TGo4Fitter.cxx

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// $Id$
//-----------------------------------------------------------------------
//       The GSI Online Offline Object Oriented (Go4) Project
//         Experiment Data Processing at EE department, GSI
//-----------------------------------------------------------------------
// Copyright (C) 2000- GSI Helmholtzzentrum fuer Schwerionenforschung GmbH
//                     Planckstr. 1, 64291 Darmstadt, Germany
// Contact:            http://go4.gsi.de
//-----------------------------------------------------------------------
// This software can be used under the license agreements as stated
// in Go4License.txt file which is part of the distribution.
//-----------------------------------------------------------------------

#include "TGo4Fitter.h"

#include <cstdlib>
#include <iostream>
#include <iomanip>

#include "TClass.h"
#include "TMath.h"
#include "TH1.h"
#include "TGraph.h"
#include "TCanvas.h"
#include "TObjArray.h"
#include "TObjString.h"
#include "TROOT.h"
#include "THStack.h"
#include "TArrayD.h"
#include "TBuffer.h"

#include "TGo4FitDataHistogram.h"
#include "TGo4FitDataGraph.h"
#include "TGo4FitModelGauss1.h"
#include "TGo4FitModelPolynom.h"
#include "TGo4FitAmplEstimation.h"
#include "TGo4FitSlot.h"

TGo4Fitter::TGo4Fitter()
   : TGo4FitterAbstract(), fxDatas(), fxModels(), fiFitFunctionType(0), fiMemoryUsage(0), fxUserFitFunction(nullptr),
     fxDrawObjs(nullptr)
{
}

TGo4Fitter::TGo4Fitter(const char *iName, const char *iTitle)
   : TGo4FitterAbstract(iName, iTitle), fxDatas(), fxModels(), fiFitFunctionType(0), fiMemoryUsage(0),
     fxUserFitFunction(nullptr), fxDrawObjs(nullptr)
{
   fxDatas.SetOwner(kTRUE);
   fxModels.SetOwner(kTRUE);
}

TGo4Fitter::TGo4Fitter(const char *iName, Int_t iFitFunctionType, Bool_t IsAddStandardActions)
   : TGo4FitterAbstract(iName, "TGo4Fitter object"), fxDatas(), fxModels(), fiFitFunctionType(0), fiMemoryUsage(100),
     fxUserFitFunction(nullptr), fxDrawObjs(nullptr)
{
   fxDatas.SetOwner(kTRUE);
   fxModels.SetOwner(kTRUE);
   SetFitFunctionType(iFitFunctionType);
   if (IsAddStandardActions)
      AddStandardActions();
}

TGo4Fitter::~TGo4Fitter()
{
   CheckDuplicatesOnSlot();
   MoveDrawObjectsToROOT();
}

void TGo4Fitter::SetMemoryUsage(Int_t iMemoryUsage)
{
   if (iMemoryUsage < 0)
      fiMemoryUsage = 0;
   else if (iMemoryUsage > 100)
      fiMemoryUsage = 100;
   else
      fiMemoryUsage = iMemoryUsage;
}

void TGo4Fitter::CollectAllPars()
{
   TGo4FitterAbstract::CollectAllPars();

   for (Int_t ndata = 0; ndata < GetNumData(); ndata++)
      GetData(ndata)->CollectParsTo(*this);

   for (Int_t nmodel = 0; nmodel < GetNumModel(); nmodel++) {
      TGo4FitModel *model = GetModel(nmodel);
      for (Int_t n = 0; n < model->NumAssigments(); n++)
         if (FindData(model->AssignmentName(n))) {
            model->CollectParsTo(*this);
            break;
         }
   }
}

void TGo4Fitter::Clear(Option_t *option)
{
   TGo4FitterAbstract::Clear(option);
   DeleteAllData();
   DeleteAllModels();
}

TGo4FitData *TGo4Fitter::GetData(Int_t n)
{
   return (n >= 0) && (n < GetNumData()) ? dynamic_cast<TGo4FitData *>(fxDatas[n]) : nullptr;
}

const char *TGo4Fitter::GetDataName(Int_t n)
{
   return GetData(n) ? GetData(n)->GetName() : nullptr;
}

TGo4FitData *TGo4Fitter::FindData(const char *DataName)
{
   return !DataName ? nullptr : dynamic_cast<TGo4FitData *>(fxDatas.FindObject(DataName));
}

TGo4FitData *TGo4Fitter::AddData(TGo4FitData *data)
{
   fxDatas.Add(data);
   SetParsListChange();
   SetUpdateSlotList();
   return data;
}

TGo4FitDataHistogram *TGo4Fitter::AddH1(const char *DataName, TH1 *histo, Bool_t Owned, Double_t lrange, Double_t rrange)
{
   TGo4FitDataHistogram *data = new TGo4FitDataHistogram(DataName, histo, Owned);
   if ((lrange < rrange) || (rrange != 0.))
      data->SetRange(0, lrange, rrange);
   AddData(data);
   return data;
}

TGo4FitDataHistogram *TGo4Fitter::SetH1(const char *DataName, TH1 *histo, Bool_t Owned)
{
   TGo4FitDataHistogram *data = dynamic_cast<TGo4FitDataHistogram *>(FindData(DataName));
   if (data)
      data->SetHistogram(histo, Owned);
   return data;
}

TGo4FitDataGraph *TGo4Fitter::AddGraph(const char *DataName, TGraph *gr, Bool_t Owned, Double_t lrange, Double_t rrange)
{
   TGo4FitDataGraph *data = new TGo4FitDataGraph(DataName, gr, Owned);
   if ((lrange < rrange) || (rrange != 0.))
      data->SetRange(0, lrange, rrange);
   AddData(data);
   return data;
}

