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RooNDKeysPdf Class Reference

Generic N-dimensional implementation of a kernel estimation p.d.f.

This p.d.f. models the distribution of an arbitrary input dataset as a superposition of Gaussian kernels, one for each data point, each contributing 1/N to the total integral of the p.d.f. If the 'adaptive mode' is enabled, the width of the Gaussian is adaptively calculated from the local density of events, i.e. narrow for regions with high event density to preserve details and wide for regions with log event density to promote smoothness. The details of the general algorithm are described in the following paper: Cranmer KS, Kernel Estimation in High-Energy Physics. Computer Physics Communications 136:198-207,2001 - e-Print Archive: hep ex/0011057 For multi-dimensional datasets, the kernels are modeled by multidimensional Gaussians. The kernels are constructed such that they reflect the correlation coefficients between the observables in the input dataset.

Definition at line 48 of file RooNDKeysPdf.h.

Classes

struct  BoxInfo
 

Public Types

enum  Mirror {
  NoMirror , MirrorLeft , MirrorRight , MirrorBoth ,
  MirrorAsymLeft , MirrorAsymLeftRight , MirrorAsymRight , MirrorLeftAsymRight ,
  MirrorAsymBoth
}
 
- 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
}
 

Public Member Functions

 RooNDKeysPdf ()=default
 
 RooNDKeysPdf (const char *name, const char *title, const RooArgList &varList, const RooDataSet &data, const RooArgList &rhoList, TString options="ma", Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Backward compatibility constructor for (1-dim) RooKeysPdf.
 
 RooNDKeysPdf (const char *name, const char *title, const RooArgList &varList, const RooDataSet &data, const TVectorD &rho, TString options="ma", Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Constructor.
 
 RooNDKeysPdf (const char *name, const char *title, const RooArgList &varList, const RooDataSet &data, TString options="ma", Double_t rho=1, Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Construct N-dimensional kernel estimation p.d.f.
 
 RooNDKeysPdf (const char *name, const char *title, const RooArgList &varList, const TH1 &hist, const RooArgList &rhoList, TString options="ma", Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Constructor.
 
 RooNDKeysPdf (const char *name, const char *title, const RooArgList &varList, const TH1 &hist, TString options="ma", Double_t rho=1, Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Constructor.
 
 RooNDKeysPdf (const char *name, const char *title, RooAbsReal &x, const RooDataSet &data, Mirror mirror=NoMirror, Double_t rho=1, Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Constructor.
 
 RooNDKeysPdf (const char *name, const char *title, RooAbsReal &x, RooAbsReal &y, const RooDataSet &data, TString options="ma", Double_t rho=1.0, Double_t nSigma=3, Bool_t rotate=kTRUE, Bool_t sortInput=kTRUE)
 Backward compatibility constructor for Roo2DKeysPdf.
 
 RooNDKeysPdf (const RooNDKeysPdf &other, const char *name=0)
 Constructor.
 
virtual ~RooNDKeysPdf ()
 
Double_t analyticalIntegral (Int_t code, const char *rangeName=0) const
 Implements the actual analytical integral(s) advertised by getAnalyticalIntegral.
 
virtual TObjectclone (const char *newname) const
 
void fixShape (Bool_t fix)
 
Int_t getAnalyticalIntegral (RooArgSet &allVars, RooArgSet &analVars, const char *rangeName=0) const
 Interface function getAnalyticalIntergral advertises the analytical integrals that are supported.
 
TMatrixD getWeights (const int &k) const
 Return evaluated weights.
 
- 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.
 
Double_t analyticalIntegralWN (Int_t code, const RooArgSet *normSet, const char *rangeName=0) const
 Analytical integral with normalization (see RooAbsReal::analyticalIntegralWN() for further information)
 
virtual RooAbsGenContextautoGenContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE, Bool_t autoBinned=kTRUE, const char *binnedTag="") const
 
virtual RooAbsGenContextbinnedGenContext (const RooArgSet &vars, Bool_t verbose=kFALSE) const
 Return a binned generator context.
 
Bool_t canBeExtended () const
 If true, PDF can provide extended likelihood term.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Perform a \( \chi^2 \) fit to given histogram.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
 Perform a \( \chi^2 \) fit to given histogram.
 
virtual RooFitResultchi2FitTo (RooDataHist &data, const RooLinkedList &cmdList)
 Calls RooAbsPdf::createChi2(RooDataSet& data, const RooLinkedList& cmdList) and returns fit result.
 
virtual RooFitResultchi2FitTo (RooDataSet &xydata, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Perform a 2-D \( \chi^2 \) fit using a series of x and y values stored in the dataset xydata.
 
virtual RooFitResultchi2FitTo (RooDataSet &xydata, const RooLinkedList &cmdList)
 Perform a 2-D \( \chi^2 \) fit using a series of x and y values stored in the dataset xydata.
 
RooAbsRealcreateCdf (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Create a cumulative distribution function of this p.d.f in terms of the observables listed in iset.
 
RooAbsRealcreateCdf (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) variable from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataHist &data, const RooLinkedList &cmdList)
 Create a \( \chi^2 \) variable from a histogram and this function.
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create a \( \chi^2 \) from a series of x and y values stored in a dataset.
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooLinkedList &cmdList)
 See RooAbsReal::createChi2(RooDataSet&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&)
 
virtual RooAbsRealcreateChi2 (RooDataSet &data, const RooLinkedList &cmdList)
 Argument-list version of RooAbsPdf::createChi2()
 
virtual RooAbsRealcreateNLL (RooAbsData &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Construct representation of -log(L) of PDF with given dataset.
 
virtual RooAbsRealcreateNLL (RooAbsData &data, const RooLinkedList &cmdList)
 Construct representation of -log(L) of PDFwith given dataset.
 
virtual RooAbsPdfcreateProjection (const RooArgSet &iset)
 Return a p.d.f that represent a projection of this p.d.f integrated over given observables.
 
RooAbsRealcreateScanCdf (const RooArgSet &iset, const RooArgSet &nset, Int_t numScanBins, Int_t intOrder)
 
virtual Double_t expectedEvents (const RooArgSet &nset) const
 Return expected number of events to be used in calculation of extended likelihood.
 
virtual Double_t expectedEvents (const RooArgSet *nset) const
 Return expected number of events from this p.d.f for use in extended likelihood calculations.
 
virtual Double_t extendedTerm (Double_t observedEvents, const RooArgSet *nset=0) const
 Return the extended likelihood term ( \( N_\mathrm{expect} - N_\mathrm{observed} \cdot \log(N_\mathrm{expect} \)) of this PDF for the given number of observed events.
 
virtual ExtendMode extendMode () const
 Returns ability of PDF to provide extended likelihood terms.
 
virtual RooFitResultfitTo (RooAbsData &data, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Fit PDF to given dataset.
 
virtual RooFitResultfitTo (RooAbsData &data, const RooLinkedList &cmdList)
 Fit PDF to given dataset.
 
virtual RooAbsGenContextgenContext (const RooArgSet &vars, const RooDataSet *prototype=0, const RooArgSet *auxProto=0, Bool_t verbose=kFALSE) const
 Interface function to create a generator context from a p.d.f.
 
RooDataSetgenerate (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none())
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, const RooDataSet &prototype, Int_t nEvents=0, Bool_t verbose=kFALSE, Bool_t randProtoOrder=kFALSE, Bool_t resampleProto=kFALSE) const
 Generate a new dataset using a prototype dataset as a model, with values of the variables in whatVars sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, Double_t nEvents=0, Bool_t verbose=kFALSE, Bool_t autoBinned=kTRUE, const char *binnedTag="", Bool_t expectedData=kFALSE, Bool_t extended=kFALSE) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
RooDataSetgenerate (const RooArgSet &whatVars, Int_t nEvents, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none())
 See RooAbsPdf::generate(const RooArgSet&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&,const RooCmdArg&)
 
RooDataSetgenerate (GenSpec &) const
 Generate according to GenSpec obtained from prepareMultiGen().
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none()) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, Double_t nEvents, Bool_t expectedData=kFALSE, Bool_t extended=kFALSE) const
 Generate a new dataset containing the specified variables with events sampled from our distribution.
 
virtual RooDataHistgenerateBinned (const RooArgSet &whatVars, Double_t nEvents, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none()) const
 As RooAbsPdf::generateBinned(const RooArgSet&, const RooCmdArg&,const RooCmdArg&, const RooCmdArg&,const RooCmdArg&, const RooCmdArg&,const RooCmdArg&)
 
virtual void generateEvent (Int_t code)
 Interface for generation of an event using the algorithm corresponding to the specified code.
 
virtual RooDataSetgenerateSimGlobal (const RooArgSet &whatVars, Int_t nEvents)
 Special generator interface for generation of 'global observables' – for RooStats tools.
 
virtual RooArgSetgetAllConstraints (const RooArgSet &observables, RooArgSet &constrainedParams, Bool_t stripDisconnected=kTRUE) const
 This helper function finds and collects all constraints terms of all component p.d.f.s and returns a RooArgSet with all those terms.
 
virtual RooArgSetgetConstraints (const RooArgSet &, RooArgSet &, Bool_t) const
 
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 RooNumGenConfiggetGeneratorConfig () const
 Return the numeric MC generator configuration used for this object.
 
RooSpan< const doublegetLogProbabilities (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet=nullptr) const
 Compute the log-likelihoods for all events in the requested batch.
 
virtual Double_t getLogVal (const RooArgSet *set=0) const
 Return the log of the current value with given normalization An error message is printed if the argument of the log is negative.
 
RooSpan< const doublegetLogValBatch (std::size_t begin, std::size_t batchSize, const RooArgSet *normSet=nullptr) const
 
Double_t getNorm (const RooArgSet &nset) const
 Get normalisation term needed to normalise the raw values returned by getVal().
 
virtual Double_t getNorm (const RooArgSet *set=0) const
 Get normalisation term needed to normalise the raw values returned by getVal().
 
const RooAbsRealgetNormIntegral (const RooArgSet &nset) const
 
virtual const RooAbsRealgetNormObj (const RooArgSet *set, const RooArgSet *iset, const TNamed *rangeName=0) const
 Return pointer to RooAbsReal object that implements calculation of integral over observables iset in range rangeName, optionally taking the integrand normalized over observables nset.
 
