RooSimultaneous Class Reference

RooSimultaneous facilitates simultaneous fitting of multiple PDFs to subsets of a given dataset.

The class takes an index category, which is used as a selector for PDFs, and a list of PDFs, each associated with a state of the index category. RooSimultaneous always returns the value of the PDF that is associated with the current value of the index category.

Extended likelihood fitting is supported if all components support extended likelihood mode. The expected number of events by a RooSimultaneous is that of the component p.d.f. selected by the index category.

The index category can be accessed using indexCategory().

Generating events

When generating events from a RooSimultaneous, the index category has to be added to the dataset. Further, the PDF needs to know the relative probabilities of each category, i.e., how many events are in which category. This can be achieved in two ways:

• Generating with proto data that have category entries: An event from the same category as in the proto data is created for each event in the proto data. See RooAbsPdf::generate(const RooArgSet&,const RooDataSet&,Int_t,Bool_t,Bool_t,Bool_t) const.
• No proto data: A category is chosen randomly.

  Note

  This requires that the PDFs building the simultaneous are extended. In this way, the relative probability of each category can be calculated from the number of events in each category.

PyROOT

Some member functions of RooSimultaneous that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooSimultaneous::plotOn. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
pdfSim.plotOn(frame, ROOT.RooFit.Slice(sample,"control"), ROOT.RooFit.ProjWData(sampleSet, combData))
 
# With keyword arguments:
simPdf.plotOn(frame, Slice=(sample, "control"), ProjWData=(sampleSet, combData))

Definition at line 37 of file RooSimultaneous.h.