TGo4FitDataGraph *TGo4Fitter::SetGraph(const char *DataName, TGraph *gr, Bool_t Owned)
{
   TGo4FitDataGraph *data = dynamic_cast<TGo4FitDataGraph *>(FindData(DataName));
   if (data)
      data->SetGraph(gr, Owned);
   return data;
}

void TGo4Fitter::CheckSlotsBeforeDelete(TGo4FitComponent *comp)
{
   if (comp)
      for (Int_t n = 0; n < comp->NumSlots(); n++) {
         TGo4FitSlot *slot = comp->GetSlot(n);
         ClearSlot(slot, kFALSE);
         for (Int_t n2 = 0; n2 < NumSlots(); n2++) {
            TGo4FitSlot *slot2 = GetSlot(n2);
            if (slot2->GetConnectedSlot() == slot)
               slot2->ClearConnectionToSlot();
         }
      }
}

TGo4FitData *TGo4Fitter::RemoveData(const char *DataName, Bool_t IsDel)
{
   TGo4FitData *dat = FindData(DataName);
   if (dat) {
      SetParsListChange();
      SetUpdateSlotList();
      fxDatas.Remove(dat);
      if (IsDel) {
         CheckSlotsBeforeDelete(dat);
         delete dat;
         dat = nullptr;
      }
      fxDatas.Compress();
   }
   return dat;
}

void TGo4Fitter::DeleteAllData()
{
   fxDatas.Delete();
   fxDatas.Compress();
   SetParsListChange();
   SetUpdateSlotList();
}

TGo4FitModel *TGo4Fitter::GetModel(Int_t n)
{
   return (n >= 0) && (n < GetNumModel()) ? dynamic_cast<TGo4FitModel *>(fxModels[n]) : nullptr;
}

TGo4FitModel *TGo4Fitter::FindModel(const char *ModelName)
{
   return !ModelName ? nullptr : dynamic_cast<TGo4FitModel *>(fxModels.FindObject(ModelName));
}

TGo4FitModel *TGo4Fitter::AddModel(TGo4FitModel *model)
{
   fxModels.Add(model);
   SetParsListChange();
   SetUpdateSlotList();
   return model;
}

TGo4FitModel *TGo4Fitter::AddModel(const char *DataName, TGo4FitModel *model)
{
   model->AssignToData(DataName);
   fxModels.Add(model);
   SetParsListChange();
   SetUpdateSlotList();
   return model;
}

TGo4FitComponent *TGo4Fitter::GetComp(Int_t n)
{
   if (n < GetNumData())
      return GetData(n);
   else
      return GetModel(n - GetNumData());
}

void TGo4Fitter::AddPolynomX(const char *DataName, const char *NamePrefix, Int_t MaxOrder, Int_t GroupIndex,
                             Double_t lrange, Double_t rrange)
{
   if (!DataName)
      return;

   Bool_t flag = kFALSE;
   Int_t NumTry = 0;
   Bool_t createmodel = kFALSE;

   do {
      TString Prefix(NamePrefix);
      if (NumTry > 0)
         Prefix += NumTry;
      flag = kFALSE;
      Bool_t findsame = kFALSE;

      for (Int_t Order = 0; Order <= MaxOrder; Order++) {
         TString Name(Prefix);
         Name += "_";
         Name += Order;
         findsame = FindModel(Name.Data());
         if (findsame && !createmodel)
            break;

         if (createmodel) {
            TGo4FitModelPolynom *comp = new TGo4FitModelPolynom(Name, Order);
            comp->SetGroupIndex(GroupIndex);
            if ((lrange < rrange) || (rrange != 0.))
               comp->SetRange(0, lrange, rrange);
            AddModel(DataName, comp);
         }
      }

      flag = kTRUE;
      if (findsame) {
         NumTry++;
         createmodel = kFALSE;
      } else if (createmodel)
         flag = kFALSE;
      else
         createmodel = kTRUE;

   } while (flag);
}

void TGo4Fitter::AddPolynomX(const char *DataName, const char *NamePrefix, TArrayD &Coef, Int_t GroupIndex)
{
   if (!DataName)
      return;

   Bool_t flag = kFALSE;
   Int_t NumTry = 0;
   Bool_t createmodel = kFALSE;

   do {
      Bool_t findsame = kFALSE;

      for (Int_t n = 0; n < Coef.GetSize(); n++) {
         TString Name(NamePrefix);
         if (NumTry > 0)
            Name += NumTry;
         Name += "_";
         Name += n;
         findsame = FindModel(Name.Data());
         if (findsame && !createmodel)
            break;

         if (createmodel) {
            TGo4FitModelPolynom *model = new TGo4FitModelPolynom(Name, n);
            model->SetAmplValue(Coef[n]);
            model->SetGroupIndex(GroupIndex);
            AddModel(DataName, model);
         }
      }

      flag = kTRUE;
      if (findsame) {
         NumTry++;
         createmodel = kFALSE;
      } else if (createmodel)
         flag = kFALSE;
      else
         createmodel = kTRUE;

   } while (flag);
}

void TGo4Fitter::AddPolynoms(const char *DataName, const char *NamePrefix, Int_t MaxOrder, Int_t NumAxis,
                             Int_t GroupIndex)
{
   if (!DataName)
      return;
   TArrayD Orders(NumAxis);
   Orders.Reset(0.);

