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RooBinSamplingPdf Class Reference

The RooBinSamplingPdf is supposed to be used as an adapter between a continuous PDF and a binned distribution.

When RooFit is used to fit binned data, and the PDF is continuous, it takes the probability density at the bin centre as a proxy for the probability averaged (integrated) over the entire bin. This is correct only if the second derivative of the function vanishes, though. This is shown in the plots below.

For PDFs that have larger curvatures, the RooBinSamplingPdf can be used. It integrates the PDF in each bin using an adaptive integrator. This usually requires 21 times more function evaluations, but significantly reduces biases due to better sampling of the PDF. The integrator can be accessed from the outside using integrator(). This can be used to change the integration rules, so less/more function evaluations are performed. The target precision of the integrator can be set in the constructor.

How to use it

There are two ways to use this class:

  • Manually wrap a PDF:
    RooBinSamplingPdf binSampler("<name>", "title", <binned observable of PDF>, <original PDF> [, <precision for integrator>]);
    binSampler.fitTo(data);
    The RooBinSamplingPdf is supposed to be used as an adapter between a continuous PDF and a binned dist...
    std::unique_ptr< ROOT::Math::IntegratorOneDim > & integrator() const
    Direct access to the unique_ptr holding the integrator that's used to sample the bins.
    When a PDF is wrapped with a RooBinSamplingPDF, just use the bin sampling PDF instead of the original one for fits or plotting etc. Note that the binning will be taken from the observable.
  • Instruct test statistics to carry out this wrapping automatically:
    pdf.fitTo(data, IntegrateBins(<precision>));
    This method is especially useful when used with a simultaneous PDF, since each component will automatically be wrapped, depending on the value of precision:
    • precision < 0.: None of the PDFs are touched, bin sampling is off.
    • precision = 0.: Continuous PDFs that are fit to a RooDataHist are wrapped into a RooBinSamplingPdf. The target precision forwarded to the integrator is 1.E-4 (the default argument of the constructor).
    • precision > 0.: All continuous PDFs are automatically wrapped into a RooBinSamplingPdf, regardless of what data they are fit to (see next paragraph). The same ‘'precision’` is used for all integrators.

Simulating a binned fit using RooDataSet

Some frameworks use unbinned data (RooDataSet) to simulate binned datasets. By adding one entry for each bin centre with the appropriate weight, one can achieve the same result as fitting with RooDataHist. In this case, however, RooFit cannot auto-detect that a binned fit is running, and that an integration over the bin is desired (note that there are no bins to integrate over in this kind of dataset).

In this case, IntegrateBins(>0.) needs to be used, and the desired binning needs to be assigned to the observable of the dataset:

RooRealVar x("x", "x", 0., 5.);
x.setBins(10);
// <create dataset and model>
model.fitTo(data, IntegrateBins(>0.));
RooRealVar represents a variable that can be changed from the outside.
Definition RooRealVar.h:39
Double_t x[n]
Definition legend1.C:17
See also
RooAbsPdf::fitTo()
IntegrateBins()
Note
This feature is currently limited to one-dimensional PDFs.

Binned fit without RooBinSamplingPdf Binned fit with RooBinSamplingPdf

Definition at line 28 of file RooBinSamplingPdf.h.

Public Member Functions

 RooBinSamplingPdf ()
 
 RooBinSamplingPdf (const char *name, const char *title, RooAbsRealLValue &observable, RooAbsPdf &inputPdf, double epsilon=1.E-4)
 Construct a new RooBinSamplingPdf.
 
 RooBinSamplingPdf (const RooBinSamplingPdf &other, const char *name=0)
 Copy a RooBinSamplingPdf.
 
virtual ~RooBinSamplingPdf ()
 
double analyticalIntegral (Int_t code, const char *rangeName=0) const override
 Forwards to the PDF's implementation.
 
double analyticalIntegralWN (Int_t code, const RooArgSet *normSet, const char *rangeName) const override
 Forwards to the PDF's implementation.
 
std::list< double > * binBoundaries (RooAbsRealLValue &obs, Double_t xlo, Double_t xhi) const override
 Return a list of all bin boundaries, so the PDF is plotted correctly.
 
virtual TObjectclone (const char *newname) const override
 
virtual Double_t expectedEvents (const RooArgSet &nset) const
 Return expected number of events to be used in calculation of extended likelihood.
 
virtual Double_t expectedEvents (const RooArgSet *nset) const
 Return expected number of events from this p.d.f for use in extended likelihood calculations.
 
virtual Double_t expectedEvents (const RooArgSet *nset) const override
 Return expected number of events from this p.d.f for use in extended likelihood calculations.
 
ExtendMode extendMode () const override
 Returns ability of PDF to provide extended likelihood terms.
 
Bool_t forceAnalyticalInt (const RooAbsArg &dep) const override
 
void generateEvent (Int_t code) override
 Forwards to the PDF's implementation.
 
Int_t getAnalyticalIntegral (RooArgSet &allVars, RooArgSet &numVars, const char *rangeName=0) const override
 Forwards to the PDF's implementation.
 
Int_t getAnalyticalIntegralWN (RooArgSet &allVars, RooArgSet &analVars, const RooArgSet *normSet, const char *rangeName=0) const override
 Forwards to the PDF's implementation.
 
Int_t getGenerator (const RooArgSet &directVars, RooArgSet &generateVars, bool staticInitOK=true) const override
 Forwards to the PDF's implementation.
 
Int_t getMaxVal (const RooArgSet &vars) const override
 Advertise capability to determine maximum value of function for given set of observables.
 
void initGenerator (Int_t code) override
 Forwards to the PDF's implementation.
 
std::unique_ptr< ROOT::Math::IntegratorOneDim > & integrator () const
 Direct access to the unique_ptr holding the integrator that's used to sample the bins.
 
bool isBinnedDistribution (const RooArgSet &) const override
 Returns true, since this PDF is meant to be binned.
 
Bool_t isDirectGenSafe (const RooAbsArg &arg) const override
 Forwards to the PDF's implementation.
 
Double_t maxVal (Int_t code) const override
 Return maximum value for set of observables identified by code assigned in getMaxVal.
 
Int_t minTrialSamples (const RooArgSet &arGenObs) const override
 
std::list< double > * plotSamplingHint (RooAbsRealLValue &obs, double xlo, double xhi) const override
 Return a list of all bin edges, so the PDF is plotted as a step function.
 
bool selfNormalized () const override
 Since contained PDF is already normalised, this always returns true.
 
- Public Member Functions inherited from RooAbsPdf
 RooAbsPdf ()
 Default constructor.
 
 RooAbsPdf (const char *name, const char *title, Double_t minVal, Double_t maxVal)
 Constructor with name, title, and plot range.
 
 RooAbsPdf (const char *name, const char *title=0)
 Constructor with name and title only.
 
virtual ~RooAbsPdf ()
 Destructor.
 
virtual RooAbsGenContextautoGenContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE, Bool_t autoBinned=kTRUE, const char *binnedTag="") const
 
virtual RooAbsGenContextbinnedGenContext (const RooArgSet &vars, Bool_t verbose=kFALSE) const
 Return a binned generator context.
 
Bool_t canBeExtended () const
 If true, PDF can provide extended likelihood term.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Perform a \( \chi^2 \) fit to given histogram.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
 Perform a \( \chi^2 \) fit to given histogram.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
 Calls RooAbsPdf::createChi2(RooDataSet& data, const RooLinkedList& cmdList) and returns fit result.
 
virtual RooFitResultchi2FitTo (RooDataSet &xydata, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Perform a 2-D \( \chi^2 \) fit using a series of x and y values stored in the dataset xydata.
 
virtual RooFitResultchi2FitTo (RooDataSet &xydata, const RooLinkedList &cmdList)
 Perform a 2-D \( \chi^2 \) fit using a series of x and y values stored in the dataset xydata.
 
RooAbsRealcreateCdf (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Create a cumulative distribution function of this p.d.f in terms of the observables listed in iset.
 
RooAbsRealcreateCdf (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) variable from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooLinkedList &cmdList)
 Create a \( \chi^2 \) variable from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) from a series of x and y values stored in a dataset.
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooLinkedList &cmdList)
 See RooAbsReal::createChi2(RooDataSet&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&)
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooLinkedList &cmdList)
 Argument-list version of RooAbsPdf::createChi2()
 
virtual RooAbsRealcreateNLL (RooAbsData &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Construct representation of -log(L) of PDF with given dataset.
 
virtual RooAbsRealcreateNLL (RooAbsData &data, const RooLinkedList &cmdList)
 Construct representation of -log(L) of PDFwith given dataset.
 
virtual RooAbsPdfcreateProjection (const RooArgSet &iset)
 Return a p.d.f that represent a projection of this p.d.f integrated over given observables.
 
RooAbsRealcreateScanCdf (const RooArgSet &iset, const RooArgSet &nset, Int_t numScanBins, Int_t intOrder)
 
virtual Double_t extendedTerm (Double_t observedEvents, const RooArgSet *nset=0) const
 Return the extended likelihood term ( \( N_\mathrm{expect} - N_\mathrm{observed} \cdot \log(N_\mathrm{expect} \)) of this PDF for the given number of observed events.
 
virtual RooFitResultfitTo (RooAbsData &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Fit PDF to given dataset.
 
virtual RooFitResultfitTo (RooAbsData &data, const RooLinkedList &cmdList)
 Fit PDF to given dataset.
 
virtual RooAbsGenContextgenContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE) const
 Interface function to create a generator context from a p.d.f.
 