RooSpan< const doublegetValues (RooBatchCompute::RunContext &evalData, const RooArgSet *normSet) const
 Compute batch of values for given input data, and normalise by integrating over the observables in normSet.
 
virtual Double_t getValV (const RooArgSet *set=0) const
 Return current value, normalized by integrating over the observables in nset.
 
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).
 
Bool_t mustBeExtended () const
 If true PDF must provide extended likelihood term.
 
const char * normRange () const
 
virtual RooPlotparamOn (RooPlot *frame, const RooAbsData *data, const char *label="", Int_t sigDigits=2, Option_t *options="NELU", Double_t xmin=0.50, Double_t xmax=0.99, Double_t ymax=0.95)
 
virtual RooPlotparamOn (RooPlot *frame, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Add a box with parameter values (and errors) to the specified frame.
 
virtual RooPlotplotOn (RooPlot *frame, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none(), const RooCmdArg &arg9=RooCmdArg::none(), const RooCmdArg &arg10=RooCmdArg::none()) const
 Helper calling plotOn(RooPlot*, RooLinkedList&) const.
 
virtual RooPlotplotOn (RooPlot *frame, RooLinkedList &cmdList) const
 Plot (project) PDF on specified frame.
 
GenSpecprepareMultiGen (const RooArgSet &whatVars, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none())
 Prepare GenSpec configuration object for efficient generation of multiple datasets from identical specification.
 
virtual void printMultiline (std::ostream &os, Int_t contents, Bool_t verbose=kFALSE, TString indent="") const
 Print multi line detailed information of this RooAbsPdf.
 
virtual void printValue (std::ostream &os) const
 Print value of p.d.f, also print normalization integral that was last used, if any.
 
virtual void resetErrorCounters (Int_t resetValue=10)
 Reset error counter to given value, limiting the number of future error messages for this pdf to 'resetValue'.
 
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 setGeneratorConfig ()
 Remove the specialized numeric MC generator configuration associated with this object.
 
void setGeneratorConfig (const RooNumGenConfig &config)
 Set the given configuration as default numeric MC generator configuration for this object.
 
void setNormRange (const char *rangeName)
 
void setNormRangeOverride (const char *rangeName)
 
void setTraceCounter (Int_t value, Bool_t allNodes=kFALSE)
 Reset trace counter to given value, limiting the number of future trace messages for this pdf to 'value'.
 
RooNumGenConfigspecialGeneratorConfig () const
 Returns the specialized integrator configuration for this RooAbsReal.
 
RooNumGenConfigspecialGeneratorConfig (Bool_t createOnTheFly)
 Returns the specialized integrator configuration for this RooAbsReal.
 
- Public Member Functions inherited from RooAbsReal
 RooAbsReal ()
 coverity[UNINIT_CTOR] Default constructor
 
 RooAbsReal (const char *name, const char *title, const char *unit="")
 Constructor with unit label.
 
 RooAbsReal (const char *name, const char *title, Double_t minVal, Double_t maxVal, const char *unit="")
 Constructor with plot range and unit label.
 
 RooAbsReal (const RooAbsReal &other, const char *name=0)
 Copy constructor.
 
virtual ~RooAbsReal ()
 Destructor.
 
TF1asTF (const RooArgList &obs, const RooArgList &pars=RooArgList(), const RooArgSet &nset=RooArgSet()) const
 Return a ROOT TF1,2,3 object bound to this RooAbsReal with given definition of observables and parameters.
 
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.
 
RooAbsFuncbindVars (const RooArgSet &vars, const RooArgSet *nset=0, Bool_t clipInvalid=kFALSE) const
 Create an interface adaptor f(vars) that binds us to the specified variables (in arbitrary order).
 
RooAbsArgcreateFundamental (const char *newname=0) const
 Create a RooRealVar fundamental object with our properties.
 
TH1createHistogram (const char *name, const RooAbsRealLValue &xvar, const RooCmdArg &arg1=RooCmdArg::none(), const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
 Create and fill a ROOT histogram TH1, TH2 or TH3 with the values of this function.
 
TH1createHistogram (const char *name, const RooAbsRealLValue &xvar, RooLinkedList &argList) const
 Internal method implementing createHistogram.
 
TH1createHistogram (const char *varNameList, Int_t xbins=0, Int_t ybins=0, Int_t zbins=0) const
 Create and fill a ROOT histogram TH1, TH2 or TH3 with the values of this function for the variables with given names.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const char *rangeName) const
 Create integral over observables in iset in range named rangeName.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet &nset, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName with integrand normalized over observables in nset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet &nset, const RooNumIntConfig &cfg, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName with integrand normalized over observables in nset while using specified configuration for any numeric integration.
 
virtual RooAbsRealcreateIntegral (const RooArgSet &iset, const RooArgSet *nset=0, const RooNumIntConfig *cfg=0, const char *rangeName=0) const
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none()) const
 Create an object that represents the integral of the function over one or more observables listed in iset.
 
RooAbsRealcreateIntegral (const RooArgSet &iset, const RooNumIntConfig &cfg, const char *rangeName=0) const
 Create integral over observables in iset in range named rangeName using specified configuration for any numeric integration.
 
RooAbsRealcreateIntRI (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Utility function for createRunningIntegral.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &dependentVars, const RooArgSet *projectedVars, RooArgSet *&cloneSet, const char *rangeName=0, const RooArgSet *condObs=0) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &depVars, const RooArgSet &projVars) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
const RooAbsRealcreatePlotProjection (const RooArgSet &depVars, const RooArgSet &projVars, RooArgSet *&cloneSet) const
 Utility function for plotOn() that creates a projection of a function or p.d.f to be plotted on a RooPlot.
 
virtual RooAbsRealcreateProfile (const RooArgSet &paramsOfInterest)
 Create a RooProfileLL object that eliminates all nuisance parameters in the present function.
 
RooAbsRealcreateRunningIntegral (const RooArgSet &iset, const RooArgSet &nset=RooArgSet())
 Calls createRunningIntegral(const RooArgSet&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&, const RooCmdArg&)
 
RooAbsRealcreateRunningIntegral (const RooArgSet &iset, const RooCmdArg &arg1, const RooCmdArg &arg2=RooCmdArg::none(), const RooCmdArg &arg3=RooCmdArg::none(), const RooCmdArg &arg4=RooCmdArg::none(), const RooCmdArg &arg5=RooCmdArg::none(), const RooCmdArg &arg6=RooCmdArg::none(), const RooCmdArg &arg7=RooCmdArg::none(), const RooCmdArg &arg8=RooCmdArg::none())
 Create an object that represents the running integral of the function over one or more observables listed in iset, i.e.
 
RooAbsRealcreateScanRI (const RooArgSet &iset, const RooArgSet &nset, Int_t numScanBins, Int_t intOrder)
 Utility function for createRunningIntegral that construct an object implementing the numeric scanning technique for calculating the running integral.
 
virtual Double_t defaultErrorLevel () const
 
RooDerivativederivative (RooRealVar &obs, const RooArgSet &normSet, Int_t order, Double_t eps=0.001)
 Return function representing first, second or third order derivative of this function.
 
RooDerivativederivative (RooRealVar &obs, Int_t order=1, Double_t eps=0.001)
 Return function representing first, second or third order derivative of this function.
 
virtual void enableOffsetting (Bool_t)
 
RooDataHistfillDataHist (RooDataHist *hist, const RooArgSet *nset, Double_t scaleFactor, Bool_t correctForBinVolume=kFALSE, Bool_t showProgress=kFALSE) const
 Fill a RooDataHist with values sampled from this function at the bin centers.
 
TH1fillHistogram (TH1 *hist, const RooArgList &plotVars, Double_t scaleFactor=1, const RooArgSet *projectedVars=0, Bool_t scaling=kTRUE, const RooArgSet *condObs=0, Bool_t setError=kTRUE) const
 Fill the ROOT histogram 'hist' with values sampled from this function at the bin centers.
 
Double_t findRoot (RooRealVar &x, Double_t xmin, Double_t xmax, Double_t yval)
 Return value of x (in range xmin,xmax) at which function equals yval.
 
virtual void fixAddCoefNormalization (const RooArgSet &addNormSet=RooArgSet(), Bool_t force=kTRUE)
 Fix the interpretation of the coefficient of any RooAddPdf component in the expression tree headed by this object to the given set of observables.
 
virtual void fixAddCoefRange (const char *rangeName=0, Bool_t force=kTRUE)
 Fix the interpretation of the coefficient of any RooAddPdf component in the expression tree headed by this object to the given set of observables.
 
virtual Bool_t forceAnalyticalInt (const RooAbsArg &) const
 
virtual void forceNumInt (Bool_t flag=kTRUE)
 
RooFunctorfunctor (const RooArgList &obs, const RooArgList &pars=RooArgList(), const RooArgSet &nset=RooArgSet()) const
 Return a RooFunctor object bound to this RooAbsReal with given definition of observables and parameters.
 
virtual Int_t getAnalyticalIntegralWN (RooArgSet &allVars, RooArgSet &analVars, const RooArgSet *normSet, const char *rangeName=0) const
 Variant of getAnalyticalIntegral that is also passed the normalization set that should be applied to the integrand of which the integral is requested.
 
Bool_t getForceNumInt () const
 
RooNumIntConfiggetIntegratorConfig ()
 Return the numeric integration configuration used for this object.
 
const RooNumIntConfiggetIntegratorConfig () const
 Return the numeric integration configuration used for this object.
 
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_tgetUnit () const
 
Double_t getVal (const RooArgSet &normalisationSet) const
 Like getVal(const RooArgSet*), but always requires an argument for normalisation.
 
Double_t getVal (const RooArgSet *normalisationSet=nullptr) const
 Evaluate object.
 
virtual RooSpan< const doublegetValBatch (std::size_t, std::size_t, const RooArgSet *=nullptr)=delete
 
RooMultiGenFunctioniGenFunction (const RooArgSet &observables, const RooArgSet &nset=RooArgSet())
 
RooGenFunctioniGenFunction (RooRealVar &x, const RooArgSet &nset=RooArgSet())
 
virtual Bool_t 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.
 
