ModelInspector.C File Reference

Detailed Description

RooStats Model Inspector.

Usage: The usage is the same as the StandardXxxDemo.C macros. The macro expects a root file containing a workspace with a ModelConfig and a dataset

$ root
.L ModelInspector.C+
ModelInspector(fileName, workspaceName, modelConfigName, dataSetName);

Drag the sliders to adjust the parameters of the model. the min and max range of the sliders are used to define the upper & lower variation the pointer position of the slider is the central blue curve.

Click the FIT button to

To Do:

• check boxes to specify which nuisance parameters used in making variation
• a button to make the profile inspector plots
• a check button to use MINOS errors
• have fit button show the covariance matrix from the fit
• a button to make the log likelihood plots
• a dialog to open the desired file
• ability to see the signal and background contributions?

 
#include "TGButton.h"
#include "TRootEmbeddedCanvas.h"
#include "TGLayout.h"
#include "TF1.h"
#include "TMath.h"
#include "TSystem.h"
#include "TCanvas.h"
#include "TGTextEntry.h"
#include "TGLabel.h"
#include "TGTripleSlider.h"
#include "RooWorkspace.h"
#include "RooStats/ModelConfig.h"
#include "TFile.h"
#include "RooArgSet.h"
#include "TList.h"
#include "RooAbsPdf.h"
#include "RooRealVar.h"
#include "RooPlot.h"
#include "TGButton.h"
#include <map>
#include "RooFitResult.h"
#include "TROOT.h"
#include <TApplication.h>
#include "RooSimultaneous.h"
#include "RooCategory.h"
 
enum ETestCommandIdentifiers {
   HId1,
   HId2,
   HId3,
   HCId1,
   HCId2,
 
   HSId1
};
 
using std::map, std::vector, std::cout, std::endl;
using namespace RooFit;
using namespace RooStats;
 
class ModelInspectorGUI : public TGMainFrame {
 
private:
   TRootEmbeddedCanvas *fCanvas;
   TGLayoutHints *fLcan;
   TF1 *fFitFcn;
   RooPlot *fPlot;
   RooWorkspace *fWS;
   TFile *fFile;
   ModelConfig *fMC;
   RooAbsData *fData;
   RooFitResult *fFitRes;
 
   TList fSliderList;
   TList fFrameList;
   vector<RooPlot *> fPlotList;
   map<TGTripleHSlider *, const char *> fSliderMap;
   map<TGTripleHSlider *, TGLabel *> fLabelMap;
 
   TGButton *fFitButton;
   TGTextButton *fExitButton;
 
   // BB: a TGCanvas and a vertical frame are needed for using scrollbars
   TGCanvas *fCan;
   TGVerticalFrame *fVFrame;
 
   TGHorizontalFrame *fHframe0, *fHframe1, *fHframe2;
   TGLayoutHints *fBly, *fBfly1, *fBfly2, *fBfly3;
   TGTripleHSlider *fHslider1;
   TGTextBuffer *fTbh1, *fTbh2, *fTbh3;
   TGCheckButton *fCheck1, *fCheck2;
 
public:
   ModelInspectorGUI(RooWorkspace *, ModelConfig *, RooAbsData *);
   ~ModelInspectorGUI() override;
 
   void CloseWindow() override;
   void DoText(const char *text);
   void DoSlider();
   void DoSlider(const char *);
   void DoFit();
   void DoExit();
   void HandleButtons();
};
 
 
//______________________________________________________________________________
ModelInspectorGUI::ModelInspectorGUI(RooWorkspace *w, ModelConfig *mc, RooAbsData *data)
   : TGMainFrame(gClient->GetRoot(), 100, 100)
{
 
   RooMsgService::instance().getStream(1).removeTopic(RooFit::NumIntegration);
   fWS = w;
   fMC = mc;
   fData = data;
   RooSimultaneous *simPdf = nullptr;
   Int_t numCats = 1;
   if (strcmp(fMC->GetPdf()->ClassName(), "RooSimultaneous") == 0) {
      cout << "Is a simultaneous PDF" << endl;
      simPdf = (RooSimultaneous *)(fMC->GetPdf());
      RooCategory *channelCat = (RooCategory *)(&simPdf->indexCat());
      cout << " with " << channelCat->numTypes() << " categories" << endl;
      numCats = channelCat->numTypes();
   } else {
      cout << "Is not a simultaneous PDF" << endl;
   }
   fFitRes = nullptr;
 