RooDataSetgenerate (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none())
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, const RooDataSet &prototype, Int_t nEvents=0, Bool_t verbose=kFALSE, Bool_t randProtoOrder=kFALSE, Bool_t resampleProto=kFALSE) const
 Generate a new dataset using a prototype dataset as a model, with values of the variables in whatVars sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, Double_t nEvents=0, Bool_t verbose=kFALSE, Bool_t autoBinned=kTRUE, const char *binnedTag="", Bool_t expectedData=kFALSE, Bool_t extended=kFALSE) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, Int_t nEvents, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none())
 See RooAbsPdf::generate(const RooArgSet&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&)
 
RooDataSetgenerate (GenSpec &) const
 Generate according to GenSpec obtained from prepareMultiGen().
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none()) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, Double_t nEvents, Bool_t expectedData=kFALSE, Bool_t extended=kFALSE) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, Double_t nEvents, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none()) const
 As RooAbsPdf::generateBinned(const RooArgSet&, const RooCmdArg&,const RooCmdArg&, const RooCmdArg&,const RooCmdArg&, const RooCmdArg&,const RooCmdArg&)
 
virtual RooDataSetgenerateSimGlobal (const RooArgSet &whatVars, Int_t nEvents)
 Special generator interface for generation of 'global observables' – for RooStats tools.
 
virtual RooArgSetgetAllConstraints (const RooArgSet &observables, RooArgSet &constrainedParams, Bool_t stripDisconnected=kTRUE) const
 This helper function finds and collects all constraints terms of all component p.d.f.s and returns a RooArgSet with all those terms.
 
virtual RooArgSetgetConstraints (const RooArgSet &, RooArgSet &, Bool_t) const
 
const RooNumGenConfiggetGeneratorConfig () const
 Return the numeric MC generator configuration used for this object.
 
RooSpan< const doublegetLogProbabilities (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet=nullptr) const
 Compute the log-likelihoods for all events in the requested batch.
 
virtual Double_t getLogVal (const RooArgSet *set=0) const
 Return the log of the current value with given normalization An error message is printed if the argument of the log is negative.
 
RooSpan< const doublegetLogValBatch (std::size_t begin, std::size_t batchSize, const RooArgSet *normSet=nullptr) const
 
Double_t getNorm (const RooArgSet &nset) const
 Get normalisation term needed to normalise the raw values returned by getVal().
 
virtual Double_t getNorm (const RooArgSet *set=0) const
 Get normalisation term needed to normalise the raw values returned by getVal().
 
const RooAbsRealgetNormIntegral (const RooArgSet &nset) const
 
virtual const RooAbsRealgetNormObj (const RooArgSet *set, const RooArgSet *iset, const TNamed *rangeName=0) const
 Return pointer to RooAbsReal object that implements calculation of integral over observables iset in range rangeName, optionally taking the integrand normalized over observables nset.
 
RooSpan< const doublegetValues (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet) const
 Compute batch of values for given input data, and normalise by integrating over the observables in normSet.
 
virtual Double_t getValV (const RooArgSet *set=0) const
 Return current value, normalized by integrating over the observables in nset.
 
Bool_t mustBeExtended () const
 If true PDF must provide extended likelihood term.
 
const char * normRange () const
 
virtual RooPlotparamOn (RooPlot *frame, const RooAbsData *data, const char *label="", Int_t sigDigits=2, Option_t *options="NELU", Double_t xmin=0.50, Double_t xmax=0.99, Double_t ymax=0.95)
 
virtual RooPlotparamOn (RooPlot *frame, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Add a box with parameter values (and errors) to the specified frame.
 
virtual RooPlotplotOn (RooPlot *frame, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none(), const RooCmdArg &arg9=RooCmdArg::none(), const RooCmdArg &arg10=RooCmdArg::none()) const
 Helper calling plotOn(RooPlot*, RooLinkedList&) const.
 
virtual RooPlotplotOn (RooPlot *frame, RooLinkedList &cmdList) const
 Plot (project) PDF on specified frame.
 
GenSpecprepareMultiGen (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none())
 Prepare GenSpec configuration object for efficient generation of multiple datasets from identical specification.
 
virtual void printMultiline (std::ostream &os, Int_t contents, Bool_t verbose=kFALSE, TString indent="") const
 Print multi line detailed information of this RooAbsPdf.
 
virtual void printValue (std::ostream &os) const
 Print value of p.d.f, also print normalization integral that was last used, if any.
 
virtual void resetErrorCounters (Int_t resetValue=10)
 Reset error counter to given value, limiting the number of future error messages for this pdf to 'resetValue'.
 
void setGeneratorConfig ()
 Remove the specialized numeric MC generator configuration associated with this object.
 
void setGeneratorConfig (const RooNumGenConfig &config)
 Set the given configuration as default numeric MC generator configuration for this object.
 
void setNormRange (const char *rangeName)
 
void setNormRangeOverride (const char *rangeName)
 
void setTraceCounter (Int_t value, Bool_t allNodes=kFALSE)
 Reset trace counter to given value, limiting the number of future trace messages for this pdf to 'value'.
 
RooNumGenConfigspecialGeneratorConfig () const
 Returns the specialized integrator configuration for this RooAbsReal.
 
RooNumGenConfigspecialGeneratorConfig (Bool_t createOnTheFly)
 Returns the specialized integrator configuration for this RooAbsReal.
 
- Public Member Functions inherited from RooAbsReal
 RooAbsReal ()
 coverity[UNINIT_CTOR] Default constructor
 
 RooAbsReal (const char *name, const char *title, const char *unit="")
 Constructor with unit label.
 
 RooAbsReal (const char *name, const char *title, Double_t minVal, Double_t maxVal, const char *unit="")
 Constructor with plot range and unit label.
 
 RooAbsReal (const RooAbsReal &other, const char *name=0)
 Copy constructor.
 
virtual ~RooAbsReal ()
 Destructor.
 
TF1asTF (const RooArgList &obs, const RooArgList &pars=RooArgList(), const RooArgSet &nset=RooArgSet()) const
 Return a ROOT TF1,2,3 object bound to this RooAbsReal with given definition of observables and parameters.
 
RooAbsFuncbindVars (const RooArgSet &vars, const RooArgSet *nset=0, Bool_t clipInvalid=kFALSE) const
 Create an interface adaptor f(vars) that binds us to the specified variables (in arbitrary order).
 
RooAbsArgcreateFundamental (const char *newname=0) const
 Create a RooRealVar fundamental object with our properties.
 
TH1createHistogram (const char *name, const RooAbsRealLValue &xvar, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
 Create and fill a ROOT histogram TH1, TH2 or TH3 with the values of this function.
 
TH1createHistogram (const char *name, const RooAbsRealLValue &xvar, RooLinkedList &argList) const
 Internal method implementing createHistogram.
 
TH1createHistogram (const char *varNameList, Int_t xbins=0, Int_t ybins=0, Int_t zbins=0) const
 Create and fill a ROOT histogram TH1, TH2 or TH3 with the values of this function for the variables with given names.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const char *rangeName) const
 Create integral over observables in iset in range named rangeName.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet &nset, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName with integrand normalized over observables in nset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet &nset, const RooNumIntConfig &cfg, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName with integrand normalized over observables in nset while using specified configuration for any numeric integration.
 
virtual RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet *nset=0, const RooNumIntConfig *cfg=0, const char *rangeName=0) const
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooNumIntConfig &cfg, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName using specified configuration for any numeric integration.
 
RooAbsRealcreateIntRI (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Utility function for createRunningIntegral.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &dependentVars, const RooArgSet *projectedVars, RooArgSet *&cloneSet, const char *rangeName=0, const RooArgSet *condObs=0) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &depVars, const RooArgSet &projVars) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &depVars, const RooArgSet &projVars, RooArgSet *&cloneSet) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
virtual RooAbsRealcreateProfile (const RooArgSet &paramsOfInterest)
 Create a RooProfileLL object that eliminates all nuisance parameters in the present function.
 
RooAbsRealcreateRunningIntegral (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Calls createRunningIntegral(const RooArgSet&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&)
 
RooAbsRealcreateRunningIntegral (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create an object that represents the running integral of the function over one or more observables listed in iset, i.e.
 
RooAbsRealcreateScanRI (const RooArgSet &iset, const RooArgSet &nset, Int_t numScanBins, Int_t intOrder)
 Utility function for createRunningIntegral that construct an object implementing the numeric scanning technique for calculating the running integral.
 
virtual Double_t defaultErrorLevel () const
 
RooDerivativederivative (RooRealVar &obs, const RooArgSet &normSet, Int_t order, Double_t eps=0.001)
 Return function representing first, second or third order derivative of this function.
 
RooDerivativederivative (RooRealVar &obs, Int_t order=1, Double_t eps=0.001)
 Return function representing first, second or third order derivative of this function.
 
virtual void enableOffsetting (Bool_t)
 
RooDataHistfillDataHist (RooDataHist *hist, const RooArgSet *nset, Double_t scaleFactor, Bool_t correctForBinVolume=kFALSE, Bool_t showProgress=kFALSE) const
 Fill a RooDataHist with values sampled from this function at the bin centers.
 