RooAbsMomentmean (RooRealVar &obs)
 
RooAbsMomentmean (RooRealVar &obs, const RooArgSet &nset)
 
virtual Int_t minTrialSamples (const RooArgSet &) const
 
RooAbsMomentmoment (RooRealVar &obs, const RooArgSet &normObs, Int_t order, Bool_t central, Bool_t takeRoot, Bool_t intNormObs)
 Return function representing moment of p.d.f (normalized w.r.t given observables) of given order.
 
RooAbsMomentmoment (RooRealVar &obs, Int_t order, Bool_t central, Bool_t takeRoot)
 Return function representing moment of function of given order.
 
virtual Double_t offset () const
 
RooAbsRealoperator= (const RooAbsReal &other)
 Assign values, name and configs from another RooAbsReal.
 
virtual Bool_t operator== (const RooAbsArg &other) const
 Equality operator when comparing to another RooAbsArg.
 
Bool_t operator== (Double_t value) const
 Equality operator comparing to a Double_t.
 
virtual 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 RooPlotplotSliceOn (RooPlot *frame, const RooArgSet &sliceSet, Option_t *drawOptions="L", Double_t scaleFactor=1.0, ScaleType stype=Relative, const RooAbsData *projData=0) const
 
virtual void preferredObservableScanOrder (const RooArgSet &obs, RooArgSet &orderedObs) const
 Interface method for function objects to indicate their preferred order of observables for scanning their values into a (multi-dimensional) histogram or RooDataSet.
 
virtual Bool_t readFromStream (std::istream &is, Bool_t compact, Bool_t verbose=kFALSE)
 Read object contents from stream (dummy for now)
 
virtual Bool_t setData (RooAbsData &, Bool_t=kTRUE)
 
void setIntegratorConfig ()
 Remove the specialized numeric integration configuration associated with this object.
 
void setIntegratorConfig (const RooNumIntConfig &config)
 Set the given integrator configuration as default numeric integration configuration for this object.
 
void setParameterizeIntegral (const RooArgSet &paramVars)
 
void setPlotLabel (const char *label)
 Set the label associated with this variable.
 
void setUnit (const char *unit)
 
RooAbsMomentsigma (RooRealVar &obs)
 
RooAbsMomentsigma (RooRealVar &obs, const RooArgSet &nset)
 
RooNumIntConfigspecialIntegratorConfig () const
 Returns the specialized integrator configuration for this RooAbsReal.
 
RooNumIntConfigspecialIntegratorConfig (Bool_t createOnTheFly)
 Returns the specialized integrator configuration for this RooAbsReal.
 
virtual void writeToStream (std::ostream &os, Bool_t compact) const
 Write object contents to stream (dummy for now)
 
- Public Member Functions inherited from RooAbsArg
 RooAbsArg ()
 Default constructor.
 
 RooAbsArg (const char *name, const char *title)
 Create an object with the specified name and descriptive title.
 
 RooAbsArg (const RooAbsArg &other, const char *name=0)
 Copy constructor transfers all boolean and string properties of the original object.
 
virtual ~RooAbsArg ()
 Destructor.
 
Bool_t addOwnedComponents (const RooArgSet &comps)
 Take ownership of the contents of 'comps'.
 
void attachDataSet (const RooAbsData &set)
 Replace server nodes with names matching the dataset variable names with those data set variables, making this PDF directly dependent on the dataset.
 
void attachDataStore (const RooAbsDataStore &set)
 Replace server nodes with names matching the dataset variable names with those data set variables, making this PDF directly dependent on the dataset.
 
const std::set< std::string > & attributes () const
 
virtual Bool_t checkObservables (const RooArgSet *nset) const
 Overloadable function in which derived classes can implement consistency checks of the variables.
 
virtual TObjectClone (const char *newname=0) const
 Make a clone of an object using the Streamer facility.
 
virtual RooAbsArgcloneTree (const char *newname=0) const
 Clone tree expression of objects.
 
Int_t Compare (const TObject *other) const
 Utility function used by TCollection::Sort to compare contained TObjects We implement comparison by name, resulting in alphabetical sorting by object name.
 
virtual Int_t defaultPrintContents (Option_t *opt) const
 Define default contents to print.
 
Bool_t dependsOn (const RooAbsArg &server, const RooAbsArg *ignoreArg=0, Bool_t valueOnly=kFALSE) const
 Test whether we depend on (ie, are served by) the specified object.
 
Bool_t dependsOn (const RooAbsCollection &serverList, const RooAbsArg *ignoreArg=0, Bool_t valueOnly=kFALSE) const
 Test whether we depend on (ie, are served by) any object in the specified collection.
 
Bool_t dependsOnValue (const RooAbsArg &server, const RooAbsArg *ignoreArg=0) const
 Check whether this object depends on values served from the object passed as server.
 
Bool_t dependsOnValue (const RooAbsCollection &serverList, const RooAbsArg *ignoreArg=0) const
 Check whether this object depends on values from an element in the serverList.
 
Bool_t getAttribute (const Text_t *name) const
 Check if a named attribute is set. By default, all attributes are unset.
 
RooLinkedList getCloningAncestors () const
 Return ancestors in cloning chain of this RooAbsArg.
 
RooArgSetgetComponents () const
 Create a RooArgSet with all components (branch nodes) of the expression tree headed by this object.
 
RooArgSetgetObservables (const RooAbsData &data) const
 Return the observables of this pdf given the observables defined by data.
 
RooArgSetgetObservables (const RooAbsData *data) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names of the variable list of the supplied data set (the dependents).
 
RooArgSetgetObservables (const RooArgSet &set, Bool_t valueOnly=kTRUE) const
 Given a set of possible observables, return the observables that this PDF depends on.
 
RooArgSetgetObservables (const RooArgSet *depList, bool valueOnly=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names the args in the supplied argset.
 
bool getObservables (const RooArgSet *depList, RooArgSet &outputSet, bool valueOnly=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that match any of the names the args in the supplied argset.
 
RooArgSetgetParameters (const RooAbsData &data, bool stripDisconnected=true) const
 Return the parameters of this p.d.f when used in conjuction with dataset 'data'.
 
RooArgSetgetParameters (const RooAbsData *data, bool stripDisconnected=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that don't match any of the names of the variable list of the supplied data set (the dependents).
 
RooArgSetgetParameters (const RooArgSet &observables, bool stripDisconnected=true) const
 Return the parameters of the p.d.f given the provided set of observables.
 
RooArgSetgetParameters (const RooArgSet *observables, bool stripDisconnected=true) const
 Create a list of leaf nodes in the arg tree starting with ourself as top node that don't match any of the names the args in the supplied argset.
 
virtual bool getParameters (const RooArgSet *observables, RooArgSet &outputSet, bool stripDisconnected=true) const
 Fills a list with leaf nodes in the arg tree starting with ourself as top node that don't match any of the names the args in the supplied argset.
 
RooAbsProxygetProxy (Int_t index) const
 Return the nth proxy from the proxy list.
 
const Text_tgetStringAttribute (const Text_t *key) const
 Get string attribute mapped under key 'key'.
 
Bool_t getTransientAttribute (const Text_t *name) const
 Check if a named attribute is set.
 
RooArgSetgetVariables (Bool_t stripDisconnected=kTRUE) const
 Return RooArgSet with all variables (tree leaf nodes of expresssion tree)
 
void graphVizTree (const char *fileName, const char *delimiter="\n", bool useTitle=false, bool useLatex=false)
 Create a GraphViz .dot file visualizing the expression tree headed by this RooAbsArg object.
 
void graphVizTree (std::ostream &os, const char *delimiter="\n", bool useTitle=false, bool useLatex=false)
 Write the GraphViz representation of the expression tree headed by this RooAbsArg object to the given ostream.
 
Bool_t hasClients () const
 
virtual Bool_t hasRange (const char *) const
 
virtual Bool_t importWorkspaceHook (RooWorkspace &ws)
 
virtual Bool_t inRange (const char *) const
 
Bool_t isCloneOf (const RooAbsArg &other) const
 Check if this object was created as a clone of 'other'.
 
Bool_t isConstant () const
 Check if the "Constant" attribute is set.
 
virtual Bool_t isDerived () const
 Does value or shape of this arg depend on any other arg?
 
virtual Bool_t IsSortable () const
 
Bool_t localNoDirtyInhibit () const
 
const TNamednamePtr () const
 
Int_t numProxies () const
 Return the number of registered proxies.
 
Bool_t observableOverlaps (const RooAbsData *dset, const RooAbsArg &testArg) const
 Test if any of the dependents of the arg tree (as determined by getObservables) overlaps with those of the testArg.
 
Bool_t observableOverlaps (const RooArgSet *depList, const RooAbsArg &testArg) const
 Test if any of the dependents of the arg tree (as determined by getObservables) overlaps with those of the testArg.
 
RooAbsArgoperator= (const RooAbsArg &other)
 Assign all boolean and string properties of the original object.
 
Bool_t overlaps (const RooAbsArg &testArg, Bool_t valueOnly=kFALSE) const
 Test if any of the nodes of tree are shared with that of the given tree.
 
const RooArgSetownedComponents () const
 
virtual void Print (Option_t *options=0) const
 Print the object to the defaultPrintStream().
 
virtual void printAddress (std::ostream &os) const
 Print class name of object.
 
virtual void printArgs (std::ostream &os) const
 Print object arguments, ie its proxies.
 
virtual void printClassName (std::ostream &os) const
 Print object class name.
 
void printCompactTree (const char *indent="", const char *fileName=0, const char *namePat=0, RooAbsArg *client=0)
 Print tree structure of expression tree on stdout, or to file if filename is specified.
 
void printCompactTree (std::ostream &os, const char *indent="", const char *namePat=0, RooAbsArg *client=0)
 Print tree structure of expression tree on given ostream.
 
virtual void printCompactTreeHook (std::ostream &os, const char *ind="")
 Hook function interface for object to insert additional information when printed in the context of a tree structure.
 
void printComponentTree (const char *indent="", const char *namePat=0, Int_t nLevel=999)
 Print tree structure of expression tree on given ostream, only branch nodes are printed.
 
void printDirty (Bool_t depth=kTRUE) const
 Print information about current value dirty state information.
 
virtual void printMetaArgs (std::ostream &) const
 
virtual void printName (std::ostream &os) const
 Print object name.
 
virtual void printTitle (std::ostream &os) const
 Print object title.
 
virtual void printTree (std::ostream &os, TString indent="") const
 Print object tree structure.
 
