rf509_wsinteractive.C File Reference

Detailed Description

Organization and simultaneous fits: easy interactive access to workspace contents - CINT to CLING code migration

 
using namespace RooFit;
 
void fillWorkspace(RooWorkspace &w);
 
void rf509_wsinteractive()
{
   // C r e a t e  a n d   f i l l   w o r k s p a c e
   // ------------------------------------------------
 
   // Create a workspace named 'w'
   // With CINT w could exports its contents to
   // a same-name C++ namespace in CINT 'namespace w'.
   // but this does not work anymore in CLING.
   // so this tutorial is an example on how to
   // change the code
   RooWorkspace *w1 = new RooWorkspace("w", true);
 
   // Fill workspace with pdf and data in a separate function
   fillWorkspace(*w1);
 
   // Print workspace contents
   w1->Print();
 
   // this does not work anymore with CLING
   // use normal workspace functionality
 
   // U s e   w o r k s p a c e   c o n t e n t s
   // ----------------------------------------------
 
   // use normal workspace methods
   RooAbsPdf *model = w1->pdf("model");
   RooRealVar *x = w1->var("x");
 
   std::unique_ptr<RooDataSet> d{ model->generate(*x, 1000)};
   std::unique_ptr<RooFitResult> r{model->fitTo(*d, PrintLevel(-1))};
 
   // old syntax to access the variable x
   // RooPlot* frame = w::x.frame() ;
 
   RooPlot *frame = x->frame();
   d->plotOn(frame);
 
   // OLD syntax to omit x::
   // NB: The 'w::' prefix can be omitted if namespace w is imported in local namespace
   // in the usual C++ way
   //
   // using namespace w;
   // model.plotOn(frame) ;
   // model.plotOn(frame,Components(bkg),LineStyle(kDashed)) ;
 
   // new correct syntax
   RooAbsPdf *bkg = w1->pdf("bkg");
   model->plotOn(frame);
   model->plotOn(frame, Components(*bkg), LineStyle(kDashed));
 
   // Draw the frame on the canvas
   new TCanvas("rf509_wsinteractive", "rf509_wsinteractive", 600, 600);
   gPad->SetLeftMargin(0.15);
   frame->GetYaxis()->SetTitleOffset(1.4);
   frame->Draw();
}
 
void fillWorkspace(RooWorkspace &w)
{
   // C r e a t e  p d f   a n d   f i l l   w o r k s p a c e
   // --------------------------------------------------------
 
   // 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, 0, 10);
   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);
 
   // Build Chebychev polynomial pdf
   RooRealVar a0("a0", "a0", 0.5, 0., 1.);
   RooRealVar a1("a1", "a1", 0.2, 0., 1.);
   RooChebychev bkg("bkg", "Background", x, RooArgSet(a0, a1));
 
   // 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);
 
   // 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);
 
   w.import(model);
}

 
[#0] WARNING:InputArguments -- The parameter 'sigma1' with range [-inf, inf] of the RooGaussian 'sig1' exceeds the safe range of (0, inf). Advise to limit its range.
[#0] WARNING:InputArguments -- The parameter 'sigma2' with range [-inf, inf] of the RooGaussian 'sig2' exceeds the safe range of (0, inf). Advise to limit its range.
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooAddPdf::model
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooChebychev::bkg
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::x
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::a0
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::a1
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::bkgfrac
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooAddPdf::sig
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooGaussian::sig1
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::mean
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::sigma1
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::sig1frac
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooGaussian::sig2
[#1] INFO:ObjectHandling -- RooWorkspace::import(w) importing RooRealVar::sigma2
 
RooWorkspace(w) w contents
 
variables
---------
(a0,a1,bkgfrac,mean,sig1frac,sigma1,sigma2,x)
 
p.d.f.s
-------
RooChebychev::bkg[ x=x coefList=(a0,a1) ] = 0.8
RooAddPdf::model[ bkgfrac * bkg + [%] * sig ] = 0.9/1
RooAddPdf::sig[ sig1frac * sig1 + [%] * sig2 ] = 1/1
RooGaussian::sig1[ x=x mean=mean sigma=sigma1 ] = 1
RooGaussian::sig2[ x=x mean=mean sigma=sigma2 ] = 1
 
[#1] INFO:Fitting -- RooAbsPdf::fitTo(model) fixing normalization set for coefficient determination to observables in data
[#1] INFO:Fitting -- using CPU computation library compiled with -mavx2
[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_model_modelData) Summation contains a RooNLLVar, using its error level
[#1] INFO:Minimization -- RooAbsMinimizerFcn::setOptimizeConst: activating const optimization
[#1] INFO:Minimization -- RooAbsMinimizerFcn::setOptimizeConst: deactivating const optimization
[#1] INFO:Plotting -- RooAbsPdf::plotOn(model) directly selected PDF components: (bkg)
[#1] INFO:Plotting -- RooAbsPdf::plotOn(model) indirectly selected PDF components: ()

Date

April 2009

Author

Wouter Verkerke

Definition in file rf509_wsinteractive.C.