rf207_comptools.C: 'ADDITION AND CONVOLUTION' RooFit tutorial macro #207
/////////////////////////////////////////////////////////////////////////
//
// 'ADDITION AND CONVOLUTION' RooFit tutorial macro #207
//
// Tools and utilities for manipulation of composite objects
//
//
// 07/2008 - Wouter Verkerke
//
/////////////////////////////////////////////////////////////////////////
#ifndef __CINT__
#include "RooGlobalFunc.h"
#endif
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.h"
#include "RooChebychev.h"
#include "RooExponential.h"
#include "RooAddPdf.h"
#include "RooPlot.h"
#include "RooCustomizer.h"
#include "TCanvas.h"
#include "TH1.h"
using namespace RooFit ;
void rf207_comptools()
{
// S e t u p c o m p o s i t e p d f, d a t a s e t
// --------------------------------------------------------
// Declare observable x
RooRealVar x("x","x",0,10) ;
// Create two Gaussian PDFs g1(x,mean1,sigma) anf g2(x,mean2,sigma) and their paramaters
RooRealVar mean("mean","mean of gaussians",5) ;
RooRealVar sigma("sigma","width of gaussians",0.5) ;
RooGaussian sig("sig","Signal component 1",x,mean,sigma) ;
// Build Chebychev polynomial p.d.f.
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 p.d.f.
RooRealVar bkg1frac("bkg1frac","fraction of component 1 in background",0.2,0.,1.) ;
RooAddPdf bkg("bkg","Signal",RooArgList(bkg1,bkg2),bkg1frac) ;
// 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) ;
// Create dummy dataset that has more observables than the above pdf
RooRealVar y("y","y",-10,10) ;
RooDataSet data("data","data",RooArgSet(x,y)) ;
//////////////////////////////////////////////////////////
// B a s i c i n f o r m a t i o n r e q u e s t s //
//////////////////////////////////////////////////////////
// G e t l i s t o f o b s e r v a b l e s
// ---------------------------------------------
// Get list of observables of pdf in context of a dataset
//
// Observables are define each context as the variables
// shared between a model and a dataset. In this case
// that is the variable 'x'
RooArgSet* model_obs = model.getObservables(data) ;
model_obs->Print("v") ;
// G e t l i s t o f p a r a m e t e r s
// -------------------------------------------
// Get list of parameters, given list of observables
RooArgSet* model_params = model.getParameters(x) ;
model_params->Print("v") ;
// Get list of parameters, given a dataset
// (Gives identical results to operation above)
RooArgSet* model_params2 = model.getParameters(data) ;
model_params2->Print() ;
// G e t l i s t o f c o m p o n e n t s
// -------------------------------------------
// Get list of component objects, including top-level node
RooArgSet* model_comps = model.getComponents() ;
model_comps->Print("v") ;
/////////////////////////////////////////////////////////////////////////////////////
// M o d i f i c a t i o n s t o s t r u c t u r e o f c o m p o s i t e s //
/////////////////////////////////////////////////////////////////////////////////////
// Create a second Gaussian
RooRealVar sigma2("sigma2","width of gaussians",1) ;
RooGaussian sig2("sig2","Signal component 1",x,mean,sigma2) ;
// Create a sum of the original Gaussian plus the new second Gaussian
RooRealVar sig1frac("sig1frac","fraction of component 1 in signal",0.8,0.,1.) ;
RooAddPdf sigsum("sigsum","sig+sig2",RooArgList(sig,sig2),sig1frac) ;
// Construct a customizer utility to customize model
RooCustomizer cust(model,"cust") ;
// Instruct the customizer to replace node 'sig' with node 'sigsum'
cust.replaceArg(sig,sigsum) ;
// Build a clone of the input pdf according to the above customization
// instructions. Each node that requires modified is clone so that the
// original pdf remained untouched. The name of each cloned node is that
// of the original node suffixed by the name of the customizer object
//
// The returned head node own all nodes that were cloned as part of
// the build process so when cust_clone is deleted so will all other
// nodes that were created in the process.
RooAbsPdf* cust_clone = (RooAbsPdf*) cust.build(kTRUE) ;
// Print structure of clone of model with sig->sigsum replacement.
cust_clone->Print("t") ;
delete cust_clone ;
}
Last change: Wed Dec 17 10:56:33 2008
Last generated: 2008-12-17 10:56
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