Bool_t recursiveCheckObservables (const RooArgSet *nset) const
 Recursively call checkObservables on all nodes in the expression tree.
 
void setAttribute (const Text_t *name, Bool_t value=kTRUE)
 Set (default) or clear a named boolean attribute of this object.
 
void setLocalNoDirtyInhibit (Bool_t flag) const
 
void SetName (const char *name)
 Set the name of the TNamed.
 
void SetNameTitle (const char *name, const char *title)
 Set all the TNamed parameters (name and title).
 
void setProhibitServerRedirect (Bool_t flag)
 
void setStringAttribute (const Text_t *key, const Text_t *value)
 Associate string 'value' to this object under key 'key'.
 
void setTransientAttribute (const Text_t *name, Bool_t value=kTRUE)
 Set (default) or clear a named boolean attribute of this object.
 
void setWorkspace (RooWorkspace &ws)
 
const std::map< std::string, std::string > & stringAttributes () const
 
const std::set< std::string > & transientAttributes () const
 
TIteratorclientIterator () const
 Retrieve a client iterator.
 
TIteratorvalueClientIterator () const
 
TIteratorshapeClientIterator () const
 
TIteratorserverIterator () const
 
RooFIter valueClientMIterator () const
 
RooFIter shapeClientMIterator () const
 
RooFIter serverMIterator () const
 
RooArgSetgetDependents (const RooArgSet &set) const
 
RooArgSetgetDependents (const RooAbsData *set) const
 
RooArgSetgetDependents (const RooArgSet *depList) const
 
Bool_t dependentOverlaps (const RooAbsData *dset, const RooAbsArg &testArg) const
 
Bool_t dependentOverlaps (const RooArgSet *depList, const RooAbsArg &testArg) const
 
Bool_t checkDependents (const RooArgSet *nset) const
 
Bool_t recursiveCheckDependents (const RooArgSet *nset) const
 
const RefCountList_tclients () const
 List of all clients of this object.
 
const RefCountList_tvalueClients () const
 List of all value clients of this object. Value clients receive value updates.
 
const RefCountList_tshapeClients () const
 List of all shape clients of this object.
 
const RefCountList_tservers () const
 List of all servers of this object.
 
RooAbsArgfindServer (const char *name) const
 Return server of this with name name. Returns nullptr if not found.
 
RooAbsArgfindServer (const RooAbsArg &arg) const
 Return server of this that has the same name as arg. Returns nullptr if not found.
 
RooAbsArgfindServer (Int_t index) const
 Return i-th server from server list.
 
Bool_t isValueServer (const RooAbsArg &arg) const
 Check if this is serving values to arg.
 
Bool_t isValueServer (const char *name) const
 Check if this is serving values to an object with name name.
 
Bool_t isShapeServer (const RooAbsArg &arg) const
 Check if this is serving shape to arg.
 
Bool_t isShapeServer (const char *name) const
 Check if this is serving shape to an object with name name.
 
void leafNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with all leaf nodes of the arg tree, starting with ourself as top node.
 
void branchNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with all branch nodes of the arg tree starting with ourself as top node.
 
void treeNodeServerList (RooAbsCollection *list, const RooAbsArg *arg=0, Bool_t doBranch=kTRUE, Bool_t doLeaf=kTRUE, Bool_t valueOnly=kFALSE, Bool_t recurseNonDerived=kFALSE) const
 Fill supplied list with nodes of the arg tree, following all server links, starting with ourself as top node.
 
virtual Bool_t isFundamental () const
 Is this object a fundamental type that can be added to a dataset? Fundamental-type subclasses override this method to return kTRUE.
 
virtual Bool_t isLValue () const
 Is this argument an l-value, i.e., can it appear on the left-hand side of an assignment expression? LValues are also special since they can potentially be analytically integrated and generated.
 
Bool_t redirectServers (const RooAbsCollection &newServerList, Bool_t mustReplaceAll=kFALSE, Bool_t nameChange=kFALSE, Bool_t isRecursionStep=kFALSE)
 Replace all direct servers of this object with the new servers in newServerList.
 
Bool_t recursiveRedirectServers (const RooAbsCollection &newServerList, Bool_t mustReplaceAll=kFALSE, Bool_t nameChange=kFALSE, Bool_t recurseInNewSet=kTRUE)
 Recursively replace all servers with the new servers in newSet.
 
virtual void serverNameChangeHook (const RooAbsArg *, const RooAbsArg *)
 
void addServer (RooAbsArg &server, Bool_t valueProp=kTRUE, Bool_t shapeProp=kFALSE, std::size_t refCount=1)
 Register another RooAbsArg as a server to us, ie, declare that we depend on it.
 
void addServerList (RooAbsCollection &serverList, Bool_t valueProp=kTRUE, Bool_t shapeProp=kFALSE)
 Register a list of RooAbsArg as servers to us by calling addServer() for each arg in the list.
 
void replaceServer (RooAbsArg &oldServer, RooAbsArg &newServer, Bool_t valueProp, Bool_t shapeProp)
 Replace 'oldServer' with 'newServer'.
 
void changeServer (RooAbsArg &server, Bool_t valueProp, Bool_t shapeProp)
 Change dirty flag propagation mask for specified server.
 
void removeServer (RooAbsArg &server, Bool_t force=kFALSE)
 Unregister another RooAbsArg as a server to us, ie, declare that we no longer depend on its value and shape.
 
RooAbsArgfindNewServer (const RooAbsCollection &newSet, Bool_t nameChange) const
 Find the new server in the specified set that matches the old server.
 
virtual void optimizeCacheMode (const RooArgSet &observables)
 Activate cache mode optimization with given definition of observables.
 
virtual void optimizeCacheMode (const RooArgSet &observables, RooArgSet &optNodes, RooLinkedList &processedNodes)
 Activate cache mode optimization with given definition of observables.
 
Bool_t findConstantNodes (const RooArgSet &observables, RooArgSet &cacheList)
 Find branch nodes with all-constant parameters, and add them to the list of nodes that can be cached with a dataset in a test statistic calculation.
 
Bool_t findConstantNodes (const RooArgSet &observables, RooArgSet &cacheList, RooLinkedList &processedNodes)
 Find branch nodes with all-constant parameters, and add them to the list of nodes that can be cached with a dataset in a test statistic calculation.
 
virtual void constOptimizeTestStatistic (ConstOpCode opcode, Bool_t doAlsoTrackingOpt=kTRUE)
 Interface function signaling a request to perform constant term optimization.
 
virtual CacheMode canNodeBeCached () const
 
virtual void setCacheAndTrackHints (RooArgSet &)
 
Bool_t isShapeDirty () const
 
Bool_t isValueDirty () const
 
Bool_t isValueDirtyAndClear () const
 
Bool_t isValueOrShapeDirtyAndClear () const
 
void registerCache (RooAbsCache &cache)
 Register RooAbsCache with this object.
 
void unRegisterCache (RooAbsCache &cache)
 Unregister a RooAbsCache. Called from the RooAbsCache destructor.
 
Int_t numCaches () const
 Return number of registered caches.
 
RooAbsCachegetCache (Int_t index) const
 Return registered cache object by index.
 
OperMode operMode () const
 Query the operation mode of this node.
 
void setOperMode (OperMode mode, Bool_t recurseADirty=kTRUE)
 Set the operation mode of this node.
 
void setValueDirty ()
 Mark the element dirty. This forces a re-evaluation when a value is requested.
 
void setShapeDirty ()
 Notify that a shape-like property (e.g. binning) has changed.
 
const char * aggregateCacheUniqueSuffix () const
 
virtual const char * cacheUniqueSuffix () const
 
void wireAllCaches ()
 
RooExpensiveObjectCacheexpensiveObjectCache () const
 
virtual void setExpensiveObjectCache (RooExpensiveObjectCache &cache)
 
- Public Member Functions inherited from TNamed
 TNamed ()
 
 TNamed (const char *name, const char *title)
 
 TNamed (const TNamed &named)
 TNamed copy ctor.
 
 TNamed (const TString &name, const TString &title)
 
virtual ~TNamed ()
 TNamed destructor.
 
virtual void Clear (Option_t *option="")
 Set name and title to empty strings ("").
 
virtual void Copy (TObject &named) const
 Copy this to obj.
 
virtual void FillBuffer (char *&buffer)
 Encode TNamed into output buffer.
 
virtual const char * GetName () const
 Returns name of object.
 
virtual const char * GetTitle () const
 Returns title of object.
 
virtual ULong_t Hash () const
 Return hash value for this object.
 
virtual void ls (Option_t *option="") const
 List TNamed name and title.
 
TNamedoperator= (const TNamed &rhs)
 TNamed assignment operator.
 
virtual void SetTitle (const char *title="")
 Set the title of the TNamed.
 
virtual Int_t Sizeof () const
 Return size of the TNamed part of the TObject.
 
- Public Member Functions inherited from TObject
 TObject ()
 TObject constructor.
 
 TObject (const TObject &object)
 TObject copy ctor.
 
virtual ~TObject ()
 TObject destructor.
 
void AbstractMethod (const char *method) const
 Use this method to implement an "abstract" method that you don't want to leave purely abstract.
 
virtual void AppendPad (Option_t *option="")
 Append graphics object to current pad.
 
virtual void Browse (TBrowser *b)
 Browse object. May be overridden for another default action.
 