   Bool_t flag = kFALSE;
   Int_t NumTry = 0;
   Bool_t createmodel = kFALSE;

   do {

      TString Prefix(NamePrefix);
      if (NumTry > 0)
         Prefix += NumTry;
      flag = kFALSE;
      Bool_t findsame = kFALSE;

      do {
         TString Name(Prefix);
         for (Int_t n = 0; n < NumAxis; n++) {
            Name += "_";
            Name += Int_t(Orders[n]);
         }
         findsame = FindModel(Name.Data());
         if (findsame && !createmodel)
            break;

         if (createmodel) {
            TGo4FitModelPolynom *comp = new TGo4FitModelPolynom(Name, Orders);
            comp->SetGroupIndex(GroupIndex);
            AddModel(DataName, comp);
         }

         Int_t nn = 0;
         do {
            Orders[nn] += 1.;
            if (Orders[nn] <= MaxOrder)
               break;
            Orders[nn] = 0;
            nn++;
         } while (nn < NumAxis);
         flag = (nn < NumAxis);
      } while (flag);

      flag = kTRUE;
      if (findsame) {
         NumTry++;
         createmodel = kFALSE;
      } else if (createmodel)
         flag = kFALSE;
      else
         createmodel = kTRUE;

   } while (flag);
}

TGo4FitModelGauss1 *TGo4Fitter::AddGauss1(const char *DataName, const char *ModelName, Double_t iPosition,
                                          Double_t iWidth, Double_t iAmpl, Int_t Axis)
{
   TGo4FitModelGauss1 *gauss = new TGo4FitModelGauss1(ModelName, iPosition, iWidth, Axis);
   gauss->SetAmplValue(iAmpl);
   AddModel(DataName, gauss);
   return gauss;
}

TGo4FitModel *TGo4Fitter::CloneModel(const char *ModelName, const char *NewName)
{
   TGo4FitModel *mod = FindModel(ModelName);
   if (!mod)
      return nullptr;

   TString newname;
   int cnt = 0;

   do {
      newname = NewName ? NewName : mod->GetName();
      if (cnt > 0) {
         newname += "_";
         newname += cnt;
      }
      cnt++;
   } while (FindModel(newname.Data()));

   TGo4FitModel *newmod = (TGo4FitModel *)mod->Clone(newname.Data());

   return AddModel(newmod);
}

TGo4FitModel *TGo4Fitter::RemoveModel(const char *ModelName, Bool_t IsDel)
{
   TGo4FitModel *mod = FindModel(ModelName);
   if (mod) {
      SetParsListChange();
      SetUpdateSlotList();
      fxModels.Remove(mod);
      if (IsDel) {
         CheckSlotsBeforeDelete(mod);
         delete mod;
         mod = nullptr;
      }
      fxModels.Compress();
   }
   return mod;
}

Int_t TGo4Fitter::NumModelsAssosiatedTo(const char *DataName)
{
   Int_t res = 0;
   for (Int_t n = 0; n < GetNumModel(); n++)
      if (GetModel(n)->IsAssignTo(DataName))
         res++;
   return res;
}

void TGo4Fitter::DeleteModelsAssosiatedTo(const char *DataName)
{
   Int_t n = 0;
   while (n < GetNumModel()) {
      TGo4FitModel *model = GetModel(n++);
      if (model->IsAssignTo(DataName)) {
         if (model->NumAssigments() == 1) {
            SetParsListChange();
            SetUpdateSlotList();
            fxModels.Remove(model);
            delete model;
            fxModels.Compress();
            n--;
         } else
            model->ClearAssignmentTo(DataName);
      }
   }
}

void TGo4Fitter::DeleteAllModels()
{
   fxModels.Delete();
   fxModels.Compress();
   SetParsListChange();
   SetUpdateSlotList();
}

void TGo4Fitter::AssignModelTo(const char *ModelName, const char *DataName, Double_t RatioValue, Bool_t FixRatio)
{
   TGo4FitModel *model = FindModel(ModelName);
   if (model) {
      if (DataName)
         model->AssignToData(DataName, RatioValue, FixRatio);
      else {
         model->ClearAssignments();
         for (int n = 0; n < GetNumData(); n++)
            model->AssignToData(GetData(n)->GetName(), RatioValue, FixRatio);
      }
      SetParsListChange();
   }
}

void TGo4Fitter::ClearModelAssignmentTo(const char *ModelName, const char *DataName)
{
   TGo4FitModel *model = FindModel(ModelName);
   if (!model)
      return;
   if (DataName)
      model->ClearAssignmentTo(DataName);
   else
      model->ClearAssignments();
   SetParsListChange();
}

void TGo4Fitter::ChangeDataNameInAssignments(const char *oldname, const char *newname)
{
   for (Int_t n = 0; n < GetNumModel(); n++)
      GetModel(n)->ChangeDataNameInAssignments(oldname, newname);
}

