MCMCInterval is a concrete implementation of the RooStats::ConfInterval interface.
It takes as input Markov Chain of data points in the parameter space generated by Monte Carlo using the Metropolis algorithm. From the Markov Chain, the confidence interval can be determined in two ways:
A RooNDKeysPdf is constructed from the data set using adaptive kernel width. With this RooNDKeysPdf F, we then integrate over the most likely domain in the parameter space (tallest points in the posterior RooNDKeysPdf) until the target confidence level is reached within an acceptable neighborhood as defined by SetEpsilon(). More specifically: we calculate the following for different cutoff values C until we reach the target confidence level: \(\int_{ F >= C } F d{normset} \). Important note: this is not the default method because of a bug in constructing the RooNDKeysPdf from a weighted data set. Configure to use this method by calling SetUseKeys(true), and the data set will be interpreted without weights.
This is the binned analog of the continuous integrative method that uses the kernel-estimated PDF. The points in the Markov Chain are put into a binned data set and the interval is then calculated by adding the heights of the bins in decreasing order until the desired level of confidence has been reached. Note that this means the actual confidence level is >= the confidence level prescribed by the client (unless the user calls SetHistStrict(false)). This method is the default but may not remain as such in future releases, so you may wish to explicitly configure to use this method by calling SetUseKeys(false)
These are not the only ways for the confidence interval to be determined, and other possibilities are being considered being added, especially for the 1-dimensional case.
One can ask an MCMCInterval for the lower and upper limits on a specific parameter of interest in the interval. Note that this works better for some distributions (ones with exactly one local maximum) than others, and sometimes has little value.
Definition at line 33 of file MCMCInterval.h.
Public Types | |
| enum | { DEFAULT_NUM_BINS = 50 } |
| enum | { kSingleKey = (1ULL << (0)) , kOverwrite = (1ULL << (1)) , kWriteDelete = (1ULL << (2)) } |
| enum | { kIsOnHeap = 0x01000000 , kNotDeleted = 0x02000000 , kZombie = 0x04000000 , kInconsistent = 0x08000000 , kBitMask = 0x00ffffff } |
| enum | EDeprecatedStatusBits { kObjInCanvas = (1ULL << (3)) } |
| enum | EStatusBits { kCanDelete = (1ULL << (0)) , kMustCleanup = (1ULL << (3)) , kIsReferenced = (1ULL << (4)) , kHasUUID = (1ULL << (5)) , kCannotPick = (1ULL << (6)) , kNoContextMenu = (1ULL << (8)) , kInvalidObject = (1ULL << (13)) } |
| enum | IntervalType { kShortest , kTailFraction } |
Public Member Functions | |
| MCMCInterval (const char *name, const RooArgSet ¶meters, MarkovChain &chain) | |
| constructor from parameter of interest and Markov chain object | |
| MCMCInterval (const char *name=nullptr) | |
| default constructor | |
| ~MCMCInterval () override | |
| void | AbstractMethod (const char *method) const |
| Call this function within a function that you don't want to define as purely virtual, in order not to force all users deriving from that class to implement that maybe (on their side) unused function; but at the same time, emit a run-time warning if they try to call it, telling that it is not implemented in the derived class: action must thus be taken on the user side to override it. | |
| 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. | |
| bool | CheckParameters (const RooArgSet &point) const override |
| check if parameters are correct. (dummy implementation to start) | |
| virtual const char * | ClassName () const |
| Returns name of class to which the object belongs. | |
| void | Clear (Option_t *option="") override |
| Set name and title to empty strings (""). | |
| TObject * | Clone (const char *newname="") const override |
| Make a clone of an object using the Streamer facility. | |
| Int_t | Compare (const TObject *obj) const override |
| Compare two TNamed objects. | |
| double | ConfidenceLevel () const override |
| get the desired confidence level (see GetActualConfidenceLevel()) | |
| void | Copy (TObject &named) const override |
| Copy this to obj. | |
| 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 with: gROOT->SetSelectedPad(c1). | |
| 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=nullptr) |
| Execute method on this object with the given parameter string, e.g. | |
| virtual void | Execute (TMethod *method, TObjArray *params, Int_t *error=nullptr) |
| 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 void | FillBuffer (char *&buffer) |
| Encode TNamed into output buffer. | |
| 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 double | GetActualConfidenceLevel () |
| virtual double GetKeysPdfCutoff() { return fKeysCutoff; } | |
| virtual RooArgList * | GetAxes () |
| return a list of RooRealVars representing the axes you own the returned RooArgList | |
| virtual const MarkovChain * | GetChain () |
| Get the markov chain on which this interval is based You do not own the returned MarkovChain*. | |
| virtual const RooDataSet * | GetChainAsConstDataSet () |
| Get the markov chain on which this interval is based as a RooDataSet. | |
| virtual RooFit::OwningPtr< RooDataHist > | GetChainAsDataHist (RooArgSet *whichVars=nullptr) |
| Get a clone of the markov chain on which this interval is based as a RooDataHist. | |
| virtual RooFit::OwningPtr< RooDataSet > | GetChainAsDataSet (RooArgSet *whichVars=nullptr) |
| Get a clone of the markov chain on which this interval is based as a RooDataSet. | |
| virtual THnSparse * | GetChainAsSparseHist (RooArgSet *whichVars=nullptr) |
| Get a clone of the markov chain on which this interval is based as a THnSparse. | |
| virtual Int_t | GetDimension () const |
| Get the number of parameters of interest in this interval. | |
| virtual Option_t * | GetDrawOption () const |
| Get option used by the graphics system to draw this object. | |
| virtual double | GetHistCutoff () |
| get the cutoff bin height for being considered in the confidence interval | |
| virtual const char * | GetIconName () const |
| Returns mime type name of object. | |
| virtual enum IntervalType | GetIntervalType () |
| Return the type of this interval. | |
| double | GetKeysMax () |
| Determine the approximate maximum value of the Keys PDF. | |
| virtual double | GetKeysPdfCutoff () |
| get the cutoff RooNDKeysPdf value for being considered in the confidence interval | |
| const char * | GetName () const override |
| Returns name of object. | |
| virtual RooRealVar * | GetNLLVar () const |
| Get a clone of the NLL variable from the markov chain. | |
| virtual Int_t | GetNumBurnInSteps () |
| get the number of steps in the chain to discard as burn-in, | |
| 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 |
| RooArgSet * | GetParameters () const override |
| return a set containing the parameters of this interval the caller owns the returned RooArgSet* | |
| virtual TH1 * | GetPosteriorHist () |
| set the number of bins to use (same for all axes, for now) virtual void SetNumBins(Int_t numBins); | |
| virtual RooNDKeysPdf * | GetPosteriorKeysPdf () |
| Get a clone of the keys pdf of the posterior. | |
| virtual RooProduct * | GetPosteriorKeysProduct () |
| Get a clone of the (keyspdf * heaviside) product of the posterior. | |
| const char * | GetTitle () const override |
| Returns title of object. | |
| virtual UInt_t | GetUniqueID () const |
| Return the unique object id. | |
| virtual bool | GetUseKeys () |
| get whether we used kernel estimation to determine the interval | |
| virtual RooRealVar * | GetWeightVar () const |
| Get a clone of the weight variable from the markov chain. | |
| virtual Bool_t | HandleTimer (TTimer *timer) |
| Execute action in response of a timer timing out. | |
| ULong_t | Hash () const override |
| Return hash value for this object. | |
| 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) |
| TClass * | IsA () const override |
| 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). | |
| bool | IsInInterval (const RooArgSet &point) const override |
| determine whether this point is in the confidence interval | |
| Bool_t | IsOnHeap () const |
| Bool_t | IsSortable () const override |
| Bool_t | IsZombie () const |
| virtual double | LowerLimit (RooRealVar ¶m) |
| get the lowest value of param that is within the confidence interval | |
| virtual double | LowerLimitByDataHist (RooRealVar ¶m) |
| determine lower limit using histogram | |
| virtual double | LowerLimitByHist (RooRealVar ¶m) |
| determine lower limit using histogram | |
| virtual double | LowerLimitByKeys (RooRealVar ¶m) |
| determine lower limit in the shortest interval by using keys pdf | |
| virtual double | LowerLimitBySparseHist (RooRealVar ¶m) |
| determine lower limit using histogram | |
| virtual double | LowerLimitShortest (RooRealVar ¶m) |
| get the lower limit of param in the shortest confidence interval Note that this works better for some distributions (ones with exactly one maximum) than others, and sometimes has little value. | |
| virtual double | LowerLimitTailFraction (RooRealVar ¶m) |
| determine lower limit of the lower confidence interval | |
| void | ls (Option_t *option="") const override |
| List TNamed name and title. | |
| 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 (the base implementation is no-op). | |
| void | Obsolete (const char *method, const char *asOfVers, const char *removedFromVers) const |
| Use this method to declare a method obsolete. | |
| void | operator delete (void *, size_t) |
| Operator delete for sized deallocation. | |
| void | operator delete (void *ptr) |
| Operator delete. | |
| void | operator delete (void *ptr, void *vp) |
| Only called by placement new when throwing an exception. | |
| void | operator delete[] (void *, size_t) |
| Operator delete [] for sized deallocation. | |
| void | operator delete[] (void *ptr) |
| Operator delete []. | |
