#include "RooRealVar.h" #include "RooDataSet.h" #include "RooGaussian.h" #include "RooChebychev.h" #include "RooAddPdf.h" #include "RooExponential.h" #include "TCanvas.h" #include "TAxis.h" #include "RooPlot.h" using namespace RooFit; void rf407_ComputationalGraphVisualization() { // S e t u p c o m p o s i t e p d f // -------------------------------------- // Declare observable x RooRealVar x("x", "x", 0, 10); // Create two Gaussian PDFs g1(x,mean1,sigma) anf g2(x,mean2,sigma) and their parameters RooRealVar mean("mean", "mean of gaussians", 5); RooRealVar sigma1("sigma1", "width of gaussians", 0.5); RooRealVar sigma2("sigma2", "width of gaussians", 1); RooGaussian sig1("sig1", "Signal component 1", x, mean, sigma1); RooGaussian sig2("sig2", "Signal component 2", x, mean, sigma2); // Sum the signal components into a composite signal pdf RooRealVar sig1frac("sig1frac", "fraction of component 1 in signal", 0.8, 0., 1.); RooAddPdf sig("sig", "Signal", RooArgList(sig1, sig2), sig1frac); // Build Chebychev polynomial pdf RooRealVar a0("a0", "a0", 0.5, 0., 1.); RooRealVar a1("a1", "a1", 0.2, 0., 1.); RooChebychev bkg1("bkg1", "Background 1", x, RooArgSet(a0, a1)); // Build expontential pdf RooRealVar alpha("alpha", "alpha", -1); RooExponential bkg2("bkg2", "Background 2", x, alpha); // Sum the background components into a composite background pdf RooRealVar bkg1frac("sig1frac", "fraction of component 1 in background", 0.2, 0., 1.); RooAddPdf bkg("bkg", "Signal", RooArgList(bkg1, bkg2), sig1frac); // Sum the composite signal and background RooRealVar bkgfrac("bkgfrac", "fraction of background", 0.5, 0., 1.); RooAddPdf model("model", "g1+g2+a", RooArgList(bkg, sig), bkgfrac); // P r i n t c o m p o s i t e t r e e i n A S C I I // ----------------------------------------------------------- // Print tree to stdout model.Print("t"); // Print tree to file model.printCompactTree("", "rf206_asciitree.txt"); // D r a w c o m p o s i t e t r e e g r a p h i c a l l y // ------------------------------------------------------------- // Print GraphViz DOT file with representation of tree model.graphVizTree("rf206_model.dot"); // Make graphic output file with one of the GraphViz tools // (freely available from www.graphviz.org) // // 'Top-to-bottom graph' // unix> dot -Tgif -o rf207_model_dot.gif rf207_model.dot // // 'Spring-model graph' // unix> fdp -Tgif -o rf207_model_fdp.gif rf207_model.dot // M a k e l i s t o f p a r a m e t e r s b e f o r e a n d a f t e r f i t // ---------------------------------------------------------------------------------------- // Make list of model parameters std::unique_ptr params{model.getParameters(x)}; // Save snapshot of prefit parameters std::unique_ptr initParams{static_cast(params->snapshot())}; // Do fit to data, to obtain error estimates on parameters std::unique_ptr data{model.generate(x, 1000)}; model.fitTo(*data, PrintLevel(-1)); // P r i n t l a t ex t a b l e o f p a r a m e t e r s o f p d f // -------------------------------------------------------------------------- // Print parameter list in LaTeX for (one column with names, one column with values) params->printLatex(); // Print parameter list in LaTeX for (names values|names values) params->printLatex(Columns(2)); // Print two parameter lists side by side (name values initvalues) params->printLatex(Sibling(*initParams)); // Print two parameter lists side by side (name values initvalues|name values initvalues) params->printLatex(Sibling(*initParams), Columns(2)); // Write LaTex table to file params->printLatex(Sibling(*initParams), OutputFile("rf407_latextables.tex")); }