Bool_t TGo4Fitter::InitFitterData()
{
   Int_t dbuf = -1, mbuf = -1;
   switch (GetMemoryUsage()) {
   case 0:
      dbuf = 0;
      mbuf = 0;
      break;
   case 1:
      dbuf = 1;
      mbuf = 0;
      break;
   case 2:
      dbuf = 1;
      mbuf = 1;
      break;
   default: dbuf = -1; mbuf = -1;
   }

   for (Int_t i1 = 0; i1 < GetNumData(); i1++) {
      TGo4FitData *data = GetData(i1);
      if (!data->Initialize(dbuf))
         return kFALSE;
      for (Int_t i2 = 0; i2 < GetNumModel(); i2++)
         GetModel(i2)->ConnectToDataIfAssigned(data);
   }

   for (Int_t i2 = 0; i2 < GetNumModel(); i2++) {
      TGo4FitModel *fModel = GetModel(i2);
      if (!fModel->Initialize(mbuf))
         return kFALSE;
   }

   if ((fiFitFunctionType == ff_user) && !fxUserFitFunction) {
      std::cout << " User fit function not set. Switch to least squares " << std::endl;
      fiFitFunctionType = ff_least_squares;
   }

   return kTRUE;
}

void TGo4Fitter::FinalizeFitterData()
{
   for (Int_t i = 0; i < GetNumData(); i++)
      GetData(i)->Finalize();

   for (Int_t i = 0; i < GetNumModel(); i++)
      GetModel(i)->Finalize();
}

Double_t TGo4Fitter::PointFitFunction(Int_t FitFunctionType, Double_t value, Double_t modelvalue, Double_t standdev)
{
   switch (FitFunctionType) {
   case ff_least_squares: {
      Double_t zn1 = (value - modelvalue);
      return zn1 * zn1;
   }
   case ff_chi_square: {
      if (standdev <= 0.)
         return 0.;
      Double_t zn2 = (value - modelvalue);
      return zn2 * zn2 / standdev;
   }
   case ff_chi_Pearson: {
      if (modelvalue <= 0.)
         return 0.;
      Double_t zn3 = (value - modelvalue);
      return zn3 * zn3 / modelvalue;
   }
   case ff_chi_Neyman: {
      Double_t zn4 = (value - modelvalue);
      return zn4 * zn4 / ((value < 1.) ? 1. : value);
   }
   case ff_chi_gamma: {
      if (value < 0.)
         return 0.;
      Double_t zn5 = (value + ((value < 1.) ? 0. : 1.) - modelvalue);
      return zn5 * zn5 / (value + 1.);
   }
   case ff_ML_Poisson:
      if (modelvalue <= 0.)
         return 0.;
      return modelvalue - value * TMath::Log(modelvalue);
   case ff_user:
      if (!fxUserFitFunction)
         return 0;
      return fxUserFitFunction(value, modelvalue, standdev);
   default: return (value - modelvalue) * (value - modelvalue);
   }
}

Double_t TGo4Fitter::CalculateFCN(Int_t FitFunctionType, TGo4FitData *selectdata)
{
   if (GetMemoryUsage() > 0)
      RebuildAll();

   Double_t fSum = 0.;

   for (Int_t n = 0; n < GetNumData(); n++) {
      TGo4FitData *dat = GetData(n);
      if (selectdata && (dat != selectdata))
         continue;
      Double_t DataAmpl = dat->GetAmplValue();

      if (dat->BuffersAllocated()) {
         Int_t size = dat->GetBinsSize();
         Double_t *values = dat->GetBinsValues();
         Double_t *res = dat->GetBinsResult();
         Double_t *devs = dat->GetBinsDevs();

         for (Int_t nbin = 0; nbin < size; nbin++)
            fSum +=
               PointFitFunction(FitFunctionType, DataAmpl * values[nbin], res[nbin], DataAmpl * DataAmpl * devs[nbin]);
      } else {

         auto iter = dat->MakeIter();
         if (!iter->Reset())
            continue;

         TObjArray Models;

         TArrayD Ampls(GetNumModel());
         for (Int_t nm = 0; nm < GetNumModel(); nm++)
            if (GetModel(nm)->IsAssignTo(dat->GetName())) {
               TGo4FitModel *model = GetModel(nm);
               Models.Add(model);
               model->BeforeEval(iter->ScalesSize());
               Ampls[Models.GetLast()] = model->GetAmplValue() * model->GetRatioValueFor(dat->GetName());
            }

         do {
            Double_t value = DataAmpl * iter->Value();
            Double_t deviat = DataAmpl * DataAmpl * iter->StandardDeviation();

            Double_t modelvalue = 0.;
            for (Int_t nm = 0; nm <= Models.GetLast(); nm++) {
               TGo4FitModel *model = dynamic_cast<TGo4FitModel *>(Models.At(nm));
               modelvalue += Ampls[nm] * model->EvaluateAtPoint(iter);
            }

            fSum += PointFitFunction(FitFunctionType, value, modelvalue, deviat);

         } while (iter->Next());

         for (Int_t nm = 0; nm <= Models.GetLast(); nm++)
            ((TGo4FitModel *)Models.At(nm))->AfterEval();
      }
   }

   return fSum;
}

Double_t TGo4Fitter::CalculateFitFunction(Double_t *pars, Int_t FitFunctionType, const char *DataName)
{
   if (FitFunctionType < 0)
      FitFunctionType = GetFitFunctionType();

   if (pars) {
      ExecuteDependencies(pars);
      SetParsValues(pars);
   }

   return CalculateFCN(FitFunctionType, FindData(DataName));
}

Int_t TGo4Fitter::CalculateNDF(const char *DataName)
{
   TGo4FitData *selectdata = FindData(DataName);

   Int_t NDF = 0;

   if (selectdata) {
      NDF = selectdata->DefineBinsSize();
      for (Int_t nm = 0; nm < GetNumModel(); nm++) {
         TGo4FitModel *model = GetModel(nm);
         if (model->IsAssignTo(selectdata->GetName()))
            NDF -= model->NumFreePars();
      }
   } else {
      for (Int_t n = 0; n < GetNumData(); n++)
         NDF += GetData(n)->DefineBinsSize();
      NDF -= NumFreePars();
   }

   return NDF;
}

Double_t TGo4Fitter::DoCalculation()
{
   return CalculateFCN(fiFitFunctionType);
}

