Logo ROOT   6.21/01
Reference Guide
unuranFoamTest.C File Reference

Detailed Description

This program must be compiled and executed with Aclic as follows.

.x unuranFoamTest.C+

it is an extension of tutorials foam_kanwa.C to compare generation of a 2D distribution with unuran and Foam

#include "TH2.h"
#include "TF2.h"
#include "TSystem.h"
#include "TCanvas.h"
#include "TMath.h"
#include "TRandom3.h"
#include "TFoam.h"
#include "TFoamIntegrand.h"
#include "TStopwatch.h"
#include "TROOT.h"
#include "TUnuran.h"
#include <iostream>
//_____________________________________________________________________________
Double_t sqr(Double_t x){return x*x;};
//_____________________________________________________________________________
//_____________________________________________________________________________
Double_t Camel2(Int_t nDim, Double_t *Xarg){
// 2-dimensional distribution for Foam, normalized to one (within 1e-5)
Double_t x=Xarg[0];
Double_t y=Xarg[1];
Double_t GamSq= sqr(0.100e0);
Dist +=exp(-(sqr(x-1./3) +sqr(y-1./3))/GamSq)/GamSq/TMath::Pi();
Dist +=exp(-(sqr(x-2./3) +sqr(y-2./3))/GamSq)/GamSq/TMath::Pi();
return 0.5*Dist;
}// Camel2
class FoamFunction : public TFoamIntegrand {
public:
virtual ~FoamFunction() {}
double Density(int nDim, double * x) {
return Camel2(nDim,x);
}
ClassDef(FoamFunction,1);
};
TH2 * hFoam;
TH2 * hUnr;
Int_t run_foam(int nev){
cout<<"--- kanwa started ---"<<endl;
gSystem->Load("libFoam.so");
TH2D *hst_xy = new TH2D("foam_hst_xy" , "FOAM x-y plot", 50,0,1.0, 50,0,1.0);
hFoam = hst_xy;
Double_t MCvect[2]; // 2-dim vector generated in the MC run
//
TRandom *PseRan = new TRandom3(); // Create random number generator
PseRan->SetSeed(4357);
TFoam *FoamX = new TFoam("FoamX"); // Create Simulator
FoamX->SetkDim(2); // No. of dimensions, obligatory!
FoamX->SetnCells(500); // Optionally No. of cells, default=2000
FoamX->SetRho(new FoamFunction() ); // Set 2-dim distribution, included below
FoamX->SetPseRan(PseRan); // Set random number generator
//
// From now on FoamX is ready to generate events
// test first the time
w.Start();
FoamX->Initialize(); // Initialize simulator, may take time...
//int nshow=5000;
int nshow=nev;
for(long loop=0; loop<nev; loop++){
FoamX->MakeEvent(); // generate MC event
FoamX->GetMCvect( MCvect); // get generated vector (x,y)
Double_t x=MCvect[0];
Double_t y=MCvect[1];
//if(loop<10) cout<<"(x,y) = ( "<< x <<", "<< y <<" )"<<endl;
hst_xy->Fill(x,y);
// live plot
if(loop == nshow){
nshow += 5000;
hst_xy->Draw("lego2");
//cKanwa->Update();
}
}// loop
w.Stop();
double time = w.CpuTime()*1.E9/nev;
cout << "Time using FOAM \t\t " << " \t=\t " << time << "\tns/call" << endl;
//
hst_xy->Draw("lego2"); // final plot
//
Double_t MCresult, MCerror;
FoamX->GetIntegMC( MCresult, MCerror); // get MC integral, should be one
cout << " MCresult= " << MCresult << " +- " << MCerror <<endl;
cout<<"--- kanwa ended ---"<<endl;
return 0;
}//kanwa
double UCamel2(double * x, double *) {
return Camel2(2,x);
}
int run_unuran(int nev, std::string method = "hitro") {
// use unuran
std::cout << "run unuran " << std::endl;
gSystem->Load("libUnuran.so");
TH2D *h1 = new TH2D("unr_hst_xy" , "UNURAN x-y plot", 50,0,1.0, 50,0,1.0);
hUnr= h1;
TF2 * f = new TF2("f",UCamel2,0,1,0,1,0);
TUnuran unr(&r,2); // 2 is debug level
// test first the time
w.Start();
// init unuran
bool ret = unr.Init(dist,method);
if (!ret) {
std::cerr << "Error initializing unuran with method " << unr.MethodName() << endl;
return -1;
}
double x[2];
for (int i = 0; i < nev; ++i) {
unr.SampleMulti(x);
h1->Fill(x[0],x[1]);
// if (method == "gibbs" && i < 100)
// std::cout << x[0] << " , " << x[1] << std::endl;
}
w.Stop();
double time = w.CpuTime()*1.E9/nev;
cout << "Time using Unuran " << unr.MethodName() << " \t=\t " << time << "\tns/call" << endl;
h1->Draw("lego2");
return 0;
}
Int_t unuranFoamTest(){
// visualising generated distribution
TCanvas *cKanwa = new TCanvas("cKanwa","Canvas for plotting",600,1000);
cKanwa->Divide(1,2);
cKanwa->cd(1);
int n = 100000;
run_unuran(n,"hitro");
cKanwa->Update();
cKanwa->cd(2);
run_foam(n);
cKanwa->Update();
std::cout <<"\nChi2 Test Results (UNURAN-FOAM):\t";
// test chi2
hFoam->Chi2Test(hUnr,"UUP");
return 0;
}
Author
Lorenzo Moneta

Definition in file unuranFoamTest.C.