation. It is provided "as is" without express
! * or implied warranty.
! *
!
!
!   Author(s): Thomas Bretz, 6/2005 <mailto:tbretz@astro.uni-wuerzburg.de>
!
!   Copyright: MAGIC Software Development, 2000-2005
!
!
\* ======================================================================== */
/////////////////////////////////////////////////////////////////////////////
//
// MJOptimizeDisp
//
// Class for otimizing the disp parameters. For more details see
// MJOptimize.
//
// MJOptimizeDisp minimzes the width of the Theta^2 distribution by
// minimizing <Theta^2> (the RMS^2 of Theta^2), while Theta^2 is
// calculated as:
//        Theta^2 = d^2 + p^2 - 2*d*p*cos(a)
// with:
//        d: MHillasSrc.fDist [deg]
//        p: Disp as calculated by the given rule, eg: [0] (a constant)
//        a: MHillasSrc.fAlpha [rad]
//
// Example:
// --------
//    MJOptimizeDisp opt;
//    opt.SetDebug(2);
//    opt.SetOptimizer(MJOptimize::kMigrad);
//    opt.SetNumEvents(20000);
//    opt.EnableTestTrain();
//    opt.AddParameter("1-(MHillas.fWidth/MHillas.fLength)");
//    opt.SetParameter(0, 1, 0, 2);
//    char *r = "[0]*M[0]"; //Rule to calculate disp
//    MStatusDisplay *d = new MStatusDisplay;
//    opt.SetDisplay(d);
//    opt.RunDisp("ganymed-summary.root", r);
//
/////////////////////////////////////////////////////////////////////////////
#include "MJOptimizeDisp.h"

#include "MHMatrix.h"

// environment
#include "MLog.h"
#include "MLogManip.h"
#include "MStatusDisplay.h"

// eventloop
#include "MParList.h"
#include "MTaskList.h"
#include "MEvtLoop.h"

// parameters
#include "MParameters.h"
#include "MGeomCamMagic.h"

// histograms
#include "MH3.h"
#include "MBinning.h"
#include "../mhflux/MAlphaFitter.h"
#include "../mhflux/MHThetaSq.h"
#include "../mtools/MChisqEval.h"

// tasks
#include "MReadTree.h"
#include "MMatrixLoop.h"
#include "MParameterCalc.h"
#include "MFillH.h"

// filters
#include "MFDataMember.h"

using namespace std;

ClassImp(MJOptimizeDisp);

//------------------------------------------------------------------------
//
// Read all events from file which do match rules and optimize
// disp estimator.
//
Bool_t MJOptimizeDisp::RunDisp(const char *fname, const char *rule, MTask *weights)
{
    SetTitle(Form("OptimizeDisp: %s", fname));

    if (fDisplay)
        fDisplay->SetTitle(fTitle);

    fLog->Separator("Preparing Disp optimization");

    MParList parlist;

    MParameterI par1("DataType");
    par1.SetVal(1);
    parlist.AddToList(&par1);

    MParameterD par2("ThetaSquaredCut");
    par2.SetVal(0.2);
    parlist.AddToList(&par2);

    MAlphaFitter fit;
    fit.SetPolynomOrder(0);
    fit.SetSignalFitMax(0.8);
    fit.EnableBackgroundFit(kFALSE);
    fit.SetSignalFunction(MAlphaFitter::kThetaSq);
    fit.SetMinimizationStrategy(MAlphaFitter::kGaussSigma);
    parlist.AddToList(&fit);

    // To avoid this hard-coded we have to switch to MReadMarsFile
    MGeomCamMagic geom; // For GetConvMm2Deg
    parlist.AddToList(&geom);

    MHMatrix m("M");
    AddRulesToMatrix(m);
    parlist.AddToList(&m);

    const Int_t num1 = m.AddColumn("MHillasSrc.fDist*MGeomCam.fConvMm2Deg");
    const Int_t num2 = m.AddColumn("MHillasSrc.fAlpha*TMath::DegToRad()");
    const Int_t num3 = m.AddColumn("MHillas.fSize");

    MHThetaSq hist;
    hist.SkipHistTime();
    hist.SkipHistTheta();
    //hist.SkipHistEnergy();
    //hist.ForceUsingSize();
    hist.InitMapping(&m, 1);

    MFDataMember filter("DataType.fVal", '>', 0.5);
    fPreCuts.Add(&filter);

    MParameterCalc calc1(rule, "MParameters");
    calc1.SetNameParameter("Disp");
    parlist.AddToList(&calc1);

    const char *disp = "Disp.fVal";
    const char *n1   = Form("M[%d]", num1);

    const char *rule2 = Form("(%s*%s) + (%s*%s) - (2*%s*%s*cos(M[%d]))",
                             n1, n1, disp, disp, n1, disp, num2);

    MParameterCalc calc2(rule2, "MThetaSqCalc");
    calc2.SetNameParameter("ThetaSquared");

    MReadTree read("Events");
    // NECESSARY BECAUSE OF MDataFormula GetRules missing
    read.DisableAutoScheme();
    if (fname)
        read.AddFile(fname);
    else
        AddSequences(read, fNamesOn);
    if (!FillMatrix(read, parlist, kTRUE))
        return kFALSE;

    fPreCuts.Remove(&filter);

    MTaskList tasklist;
    parlist.Replace(&tasklist);

    MFillH fill(&hist);
    if (weights)
        fill.SetWeight();

    MChisqEval eval;
    eval.SetY1(fUseThetaSq?"ThetaSquared.fVal":"sqrt(ThetaSquared.fVal)");
    if (weights)
        eval.SetNameWeight();

    MMatrixLoop loop(&m);

    const char *n3   = Form("M[%d]", num3);
    MH3 hdisp(n3, "sqrt(ThetaSquared.fVal)");
    hdisp.SetTitle("\\vartheta^{2} distribution vs. Size:Size [phe]:\\vartheta^{2} [\\circ^{2}]");

    MBinning binsx(100, 10, 100000, "BinningMH3X", "log");
    MBinning binsy(100, 0,  2,      "BinningMH3Y", "lin");

    parlist.AddToList(&binsx);
    parlist.AddToList(&binsy);

    MFillH fillh2(&hdisp);
    fillh2.SetDrawOption("blue profx");

    tasklist.AddToList(&loop);
    tasklist.AddToList(&calc1);
    tasklist.AddToList(&calc2);
    if (weights)
        tasklist.AddToList(weights);
    tasklist.AddToList(&fill);
    tasklist.AddToList(&fillh2);
    tasklist.AddToList(&eval);

    // Optimize with the tasklist in this parameterlist
    if (!Optimize(parlist))
        return kFALSE;

    // Print the result
    *fLog << inf;
    *fLog << "Finished processing of " << fname << endl;
    *fLog << "With Rule: " << rule << endl;
    hist.GetAlphaFitter().Print("result");

    // Store result if requested
    TObjArray cont;
    if (fDisplay)
        cont.Add(fDisplay);
    cont.Add(&calc1);
    return WriteContainer(cont, fNameOut);
}