Classes
class	CacheElem

Public Member Functions
	RooSimultaneous ()
	RooSimultaneous (const char *name, const char *title, const RooArgList &pdfList, RooAbsCategoryLValue &indexCat)
	Constructor from index category and full list of PDFs.
	RooSimultaneous (const char *name, const char *title, RooAbsCategoryLValue &indexCat)
	Constructor with index category.
	RooSimultaneous (const char *name, const char *title, std::map< std::string, RooAbsPdf * > pdfMap, RooAbsCategoryLValue &inIndexCat)
	RooSimultaneous (const RooSimultaneous &other, const char *name=0)
	Copy constructor.
virtual	~RooSimultaneous ()
	Destructor.
Bool_t	addPdf (const RooAbsPdf &pdf, const char *catLabel)
	Associate given PDF with index category state label 'catLabel'.
Double_t	analyticalIntegralWN (Int_t code, const RooArgSet *normSet, const char *rangeName=0) const
	Return analytical integration defined by given code.
virtual TObject *	clone (const char *newname) const
virtual Double_t	evaluate () const
	Return the current value: the value of the PDF associated with the current index category state.
virtual Double_t	expectedEvents (const RooArgSet *nset) const
	Return the number of expected events: If the index is in nset, then return the sum of the expected events of all components, otherwise return the number of expected events of the PDF associated with the current index category state.
virtual ExtendMode	extendMode () const
	Examine the pdf components and check if one of them can be extended or must be extended It is enough to have one component that can be exteded or must be extended to return the flag in the total simultaneous pdf.
virtual RooDataHist *	fillDataHist (RooDataHist *hist, const RooArgSet *nset, Double_t scaleFactor, Bool_t correctForBinVolume=kFALSE, Bool_t showProgress=kFALSE) const
virtual Bool_t	forceAnalyticalInt (const RooAbsArg &) const
virtual RooDataSet *	generateSimGlobal (const RooArgSet &whatVars, Int_t nEvents)
	Special generator interface for generation of 'global observables' – for RooStats tools.
Int_t	getAnalyticalIntegralWN (RooArgSet &allVars, RooArgSet &numVars, const RooArgSet *normSet, const char *rangeName=0) const
	Forward determination of analytical integration capabilities to component p.d.f.s A unique code is assigned to the combined integration capabilities of all associated p.d.f.s.
RooAbsPdf *	getPdf (const char *catName) const
	Return the p.d.f associated with the given index category name.
const RooAbsCategoryLValue &	indexCat () const
virtual RooPlot *	plotOn (RooPlot *frame, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg(), const RooCmdArg &arg3=RooCmdArg(), const RooCmdArg &arg4=RooCmdArg(), const RooCmdArg &arg5=RooCmdArg(), const RooCmdArg &arg6=RooCmdArg(), const RooCmdArg &arg7=RooCmdArg(), const RooCmdArg &arg8=RooCmdArg(), const RooCmdArg &arg9=RooCmdArg(), const RooCmdArg &arg10=RooCmdArg()) const
virtual RooPlot *	plotOn (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 RooPlot *	plotOn (RooPlot *frame, Option_t *drawOptions, Double_t scaleFactor=1.0, ScaleType stype=Relative, const RooAbsData *projData=0, const RooArgSet *projSet=0, Double_t precision=1e-3, Bool_t shiftToZero=kFALSE, const RooArgSet *projDataSet=0, Double_t rangeLo=0, Double_t rangeHi=0, RooCurve::WingMode wmode=RooCurve::Extended) const
	OBSOLETE – Retained for backward compatibility.
virtual RooPlot *	plotOn (RooPlot *frame, PlotOpt o) const
	Plot oneself on 'frame'.
virtual RooPlot *	plotOn (RooPlot *frame, RooLinkedList &cmdList) const
	Plot (project) PDF on specified frame.
virtual RooPlot *	plotOn (RooPlot *frame, RooLinkedList &cmdList) const
	Back-end for plotOn() implementation on RooSimultaneous which needs special handling because a RooSimultaneous PDF cannot project out its index category via integration.
virtual Bool_t	selfNormalized () const
	Shows if a PDF is self-normalized, which means that no attempt is made to add a normalization term.
void	wrapPdfsInBinSamplingPdfs (RooAbsData const &data, double precision)
	Wraps the components of this RooSimultaneous in RooBinSamplingPdfs.
void	wrapPdfsInBinSamplingPdfs (RooAbsData const &data, std::map< std::string, double > const &precisions, bool useCategoryNames=false)
	Wraps the components of this RooSimultaneous in RooBinSamplingPdfs, with a different precision parameter for each component.
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 RooAbsGenContext *	binnedGenContext (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 RooFitResult *	chi2FitTo (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 RooFitResult *	chi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
	Perform a \( \chi^2 \) fit to given histogram.
virtual RooFitResult *	chi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
	Calls RooAbsPdf::createChi2(RooDataSet& data, const RooLinkedList& cmdList) and returns fit result.
virtual RooFitResult *	chi2FitTo (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 RooFitResult *	chi2FitTo (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.
RooAbsReal *	createCdf (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.
RooAbsReal *	createCdf (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 RooAbsReal *	createChi2 (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 RooAbsReal *	createChi2 (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 RooAbsReal *	createChi2 (RooDataHist &data, const RooLinkedList &cmdList)
	Create a \( \chi^2 \) variable from a histogram and this function.
virtual RooAbsReal *	createChi2 (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 RooAbsReal *	createChi2 (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 RooAbsReal *	createChi2 (RooDataSet &data, const RooLinkedList &cmdList)
	Argument-list version of RooAbsPdf::createChi2()
virtual RooAbsReal *	createNLL (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 RooAbsReal *	createNLL (RooAbsData &data, const RooLinkedList &cmdList)
	Construct representation of -log(L) of PDFwith given dataset.
virtual RooAbsPdf *	createProjection (const RooArgSet &iset)
	Return a p.d.f that represent a projection of this p.d.f integrated over given observables.
RooAbsReal *	createScanCdf (const RooArgSet &iset, const RooArgSet &nset, Int_t numScanBins, Int_t intOrder)
double	expectedEvents (const RooArgSet &nset) const
	Return expected number of events to be used in calculation of extended likelihood.
double	extendedTerm (double sumEntries, double expected, double sumEntriesW2=0.0) const
double	extendedTerm (double sumEntries, RooArgSet const *nset, double sumEntriesW2=0.0) 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.
double	extendedTerm (RooAbsData const &data, bool weightSquared) 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 RooFitResult *	fitTo (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 RooFitResult *	fitTo (RooAbsData &data, const RooLinkedList &cmdList)
	Fit PDF to given dataset.
RooDataSet *	generate (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.
RooDataSet *	generate (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.
RooDataSet *	generate (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.
RooDataSet *	generate (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&)
RooDataSet *	generate (GenSpec &) const
	Generate according to GenSpec obtained from prepareMultiGen().
virtual RooDataHist *	generateBinned (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 RooDataHist *	generateBinned (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 RooDataHist *	generateBinned (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 void	generateEvent (Int_t code)
	Interface for generation of an event using the algorithm corresponding to the specified code.
virtual RooArgSet *	getAllConstraints (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 RooArgSet *	getConstraints (const RooArgSet &, RooArgSet &, Bool_t) const
virtual Int_t	getGenerator (const RooArgSet &directVars, RooArgSet &generateVars, Bool_t staticInitOK=kTRUE) const