   SetCleanup(kDeepCleanup);
 
   // Create an embedded canvas and add to the main frame, centered in x and y
   // and with 30 pixel margins all around
   fCanvas = new TRootEmbeddedCanvas("Canvas", this, 600, 400);
   fLcan = new TGLayoutHints(kLHintsExpandX | kLHintsExpandY, 10, 10, 10, 10);
   AddFrame(fCanvas, fLcan);
   fPlotList.resize(numCats);
   if (numCats > 1) {
      fCanvas->GetCanvas()->Divide(numCats);
      for (int i = 0; i < numCats; ++i) {
         fCanvas->GetCanvas()->cd(i + 1)->SetBorderMode(0);
         fCanvas->GetCanvas()->cd(i + 1)->SetGrid();
      }
   }
 
   fHframe0 = new TGHorizontalFrame(this, 0, 0, 0);
 
   fCheck1 = new TGCheckButton(fHframe0, "&Constrained", HCId1);
   fCheck2 = new TGCheckButton(fHframe0, "&Relative", HCId2);
   fCheck1->SetState(kButtonUp);
   fCheck2->SetState(kButtonUp);
   fCheck1->SetToolTipText("Pointer position constrained to slider sides");
   fCheck2->SetToolTipText("Pointer position relative to slider position");
 
   fHframe0->Resize(200, 50);
 
   fHframe2 = new TGHorizontalFrame(this, 0, 0, 0);
 
   fFitButton = new TGTextButton(fHframe2, "Fit");
   fFitButton->Connect("Clicked()", "ModelInspectorGUI", this, "DoFit()");
   fExitButton = new TGTextButton(fHframe2, "Exit ");
   fExitButton->Connect("Clicked()", "ModelInspectorGUI", this, "DoExit()");
 
   fCheck1->Connect("Clicked()", "ModelInspectorGUI", this, "HandleButtons()");
   fCheck2->Connect("Clicked()", "ModelInspectorGUI", this, "HandleButtons()");
 
   fHframe2->Resize(100, 25);
 
   //--- layout for buttons: top align, equally expand horizontally
   fBly = new TGLayoutHints(kLHintsTop | kLHintsExpandX, 5, 5, 5, 5);
 
   //--- layout for the frame: place at bottom, right aligned
   fBfly1 = new TGLayoutHints(kLHintsTop | kLHintsCenterX, 5, 5, 5, 5);
   fBfly2 = new TGLayoutHints(kLHintsTop | kLHintsLeft, 5, 5, 5, 5);
   fBfly3 = new TGLayoutHints(kLHintsTop | kLHintsRight, 5, 5, 5, 5);
 
   fHframe2->AddFrame(fFitButton, fBfly2);
   fHframe2->AddFrame(fExitButton, fBfly3);
 
   AddFrame(fHframe0, fBly);
   AddFrame(fHframe2, fBly);
 
   // Loop over POI & NP, create slider
   // need maps of NP->slider? or just slider->NP
   RooArgSet parameters;
   parameters.add(*fMC->GetParametersOfInterest());
   parameters.add(*fMC->GetNuisanceParameters());
 
   // BB: This is the part needed in order to have scrollbars
   fCan = new TGCanvas(this, 100, 100, kFixedSize);
   AddFrame(fCan, new TGLayoutHints(kLHintsExpandY | kLHintsExpandX));
   fVFrame = new TGVerticalFrame(fCan->GetViewPort(), 10, 10);
   fCan->SetContainer(fVFrame);
   // And that't it!
   // Obviously, the parent of other subframes is now fVFrame instead of "this"...
 
   for (auto *param : static_range_cast<RooRealVar *>(parameters)) {
      cout << "Adding Slider for " << param->GetName() << endl;
      TGHorizontalFrame *hframek = new TGHorizontalFrame(fVFrame, 0, 0, 0);
 