ULong_t CheckedHash ()
 Check and record whether this class has a consistent Hash/RecursiveRemove setup (*) and then return the regular Hash value for this object.
 
virtual const char * ClassName () const
 Returns name of class to which the object belongs.
 
virtual void Delete (Option_t *option="")
 Delete this object.
 
virtual Int_t DistancetoPrimitive (Int_t px, Int_t py)
 Computes distance from point (px,py) to the object.
 
virtual void Draw (Option_t *option="")
 Default Draw method for all objects.
 
virtual void DrawClass () const
 Draw class inheritance tree of the class to which this object belongs.
 
virtual TObjectDrawClone (Option_t *option="") const
 Draw a clone of this object in the current selected pad for instance with: gROOT->SetSelectedPad(gPad).
 
virtual void Dump () const
 Dump contents of object on stdout.
 
virtual void Error (const char *method, const char *msgfmt,...) const
 Issue error message.
 
virtual void Execute (const char *method, const char *params, Int_t *error=0)
 Execute method on this object with the given parameter string, e.g.
 
virtual void Execute (TMethod *method, TObjArray *params, Int_t *error=0)
 Execute method on this object with parameters stored in the TObjArray.
 
virtual void ExecuteEvent (Int_t event, Int_t px, Int_t py)
 Execute action corresponding to an event at (px,py).
 
virtual void Fatal (const char *method, const char *msgfmt,...) const
 Issue fatal error message.
 
virtual TObjectFindObject (const char *name) const
 Must be redefined in derived classes.
 
virtual TObjectFindObject (const TObject *obj) const
 Must be redefined in derived classes.
 
virtual Option_tGetDrawOption () const
 Get option used by the graphics system to draw this object.
 
virtual const char * GetIconName () const
 Returns mime type name of object.
 
virtual char * GetObjectInfo (Int_t px, Int_t py) const
 Returns string containing info about the object at position (px,py).
 
virtual Option_tGetOption () const
 
virtual UInt_t GetUniqueID () const
 Return the unique object id.
 
virtual Bool_t HandleTimer (TTimer *timer)
 Execute action in response of a timer timing out.
 
Bool_t HasInconsistentHash () const
 Return true is the type of this object is known to have an inconsistent setup for Hash and RecursiveRemove (i.e.
 
virtual void Info (const char *method, const char *msgfmt,...) const
 Issue info message.
 
virtual Bool_t InheritsFrom (const char *classname) const
 Returns kTRUE if object inherits from class "classname".
 
virtual Bool_t InheritsFrom (const TClass *cl) const
 Returns kTRUE if object inherits from TClass cl.
 
virtual void Inspect () const
 Dump contents of this object in a graphics canvas.
 
void InvertBit (UInt_t f)
 
virtual Bool_t IsEqual (const TObject *obj) const
 Default equal comparison (objects are equal if they have the same address in memory).
 
virtual Bool_t IsFolder () const
 Returns kTRUE in case object contains browsable objects (like containers or lists of other objects).
 
R__ALWAYS_INLINE Bool_t IsOnHeap () const
 
R__ALWAYS_INLINE Bool_t IsZombie () const
 
void MayNotUse (const char *method) const
 Use this method to signal that a method (defined in a base class) may not be called in a derived class (in principle against good design since a child class should not provide less functionality than its parent, however, sometimes it is necessary).
 
virtual Bool_t Notify ()
 This method must be overridden to handle object notification.
 
void Obsolete (const char *method, const char *asOfVers, const char *removedFromVers) const
 Use this method to declare a method obsolete.
 
void operator delete (void *ptr)
 Operator delete.
 
void operator delete[] (void *ptr)
 Operator delete [].
 
voidoperator new (size_t sz)
 
voidoperator new (size_t sz, void *vp)
 
voidoperator new[] (size_t sz)
 
voidoperator new[] (size_t sz, void *vp)
 
TObjectoperator= (const TObject &rhs)
 TObject assignment operator.
 
virtual void Paint (Option_t *option="")
 This method must be overridden if a class wants to paint itself.
 
virtual void Pop ()
 Pop on object drawn in a pad to the top of the display list.
 
virtual Int_t Read (const char *name)
 Read contents of object with specified name from the current directory.
 
virtual void RecursiveRemove (TObject *obj)
 Recursively remove this object from a list.
 
void ResetBit (UInt_t f)
 
virtual void SaveAs (const char *filename="", Option_t *option="") const
 Save this object in the file specified by filename.
 
virtual void SavePrimitive (std::ostream &out, Option_t *option="")
 Save a primitive as a C++ statement(s) on output stream "out".
 
void SetBit (UInt_t f)
 
void SetBit (UInt_t f, Bool_t set)
 Set or unset the user status bits as specified in f.
 
virtual void SetDrawOption (Option_t *option="")
 Set drawing option for object.
 
virtual void SetUniqueID (UInt_t uid)
 Set the unique object id.
 
virtual void SysError (const char *method, const char *msgfmt,...) const
 Issue system error message.
 
R__ALWAYS_INLINE Bool_t TestBit (UInt_t f) const
 
Int_t TestBits (UInt_t f) const
 
virtual void UseCurrentStyle ()
 Set current style settings in this object This function is called when either TCanvas::UseCurrentStyle or TROOT::ForceStyle have been invoked.
 
virtual void Warning (const char *method, const char *msgfmt,...) const
 Issue warning message.
 
virtual Int_t Write (const char *name=0, Int_t option=0, Int_t bufsize=0)
 Write this object to the current directory.
 
virtual Int_t Write (const char *name=0, Int_t option=0, Int_t bufsize=0) const
 Write this object to the current directory.
 
- Public Member Functions inherited from RooPrintable
 RooPrintable ()
 
virtual ~RooPrintable ()
 
virtual StyleOption defaultPrintStyle (Option_t *opt) const
 
virtual void printExtras (std::ostream &os) const
 Interface to print extras of object.
 
virtual void printStream (std::ostream &os, Int_t contents, StyleOption style, TString indent="") const
 Print description of object on ostream, printing contents set by contents integer, which is interpreted as an OR of 'enum ContentsOptions' values and in the style given by 'enum StyleOption'.
 

Protected Member Functions

void boxInfoInit (BoxInfo *bi, const char *rangeName, Int_t code) const
 
void calculateBandWidth ()
 
void calculatePreNorm (BoxInfo *bi) const
 bi->nEventsBMSW=0.; bi->nEventsBW=0.;
 
void calculateShell (BoxInfo *bi) const
 determine points in +/- nSigma shell around the box determined by the variable ranges.
 
void checkInitWeights () const
 
RooDataSetcreateDatasetFromHist (const RooArgList &varList, const TH1 &hist) const
 
void createPdf (Bool_t firstCall=kTRUE)
 evaluation order of constructor.
 
Double_t evaluate () const
 Evaluate this PDF / function / constant. Needs to be overridden by all derived classes.
 
Double_t gauss (std::vector< Double_t > &x, std::vector< std::vector< Double_t > > &weights) const
 loop over all closest point to x, as determined by loopRange()
 
void initialize ()
 initialization
 
void loadDataSet (Bool_t firstCall)
 copy the dataset and calculate some useful variables
 
void loadWeightSet ()
 
void loopRange (std::vector< Double_t > &x, std::map< Int_t, Bool_t > &ibMap) const
 determine closest points to x, to loop over in evaluate()
 
void mirrorDataSet ()
 determine mirror dataset.
 
void setOptions ()
 set the configuration
 
void sortDataIndices (BoxInfo *bi=0)
 sort entries, as needed for loopRange()
 
void updateRho () const
 
- Protected Member Functions inherited from RooAbsPdf
 RooAbsPdf (const RooAbsPdf &other, const char *name=0)
 Copy constructor.
 
virtual RooPlotplotOn (RooPlot *frame, PlotOpt o) const
 Plot oneself on 'frame'.
 
Int_trandomizeProtoOrder (Int_t nProto, Int_t nGen, Bool_t resample=kFALSE) const
 Return lookup table with randomized access order for prototype events, given nProto prototype data events and nGen events that will actually be accessed.
 
virtual Bool_t redirectServersHook (const RooAbsCollection &, Bool_t, Bool_t, Bool_t)
 Function that is called at the end of redirectServers().
 
virtual Bool_t syncNormalization (const RooArgSet *dset, Bool_t adjustProxies=kTRUE) const
 Verify that the normalization integral cached with this PDF is valid for given set of normalization observables.
 
- Protected Member Functions inherited from RooAbsReal
virtual void attachToTree (TTree &t, Int_t bufSize=32000)
 Attach object to a branch of given TTree.
 
virtual void attachToVStore (RooVectorDataStore &vstore)
 
RooFitResultchi2FitDriver (RooAbsReal &fcn, RooLinkedList &cmdList)
 Internal driver function for chi2 fits.
 
virtual void copyCache (const RooAbsArg *source, Bool_t valueOnly=kFALSE, Bool_t setValDirty=kTRUE)
 Copy the cached value of another RooAbsArg to our cache.
 
RooAbsRealcreateIntObj (const RooArgSet &iset, const RooArgSet *nset, const RooNumIntConfig *cfg, const char *rangeName) const
 Internal utility function for createIntegral() that creates the actual integral object.
 
virtual RooSpan< doubleevaluateBatch (std::size_t, std::size_t)=delete
 
virtual RooSpan< doubleevaluateSpan (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_t isValid () const
 Check if current value is valid.
 
virtual Bool_t isValidReal (Double_t value, Bool_t printError=kFALSE) const
 Interface function to check if given value is a valid value for this object.
 
void makeProjectionSet (const RooAbsArg *plotVar, const RooArgSet *allVars, RooArgSet &projectedVars, Bool_t silent) const
 Utility function for plotOn() that constructs the set of observables to project when plotting ourselves as function of 'plotVar'.
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b, const RooArgProxy &c) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgProxy &a, const RooArgProxy &b, const RooArgProxy &c, const RooArgProxy &d) const
 Utility function for use in getAnalyticalIntegral().
 
Bool_t matchArgs (const RooArgSet &allDeps, RooArgSet &numDeps, const RooArgSet &set) const
 Utility function for use in getAnalyticalIntegral().
 
virtual RooPlotplotAsymOn (RooPlot *frame, const RooAbsCategoryLValue &asymCat, PlotOpt o) const
 
void plotOnCompSelect (RooArgSet *selNodes) const
 Helper function for plotting of composite p.d.fs.
 
RooPlotplotOnWithErrorBand (RooPlot *frame, const RooFitResult &fr, Double_t Z, const RooArgSet *params, const RooLinkedList &argList, Bool_t method1) const
 Plot function or PDF on frame with support for visualization of the uncertainty encoded in the given fit result fr.
 
