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"# fit2dHist\n",
"\n",
"Example to fit two histograms at the same time via the Fitter class\n",
"\n",
"To execute this tutorial, you can do:\n",
"\n",
"```cpp\n",
"root > .x fit2dHist.C (executing via cling, slow)\n",
"```\n",
"\n",
" or\n",
"```cpp\n",
"root > .x fit2dHist.C+ (executing via ACLIC , fast, with Minuit)\n",
"root > .x fit2dHist.C+(2) (executing via ACLIC , fast, with Minuit2)\n",
"```\n",
"\n",
" or using the option to fit independently the 2 histos\n",
"```cpp\n",
"root > .x fit2dHist.C+(10) (via ACLIC, fast, independent fits with Minuit)\n",
"root > .x fit2dHist.C+(12) (via ACLIC, fast, independent fits with Minuit2)\n",
"```\n",
"\n",
"Note that you can also execute this script in batch with eg,\n",
"```cpp\n",
" root -b -q \"fit2dHist.C+(12)\"\n",
"```\n",
"\n",
"or execute interactively from the shell\n",
"```cpp\n",
" root fit2dHist.C+\n",
" root \"fit2dHist.C+(12)\"\n",
"```\n",
"\n",
"\n",
"\n",
"\n",
"**Author:** : Lorenzo Moneta, Rene Brun 18/01/2006 \n",
"This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Tuesday, March 19, 2024 at 07:08 PM."
]
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"text": [
"input_line_43:31:44: error: use of undeclared identifier 'my2Dfunc'\n",
" tmp = (h1->GetBinContent(ix,iy) - my2Dfunc(x,(double*) p))/h1->GetBinError(ix,iy);\n",
" ^\n",
"input_line_43:42:44: error: use of undeclared identifier 'my2Dfunc'\n",
" tmp = (h2->GetBinContent(ix,iy) - my2Dfunc(x,(double *) p))/h2->GetBinError(ix,iy);\n",
" ^\n"
]
}
],
"source": [
"%%cpp -d\n",
"class MyFcn {\n",
" public:\n",
" TH2D *h1 = nullptr;\n",
" TH2D *h2 = nullptr;\n",
" int npfits = 0;\n",
"\n",
" MyFcn(TH2D * _h1, TH2D * _h2) :\n",
" h1(_h1), h2(_h2) {}\n",
"\n",
" double operator()(const double *p) {\n",
"\n",
" TAxis *xaxis1 = h1->GetXaxis();\n",
" TAxis *yaxis1 = h1->GetYaxis();\n",
" TAxis *xaxis2 = h2->GetXaxis();\n",
" TAxis *yaxis2 = h2->GetYaxis();\n",
"\n",
" int nbinX1 = h1->GetNbinsX();\n",
" int nbinY1 = h1->GetNbinsY();\n",
" int nbinX2 = h2->GetNbinsX();\n",
" int nbinY2 = h2->GetNbinsY();\n",
"\n",
" double chi2 = 0;\n",
" double x[2];\n",
" double tmp;\n",
" npfits = 0;\n",
" for (int ix = 1; ix <= nbinX1; ++ix) {\n",
" x[0] = xaxis1->GetBinCenter(ix);\n",
" for (int iy = 1; iy <= nbinY1; ++iy) {\n",
" if ( h1->GetBinError(ix,iy) > 0 ) {\n",
" x[1] = yaxis1->GetBinCenter(iy);\n",
" tmp = (h1->GetBinContent(ix,iy) - my2Dfunc(x,(double*) p))/h1->GetBinError(ix,iy);\n",
" chi2 += tmp*tmp;\n",
" npfits++;\n",
" }\n",
" }\n",
" }\n",
" for (int ix = 1; ix <= nbinX2; ++ix) {\n",
" x[0] = xaxis2->GetBinCenter(ix);\n",
" for (int iy = 1; iy <= nbinY2; ++iy) {\n",
" if ( h2->GetBinError(ix,iy) > 0 ) {\n",
" x[1] = yaxis2->GetBinCenter(iy);\n",
" tmp = (h2->GetBinContent(ix,iy) - my2Dfunc(x,(double *) p))/h2->GetBinError(ix,iy);\n",
" chi2 += tmp*tmp;\n",
" npfits++;\n",
" }\n",
" }\n",
" }\n",
" return chi2;\n",
"}\n",
"};"
]
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"metadata": {},
"source": [
" Definition of a helper function: "
]
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"source": [
"%%cpp -d\n",
"\n",
"#include \"TH2D.h\"\n",
"#include \"TF2.h\"\n",
"#include \"TCanvas.h\"\n",
"#include \"TStyle.h\"\n",
"#include \"TRandom3.h\"\n",
"#include \"Fit/Fitter.h\"\n",
"#include \"TList.h\"\n",
"\n",
"#include \n",
"\n",
"double gauss2D(double *x, double *par) {\n",