Int_t TGo4Fitter::DoNDFCalculation()
{
   return CalculateNDF(nullptr);
}

void TGo4Fitter::RebuildAll(Bool_t ForceBuild)
{
   for (Int_t i2 = 0; i2 < GetNumModel(); i2++)
      GetModel(i2)->RebuildShape(ForceBuild);

   for (Int_t i1 = 0; i1 < GetNumData(); i1++) {
      TGo4FitData *data = GetData(i1);
      if (!data->BuffersAllocated())
         continue;

      Int_t size = data->GetBinsSize();
      Double_t *result = data->GetBinsResult();
      for (Int_t nbin = 0; nbin < size; nbin++)
         result[nbin] = 0.;

      for (Int_t i2 = 0; i2 < GetNumModel(); i2++) {
         TGo4FitModel *model = GetModel(i2);
         if (model->IsAssignTo(data->GetName()))
            model->AddModelToDataResult(data);
      }
   }
}

void TGo4Fitter::EstimateAmplitudes(Int_t NumIters)
{
   TGo4FitAmplEstimation abc("this", NumIters);
   abc.DoAction(this);
}

void TGo4Fitter::AddAmplEstimation(Int_t NumIters)
{
   AddAction(new TGo4FitAmplEstimation("AmplEstim", NumIters));
}

void TGo4Fitter::AddStandardActions()
{
   AddAmplEstimation();
   AddSimpleMinuit();
}

void TGo4Fitter::FillSlotList(TSeqCollection *list)
{
   TGo4FitterAbstract::FillSlotList(list);
   for (Int_t i = 0; i < GetNumComp(); i++)
      GetComp(i)->FillSlotList(list);
}

Bool_t TGo4Fitter::ModelBuffersAllocated(TGo4FitModel *model)
{
   return !model ? kFALSE : model->BuffersAllocated();
}

Bool_t TGo4Fitter::DataBuffersAllocated(TGo4FitData *data)
{
   return !data ? kFALSE : data->BuffersAllocated();
}

Int_t TGo4Fitter::GetDataBinsSize(TGo4FitData *data)  const
{
   return !data ? 0 : data->GetBinsSize();
}

Double_t *TGo4Fitter::GetDataBinsValues(TGo4FitData *data) const
{
   return !data ? nullptr : data->GetBinsValues();
}

Double_t *TGo4Fitter::GetDataBinsDevs(TGo4FitData *data) const
{
   return !data ? nullptr : data->GetBinsDevs();
}

Double_t *TGo4Fitter::GetDataBinsResult(TGo4FitData *data) const
{
   return !data ? nullptr : data->GetBinsResult();
}

Double_t *TGo4Fitter::GetModelBinsValues(TGo4FitModel *model, const char *DataName) const
{
   return !model ? nullptr : model->GetModelBins(DataName);
}

void TGo4Fitter::Print(Option_t *option) const
{
   TString Opt(option);
   if (Opt == "Ampls") {
      PrintAmpls();
      return;
   } else if (Opt == "Pars") {
      PrintPars();
      return;
   } else if (Opt == "Results") {
      PrintResults();
      return;
   } else if (Opt == "Lines") {
      PrintLines();
      return;
   }

   TGo4FitterAbstract::Print(option);
   std::cout << "Fitiing function type: ";
   switch (fiFitFunctionType) {
   case ff_chi_square: std::cout << "ff_chi_square" << std::endl; break;
   case ff_chi_Pearson: std::cout << "ff_chi_Pearson" << std::endl; break;
   case ff_chi_Neyman: std::cout << "ff_chi_Neyman" << std::endl; break;
   case ff_chi_gamma: std::cout << "ff_chi_gamma" << std::endl; break;
   case ff_ML_Poisson: std::cout << "ff_ML_Poisson" << std::endl; break;
   case ff_user: std::cout << "user defined" << std::endl; break;
   default: std::cout << "ff_least_squares" << std::endl;
   }
   std::cout << std::endl << "   LIST OF DATA OBJECTS" << std::endl;
   fxDatas.Print(option);
   std::cout << std::endl << "   LIST OF MODEL OBJECTS" << std::endl;
   fxModels.Print(option);
}

Bool_t TGo4Fitter::CalculatesMomentums(const char *DataName, Bool_t UseRanges, Bool_t SubstractModels, Double_t &first,
                                       Double_t &second)
{
   TGo4FitData *data = FindData(DataName);
   if (!data)
      return kFALSE;

   auto iter = data->MakeIter();
   if (!iter)
      return kFALSE;

   Int_t size = iter->CountPoints(UseRanges);
   if (size == 0)
      return kFALSE;

   TObjArray Models;
   if (SubstractModels)
      for (Int_t nm = 0; nm < GetNumModel(); nm++)
         if (GetModel(nm)->IsAssignTo(DataName))
            Models.Add(GetModel(nm));

   TArrayD Ampls(Models.GetLast() + 1);
   for (Int_t n = 0; n <= Models.GetLast(); n++) {
      TGo4FitModel *model = (TGo4FitModel *)Models[n];
      model->BeforeEval(iter->ScalesSize());
      Ampls[n] = model->GetAmplValue() * model->GetRatioValueFor(DataName);
   }

   TArrayD bins(size), scales(size);