	Load generatedVars with the subset of directVars that we can generate events for, and return a code that specifies the generator algorithm we will use.
const RooNumGenConfig *	getGeneratorConfig () const
	Return the numeric MC generator configuration used for this object.
RooSpan< const double >	getLogProbabilities (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet=nullptr) const
	Compute the log-likelihoods for all events in the requested batch.
void	getLogProbabilities (RooSpan< const double > pdfValues, double *output) const
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 double >	getLogValBatch (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 RooAbsReal *	getNormIntegral (const RooArgSet &nset) const
virtual const RooAbsReal *	getNormObj (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.
std::vector< double >	getValues (RooAbsData const &data, RooFit::BatchModeOption batchMode=RooFit::BatchModeOption::Cpu) const
RooSpan< const double >	getValues (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 RooSpan< const double >	getValues (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet=nullptr) const
virtual Double_t	getValV (const RooArgSet *set=0) const
	Return current value, normalized by integrating over the observables in nset.
virtual void	initGenerator (Int_t code)
	Interface for one-time initialization to setup the generator for the specified code.
virtual Bool_t	isDirectGenSafe (const RooAbsArg &arg) const
	Check if given observable can be safely generated using the pdfs internal generator mechanism (if that existsP).
std::unique_ptr< RooFitResult >	minimizeNLL (RooAbsReal &nll, RooAbsData const &data, MinimizerConfig const &cfg)
	Minimizes a given NLL variable by finding the optimal parameters with the RooMinimzer.
Bool_t	mustBeExtended () const
	If true PDF must provide extended likelihood term.
const char *	normRange () const
virtual RooPlot *	paramOn (RooPlot *frame, const RooAbsData *data, const char *label="", Int_t sigDigits=2, Option_t *options="NELU", Double_t xmin=0.65, Double_t xmax=0.9, Double_t ymax=0.9)
virtual RooPlot *	paramOn (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.
GenSpec *	prepareMultiGen (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'.
RooNumGenConfig *	specialGeneratorConfig () const
	Returns the specialized integrator configuration for this RooAbsReal.
RooNumGenConfig *	specialGeneratorConfig (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.
virtual Double_t	analyticalIntegral (Int_t code, const char *rangeName=0) const
	Implements the actual analytical integral(s) advertised by getAnalyticalIntegral.
TF1 *	asTF (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.
virtual std::list< Double_t > *	binBoundaries (RooAbsRealLValue &obs, Double_t xlo, Double_t xhi) const
	Retrieve bin boundaries if this distribution is binned in obs.
RooAbsFunc *	bindVars (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).
virtual void	computeBatch (cudaStream_t *, double *output, size_t size, RooFit::Detail::DataMap const &) const
	Base function for computing multiple values of a RooAbsReal.
RooAbsArg *	createFundamental (const char *newname=0) const
	Create a RooRealVar fundamental object with our properties.
TH1 *	createHistogram (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.
TH1 *	createHistogram (const char *name, const RooAbsRealLValue &xvar, RooLinkedList &argList) const
	Internal method implementing createHistogram.
TH1 *	createHistogram (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.
RooAbsReal *	createIntegral (const RooArgSet &iset, const char *rangeName) const
	Create integral over observables in iset in range named rangeName.
RooAbsReal *	createIntegral (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.
RooAbsReal *	createIntegral (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 RooAbsReal *	createIntegral (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.
RooAbsReal *	createIntegral (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.
RooAbsReal *	createIntegral (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.
RooAbsReal *	createIntRI (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
	Utility function for createRunningIntegral.
const RooAbsReal *	createPlotProjection (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 RooAbsReal *	createPlotProjection (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 RooAbsReal *	createProfile (const RooArgSet &paramsOfInterest)
	Create a RooProfileLL object that eliminates all nuisance parameters in the present function.
RooAbsReal *	createRunningIntegral (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&)
RooAbsReal *	createRunningIntegral (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.
RooAbsReal *	createScanRI (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
RooDerivative *	derivative (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.
RooDerivative *	derivative (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)
RooDataHist *	fillDataHist (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.
TH1 *	fillHistogram (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)
RooFunctor *	functor (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.
virtual Int_t	getAnalyticalIntegral (RooArgSet &allVars, RooArgSet &analVars, const char *rangeName=0) const
	Interface function getAnalyticalIntergral advertises the analytical integrals that are supported.
Bool_t	getForceNumInt () const
RooNumIntConfig *	getIntegratorConfig ()
	Return the numeric integration configuration used for this object.
const RooNumIntConfig *	getIntegratorConfig () const
	Return the numeric integration configuration used for this object.
virtual Int_t	getMaxVal (const RooArgSet &vars) const
	Advertise capability to determine maximum value of function for given set of observables.
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_t *	getUnit () 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 double >	getValBatch (std::size_t, std::size_t, const RooArgSet *=nullptr)=delete
std::vector< double >	getValues (RooAbsData const &data, RooFit::BatchModeOption batchMode=RooFit::BatchModeOption::Cpu) const
RooMultiGenFunction *	iGenFunction (const RooArgSet &observables, const RooArgSet &nset=RooArgSet())
RooGenFunction *	iGenFunction (RooRealVar &x, const RooArgSet &nset=RooArgSet())
virtual Bool_t	isBinnedDistribution (const RooArgSet &) const
	Tests if the distribution is binned. Unless overridden by derived classes, this always returns false.
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.
virtual Double_t	maxVal (Int_t code) const
	Return maximum value for set of observables identified by code assigned in getMaxVal.
RooAbsMoment *	mean (RooRealVar &obs)
RooAbsMoment *	mean (RooRealVar &obs, const RooArgSet &nset)
virtual Int_t	minTrialSamples (const RooArgSet &) const
RooAbsMoment *	moment (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.
RooAbsMoment *	moment (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
RooAbsReal &	operator= (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 std::list< Double_t > *	plotSamplingHint (RooAbsRealLValue &obs, Double_t xlo, Double_t xhi) const
	Interface for returning an optional hint for initial sampling points when constructing a curve projected on observable obs.
virtual RooPlot *	plotSliceOn (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)
void	setCachedValue (double value, bool notifyClients=true) final
	Overwrite the value stored in this object's cache.
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)
RooAbsMoment *	sigma (RooRealVar &obs)
RooAbsMoment *	sigma (RooRealVar &obs, const RooArgSet &nset)
RooNumIntConfig *	specialIntegratorConfig () const
	Returns the specialized integrator configuration for this RooAbsReal.
RooNumIntConfig *	specialIntegratorConfig (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	addOwnedComponents (const RooAbsCollection &comps)