| void | operator delete[] (void *ptr, void *vp) |
| Only called by placement new[] when throwing an exception. | |
| 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) |
| 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. | |
| void | Print (Option_t *option="") const override |
| Print TNamed name and title. | |
| 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". | |
| virtual void | SetAxes (RooArgList &axes) |
| Set which parameters go on which axis. | |
| 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 | SetChain (MarkovChain &chain) |
| Set the MarkovChain that this interval is based on. | |
| void | SetConfidenceLevel (double cl) override |
| set the desired confidence level (see GetActualConfidenceLevel()) Note: calling this function triggers the algorithm that determines the interval, so call this after initializing all other aspects of this IntervalCalculator Also, calling this function again with a different confidence level re-triggers the calculation of the interval | |
| virtual void | SetDelta (double delta) |
| kbelasco: The inner-workings of the class really should not be exposed like this in a comment, but it seems to be the only way to give the user any control over this process, if they desire it | |
| virtual void | SetDrawOption (Option_t *option="") |
| Set drawing option for object. | |
| virtual void | SetEpsilon (double epsilon) |
| set the acceptable level or error for Keys interval determination | |
| virtual void | SetHistStrict (bool isHistStrict) |
| whether the specified confidence level is a floor for the actual confidence level (strict), or a ceiling (not strict) | |
| virtual void | SetIntervalType (enum IntervalType intervalType) |
| Set the type of interval to find. | |
| virtual void | SetLeftSideTailFraction (double a) |
| set the left-side tail fraction for a tail-fraction interval | |
| virtual void | SetName (const char *name) |
| Set the name of the TNamed. | |
| virtual void | SetNameTitle (const char *name, const char *title) |
| Set all the TNamed parameters (name and title). | |
| virtual void | SetNumBurnInSteps (Int_t numBurnInSteps) |
| set the number of steps in the chain to discard as burn-in, starting from the first | |
| virtual void | SetParameters (const RooArgSet ¶meters) |
| Set the parameters of interest for this interval and change other internal data members accordingly. | |
| virtual void | SetShortestInterval () |
| virtual void | SetTitle (const char *title="") |
| Set the title of the TNamed. | |
| virtual void | SetUniqueID (UInt_t uid) |
| Set the unique object id. | |
| virtual void | SetUseKeys (bool useKeys) |
| set whether to use kernel estimation to determine the interval | |
| virtual void | SetUseSparseHist (bool useSparseHist) |
| set whether to use a sparse histogram. | |
| virtual Int_t | Sizeof () const |
| Return size of the TNamed part of the TObject. | |
| void | Streamer (TBuffer &) override |
| Stream an object of class TObject. | |
| void | StreamerNVirtual (TBuffer &ClassDef_StreamerNVirtual_b) |
| virtual void | SysError (const char *method, const char *msgfmt,...) const |
| Issue system error message. | |
| Bool_t | TestBit (UInt_t f) const |
| Int_t | TestBits (UInt_t f) const |
| virtual double | UpperLimit (RooRealVar ¶m) |
| get the highest value of param that is within the confidence interval | |
| virtual double | UpperLimitByDataHist (RooRealVar ¶m) |
| determine upper limit using histogram | |
| virtual double | UpperLimitByHist (RooRealVar ¶m) |
| determine upper limit using histogram | |
| virtual double | UpperLimitByKeys (RooRealVar ¶m) |
| determine upper limit in the shortest interval by using keys pdf | |
| virtual double | UpperLimitBySparseHist (RooRealVar ¶m) |
| determine upper limit using histogram | |
| virtual double | UpperLimitShortest (RooRealVar ¶m) |
| get the upper limit of param in the confidence interval Note that this works better for some distributions (ones with exactly one maximum) than others, and sometimes has little value. | |
| virtual double | UpperLimitTailFraction (RooRealVar ¶m) |
| determine upper limit of the lower confidence interval | |
| 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=nullptr, Int_t option=0, Int_t bufsize=0) |
| Write this object to the current directory. | |
| virtual Int_t | Write (const char *name=nullptr, Int_t option=0, Int_t bufsize=0) const |
| Write this object to the current directory. | |
Static Public Member Functions | |
| static TClass * | Class () |
| static const char * | Class_Name () |
| static constexpr Version_t | Class_Version () |
| static const char * | DeclFileName () |
| 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. | |
Protected Types | |
| enum | { kOnlyPrepStep = (1ULL << (3)) } |
Protected Member Functions | |
| virtual double | CalcConfLevel (double cutoff, double full) |
| virtual void | CreateDataHist () |
| virtual void | CreateHist () |
| virtual void | CreateKeysDataHist () |
| virtual void | CreateKeysPdf () |
| virtual void | CreateSparseHist () |
| virtual void | CreateVector (RooRealVar *param) |
| virtual void | DetermineByDataHist () |
| virtual void | DetermineByHist () |
| virtual void | DetermineByKeys () |
| virtual void | DetermineBySparseHist () |
| virtual void | DetermineInterval () |
| virtual void | DetermineShortestInterval () |
| virtual void | DetermineTailFractionInterval () |
| virtual void | DoError (int level, const char *location, const char *fmt, va_list va) const |
| Interface to ErrorHandler (protected). | |
| void | MakeZombie () |
| void | SavePrimitiveNameTitle (std::ostream &out, const char *variable_name) |
| Save object name and title into the output stream "out". | |
Static Protected Member Functions | |
| static void | SavePrimitiveConstructor (std::ostream &out, TClass *cl, const char *variable_name, const char *constructor_agrs="", Bool_t empty_line=kTRUE) |
| Save object constructor in the output stream "out". | |
| static void | SavePrimitiveDraw (std::ostream &out, const char *variable_name, Option_t *option=nullptr) |
| Save invocation of primitive Draw() method Skipped if option contains "nodraw" string. | |
| static TString | SavePrimitiveVector (std::ostream &out, const char *prefix, Int_t len, Double_t *arr, Int_t flag=0) |
| Save array in the output stream "out" as vector. | |
Protected Attributes | |
| std::vector< RooRealVar * > | fAxes |
| array of pointers to RooRealVars representing | |
| std::unique_ptr< MarkovChain > | fChain |
| the markov chain | |
| double | fConfidenceLevel = 0.0 |
| Requested confidence level (eg. 0.95 for 95% CL). | |
| std::unique_ptr< RooRealVar > | fCutoffVar |
| cutoff variable to use for integrating keys pdf | |
| std::unique_ptr< RooDataHist > | fDataHist |
| the binned Markov Chain data | |
| double | fDelta = DEFAULT_DELTA |
| topCutoff (a) considered == bottomCutoff (b) iff (std::abs(a - b) < std::abs(fDelta * (a + b)/2)); Theoretically, the Abs is not needed here, but floating-point arithmetic does not always work perfectly, and the Abs doesn't hurt | |
| Int_t | fDimension = 1 |
| number of variables | |
| double | fEpsilon = DEFAULT_EPSILON |
| acceptable error for Keys interval determination | |
| double | fFull = 0.0 |
| Value of intergral of fProduct. | |
| std::unique_ptr< Heaviside > | fHeaviside |
| the Heaviside function | |
| std::unique_ptr< TH1 > | fHist |
| the binned Markov Chain data | |
| double | fHistConfLevel = 0.0 |
| the actual conf level determined by hist | |
| double | fHistCutoff = -1 |
| cutoff bin size to be in interval | |
| enum IntervalType | fIntervalType = kShortest |
| bool | fIsHistStrict = true |
| whether the specified confidence level is a floor for the actual confidence level (strict), or a ceiling (not strict) for determination by histogram | |
| double | fKeysConfLevel = 0.0 |
| the actual conf level determined by keys | |
| double | fKeysCutoff = -1 |
| cutoff keys pdf value to be in interval | |
| std::unique_ptr< RooDataHist > | fKeysDataHist |
| data hist representing product | |
| std::unique_ptr< RooNDKeysPdf > | fKeysPdf |
| the kernel estimation pdf | |
| double | fLeftSideTF = -1 |
| left side tail-fraction for interval | |
| TString | fName |
| Int_t | fNumBurnInSteps = 0 |
| number of steps to discard as burn in, starting from the first | |
| RooArgSet | fParameters |
| parameters of interest for this interval | |
| std::unique_ptr< RooProduct > | fProduct |
| the (keysPdf * heaviside) product | |
| std::unique_ptr< THnSparse > | fSparseHist |
| the binned Markov Chain data | |
| double | fTFConfLevel = 0.0 |
| the actual conf level of tail-fraction interval | |
| double | fTFLower |
| lower limit of the tail-fraction interval | |
| double | fTFUpper |
| upper limit of the tail-fraction interval | |
| TString | fTitle |
| bool | fUseKeys = false |
| whether to use kernel estimation | |
| bool | fUseSparseHist = false |
| whether to use sparse hist (vs. RooDataHist) | |
| std::vector< Int_t > | fVector |
| vector containing the Markov chain data | |
| double | fVecWeight = 0 |
| sum of weights of all entries in fVector | |
Private Member Functions | |
| bool | AcceptableConfLevel (double confLevel) |
| bool | WithinDeltaFraction (double a, double b) |
Static Private Member Functions | |
| static void | AddToTObjectTable (TObject *) |
| Private helper function which will dispatch to TObjectTable::AddObj. | |
Private Attributes | |
| UInt_t | fBits |
| bit field status word | |
| UInt_t | fUniqueID |
| object unique identifier | |
Static Private Attributes | |
| static constexpr const double | DEFAULT_DELTA = 10e-6 |
| static constexpr const double | DEFAULT_EPSILON = 0.01 |
| static Longptr_t | fgDtorOnly = 0 |
| object for which to call dtor only (i.e. no delete) | |
| static Bool_t | fgObjectStat = kTRUE |
| if true keep track of objects in TObjectTable | |
#include <RooStats/MCMCInterval.h>
| anonymous enum |
| Enumerator | |
|---|---|
| DEFAULT_NUM_BINS | |
Definition at line 45 of file MCMCInterval.h.