TH1fillHistogram (TH1 *hist, const RooArgList &plotVars, Double_t scaleFactor=1, const RooArgSet *projectedVars=0, Bool_t scaling=kTRUE, const RooArgSet *condObs=0, Bool_t setError=kTRUE) const
 Fill the ROOT histogram 'hist' with values sampled from this function at the bin centers.
 
Double_t findRoot (RooRealVar &x, Double_t xmin, Double_t xmax, Double_t yval)
 Return value of x (in range xmin,xmax) at which function equals yval.
 
virtual void fixAddCoefNormalization (const RooArgSet &addNormSet=RooArgSet(), Bool_t force=kTRUE)
 Fix the interpretation of the coefficient of any RooAddPdf component in the expression tree headed by this object to the given set of observables.
 
virtual void fixAddCoefRange (const char *rangeName=0, Bool_t force=kTRUE)
 Fix the interpretation of the coefficient of any RooAddPdf component in the expression tree headed by this object to the given set of observables.
 
virtual void forceNumInt (Bool_t flag=kTRUE)
 
RooFunctorfunctor (const RooArgList &obs, const RooArgList &pars=RooArgList(), const RooArgSet &nset=RooArgSet()) const
 Return a RooFunctor object bound to this RooAbsReal with given definition of observables and parameters.
 
Bool_t getForceNumInt () const
 
RooNumIntConfiggetIntegratorConfig ()
 Return the numeric integration configuration used for this object.
 
const RooNumIntConfiggetIntegratorConfig () const
 Return the numeric integration configuration used for this object.
 
const char * getPlotLabel () const
 Get the label associated with the variable.
 
Double_t getPropagatedError (const RooFitResult &fr, const RooArgSet &nset=RooArgSet()) const
 Calculate error on self by linearly propagating errors on parameters using the covariance matrix from a fit result.
 
TString getTitle (Bool_t appendUnit=kFALSE) const
 Return this variable's title string.
 
const Text_tgetUnit () const
 
Double_t getVal (const RooArgSet &normalisationSet) const
 Like getVal(const RooArgSet*), but always requires an argument for normalisation.
 
Double_t getVal (const RooArgSet *normalisationSet=nullptr) const
 Evaluate object.
 
virtual RooSpan< const doublegetValBatch (std::size_t, std::size_t, const RooArgSet *=nullptr)=delete
 
RooMultiGenFunctioniGenFunction (const RooArgSet &observables, const RooArgSet &nset=RooArgSet())
 
RooGenFunctioniGenFunction (RooRealVar &x, const RooArgSet &nset=RooArgSet())
 
virtual Bool_t isIdentical (const RooAbsArg &other, Bool_t assumeSameType=kFALSE) const
 
virtual Bool_t isOffsetting () const
 
void logEvalError (const char *message, const char *serverValueString=0) const
 Log evaluation error message.
 
RooAbsMomentmean (RooRealVar &obs)
 
RooAbsMomentmean (RooRealVar &obs, const RooArgSet &nset)
 
RooAbsMomentmoment (RooRealVar &obs, const RooArgSet &normObs, Int_t order, Bool_t central, Bool_t takeRoot, Bool_t intNormObs)
 Return function representing moment of p.d.f (normalized w.r.t given observables) of given order.
 
RooAbsMomentmoment (RooRealVar &obs, Int_t order, Bool_t central, Bool_t takeRoot)
 Return function representing moment of function of given order.
 
virtual Double_t offset () const
 
RooAbsRealoperator= (const RooAbsReal &other)
 Assign values, name and configs from another RooAbsReal.
 
virtual Bool_t operator== (const RooAbsArg &other) const
 Equality operator when comparing to another RooAbsArg.
 
Bool_t operator== (Double_t value) const
 Equality operator comparing to a Double_t.
 
virtual RooPlotplotSliceOn (RooPlot *frame, const RooArgSet &sliceSet, Option_t *drawOptions="L", Double_t scaleFactor=1.0, ScaleType stype=Relative, const RooAbsData *projData=0) const
 
virtual void preferredObservableScanOrder (const RooArgSet &obs, RooArgSet &orderedObs) const
 Interface method for function objects to indicate their preferred order of observables for scanning their values into a (multi-dimensional) histogram or RooDataSet.
 
virtual Bool_t readFromStream (std::istream &is, Bool_t compact, Bool_t verbose=kFALSE)
 Read object contents from stream (dummy for now)
 
virtual Bool_t setData (RooAbsData &, Bool_t=kTRUE)
 
void setIntegratorConfig ()
 Remove the specialized numeric integration configuration associated with this object.
 
void setIntegratorConfig (const RooNumIntConfig &config)
 Set the given integrator configuration as default numeric integration configuration for this object.
 
void setParameterizeIntegral (const RooArgSet &paramVars)
 
void setPlotLabel (const char *label)
 Set the label associated with this variable.
 
void setUnit (const char *unit)
 
RooAbsMomentsigma (RooRealVar &obs)
 
RooAbsMomentsigma (RooRealVar &obs, const RooArgSet &nset)
 
RooNumIntConfigspecialIntegratorConfig () const
 Returns the specialized integrator configuration for this RooAbsReal.
 
RooNumIntConfigspecialIntegratorConfig (Bool_t createOnTheFly)
 Returns the specialized integrator configuration for this RooAbsReal.
 
virtual void writeToStream (std::ostream &os, Bool_t compact) const
 Write object contents to stream (dummy for now)
 
- Public Member Functions inherited from RooAbsArg
 RooAbsArg ()
 Default constructor.
 
 RooAbsArg (const char *name, const char *title)
 Create an object with the specified name and descriptive title.
 
 RooAbsArg (const RooAbsArg &other, const char *name=0)
 Copy constructor transfers all boolean and string properties of the original object.
 
virtual ~RooAbsArg ()
 Destructor.
 
Bool_t addOwnedComponents (const RooArgSet &comps)
 Take ownership of the contents of 'comps'.
 
void attachDataSet (const RooAbsData &set)
 Replace server nodes with names matching the dataset variable names with those data set variables, making this PDF directly dependent on the dataset.
 
void attachDataStore (const RooAbsDataStore &set)
 Replace server nodes with names matching the dataset variable names with those data set variables, making this PDF directly dependent on the dataset.
 
const std::set< std::string > & attributes () const
 
virtual Bool_t checkObservables (const RooArgSet *nset) const
 Overloadable function in which derived classes can implement consistency checks of the variables.
 
virtual TObjectClone (const char *newname=0) const
 Make a clone of an object using the Streamer facility.
 
virtual RooAbsArgcloneTree (const char *newname=0) const
 Clone tree expression of objects.
 
Int_t Compare (const TObject *other) const
 Utility function used by TCollection::Sort to compare contained TObjects We implement comparison by name, resulting in alphabetical sorting by object name.
 
virtual Int_t defaultPrintContents (Option_t *opt) const
 Define default contents to print.
 
Bool_t dependsOn (const RooAbsArg &server, const RooAbsArg *ignoreArg=0, Bool_t valueOnly=kFALSE) const
 Test whether we depend on (ie, are served by) the specified object.
 
Bool_t dependsOn (const RooAbsCollection &serverList, const RooAbsArg *ignoreArg=0, Bool_t valueOnly=kFALSE) const
 Test whether we depend on (ie, are served by) any object in the specified collection.
 
Bool_t dependsOnValue (const RooAbsArg &server, const RooAbsArg *ignoreArg=0) const
 Check whether this object depends on values served from the object passed as server.
 
Bool_t dependsOnValue (const RooAbsCollection &serverList, const RooAbsArg *ignoreArg=0) const
 Check whether this object depends on values from an element in the serverList.
 
Bool_t getAttribute (const Text_t *name) const
 Check if a named attribute is set. By default, all attributes are unset.
 
RooLinkedList getCloningAncestors () const
 Return ancestors in cloning chain of this RooAbsArg.
 
RooArgSetgetComponents () const
 Create a RooArgSet with all components (branch nodes) of the expression tree headed by this object.
 
RooArgSetgetObservables (const RooAbsData &data) const
 Return the observables of this pdf given the observables defined by data.
 
RooArgSetgetObservables (const RooAbsData *data) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names of the variable list of the supplied data set (the dependents).
 
RooArgSetgetObservables (const RooArgSet &set, Bool_t valueOnly=kTRUE) const
 Given a set of possible observables, return the observables that this PDF depends on.
 
RooArgSetgetObservables (const RooArgSet *depList, bool valueOnly=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names the args in the supplied argset.
 
bool getObservables (const RooArgSet *depList, RooArgSet &outputSet, bool valueOnly=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names the args in the supplied argset.
 
RooArgSetgetParameters (const RooAbsData &data, bool stripDisconnected=true) const
 Return the parameters of this p.d.f when used in conjuction with dataset 'data'.
 
RooArgSetgetParameters (const RooAbsData *data, bool stripDisconnected=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that don't match any of the names of the variable list of the supplied data set (the dependents).
 
RooArgSetgetParameters (const RooArgSet &observables, bool stripDisconnected=true) const
 Return the parameters of the p.d.f given the provided set of observables.
 
RooArgSetgetParameters (const RooArgSet *observables, bool stripDisconnected=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that don't match any of the names the args in the supplied argset.
 
virtual bool getParameters (const RooArgSet *observables, RooArgSet &outputSet, bool stripDisconnected=true) const
 Fills a list with leaf nodes in the arg tree starting with ourself as top node that don't match any of the names the args in the supplied argset.
 
RooAbsProxygetProxy (Int_t index) const
 Return the nth proxy from the proxy list.
 
const Text_tgetStringAttribute (const Text_t *key) const
 Get string attribute mapped under key 'key'.
 