      TGLabel *hlabel =
         new TGLabel(hframek, Form("%s = %.3f +%.3f", param->GetName(), param->getVal(), param->getError()));
      TGTripleHSlider *hsliderk = new TGTripleHSlider(hframek, 190, kDoubleScaleBoth, HSId1, kHorizontalFrame,
                                                      GetDefaultFrameBackground(), False, False, False, False);
      hsliderk->Connect("PointerPositionChanged()", "ModelInspectorGUI", this, "DoSlider()");
      hsliderk->Connect("PositionChanged()", "ModelInspectorGUI", this, "DoSlider()");
      hsliderk->SetRange(param->getMin(), param->getMax());
 
      hframek->Resize(200, 25);
      fSliderList.Add(hsliderk);
      fFrameList.Add(hframek);
 
      hsliderk->SetPosition(param->getVal() - param->getError(), param->getVal() + param->getError());
      hsliderk->SetPointerPosition(param->getVal());
 
      hframek->AddFrame(hlabel, fBly);
      hframek->AddFrame(hsliderk, fBly);
      fVFrame->AddFrame(hframek, fBly);
      fSliderMap[hsliderk] = param->GetName();
      fLabelMap[hsliderk] = hlabel;
   }
 
   // Set main frame name, map sub windows (buttons), initialize layout
   // algorithm via Resize() and map main frame
   SetWindowName("RooFit/RooStats Model Inspector");
   MapSubwindows();
   Resize(GetDefaultSize());
   MapWindow();
 
   DoSlider();
}
 
//______________________________________________________________________________
ModelInspectorGUI::~ModelInspectorGUI()
{
   // Clean up
 
   Cleanup();
}
 
//______________________________________________________________________________
void ModelInspectorGUI::CloseWindow()
{
   // Called when window is closed via the window manager.
 
   delete this;
}
 
//______________________________________________________________________________
void ModelInspectorGUI::DoText(const char * /*text*/)
{
   // Handle text entry widgets.
 
   TGTextEntry *te = (TGTextEntry *)gTQSender;
   Int_t id = te->WidgetId();
 
   switch (id) {
   case HId1: fHslider1->SetPosition(atof(fTbh1->GetString()), static_cast<double>(fHslider1->GetMaxPosition())); break;
   case HId2: fHslider1->SetPointerPosition(atof(fTbh2->GetString())); break;
   case HId3: fHslider1->SetPosition(static_cast<double>(fHslider1->GetMinPosition()), atof(fTbh1->GetString())); break;
   default: break;
   }
   DoSlider();
}
 
//______________________________________________________________________________
void ModelInspectorGUI::DoFit()
{
   fFitRes = fMC->GetPdf()->fitTo(*fData, Save());
   map<TGTripleHSlider *, const char *>::iterator it;
   ;
   it = fSliderMap.begin();
   for (; it != fSliderMap.end(); ++it) {
      RooRealVar *param = fWS->var(it->second);
      param = (RooRealVar *)fFitRes->floatParsFinal().find(it->second);
      it->first->SetPosition(param->getVal() - param->getError(), param->getVal() + param->getError());
      it->first->SetPointerPosition(param->getVal());
   }
   DoSlider();
}
 
//______________________________________________________________________________
void ModelInspectorGUI::DoSlider(const char *text)
{
   cout << "." << text << endl;
}
 
//______________________________________________________________________________
void ModelInspectorGUI::DoSlider()
{
   // Handle slider widgets.
 
   // char buf[32];
 
   RooSimultaneous *simPdf = nullptr;
   Int_t numCats = 0;
   if (strcmp(fMC->GetPdf()->ClassName(), "RooSimultaneous") == 0) {
      simPdf = (RooSimultaneous *)(fMC->GetPdf());
      RooCategory *channelCat = (RooCategory *)(&simPdf->indexCat());
      numCats = channelCat->numTypes();
   } else {
   }
 
   /////////////////////////////////////////////
   if (!simPdf) {
      /////////////////////////////////////////////
      // if not SimPdf
      /////////////////////////////////////////////
 
      // pre loop
      map<TGTripleHSlider *, const char *>::iterator it;
      ;
      delete fPlot;
      fPlot = ((RooRealVar *)fMC->GetObservables()->first())->frame();
      fData->plotOn(fPlot);
      double normCount;
 
      // high loop
      it = fSliderMap.begin();
      for (; it != fSliderMap.end(); ++it) {
         const char *name = it->second;
         fWS->var(name)->setVal(it->first->GetMaxPosition());
         RooRealVar *param = fWS->var(name);
         fLabelMap[it->first]->SetText(Form("%s = %.3f [%.3f,%.3f]", param->GetName(), it->first->GetPointerPosition(),
                                            it->first->GetMinPosition(), it->first->GetMaxPosition()));
      }
      normCount = fMC->GetPdf()->expectedEvents(*fMC->GetObservables());
      fMC->GetPdf()->plotOn(fPlot, LineColor(kRed), Normalization(normCount, RooAbsReal::NumEvent));
 