	Take ownership of the contents of 'comps'.
bool	addOwnedComponents (RooAbsCollection &&comps)
	Take ownership of the contents of 'comps'.
bool	addOwnedComponents (RooArgList &&comps)
	Take ownership of the contents of 'comps'.
template<typename... Args_t>
bool	addOwnedComponents (std::unique_ptr< Args_t >... comps)
virtual void	applyWeightSquared (bool flag)
	Disables or enables the usage of squared weights.
void	attachArgs (const RooAbsCollection &set)
	Bind this node to objects in set.
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	canComputeBatchWithCuda () const
virtual Bool_t	checkObservables (const RooArgSet *nset) const
	Overloadable function in which derived classes can implement consistency checks of the variables.
virtual TObject *	Clone (const char *newname=0) const
	Make a clone of an object using the Streamer facility.
virtual RooAbsArg *	cloneTree (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.
std::size_t	dataToken () const
	Returns the token for retrieving results in the BatchMode. For internal use only.
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.
virtual std::unique_ptr< RooArgSet >	fillNormSetForServer (RooArgSet const &normSet, RooAbsArg const &server) const
	Fills a RooArgSet to be used as the normalization set for a server, given a normalization set for this RooAbsArg.
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.
RooArgSet *	getComponents () const
	Create a RooArgSet with all components (branch nodes) of the expression tree headed by this object.
bool	getObservables (const RooAbsCollection *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.
RooArgSet *	getObservables (const RooAbsData &data) const
	Return the observables of this pdf given the observables defined by data.
RooArgSet *	getObservables (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).
RooArgSet *	getObservables (const RooArgSet &set, Bool_t valueOnly=kTRUE) const
	Given a set of possible observables, return the observables that this PDF depends on.
RooArgSet *	getObservables (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.
RooArgSet *	getParameters (const RooAbsData &data, bool stripDisconnected=true) const
	Return the parameters of this p.d.f when used in conjuction with dataset 'data'.
RooArgSet *	getParameters (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).
RooArgSet *	getParameters (const RooArgSet &observables, bool stripDisconnected=true) const
	Return the parameters of the p.d.f given the provided set of observables.
RooArgSet *	getParameters (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.
RooAbsProxy *	getProxy (Int_t index) const
	Return the nth proxy from the proxy list.
const Text_t *	getStringAttribute (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.
RooArgSet *	getVariables (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
virtual bool	isCategory () 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	isReducerNode () const
virtual Bool_t	IsSortable () const
Bool_t	localNoDirtyInhibit () const
const TNamed *	namePtr () const
	De-duplicated pointer to this object's name.
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.
RooAbsArg &	operator= (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 RooArgSet *	ownedComponents () 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	setDataToken (std::size_t index)
	Sets the token for retrieving results in the BatchMode. For internal use only.
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
TIterator *	clientIterator () const
	Retrieve a client iterator.
TIterator *	valueClientIterator () const
TIterator *	shapeClientIterator () const
TIterator *	serverIterator () const
RooFIter	valueClientMIterator () const
RooFIter	shapeClientMIterator () const
RooFIter	serverMIterator () const
RooArgSet *	getDependents (const RooArgSet &set) const
RooArgSet *	getDependents (const RooAbsData *set) const
RooArgSet *	getDependents (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_t &	clients () const
	List of all clients of this object.
const RefCountList_t &	valueClients () const
	List of all value clients of this object. Value clients receive value updates.
const RefCountList_t &	shapeClients () const
	List of all shape clients of this object.
const RefCountList_t &	servers () const
	List of all servers of this object.
RooAbsArg *	findServer (const char *name) const
	Return server of this with name name. Returns nullptr if not found.
RooAbsArg *	findServer (const RooAbsArg &arg) const
	Return server of this that has the same name as arg. Returns nullptr if not found.
RooAbsArg *	findServer (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.
RooAbsArg *	findNewServer (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.
RooAbsCache *	getCache (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 ()
RooExpensiveObjectCache &	expensiveObjectCache () 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.
TNamed &	operator= (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 TObject *	DrawClone (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 TObject *	FindObject (const char *name) const
	Must be redefined in derived classes.
virtual TObject *	FindObject (const TObject *obj) const
	Must be redefined in derived classes.
virtual Option_t *	GetDrawOption () 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_t *	GetOption () 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)
Bool_t	IsDestructed () const
	IsDestructed.
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 [].
void *	operator new (size_t sz)
void *	operator new (size_t sz, void *vp)
void *	operator new[] (size_t sz)
void *	operator new[] (size_t sz, void *vp)
TObject &	operator= (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
virtual RooAbsGenContext *	autoGenContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE, Bool_t autoBinned=kTRUE, const char *binnedTag="") const
virtual RooAbsGenContext *	genContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE) const
	Return specialized generator context for simultaneous p.d.f.s.
void	initialize (RooAbsCategoryLValue &inIndexCat, std::map< std::string, RooAbsPdf * > pdfMap)
virtual void	selectNormalization (const RooArgSet *depSet=0, Bool_t force=kFALSE)
	Interface function used by test statistics to freeze choice of observables for interpretation of fraction coefficients.
virtual void	selectNormalizationRange (const char *rangeName=0, Bool_t force=kFALSE)
	Interface function used by test statistics to freeze choice of range for interpretation of fraction coefficients.
Protected Member Functions inherited from RooAbsPdf
	RooAbsPdf (const RooAbsPdf &other, const char *name=0)
	Copy constructor.
double	normalizeWithNaNPacking (double rawVal, double normVal) const
Int_t *	randomizeProtoOrder (Int_t nProto, Int_t nGen, Bool_t resample=kFALSE) const
	Return lookup table with randomized order for nProto prototype events.
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)
RooFitResult *	chi2FitDriver (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.
RooAbsReal *	createIntObj (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< double >	evaluateBatch (std::size_t, std::size_t)=delete
virtual RooSpan< double >	evaluateSpan (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet) const
	Evaluate this object for a batch/span of data points.
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	isValid () const
	Check if current value is valid.
virtual bool	isValidReal (double, bool printError=false) const
	Interface function to check if given value is a valid value for this object. Returns true unless overridden.
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 RooPlot *	plotAsymOn (RooPlot *frame, const RooAbsCategoryLValue &asymCat, PlotOpt o) const
void	plotOnCompSelect (RooArgSet *selNodes) const
	Helper function for plotting of composite p.d.fs.
RooPlot *	plotOnWithErrorBand (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	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 ()