Bool_t plotSanityChecks (RooPlot *frame) const
 Utility function for plotOn(), perform general sanity check on frame to ensure safe plotting operations.
 
void selectComp (Bool_t flag)
 
virtual void selectNormalization (const RooArgSet *depSet=0, Bool_t force=kFALSE)
 Interface function to force use of a given set of observables to interpret function value.
 
virtual void selectNormalizationRange (const char *rangeName=0, Bool_t force=kFALSE)
 Interface function to force use of a given normalization range to interpret function value.
 
virtual void setTreeBranchStatus (TTree &t, Bool_t active)
 (De)Activate associated tree branch
 
virtual void syncCache (const RooArgSet *set=0)
 
Double_t traceEval (const RooArgSet *set) const
 Calculate current value of object, with error tracing wrapper.
 
- Protected Member Functions inherited from RooAbsArg
void attachToStore (RooAbsDataStore &store)
 Attach this argument to the data store such that it reads data from there.
 
TString cleanBranchName () const
 Construct a mangled name from the actual name that is free of any math symbols that might be interpreted by TTree.
 
void clearShapeDirty () const
 
void clearValueAndShapeDirty () const
 
void clearValueDirty () const
 
virtual void getObservablesHook (const RooArgSet *, RooArgSet *) const
 
virtual void getParametersHook (const RooArgSet *, RooArgSet *, Bool_t) const
 
void graphVizAddConnections (std::set< std::pair< RooAbsArg *, RooAbsArg * > > &)
 Utility function that inserts all point-to-point client-server connections between any two RooAbsArgs in the expression tree headed by this object in the linkSet argument.
 
Bool_t inhibitDirty () const
 Delete watch flag.
 
virtual void ioStreamerPass2 ()
 Method called by workspace container to finalize schema evolution issues that cannot be handled in a single ioStreamer pass.
 
virtual void operModeHook ()
 
virtual void optimizeDirtyHook (const RooArgSet *)
 
void printAttribList (std::ostream &os) const
 Transient boolean attributes (not copied in ctor)
 
void registerProxy (RooArgProxy &proxy)
 Register an RooArgProxy in the proxy list.
 
void registerProxy (RooListProxy &proxy)
 Register an RooListProxy in the proxy list.
 
void registerProxy (RooSetProxy &proxy)
 Register an RooSetProxy in the proxy list.
 
void setProxyNormSet (const RooArgSet *nset)
 Forward a change in the cached normalization argset to all the registered proxies.
 
void setShapeDirty (const RooAbsArg *source)
 Notify that a shape-like property (e.g. binning) has changed.
 
void setValueDirty (const RooAbsArg *source)
 Force element to re-evaluate itself when a value is requested.
 
void unRegisterProxy (RooArgProxy &proxy)
 Remove proxy from proxy list.
 
void unRegisterProxy (RooListProxy &proxy)
 Remove proxy from proxy list.
 
void unRegisterProxy (RooSetProxy &proxy)
 Remove proxy from proxy list.
 
- Protected Member Functions inherited from TObject
virtual void DoError (int level, const char *location, const char *fmt, va_list va) const
 Interface to ErrorHandler (protected).
 
void MakeZombie ()
 

Protected Attributes

std::vector< Int_t_bIdcs
 
std::vector< Int_t_bmsIdcs
 
std::map< Int_t, Bool_t_bpsIdcs
 
TMatrixDSym_corrMat {nullptr}
 
TMatrixDSym_covMat {nullptr}
 
Double_t _d {0.}
 
const RooDataSet_data
 
std::vector< std::vector< Double_t > > _dataPts
 
std::vector< TVectorD_dataPtsR
 
RooArgSet _dataVars
 
Bool_t _debug {false}
 
TVectorD_dx {nullptr}
 
Bool_t _fixedShape {false}
 
BoxInfo _fullBoxInfo
 
std::map< Int_t, Bool_t_ibNoSort
 
std::vector< Int_t_idx
 
Double_t _maxWeight {0.}
 
std::vector< Double_t_mean
 
Double_t _minWeight {0.}
 
Bool_t _mirror {false}
 
Double_t _n {0.}
 
Int_t _nAdpt
 
Int_t _nDim {0}
 
Bool_t _netFluxZ {false}
 
Int_t _nEvents {0}
 
Double_t _nEventsBMSW {0.}
 
Double_t _nEventsBW {0.}
 
Int_t _nEventsM {0}
 
Double_t _nEventsW {0.}
 
Double_t _nSigma
 
TString _options
 do not persist
 
std::unique_ptr< RooDataSet_ownedData {nullptr}
 
std::map< std::pair< std::string, int >, BoxInfo * > _rangeBoxInfo
 
std::vector< Double_t_rho
 
RooListProxy _rhoList
 
Bool_t _rotate
 
TMatrixD_rotMat {nullptr}
 
std::vector< Int_t_sIdcs
 
std::vector< Double_t_sigma
 
Double_t _sigmaAvgR {0.}
 
TVectorD_sigmaR {nullptr}
 
Bool_t _sortInput
 
std::vector< itVec_sortTVIdcs
 Weights to be used. Points either to _weights0 or _weights1.
 
RooChangeTracker_tracker {nullptr}
 
RooListProxy _varList
 
std::vector< std::string > _varName
 
Bool_t _verbose {false}
 
std::vector< std::vector< Double_t > > * _weights {nullptr}
 
std::vector< std::vector< Double_t > > _weights0
 
std::vector< std::vector< Double_t > > _weights1
 
Double_t _widthFactor
 
std::map< Int_t, Double_t_wMap
 
std::vector< Double_t_x
 
std::vector< Double_t_x0
 
std::vector< Double_t_x1
 
std::vector< Double_t_x2
 
std::vector< Double_t_xDatHi
 
std::vector< Double_t_xDatHi3s
 
std::vector< Double_t_xDatLo
 
std::vector< Double_t_xDatLo3s
 
std::vector< Double_t_xVarHi
 
std::vector< Double_t_xVarHiM3s
 
std::vector< Double_t_xVarHiP3s
 
std::vector< Double_t_xVarLo
 
std::vector< Double_t_xVarLoM3s
 
std::vector< Double_t_xVarLoP3s
 
- Protected Attributes inherited from RooAbsPdf
Int_t _errorCount
 
Int_t _negCount
 
RooAbsReal_norm = nullptr
 
RooObjCacheManager _normMgr
 
TString _normRange
 MC generator configuration specific for this object.
 
RooArgSet const * _normSet = nullptr
 Normalization integral (owned by _normMgr)
 
Double_t _rawValue
 
Bool_t _selectComp
 
RooNumGenConfig_specGeneratorConfig
 
Int_t _traceCount
 
- Protected Attributes inherited from RooAbsReal
Bool_t _forceNumInt
 
TString _label
 
RooArgSet_lastNSet
 
Int_t _plotBins
 
Double_t _plotMax
 
Double_t _plotMin
 
Bool_t _selectComp
 
RooNumIntConfig_specIntegratorConfig
 
TString _unit
 
Double_t _value
 
- Protected Attributes inherited from RooAbsArg
bool _allBatchesDirty {true}
 
std::set< std::string > _boolAttrib
 
std::set< std::string > _boolAttribTransient
 
std::deque< RooAbsCache * > _cacheList
 
RefCountList_t _clientList
 
RefCountList_t _clientListShape
 
RefCountList_t _clientListValue
 
Bool_t _deleteWatch
 
RooExpensiveObjectCache_eocache {nullptr}
 Prohibit server redirects – Debugging tool.
 
Bool_t _fast
 
Bool_t _isConstant
 Do not persist. Pointer to global instance of string that matches object named.
 
Bool_t _localNoInhibitDirty
 Cached isConstant status.
 
RooWorkspace_myws
 Prevent 'AlwaysDirty' mode for this node.
 
TNamed_namePtr
 
OperMode _operMode
 Mark batches as dirty (only meaningful for RooAbsReal).
 
RooArgSet_ownedComponents
 
Bool_t _prohibitServerRedirect
 Set of owned component.
 
RooRefArray _proxyList
 
RefCountList_t _serverList
 
Bool_t _shapeDirty
 
std::map< std::string, std::string > _stringAttrib
 
Bool_t _valueDirty
 
- Protected Attributes inherited from TNamed
TString fName
 
TString fTitle
 

Additional Inherited Members

- Static Public Member Functions inherited from RooAbsPdf
static RooNumGenConfigdefaultGeneratorConfig ()
 Returns the default numeric MC generator configuration for all RooAbsReals.
 
static int verboseEval ()
 Return global level of verbosity for p.d.f. evaluations.
 
static void verboseEval (Int_t stat)
 Change global level of verbosity for p.d.f. evaluations.
 
- Static Public Member Functions inherited from RooAbsReal
static void clearEvalErrorLog ()
 Clear the stack of evaluation error messages.
 
static RooNumIntConfigdefaultIntegratorConfig ()
 Returns the default numeric integration configuration for all RooAbsReals.
 
static EvalErrorIter evalErrorIter ()
 
static ErrorLoggingMode evalErrorLoggingMode ()
 Return current evaluation error logging mode.
 
static Bool_t hideOffset ()
 
static void logEvalError (const RooAbsReal *originator, const char *origName, const char *message, const char *serverValueString=0)
 Interface to insert remote error logging messages received by RooRealMPFE into current error loggin stream.
 
static Int_t numEvalErrorItems ()
 
static Int_t numEvalErrors ()
 Return the number of logged evaluation errors since the last clearing.
 
static void printEvalErrors (std::ostream &os=std::cout, Int_t maxPerNode=10000000)
 Print all outstanding logged evaluation error on the given ostream.
 
static void setCacheCheck (Bool_t flag)
 
static void setEvalErrorLoggingMode (ErrorLoggingMode m)
 Set evaluation error logging mode.
 
static void setHideOffset (Bool_t flag)
 
- Static Public Member Functions inherited from RooAbsArg
static void setDirtyInhibit (Bool_t flag)
 Control global dirty inhibit mode.
 
static void verboseDirty (Bool_t flag)
 Activate verbose messaging related to dirty flag propagation.
 
- Static Public Member Functions inherited from TObject
static Long_t GetDtorOnly ()
 Return destructor only flag.
 
static Bool_t GetObjectStat ()
 Get status of object stat flag.
 
static void SetDtorOnly (void *obj)
 Set destructor only flag.
 
static void SetObjectStat (Bool_t stat)
 Turn on/off tracking of objects in the TObjectTable.
 