|
protectedinherited |
|
inherited |
|
inherited |
|
inherited |
|
inherited |
| Enumerator | |
|---|---|
| kShortest | |
| kTailFraction | |
Definition at line 46 of file MCMCInterval.h.
|
explicit |
default constructor
Definition at line 92 of file MCMCInterval.cxx.
| MCMCInterval::MCMCInterval | ( | const char * | name, |
| const RooArgSet & | parameters, | ||
| MarkovChain & | chain ) |
constructor from parameter of interest and Markov chain object
Definition at line 100 of file MCMCInterval.cxx.
|
overridedefault |
|
inherited |
Call this function within a function that you don't want to define as purely virtual, in order not to force all users deriving from that class to implement that maybe (on their side) unused function; but at the same time, emit a run-time warning if they try to call it, telling that it is not implemented in the derived class: action must thus be taken on the user side to override it.
In other word, this method acts as a "runtime purely virtual" warning instead of a "compiler purely virtual" error.
Definition at line 1149 of file TObject.cxx.
Definition at line 1369 of file MCMCInterval.cxx.
|
staticprivateinherited |
Private helper function which will dispatch to TObjectTable::AddObj.
Included here to avoid circular dependency between header files.
Definition at line 195 of file TObject.cxx.
|
virtualinherited |
Append graphics object to current pad.
In case no current pad is set yet, create a default canvas with the name "c1".
Definition at line 204 of file TObject.cxx.
|
virtualinherited |
Browse object. May be overridden for another default action.
Reimplemented in RooPlot, ROOT::Experimental::XRooFit::xRooNode, ROOT::Internal::THnBaseBrowsable, TApplicationRemote, TASImage, TAxis3D, TBaseClass, TBranch, TBranchClones, TBranchElement, TBranchObject, TBranchSTL, TBrowserObject, TCanvas, TChain, TClass, TCollection, TCollectionPropertyBrowsable, TDatabasePDG, TDirectory, TDirectoryFile, TEfficiency, TF1, TFolder, TGenerator, TGeoManager, TGeometry, TGeoNode, TGeoOverlap, TGeoTrack, TGeoVolume, TGraph2D, TGraph, TH1, THbookBranch, THbookFile, THbookKey, THnBase, THStack, TKey, TKeyMapFile, TLeaf, TMacro, TMapFile, TMultiDimFit, TMultiGraph, TNode, TNtuple, TNtupleD, TPad, TPair, TParticleClassPDG, TPrincipal, TRecorder, TRemoteObject, TROOT, TRootIconList, TSPlot, TStyle, TSystemDirectory, TSystemFile, TTask, TTree, TTreePerfStats, and TVirtualBranchBrowsable.
Definition at line 218 of file TObject.cxx.
Definition at line 1291 of file MCMCInterval.cxx.
|
inlineinherited |
Check and record whether this class has a consistent Hash/RecursiveRemove setup (*) and then return the regular Hash value for this object.
The intent is for this routine to be called instead of directly calling the function Hash during "insert" operations. See TObject::HasInconsistenTObjectHash();
(*) The setup is consistent when all classes in the class hierarchy that overload TObject::Hash do call ROOT::CallRecursiveRemoveIfNeeded in their destructor. i.e. it is safe to call the Hash virtual function during the RecursiveRemove operation.
check if parameters are correct. (dummy implementation to start)
Implements RooStats::ConfInterval.
Definition at line 1453 of file MCMCInterval.cxx.
|
static |
|
static |
|
inlinestaticconstexpr |
Definition at line 348 of file MCMCInterval.h.
|
virtualinherited |
Returns name of class to which the object belongs.
Definition at line 227 of file TObject.cxx.
|
overridevirtualinherited |
Set name and title to empty strings ("").
Reimplemented from TObject.
Reimplemented in TPrincipal, TProcessID, TStreamerInfo, TTask, TVirtualFitter, and TVirtualStreamerInfo.
Definition at line 63 of file TNamed.cxx.
|
overridevirtualinherited |
Make a clone of an object using the Streamer facility.
If newname is specified, this will be the name of the new object.
Reimplemented from TObject.
Reimplemented in TStreamerInfo, and TTreeIndex.
Definition at line 73 of file TNamed.cxx.
Compare two TNamed objects.
Returns 0 when equal, -1 when this is smaller and +1 when bigger (like strcmp).
Reimplemented from TObject.
Reimplemented in TStructNodeProperty.
Definition at line 84 of file TNamed.cxx.
|
inlineoverridevirtual |
get the desired confidence level (see GetActualConfidenceLevel())
Implements RooStats::ConfInterval.
Definition at line 62 of file MCMCInterval.h.
|
overridevirtualinherited |
Copy this to obj.
Reimplemented from TObject.
Reimplemented in TPieSlice, TProfile2D, TProfile3D, TProfile, TStyle, TSystemDirectory, TSystemFile, TText, and TXTRU.
Definition at line 93 of file TNamed.cxx.
|
protectedvirtual |
Definition at line 406 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 292 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 1383 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 254 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 360 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 430 of file MCMCInterval.cxx.
|
inlinestatic |
Definition at line 348 of file MCMCInterval.h.
|
virtualinherited |
Delete this object.
Typically called as a command via the interpreter. Normally use "delete" operator when object has been allocated on the heap.
Reimplemented in RooLinkedList, TAxis, TBtree, TCanvas, TClonesArray, TCollection, TDirectory, TDirectoryFile, TExMap, TFile, TGFrame, TGItemContext, TGTextEdit, THashList, THashTable, TKey, TKeySQL, TKeyXML, TList, TListOfDataMembers, TListOfEnums, TListOfEnumsWithLock, TListOfFunctions, TListOfFunctionTemplates, TMap, TMVA::Results, TObjArray, TObjectTable, TOrdCollection, TProtoClass, TQCommand, TRefArray, TSystemDirectory, TSystemFile, TThread, TTree, TTreeViewer, TViewPubDataMembers, and TViewPubFunctions.
Definition at line 268 of file TObject.cxx.
|
protectedvirtual |
Definition at line 815 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 731 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 618 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 742 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 487 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 505 of file MCMCInterval.cxx.
|
protectedvirtual |
Definition at line 516 of file MCMCInterval.cxx.
Computes distance from point (px,py) to the object.
This member function must be implemented for each graphics primitive. This default function returns a big number (999999).