Protected Attributes
RooCategoryProxy	_indexCat
Int_t	_numPdf
RooObjCacheManager	_partIntMgr
TList	_pdfProxyList
const TNamed *	_plotCoefNormRange
RooSetProxy	_plotCoefNormSet
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
std::set< std::string >	_boolAttrib
std::set< std::string >	_boolAttribTransient
std::vector< RooAbsCache * >	_cacheList
RefCountList_t	_clientList
RefCountList_t	_clientListShape
RefCountList_t	_clientListValue
std::size_t	_dataToken = 0
	In which workspace do I live, if any.
Bool_t	_deleteWatch
RooExpensiveObjectCache *	_eocache {nullptr}
	Prohibit server redirects – Debugging tool.
Bool_t	_fast = false
Bool_t	_isConstant
	De-duplicated name pointer. This will be equal for all objects with the same name.
Bool_t	_localNoInhibitDirty
	Cached isConstant status.
RooWorkspace *	_myws
	Prevent 'AlwaysDirty' mode for this node.
const TNamed *	_namePtr
OperMode	_operMode
RooArgSet *	_ownedComponents
Bool_t	_prohibitServerRedirect
	Set of owned component.
RooRefArray	_proxyList
ProxyListCache	_proxyListCache
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

Friends
class	RooSimGenContext
	Component normalization manager.
class	RooSimSplitGenContext

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 RooNumGenConfig *	defaultGeneratorConfig ()
	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 RooNumIntConfig *	defaultIntegratorConfig ()
	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	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 Longptr_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.
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
	cache of the list of proxies. Avoids type casting.
Static Protected Attributes inherited from RooPrintable
static Int_t	_nameLength

#include <RooSimultaneous.h>

Inheritance diagram for RooSimultaneous:

Constructor & Destructor Documentation

RooSimultaneous() [1/5]

RooSimultaneous::RooSimultaneous ( )

inline

Definition at line 41 of file RooSimultaneous.h.

RooSimultaneous() [2/5]

RooSimultaneous::RooSimultaneous	(	const char *	name,
		const char *	title,
		RooAbsCategoryLValue &	inIndexCat
	)

Constructor with index category.

PDFs associated with indexCat states can be added after construction with the addPdf() function.

RooSimultaneous can function without having a PDF associated with every single state. The normalization in such cases is taken from the number of registered PDFs, but getVal() will assert if when called for an unregistered index state.

Definition at line 92 of file RooSimultaneous.cxx.

RooSimultaneous() [3/5]

RooSimultaneous::RooSimultaneous	(	const char *	name,
		const char *	title,
		std::map< std::string, RooAbsPdf * >	pdfMap,
		RooAbsCategoryLValue &	inIndexCat
	)

Definition at line 144 of file RooSimultaneous.cxx.

RooSimultaneous() [4/5]

RooSimultaneous::RooSimultaneous	(	const char *	name,
		const char *	title,
		const RooArgList &	inPdfList,
		RooAbsCategoryLValue &	inIndexCat
	)

Constructor from index category and full list of PDFs.

In this constructor form, a PDF must be supplied for each indexCat state to avoid ambiguities. The PDFs are associated with the states of the index category as they appear when iterating through the category states with RooAbsCategory::begin() and RooAbsCategory::end(). This usually means they are associated by ascending index numbers.

PDFs may not overlap (i.e. share any variables) with the index category (function)

Definition at line 115 of file RooSimultaneous.cxx.

RooSimultaneous() [5/5]

RooSimultaneous::RooSimultaneous	(	const RooSimultaneous &	other,
		const char *	name = 0
	)

Copy constructor.

Definition at line 321 of file RooSimultaneous.cxx.

~RooSimultaneous()

RooSimultaneous::~RooSimultaneous ( )

virtual

Destructor.

Definition at line 343 of file RooSimultaneous.cxx.

Member Function Documentation

addPdf()

Bool_t RooSimultaneous::addPdf	(	const RooAbsPdf &	pdf,
		const char *	catLabel
	)

Associate given PDF with index category state label 'catLabel'.

The name state must be already defined in the index category.

RooSimultaneous can function without having a PDF associated with every single state. The normalization in such cases is taken from the number of registered PDFs, but getVal() will fail if called for an unregistered index state.

PDFs may not overlap (i.e. share any variables) with the index category (function).

Parameters

[in]	pdf	PDF to be added.
[in]	catLabel	Name of the category state to be associated to the PDF.

Returns

true in case of failure.

Definition at line 375 of file RooSimultaneous.cxx.

analyticalIntegralWN()

Double_t RooSimultaneous::analyticalIntegralWN ( Int_t  code, const RooArgSet *  normSet, const char *  rangeName = 0  ) const

virtual

Return analytical integration defined by given code.

Reimplemented from RooAbsPdf.

Definition at line 566 of file RooSimultaneous.cxx.

autoGenContext()

RooAbsGenContext * RooSimultaneous::autoGenContext ( const RooArgSet &  vars, const RooDataSet *  prototype = 0, const RooArgSet *  auxProto = 0, Bool_t  verbose = kFALSE, Bool_t  autoBinned = kTRUE, const char *  binnedTag = ""  ) const

protectedvirtual

Reimplemented from RooAbsPdf.

Definition at line 988 of file RooSimultaneous.cxx.

clone()

virtual TObject * RooSimultaneous::clone ( const char *  newname ) const

inlinevirtual

Implements RooAbsArg.

Reimplemented in RooStats::HistFactory::HistFactorySimultaneous.

Definition at line 46 of file RooSimultaneous.h.

evaluate()

Double_t RooSimultaneous::evaluate ( ) const

virtual

Return the current value: the value of the PDF associated with the current index category state.

Implements RooAbsReal.