- Static Public Member Functions inherited from RooPrintable
static std::ostream & defaultPrintStream (std::ostream *os=0)
 Return a reference to the current default stream to use in Print().
 
static void nameFieldLength (Int_t newLen)
 Set length of field reserved from printing name of RooAbsArgs in multi-line collection printing to given amount.
 
- Protected Types inherited from TObject
enum  { kOnlyPrepStep = BIT(3) }
 
- Static Protected Member Functions inherited from RooAbsReal
static void globalSelectComp (Bool_t flag)
 Global switch controlling the activation of the selectComp() functionality.
 
- Static Protected Member Functions inherited from RooAbsArg
static void ioStreamerPass2Finalize ()
 Method called by workspace container to finalize schema evolution issues that cannot be handled in a single ioStreamer pass.
 
- Static Protected Attributes inherited from RooAbsPdf
static TString _normRangeOverride
 
static Int_t _verboseEval = 0
 
- Static Protected Attributes inherited from RooAbsReal
static Bool_t _globalSelectComp = false
 Component selection flag for RooAbsPdf::plotCompOn.
 
static Bool_t _hideOffset = kTRUE
 
- Static Protected Attributes inherited from RooAbsArg
static Bool_t _inhibitDirty
 
static Bool_t _verboseDirty
 
- Static Protected Attributes inherited from RooPrintable
static Int_t _nameLength
 

#include <RooNDKeysPdf.h>

Inheritance diagram for RooNDKeysPdf:
[legend]

Member Enumeration Documentation

◆ Mirror

Enumerator
NoMirror 
MirrorLeft 
MirrorRight 
MirrorBoth 
MirrorAsymLeft 
MirrorAsymLeftRight 
MirrorAsymRight 
MirrorLeftAsymRight 
MirrorAsymBoth 

Definition at line 52 of file RooNDKeysPdf.h.

Constructor & Destructor Documentation

◆ RooNDKeysPdf() [1/9]

RooNDKeysPdf::RooNDKeysPdf ( )
default

◆ RooNDKeysPdf() [2/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
const RooArgList varList,
const RooDataSet data,
TString  options = "ma",
Double_t  rho = 1,
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Construct N-dimensional kernel estimation p.d.f.

in observables 'varList' from dataset 'data'. Options can be

  • 'a' = Use adaptive kernels (width varies with local event density)
  • 'm' = Mirror data points over observable boundaries. Improves modeling behavior at edges for distributions that are not close to zero at edge
  • 'd' = Debug flag
  • 'v' = Verbose flag

The parameter rho (default = 1) provides an overall scale factor that can be applied to the bandwith calculated for each kernel. The nSigma parameter determines the size of the box that is used to search for contributing kernels around a given point in observable space. The nSigma parameters is used in case of non-adaptive bandwidths and for the 1st non-adaptive pass for the calculation of adaptive keys p.d.f.s.

The optional weight arguments allows to specify an observable or function expression in observables that specifies the weight of each event.

Definition at line 71 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [3/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
const RooArgList varList,
const TH1 hist,
TString  options = "ma",
Double_t  rho = 1,
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Constructor.

Definition at line 95 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [4/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
const RooArgList varList,
const RooDataSet data,
const TVectorD rho,
TString  options = "ma",
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Constructor.

Definition at line 118 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [5/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
const RooArgList varList,
const RooDataSet data,
const RooArgList rhoList,
TString  options = "ma",
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Backward compatibility constructor for (1-dim) RooKeysPdf.

If you are a new user, please use the first constructor form.

Definition at line 157 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [6/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
const RooArgList varList,
const TH1 hist,
const RooArgList rhoList,
TString  options = "ma",
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Constructor.

Definition at line 203 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [7/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
RooAbsReal x,
const RooDataSet data,
Mirror  mirror = NoMirror,
Double_t  rho = 1,
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Constructor.

Definition at line 250 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [8/9]

RooNDKeysPdf::RooNDKeysPdf ( const char *  name,
const char *  title,
RooAbsReal x,
RooAbsReal y,
const RooDataSet data,
TString  options = "ma",
Double_t  rho = 1.0,
Double_t  nSigma = 3,
Bool_t  rotate = kTRUE,
Bool_t  sortInput = kTRUE 
)

Backward compatibility constructor for Roo2DKeysPdf.

If you are a new user, please use the first constructor form.

Definition at line 273 of file RooNDKeysPdf.cxx.

◆ RooNDKeysPdf() [9/9]

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

Constructor.

Definition at line 289 of file RooNDKeysPdf.cxx.

◆ ~RooNDKeysPdf()

RooNDKeysPdf::~RooNDKeysPdf ( )
virtual

Definition at line 362 of file RooNDKeysPdf.cxx.

Member Function Documentation

◆ analyticalIntegral()

Double_t RooNDKeysPdf::analyticalIntegral ( Int_t  code,
const char *  rangeName = 0 
) const
virtual

Implements the actual analytical integral(s) advertised by getAnalyticalIntegral.

This functions will only be called with codes returned by getAnalyticalIntegral, except code zero.

Reimplemented from RooAbsReal.

Definition at line 1145 of file RooNDKeysPdf.cxx.

◆ boxInfoInit()

void RooNDKeysPdf::boxInfoInit ( BoxInfo bi,
const char *  rangeName,
Int_t  code 
) const
protected

Definition at line 1071 of file RooNDKeysPdf.cxx.

◆ calculateBandWidth()

void RooNDKeysPdf::calculateBandWidth ( )
protected

Definition at line 893 of file RooNDKeysPdf.cxx.

◆ calculatePreNorm()

void RooNDKeysPdf::calculatePreNorm ( BoxInfo bi) const
protected

bi->nEventsBMSW=0.; bi->nEventsBW=0.;

Definition at line 836 of file RooNDKeysPdf.cxx.

◆ calculateShell()

void RooNDKeysPdf::calculateShell ( BoxInfo bi) const
protected

determine points in +/- nSigma shell around the box determined by the variable ranges.

These points are needed in the normalization, to determine probability leakage in and out of the box.

Definition at line 765 of file RooNDKeysPdf.cxx.

◆ checkInitWeights()

void RooNDKeysPdf::checkInitWeights ( ) const
inlineprotected

Definition at line 135 of file RooNDKeysPdf.h.

◆ clone()

virtual TObject * RooNDKeysPdf::clone ( const char *  newname) const
inlinevirtual

Implements RooAbsArg.

Definition at line 88 of file RooNDKeysPdf.h.

◆ createDatasetFromHist()

RooDataSet * RooNDKeysPdf::createDatasetFromHist ( const RooArgList varList,
const TH1 hist 
) const
protected

Definition at line 1242 of file RooNDKeysPdf.cxx.

◆ createPdf()

void RooNDKeysPdf::createPdf ( Bool_t  firstCall = kTRUE)
protected

evaluation order of constructor.

Definition at line 384 of file RooNDKeysPdf.cxx.

◆ evaluate()

Double_t RooNDKeysPdf::evaluate ( ) const
protectedvirtual

Evaluate this PDF / function / constant. Needs to be overridden by all derived classes.

Implements RooAbsReal.

Definition at line 1107 of file RooNDKeysPdf.cxx.

◆ fixShape()

void RooNDKeysPdf::fixShape ( Bool_t  fix)
inline

Definition at line 93 of file RooNDKeysPdf.h.

◆ gauss()

Double_t RooNDKeysPdf::gauss ( std::vector< Double_t > &  x,
std::vector< std::vector< Double_t > > &  weights 
) const
protected

loop over all closest point to x, as determined by loopRange()

Definition at line 965 of file RooNDKeysPdf.cxx.

◆ getAnalyticalIntegral()

Int_t RooNDKeysPdf::getAnalyticalIntegral ( RooArgSet allVars,
RooArgSet analVars,
const char *  rangeName = 0 
) const
virtual

Interface function getAnalyticalIntergral advertises the analytical integrals that are supported.

'integSet' is the set of dependents for which integration is requested. The function should copy the subset of dependents it can analytically integrate to anaIntSet and return a unique identification code for this integration configuration. If no integration can be performed, zero should be returned.

Reimplemented from RooAbsReal.

Definition at line 1132 of file RooNDKeysPdf.cxx.

◆ getWeights()

TMatrixD RooNDKeysPdf::getWeights ( const int k) const

Return evaluated weights.

Definition at line 1324 of file RooNDKeysPdf.cxx.

◆ initialize()

void RooNDKeysPdf::initialize ( )
protected

initialization

Definition at line 455 of file RooNDKeysPdf.cxx.

◆ loadDataSet()

void RooNDKeysPdf::loadDataSet ( Bool_t  firstCall)
protected

copy the dataset and calculate some useful variables

Definition at line 525 of file RooNDKeysPdf.cxx.

◆ loadWeightSet()

void RooNDKeysPdf::loadWeightSet ( )
protected

Definition at line 745 of file RooNDKeysPdf.cxx.

◆ loopRange()

void RooNDKeysPdf::loopRange ( std::vector< Double_t > &  x,
std::map< Int_t, Bool_t > &  ibMap 
) const
protected

determine closest points to x, to loop over in evaluate()

Definition at line 1019 of file RooNDKeysPdf.cxx.

◆ mirrorDataSet()

void RooNDKeysPdf::mirrorDataSet ( )
protected

determine mirror dataset.

mirror points are added around the physical boundaries of the dataset Two steps:

  1. For each entry, determine if it should be mirrored (the mirror configuration).
  2. For each mirror configuration, make the mirror points.

Definition at line 656 of file RooNDKeysPdf.cxx.

◆ setOptions()

void RooNDKeysPdf::setOptions ( )
protected

set the configuration

Definition at line 418 of file RooNDKeysPdf.cxx.

◆ sortDataIndices()

void RooNDKeysPdf::sortDataIndices ( BoxInfo bi = 0)
protected

sort entries, as needed for loopRange()

Definition at line 855 of file RooNDKeysPdf.cxx.

◆ updateRho()

void RooNDKeysPdf::updateRho ( ) const
protected

Definition at line 1346 of file RooNDKeysPdf.cxx.

Member Data Documentation

◆ _bIdcs

std::vector<Int_t> RooNDKeysPdf::_bIdcs
protected

Definition at line 185 of file RooNDKeysPdf.h.

◆ _bmsIdcs

std::vector<Int_t> RooNDKeysPdf::_bmsIdcs
protected

Definition at line 186 of file RooNDKeysPdf.h.