Reimplemented in TASImage, TAxis3D, TAxis, TBox, TBRIK, TColorWheel, TCrown, TCurlyArc, TCurlyLine, TDiamond, TEfficiency, TEllipse, TF1, TF2, TF3, TFileDrawMap, TGenerator, TGeoBBox, TGeoCompositeShape, TGeoCone, TGeoConeSeg, TGeoEltu, TGeoHalfSpace, TGeoHype, TGeoNode, TGeoOverlap, TGeoParaboloid, TGeoPcon, TGeoPgon, TGeoScaledShape, TGeoShape, TGeoShapeAssembly, TGeoSphere, TGeoTessellated, TGeoTorus, TGeoTrack, TGeoTube, TGeoTubeSeg, TGeoVGShape, TGeoVolume, TGeoXtru, TGL5DDataSet, TGLHistPainter, TGLParametricEquation, TGLScenePad, TGLTH3Composition, TGLViewer, TGraph2D, TGraph, TGraphEdge, TGraphNode, TGraphPolargram, TH1, THistPainter, THStack, TLine, TMarker3DBox, TMarker, TMultiGraph, TNode, TPad, TPaletteAxis, TParallelCoord, TParallelCoordRange, TParallelCoordVar, TParticle, TPave, TPCON, TPie, TPieSlice, TPoints3DABC, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TPrimary, TScatter2D, TScatter, TSPHE, TSpider, TSpline, TStyle, TText, TTreePerfStats, TTUBE, TTUBS, TVirtualHistPainter, and TXTRU.
Definition at line 284 of file TObject.cxx.
|
protectedvirtualinherited |
Interface to ErrorHandler (protected).
Reimplemented in TThread, and TTreeViewer.
Definition at line 1059 of file TObject.cxx.
|
virtualinherited |
Default Draw method for all objects.
Reimplemented in RooAbsData, RooPlot, RooStats::HypoTestInverterPlot, RooStats::SamplingDistPlot, ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoPoint, ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoSpace, ROOT::Experimental::XRooFit::xRooNode, ROOT::RGeoPainter, TArrow, TASImage, TBox, TBrowser, TButton, TCanvas, TChain, TClass, TClassTree, TCollection, TColorWheel, TDiamond, TDirectory, TEfficiency, TEllipse, TEveGeoNode, TEveGeoTopNode, TF1, TF2, TF3, TFile, TFITSHDU, TFrame, TGenerator, TGeoBatemanSol, TGeometry, TGeoNode, TGeoOverlap, TGeoPainter, TGeoParallelWorld, TGeoPhysicalNode, TGeoPolygon, TGeoShape, TGeoTrack, TGeoVGShape, TGeoVolume, TGItemContext, TGListTree, TGPicture, TGraph2D, TGraph, TGraphPolar, TGraphPolargram, TGraphStruct, TGraphTime, TH1, THelix, THStack, TLegend, TMarker, TMatrixTBase< Element >, TMatrixTBase< Double_t >, TMatrixTBase< Float_t >, TMultiDimFit, TMultiGraph, TMultiLayerPerceptron, TNode, TNodeDiv, TPad, TParallelCoord, TParallelCoordRange, TParallelCoordVar, TPave, TPaveLabel, TPavesText, TPaveText, TPie, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TRatioPlot, TSpider, TSpline, TStructViewer, TStructViewerGUI, TTree, TTreePerfStats, TVectorT< Element >, TVectorT< Double_t >, TVectorT< Float_t >, TVirtualPad, and TWbox.
Definition at line 293 of file TObject.cxx.
|
virtualinherited |
Draw class inheritance tree of the class to which this object belongs.
If a class B inherits from a class A, description of B is drawn on the right side of description of A. Member functions overridden by B are shown in class A with a blue line crossing-out the corresponding member function. The following picture is the class inheritance tree of class TPaveLabel:
Reimplemented in TGFrame, TSystemDirectory, and TSystemFile.
Definition at line 308 of file TObject.cxx.
Draw a clone of this object in the current selected pad with: gROOT->SetSelectedPad(c1).
If pad was not selected - gPad will be used.
Reimplemented in TAxis, TCanvas, TGFrame, TSystemDirectory, and TSystemFile.
Definition at line 319 of file TObject.cxx.
|
virtualinherited |
Dump contents of object on stdout.
Using the information in the object dictionary (class TClass) each data member is interpreted. If a data member is a pointer, the pointer value is printed
The following output is the Dump of a TArrow object:
Reimplemented in TClass, TCollection, TGFrame, TGPack, and TSystemFile.
Definition at line 367 of file TObject.cxx.
|
virtualinherited |
Issue error message.
Use "location" to specify the method where the error occurred. Accepts standard printf formatting arguments.
Reimplemented in TFitResult.
Definition at line 1098 of file TObject.cxx.
|
virtualinherited |
Execute method on this object with the given parameter string, e.g.
"3.14,1,\"text\"".
Reimplemented in ROOT::R::TRInterface, TCling, TContextMenu, TInterpreter, and TMethodCall.
Definition at line 378 of file TObject.cxx.
|
virtualinherited |
Execute method on this object with parameters stored in the TObjArray.
The TObjArray should contain an argv vector like:
Reimplemented in ROOT::R::TRInterface, TCling, TContextMenu, TInterpreter, and TMethodCall.
Definition at line 398 of file TObject.cxx.
Execute action corresponding to an event at (px,py).
This method must be overridden if an object can react to graphics events.
Reimplemented in TASImage, TASPaletteEditor::LimitLine, TAxis3D, TAxis, TBox, TButton, TCanvas, TCrown, TCurlyArc, TCurlyLine, TDiamond, TEfficiency, TEllipse, TF1, TF2, TF3, TFrame, TGenerator, TGeoManager, TGeoNode, TGeoOverlap, TGeoShape, TGeoTrack, TGeoVolume, TGL5DDataSet, TGLEventHandler, TGLHistPainter, TGLParametricEquation, TGLScenePad, TGLTH3Composition, TGLViewer, TGraph2D, TGraph, TGraphEdge, TGraphNode, TGraphPolargram, TGroupButton, TH1, THistPainter, TLine, TLink, TMarker3DBox, TMarker, TNode, TPad, TPaletteAxis, TParallelCoord, TParallelCoordRange, TParallelCoordVar, TParticle, TPave, TPie, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TPrimary, TScatter2D, TScatter, TSliderBox, TSpider, TSpline, TText, TTreePerfStats, TView3D, TView, TVirtualHistPainter, and TWbox.
Definition at line 415 of file TObject.cxx.
|
virtualinherited |
Issue fatal error message.
Use "location" to specify the method where the fatal error occurred. Accepts standard printf formatting arguments.
Definition at line 1126 of file TObject.cxx.
|
virtualinherited |
Encode TNamed into output buffer.
Reimplemented in TDirectoryFile, TFile, TKey, TKeySQL, TKeyXML, TSQLFile, and TXMLFile.
Definition at line 103 of file TNamed.cxx.
|
virtualinherited |
Must be redefined in derived classes.
This function is typically used with TCollections, but can also be used to find an object by name inside this object.
Reimplemented in RooAbsCollection, RooLinkedList, TBtree, TCollection, TDirectory, TFolder, TGeometry, TGraph2D, TGraph, TH1, THashList, THashTable, THbookFile, TList, TListOfDataMembers, TListOfEnums, TListOfEnumsWithLock, TListOfFunctions, TListOfFunctionTemplates, TListOfTypes, TMap, TObjArray, TPad, TROOT, TViewPubDataMembers, and TViewPubFunctions.
Definition at line 425 of file TObject.cxx.
Must be redefined in derived classes.
This function is typically used with TCollections, but can also be used to find an object inside this object.
Reimplemented in RooAbsCollection, RooLinkedList, TBtree, TCollection, TDirectory, TFolder, TGeometry, TGraph2D, TGraph, TH1, THashList, THashTable, THbookFile, TList, TListOfDataMembers, TListOfEnums, TListOfEnumsWithLock, TListOfFunctions, TListOfFunctionTemplates, TListOfTypes, TMap, TObjArray, TPad, TROOT, TViewPubDataMembers, and TViewPubFunctions.
Definition at line 435 of file TObject.cxx.
|
virtual |
virtual double GetKeysPdfCutoff() { return fKeysCutoff; }
get the actual value of the confidence level for this interval.
Definition at line 886 of file MCMCInterval.cxx.
|
inlinevirtual |
return a list of RooRealVars representing the axes you own the returned RooArgList
Definition at line 103 of file MCMCInterval.h.
|
inlinevirtual |
Get the markov chain on which this interval is based You do not own the returned MarkovChain*.
Definition at line 199 of file MCMCInterval.h.
|
inlinevirtual |
Get the markov chain on which this interval is based as a RooDataSet.
You do not own the returned RooDataSet*
Definition at line 208 of file MCMCInterval.h.
|
inlinevirtual |
Get a clone of the markov chain on which this interval is based as a RooDataHist.
You own the returned RooDataHist*
Definition at line 213 of file MCMCInterval.h.
|
inlinevirtual |
Get a clone of the markov chain on which this interval is based as a RooDataSet.
You own the returned RooDataSet*
Definition at line 203 of file MCMCInterval.h.
|
inlinevirtual |
Get a clone of the markov chain on which this interval is based as a THnSparse.
You own the returned THnSparse*
Definition at line 218 of file MCMCInterval.h.
|
inlinevirtual |
Get the number of parameters of interest in this interval.