Definition at line 459 of file RooSimultaneous.cxx.

expectedEvents()

Double_t RooSimultaneous::expectedEvents ( const RooArgSet *  nset ) const

virtual

Return the number of expected events: If the index is in nset, then return the sum of the expected events of all components, otherwise return the number of expected events of the PDF associated with the current index category state.

Reimplemented from RooAbsPdf.

Definition at line 494 of file RooSimultaneous.cxx.

extendMode()

RooAbsPdf::ExtendMode RooSimultaneous::extendMode ( ) const

virtual

Examine the pdf components and check if one of them can be extended or must be extended It is enough to have one component that can be exteded or must be extended to return the flag in the total simultaneous pdf.

Reimplemented from RooAbsPdf.

Definition at line 419 of file RooSimultaneous.cxx.

fillDataHist()

RooDataHist * RooSimultaneous::fillDataHist ( RooDataHist *  hist, const RooArgSet *  nset, Double_t  scaleFactor, Bool_t  correctForBinVolume = kFALSE, Bool_t  showProgress = kFALSE  ) const

virtual

Definition at line 1072 of file RooSimultaneous.cxx.

forceAnalyticalInt()

virtual Bool_t RooSimultaneous::forceAnalyticalInt ( const RooAbsArg &  ) const

inlinevirtual

Reimplemented from RooAbsReal.

Definition at line 57 of file RooSimultaneous.h.

genContext()

RooAbsGenContext * RooSimultaneous::genContext ( const RooArgSet &  vars, const RooDataSet *  prototype = 0, const RooArgSet *  auxProto = 0, Bool_t  verbose = kFALSE  ) const

protectedvirtual

Return specialized generator context for simultaneous p.d.f.s.

Reimplemented from RooAbsPdf.

Definition at line 1012 of file RooSimultaneous.cxx.

generateSimGlobal()

RooDataSet * RooSimultaneous::generateSimGlobal ( const RooArgSet &  whatVars, Int_t  nEvents  )

virtual

Special generator interface for generation of 'global observables' – for RooStats tools.

Reimplemented from RooAbsPdf.

Definition at line 1098 of file RooSimultaneous.cxx.

getAnalyticalIntegralWN()

Int_t RooSimultaneous::getAnalyticalIntegralWN ( RooArgSet &  allVars, RooArgSet &  numVars, const RooArgSet *  normSet, const char *  rangeName = 0  ) const

virtual

Forward determination of analytical integration capabilities to component p.d.f.s A unique code is assigned to the combined integration capabilities of all associated p.d.f.s.

Reimplemented from RooAbsReal.

Definition at line 529 of file RooSimultaneous.cxx.

getPdf()

RooAbsPdf * RooSimultaneous::getPdf

(

const char *

catName

)

const

Return the p.d.f associated with the given index category name.

Definition at line 353 of file RooSimultaneous.cxx.

indexCat()

const RooAbsCategoryLValue & RooSimultaneous::indexCat ( ) const

inline

Definition at line 79 of file RooSimultaneous.h.

initialize()

void RooSimultaneous::initialize ( RooAbsCategoryLValue &  inIndexCat, std::map< std::string, RooAbsPdf * >  pdfMap  )

protected

Definition at line 170 of file RooSimultaneous.cxx.

plotOn() [1/6]

RooSimultaneous::plotOn ( RooPlot *  frame, const RooCmdArg &  arg1, const RooCmdArg &  arg2 = RooCmdArg(), const RooCmdArg &  arg3 = RooCmdArg(), const RooCmdArg &  arg4 = RooCmdArg(), const RooCmdArg &  arg5 = RooCmdArg(), const RooCmdArg &  arg6 = RooCmdArg(), const RooCmdArg &  arg7 = RooCmdArg(), const RooCmdArg &  arg8 = RooCmdArg(), const RooCmdArg &  arg9 = RooCmdArg(), const RooCmdArg &  arg10 = RooCmdArg()  ) const

inlinevirtual

PyROOT

The RooSimultaneous::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

Reimplemented from RooAbsPdf.

Definition at line 62 of file RooSimultaneous.h.

plotOn() [2/6]

RooAbsPdf::plotOn ( 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

inlinevirtual

Helper calling plotOn(RooPlot*, RooLinkedList&) const.

PyROOT

The RooAbsPdf::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

Reimplemented from RooAbsPdf.

Definition at line 121 of file RooAbsPdf.h.

plotOn() [3/6]

RooPlot * RooSimultaneous::plotOn ( RooPlot *  frame, Option_t *  drawOptions, Double_t  scaleFactor = 1.0, ScaleType  stype = Relative, const RooAbsData *  projData = 0, const RooArgSet *  projSet = 0, Double_t  precision = 1e-3, Bool_t  shiftToZero = kFALSE, const RooArgSet *  projDataSet = 0, Double_t  rangeLo = 0, Double_t  rangeHi = 0, RooCurve::WingMode  wmode = RooCurve::Extended  ) const

virtual

OBSOLETE – Retained for backward compatibility.

Definition at line 939 of file RooSimultaneous.cxx.

plotOn() [4/6]

RooPlot * RooAbsPdf::plotOn ( RooPlot *  frame, PlotOpt  o  ) const

virtual

Plot oneself on 'frame'.

In addition to features detailed in RooAbsReal::plotOn(), the scale factor for a PDF can be interpreted in three different ways. The interpretation is controlled by ScaleType

Relative  -  Scale factor is applied on top of PDF normalization scale factor
NumEvent  -  Scale factor is interpreted as a number of events. The surface area
             under the PDF curve will match that of a histogram containing the specified
             number of event
Raw       -  Scale factor is applied to the raw (projected) probability density.
             Not too useful, option provided for completeness.