" double z1 = double((x[0]-par[1])/par[2]);\n",
" double z2 = double((x[1]-par[3])/par[4]);\n",
" return par[0]*exp(-0.5*(z1*z1+z2*z2));\n",
"}"
]
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" Definition of a helper function: "
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"source": [
"%%cpp -d\n",
"double my2Dfunc(double *x, double *par) {\n",
" return gauss2D(x,&par[0]) + gauss2D(x,&par[5]);\n",
"}"
]
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" Definition of a helper function: "
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"source": [
"%%cpp -d\n",
"\n",
"void FillHisto(TH2D * h, int n, double * p) {\n",
"\n",
"\n",
" const double mx1 = p[1];\n",
" const double my1 = p[3];\n",
" const double sx1 = p[2];\n",
" const double sy1 = p[4];\n",
" const double mx2 = p[6];\n",
" const double my2 = p[8];\n",
" const double sx2 = p[7];\n",
" const double sy2 = p[9];\n",
" //const double w1 = p[0]*sx1*sy1/(p[5]*sx2*sy2);\n",
" const double w1 = 0.5;\n",
"\n",
" double x, y;\n",
" for (int i = 0; i < n; ++i) {\n",
" // generate randoms with larger Gaussians\n",
" gRandom->Rannor(x,y);\n",
"\n",
" double r = gRandom->Rndm(1);\n",
" if (r < w1) {\n",
" x = x*sx1 + mx1;\n",
" y = y*sy1 + my1;\n",
" }\n",
" else {\n",
" x = x*sx2 + mx2;\n",
" y = y*sy2 + my2;\n",
" }\n",
" h->Fill(x,y);\n",
"\n",
" }\n",
"}"
]
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"source": [
" Arguments are defined. "
]
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"outputs": [],
"source": [
"int option=1;"
]
},
{
"cell_type": "markdown",
"id": "bb27141a",
"metadata": {},
"source": [
"create two histograms"
]
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"source": [
"int nbx1 = 50;\n",
"int nby1 = 50;\n",
"int nbx2 = 50;\n",
"int nby2 = 50;\n",
"double xlow1 = 0.;\n",
"double ylow1 = 0.;\n",
"double xup1 = 10.;\n",
"double yup1 = 10.;\n",
"double xlow2 = 5.;\n",
"double ylow2 = 5.;\n",
"double xup2 = 20.;\n",
"double yup2 = 20.;\n",
"\n",
"auto h1 = new TH2D(\"h1\",\"core\",nbx1,xlow1,xup1,nby1,ylow1,yup1);\n",
"auto h2 = new TH2D(\"h2\",\"tails\",nbx2,xlow2,xup2,nby2,ylow2,yup2);\n",
"\n",
"double iniParams[10] = { 100, 6., 2., 7., 3, 100, 12., 3., 11., 2. };"
]
},
{
"cell_type": "markdown",
"id": "99c0c812",
"metadata": {},
"source": [
"create fit function"
]
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"outputs": [],
"source": [
"TF2 * func = new TF2(\"func\",my2Dfunc,xlow2,xup2,ylow2,yup2, 10);\n",
"func->SetParameters(iniParams);"
]
},
{
"cell_type": "markdown",
"id": "2ba90d59",
"metadata": {},
"source": [
"fill Histos"
]
},
{
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"outputs": [],
"source": [
"int n1 = 1000000;\n",
"int n2 = 1000000;\n",
"FillHisto(h1,n1,iniParams);\n",
"FillHisto(h2,n2,iniParams);"
]
},
{
"cell_type": "markdown",
"id": "dfc0f7df",
"metadata": {},
"source": [
"scale histograms to same heights (for fitting)"
]
},
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"source": [
"double dx1 = (xup1-xlow1)/double(nbx1);\n",
"double dy1 = (yup1-ylow1)/double(nby1);\n",
"double dx2 = (xup2-xlow2)/double(nbx2);\n",
"double dy2 = (yup2-ylow2)/double(nby2);"
]
},
{
"cell_type": "markdown",
"id": "050f0a0a",
"metadata": {},
"source": [
"scale histo 2 to scale of 1"
]
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"outputs": [],
"source": [
"h2->Sumw2();\n",
"h2->Scale( ( double(n1) * dx1 * dy1 ) / ( double(n2) * dx2 * dy2 ) );\n",
"\n",