Definition at line 195 of file MCMCInterval.h.
|
virtualinherited |
Get option used by the graphics system to draw this object.
Note that before calling object.GetDrawOption(), you must have called object.Draw(..) before in the current pad.
Reimplemented in TBrowser, TFitEditor, TGedFrame, TGFileBrowser, TRootBrowser, and TRootBrowserLite.
Definition at line 445 of file TObject.cxx.
|
staticinherited |
Return destructor only flag.
Definition at line 1196 of file TObject.cxx.
|
virtual |
get the cutoff bin height for being considered in the confidence interval
Definition at line 1267 of file MCMCInterval.cxx.
|
virtualinherited |
Returns mime type name of object.
Used by the TBrowser (via TGMimeTypes class). Override for class of which you would like to have different icons for objects of the same class.
Reimplemented in ROOT::Experimental::XRooFit::xRooNode, TASImage, TBranch, TBranchElement, TGeoVolume, TGMainFrame, TKey, TMethodBrowsable, TSystemFile, and TVirtualBranchBrowsable.
Definition at line 472 of file TObject.cxx.
|
inlinevirtual |
Return the type of this interval.
Definition at line 249 of file MCMCInterval.h.
| double MCMCInterval::GetKeysMax | ( | ) |
Determine the approximate maximum value of the Keys PDF.
Definition at line 1236 of file MCMCInterval.cxx.
|
virtual |
get the cutoff RooNDKeysPdf value for being considered in the confidence interval
Definition at line 1277 of file MCMCInterval.cxx.
|
inlineoverridevirtualinherited |
|
inlinevirtual |
Get a clone of the NLL variable from the markov chain.
Definition at line 222 of file MCMCInterval.h.
|
inlinevirtual |
get the number of steps in the chain to discard as burn-in,
get the number of steps in the chain to discard as burn-in, starting from the first
Definition at line 180 of file MCMCInterval.h.
Returns string containing info about the object at position (px,py).
This method is typically overridden by classes of which the objects can report peculiarities for different positions. Returned string will be re-used (lock in MT environment).
Reimplemented in TASImage, TAxis3D, TColorWheel, TF1, TF2, TFileDrawMap, TGeoNode, TGeoTrack, TGeoVolume, TGL5DDataSet, TGLHistPainter, TGLParametricEquation, TGLTH3Composition, TGraph, TH1, THistPainter, TNode, TPaletteAxis, TParallelCoordVar, and TVirtualHistPainter.
Definition at line 491 of file TObject.cxx.
|
staticinherited |
Get status of object stat flag.
Definition at line 1181 of file TObject.cxx.
|
inlinevirtualinherited |
Reimplemented in TArrow, TAxis3D, TFile, TGaxis, TGeoVolume, TH1, THelix, TLegendEntry, TMapFile, TNode, TPave, TPoints3DABC, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TPSocket, TSelector, TSocket, and TUDPSocket.
|
overridevirtual |
return a set containing the parameters of this interval the caller owns the returned RooArgSet*
Implements RooStats::ConfInterval.
Definition at line 1361 of file MCMCInterval.cxx.
|
virtual |
set the number of bins to use (same for all axes, for now) virtual void SetNumBins(Int_t numBins);
Get a clone of the histogram of the posterior
Definition at line 1302 of file MCMCInterval.cxx.
|
virtual |
Get a clone of the keys pdf of the posterior.
Definition at line 1321 of file MCMCInterval.cxx.
|
virtual |
Get a clone of the (keyspdf * heaviside) product of the posterior.
Definition at line 1340 of file MCMCInterval.cxx.
|
inlineoverridevirtualinherited |
|
virtualinherited |
Return the unique object id.
Definition at line 480 of file TObject.cxx.
|
inlinevirtual |
get whether we used kernel estimation to determine the interval
Definition at line 174 of file MCMCInterval.h.
|
inlinevirtual |
Get a clone of the weight variable from the markov chain.
Definition at line 226 of file MCMCInterval.h.
Execute action in response of a timer timing out.
This method must be overridden if an object has to react to timers.
Reimplemented in TGCommandPlugin, TGDNDManager, TGFileContainer, TGHtml, TGLEventHandler, TGPopupMenu, TGraphTime, TGScrollBar, TGShutter, TGTextEdit, TGTextEditor, TGTextEntry, TGTextView, TGToolTip, TGuiBldDragManager, TGWindow, and TTreeViewer.
Definition at line 516 of file TObject.cxx.
|
inlineoverridevirtualinherited |
Return hash value for this object.
Note: If this routine is overloaded in a derived class, this derived class should also add
Otherwise, when RecursiveRemove is called (by ~TObject or example) for this type of object, the transversal of THashList and THashTable containers will will have to be done without call Hash (and hence be linear rather than logarithmic complexity). You will also see warnings like
Reimplemented from TObject.
|
inlineinherited |
Return true is the type of this object is known to have an inconsistent setup for Hash and RecursiveRemove (i.e.
missing call to RecursiveRemove in destructor).
Note: Since the consistency is only tested for during inserts, this routine will return true for object that have never been inserted whether or not they have a consistent setup. This has no negative side-effect as searching for the object with the right or wrong Hash will always yield a not-found answer (Since anyway no hash can be guaranteed unique, there is always a check)
|
virtualinherited |
Issue info message.
Use "location" to specify the method where the warning occurred. Accepts standard printf formatting arguments.
Definition at line 1072 of file TObject.cxx.
|
virtualinherited |
Returns kTRUE if object inherits from class "classname".
Reimplemented in TClass.
Definition at line 549 of file TObject.cxx.
Returns kTRUE if object inherits from TClass cl.
Reimplemented in TClass.
Definition at line 557 of file TObject.cxx.
|
virtualinherited |
Dump contents of this object in a graphics canvas.
Same action as Dump but in a graphical form. In addition pointers to other objects can be followed.
The following picture is the Inspect of a histogram object:
Reimplemented in ROOT::Experimental::XRooFit::xRooNode, TGFrame, TInspectorObject, and TSystemFile.
Definition at line 570 of file TObject.cxx.
|
inlineoverridevirtual |
Reimplemented from RooStats::ConfInterval.
Definition at line 348 of file MCMCInterval.h.
|
inlineinherited |
IsDestructed.
Default equal comparison (objects are equal if they have the same address in memory).
More complicated classes might want to override this function.
Reimplemented in TGObject, TObjString, TPair, and TQCommand.
Definition at line 589 of file TObject.cxx.
|
virtualinherited |
Returns kTRUE in case object contains browsable objects (like containers or lists of other objects).
Reimplemented in ROOT::Experimental::XRooFit::xRooNode, ROOT::Internal::THnBaseBrowsable, TApplicationRemote, TAxis3D, TBaseClass, TBranch, TBranchClones, TBranchElement, TBranchObject, TBranchSTL, TBrowserObject, TCanvas, TClass, TCollection, TDatabasePDG, TDirectory, TFolder, TGeoManager, TGeometry, TGeoNode, TGeoNodeMatrix, TGeoOverlap, TGeoTrack, TGeoVolume, THbookFile, THbookKey, THnBase, TKey, TMapFile, TMultiDimFit, TNode, TPad, TPair, TParticleClassPDG, TPrincipal, TRemoteObject, TROOT, TRootIconList, TSPlot, TSystemDirectory, TTask, TTree, and TVirtualBranchBrowsable.
Definition at line 579 of file TObject.cxx.
determine whether this point is in the confidence interval
kbelasco: for this method, consider running DetermineInterval() if fKeysPdf==nullptr, fSparseHist==nullptr, fDataHist==nullptr, or fVector.empty() rather than just returning false.
Though this should not be an issue because nobody should be able to get an MCMCInterval that has their interval or posterior representation nullptr/empty since they should only get this through the MCMCCalculator
Implements RooStats::ConfInterval.
Definition at line 151 of file MCMCInterval.cxx.
|
inlineoverridevirtualinherited |
Reimplemented from TObject.
Reimplemented in TStructNodeProperty.
|
virtual |
get the lowest value of param that is within the confidence interval
Definition at line 905 of file MCMCInterval.cxx.
|
virtual |
determine lower limit using histogram
Determine the lower limit for param on this interval using the binned data set.
Definition at line 1048 of file MCMCInterval.cxx.
|
virtual |
determine lower limit using histogram
Determine the lower limit for param on this interval using the binned data set.
Definition at line 981 of file MCMCInterval.cxx.
|
virtual |
determine lower limit in the shortest interval by using keys pdf
Determine the lower limit for param on this interval using the keys pdf.
Definition at line 1159 of file MCMCInterval.cxx.
|
virtual |
determine lower limit using histogram
Determine the lower limit for param on this interval using the binned data set.