Bool_t getTransientAttribute (const Text_t *name) const
 Check if a named attribute is set.
 
RooArgSetgetVariables (Bool_t stripDisconnected=kTRUE) const
 Return RooArgSet with all variables (tree leaf nodes of expresssion tree)
 
void graphVizTree (const char *fileName, const char *delimiter="\n", bool useTitle=false, bool useLatex=false)
 Create a GraphViz .dot file visualizing the expression tree headed by this RooAbsArg object.
 
void graphVizTree (std::ostream &os, const char *delimiter="\n", bool useTitle=false, bool useLatex=false)
 Write the GraphViz representation of the expression tree headed by this RooAbsArg object to the given ostream.
 
Bool_t hasClients () const
 
virtual Bool_t hasRange (const char *) const
 
virtual Bool_t importWorkspaceHook (RooWorkspace &ws)
 
virtual Bool_t inRange (const char *) const
 
Bool_t isCloneOf (const RooAbsArg &other) const
 Check if this object was created as a clone of 'other'.
 
Bool_t isConstant () const
 Check if the "Constant" attribute is set.
 
virtual Bool_t isDerived () const
 Does value or shape of this arg depend on any other arg?
 
virtual Bool_t IsSortable () const
 
Bool_t localNoDirtyInhibit () const
 
const TNamednamePtr () const
 
Int_t numProxies () const
 Return the number of registered proxies.
 
Bool_t observableOverlaps (const RooAbsData *dset, const RooAbsArg &testArg) const
 Test if any of the dependents of the arg tree (as determined by getObservables) overlaps with those of the testArg.
 
Bool_t observableOverlaps (const RooArgSet *depList, const RooAbsArg &testArg) const
 Test if any of the dependents of the arg tree (as determined by getObservables) overlaps with those of the testArg.
 
RooAbsArgoperator= (const RooAbsArg &other)
 Assign all boolean and string properties of the original object.
 
Bool_t overlaps (const RooAbsArg &testArg, Bool_t valueOnly=kFALSE) const
 Test if any of the nodes of tree are shared with that of the given tree.
 
const RooArgSetownedComponents () const
 
virtual void Print (Option_t *options=0) const
 Print the object to the defaultPrintStream().
 
virtual void printAddress (std::ostream &os) const
 Print class name of object.
 
virtual void printArgs (std::ostream &os) const
 Print object arguments, ie its proxies.
 
virtual void printClassName (std::ostream &os) const
 Print object class name.
 
void printCompactTree (const char *indent="", const char *fileName=0, const char *namePat=0, RooAbsArg *client=0)
 Print tree structure of expression tree on stdout, or to file if filename is specified.
 
void printCompactTree (std::ostream &os, const char *indent="", const char *namePat=0, RooAbsArg *client=0)
 Print tree structure of expression tree on given ostream.
 
virtual void printCompactTreeHook (std::ostream &os, const char *ind="")
 Hook function interface for object to insert additional information when printed in the context of a tree structure.
 
void printComponentTree (const char *indent="", const char *namePat=0, Int_t nLevel=999)
 Print tree structure of expression tree on given ostream, only branch nodes are printed.
 
void printDirty (Bool_t depth=kTRUE) const
 Print information about current value dirty state information.
 
virtual void printMetaArgs (std::ostream &) const
 
virtual void printName (std::ostream &os) const
 Print object name.
 
virtual void printTitle (std::ostream &os) const
 Print object title.
 
virtual void printTree (std::ostream &os, TString indent="") const
 Print object tree structure.
 
Bool_t recursiveCheckObservables (const RooArgSet *nset) const
 Recursively call checkObservables on all nodes in the expression tree.
 
void setAttribute (const Text_t *name, Bool_t value=kTRUE)
 Set (default) or clear a named boolean attribute of this object.
 
void setLocalNoDirtyInhibit (Bool_t flag) const
 
void SetName (const char *name)
 Set the name of the TNamed.
 
void SetNameTitle (const char *name, const char *title)
 Set all the TNamed parameters (name and title).
 
void setProhibitServerRedirect (Bool_t flag)
 
void setStringAttribute (const Text_t *key, const Text_t *value)
 Associate string 'value' to this object under key 'key'.
 
void setTransientAttribute (const Text_t *name, Bool_t value=kTRUE)
 Set (default) or clear a named boolean attribute of this object.
 
void setWorkspace (RooWorkspace &ws)
 
const std::map< std::string, std::string > & stringAttributes () const
 
const std::set< std::string > & transientAttributes () const
 
TIteratorclientIterator () const
 Retrieve a client iterator.
 
TIteratorvalueClientIterator () const
 
TIteratorshapeClientIterator () const
 
TIteratorserverIterator () const
 
RooFIter valueClientMIterator () const
 
RooFIter shapeClientMIterator () const
 
RooFIter serverMIterator () const
 
RooArgSetgetDependents (const RooArgSet &set) const
 
RooArgSetgetDependents (const RooAbsData *set) const
 
RooArgSetgetDependents (const RooArgSet *depList) const
 
Bool_t dependentOverlaps (const RooAbsData *dset, const RooAbsArg &testArg) const
 
Bool_t dependentOverlaps (const RooArgSet *depList, const RooAbsArg &testArg) const
 
Bool_t checkDependents (const RooArgSet *nset) const
 
Bool_t recursiveCheckDependents (const RooArgSet *nset) const
 
const RefCountList_tclients () const
 List of all clients of this object.
 
const RefCountList_tvalueClients () const
 List of all value clients of this object. Value clients receive value updates.
 
const RefCountList_tshapeClients () const
 List of all shape clients of this object.
 
const RefCountList_tservers () const
 List of all servers of this object.
 
RooAbsArgfindServer (const char *name) const
 Return server of this with name name. Returns nullptr if not found.
 
RooAbsArgfindServer (const RooAbsArg &arg) const
 Return server of this that has the same name as arg. Returns nullptr if not found.
 
RooAbsArgfindServer (Int_t index) const
 Return i-th server from server list.
 
Bool_t isValueServer (const RooAbsArg &arg) const
 Check if this is serving values to arg.
 
Bool_t isValueServer (const char *name) const
 Check if this is serving values to an object with name name.
 
Bool_t isShapeServer (const RooAbsArg &arg) const
 Check if this is serving shape to arg.
 
Bool_t isShapeServer (const char *name) const
 Check if this is serving shape to an object with name name.
 
void leafNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with all leaf nodes of the arg tree, starting with ourself as top node.
 
void branchNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with all branch nodes of the arg tree starting with ourself as top node.
 
void treeNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t doBranch=kTRUE, Bool_t doLeaf=kTRUE, Bool_t valueOnly=kFALSE, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with nodes of the arg tree, following all server links, starting with ourself as top node.
 
virtual Bool_t isFundamental () const
 Is this object a fundamental type that can be added to a dataset? Fundamental-type subclasses override this method to return kTRUE.
 
virtual Bool_t isLValue () const
 Is this argument an l-value, i.e., can it appear on the left-hand side of an assignment expression? LValues are also special since they can potentially be analytically integrated and generated.
 
Bool_t redirectServers (const RooAbsCollection &newServerList, Bool_t mustReplaceAll=kFALSE, Bool_t nameChange=kFALSE, Bool_t isRecursionStep=kFALSE)
 Replace all direct servers of this object with the new servers in newServerList.
 
Bool_t recursiveRedirectServers (const RooAbsCollection &newServerList, Bool_t mustReplaceAll=kFALSE, Bool_t nameChange=kFALSE, Bool_t recurseInNewSet=kTRUE)
 Recursively replace all servers with the new servers in newSet.
 
virtual void serverNameChangeHook (const RooAbsArg *, const RooAbsArg *)
 
void addServer (RooAbsArg &server, Bool_t valueProp=kTRUE, Bool_t shapeProp=kFALSE, std::size_t refCount=1)
 Register another RooAbsArg as a server to us, ie, declare that we depend on it.
 
void addServerList (RooAbsCollection &serverList, Bool_t valueProp=kTRUE, Bool_t shapeProp=kFALSE)
 Register a list of RooAbsArg as servers to us by calling addServer() for each arg in the list.
 
void replaceServer (RooAbsArg &oldServer, RooAbsArg &newServer, Bool_t valueProp, Bool_t shapeProp)
 Replace 'oldServer' with 'newServer'.
 
void changeServer (RooAbsArg &server, Bool_t valueProp, Bool_t shapeProp)
 Change dirty flag propagation mask for specified server.
 
void removeServer (RooAbsArg &server, Bool_t force=kFALSE)
 Unregister another RooAbsArg as a server to us, ie, declare that we no longer depend on its value and shape.
 
RooAbsArgfindNewServer (const RooAbsCollection &newSet, Bool_t nameChange) const
 Find the new server in the specified set that matches the old server.
 
virtual void optimizeCacheMode (const RooArgSet &observables)
 Activate cache mode optimization with given definition of observables.
 
virtual void optimizeCacheMode (const RooArgSet &observables, RooArgSet &optNodes, RooLinkedList &processedNodes)
 Activate cache mode optimization with given definition of observables.
 
Bool_t findConstantNodes (const RooArgSet &observables, RooArgSet &cacheList)
 Find branch nodes with all-constant parameters, and add them to the list of nodes that can be cached with a dataset in a test statistic calculation.
 