◆ _bpsIdcs

std::map<Int_t,Bool_t> RooNDKeysPdf::_bpsIdcs
protected

Definition at line 182 of file RooNDKeysPdf.h.

◆ _corrMat

TMatrixDSym* RooNDKeysPdf::_corrMat {nullptr}
protected

Definition at line 198 of file RooNDKeysPdf.h.

◆ _covMat

TMatrixDSym* RooNDKeysPdf::_covMat {nullptr}
protected

Definition at line 197 of file RooNDKeysPdf.h.

◆ _d

Double_t RooNDKeysPdf::_d {0.}
protected

Definition at line 156 of file RooNDKeysPdf.h.

◆ _data

const RooDataSet* RooNDKeysPdf::_data
protected

Definition at line 142 of file RooNDKeysPdf.h.

◆ _dataPts

std::vector<std::vector<Double_t> > RooNDKeysPdf::_dataPts
protected

Definition at line 160 of file RooNDKeysPdf.h.

◆ _dataPtsR

std::vector<TVectorD> RooNDKeysPdf::_dataPtsR
protected

Definition at line 161 of file RooNDKeysPdf.h.

◆ _dataVars

RooArgSet RooNDKeysPdf::_dataVars
protected

Definition at line 170 of file RooNDKeysPdf.h.

◆ _debug

Bool_t RooNDKeysPdf::_debug {false}
protected

Definition at line 149 of file RooNDKeysPdf.h.

◆ _dx

TVectorD* RooNDKeysPdf::_dx {nullptr}
protected

Definition at line 201 of file RooNDKeysPdf.h.

◆ _fixedShape

Bool_t RooNDKeysPdf::_fixedShape {false}
protected

Definition at line 147 of file RooNDKeysPdf.h.

◆ _fullBoxInfo

BoxInfo RooNDKeysPdf::_fullBoxInfo
mutableprotected

Definition at line 190 of file RooNDKeysPdf.h.

◆ _ibNoSort

std::map<Int_t, Bool_t> RooNDKeysPdf::_ibNoSort
protected

Definition at line 183 of file RooNDKeysPdf.h.

◆ _idx

std::vector<Int_t> RooNDKeysPdf::_idx
protected

Definition at line 192 of file RooNDKeysPdf.h.

◆ _maxWeight

Double_t RooNDKeysPdf::_maxWeight {0.}
protected

Definition at line 194 of file RooNDKeysPdf.h.

◆ _mean

std::vector<Double_t> RooNDKeysPdf::_mean
protected

Definition at line 173 of file RooNDKeysPdf.h.

◆ _minWeight

Double_t RooNDKeysPdf::_minWeight {0.}
protected

Definition at line 193 of file RooNDKeysPdf.h.

◆ _mirror

Bool_t RooNDKeysPdf::_mirror {false}
protected

Definition at line 148 of file RooNDKeysPdf.h.

◆ _n

Double_t RooNDKeysPdf::_n {0.}
protected

Definition at line 157 of file RooNDKeysPdf.h.

◆ _nAdpt

Int_t RooNDKeysPdf::_nAdpt
protected

Definition at line 206 of file RooNDKeysPdf.h.

◆ _nDim

Int_t RooNDKeysPdf::_nDim {0}
protected

Definition at line 152 of file RooNDKeysPdf.h.

◆ _netFluxZ

Bool_t RooNDKeysPdf::_netFluxZ {false}
protected

Definition at line 177 of file RooNDKeysPdf.h.

◆ _nEvents

Int_t RooNDKeysPdf::_nEvents {0}
protected

Definition at line 153 of file RooNDKeysPdf.h.

◆ _nEventsBMSW

Double_t RooNDKeysPdf::_nEventsBMSW {0.}
protected

Definition at line 179 of file RooNDKeysPdf.h.

◆ _nEventsBW

Double_t RooNDKeysPdf::_nEventsBW {0.}
protected

Definition at line 178 of file RooNDKeysPdf.h.

◆ _nEventsM

Int_t RooNDKeysPdf::_nEventsM {0}
protected

Definition at line 154 of file RooNDKeysPdf.h.

◆ _nEventsW

Double_t RooNDKeysPdf::_nEventsW {0.}
protected

Definition at line 155 of file RooNDKeysPdf.h.

◆ _nSigma

Double_t RooNDKeysPdf::_nSigma
protected

Definition at line 145 of file RooNDKeysPdf.h.

◆ _options

TString RooNDKeysPdf::_options
mutableprotected

do not persist

Definition at line 143 of file RooNDKeysPdf.h.

◆ _ownedData

std::unique_ptr<RooDataSet> RooNDKeysPdf::_ownedData {nullptr}
protected

Definition at line 141 of file RooNDKeysPdf.h.

◆ _rangeBoxInfo

std::map<std::pair<std::string,int>,BoxInfo*> RooNDKeysPdf::_rangeBoxInfo
mutableprotected

Definition at line 189 of file RooNDKeysPdf.h.

◆ _rho

std::vector<Double_t> RooNDKeysPdf::_rho
mutableprotected

Definition at line 169 of file RooNDKeysPdf.h.

◆ _rhoList

RooListProxy RooNDKeysPdf::_rhoList
protected

Definition at line 116 of file RooNDKeysPdf.h.

◆ _rotate

Bool_t RooNDKeysPdf::_rotate
protected

Definition at line 204 of file RooNDKeysPdf.h.

◆ _rotMat

TMatrixD* RooNDKeysPdf::_rotMat {nullptr}
protected

Definition at line 199 of file RooNDKeysPdf.h.

◆ _sIdcs

std::vector<Int_t> RooNDKeysPdf::_sIdcs
protected

Definition at line 184 of file RooNDKeysPdf.h.

◆ _sigma

std::vector<Double_t> RooNDKeysPdf::_sigma
protected

Definition at line 173 of file RooNDKeysPdf.h.

◆ _sigmaAvgR

Double_t RooNDKeysPdf::_sigmaAvgR {0.}
protected

Definition at line 202 of file RooNDKeysPdf.h.

◆ _sigmaR

TVectorD* RooNDKeysPdf::_sigmaR {nullptr}
protected

Definition at line 200 of file RooNDKeysPdf.h.

◆ _sortInput

Bool_t RooNDKeysPdf::_sortInput
protected

Definition at line 205 of file RooNDKeysPdf.h.

◆ _sortTVIdcs

std::vector<itVec> RooNDKeysPdf::_sortTVIdcs
protected

Weights to be used. Points either to _weights0 or _weights1.

Definition at line 166 of file RooNDKeysPdf.h.

◆ _tracker

RooChangeTracker* RooNDKeysPdf::_tracker {nullptr}
protected

Definition at line 208 of file RooNDKeysPdf.h.

◆ _varList

RooListProxy RooNDKeysPdf::_varList
protected

Definition at line 115 of file RooNDKeysPdf.h.

◆ _varName

std::vector<std::string> RooNDKeysPdf::_varName
protected

Definition at line 168 of file RooNDKeysPdf.h.

◆ _verbose

Bool_t RooNDKeysPdf::_verbose {false}
protected

Definition at line 150 of file RooNDKeysPdf.h.

◆ _weights

std::vector<std::vector<Double_t> >* RooNDKeysPdf::_weights {nullptr}
protected

Definition at line 164 of file RooNDKeysPdf.h.

◆ _weights0

std::vector<std::vector<Double_t> > RooNDKeysPdf::_weights0
protected

Definition at line 162 of file RooNDKeysPdf.h.

◆ _weights1

std::vector<std::vector<Double_t> > RooNDKeysPdf::_weights1
protected

Definition at line 163 of file RooNDKeysPdf.h.

◆ _widthFactor

Double_t RooNDKeysPdf::_widthFactor
protected

Definition at line 144 of file RooNDKeysPdf.h.

◆ _wMap

std::map<Int_t,Double_t> RooNDKeysPdf::_wMap
protected

Definition at line 195 of file RooNDKeysPdf.h.

◆ _x

std::vector<Double_t> RooNDKeysPdf::_x
mutableprotected

Definition at line 171 of file RooNDKeysPdf.h.

◆ _x0

std::vector<Double_t> RooNDKeysPdf::_x0
protected

Definition at line 172 of file RooNDKeysPdf.h.

◆ _x1

std::vector<Double_t> RooNDKeysPdf::_x1
protected

Definition at line 172 of file RooNDKeysPdf.h.

◆ _x2

std::vector<Double_t> RooNDKeysPdf::_x2
protected

Definition at line 172 of file RooNDKeysPdf.h.

◆ _xDatHi

std::vector<Double_t> RooNDKeysPdf::_xDatHi
protected

Definition at line 174 of file RooNDKeysPdf.h.

◆ _xDatHi3s

std::vector<Double_t> RooNDKeysPdf::_xDatHi3s
protected

Definition at line 175 of file RooNDKeysPdf.h.

◆ _xDatLo

std::vector<Double_t> RooNDKeysPdf::_xDatLo
protected

Definition at line 174 of file RooNDKeysPdf.h.

◆ _xDatLo3s

std::vector<Double_t> RooNDKeysPdf::_xDatLo3s
protected

Definition at line 175 of file RooNDKeysPdf.h.

◆ _xVarHi

std::vector<Double_t> RooNDKeysPdf::_xVarHi
protected

Definition at line 180 of file RooNDKeysPdf.h.

◆ _xVarHiM3s

std::vector<Double_t> RooNDKeysPdf::_xVarHiM3s
protected

Definition at line 181 of file RooNDKeysPdf.h.

◆ _xVarHiP3s

std::vector<Double_t> RooNDKeysPdf::_xVarHiP3s
protected

Definition at line 181 of file RooNDKeysPdf.h.

◆ _xVarLo

std::vector<Double_t> RooNDKeysPdf::_xVarLo
protected

Definition at line 180 of file RooNDKeysPdf.h.

◆ _xVarLoM3s

std::vector<Double_t> RooNDKeysPdf::_xVarLoM3s
protected

Definition at line 181 of file RooNDKeysPdf.h.

◆ _xVarLoP3s

std::vector<Double_t> RooNDKeysPdf::_xVarLoP3s
protected

Definition at line 181 of file RooNDKeysPdf.h.

Libraries for RooNDKeysPdf:

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