      // low loop
      it = fSliderMap.begin();
      for (; it != fSliderMap.end(); ++it) {
         const char *name = it->second;
         fWS->var(name)->setVal(it->first->GetMinPosition());
      }
      normCount = fMC->GetPdf()->expectedEvents(*fMC->GetObservables());
      fMC->GetPdf()->plotOn(fPlot, LineColor(kGreen), Normalization(normCount, RooAbsReal::NumEvent));
 
      // central oop
      it = fSliderMap.begin();
      for (; it != fSliderMap.end(); ++it) {
         const char *name = it->second;
         fWS->var(name)->setVal(it->first->GetPointerPosition());
      }
      normCount = fMC->GetPdf()->expectedEvents(*fMC->GetObservables());
      fMC->GetPdf()->plotOn(fPlot, LineColor(kBlue), Normalization(normCount, RooAbsReal::NumEvent));
      fPlot->Draw();
 
      fCanvas->GetCanvas()->Modified();
      fCanvas->GetCanvas()->Update();
      ////////////////////////////////////////////////////////////////////////////
   } else {
      ////////////////////////////////////////////////////////////////////////////
      // else (is simpdf)
      ////////////////////////////////////////////////////////////////////////////
      RooCategory *channelCat = (RooCategory *)(&simPdf->indexCat());
      //    TIterator* iter = simPdf->indexCat().typeIterator() ;
      Int_t frameIndex = 0;
      for (auto const& tt : *channelCat) {
         auto const& catName = tt.first;
 
         ++frameIndex;
         fCanvas->GetCanvas()->cd(frameIndex);
 
         // pre loop
         RooAbsPdf *pdftmp = simPdf->getPdf(catName.c_str());
         RooArgSet *obstmp = pdftmp->getObservables(*fMC->GetObservables());
         RooRealVar *obs = ((RooRealVar *)obstmp->first());
 
         fPlot = fPlotList.at(frameIndex - 1);
         if (fPlot)
            delete fPlot;
         fPlot = obs->frame();
         fPlotList.at(frameIndex - 1) = fPlot;
 
         RooFit::MsgLevel msglevel = RooMsgService::instance().globalKillBelow();
         RooMsgService::instance().setGlobalKillBelow(RooFit::WARNING);
         fData->plotOn(fPlot, MarkerSize(1),
                       Cut(Form("%s==%s::%s", channelCat->GetName(), channelCat->GetName(), catName.c_str())),
                       DataError(RooAbsData::None));
         RooMsgService::instance().setGlobalKillBelow(msglevel);
 
         map<TGTripleHSlider *, const char *>::iterator it;
         ;
         double normCount;
 
         // high loop
         it = fSliderMap.begin();
         for (; it != fSliderMap.end(); ++it) {
            const char *name = it->second;
            fWS->var(name)->setVal(it->first->GetMaxPosition());
            RooRealVar *param = fWS->var(name);
            fLabelMap[it->first]->SetText(Form("%s = %.3f [%.3f,%.3f]", param->GetName(),
                                               it->first->GetPointerPosition(), it->first->GetMinPosition(),
                                               it->first->GetMaxPosition()));
         }
         normCount = pdftmp->expectedEvents(*obs);
         pdftmp->plotOn(fPlot, LineColor(kRed), LineWidth(2.), Normalization(normCount, RooAbsReal::NumEvent));
 
         // low loop
         it = fSliderMap.begin();
         for (; it != fSliderMap.end(); ++it) {
            const char *name = it->second;
            fWS->var(name)->setVal(it->first->GetMinPosition());
            RooRealVar *param = fWS->var(name);
            fLabelMap[it->first]->SetText(Form("%s = %.3f [%.3f,%.3f]", param->GetName(),
                                               it->first->GetPointerPosition(), it->first->GetMinPosition(),
                                               it->first->GetMaxPosition()));
         }
         normCount = pdftmp->expectedEvents(*obs);
         pdftmp->plotOn(fPlot, LineColor(kGreen), LineWidth(2.), Normalization(normCount, RooAbsReal::NumEvent));
 