   Int_t ppnt = 0;

   if (iter->Reset(UseRanges))
      do {
         Double_t value = iter->Value();
         for (Int_t n = 0; n <= Models.GetLast(); n++) {
            TGo4FitModel *model = (TGo4FitModel *)Models[n];
            value -= Ampls[n] * model->EvaluateAtPoint(iter);
         }
         value = TMath::Abs(value);
         bins[ppnt] = value;
         scales[ppnt] = iter->x();
         ppnt++;
      } while (iter->Next(UseRanges));

   for (Int_t n = 0; n <= Models.GetLast(); n++) {
      TGo4FitModel *model = (TGo4FitModel *)Models[n];
      model->AfterEval();
   }

   Int_t niter = 0;

   do {
      Double_t sum00 = 0., sum11 = 0., sum22 = 0.;
      for (Int_t pnt = 0; pnt < size; pnt++)
         if ((bins[pnt] > 0.) && ((niter == 0) || (TMath::Abs(scales[pnt] - first) < second * 2.))) {
            sum00 += bins[pnt];
            sum11 += bins[pnt] * scales[pnt];
            sum22 += bins[pnt] * scales[pnt] * scales[pnt];
         }

      if (sum00 > 0.) {
         Double_t mid = sum11 / sum00;
         Double_t dev = TMath::Sqrt(sum22 / sum00 - mid * mid);

         if (niter > 0)
            if ((dev / second > 0.8) && (dev / second < 1.2))
               niter = 10;

         first = mid;
         second = dev;

      } else {
         niter = 10;
      }

   } while (niter++ < 8);

   return kTRUE;
}

Double_t TGo4Fitter::CalculatesIntegral(const char *DataName, const char *ModelName, Bool_t onlycounts)
{
   TGo4FitData *data = FindData(DataName);
   if (!data)
      return 0.;

   TGo4FitModel *model = ModelName ? FindModel(ModelName) : nullptr;
   if (ModelName && !model)
      return 0.;

   auto iter = data->MakeIter();
   if (!iter || !iter->Reset(kTRUE))
      return 0.;

   double sum = 0., ampl = 1.;

   if (model) {
      model->BeforeEval(iter->ScalesSize());
      ampl = model->GetAmplValue() * model->GetRatioValueFor(DataName);
   }

   do {
      double dx = onlycounts ? 1. : iter->xWidths();
      double value = !model ? iter->Value() : model->EvaluateAtPoint(iter);
      sum += ampl * value * dx;
   } while (iter->Next(kTRUE));

   if (model)
      model->AfterEval();

   return sum;
}

Double_t TGo4Fitter::CalculatesModelIntegral(const char *ModelName, Bool_t OnlyCounts)
{
   TGo4FitModel *model = FindModel(ModelName);
   if (!model)
      return 0.;
   return CalculatesIntegral(model->AssignmentName(0), ModelName, OnlyCounts);
}

TObject *TGo4Fitter::CreateDrawObject(const char *ResName, const char *DataName, Bool_t IsModel, const char *ModelName)
{
   TGo4FitData *data = FindData(DataName);
   if (!data)
      return nullptr;

   TObjArray Models;
   if (IsModel) {
      TGo4FitModel *model = FindModel(ModelName);
      if (model) {
         Models.Add(model);
      } else {
         Int_t groupindex = -1;

         if (ModelName) {
            TString modelname(ModelName);
            if (modelname == "Background")
               groupindex = 0;
            else if (modelname.Index("Group", 0, TString::kExact) == 0) {
               modelname.Remove(0, 5);
               char *err = nullptr;
               groupindex = strtol(modelname.Data(), &err, 10);
               if (err && (*err != 0))
                  groupindex = -1;
            }
         }

         for (Int_t nm = 0; nm < GetNumModel(); nm++) {
            model = GetModel(nm);
            if (model->IsAssignTo(DataName))
               if ((groupindex < 0) || (model->GetGroupIndex() == groupindex))
                  Models.Add(model);
         }
      }
      if (Models.GetLast() < 0)
         return nullptr;
   }

   auto iter = data->MakeIter();
   if (!iter || !iter->Reset(kFALSE))
      return nullptr;

   TH1 *histo = nullptr;
   Int_t ndim = 0;
   TGraph *gr = nullptr;
   Bool_t UseRanges = kTRUE;

   if (iter->HasIndexes() && (iter->IndexesSize() == iter->ScalesSize()) && iter->HasWidths()) {
      histo = iter->CreateHistogram(ResName, kFALSE, !IsModel);

      if (histo) {
         ndim = histo->GetDimension();
         UseRanges = Models.GetLast() >= 0;
      }
   } else {
      gr = iter->CreateGraph(ResName, kTRUE, !IsModel);
      UseRanges = kTRUE;
   }

   if ((histo || gr) && IsModel) {
      TArrayD Ampls(Models.GetLast() + 1);

      for (Int_t n = 0; n <= Models.GetLast(); n++) {
         TGo4FitModel *model = (TGo4FitModel *)Models[n];
         model->BeforeEval(iter->ScalesSize());
         Ampls[n] = model->GetAmplValue() * model->GetRatioValueFor(DataName);
      }

      if (iter->Reset(UseRanges))
         do {
            Double_t zn = 0;
            for (Int_t n = 0; n <= Models.GetLast(); n++) {
               TGo4FitModel *model = (TGo4FitModel *)Models[n];
               zn += Ampls[n] * model->EvaluateAtPoint(iter);
            }
            if (histo)
               switch (ndim) {
               case 1: histo->SetBinContent(iter->Indexes()[0] + 1, zn); break;
               case 2: histo->SetBinContent(iter->Indexes()[0] + 1, iter->Indexes()[1] + 1, zn); break;
               case 3:
                  histo->SetBinContent(iter->Indexes()[0] + 1, iter->Indexes()[1] + 1, iter->Indexes()[2] + 1, zn);
                  break;
               }
            if (gr) {
               (gr->GetX())[iter->Point()] = iter->x();
               (gr->GetY())[iter->Point()] = zn;
            }

         } while (iter->Next(UseRanges));

      for (Int_t n = 0; n <= Models.GetLast(); n++) {
         TGo4FitModel *model = (TGo4FitModel *)Models[n];
         model->AfterEval();
      }
   }

   if (gr && IsModel)
      for (Int_t n1 = 0; n1 < gr->GetN() - 1; n1++)
         for (Int_t n2 = n1 + 1; n2 < gr->GetN(); n2++)
            if ((gr->GetX())[n1] > (gr->GetX())[n2]) {
               Double_t xx = (gr->GetX())[n1];
               (gr->GetX())[n1] = (gr->GetX())[n2];
               (gr->GetX())[n2] = xx;
               Double_t yy = (gr->GetY())[n1];
               (gr->GetY())[n1] = (gr->GetY())[n2];
               (gr->GetY())[n2] = yy;
            }

   TNamed *res = nullptr;
   if (histo)
      res = histo;
   else
      res = gr;
   if (res) {
      TString title;
      if (IsModel)
         if (ModelName)
            title.Form("Draw of model %s", ModelName);
         else
            title.Form("Draw of full model of %s", DataName);
      else
         title.Form("Draw of data %s", DataName);
      res->SetTitle(title.Data());
   }

   return res;
}

/*   valid format for draw options

   "" - draw all data
   "*" - draw all data with models
   "**" - draw all data with models and all components
   "DataName" - draw select data with model
   "DataName-" - draw select data without model
   "DataName*" - draw select data with model and components
   "DataName-, Background" - draw data and sum of components, belongs to background group (index = 0)
   "DataName-, Group1" - draw data and sum of components, belongs to group 1
   "ModelName" - draw model component and correspondent data
*/

void TGo4Fitter::Draw(Option_t *option)
{
   TString opt(option);

   TCanvas *fCanvas = nullptr;

   if ((opt.Length() > 0) && (opt[0] == '#')) {
      opt.Remove(0, 1);
      TString CanvasName;
      Int_t n = 0;
      do {
         CanvasName = "Canvas";
         CanvasName += n++;
      } while (gROOT->FindObject(CanvasName.Data()));
      fCanvas = new TCanvas(CanvasName, TString("Draw of fitter ") + GetName() + " " + opt, 3);
      fCanvas->cd();
   }

   Bool_t drawdata = kFALSE, drawcomp = kFALSE, drawmodel = kFALSE;
   TGo4FitData *selectdata = nullptr;
   TObjArray selectmodels;
   selectmodels.SetOwner(kTRUE);

   if (opt == "*") {
      opt = "";
      drawdata = kTRUE;
   }

   while (opt.Length() > 0) {
      Int_t len = opt.Index(",", 0, TString::kExact);

      if (len < 0)
         len = opt.Length();
      if (len == 0)
         break;

      TString optpart(opt.Data(), len);
      while ((optpart.Length() > 0) && (optpart[0] == ' '))
         optpart.Remove(0, 1);

      Bool_t find = kFALSE;

      for (Int_t n = 0; n < GetNumData(); n++)
         if (optpart.Index(GetDataName(n), 0, TString::kExact) == 0) {
            selectdata = GetData(n);
            drawdata = kTRUE;
            drawmodel = kTRUE;
            find = kTRUE;
            optpart.Remove(0, strlen(GetDataName(n)));
            if (optpart == "*")
               drawcomp = kTRUE;
            else if (optpart == "-")
               drawmodel = kFALSE;
            break;
         }

      if (!find) {
         selectmodels.Add(new TObjString(optpart));
         TGo4FitModel *model = FindModel(optpart.Data());
         if (model && !selectdata)
            for (Int_t n = 0; n < GetNumData(); n++)
               if (model->IsAssignTo(GetDataName(n)))
                  selectdata = GetData(n);
      }

      opt.Remove(0, len);
      if (opt.Length() > 0)
         opt.Remove(0, 1);
   }

   if (!selectdata && !drawdata)
      if (GetNumData() > 0)
         selectdata = GetData(0);

   MoveDrawObjectsToROOT();
   fxDrawObjs = new TObjArray();

   for (Int_t nn = 0; nn < GetNumData(); nn++) {
      TGo4FitData *data = GetData(nn);
      if (selectdata && (data != selectdata))
         continue;

      if (drawdata) {
         TObject *obj = CreateDrawObject(TString(data->GetName()) + "_bins", data->GetName(), kFALSE);

         TAttLine *line = dynamic_cast<TAttLine *>(obj);
         if (line) {
            line->SetLineColor(1);
            line->SetLineWidth(1);
         }
         if (obj)
            fxDrawObjs->Add(obj);
      }

      if (drawmodel) {
         TObject *mobj = CreateDrawObject(TString(data->GetName()) + "_fullmodel", data->GetName(), kTRUE);

         TAttLine *line = dynamic_cast<TAttLine *>(mobj);
         if (line) {
            line->SetLineColor(4);
            line->SetLineWidth(2);
         }
         if (mobj)
            fxDrawObjs->Add(mobj);
      }

      if (drawcomp)
         for (Int_t nmodel = 0; nmodel < GetNumModel(); nmodel++) {
            TGo4FitModel *model = GetModel(nmodel);
            if (!model->IsAssignTo(data->GetName()))
               continue;