Reimplemented from RooAbsPdf.

Definition at line 327 of file RooAbsPdf.cxx.

plotOn() [5/6]

RooPlot * RooAbsPdf::plotOn ( RooPlot *  frame, RooLinkedList &  cmdList  ) const

virtual

Plot (project) PDF on specified frame.

• If a PDF is plotted in an empty frame, it will show a unit-normalized curve in the frame variable. When projecting a multi- dimensional PDF onto the frame axis, hidden parameters are taken are taken at their current value.
• If a PDF is plotted in a frame in which a dataset has already been plotted, it will show a projection integrated over all variables that were present in the shown dataset (except for the one on the x-axis). The normalization of the curve will be adjusted to the event count of the plotted dataset. An informational message will be printed for each projection step that is performed.
• If a PDF is plotted in a frame showing a dataset after a fit, the above happens, but the PDF will be drawn and normalised only in the fit range. If this is not desired, plotting and normalisation range can be overridden using Range() and NormRange() as documented in the table below.

This function takes the following named arguments (for more arguments, see also RooAbsReal::plotOn(RooPlot*,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&, const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&, const RooCmdArg&) const )

Type of argument	Controlling normalisation
NormRange(const char* name)	Calculate curve normalization w.r.t. specified range[s]. See the tutorial rf212_plottingInRanges_blinding.C Note Setting a Range() by default also sets a NormRange() on the same range, meaning that the PDF is plotted and normalised in the same range. Overriding this can be useful if the PDF was fit in limited range[s] such as side bands, NormRange("sidebandLeft,sidebandRight"), but the PDF should be drawn in the full range, Range("").
Normalization(Double_t scale, ScaleType code)	Adjust normalization by given scale factor. Interpretation of number depends on code: RooAbsReal::Relative: relative adjustment factor RooAbsReal::NumEvent: scale to match given number of events.
Type of argument	Misc control
Name(const chat* name)	Give curve specified name in frame. Useful if curve is to be referenced later
Asymmetry(const RooCategory& c)	Show the asymmetry of the PDF in given two-state category \( \frac{F(+)-F(-)}{F(+)+F(-)} \) rather than the PDF projection. Category must have two states with indices -1 and +1 or three states with indeces -1,0 and +1.
ShiftToZero(Bool_t flag)	Shift entire curve such that lowest visible point is at exactly zero. Mostly useful when plotting -log(L) or \( \chi^2 \) distributions
AddTo(const char* name, double_t wgtSelf, double_t wgtOther)	Create a projection of this PDF onto the x-axis, but instead of plotting it directly, add it to an existing curve with given name (and relative weight factors).
Components(const char* names)	When plotting sums of PDFs, plot only the named components (e.g. only the signal of a signal+background model).
Components(const RooArgSet& compSet)	As above, but pass a RooArgSet of the components themselves.
Type of argument	Projection control
Slice(const RooArgSet& set)	Override default projection behaviour by omitting observables listed in set from the projection, i.e. by not integrating over these. Slicing is usually only sensible in discrete observables, by e.g. creating a slice of the PDF at the current value of the category observable.
Slice(RooCategory& cat, const char* label)	Override default projection behaviour by omitting the specified category observable from the projection, i.e., by not integrating over all states of this category. The slice is positioned at the given label value. Multiple Slice() commands can be given to specify slices in multiple observables, e.g. pdf.plotOn(frame, Slice(tagCategory, "2tag"), Slice(jetCategory, "3jet"));
Project(const RooArgSet& set)	Override default projection behaviour by projecting over observables given in set, completely ignoring the default projection behavior. Advanced use only.
ProjWData(const RooAbsData& d)	Override default projection technique (integration). For observables present in given dataset projection of PDF is achieved by constructing an average over all observable values in given set. Consult RooFit plotting tutorial for further explanation of meaning & use of this technique
ProjWData(const RooArgSet& s, const RooAbsData& d)	As above but only consider subset 's' of observables in dataset 'd' for projection through data averaging
ProjectionRange(const char* rn)	When projecting the PDF onto the plot axis, it is usually integrated over the full range of the invisible variables. The ProjectionRange overrides this. This is useful if the PDF was fitted in a limited range in y, but it is now projected onto x. If ProjectionRange("<name of fit range>") is passed, the projection is normalised correctly.
Type of argument	Plotting control
LineStyle(Int_t style)	Select line style by ROOT line style code, default is solid
LineColor(Int_t color)	Select line color by ROOT color code, default is blue
LineWidth(Int_t width)	Select line with in pixels, default is 3
FillStyle(Int_t style)	Select fill style, default is not filled. If a filled style is selected, also use VLines() to add vertical downward lines at end of curve to ensure proper closure
FillColor(Int_t color)	Select fill color by ROOT color code
Range(const char* name)	Only draw curve in range defined by given name. Multiple comma-separated ranges can be given. An empty string "" or nullptr means to use the default range of the variable.
Range(double lo, double hi)	Only draw curve in specified range
VLines()	Add vertical lines to y=0 at end points of curve
Precision(Double_t eps)	Control precision of drawn curve w.r.t to scale of plot, default is 1e-3. A higher precision will result in more and more densely spaced curve points. A negative precision value will disable adaptive point spacing and restrict sampling to the grid point of points defined by the binning of the plotted observable (recommended for expensive functions such as profile likelihoods)
Invisible(Bool_t flag)	Add curve to frame, but do not display. Useful in combination AddTo()
VisualizeError(const RooFitResult& fitres, Double_t Z=1, Bool_t linearMethod=kTRUE)	Visualize the uncertainty on the parameters, as given in fitres, at 'Z' sigma. The linear method is fast but may not be accurate in the presence of strong correlations (~>0.9) and at Z>2 due to linear and Gaussian approximations made. Intervals from the sampling method can be asymmetric, and may perform better in the presence of strong correlations, but may take (much) longer to calculate Note To include the uncertainty from the expected number of events, the Normalization() argument with ScaleType RooAbsReal::RelativeExpected has to be passed, e.g. pdf.plotOn(frame, VisualizeError(fitResult), Normalization(1.0, RooAbsReal::RelativeExpected));
VisualizeError(const RooFitResult& fitres, const RooArgSet& param, Double_t Z=1, Bool_t linearMethod=kTRUE)	Visualize the uncertainty on the subset of parameters 'param', as given in fitres, at 'Z' sigma

