#include #include #include "tmvaglob.C" #include "TH1.h" #include "TGraph.h" // input: - Input file (result from TMVA), // - use of TMVA plotting TStyle void bdtcontrolplots(TDirectory *); void BDTControlPlots( TString fin = "TMVA.root", Bool_t useTMVAStyle = kTRUE ) { // set style and remove existing canvas' TMVAGlob::Initialize( useTMVAStyle ); // checks if file with name "fin" is already open, and if not opens one TFile* file; file = TMVAGlob::OpenFile( fin ); // get all titles of the method BDT TList titles; TString methodName = "Method_BDT"; UInt_t ninst = TMVAGlob::GetListOfTitles(methodName,titles); if (ninst==0) { cout << "Could not locate directory 'Method_BDT' in file " << fin << endl; return; } // loop over all titles TIter keyIter(&titles); TDirectory *bdtdir; TKey *key; while ((key = TMVAGlob::NextKey(keyIter,"TDirectory"))) { bdtdir = (TDirectory *)key->ReadObj(); bdtcontrolplots( bdtdir ); } } void bdtcontrolplots( TDirectory *bdtdir ) { const Int_t nPlots = 6; Int_t width = 900; Int_t height = 600; char cn[100], cn2[100]; const TString titName = bdtdir->GetName(); sprintf( cn, "cv_%s", titName.Data() ); TCanvas *c = new TCanvas( cn, Form( "%s Control Plots", titName.Data() ), width, height ); c->Divide(3,2); TString hname[nPlots]={"BoostMonitor","BoostWeight","BoostWeightVsTree","ErrFractHist","NodesBeforePruning",titName+"_FOMvsIterFrame"}; Bool_t BoostMonitorIsDone=kFALSE; for (Int_t i=0; icd(i+1); TH1 *h = (TH1*) bdtdir->Get(hname[i]); if (h){ h->SetMaximum(h->GetMaximum()*1.3); h->SetMinimum( 0 ); h->SetMarkerColor(color); h->SetMarkerSize( 0.7 ); h->SetMarkerStyle( 24 ); h->SetLineWidth(1); h->SetLineColor(color); if(hname[i]=="NodesBeforePruning")h->SetTitle("Nodes before/after pruning"); h->Draw(); if(hname[i]=="NodesBeforePruning"){ TH1 *h2 = (TH1*) bdtdir->Get("NodesAfterPruning"); h2->SetLineWidth(1); h2->SetLineColor(2); h2->Draw("same"); } if(hname[i]=="BoostMonitor"){ // a plot only available in case DoBoostMontior option has bee set TGraph *g = (TGraph*) bdtdir->Get("BoostMonitorGraph"); g->Draw("LP*"); BoostMonitorIsDone = kTRUE; } if(hname[i]==titName+"_FOMvsIterFrame"){ // a plot only available in case DoBoostMontior option has bee set TGraph *g = (TGraph*) bdtdir->Get(titName+"_FOMvsIter"); g->Draw(); } c->Update(); } } TCanvas *c2 = NULL; if (BoostMonitorIsDone){ sprintf( cn2, "cv2_%s", titName.Data() ); c2 = new TCanvas( cn2, Form( "%s BoostWeights", titName.Data() ), 1200, 1200 ); c2->Divide(5,5); Int_t ipad=1; TIter keys( bdtdir->GetListOfKeys() ); TKey *key; // gDirectory->ls(); while ( (key = (TKey*)keys.Next()) && ipad < 26) { TObject *obj=key->ReadObj(); if (obj->IsA()->InheritsFrom(TH1::Class())){ TH1F *hx = (TH1F*)obj; TString hhname(Form("%s",obj->GetTitle())); if (hhname.Contains("BoostWeightsInTreeB")){ c2->cd(ipad++); hx->SetLineColor(4); hx->Draw(); hhname.ReplaceAll("TreeB","TreeS"); bdtdir->GetObject(hhname.Data(),hx); if (hx) { hx->SetLineColor(2); hx->Draw("same"); } } c2->Update(); } } } // write to file TString fname = Form( "plots/%s_ControlPlots", titName.Data() ); TMVAGlob::imgconv( c, fname ); if (c2){ fname = Form( "plots/%s_ControlPlots2", titName.Data() ); TMVAGlob::imgconv( c2, fname ); } TCanvas *c3 = NULL; if (BoostMonitorIsDone){ sprintf( cn2, "cv3_%s", titName.Data() ); c3 = new TCanvas( cn2, Form( "%s Variables", titName.Data() ), 1200, 1200 ); c3->Divide(5,5); Int_t ipad=1; TIter keys( bdtdir->GetListOfKeys() ); TKey *key; // gDirectory->ls(); while ( (key = (TKey*)keys.Next()) && ipad < 26) { TObject *obj=key->ReadObj(); if (obj->IsA()->InheritsFrom(TH1::Class())){ TH1F *hx = (TH1F*)obj; TString hname(Form("%s",obj->GetTitle())); if (hname.Contains("SigVar0AtTree")){ c3->cd(ipad++); hx->SetLineColor(4); hx->Draw(); hname.ReplaceAll("Sig","Bkg"); bdtdir->GetObject(hname.Data(),hx); if (hx) { hx->SetLineColor(2); hx->Draw("same"); } } c3->Update(); } } } }