Definition at line 1007 of file MCMCInterval.cxx.
|
virtual |
get the lower limit of param in the shortest confidence interval Note that this works better for some distributions (ones with exactly one maximum) than others, and sometimes has little value.
Definition at line 957 of file MCMCInterval.cxx.
|
virtual |
determine lower limit of the lower confidence interval
Definition at line 937 of file MCMCInterval.cxx.
|
overridevirtualinherited |
List TNamed name and title.
Reimplemented from TObject.
Reimplemented in ROOT::Experimental::XRooFit::xRooBrowser, TNode, TROOT, TStreamerBase, TStreamerElement, TStreamerInfo, TStreamerSTL, TTask, TText, and TVirtualStreamerInfo.
Definition at line 112 of file TNamed.cxx.
|
inherited |
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).
Definition at line 1160 of file TObject.cxx.
|
virtualinherited |
This method must be overridden to handle object notification (the base implementation is no-op).
Different objects in ROOT use the Notify method for different purposes, in coordination with other objects that call this method at the appropriate time.
For example, TLeaf uses it to load class information; TBranchRef to load contents of referenced branches TBranchRef; most notably, based on Notify, TChain implements a callback mechanism to inform interested parties when it switches to a new sub-tree.
Reimplemented in h1analysis, h1analysisTreeReader, TARInterruptHandler, TASInputHandler, TASInterruptHandler, TASLogHandler, TASSigPipeHandler, TBlinkTimer, TBranchElement, TBranchRef, TBreakLineCom, TBrowserTimer, TCollection, TDelCharCom, TDelTextCom, TFileHandler, TGContainerKeyboardTimer, TGContainerScrollTimer, TGInputHandler, TGLRedrawTimer, TGTextEditHist, TGuiBldDragManagerRepeatTimer, TIdleTimer, TInsCharCom, TInsTextCom, TInterruptHandler, TLeafObject, TMessageHandler, TNotifyLink< Type >, TNotifyLink< RNoCleanupNotifierHelper >, TNotifyLink< ROOT::Detail::TBranchProxy >, TNotifyLink< TTreeReader >, TPopupDelayTimer, TProcessEventTimer, TRefTable, TRepeatTimer, TSBRepeatTimer, TSelector, TSelectorDraw, TSelectorEntries, TSignalHandler, TSingleShotCleaner, TSocketHandler, TStdExceptionHandler, TSysEvtHandler, TTermInputHandler, TThreadTimer, TTimeOutTimer, TTimer, TTipDelayTimer, TTree, TTreeFormula, TTreeFormulaManager, TTreeReader, TViewTimer, and TViewUpdateTimer.
Definition at line 618 of file TObject.cxx.
|
inherited |
Use this method to declare a method obsolete.
Specify as of which version the method is obsolete and as from which version it will be removed.
Definition at line 1169 of file TObject.cxx.
|
inherited |
Operator delete for sized deallocation.
Definition at line 1234 of file TObject.cxx.
|
inherited |
Operator delete.
Definition at line 1212 of file TObject.cxx.
|
inherited |
Only called by placement new when throwing an exception.
Definition at line 1266 of file TObject.cxx.
|
inherited |
Operator delete [] for sized deallocation.
Definition at line 1245 of file TObject.cxx.
|
inherited |
Operator delete [].
Definition at line 1223 of file TObject.cxx.
|
inherited |
Only called by placement new[] when throwing an exception.
Definition at line 1274 of file TObject.cxx.
|
inlineinherited |
|
inlineinherited |
|
inlineinherited |
|
virtualinherited |
This method must be overridden if a class wants to paint itself.
The difference between Paint() and Draw() is that when a object draws itself it is added to the display list of the pad in which it is drawn (and automatically redrawn whenever the pad is redrawn). While paint just draws the object without adding it to the pad display list.
Reimplemented in ROOT::Experimental::RTreeMapPainter, ROOT::RGeoPainter, TAnnotation, TArrow, TASImage, TASPaletteEditor::LimitLine, TASPaletteEditor::PaintPalette, TAxis3D, TBits, TBox, TButton, TCanvas, TClassTree, TCollection, TColorWheel, TCrown, TDiamond, TDirectory, TEfficiency, TEllipse, TEveArrow, TEveCaloViz, TEveDigitSet, TEveGeoShape, TEveGeoTopNode, TEvePlot3D, TEvePointSet, TEveProjectionAxes, TEveScene, TEveShape, TEveStraightLineSet, TEveText, TEveTriangleSet, TExec, TF1, TF2, TF3, TFile, TFileDrawMap, TFrame, TGaxis, TGenerator, TGeoBoolNode, TGeoIntersection, TGeoNode, TGeoOverlap, TGeoPainter, TGeoPhysicalNode, TGeoShape, TGeoSubtraction, TGeoTrack, TGeoUnion, TGeoVGShape, TGeoVolume, TGL5DDataSet, TGLHistPainter, TGLParametricEquation, TGLTH3Composition, TGraph2D, TGraph2DPainter, TGraph, TGraphEdge, TGraphNode, TGraphPolargram, TGraphTime, TH1, THistPainter, THStack, TLatex, TLegend, TLine, TMacro, TMarker3DBox, TMarker, TMathText, TMultiGraph, TNode, TNodeDiv, TPad, TPaletteAxis, TParallelCoord, TParallelCoordRange, TParallelCoordVar, TParticle, TPave, TPaveLabel, TPaveStats, TPavesText, TPaveText, TPie, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TPrimary, TRatioPlot, TScatter2D, TScatter, TShape, TSpectrum2Painter, TSpider, TSpline, TSQLFile, TStyle, TText, TTreePerfStats, TVirtualGeoPainter, TVirtualGeoTrack, TVirtualHistPainter, TVirtualPad, TWbox, and TXMLFile.
Definition at line 631 of file TObject.cxx.
|
virtualinherited |
Pop on object drawn in a pad to the top of the display list.
I.e. it will be drawn last and on top of all other primitives.
Reimplemented in TFrame, TPad, and TVirtualPad.
Definition at line 640 of file TObject.cxx.
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overridevirtualinherited |
Print TNamed name and title.
Reimplemented from TObject.
Reimplemented in ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoPoint, ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoSpace, ROOT::Experimental::XRooFit::xRooNode, TParallelCoordRange, TParallelCoordVar, TParticleClassPDG, TParticlePDG, TPrincipal, TScatter2D, TScatter, TSpectrum2, TSpectrum3, TSpectrum, TSQLColumnInfo, TSQLFile, TSQLTableInfo, TText, TTree, TTreeIndex, TXMLFile, and TXTRU.
Definition at line 127 of file TNamed.cxx.
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virtualinherited |
Read contents of object with specified name from the current directory.
First the key with the given name is searched in the current directory, next the key buffer is deserialized into the object. The object must have been created before via the default constructor. See TObject::Write().
Reimplemented in TBuffer, TKey, TKeySQL, and TKeyXML.
Definition at line 673 of file TObject.cxx.
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virtualinherited |
Recursively remove this object from a list.
Typically implemented by classes that can contain multiple references to a same object.
Reimplemented in RooAbsCollection, RooAbsData, RooLinkedList, RooMCStudy, ROOT::Internal::TCheckHashRecursiveRemoveConsistency, ROOT::RBrowserDataCleanup, RooWorkspace, TBrowser, TChain, TCling, TCollection, TDialogCanvas, TDirectory, TEfficiency, TFileMerger, TFitEditor, TFolder, TFriendElement, TGedEditor, TGeometry, TGFileBrowser, TGraph2D, TGraph, TH1, TH1Editor, TH2Editor, THashList, THistPainter, THStack, TInspectCanvas, TLegend, TList, TListOfDataMembers, TListOfEnums, TListOfEnumsWithLock, TListOfFunctions, TListOfFunctionTemplates, TMultiGraph, TNode, TObjArray, TObjectRefSpy, TObjectSpy, TPad, TProcessID, TROOT, TRootBrowser, TRootBrowserHistory, TRootBrowserLite, TRootContextMenu, TTree, TTreePlayer, TViewPubDataMembers, TViewPubFunctions, and TVirtualPad.
Definition at line 684 of file TObject.cxx.
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virtualinherited |
Save this object in the file specified by filename.
otherwise the object is written to filename as a CINT/C++ script. The C++ code to rebuild this object is generated via SavePrimitive(). The "option" parameter is passed to SavePrimitive. By default it is an empty string. It can be used to specify the Draw option in the code generated by SavePrimitive.
The function is available via the object context menu.
Reimplemented in ROOT::Experimental::XRooFit::xRooNode, TClassTree, TFolder, TGeoVolume, TGObject, TGraph, TH1, TPad, TPaveClass, TSpline3, TSpline5, TSpline, TTreePerfStats, and TVirtualPad.