Bool_t findConstantNodes (const RooArgSet &observables, RooArgSet &cacheList, RooLinkedList &processedNodes)
 Find branch nodes with all-constant parameters, and add them to the list of nodes that can be cached with a dataset in a test statistic calculation.
 
virtual void constOptimizeTestStatistic (ConstOpCode opcode, Bool_t doAlsoTrackingOpt=kTRUE)
 Interface function signaling a request to perform constant term optimization.
 
virtual CacheMode canNodeBeCached () const
 
virtual void setCacheAndTrackHints (RooArgSet &)
 
Bool_t isShapeDirty () const
 
Bool_t isValueDirty () const
 
Bool_t isValueDirtyAndClear () const
 
Bool_t isValueOrShapeDirtyAndClear () const
 
void registerCache (RooAbsCache &cache)
 Register RooAbsCache with this object.
 
void unRegisterCache (RooAbsCache &cache)
 Unregister a RooAbsCache. Called from the RooAbsCache destructor.
 
Int_t numCaches () const
 Return number of registered caches.
 
RooAbsCachegetCache (Int_t index) const
 Return registered cache object by index.
 
OperMode operMode () const
 Query the operation mode of this node.
 
void setOperMode (OperMode mode, Bool_t recurseADirty=kTRUE)
 Set the operation mode of this node.
 
void setValueDirty ()
 Mark the element dirty. This forces a re-evaluation when a value is requested.
 
void setShapeDirty ()
 Notify that a shape-like property (e.g. binning) has changed.
 
const char * aggregateCacheUniqueSuffix () const
 
virtual const char * cacheUniqueSuffix () const
 
void wireAllCaches ()
 
RooExpensiveObjectCacheexpensiveObjectCache () const
 
virtual void setExpensiveObjectCache (RooExpensiveObjectCache &cache)
 
- Public Member Functions inherited from TNamed
 TNamed ()
 
 TNamed (const char *name, const char *title)
 
 TNamed (const TNamed &named)
 TNamed copy ctor.
 
 TNamed (const TString &name, const TString &title)
 
virtual ~TNamed ()
 TNamed destructor.
 
virtual void Clear (Option_t *option="")
 Set name and title to empty strings ("").
 
virtual void Copy (TObject &named) const
 Copy this to obj.
 
virtual void FillBuffer (char *&buffer)
 Encode TNamed into output buffer.
 
virtual const char * GetName () const
 Returns name of object.
 
virtual const char * GetTitle () const
 Returns title of object.
 
virtual ULong_t Hash () const
 Return hash value for this object.
 
virtual void ls (Option_t *option="") const
 List TNamed name and title.
 
TNamedoperator= (const TNamed &rhs)
 TNamed assignment operator.
 
virtual void SetTitle (const char *title="")
 Set the title of the TNamed.
 
virtual Int_t Sizeof () const
 Return size of the TNamed part of the TObject.
 
- Public Member Functions inherited from TObject
 TObject ()
 TObject constructor.
 
 TObject (const TObject &object)
 TObject copy ctor.
 
virtual ~TObject ()
 TObject destructor.
 
void AbstractMethod (const char *method) const
 Use this method to implement an "abstract" method that you don't want to leave purely abstract.
 
virtual void AppendPad (Option_t *option="")
 Append graphics object to current pad.
 
virtual void Browse (TBrowser *b)
 Browse object. May be overridden for another default action.
 
ULong_t CheckedHash ()
 Check and record whether this class has a consistent Hash/RecursiveRemove setup (*) and then return the regular Hash value for this object.
 
virtual const char * ClassName () const
 Returns name of class to which the object belongs.
 
virtual void Delete (Option_t *option="")
 Delete this object.
 
virtual Int_t DistancetoPrimitive (Int_t px, Int_t py)
 Computes distance from point (px,py) to the object.
 
virtual void Draw (Option_t *option="")
 Default Draw method for all objects.
 
virtual void DrawClass () const
 Draw class inheritance tree of the class to which this object belongs.
 
virtual TObjectDrawClone (Option_t *option="") const
 Draw a clone of this object in the current selected pad for instance with: gROOT->SetSelectedPad(gPad).
 
virtual void Dump () const
 Dump contents of object on stdout.
 
virtual void Error (const char *method, const char *msgfmt,...) const
 Issue error message.
 
virtual void Execute (const char *method, const char *params, Int_t *error=0)
 Execute method on this object with the given parameter string, e.g.
 
virtual void Execute (TMethod *method, TObjArray *params, Int_t *error=0)
 Execute method on this object with parameters stored in the TObjArray.
 
virtual void ExecuteEvent (Int_t event, Int_t px, Int_t py)
 Execute action corresponding to an event at (px,py).
 
virtual void Fatal (const char *method, const char *msgfmt,...) const
 Issue fatal error message.
 
virtual TObjectFindObject (const char *name) const
 Must be redefined in derived classes.
 
virtual TObjectFindObject (const TObject *obj) const
 Must be redefined in derived classes.
 
virtual Option_tGetDrawOption () const
 Get option used by the graphics system to draw this object.
 
virtual const char * GetIconName () const
 Returns mime type name of object.
 
virtual char * GetObjectInfo (Int_t px, Int_t py) const
 Returns string containing info about the object at position (px,py).
 
virtual Option_tGetOption () const
 
virtual UInt_t GetUniqueID () const
 Return the unique object id.
 
virtual Bool_t HandleTimer (TTimer *timer)
 Execute action in response of a timer timing out.
 
Bool_t HasInconsistentHash () const
 Return true is the type of this object is known to have an inconsistent setup for Hash and RecursiveRemove (i.e.
 
virtual void Info (const char *method, const char *msgfmt,...) const
 Issue info message.
 
virtual Bool_t InheritsFrom (const char *classname) const
 Returns kTRUE if object inherits from class "classname".
 
virtual Bool_t InheritsFrom (const TClass *cl) const
 Returns kTRUE if object inherits from TClass cl.
 
virtual void Inspect () const
 Dump contents of this object in a graphics canvas.
 
void InvertBit (UInt_t f)
 
virtual Bool_t IsEqual (const TObject *obj) const
 Default equal comparison (objects are equal if they have the same address in memory).
 
virtual Bool_t IsFolder () const
 Returns kTRUE in case object contains browsable objects (like containers or lists of other objects).
 
R__ALWAYS_INLINE Bool_t IsOnHeap () const
 
R__ALWAYS_INLINE Bool_t IsZombie () const
 
void MayNotUse (const char *method) const
 Use this method to signal that a method (defined in a base class) may not be called in a derived class (in principle against good design since a child class should not provide less functionality than its parent, however, sometimes it is necessary).
 
virtual Bool_t Notify ()
 This method must be overridden to handle object notification.
 
void Obsolete (const char *method, const char *asOfVers, const char *removedFromVers) const
 Use this method to declare a method obsolete.
 
void operator delete (void *ptr)
 Operator delete.
 
void operator delete[] (void *ptr)
 Operator delete [].
 
voidoperator new (size_t sz)
 
voidoperator new (size_t sz, void *vp)
 
voidoperator new[] (size_t sz)
 
voidoperator new[] (size_t sz, void *vp)
 
TObjectoperator= (const TObject &rhs)
 TObject assignment operator.
 
virtual void Paint (Option_t *option="")
 This method must be overridden if a class wants to paint itself.
 
virtual void Pop ()
 Pop on object drawn in a pad to the top of the display list.
 
virtual Int_t Read (const char *name)
 Read contents of object with specified name from the current directory.
 
virtual void RecursiveRemove (TObject *obj)
 Recursively remove this object from a list.
 
void ResetBit (UInt_t f)
 
virtual void SaveAs (const char *filename="", Option_t *option="") const
 Save this object in the file specified by filename.
 
virtual void SavePrimitive (std::ostream &out, Option_t *option="")
 Save a primitive as a C++ statement(s) on output stream "out".
 
void SetBit (UInt_t f)
 
void SetBit (UInt_t f, Bool_t set)
 Set or unset the user status bits as specified in f.
 
virtual void SetDrawOption (Option_t *option="")
 Set drawing option for object.
 
virtual void SetUniqueID (UInt_t uid)
 Set the unique object id.
 
virtual void SysError (const char *method, const char *msgfmt,...) const
 Issue system error message.
 
R__ALWAYS_INLINE Bool_t TestBit (UInt_t f) const
 
Int_t TestBits (UInt_t f) const
 
virtual void UseCurrentStyle ()
 Set current style settings in this object This function is called when either TCanvas::UseCurrentStyle or TROOT::ForceStyle have been invoked.
 
virtual void Warning (const char *method, const char *msgfmt,...) const
 Issue warning message.
 
virtual Int_t Write (const char *name=0, Int_t option=0, Int_t bufsize=0)
 Write this object to the current directory.
 
virtual Int_t Write (const char *name=0, Int_t option=0, Int_t bufsize=0) const
 Write this object to the current directory.
 
- Public Member Functions inherited from RooPrintable
 RooPrintable ()
 
virtual ~RooPrintable ()
 
virtual StyleOption defaultPrintStyle (Option_t *opt) const
 
virtual void printExtras (std::ostream &os) const
 Interface to print extras of object.
 
virtual void printStream (std::ostream &os, Int_t contents, StyleOption style, TString indent="") const
 Print description of object on ostream, printing contents set by contents integer, which is interpreted as an OR of 'enum ContentsOptions' values and in the style given by 'enum StyleOption'.
 

