#include #include #include "TList.h" #include "TROOT.h" #include "TKey.h" #include "TString.h" #include "TControlBar.h" #include "TObjString.h" #include "tmvaglob.C" // some global lists static TList* TMVAGui_keyContent; static std::vector TMVAGui_inactiveButtons; TList* GetKeyList( const TString& pattern ) { TList* list = new TList(); TIter next( TMVAGui_keyContent ); TKey* key(0); while ((key = (TKey*)next())) { if (TString(key->GetName()).Contains( pattern )) { list->Add( new TObjString( key->GetName() ) ); } } return list; } // utility function void ActionButton( TControlBar* cbar, const TString& title, const TString& macro, const TString& comment, const TString& buttonType, TString requiredKey = "" ) { cbar->AddButton( title, macro, comment, buttonType ); // search if (requiredKey != "") { Bool_t found = kFALSE; TIter next( TMVAGui_keyContent ); TKey* key(0); while ((key = (TKey*)next())) { if (TString(key->GetName()).Contains( requiredKey )) { found = kTRUE; break; } } if (!found) TMVAGui_inactiveButtons.push_back( title ); } } // main GUI void TMVAMultiClassGui( const char* fName = "TMVAMulticlass.root" ) { // Use this script in order to run the various individual macros // that plot the output of TMVA (e.g. running TMVAClassification.C), // stored in the file "TMVA.root" TString curMacroPath(gROOT->GetMacroPath()); // uncomment next line for macros submitted to next root version gROOT->SetMacroPath(curMacroPath+":./:$ROOTSYS/tmva/test/:"); // for the sourceforge version, including $ROOTSYS/tmva/test in the // macro path is a mistake, especially if "./" was not part of path // add ../macros to the path (comment out next line for the ROOT version of TMVA) // gROOT->SetMacroPath(curMacroPath+":../macros:"); TString curIncludePath=gSystem->GetIncludePath(); //std::cout <<"inc path="<SetIncludePath(newIncludePath); std::cout <<"new include path="<GetIncludePath()< Abort TMVAGui, please verify filename" << std::endl; return; } // find all references TMVAGui_keyContent = (TList*)file->GetListOfKeys()->Clone(); //close file file->Close(); TString defaultRequiredClassifier = ""; // gROOT->Reset(); // gStyle->SetScreenFactor(2); // if you have a large screen, select 1,2 or 1.4 // create the control bar TControlBar* cbar = new TControlBar( "vertical", "TMVA Plotting Macros for Multiclass Classification", 0, 0 ); const TString buttonType( "button" ); // configure buttons Int_t ic = 1; // find all input variables types TList* keylist = GetKeyList( "InputVariables" ); TListIter it( keylist ); TObjString* str = 0; char ch = 'a'; while ((str = (TObjString*)it())) { TString tmp = str->GetString(); TString title = Form( "Input variables '%s'-transformed (training sample)", tmp.ReplaceAll("InputVariables_","").Data() ); if (tmp.Contains( "Id" )) title = "Input variables (training sample)"; ActionButton( cbar, Form( "(%i%c) %s", ic, ch++, title.Data() ), Form( ".x variablesMultiClass.C(\"%s\",\"%s\",\"%s\")", fName, str->GetString().Data(), title.Data() ), Form( "Plots all '%s'-transformed input variables (macro variablesMultiClass.C(...))", str->GetString().Data() ), buttonType, str->GetString() ); } ic++; // correlation scatter plots it.Reset(); ch = 'a'; while ((str = (TObjString*)it())) { TString tmp = str->GetString(); TString title = Form( "Input variable correlations '%s'-transformed (scatter profiles)", tmp.ReplaceAll("InputVariables_","").Data() ); if (tmp.Contains( "Id" )) title = "Input variable correlations (scatter profiles)"; ActionButton( cbar, Form( "(%i%c) %s", ic, ch++, title.Data() ), Form( ".x CorrGuiMultiClass.C(\"%s\",\"%s\",\"%s\")", fName, str->GetString().Data(), title.Data() ), Form( "Plots all correlation profiles between '%s'-transformed input variables (macro CorrGuiMultiClass.C(...))", str->GetString().Data() ), buttonType, str->GetString() ); } TString title; // coefficients title =Form( "(%i) Input Variable Linear Correlation Coefficients", ++ic ); ActionButton( cbar, title, Form( ".x correlationsMultiClass.C(\"%s\")", fName ), "Plots signal and background correlation summaries for all input variables (macro correlationsMultiClass.C)", buttonType ); title =Form( "(%ia) Classifier Output Distributions (test sample)", ++ic ); ActionButton( cbar, title, Form( ".x mvasMulticlass.C(\"%s\",0)", fName ), "Plots the output of each classifier for the test data (macro mvas.C(...,0))", buttonType, defaultRequiredClassifier ); title =Form( "(%ib) Classifier Output Distributions (test and training samples superimposed)", ic ); ActionButton( cbar, title, Form( ".x mvasMulticlass.C(\"%s\",1)", fName ), "Plots the output of each classifier for the test (histograms) and training (dots) data (macro mvas.C(...,3))", buttonType, defaultRequiredClassifier ); /* title = Form( "(%ic) Classifier Probability Distributions (test sample)", ic ); ActionButton( cbar, Form( "(%ic) Classifier Probability Distributions (test sample)", ic ), Form( ".x mvas.C(\"%s\",1)", fName ), "Plots the probability of each classifier for the test data (macro mvas.C(...,1))", buttonType, defaultRequiredClassifier ); title =Form( "(%id) Classifier Rarity Distributions (test sample)", ic ); ActionButton( cbar, Form( "(%id) Classifier Rarity Distributions (test sample)", ic ), Form( ".x mvas.C(\"%s\",2)", fName ), "Plots the Rarity of each classifier for the test data (macro mvas.C(...,2)) - background distribution should be uniform", buttonType, defaultRequiredClassifier ); title =Form( "(%ia) Classifier Cut Efficiencies", ++ic ); ActionButton( cbar, title, Form( ".x mvaeffs.C+(\"%s\")", fName ), "Plots signal and background efficiencies versus cut on classifier output (macro mvaeffs.C)", buttonType, defaultRequiredClassifier ); title = Form( "(%ib) Classifier Background Rejection vs Signal Efficiency (ROC curve)", ic ); ActionButton( cbar, title, Form( ".x efficiencies.C(\"%s\")", fName ), "Plots background rejection vs signal efficiencies (macro efficiencies.C) [\"ROC\" stands for \"Receiver Operation Characteristics\"]", buttonType, defaultRequiredClassifier ); title = Form( "(%i) Parallel Coordinates (requires ROOT-version >= 5.17)", ++ic ); ActionButton( cbar, title, Form( ".x paracoor.C(\"%s\")", fName ), "Plots parallel coordinates for classifiers and input variables (macro paracoor.C, requires ROOT >= 5.17)", buttonType, defaultRequiredClassifier ); // parallel coordinates only exist since ROOT 5.17 #if ROOT_VERSION_CODE < ROOT_VERSION(5,17,0) TMVAGui_inactiveButtons.push_back( title ); #endif title =Form( "(%i) PDFs of Classifiers (requires \"CreateMVAPdfs\" option set)", ++ic ); ActionButton( cbar, title, Form( ".x probas.C(\"%s\")", fName ), "Plots the PDFs of the classifier output distributions for signal and background - if requested (macro probas.C)", buttonType, defaultRequiredClassifier ); title = Form( "(%i) Likelihood Reference Distributiuons", ++ic); ActionButton( cbar, title, Form( ".x likelihoodrefs.C(\"%s\")", fName ), "Plots to verify the likelihood reference distributions (macro likelihoodrefs.C)", buttonType, "Likelihood" ); */ title = Form( "(%ia) Network Architecture (MLP)", ++ic ); TString call = Form( ".x network.C+g(\"%s\")", fName ); ActionButton( cbar, title, call, "Plots the MLP weights (macro network.C)", buttonType, "MLP" ); title = Form( "(%ib) Network Convergence Test (MLP)", ic ); ActionButton( cbar, title, Form( ".x annconvergencetest.C(\"%s\")", fName ), "Plots error estimator versus training epoch for training and test samples (macro annconvergencetest.C)", buttonType, "MLP" ); title = Form( "(%i) Decision Trees (BDT)", ++ic ); ActionButton( cbar, title, Form( ".x BDT.C+(\"%s\")", fName ), "Plots the Decision Trees trained by BDT algorithms (macro BDT.C(itree,...))", buttonType, "BDT" ); /* title = Form( "(%i) Decision Tree Control Plots (BDT)", ++ic ); ActionButton( cbar, title, Form( ".x BDTControlPlots.C(\"%s\")", fName ), "Plots to monitor boosting and pruning of decision trees (macro BDTControlPlots.C)", buttonType, "BDT" ); */ title = Form( "(%i) Plot Foams (PDEFoam)", ++ic ); ActionButton( cbar, title, ".x PlotFoams.C(\"weights/TMVAMulticlass_PDEFoam.weights_foams.root\")", "Plot Foams (macro PlotFoams.C)", buttonType, "PDEFoam" ); /* title = Form( "(%i) General Boost Control Plots", ++ic ); ActionButton( cbar, title, Form( ".x BoostControlPlots.C(\"%s\")", fName ), "Plots to monitor boosting of general classifiers (macro BoostControlPlots.C)", buttonType, "Boost" ); */ cbar->AddSeparator(); cbar->AddButton( Form( "(%i) Quit", ++ic ), ".q", "Quit", buttonType ); // set the style cbar->SetTextColor("black"); // there seems to be a bug in ROOT: font jumps back to default after pressing on >2 different buttons // cbar->SetFont("-adobe-helvetica-bold-r-*-*-12-*-*-*-*-*-iso8859-1"); // draw cbar->Show(); // indicate inactive buttons for (UInt_t i=0; iSetButtonState( TMVAGui_inactiveButtons[i], 3 ); if (TMVAGui_inactiveButtons.size() > 0) { std::cout << "=== Note: inactive buttons indicate that the corresponding classifiers were not trained ===" << std::endl; } gROOT->SaveContext(); }