Definition at line 708 of file TObject.cxx.
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virtualinherited |
Save a primitive as a C++ statement(s) on output stream "out".
Reimplemented in TAnnotation, TArc, TArrow, TASImage, TAxis3D, TBox, TButton, TCanvas, TChain, TCrown, TCurlyArc, TCurlyLine, TCutG, TDiamond, TEfficiency, TEllipse, TExec, TF12, TF1, TF2, TF3, TFrame, TGaxis, TGButton, TGButtonGroup, TGCanvas, TGCheckButton, TGColorSelect, TGColumnLayout, TGComboBox, TGCompositeFrame, TGContainer, TGDockableFrame, TGDoubleHSlider, TGDoubleVSlider, TGedMarkerSelect, TGedPatternSelect, TGeoArb8, TGeoBBox, TGeoBoolNode, TGeoCombiTrans, TGeoCompositeShape, TGeoCone, TGeoConeSeg, TGeoCtub, TGeoDecayChannel, TGeoElementRN, TGeoEltu, TGeoGtra, TGeoHalfSpace, TGeoHMatrix, TGeoHype, TGeoIdentity, TGeoIntersection, TGeoMaterial, TGeoMedium, TGeoMixture, TGeoPara, TGeoParaboloid, TGeoPatternCylPhi, TGeoPatternCylR, TGeoPatternParaX, TGeoPatternParaY, TGeoPatternParaZ, TGeoPatternSphPhi, TGeoPatternSphR, TGeoPatternSphTheta, TGeoPatternTrapZ, TGeoPatternX, TGeoPatternY, TGeoPatternZ, TGeoPcon, TGeoPgon, TGeoRotation, TGeoScaledShape, TGeoShapeAssembly, TGeoSphere, TGeoSubtraction, TGeoTessellated, TGeoTorus, TGeoTranslation, TGeoTrap, TGeoTrd1, TGeoTrd2, TGeoTube, TGeoTubeSeg, TGeoUnion, TGeoVolume, TGeoXtru, TGFileContainer, TGFont, TGFrame, TGFSComboBox, TGGC, TGGroupFrame, TGHButtonGroup, TGHorizontal3DLine, TGHorizontalFrame, TGHorizontalLayout, TGHProgressBar, TGHScrollBar, TGHSlider, TGHSplitter, TGHtml, TGIcon, TGLabel, TGLayoutHints, TGLineStyleComboBox, TGLineWidthComboBox, TGListBox, TGListDetailsLayout, TGListLayout, TGListTree, TGListView, TGLVContainer, TGMainFrame, TGMatrixLayout, TGMdiFrame, TGMdiMainFrame, TGMdiMenuBar, TGMenuBar, TGMenuTitle, TGNumberEntry, TGNumberEntryField, TGPictureButton, TGPopupMenu, TGProgressBar, TGRadioButton, TGraph2D, TGraph2DAsymmErrors, TGraph2DErrors, TGraph, TGraphAsymmErrors, TGraphBentErrors, TGraphEdge, TGraphErrors, TGraphMultiErrors, TGraphNode, TGraphPolar, TGraphPolargram, TGraphStruct, TGroupButton, TGRowLayout, TGShapedFrame, TGShutter, TGShutterItem, TGSplitFrame, TGStatusBar, TGTab, TGTabLayout, TGTableLayout, TGTableLayoutHints, TGTextButton, TGTextEdit, TGTextEntry, TGTextLBEntry, TGTextView, TGTileLayout, TGToolBar, TGTransientFrame, TGTripleHSlider, TGTripleVSlider, TGVButtonGroup, TGVertical3DLine, TGVerticalFrame, TGVerticalLayout, TGVFileSplitter, TGVProgressBar, TGVScrollBar, TGVSlider, TGVSplitter, TGXYLayout, TGXYLayoutHints, TH1, TH2Poly, THelix, THStack, TLatex, TLegend, TLine, TMacro, TMarker3DBox, TMarker, TMathText, TMultiGraph, TPad, TPaletteAxis, TParallelCoord, TParallelCoordVar, TPave, TPaveClass, TPaveLabel, TPaveStats, TPavesText, TPaveText, TPie, TPieSlice, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TProfile2D, TProfile3D, TProfile, TRootContainer, TRootEmbeddedCanvas, TScatter2D, TScatter, TSlider, TSliderBox, TSpline3, TSpline5, TStyle, TText, TTreePerfStats, and TWbox.
Definition at line 858 of file TObject.cxx.
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staticprotectedinherited |
Save object constructor in the output stream "out".
Can be used as first statement when implementing SavePrimitive() method for the object
Definition at line 777 of file TObject.cxx.
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staticprotectedinherited |
Save invocation of primitive Draw() method Skipped if option contains "nodraw" string.
Definition at line 845 of file TObject.cxx.
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protectedinherited |
Save object name and title into the output stream "out".
Definition at line 135 of file TNamed.cxx.
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staticprotectedinherited |
Save array in the output stream "out" as vector.
Create unique variable name based on prefix value Returns name of vector which can be used in constructor or in other places of C++ code If flag === kTRUE, just add empty line If flag === 111, check if array is empty and return nullptr or <vectorname>.data()
Definition at line 796 of file TObject.cxx.
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virtual |
Set which parameters go on which axis.
The first list element goes on the x axis, second (if it exists) on y, third (if it exists) on z, etc
Definition at line 238 of file MCMCInterval.cxx.
Set or unset the user status bits as specified in f.
Definition at line 888 of file TObject.cxx.
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inlinevirtual |
Set the MarkovChain that this interval is based on.
Definition at line 94 of file MCMCInterval.h.
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overridevirtual |
set the desired confidence level (see GetActualConfidenceLevel()) Note: calling this function triggers the algorithm that determines the interval, so call this after initializing all other aspects of this IntervalCalculator Also, calling this function again with a different confidence level re-triggers the calculation of the interval
Implements RooStats::ConfInterval.
Definition at line 208 of file MCMCInterval.cxx.
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inlinevirtual |
kbelasco: The inner-workings of the class really should not be exposed like this in a comment, but it seems to be the only way to give the user any control over this process, if they desire it
Set the fraction delta such that topCutoff (a) is considered == bottomCutoff (b) iff (std::abs(a - b) < std::abs(fDelta * (a + b)/2)) when determining the confidence interval by Keys
Definition at line 265 of file MCMCInterval.h.
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virtualinherited |
Set drawing option for object.
This option only affects the drawing style and is stored in the option field of the TObjOptLink supporting a TPad's primitive list (TList). Note that it does not make sense to call object.SetDrawOption(option) before having called object.Draw().
Reimplemented in RooPlot, TAxis, TBrowser, TGedFrame, TGFrame, TPad, TPaveStats, TRootBrowserLite, TSystemDirectory, and TSystemFile.
Definition at line 871 of file TObject.cxx.
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staticinherited |
Set destructor only flag.
Definition at line 1204 of file TObject.cxx.
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inlinevirtual |
set the acceptable level or error for Keys interval determination
Definition at line 230 of file MCMCInterval.h.
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inlinevirtual |
whether the specified confidence level is a floor for the actual confidence level (strict), or a ceiling (not strict)
Definition at line 82 of file MCMCInterval.h.
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inlinevirtual |
Set the type of interval to find.
This will only have an effect for 1-D intervals. If is more than 1 parameter of interest, then a "shortest" interval will always be used, since it generalizes directly to N dimensions
Definition at line 244 of file MCMCInterval.h.
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inlinevirtual |
set the left-side tail fraction for a tail-fraction interval
Definition at line 252 of file MCMCInterval.h.
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virtualinherited |
Set the name of the TNamed.
WARNING: if the object is a member of a THashTable or THashList container the container must be Rehash()'ed after SetName(). For example the list of objects in the current directory is a THashList.
Reimplemented in RooAbsArg, RooAbsData, RooDataHist, RooDataSet, RooFitResult, RooPlot, ROOT::Experimental::XRooFit::xRooNode, TChain, TColor, TDirectory, TEfficiency, TEventList, TEveScene, TFormula, TGraph2D, TGraph, TH1, TNode, TRotMatrix, TShape, TSystemDirectory, TSystemFile, and TTree.
Definition at line 149 of file TNamed.cxx.
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virtualinherited |
Set all the TNamed parameters (name and title).
WARNING: if the name is changed and the object is a member of a THashTable or THashList container the container must be Rehash()'ed after SetName(). For example the list of objects in the current directory is a THashList.
Reimplemented in RooAbsArg, RooAbsData, RooDataHist, RooDataSet, RooFitResult, RooPlot, TContextMenu, TGraph2D, TGraph, TH1, and TNode.
Definition at line 163 of file TNamed.cxx.