Protected Member Functions

RooSpan< const doublebinBoundaries () const
 Get the bin boundaries for the observable.
 
double evaluate () const override
 Integrate the PDF over the current bin of the observable.
 
RooSpan< doubleevaluateSpan (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet) const override
 Integrate the PDF over all its bins, and return a batch with those values.
 
- Protected Member Functions inherited from RooAbsPdf
 RooAbsPdf (const RooAbsPdf &other, const char *name=0)
 Copy constructor.
 
virtual RooPlotplotOn (RooPlot *frame, PlotOpt o) const
 Plot oneself on 'frame'.
 
Int_trandomizeProtoOrder (Int_t nProto, Int_t nGen, Bool_t resample=kFALSE) const
 Return lookup table with randomized access order for prototype events, given nProto prototype data events and nGen events that will actually be accessed.
 
virtual Bool_t redirectServersHook (const RooAbsCollection &, Bool_t, Bool_t, Bool_t)
 Function that is called at the end of redirectServers().
 
virtual Bool_t syncNormalization (const RooArgSet *dset, Bool_t adjustProxies=kTRUE) const
 Verify that the normalization integral cached with this PDF is valid for given set of normalization observables.
 
- Protected Member Functions inherited from RooAbsReal
virtual void attachToTree (TTree &t, Int_t bufSize=32000)
 Attach object to a branch of given TTree.
 
virtual void attachToVStore (RooVectorDataStore &vstore)
 
RooFitResultchi2FitDriver (RooAbsReal &fcn, RooLinkedList &cmdList)
 Internal driver function for chi2 fits.
 
virtual void copyCache (const RooAbsArg *source, Bool_t valueOnly=kFALSE, Bool_t setValDirty=kTRUE)
 Copy the cached value of another RooAbsArg to our cache.
 
RooAbsRealcreateIntObj (const RooArgSet &iset, const RooArgSet *nset, const RooNumIntConfig *cfg, const char *rangeName) const
 Internal utility function for createIntegral() that creates the actual integral object.
 
virtual RooSpan< doubleevaluateBatch (std::size_t, std::size_t)=delete
 
virtual void fillTreeBranch (TTree &t)
 Fill the tree branch that associated with this object with its current value.
 
void findInnerMostIntegration (const RooArgSet &allObs, RooArgSet &innerObs, const char *rangeName) const
 Utility function for createIntObj() that aids in the construct of recursive integrals over functions with multiple observables with parameterized ranges.
 
TString integralNameSuffix (const RooArgSet &iset, const RooArgSet *nset=0, const char *rangeName=0, Bool_t omitEmpty=kFALSE) const
 Construct string with unique suffix name to give to integral object that encodes integrated observables, normalization observables and the integration range name.
 
Bool_t isSelectedComp () const
 If true, the current pdf is a selected component (for use in plotting)
 
virtual Bool_t isValid () const
 Check if current value is valid.
 
virtual Bool_t isValidReal (Double_t value, Bool_t printError=kFALSE) const
 Interface function to check if given value is a valid value for this object.
 
void makeProjectionSet (const RooAbsArg *plotVar, const RooArgSet *allVars, RooArgSet &projectedVars, Bool_t silent) const
 Utility function for plotOn() that constructs the set of observables to project when plotting ourselves as function of 'plotVar'.
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b, const RooArgProxy &c) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b, const RooArgProxy &c, const RooArgProxy &d) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgSet &set) const
 Utility function for use in getAnalyticalIntegral().
 
virtual RooPlotplotAsymOn (RooPlot *frame, const RooAbsCategoryLValue &asymCat, PlotOpt o) const
 
void plotOnCompSelect (RooArgSet *selNodes) const
 Helper function for plotting of composite p.d.fs.
 
RooPlotplotOnWithErrorBand (RooPlot *frame, const RooFitResult &fr, Double_t Z, const RooArgSet *params, const RooLinkedList &argList, Bool_t method1) const
 Plot function or PDF on frame with support for visualization of the uncertainty encoded in the given fit result fr.
 
Bool_t plotSanityChecks (RooPlot *frame) const
 Utility function for plotOn(), perform general sanity check on frame to ensure safe plotting operations.
 
void selectComp (Bool_t flag)
 
virtual void selectNormalization (const RooArgSet *depSet=0, Bool_t force=kFALSE)
 Interface function to force use of a given set of observables to interpret function value.
 
virtual void selectNormalizationRange (const char *rangeName=0, Bool_t force=kFALSE)
 Interface function to force use of a given normalization range to interpret function value.
 
virtual void setTreeBranchStatus (TTree &t, Bool_t active)
 (De)Activate associated tree branch
 
virtual void syncCache (const RooArgSet *set=0)
 
Double_t traceEval (const RooArgSet *set) const
 Calculate current value of object, with error tracing wrapper.
 
- Protected Member Functions inherited from RooAbsArg
void attachToStore (RooAbsDataStore &store)
 Attach this argument to the data store such that it reads data from there.
 
TString cleanBranchName () const
 Construct a mangled name from the actual name that is free of any math symbols that might be interpreted by TTree.
 
void clearShapeDirty () const
 
void clearValueAndShapeDirty () const
 
void clearValueDirty () const
 
virtual void getObservablesHook (const RooArgSet *, RooArgSet *) const
 
virtual void getParametersHook (const RooArgSet *, RooArgSet *, Bool_t) const
 
void graphVizAddConnections (std::set< std::pair< RooAbsArg *, RooAbsArg * > > &)
 Utility function that inserts all point-to-point client-server connections between any two RooAbsArgs in the expression tree headed by this object in the linkSet argument.
 
Bool_t inhibitDirty () const
 Delete watch flag.
 
virtual void ioStreamerPass2 ()
 Method called by workspace container to finalize schema evolution issues that cannot be handled in a single ioStreamer pass.
 
virtual void operModeHook ()
 
virtual void optimizeDirtyHook (const RooArgSet *)
 
void printAttribList (std::ostream &os) const
 Transient boolean attributes (not copied in ctor)
 
void registerProxy (RooArgProxy &proxy)
 Register an RooArgProxy in the proxy list.
 
void registerProxy (RooListProxy &proxy)
 Register an RooListProxy in the proxy list.
 
void registerProxy (RooSetProxy &proxy)
 Register an RooSetProxy in the proxy list.
 
void setProxyNormSet (const RooArgSet *nset)
 Forward a change in the cached normalization argset to all the registered proxies.
 
void setShapeDirty (const RooAbsArg *source)
 Notify that a shape-like property (e.g. binning) has changed.
 
void setValueDirty (const RooAbsArg *source)
 Force element to re-evaluate itself when a value is requested.
 
void unRegisterProxy (RooArgProxy &proxy)
 Remove proxy from proxy list.
 
void unRegisterProxy (RooListProxy &proxy)
 Remove proxy from proxy list.
 
void unRegisterProxy (RooSetProxy &proxy)
 Remove proxy from proxy list.
 
- Protected Member Functions inherited from TObject
virtual void DoError (int level, const char *location, const char *fmt, va_list va) const
 Interface to ErrorHandler (protected).
 
void MakeZombie ()
 

Private Member Functions

double integrate (const RooArgSet *normSet, double low, double high) const
 Integrate the wrapped PDF using our current integrator, with given norm set and limits.
 
double operator() (double x) const
 Binding used by the integrator to evaluate the PDF.
 

Private Attributes

std::vector< double_binBoundaries
 Integrator used to sample bins.
 
std::unique_ptr< ROOT::Math::IntegratorOneDim_integrator {nullptr}
 Default integrator precision.
 
const RooArgSet_normSetForIntegrator {nullptr}
 Workspace to store data for bin sampling.
 
RooTemplateProxy< RooAbsRealLValue_observable
 
RooTemplateProxy< RooAbsPdf_pdf
 
double _relEpsilon {1.E-4}
 

Friends

template<typename Func >
class ROOT::Math::WrappedFunction
 

Additional Inherited Members

- Public Types inherited from RooAbsPdf
enum  ExtendMode { CanNotBeExtended , CanBeExtended , MustBeExtended }
 
- Public Types inherited from RooAbsReal
enum  ErrorLoggingMode { PrintErrors , CollectErrors , CountErrors , Ignore }
 
typedef std::map< constRooAbsArg *, std::pair< std::string, std::list< EvalError > > >::const_iterator EvalErrorIter
 
enum  ScaleType { Raw , Relative , NumEvent , RelativeExpected }
 
using value_type = double
 
- Public Types inherited from RooAbsArg
enum  CacheMode { Always =0 , NotAdvised =1 , Never =2 }
 
enum  ConstOpCode { Activate =0 , DeActivate =1 , ConfigChange =2 , ValueChange =3 }
 
enum  OperMode { Auto =0 , AClean =1 , ADirty =2 }
 
using RefCountList_t = RooSTLRefCountList< RooAbsArg >
 
using RefCountListLegacyIterator_t = TIteratorToSTLInterface< RefCountList_t::Container_t >
 
- Public Types inherited from TObject
enum  {
  kIsOnHeap = 0x01000000 , kNotDeleted = 0x02000000 , kZombie = 0x04000000 , kInconsistent = 0x08000000 ,
  kBitMask = 0x00ffffff
}
 
enum  { kSingleKey = BIT(0) , kOverwrite = BIT(1) , kWriteDelete = BIT(2) }
 
enum  EDeprecatedStatusBits { kObjInCanvas = BIT(3) }
 
enum  EStatusBits {
  kCanDelete = BIT(0) , kMustCleanup = BIT(3) , kIsReferenced = BIT(4) , kHasUUID = BIT(5) ,
  kCannotPick = BIT(6) , kNoContextMenu = BIT(8) , kInvalidObject = BIT(13)
}
 
- Public Types inherited from RooPrintable
enum  ContentsOption {
  kName =1 , kClassName =2 , kValue =4 , kArgs =8 ,
  kExtras =16 , kAddress =32 , kTitle =64 , kCollectionHeader =128
}
 
enum  StyleOption {
  kInline =1 , kSingleLine =2 , kStandard =3 , kVerbose =4 ,
  kTreeStructure =5
}
 
- Static Public Member Functions inherited from RooAbsPdf
static RooNumGenConfigdefaultGeneratorConfig ()
 Returns the default numeric MC generator configuration for all RooAbsReals.
 
static int verboseEval ()
 Return global level of verbosity for p.d.f. evaluations.
 
static void verboseEval (Int_t stat)
 Change global level of verbosity for p.d.f. evaluations.
 