Reimplemented from RooAbsPdf.

Definition at line 130 of file RooAbsPdf.cxx.

plotOn() [6/6]

RooPlot * RooSimultaneous::plotOn ( RooPlot *  frame, RooLinkedList &  cmdList  ) const

virtual

Back-end for plotOn() implementation on RooSimultaneous which needs special handling because a RooSimultaneous PDF cannot project out its index category via integration.

plotOn() will abort if this is requested without providing a projection dataset.

Reimplemented from RooAbsPdf.

Definition at line 592 of file RooSimultaneous.cxx.

selectNormalization()

void RooSimultaneous::selectNormalization ( const RooArgSet *  normSet = 0, Bool_t  force = kFALSE  )

protectedvirtual

Interface function used by test statistics to freeze choice of observables for interpretation of fraction coefficients.

Needed here because a RooSimultaneous works like a RooAddPdf when plotted

Reimplemented from RooAbsReal.

Definition at line 966 of file RooSimultaneous.cxx.

selectNormalizationRange()

void RooSimultaneous::selectNormalizationRange ( const char *  normRange2 = 0, Bool_t  force = kFALSE  )

protectedvirtual

Interface function used by test statistics to freeze choice of range for interpretation of fraction coefficients.

Needed here because a RooSimultaneous works like a RooAddPdf when plotted

Reimplemented from RooAbsReal.

Definition at line 978 of file RooSimultaneous.cxx.

selfNormalized()

virtual Bool_t RooSimultaneous::selfNormalized ( ) const

inlinevirtual

Shows if a PDF is self-normalized, which means that no attempt is made to add a normalization term.

Always returns false, unless a PDF overrides this function.

Reimplemented from RooAbsPdf.

Definition at line 50 of file RooSimultaneous.h.

wrapPdfsInBinSamplingPdfs() [1/2]

void RooSimultaneous::wrapPdfsInBinSamplingPdfs	(	RooAbsData const &	data,
		double	precision
	)

Wraps the components of this RooSimultaneous in RooBinSamplingPdfs.

Parameters

[in]	data	The dataset to be used in the eventual fit, used to figure out the observables and whether the dataset is binned.
[in]	precisions	Precision argument for all created RooBinSamplingPdfs.

Definition at line 1134 of file RooSimultaneous.cxx.

wrapPdfsInBinSamplingPdfs() [2/2]

void RooSimultaneous::wrapPdfsInBinSamplingPdfs	(	RooAbsData const &	data,
		std::map< std::string, double > const &	precisions,
		bool	useCategoryNames = false
	)

Wraps the components of this RooSimultaneous in RooBinSamplingPdfs, with a different precision parameter for each component.

Parameters

[in]	data	The dataset to be used in the eventual fit, used to figure out the observables and whether the dataset is binned.
[in]	precisions	The map that gives the precision argument for each component in the RooSimultaneous. The keys are the pdf names. If there is no value for a given component, it will not use the bin integration. Otherwise, the value has the same meaning than in the IntegrateBins() command argument for RooAbsPdf::fitTo().
[in]	useCategoryNames	If this flag is set, the category names will be used to look up the precision in the precisions map instead of the pdf names.

Definition at line 1172 of file RooSimultaneous.cxx.

Friends And Related Symbol Documentation

RooSimGenContext

friend class RooSimGenContext

friend

Component normalization manager.

Definition at line 110 of file RooSimultaneous.h.

RooSimSplitGenContext

friend class RooSimSplitGenContext

friend

Definition at line 111 of file RooSimultaneous.h.

Member Data Documentation

_indexCat

RooCategoryProxy RooSimultaneous::_indexCat

protected

Definition at line 117 of file RooSimultaneous.h.

_numPdf

Int_t RooSimultaneous::_numPdf

protected

Definition at line 119 of file RooSimultaneous.h.

_partIntMgr

RooObjCacheManager RooSimultaneous::_partIntMgr

mutableprotected

Definition at line 107 of file RooSimultaneous.h.

_pdfProxyList

TList RooSimultaneous::_pdfProxyList

protected

Definition at line 118 of file RooSimultaneous.h.

_plotCoefNormRange

const TNamed* RooSimultaneous::_plotCoefNormRange

protected

Definition at line 99 of file RooSimultaneous.h.

_plotCoefNormSet

RooSetProxy RooSimultaneous::_plotCoefNormSet

mutableprotected

Definition at line 98 of file RooSimultaneous.h.

Libraries for RooSimultaneous:

---

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

• roofit/roofitcore/inc/RooSimultaneous.h
• roofit/roofitcore/src/RooSimultaneous.cxx
• /home/sftnight/build/workspace/root-makedoc-v626/rootspi/rdoc/v626_TMP/pyzdoc/_roofit.pyzdoc