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inlinevirtual |
set the number of steps in the chain to discard as burn-in, starting from the first
Definition at line 162 of file MCMCInterval.h.
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staticinherited |
Turn on/off tracking of objects in the TObjectTable.
Definition at line 1188 of file TObject.cxx.
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virtual |
Set the parameters of interest for this interval and change other internal data members accordingly.
Definition at line 467 of file MCMCInterval.cxx.
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inlinevirtual |
Definition at line 246 of file MCMCInterval.h.
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virtualinherited |
Set the title of the TNamed.
Reimplemented in Axis2, RooPlot, ROOT::Experimental::XRooFit::xRooNode, ROOT::TSchemaRule::TSources, TASImage, TEfficiency, TF1, TGraph2D, TGraph, TH1, THnBase, TParallelCoordVar, TSystemDirectory, and TSystemFile.
Definition at line 173 of file TNamed.cxx.
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virtualinherited |
Set the unique object id.
Definition at line 899 of file TObject.cxx.
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inlinevirtual |
set whether to use kernel estimation to determine the interval
Definition at line 166 of file MCMCInterval.h.
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inlinevirtual |
set whether to use a sparse histogram.
you MUST also call SetUseKeys(false) to use a histogram.
Definition at line 170 of file MCMCInterval.h.
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virtualinherited |
Return size of the TNamed part of the TObject.
Reimplemented in TDirectory, TDirectoryFile, TFile, TKey, TSQLFile, and TXMLFile.
Definition at line 182 of file TNamed.cxx.
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overridevirtual |
Stream an object of class TObject.
Reimplemented from RooStats::ConfInterval.
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inline |
Definition at line 348 of file MCMCInterval.h.
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virtualinherited |
Issue system error message.
Use "location" to specify the method where the system error occurred. Accepts standard printf formatting arguments.
Definition at line 1112 of file TObject.cxx.
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virtual |
get the highest value of param that is within the confidence interval
Definition at line 921 of file MCMCInterval.cxx.
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virtual |
determine upper limit using histogram
Determine the upper limit for param on this interval using the binned data set.
Definition at line 1124 of file MCMCInterval.cxx.
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virtual |
determine upper limit using histogram
Determine the upper limit for param on this interval using the binned data set.
Definition at line 994 of file MCMCInterval.cxx.
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virtual |
determine upper limit in the shortest interval by using keys pdf
Determine the upper limit for param on this interval using the keys pdf.
Definition at line 1198 of file MCMCInterval.cxx.
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virtual |
determine upper limit using histogram
Determine the upper limit for param on this interval using the binned data set.
Definition at line 1083 of file MCMCInterval.cxx.
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virtual |
get the upper limit of param in the confidence interval Note that this works better for some distributions (ones with exactly one maximum) than others, and sometimes has little value.
Definition at line 968 of file MCMCInterval.cxx.
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virtual |
determine upper limit of the lower confidence interval
Definition at line 947 of file MCMCInterval.cxx.
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virtualinherited |
|
virtualinherited |
Issue warning message.
Use "location" to specify the method where the warning occurred. Accepts standard printf formatting arguments.
Definition at line 1084 of file TObject.cxx.
Definition at line 1376 of file MCMCInterval.cxx.
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virtualinherited |
Write this object to the current directory.
For more see the const version of this method.
Reimplemented in ROOT::TBufferMergerFile, TBuffer, TCollection, TDirectory, TDirectoryFile, TFile, TMap, TParallelMergingFile, TSQLFile, TTree, and TXMLFile.
Definition at line 989 of file TObject.cxx.
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virtualinherited |
Write this object to the current directory.
The data structure corresponding to this object is serialized. The corresponding buffer is written to the current directory with an associated key with name "name".
Writing an object to a file involves the following steps:
Bufsize can be given to force a given buffer size to write this object. By default, the buffersize will be taken from the average buffer size of all objects written to the current file so far.
If a name is specified, it will be the name of the key. If name is not given, the name of the key will be the name as returned by GetName().
The option can be a combination of: kSingleKey, kOverwrite or kWriteDelete Using the kOverwrite option a previous key with the same name is overwritten. The previous key is deleted before writing the new object. Using the kWriteDelete option a previous key with the same name is deleted only after the new object has been written. This option is safer than kOverwrite but it is slower. NOTE: Neither kOverwrite nor kWriteDelete reduces the size of a TFile– the space is simply freed up to be overwritten; in the case of a TTree, it is more complicated. If one opens a TTree, appends some entries, then writes it out, the behaviour is effectively the same. If, however, one creates a new TTree and writes it out in this way, only the metadata is replaced, effectively making the old data invisible without deleting it. TTree::Delete() can be used to mark all disk space occupied by a TTree as free before overwriting its metadata this way. The kSingleKey option is only used by TCollection::Write() to write a container with a single key instead of each object in the container with its own key.
An object is read from the file into memory via TKey::Read() or via TObject::Read().
The function returns the total number of bytes written to the file. It returns 0 if the object cannot be written.
Reimplemented in TBuffer, TCollection, TDirectory, TDirectoryFile, TFile, TMap, TParallelMergingFile, TSQLFile, TTree, and TXMLFile.
Definition at line 964 of file TObject.cxx.
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staticconstexprprivate |
Definition at line 280 of file MCMCInterval.h.
|
staticconstexprprivate |
Definition at line 279 of file MCMCInterval.h.
|
protected |
array of pointers to RooRealVars representing
the axes of the histogram fAxes[0] represents x-axis, [1] y, [2] z, etc
Definition at line 319 of file MCMCInterval.h.
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privateinherited |
|
protected |
the markov chain
Definition at line 284 of file MCMCInterval.h.
|
protected |
Requested confidence level (eg. 0.95 for 95% CL).
Definition at line 285 of file MCMCInterval.h.
|
protected |
cutoff variable to use for integrating keys pdf
Definition at line 296 of file MCMCInterval.h.
|
protected |
the binned Markov Chain data
Definition at line 287 of file MCMCInterval.h.
|
protected |
topCutoff (a) considered == bottomCutoff (b) iff (std::abs(a - b) < std::abs(fDelta * (a + b)/2)); Theoretically, the Abs is not needed here, but floating-point arithmetic does not always work perfectly, and the Abs doesn't hurt
Definition at line 325 of file MCMCInterval.h.
|
protected |
number of variables
Definition at line 316 of file MCMCInterval.h.
|
protected |
acceptable error for Keys interval determination
Definition at line 323 of file MCMCInterval.h.
|
protected |
Value of intergral of fProduct.
Definition at line 299 of file MCMCInterval.h.
|
staticprivateinherited |
|
protected |
the Heaviside function
Definition at line 294 of file MCMCInterval.h.
|
protected |
the binned Markov Chain data
Definition at line 308 of file MCMCInterval.h.
|
protected |
the actual conf level determined by hist
Definition at line 289 of file MCMCInterval.h.
|
protected |
cutoff bin size to be in interval
Definition at line 290 of file MCMCInterval.h.
|
protected |
Definition at line 330 of file MCMCInterval.h.
|
protected |
whether the specified confidence level is a floor for the actual confidence level (strict), or a ceiling (not strict) for determination by histogram
Definition at line 312 of file MCMCInterval.h.
|
protected |
the actual conf level determined by keys
Definition at line 297 of file MCMCInterval.h.
|
protected |
cutoff keys pdf value to be in interval
Definition at line 298 of file MCMCInterval.h.
|
protected |
data hist representing product
Definition at line 295 of file MCMCInterval.h.
|
protected |
the kernel estimation pdf
Definition at line 292 of file MCMCInterval.h.
|
protected |
left side tail-fraction for interval
Definition at line 301 of file MCMCInterval.h.
|
protected |
number of steps to discard as burn in, starting from the first
Definition at line 317 of file MCMCInterval.h.
|
protected |
parameters of interest for this interval
Definition at line 283 of file MCMCInterval.h.
|
protected |
the (keysPdf * heaviside) product
Definition at line 293 of file MCMCInterval.h.
|
protected |
the binned Markov Chain data
Definition at line 288 of file MCMCInterval.h.
|
protected |
the actual conf level of tail-fraction interval
Definition at line 302 of file MCMCInterval.h.
|
protected |
lower limit of the tail-fraction interval
Definition at line 305 of file MCMCInterval.h.
|
protected |
upper limit of the tail-fraction interval
Definition at line 306 of file MCMCInterval.h.
|
privateinherited |
|
protected |
whether to use kernel estimation
Definition at line 310 of file MCMCInterval.h.
|
protected |
whether to use sparse hist (vs. RooDataHist)
Definition at line 311 of file MCMCInterval.h.
|
protected |
vector containing the Markov chain data
Definition at line 303 of file MCMCInterval.h.
|
protected |
sum of weights of all entries in fVector
Definition at line 304 of file MCMCInterval.h.