- Static Public Member Functions inherited from RooAbsReal
static void clearEvalErrorLog ()
 Clear the stack of evaluation error messages.
 
static RooNumIntConfigdefaultIntegratorConfig ()
 Returns the default numeric integration configuration for all RooAbsReals.
 
static EvalErrorIter evalErrorIter ()
 
static ErrorLoggingMode evalErrorLoggingMode ()
 Return current evaluation error logging mode.
 
static Bool_t hideOffset ()
 
static void logEvalError (const RooAbsReal *originator, const char *origName, const char *message, const char *serverValueString=0)
 Interface to insert remote error logging messages received by RooRealMPFE into current error loggin stream.
 
static Int_t numEvalErrorItems ()
 
static Int_t numEvalErrors ()
 Return the number of logged evaluation errors since the last clearing.
 
static void printEvalErrors (std::ostream &os=std::cout, Int_t maxPerNode=10000000)
 Print all outstanding logged evaluation error on the given ostream.
 
static void setCacheCheck (Bool_t flag)
 
static void setEvalErrorLoggingMode (ErrorLoggingMode m)
 Set evaluation error logging mode.
 
static void setHideOffset (Bool_t flag)
 
- Static Public Member Functions inherited from RooAbsArg
static void setDirtyInhibit (Bool_t flag)
 Control global dirty inhibit mode.
 
static void verboseDirty (Bool_t flag)
 Activate verbose messaging related to dirty flag propagation.
 
- Static Public Member Functions inherited from TObject
static Long_t GetDtorOnly ()
 Return destructor only flag.
 
static Bool_t GetObjectStat ()
 Get status of object stat flag.
 
static void SetDtorOnly (void *obj)
 Set destructor only flag.
 
static void SetObjectStat (Bool_t stat)
 Turn on/off tracking of objects in the TObjectTable.
 
- Static Public Member Functions inherited from RooPrintable
static std::ostream & defaultPrintStream (std::ostream *os=0)
 Return a reference to the current default stream to use in Print().
 
static void nameFieldLength (Int_t newLen)
 Set length of field reserved from printing name of RooAbsArgs in multi-line collection printing to given amount.
 
- Protected Types inherited from TObject
enum  { kOnlyPrepStep = BIT(3) }
 
- Static Protected Member Functions inherited from RooAbsReal
static void globalSelectComp (Bool_t flag)
 Global switch controlling the activation of the selectComp() functionality.
 
- Static Protected Member Functions inherited from RooAbsArg
static void ioStreamerPass2Finalize ()
 Method called by workspace container to finalize schema evolution issues that cannot be handled in a single ioStreamer pass.
 
- Protected Attributes inherited from RooAbsPdf
Int_t _errorCount
 
Int_t _negCount
 
RooAbsReal_norm = nullptr
 
RooObjCacheManager _normMgr
 
TString _normRange
 MC generator configuration specific for this object.
 
RooArgSet const * _normSet = nullptr
 Normalization integral (owned by _normMgr)
 
Double_t _rawValue
 
Bool_t _selectComp
 
RooNumGenConfig_specGeneratorConfig
 
Int_t _traceCount
 
- Protected Attributes inherited from RooAbsReal
Bool_t _forceNumInt
 
TString _label
 
RooArgSet_lastNSet
 
Int_t _plotBins
 
Double_t _plotMax
 
Double_t _plotMin
 
Bool_t _selectComp
 
RooNumIntConfig_specIntegratorConfig
 
TString _unit
 
Double_t _value
 
- Protected Attributes inherited from RooAbsArg
bool _allBatchesDirty {true}
 
std::set< std::string > _boolAttrib
 
std::set< std::string > _boolAttribTransient
 
std::deque< RooAbsCache * > _cacheList
 
RefCountList_t _clientList
 
RefCountList_t _clientListShape
 
RefCountList_t _clientListValue
 
Bool_t _deleteWatch
 
RooExpensiveObjectCache_eocache {nullptr}
 Prohibit server redirects – Debugging tool.
 
Bool_t _fast
 
Bool_t _isConstant
 Do not persist. Pointer to global instance of string that matches object named.
 
Bool_t _localNoInhibitDirty
 Cached isConstant status.
 
RooWorkspace_myws
 Prevent 'AlwaysDirty' mode for this node.
 
TNamed_namePtr
 
OperMode _operMode
 Mark batches as dirty (only meaningful for RooAbsReal).
 
RooArgSet_ownedComponents
 
Bool_t _prohibitServerRedirect
 Set of owned component.
 
RooRefArray _proxyList
 
RefCountList_t _serverList
 
Bool_t _shapeDirty
 
std::map< std::string, std::string > _stringAttrib
 
Bool_t _valueDirty
 
- Protected Attributes inherited from TNamed
TString fName
 
TString fTitle
 
- Static Protected Attributes inherited from RooAbsPdf
static TString _normRangeOverride
 
static Int_t _verboseEval = 0
 
- Static Protected Attributes inherited from RooAbsReal
static Bool_t _globalSelectComp = false
 Component selection flag for RooAbsPdf::plotCompOn.
 
static Bool_t _hideOffset = kTRUE
 
- Static Protected Attributes inherited from RooAbsArg
static Bool_t _inhibitDirty
 
static Bool_t _verboseDirty
 
- Static Protected Attributes inherited from RooPrintable
static Int_t _nameLength
 

#include <RooBinSamplingPdf.h>

Inheritance diagram for RooBinSamplingPdf:
[legend]

Constructor & Destructor Documentation

◆ RooBinSamplingPdf() [1/3]

RooBinSamplingPdf::RooBinSamplingPdf ( )
inline

Definition at line 31 of file RooBinSamplingPdf.h.

◆ RooBinSamplingPdf() [2/3]

RooBinSamplingPdf::RooBinSamplingPdf ( const char *  name,
const char *  title,
RooAbsRealLValue observable,
RooAbsPdf inputPdf,
double  epsilon = 1.E-4 
)

Construct a new RooBinSamplingPdf.

Parameters
[in]nameA name to identify this object.
[in]titleTitle (for e.g. plotting)
[in]observableObservable to integrate over (the one that is binned).
[in]inputPdfA PDF whose bins should be sampled with higher precision.
[in]epsilonRelative precision for the integrator, which is used to sample the bins. Note that ROOT's default is to use an adaptive integrator, which in its first iteration usually reaches relative precision of 1.E-4 or better. Therefore, asking for lower precision rarely has an effect.

Definition at line 108 of file RooBinSamplingPdf.cxx.

◆ ~RooBinSamplingPdf()

virtual RooBinSamplingPdf::~RooBinSamplingPdf ( )
inlinevirtual

Definition at line 34 of file RooBinSamplingPdf.h.

◆ RooBinSamplingPdf() [3/3]

RooBinSamplingPdf::RooBinSamplingPdf ( const RooBinSamplingPdf other,
const char *  name = 0 
)

Copy a RooBinSamplingPdf.

Parameters
[in]otherPDF to copy.
[in]nameOptionally rename the copy.

Definition at line 126 of file RooBinSamplingPdf.cxx.

Member Function Documentation

◆ analyticalIntegral()

double RooBinSamplingPdf::analyticalIntegral ( Int_t  code,
const char *  rangeName = 0 
) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsReal.

Definition at line 61 of file RooBinSamplingPdf.h.

◆ analyticalIntegralWN()

double RooBinSamplingPdf::analyticalIntegralWN ( Int_t  code,
const RooArgSet normSet,
const char *  rangeName 
) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsPdf.

Definition at line 57 of file RooBinSamplingPdf.h.

◆ binBoundaries() [1/2]

RooSpan< const double > RooBinSamplingPdf::binBoundaries ( ) const
protected

Get the bin boundaries for the observable.

These will be recomputed whenever the shape of this object is dirty.

Definition at line 184 of file RooBinSamplingPdf.cxx.

◆ binBoundaries() [2/2]

std::list< double > * RooBinSamplingPdf::binBoundaries ( RooAbsRealLValue obs,
Double_t  xlo,
Double_t  xhi 
) const
overridevirtual

Return a list of all bin boundaries, so the PDF is plotted correctly.

Parameters
[in]obsObservable to generate the boundaries for.
[in]xloBeginning of range to create list of boundaries for.
[in]xhiEnd of range to create to create list of boundaries for.
Returns
Pointer to a list to be deleted by caller.

Reimplemented from RooAbsReal.