         // central loop
         it = fSliderMap.begin();
         for (; it != fSliderMap.end(); ++it) {
            const char *name = it->second;
            fWS->var(name)->setVal(it->first->GetPointerPosition());
            RooRealVar *param = fWS->var(name);
            fLabelMap[it->first]->SetText(Form("%s = %.3f [%.3f,%.3f]", param->GetName(),
                                               it->first->GetPointerPosition(), it->first->GetMinPosition(),
                                               it->first->GetMaxPosition()));
         }
         normCount = pdftmp->expectedEvents(*obs);
         if (!fFitRes)
            pdftmp->plotOn(fPlot, LineColor(kBlue), LineWidth(2.), Normalization(normCount, RooAbsReal::NumEvent));
         else {
            pdftmp->plotOn(fPlot, Normalization(normCount, RooAbsReal::NumEvent),
                           VisualizeError(*fFitRes, *fMC->GetNuisanceParameters()), FillColor(kYellow));
            pdftmp->plotOn(fPlot, LineColor(kBlue), LineWidth(2.), Normalization(normCount, RooAbsReal::NumEvent));
            msglevel = RooMsgService::instance().globalKillBelow();
            RooMsgService::instance().setGlobalKillBelow(RooFit::WARNING);
            fData->plotOn(fPlot, MarkerSize(1),
                          Cut(Form("%s==%s::%s", channelCat->GetName(), channelCat->GetName(), catName.c_str())),
                          DataError(RooAbsData::None));
            RooMsgService::instance().setGlobalKillBelow(msglevel);
         }
         fPlot->Draw();
      }
      fCanvas->GetCanvas()->Modified();
      fCanvas->GetCanvas()->Update();
      ///////////////////////////////////////////
      // end if(simPdf)
   }
}
 
//______________________________________________________________________________
void ModelInspectorGUI::HandleButtons()
{
   // Handle different buttons.
 
   TGButton *btn = (TGButton *)gTQSender;
   Int_t id = btn->WidgetId();
 
   switch (id) {
   case HCId1: fHslider1->SetConstrained(fCheck1->GetState()); break;
   case HCId2: fHslider1->SetRelative(fCheck2->GetState()); break;
   default: break;
   }
}
void ModelInspectorGUI::DoExit()
{
   printf("Exit application...");
   gApplication->Terminate(0);
}
 
void ModelInspector(const char *infile = "", const char *workspaceName = "combined",
                    const char *modelConfigName = "ModelConfig", const char *dataName = "obsData")
{
   // -------------------------------------------------------
   // First part is just to access a user-defined file
   // or create the standard example file if it doesn't exist
 
   const char *filename = "";
   if (!strcmp(infile, "")) {
      filename = "results/example_combined_GaussExample_model.root";
      bool fileExist = !gSystem->AccessPathName(filename); // note opposite return code
      // if file does not exists generate with histfactory
      if (!fileExist) {
         // Normally this would be run on the command line
         cout << "will run standard hist2workspace example" << endl;
         gROOT->ProcessLine(".! prepareHistFactory .");
         gROOT->ProcessLine(".! hist2workspace config/example.xml");
         cout << "\n\n---------------------" << endl;
         cout << "Done creating example input" << endl;
         cout << "---------------------\n\n" << endl;
      }
 
   } else
      filename = infile;
 
   // Try to open the file
   TFile *file = TFile::Open(filename);
 
   // if input file was specified but not found, quit
   if (!file) {
      cout << "StandardRooStatsDemoMacro: Input file " << filename << " is not found" << endl;
      return;
   }
 
   // -------------------------------------------------------
   // Tutorial starts here
   // -------------------------------------------------------
 
   // get the workspace out of the file
   RooWorkspace *w = (RooWorkspace *)file->Get(workspaceName);
   if (!w) {
      cout << "workspace not found" << endl;
      return;
   }
 
   // get the modelConfig out of the file
   ModelConfig *mc = (ModelConfig *)w->obj(modelConfigName);
 
   // get the modelConfig out of the file
   RooAbsData *data = w->data(dataName);
 
   // make sure ingredients are found
   if (!data || !mc) {
      w->Print();
      cout << "data or ModelConfig was not found" << endl;
      return;
   }
 
   new ModelInspectorGUI(w, mc, data);
}

• Version 1, October 2011
  • based on tutorial macro by Bertrand Bellenot, Ilka Antcheva
• Version 2, November 2011
  • fixes from Bertrand Bellenot for scrolling window for many parameters

Author

Kyle Cranmer

Definition in file ModelInspector.C.