"bool global = false;\n",
"if (option > 10) global = true;"
]
},
{
"cell_type": "markdown",
"id": "0bf25a5f",
"metadata": {},
"source": [
"do global combined fit"
]
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{
"name": "stderr",
"output_type": "stream",
"text": [
"input_line_61:10:4: error: unknown type name 'MyFcn'\n",
" MyFcn myFcn(h1,h2);\n",
" ^\n"
]
}
],
"source": [
"if (global) {\n",
" // fill data structure for fit (coordinates + values + errors)\n",
" std::cout << \"Do global fit\" << std::endl;\n",
" // fit now all the function together\n",
"\n",
" ROOT::Fit::Fitter fitter;\n",
" //The default minimizer is Minuit, you can also try Minuit2\n",
"\n",
" MyFcn myFcn(h1,h2);\n",
" fitter.SetFCN(10, myFcn);\n",
" if (option%10 == 2) fitter.Config().SetMinimizer(\"Minuit2\");\n",
"\n",
" // set parameter initial value, name and step size\n",
" for (int i = 0; i < 10; ++i) {\n",
" fitter.Config().ParSettings(i) = ROOT::Fit::ParameterSettings(func->GetParName(i), func->GetParameter(i), 0.01);\n",
" }\n",
"\n",
" bool ret = fitter.FitFCN();\n",
" if (!ret) {\n",
" Error(\"fit2DHist\",\"Fit Failed to converge\");\n",
" return -1;\n",
" }\n",
"\n",
" //get result\n",
" double minParams[10];\n",
" double parErrors[10];\n",
" for (int i = 0; i < 10; ++i) {\n",
" minParams[i] = fitter.Result().Parameter(i);\n",
" parErrors[i] = fitter.Result().Error(i);\n",
" }\n",
" double chi2 = fitter.Result().MinFcnValue();\n",
" double edm = fitter.Result().Edm();\n",
" int npfits = myFcn.npfits;\n",
"\n",
" func->SetParameters(minParams);\n",
" func->SetParErrors(parErrors);\n",
" func->SetChisquare(chi2);\n",
" int ndf = npfits - fitter.Result().NFreeParameters();\n",
" func->SetNDF(ndf);\n",
"\n",
" // add to list of functions\n",
" h1->GetListOfFunctions()->Add(func);\n",
" h2->GetListOfFunctions()->Add(func);\n",
"}\n",
"else {\n",
" // fit independently\n",
" h1->Fit(func, \"0\");\n",
" h2->Fit(func, \"0\");\n",
"}"
]
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"Create a new canvas."
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"TCanvas * c1 = new TCanvas(\"c1\",\"Two HIstogram Fit example\",100,10,900,800);\n",
"c1->Divide(2,2);\n",
"gStyle->SetOptFit();\n",
"gStyle->SetStatY(0.6);\n",
"\n",
"c1->cd(1);\n",
"h1->Draw();\n",
"func->SetRange(xlow1,ylow1,xup1,yup1);\n",
"func->DrawCopy(\"cont3 same\");\n",
"c1->cd(2);\n",
"h1->Draw(\"lego\");\n",
"func->DrawCopy(\"surf1 same\");\n",
"c1->cd(3);\n",
"func->SetRange(xlow2,ylow2,xup2,yup2);\n",
"h2->Draw();\n",
"func->DrawCopy(\"cont3 same\");\n",
"c1->cd(4);\n",
"h2->Draw(\"lego\");\n",
"gPad->SetLogz();\n",
"func->Draw(\"surf1 same\");\n",
"\n",
"return 0;"
]
},
{
"cell_type": "markdown",
"id": "3544f4f6",
"metadata": {},
"source": [
"Draw all canvases "
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "966c4c36",
"metadata": {
"collapsed": false,
"execution": {
"iopub.execute_input": "2024-03-19T19:08:36.691549Z",
"iopub.status.busy": "2024-03-19T19:08:36.691173Z",
"iopub.status.idle": "2024-03-19T19:08:37.033596Z",
"shell.execute_reply": "2024-03-19T19:08:37.030840Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gROOT->GetListOfCanvases()->Draw()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ROOT C++",
"language": "c++",
"name": "root"
},
"language_info": {
"codemirror_mode": "text/x-c++src",
"file_extension": ".C",
"mimetype": " text/x-c++src",
"name": "c++"
}
},
"nbformat": 4,
"nbformat_minor": 5
}