            TObject *cobj = CreateDrawObject(TString(data->GetName()) + "_" + model->GetName(), data->GetName(), kTRUE,
                                             model->GetName());

            TAttLine *line = dynamic_cast<TAttLine *>(cobj);
            if (line) {
               line->SetLineColor(6);
               line->SetLineWidth(1);
            }
            if (cobj)
               fxDrawObjs->Add(cobj);
         }

      for (Int_t n = 0; n <= selectmodels.GetLast(); n++) {
         TString name = ((TObjString *)(selectmodels[n]))->String();

         TObject *cobj = CreateDrawObject(TString(data->GetName()) + "_" + name, data->GetName(), kTRUE, name.Data());

         TAttLine *line = dynamic_cast<TAttLine *>(cobj);
         if (line) {
            line->SetLineColor(6);
            line->SetLineWidth(1);
         }
         if (cobj)
            fxDrawObjs->Add(cobj);
      }
   }

   if (fxDrawObjs->GetLast() == 0) {
      fxDrawObjs->At(0)->Draw();
   } else if (fxDrawObjs->GetLast() > 0) {
      Bool_t allhisto = kTRUE;
      for (Int_t n = 0; n <= fxDrawObjs->GetLast(); n++)
         if (!(fxDrawObjs->At(n)->InheritsFrom(TH1::Class())))
            allhisto = kFALSE;
      if (allhisto) {
         THStack *stack =
            new THStack(TString("Stack") + "_" + fxDrawObjs->At(0)->GetName(), fxDrawObjs->At(0)->GetName());
         for (Int_t n = 0; n <= fxDrawObjs->GetLast(); n++)
            stack->Add((TH1 *)fxDrawObjs->At(n));
         fxDrawObjs->Clear();
         fxDrawObjs->Add(stack);
         stack->Draw("nostack");
      } else
         for (Int_t n = 0; n <= fxDrawObjs->GetLast(); n++)
            if (n == 0)
               fxDrawObjs->At(n)->Draw("A*");
            else
               fxDrawObjs->At(n)->Draw("L");
   }

   if (fCanvas)
      fCanvas->Update();
}

void TGo4Fitter::PrintAmpls() const
{
   std::cout << std::endl << "*** LIST OF AMPLITUDES VALUE ***" << std::endl;
   for (Int_t n = 0; n < GetNumComp(); n++) {
      TGo4FitComponent *comp = ((TGo4Fitter *)this)->GetComp(n);
      if (comp->GetAmplPar())
         std::cout << "    " << comp->GetAmplFullName() << "   " << comp->GetAmplValue() << "   "
                   << comp->GetAmplError() << std::endl;
   }
}

void TGo4Fitter::PrintLines() const
{
   std::cout << std::endl << "    *** LIST OF LINES PARAMETERS ***" << std::endl;

   int MaxAxis = 0;
   for (Int_t n = 0; n < GetNumModel(); n++) {
      TGo4FitModel *m = ((TGo4Fitter *)this)->GetModel(n);
      if (!m)
         continue;
      Double_t zn;
      for (int naxis = 0; naxis < 3; naxis++)
         if (m->GetPosition(naxis, zn) || m->GetWidth(naxis, zn))
            MaxAxis = naxis;
   }

   std::cout << std::setw(10) << "Name" << std::setw(12) << "Ampl";
   for (Int_t naxis = 0; naxis <= MaxAxis; naxis++)
      std::cout << std::setw(11) << "Pos" << naxis << std::setw(11) << "Width" << naxis;
   std::cout << std::endl;

   for (Int_t n = 0; n < GetNumModel(); n++) {
      TGo4FitModel *m = ((TGo4Fitter *)this)->GetModel(n);
      if (!m)
         continue;
      std::cout << std::setw(10) << m->GetName() << std::setw(12) << m->GetAmplValue();

      for (int naxis = 0; naxis <= MaxAxis; naxis++) {
         Double_t pos, width;
         std::cout << std::setw(12);
         if (m->GetPosition(naxis, pos))
            std::cout << pos;
         else
            std::cout << "---";
         std::cout << std::setw(12);
         if (m->GetWidth(naxis, width))
            std::cout << width;
         else
            std::cout << "---";
      }
      std::cout << std::endl;
   }
}

void TGo4Fitter::ProvideLastDrawObjects(TObjArray &lst)
{
   if (fxDrawObjs) {
      lst.AddAll(fxDrawObjs);
      delete fxDrawObjs;
      fxDrawObjs = nullptr;
   }
}

void TGo4Fitter::MoveDrawObjectsToROOT()
{
   if (fxDrawObjs) {
      for (Int_t n = 0; n <= fxDrawObjs->GetLast(); n++)
         gROOT->Add(fxDrawObjs->At(n));
      delete fxDrawObjs;
      fxDrawObjs = nullptr;
   }
}

TString TGo4Fitter::FindNextName(const char *Head, Int_t start, Bool_t isModel)
{
   TString name;
   Int_t n = start;
   do {
      name.Form("%s%d", Head, n++);
   } while (isModel ? FindModel(name.Data()) != nullptr : FindData(name.Data()) != nullptr);
   return name;
}

void TGo4Fitter::Streamer(TBuffer &b)
{
   if (b.IsReading()) {
      TGo4Fitter::Class()->ReadBuffer(b, this);
      CheckDuplicatesOnSlot();
      SetParsListChange();
      SetUpdateSlotList();
   } else {
      PrepareSlotsForWriting();
      TGo4Fitter::Class()->WriteBuffer(b, this);
   }
}