Definition at line 209 of file RooBinSamplingPdf.cxx.

◆ clone()

virtual TObject * RooBinSamplingPdf::clone ( const char *  newname) const
inlineoverridevirtual

Implements RooAbsArg.

Definition at line 38 of file RooBinSamplingPdf.h.

◆ evaluate()

double RooBinSamplingPdf::evaluate ( ) const
overrideprotectedvirtual

Integrate the PDF over the current bin of the observable.

Implements RooAbsReal.

Definition at line 135 of file RooBinSamplingPdf.cxx.

◆ evaluateSpan()

RooSpan< double > RooBinSamplingPdf::evaluateSpan ( RooBatchCompute::RunContext evalData,
const RooArgSet normSet 
) const
overrideprotectedvirtual

Integrate the PDF over all its bins, and return a batch with those values.

Parameters
[in,out]evalDataStruct with evaluation data.
[in]normSetNormalisation set that's used to evaluate the PDF.

Reimplemented from RooAbsReal.

Definition at line 158 of file RooBinSamplingPdf.cxx.

◆ expectedEvents() [1/3]

virtual Double_t RooAbsPdf::expectedEvents ( const RooArgSet nset) const
inlinevirtual

Return expected number of events to be used in calculation of extended likelihood.

Reimplemented from RooAbsPdf.

Definition at line 247 of file RooAbsPdf.h.

◆ expectedEvents() [2/3]

Double_t RooAbsPdf::expectedEvents ( const RooArgSet nset) const
virtual

Return expected number of events from this p.d.f for use in extended likelihood calculations.

This default implementation returns zero

Reimplemented from RooAbsPdf.

Definition at line 245 of file RooAbsPdf.cxx.

◆ expectedEvents() [3/3]

virtual Double_t RooBinSamplingPdf::expectedEvents ( const RooArgSet nset) const
inlineoverridevirtual

Return expected number of events from this p.d.f for use in extended likelihood calculations.

This default implementation returns zero

Reimplemented from RooAbsPdf.

Definition at line 70 of file RooBinSamplingPdf.h.

◆ extendMode()

ExtendMode RooBinSamplingPdf::extendMode ( ) const
inlineoverridevirtual

Returns ability of PDF to provide extended likelihood terms.

Possible answers are in the enumerator RooAbsPdf::ExtendMode. This default implementation always returns CanNotBeExtended.

Reimplemented from RooAbsPdf.

Definition at line 68 of file RooBinSamplingPdf.h.

◆ forceAnalyticalInt()

Bool_t RooBinSamplingPdf::forceAnalyticalInt ( const RooAbsArg dep) const
inlineoverridevirtual

Reimplemented from RooAbsReal.

Definition at line 43 of file RooBinSamplingPdf.h.

◆ generateEvent()

void RooBinSamplingPdf::generateEvent ( Int_t  code)
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsPdf.

Definition at line 79 of file RooBinSamplingPdf.h.

◆ getAnalyticalIntegral()

Int_t RooBinSamplingPdf::getAnalyticalIntegral ( RooArgSet allVars,
RooArgSet numVars,
const char *  rangeName = 0 
) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsReal.

Definition at line 52 of file RooBinSamplingPdf.h.

◆ getAnalyticalIntegralWN()

Int_t RooBinSamplingPdf::getAnalyticalIntegralWN ( RooArgSet allVars,
RooArgSet analVars,
const RooArgSet normSet,
const char *  rangeName = 0 
) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsReal.

Definition at line 47 of file RooBinSamplingPdf.h.

◆ getGenerator()

Int_t RooBinSamplingPdf::getGenerator ( const RooArgSet directVars,
RooArgSet generateVars,
bool  staticInitOK = true 
) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsPdf.

Definition at line 73 of file RooBinSamplingPdf.h.

◆ getMaxVal()

Int_t RooBinSamplingPdf::getMaxVal ( const RooArgSet vars) const
inlineoverridevirtual

Advertise capability to determine maximum value of function for given set of observables.

If no direct generator method is provided, this information will assist the accept/reject generator to operate more efficiently as it can skip the initial trial sampling phase to empirically find the function maximum

Reimplemented from RooAbsReal.

Definition at line 85 of file RooBinSamplingPdf.h.

◆ initGenerator()

void RooBinSamplingPdf::initGenerator ( Int_t  code)
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsPdf.

Definition at line 77 of file RooBinSamplingPdf.h.

◆ integrate()

double RooBinSamplingPdf::integrate ( const RooArgSet normSet,
double  low,
double  high 
) const
private

Integrate the wrapped PDF using our current integrator, with given norm set and limits.

Definition at line 297 of file RooBinSamplingPdf.cxx.

◆ integrator()

std::unique_ptr< ROOT::Math::IntegratorOneDim > & RooBinSamplingPdf::integrator ( ) const

Direct access to the unique_ptr holding the integrator that's used to sample the bins.

This can be used to change options such as sampling accuracy or to entirely exchange the integrator.

Example: Use the 61-point Gauss-Kronrod integration rule

ROOT::Math::IntegratorOneDimOptions intOptions = pdf.integrator()->Options();
intOptions.SetNPoints(6); // 61-point integration rule
intOptions.SetRelTolerance(1.E-9); // Smaller tolerance -> more subdivisions
pdf.integrator()->SetOptions(intOptions);
void SetRelTolerance(double tol)
set the relative tolerance
Numerical one dimensional integration options.
void SetNPoints(unsigned int n)
Set number of points for active integration rule.
See also
ROOT::Math::IntegratorOneDim::SetOptions for more details on integration options.
Note
When RooBinSamplingPdf is loaded from files, integrator options will fall back to the default values.

Definition at line 273 of file RooBinSamplingPdf.cxx.

◆ isBinnedDistribution()

bool RooBinSamplingPdf::isBinnedDistribution ( const RooArgSet ) const
inlineoverridevirtual

Returns true, since this PDF is meant to be binned.

Reimplemented from RooAbsReal.

Definition at line 91 of file RooBinSamplingPdf.h.

◆ isDirectGenSafe()

Bool_t RooBinSamplingPdf::isDirectGenSafe ( const RooAbsArg arg) const
inlineoverridevirtual

Forwards to the PDF's implementation.

Reimplemented from RooAbsPdf.

Definition at line 81 of file RooBinSamplingPdf.h.

◆ maxVal()

Double_t RooBinSamplingPdf::maxVal ( Int_t  code) const
inlineoverridevirtual

Return maximum value for set of observables identified by code assigned in getMaxVal.

Reimplemented from RooAbsReal.

Definition at line 86 of file RooBinSamplingPdf.h.

◆ minTrialSamples()

Int_t RooBinSamplingPdf::minTrialSamples ( const RooArgSet arGenObs) const
inlineoverridevirtual

Reimplemented from RooAbsReal.

Definition at line 87 of file RooBinSamplingPdf.h.

◆ operator()()

double RooBinSamplingPdf::operator() ( double  x) const
private

Binding used by the integrator to evaluate the PDF.

Definition at line 289 of file RooBinSamplingPdf.cxx.

◆ plotSamplingHint()

std::list< double > * RooBinSamplingPdf::plotSamplingHint ( RooAbsRealLValue obs,
double  xlo,
double  xhi 
) const
overridevirtual

Return a list of all bin edges, so the PDF is plotted as a step function.

Parameters
[in]obsObservable to generate the sampling hint for.
[in]xloBeginning of range to create sampling hint for.
[in]xhiEnd of range to create sampling hint for.
Returns
Pointer to a list to be deleted by caller.

Reimplemented from RooAbsReal.

Definition at line 232 of file RooBinSamplingPdf.cxx.

◆ selfNormalized()

bool RooBinSamplingPdf::selfNormalized ( ) const
inlineoverridevirtual

Since contained PDF is already normalised, this always returns true.

Reimplemented from RooAbsPdf.

Definition at line 66 of file RooBinSamplingPdf.h.

Friends And Related Symbol Documentation

◆ ROOT::Math::WrappedFunction

template<typename Func >
friend class ROOT::Math::WrappedFunction
friend

Definition at line 105 of file RooBinSamplingPdf.h.

Member Data Documentation

◆ _binBoundaries

std::vector<double> RooBinSamplingPdf::_binBoundaries
mutableprivate

Integrator used to sample bins.

Definition at line 116 of file RooBinSamplingPdf.h.

◆ _integrator

std::unique_ptr<ROOT::Math::IntegratorOneDim> RooBinSamplingPdf::_integrator {nullptr}
mutableprivate

Default integrator precision.

Definition at line 115 of file RooBinSamplingPdf.h.

◆ _normSetForIntegrator

const RooArgSet* RooBinSamplingPdf::_normSetForIntegrator {nullptr}
mutableprivate

Workspace to store data for bin sampling.

Definition at line 117 of file RooBinSamplingPdf.h.

◆ _observable

RooTemplateProxy<RooAbsRealLValue> RooBinSamplingPdf::_observable
private

Definition at line 112 of file RooBinSamplingPdf.h.

◆ _pdf

RooTemplateProxy<RooAbsPdf> RooBinSamplingPdf::_pdf
private

Definition at line 111 of file RooBinSamplingPdf.h.

◆ _relEpsilon

double RooBinSamplingPdf::_relEpsilon {1.E-4}
private

Definition at line 113 of file RooBinSamplingPdf.h.

Libraries for RooBinSamplingPdf:

The documentation for this class was generated from the following files: