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TKDTree< Index, Value > Class Template Reference

template<typename Index, typename Value>
class TKDTree< Index, Value >

Class implementing a kd-tree.

Contents:

  1. What is kd-tree
  2. How to cosntruct kdtree - Pseudo code
  3. Using TKDTree a. Creating the kd-tree and setting the data b. Navigating the kd-tree
  4. TKDTree implementation - technical details a. The order of nodes in internal arrays b. Division algorithm c. The order of nodes in boundary related arrays

1. What is kdtree ? ( [http://en.wikipedia.org/wiki/Kd-tree] )

In computer science, a kd-tree (short for k-dimensional tree) is a space-partitioning data structure for organizing points in a k-dimensional space. kd-trees are a useful data structure for several applications, such as searches involving a multidimensional search key (e.g. range searches and nearest neighbour searches). kd-trees are a special case of BSP trees.

A kd-tree uses only splitting planes that are perpendicular to one of the coordinate system axes. This differs from BSP trees, in which arbitrary splitting planes can be used. In addition, in the typical definition every node of a kd-tree, from the root to the leaves, stores a point. This differs from BSP trees, in which leaves are typically the only nodes that contain points (or other geometric primitives). As a consequence, each splitting plane must go through one of the points in the kd-tree. kd-trees are a variant that store data only in leaf nodes.

2. Constructing a classical kd-tree ( Pseudo code)

Since there are many possible ways to choose axis-aligned splitting planes, there are many different ways to construct kd-trees. The canonical method of kd-tree construction has the following constraints:

As one moves down the tree, one cycles through the axes used to select the splitting planes. (For example, the root would have an x-aligned plane, the root's children would both have y-aligned planes, the root's grandchildren would all have z-aligned planes, and so on.) At each step, the point selected to create the splitting plane is the median of the points being put into the kd-tree, with respect to their coordinates in the axis being used. (Note the assumption that we feed the entire set of points into the algorithm up-front.)

This method leads to a balanced kd-tree, in which each leaf node is about the same distance from the root. However, balanced trees are not necessarily optimal for all applications. The following pseudo-code illustrates this canonical construction procedure (NOTE, that the procedure used by the TKDTree class is a bit different, the following pseudo-code is given as a simple illustration of the concept):

function kdtree (list of points pointList, int depth)
{
if pointList is empty
return nil;
else
{
// Select axis based on depth so that axis cycles through all valid values
var int axis := depth mod k;
// Sort point list and choose median as pivot element
select median from pointList;
// Create node and construct subtrees
var tree_node node;
node.location := median;
node.leftChild := kdtree(points in pointList before median, depth+1);
node.rightChild := kdtree(points in pointList after median, depth+1);
return node;
}
}
point * points
Definition X3DBuffer.c:22

Our construction method is optimized to save memory, and differs a bit from the constraints above. In particular, the division axis is chosen as the one with the biggest spread, and the point to create the splitting plane is chosen so, that one of the two subtrees contains exactly 2^k terminal nodes and is a perfectly balanced binary tree, and, while at the same time, trying to keep the number of terminal nodes in the 2 subtrees as close as possible. The following section gives more details about our implementation.

3. Using TKDTree

3a. Creating the tree and setting the data

The interface of the TKDTree, that allows to set input data, has been developed to simplify using it together with TTree::Draw() functions. That's why the data has to be provided column-wise. For example:

{
TTree *datatree = ...
...
datatree->Draw("x:y:z", "selection", "goff");
//now make a kd-tree on the drawn variables
TKDTreeID *kdtree = new TKDTreeID(npoints, 3, 1);
kdtree->SetData(0, datatree->GetV1());
kdtree->SetData(1, datatree->GetV2());
kdtree->SetData(2, datatree->GetV3());
kdtree->Build();
}
TKDTree< Int_t, Double_t > TKDTreeID
Definition TKDTree.h:104
void SetData(Index npoints, Index ndim, UInt_t bsize, Value **data)
Set the data array. See the constructor function comments for details.
Definition TKDTree.cxx:921
void Build()
Build the kd-tree.
Definition TKDTree.cxx:414
A TTree represents a columnar dataset.
Definition TTree.h:89
void Draw(Option_t *opt) override
Default Draw method for all objects.
Definition TTree.h:478
virtual Double_t * GetV3()
Definition TTree.h:627
virtual Double_t * GetV1()
Definition TTree.h:623
virtual Double_t * GetV2()
Definition TTree.h:625
NOTE, that this implementation of kd-tree doesn't support adding new points after the tree has been built
Of course, it's not necessary to use TTree::Draw(). What is important, is to have data columnwise.
An example with regular arrays:
{
Int_t npoints = 100000;
Int_t ndim = 3;
Int_t bsize = 1;
Double_t xmin = -0.5;
Double_t xmax = 0.5;
Double_t *data0 = new Double_t[npoints];
Double_t *data1 = new Double_t[npoints];
Double_t *data2 = new Double_t[npoints];
Double_t *y = new Double_t[npoints];
for (Int_t i=0; i<npoints; i++){
data0[i]=gRandom->Uniform(xmin, xmax);
data1[i]=gRandom->Uniform(xmin, xmax);
data2[i]=gRandom->Uniform(xmin, xmax);
}
TKDTreeID *kdtree = new TKDTreeID(npoints, ndim, bsize);
kdtree->SetData(0, data0);
kdtree->SetData(1, data1);
kdtree->SetData(2, data2);
kdtree->Build();
}
int Int_t
Signed integer 4 bytes (int).
Definition RtypesCore.h:59
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
float xmin
float xmax
externTRandom * gRandom
Definition TRandom.h:62
Double_t y[n]
Definition legend1.C:17
By default, the kd-tree doesn't own the data and doesn't delete it with itself. If you want the
data to be deleted together with the kd-tree, call TKDTree::SetOwner(kTRUE).

Most functions of the kd-tree don't require the original data to be present after the tree
has been built. Check the functions documentation for more details.

3b. Navigating the kd-tree

Nodes of the tree are indexed top to bottom, left to right. The root node has index 0. Functions
TKDTree::GetLeft(Index inode), TKDTree::GetRight(Index inode) and TKDTree::GetParent(Index inode)
allow to find the children and the parent of a given node.

For a given node, one can find the indexes of the original points, contained in this node,
by calling the GetNodePointsIndexes(Index inode) function. Additionally, for terminal nodes,
there is a function GetPointsIndexes(Index inode) that returns a pointer to the relevant
part of the index array. To find the number of point in the node
(not only terminal), call TKDTree::GetNpointsNode(Index inode).

4. TKDtree implementation details - internal information, not needed to use the kd-tree.

4a. Order of nodes in the node information arrays:

TKDtree is optimized to minimize memory consumption. Nodes of the TKDTree do not store pointers to the left and right children or to the parent node, but instead there are several 1-d arrays of size fNNodes with information about the nodes. The order of the nodes information in the arrays is described below. It's important to understand it, if one's class needs to store some kind of additional information on the per node basis, for example, the fit function parameters.

  • Drawback: Insertion to the TKDtree is not supported.
  • Advantage: Random access is supported

As noted above, the construction of the kd-tree involves choosing the axis and the point on that axis to divide the remaining points approximately in half. The exact algorithm for choosing the division point is described in the next section. The sequence of divisions is recorded in the following arrays:

fAxis[fNNodes] - Division axis (0,1,2,3 ...)
fValue[fNNodes] - Division value
Value * fValue
[fNNodes] nodes cutting value
Definition TKDTree.h:85
Int_t fNNodes
size of node array
Definition TKDTree.h:78
UChar_t * fAxis
[fNNodes] nodes cutting axis
Definition TKDTree.h:84

Given the index of a node in those arrays, it's easy to find the indices, corresponding to children nodes or the parent node: Suppose, the parent node is stored under the index inode. Then:

  • Left child index = inode*2+1
  • Right child index = (inode+1)*2

Suppose, that the child node is stored under the index inode. Then:

  • Parent index = inode/2

Number of division nodes and number of terminals : fNNodes = (fNPoints/fBucketSize)

The nodes are filled always from left side to the right side: Let inode be the index of a node, and irow - the index of a row The TKDTree looks the following way: Ideal case:

Number of _terminal_ nodes = 2^N, N=3
INode
irow 0 0 - 1 inode
irow 1 1 2 - 2 inodes
irow 2 3 4 5 6 - 4 inodes
irow 3 7 8 9 10 11 12 13 14 - 8 inodes
#define N

Non ideal case:

Number of _terminal_ nodes = 2^N+k, N=3 k=1
INode
irow 0 0 - 1 inode
irow 1 1 2 - 2 inodes
irow 2 3 4 5 6 - 3 inodes
irow 3 7 8 9 10 11 12 13 14 - 8 inodes
irow 4 15 16 - 2 inodes

4b. The division algorithm:

As described above, the kd-tree is built by repeatingly dividing the given set of points into 2 smaller sets. The cut is made on the axis with the biggest spread, and the value on the axis, on which the cut is performed, is chosen based on the following formula: Suppose, we want to divide n nodes into 2 groups, left and right. Then the left and right will have the following number of nodes:

n=2^k+rest
Left = 2^k-1 + ((rest>2^k-2) ? 2^k-2 : rest)
Right = 2^k-1 + ((rest>2^k-2) ? rest-2^k-2 : 0)
const Int_t n
Definition legend1.C:16

For example, let n_nodes=67. Then, the closest 2^k=64, 2^k-1=32, 2^k-2=16. Left node gets 32+3=35 sub-nodes, and the right node gets 32 sub-nodes

The division process continues until all the nodes contain not more than a predefined number of points.

4c. The order of nodes in boundary-related arrays

Some kd-tree based algorithms need to know the boundaries of each node. This information can be computed by calling the TKDTree::MakeBoundaries() function. It fills the following arrays:

  • fRange : array containing the boundaries of the domain: | 1st dimension (min + max) | 2nd dimension (min + max) | ... fBoundaries : nodes boundaries | 1st node {1st dim * 2 elements | 2nd dim * 2 elements | ...} | 2nd node {...} | ...

The nodes are arranged in the order described in section 3a.

  • Note: the storage of the TKDTree in a file which include also the contained data is not supported. One must store the data separately in a file (e.g. using a TTree) and then re-creating the TKDTree from the data, after having read them from the file

Definition at line 9 of file TKDTree.h.

Public Types

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))
}

Public Member Functions

 TKDTree ()
 Default constructor. Nothing is built.
 TKDTree (Index npoints, Index ndim, UInt_t bsize)
 TKDTree (Index npoints, Index ndim, UInt_t bsize, Value **data)
 Create a kd-tree from the provided data array.
 ~TKDTree () override
 Destructor By default, the original data is not owned by kd-tree and is not deleted with it.
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.
void Build ()
 Build the kd-tree.
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 Clear (Option_t *="")
virtual TObjectClone (const char *newname="") const
 Make a clone of an object using the Streamer facility.
virtual Int_t Compare (const TObject *obj) const
 Compare abstract method.
virtual void Copy (TObject &object) const
 Copy this to obj.
virtual void Delete (Option_t *option="")
 Delete this object.
Double_t Distance (const Value *point, Index ind, Int_t type=2) const
 Find the distance between point of the first argument and the point at index value ind Type argument specifies the metric: type=2 - L2 metric, type=1 - L1 metric.
void DistanceToNode (const Value *point, Index inode, Value &min, Value &max, Int_t type=2)
 Find the minimal and maximal distance from a given point to a given node.
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 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.
void FindBNodeA (Value *point, Value *delta, Int_t &inode)
 find the smallest node covering the full range - start
void FindInRange (Value *point, Value range, std::vector< Index > &res)
 Find all points in the sphere of a given radius "range" around the given point.
void FindNearestNeighbors (const Value *point, Int_t k, Index *ind, Value *dist)
 Find kNN nearest neighbors to the point in the first argument Returns 1 on success, 0 on failure Arrays ind and dist are provided by the user and are assumed to be at least kNN elements long.
Index FindNode (const Value *point) const
 returns the index of the terminal node to which point belongs (index in the fAxis, fValue, etc arrays) returns -1 in case of failure
virtual TObjectFindObject (const char *name) const
 Must be redefined in derived classes.
virtual TObjectFindObject (const TObject *obj) const
 Must be redefined in derived classes.
void FindPoint (Value *point, Index &index, Int_t &iter)
 find the index of point works only if we keep fData pointers
ValueGetBoundaries ()
 Get the boundaries.
ValueGetBoundariesExact ()
 Get the boundaries.
ValueGetBoundary (const Int_t node)
 Get a boundary.
ValueGetBoundaryExact (const Int_t node)
 Get a boundary.
Index GetBucketSize ()
Int_t GetCrossNode ()
 ! cross node
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.
Index * GetIndPoints ()
Int_t GetLeft (Int_t inode) const
virtual const char * GetName () const
 Returns name of object.
Index GetNDim ()
Int_t GetNNodes () const
UChar_t GetNodeAxis (Int_t id) const
void GetNodePointsIndexes (Int_t node, Int_t &first1, Int_t &last1, Int_t &first2, Int_t &last2) const
 Return the indices of points in that node Indices are returned as the first and last value of the part of indices array, that belong to this node Sometimes points are in 2 intervals, then the first and last value for the second one are returned in third and fourth parameter, otherwise first2 is set to 0 and last2 is set to -1 To iterate over all the points of the node #inode, one can do, for example: Index *indices = kdtree->GetPointsIndexes(); Int_t first1, last1, first2, last2; kdtree->GetPointsIndexes(inode, first1, last1, first2, last2); for (Int_t ipoint=first1; ipoint<=last1; ipoint++){ point = indices[ipoint]; //do something with point; } for (Int_t ipoint=first2; ipoint<=last2; ipoint++){ point = indices[ipoint]; //do something with point; }.
Value GetNodeValue (Int_t id) const
Index GetNPoints ()
Index GetNPointsNode (Int_t node) const
 Get number of points in this node for all the terminal nodes except last, the size is fBucketSize for the last node it's fOffsetfBucketSize, or if fOffsetfBucketSize==0, it's also fBucketSize.
virtual char * GetObjectInfo (Int_t px, Int_t py) const
 Returns string containing info about the object at position (px,py).
Int_t GetOffset ()
 ! offset in fIndPoints
virtual Option_tGetOption () const
Int_t GetParent (Int_t inode) const
Index * GetPointsIndexes (Int_t node) const
 return the indices of the points in that terminal node for all the nodes except last, the size is fBucketSize for the last node it's fOffsetfBucketSize
Int_t GetRight (Int_t inode) const
Int_t GetRowT0 ()
 ! smallest terminal row
virtual const char * GetTitle () const
 Returns title of object.
Int_t GetTotalNodes () 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.
virtual ULong_t Hash () const
 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)
TClassIsA () 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_t IsOnHeap () const
Int_t IsOwner ()
virtual Bool_t IsSortable () const
Bool_t IsTerminal (Index inode) const
Bool_t IsZombie () const
Value KOrdStat (Index ntotal, Value *a, Index k, Index *index) const
 copy of the TMath::KOrdStat because I need an Index work array
virtual void ls (Option_t *option="") const
 The ls function lists the contents of a class on stdout.
void MakeBoundaries (Value *range=nullptr)
 Build boundaries for each node.
void MakeBoundariesExact ()
 Build boundaries for each node.
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.
virtual void Print (Option_t *option="") const
 This method must be overridden when a class wants to print itself.
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.
Int_t SetData (Index idim, Value *data)
 Set the coordinate #ndim of all points (the column #ndim of the data matrix) After setting all the data columns, proceed by calling Build() function Note, that calling this function after Build() is not possible Note also, that no checks on the array sizes is performed anywhere.
void SetData (Index npoints, Index ndim, UInt_t bsize, Value **data)
 Set the data array. See the constructor function comments for details.
virtual void SetDrawOption (Option_t *option="")
 Set drawing option for object.
void SetOwner (Int_t owner)
virtual void SetUniqueID (UInt_t uid)
 Set the unique object id.
void Spread (Index ntotal, Value *a, Index *index, Value &min, Value &max) const
 Calculate spread of the array a.
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 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 TClassClass ()
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 void DoError (int level, const char *location, const char *fmt, va_list va) const
 Interface to ErrorHandler (protected).
void MakeZombie ()

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

UChar_tfAxis
 [fNNodes] nodes cutting axis
ValuefBoundaries
 ! nodes boundaries
Index fBucketSize
 size of the terminal nodes
Int_t fCrossNode
 ! cross node - node that begins the last row (with terminal nodes only)
Value ** fData
 ! data points
Int_t fDataOwner
 ! 0 - not owner, 2 - owner of the pointer array, 1 - owner of the whole 2-d array
Index * fIndPoints
 ! array of points indexes
Index fNDim
 number of dimensions
Index fNDimm
 dummy 2*fNDim
Int_t fNNodes
 size of node array
Index fNPoints
 number of multidimensional points
Int_t fOffset
 !
ValuefRange
 [fNDimm] range of data for each dimension
Int_t fRowT0
 ! smallest terminal row - first row that contains terminal nodes
Int_t fTotalNodes
 total number of nodes (fNNodes + terminal nodes)
ValuefValue
 [fNNodes] nodes cutting value

Private Member Functions

 TKDTree (const TKDTree &)
void CookBoundaries (const Int_t node, Bool_t left)
 define index of this terminal node
TKDTree< Index, Value > & operator= (const TKDTree< Index, Value > &)
void UpdateNearestNeighbors (Index inode, const Value *point, Int_t kNN, Index *ind, Value *dist)
 Update the nearest neighbors values by examining the node inode.
void UpdateRange (Index inode, Value *point, Value range, std::vector< Index > &res)
 Internal recursive function with the implementation of range searches.

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 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 <TKDTree.h>

Inheritance diagram for TKDTree< Index, Value >:
TObject

Member Enumeration Documentation

◆ anonymous enum

anonymous enum
protectedinherited
Enumerator
kOnlyPrepStep 

Used to request that the class specific implementation of TObject::Write just prepare the objects to be ready to be written but do not actually write them into the TBuffer.

This is just for example by TBufferMerger to request that the TTree inside the file calls TTree::FlushBaskets (outside of the merging lock) and TBufferMerger will later ask for the write (inside the merging lock). To take advantage of this feature the class needs to overload TObject::Write and use this enum value accordingly. (See TTree::Write and TObject::Write) Do not use, this feature will be migrate to the Merge function (See TClass and TTree::Merge)

Definition at line 106 of file TObject.h.

◆ anonymous enum

anonymous enum
inherited
Enumerator
kSingleKey 

write collection with single key

kOverwrite 

overwrite existing object with same name

kWriteDelete 

write object, then delete previous key with same name

Definition at line 99 of file TObject.h.

◆ anonymous enum

anonymous enum
inherited
Enumerator
kIsOnHeap 

object is on heap

kNotDeleted 

object has not been deleted

kZombie 

object ctor failed

kInconsistent 

class overload Hash but does call RecursiveRemove in destructor

kBitMask 

Definition at line 89 of file TObject.h.

◆ EDeprecatedStatusBits

Enumerator
kObjInCanvas 

for backward compatibility only, use kMustCleanup

Definition at line 84 of file TObject.h.

◆ EStatusBits

enum TObject::EStatusBits
inherited
Enumerator
kCanDelete 

if object in a list can be deleted

kMustCleanup 

if object destructor must call RecursiveRemove()

kIsReferenced 

if object is referenced by a TRef or TRefArray

kHasUUID 

if object has a TUUID (its fUniqueID=UUIDNumber)

kCannotPick 

if object in a pad cannot be picked

kNoContextMenu 

if object does not want context menu

kInvalidObject 

if object ctor succeeded but object should not be used

Definition at line 70 of file TObject.h.

Constructor & Destructor Documentation

◆ TKDTree() [1/4]

template<typename Index, typename Value>
TKDTree< Index, Value >::TKDTree ( )

Default constructor. Nothing is built.

Definition at line 273 of file TKDTree.cxx.

◆ TKDTree() [2/4]

template<typename Index, typename Value>
TKDTree< Index, Value >::TKDTree ( Index npoints,
Index ndim,
UInt_t bsize )

Definition at line 295 of file TKDTree.cxx.

◆ TKDTree() [3/4]

template<typename Index, typename Value>
TKDTree< Index, Value >::TKDTree ( Index npoints,
Index ndim,
UInt_t bsize,
Value ** data )

Create a kd-tree from the provided data array.

This function only sets the data, call Build() to build the tree!!! Parameters:

  • npoints - total number of points. Adding points after the tree is built is not supported
  • ndim - number of dimensions
  • bsize - maximal number of points in the terminal nodes
  • data - the data array

The data should be placed columnwise (like in a TTree). The columnwise orientation is chosen to simplify the usage together with TTree::GetV1() like functions. An example of filling such an array for a 2d case: Double_t **data = new Double_t*[2]; data[0] = new Double_t[npoints]; data[1] = new Double_t[npoints]; for (Int_t i=0; i<npoints; i++){ data[0][i]=gRandom->Uniform(-1, 1); //fill the x-coordinate data[1][i]=gRandom->Uniform(-1, 1); //fill the y-coordinate }

By default, the kd-tree doesn't own the data. If you want the kd-tree to delete the data array, call kdtree->SetOwner(kTRUE).

Definition at line 347 of file TKDTree.cxx.

◆ ~TKDTree()

template<typename Index, typename Value>
TKDTree< Index, Value >::~TKDTree ( )
override

Destructor By default, the original data is not owned by kd-tree and is not deleted with it.

If you want to delete the data along with the kd-tree, call SetOwner(kTRUE).

Definition at line 376 of file TKDTree.cxx.

◆ TKDTree() [4/4]

template<typename Index, typename Value>
TKDTree< Index, Value >::TKDTree ( const TKDTree< Index, Value > & )
private

Member Function Documentation

◆ AbstractMethod()

void TObject::AbstractMethod ( const char * method) const
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.

Warning
This interface is a legacy function that is no longer recommended to be used by new development code.
Note
The name "AbstractMethod" does not imply that it's an abstract method in the strict C++ sense.

Definition at line 1149 of file TObject.cxx.

◆ AddToTObjectTable()

void TObject::AddToTObjectTable ( TObject * op)
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.

◆ AppendPad()

void TObject::AppendPad ( Option_t * option = "")
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.

◆ Browse()

◆ Build()

template<typename Index, typename Value>
void TKDTree< Index, Value >::Build ( )

Build the kd-tree.

  1. calculate number of nodes
  2. calculate first terminal row
  3. initialize index array
  4. non recursive building of the binary tree

The tree is divided recursively. See class description, section 4b for the details of the division algorithm

Definition at line 414 of file TKDTree.cxx.

◆ CheckedHash()

ULong_t TObject::CheckedHash ( )
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.

Definition at line 332 of file TObject.h.

◆ Class()

template<typename Index, typename Value>
TClass * TKDTree< Index, Value >::Class ( )
static
Returns
TClass describing this class

◆ Class_Name()

template<typename Index, typename Value>
const char * TKDTree< Index, Value >::Class_Name ( )
static
Returns
Name of this class

◆ Class_Version()

template<typename Index, typename Value>
constexpr Version_t TKDTree< Index, Value >::Class_Version ( )
inlinestaticconstexpr
Returns
Version of this class

Definition at line 100 of file TKDTree.h.

◆ ClassName()

const char * TObject::ClassName ( ) const
virtualinherited

Returns name of class to which the object belongs.

Definition at line 227 of file TObject.cxx.

◆ Clear()

◆ Clone()

TObject * TObject::Clone ( const char * newname = "") const
virtualinherited

Make a clone of an object using the Streamer facility.

If the object derives from TNamed, this function is called by TNamed::Clone. TNamed::Clone uses the optional argument to set a new name to the newly created object.

If the object class has a DirectoryAutoAdd function, it will be called at the end of the function with the parameter gDirectory. This usually means that the object will be appended to the current ROOT directory.

Reimplemented in RooAbsArg, RooAbsBinning, RooAbsCollection, RooAbsStudy, RooCatType, RooCmdArg, RooDataHist, RooDataSet, RooFitResult, RooLinkedList, RooStats::HypoTestResult, RooStats::ModelConfig, RooStudyPackage, RooTemplateProxy< T >, RooTemplateProxy< const RooHistFunc >, RooTemplateProxy< RooAbsCategory >, RooTemplateProxy< RooAbsPdf >, RooTemplateProxy< RooAbsReal >, RooTemplateProxy< RooAbsRealLValue >, RooTemplateProxy< RooMultiCategory >, RooTemplateProxy< RooRealVar >, RooWorkspace, TASImage, TChainIndex, TClass, TCollection, TF1, TFunction, TFunctionTemplate, TH1, TImage, TMethod, TMethodCall, TMinuit, TMVA::MinuitWrapper, TNamed, TStreamerInfo, and TTreeIndex.

Definition at line 243 of file TObject.cxx.

◆ Compare()

Int_t TObject::Compare ( const TObject * obj) const
virtualinherited

Compare abstract method.

Must be overridden if a class wants to be able to compare itself with other objects. Must return -1 if this is smaller than obj, 0 if objects are equal and 1 if this is larger than obj.

Reimplemented in RooAbsArg, RooDouble, TCollection, TEnvRec, TFileInfo, TGeoBranchArray, TGeoOverlap, TGFSFrameElement, TGLBFrameElement, TNamed, TObjString, TParameter< AParamType >, TParameter< Long64_t >, TStructNode, TStructNodeProperty, and TUrl.

Definition at line 258 of file TObject.cxx.

◆ CookBoundaries()

template<typename Index, typename Value>
void TKDTree< Index, Value >::CookBoundaries ( const Int_t node,
Bool_t left )
private

define index of this terminal node

Definition at line 1072 of file TKDTree.cxx.

◆ Copy()

◆ DeclFileName()

template<typename Index, typename Value>
const char * TKDTree< Index, Value >::DeclFileName ( )
inlinestatic
Returns
Name of the file containing the class declaration

Definition at line 100 of file TKDTree.h.

◆ Delete()

void TObject::Delete ( Option_t * option = "")
virtualinherited

◆ Distance()

template<typename Index, typename Value>
Double_t TKDTree< Index, Value >::Distance ( const Value * point,
Index ind,
Int_t type = 2 ) const

Find the distance between point of the first argument and the point at index value ind Type argument specifies the metric: type=2 - L2 metric, type=1 - L1 metric.

Definition at line 613 of file TKDTree.cxx.

◆ DistanceToNode()

template<typename Index, typename Value>
void TKDTree< Index, Value >::DistanceToNode ( const Value * point,
Index inode,
Value & min,
Value & max,
Int_t type = 2 )

Find the minimal and maximal distance from a given point to a given node.

Type argument specifies the metric: type=2 - L2 metric, type=1 - L1 metric If the point is inside the node, both min and max are set to 0.

Definition at line 638 of file TKDTree.cxx.

◆ DistancetoPrimitive()

◆ DoError()

void TObject::DoError ( int level,
const char * location,
const char * fmt,
va_list va ) const
protectedvirtualinherited

Interface to ErrorHandler (protected).

Reimplemented in TThread, and TTreeViewer.

Definition at line 1059 of file TObject.cxx.

◆ Draw()

◆ DrawClass()

void TObject::DrawClass ( ) const
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.

◆ DrawClone()

TObject * TObject::DrawClone ( Option_t * option = "") const
virtualinherited

Draw a clone of this object in the current selected pad with: gROOT->SetSelectedPad(c1).

If pad was not selected - gPad will be used.

Note
For histograms, use the more specialised TH1::DrawCopy().

Reimplemented in TAxis, TCanvas, TGFrame, TSystemDirectory, and TSystemFile.

Definition at line 319 of file TObject.cxx.

◆ Dump()

void TObject::Dump ( ) const
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:

fAngle 0 Arrow opening angle (degrees)
fArrowSize 0.2 Arrow Size
fOption.*fData
fX1 0.1 X of 1st point
fY1 0.15 Y of 1st point
fX2 0.67 X of 2nd point
fY2 0.83 Y of 2nd point
fUniqueID 0 object unique identifier
fBits 50331648 bit field status word
fLineColor 1 line color
fLineStyle 1 line style
fLineWidth 1 line width
fFillColor 19 fill area color
fFillStyle 1001 fill area style
#define X(type, name)
Value ** fData
! data points
Definition TKDTree.h:88
UInt_t fUniqueID
object unique identifier
Definition TObject.h:46
UInt_t fBits
bit field status word
Definition TObject.h:47
TLine * line
TCanvas * style()
Definition style.C:1

Reimplemented in TClass, TCollection, TGFrame, TGPack, and TSystemFile.

Definition at line 367 of file TObject.cxx.

◆ Error()

void TObject::Error ( const char * location,
const char * fmt,
... ) const
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.

◆ Execute() [1/2]

void TObject::Execute ( const char * method,
const char * params,
Int_t * error = nullptr )
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.

◆ Execute() [2/2]

void TObject::Execute ( TMethod * method,
TObjArray * params,
Int_t * error = nullptr )
virtualinherited

Execute method on this object with parameters stored in the TObjArray.

The TObjArray should contain an argv vector like:

argv[0] ... argv[n] = the list of TObjString parameters
Collectable string class.
Definition TObjString.h:28

Reimplemented in ROOT::R::TRInterface, TCling, TContextMenu, TInterpreter, and TMethodCall.

Definition at line 398 of file TObject.cxx.

◆ ExecuteEvent()

◆ Fatal()

void TObject::Fatal ( const char * location,
const char * fmt,
... ) const
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.

◆ FindBNodeA()

template<typename Index, typename Value>
void TKDTree< Index, Value >::FindBNodeA ( Value * point,
Value * delta,
Int_t & inode )

find the smallest node covering the full range - start

Definition at line 1176 of file TKDTree.cxx.

◆ FindInRange()

template<typename Index, typename Value>
void TKDTree< Index, Value >::FindInRange ( Value * point,
Value range,
std::vector< Index > & res )

Find all points in the sphere of a given radius "range" around the given point.

Parameters
pointthe point
rangeradius of the sphere
resa vector, in which the results will be returned

Definition at line 752 of file TKDTree.cxx.

◆ FindNearestNeighbors()

template<typename Index, typename Value>
void TKDTree< Index, Value >::FindNearestNeighbors ( const Value * point,
Int_t k,
Index * ind,
Value * dist )

Find kNN nearest neighbors to the point in the first argument Returns 1 on success, 0 on failure Arrays ind and dist are provided by the user and are assumed to be at least kNN elements long.

Definition at line 546 of file TKDTree.cxx.

◆ FindNode()

template<typename Index, typename Value>
Index TKDTree< Index, Value >::FindNode ( const Value * point) const

returns the index of the terminal node to which point belongs (index in the fAxis, fValue, etc arrays) returns -1 in case of failure

Definition at line 675 of file TKDTree.cxx.

◆ FindObject() [1/2]

TObject * TObject::FindObject ( const char * name) const
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.

◆ FindObject() [2/2]

TObject * TObject::FindObject ( const TObject * obj) const
virtualinherited

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.

◆ FindPoint()

template<typename Index, typename Value>
void TKDTree< Index, Value >::FindPoint ( Value * point,
Index & index,
Int_t & iter )

find the index of point works only if we keep fData pointers

Definition at line 706 of file TKDTree.cxx.

◆ GetBoundaries()

template<typename Index, typename Value>
Value * TKDTree< Index, Value >::GetBoundaries ( )

Get the boundaries.

Definition at line 1188 of file TKDTree.cxx.

◆ GetBoundariesExact()

template<typename Index, typename Value>
Value * TKDTree< Index, Value >::GetBoundariesExact ( )

Get the boundaries.

Definition at line 1199 of file TKDTree.cxx.

◆ GetBoundary()

template<typename Index, typename Value>
Value * TKDTree< Index, Value >::GetBoundary ( const Int_t node)

Get a boundary.

Definition at line 1209 of file TKDTree.cxx.

◆ GetBoundaryExact()

template<typename Index, typename Value>
Value * TKDTree< Index, Value >::GetBoundaryExact ( const Int_t node)

Get a boundary.

Definition at line 1219 of file TKDTree.cxx.

◆ GetBucketSize()

template<typename Index, typename Value>
Index TKDTree< Index, Value >::GetBucketSize ( )
inline

Definition at line 48 of file TKDTree.h.

◆ GetCrossNode()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetCrossNode ( )
inline

! cross node

Definition at line 45 of file TKDTree.h.

◆ GetDrawOption()

Option_t * TObject::GetDrawOption ( ) const
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.

◆ GetDtorOnly()

Longptr_t TObject::GetDtorOnly ( )
staticinherited

Return destructor only flag.

Definition at line 1196 of file TObject.cxx.

◆ GetIconName()

const char * TObject::GetIconName ( ) const
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.

◆ GetIndPoints()

template<typename Index, typename Value>
Index * TKDTree< Index, Value >::GetIndPoints ( )
inline

Definition at line 47 of file TKDTree.h.

◆ GetLeft()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetLeft ( Int_t inode) const
inline

Definition at line 24 of file TKDTree.h.

◆ GetName()

◆ GetNDim()

template<typename Index, typename Value>
Index TKDTree< Index, Value >::GetNDim ( )
inline

Definition at line 40 of file TKDTree.h.

◆ GetNNodes()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetNNodes ( ) const
inline

Definition at line 33 of file TKDTree.h.

◆ GetNodeAxis()

template<typename Index, typename Value>
UChar_t TKDTree< Index, Value >::GetNodeAxis ( Int_t id) const
inline

Definition at line 31 of file TKDTree.h.

◆ GetNodePointsIndexes()

template<typename Index, typename Value>
void TKDTree< Index, Value >::GetNodePointsIndexes ( Int_t node,
Int_t & first1,
Int_t & last1,
Int_t & first2,
Int_t & last2 ) const

Return the indices of points in that node Indices are returned as the first and last value of the part of indices array, that belong to this node Sometimes points are in 2 intervals, then the first and last value for the second one are returned in third and fourth parameter, otherwise first2 is set to 0 and last2 is set to -1 To iterate over all the points of the node #inode, one can do, for example: Index *indices = kdtree->GetPointsIndexes(); Int_t first1, last1, first2, last2; kdtree->GetPointsIndexes(inode, first1, last1, first2, last2); for (Int_t ipoint=first1; ipoint<=last1; ipoint++){ point = indices[ipoint]; //do something with point; } for (Int_t ipoint=first2; ipoint<=last2; ipoint++){ point = indices[ipoint]; //do something with point; }.

Definition at line 844 of file TKDTree.cxx.

◆ GetNodeValue()

template<typename Index, typename Value>
Value TKDTree< Index, Value >::GetNodeValue ( Int_t id) const
inline

Definition at line 32 of file TKDTree.h.

◆ GetNPoints()

template<typename Index, typename Value>
Index TKDTree< Index, Value >::GetNPoints ( )
inline

Definition at line 39 of file TKDTree.h.

◆ GetNPointsNode()

template<typename Index, typename Value>
Index TKDTree< Index, Value >::GetNPointsNode ( Int_t node) const

Get number of points in this node for all the terminal nodes except last, the size is fBucketSize for the last node it's fOffsetfBucketSize, or if fOffsetfBucketSize==0, it's also fBucketSize.

Definition at line 898 of file TKDTree.cxx.

◆ GetObjectInfo()

char * TObject::GetObjectInfo ( Int_t px,
Int_t py ) const
virtualinherited

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.

◆ GetObjectStat()

Bool_t TObject::GetObjectStat ( )
staticinherited

Get status of object stat flag.

Definition at line 1181 of file TObject.cxx.

◆ GetOffset()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetOffset ( )
inline

! offset in fIndPoints

Definition at line 46 of file TKDTree.h.

◆ GetOption()

virtual Option_t * TObject::GetOption ( ) const
inlinevirtualinherited

◆ GetParent()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetParent ( Int_t inode) const
inline

Definition at line 26 of file TKDTree.h.

◆ GetPointsIndexes()

template<typename Index, typename Value>
Index * TKDTree< Index, Value >::GetPointsIndexes ( Int_t node) const

return the indices of the points in that terminal node for all the nodes except last, the size is fBucketSize for the last node it's fOffsetfBucketSize

Definition at line 815 of file TKDTree.cxx.

◆ GetRight()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetRight ( Int_t inode) const
inline

Definition at line 25 of file TKDTree.h.

◆ GetRowT0()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetRowT0 ( )
inline

! smallest terminal row

Definition at line 44 of file TKDTree.h.

◆ GetTitle()

const char * TObject::GetTitle ( ) const
virtualinherited

Returns title of object.

This default method returns the class title (i.e. description). Classes that give objects a title should override this method.

Reimplemented in Axis2, TASImage, TAxis, TBaseClass, TClassMenuItem, TEveGeoNode, TEvePointSet, TGaxis, TGGroupFrame, TGLabel, TGLVEntry, TGTextButton, TGTextEntry, TGTextLBEntry, TKey, TMapFile, TNamed, TPad, TPair, TParallelCoordSelect, TParticle, TPaveLabel, TPrimary, TQCommand, TRootIconList, and TVirtualPad.

Definition at line 507 of file TObject.cxx.

◆ GetTotalNodes()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::GetTotalNodes ( ) const
inline

Definition at line 34 of file TKDTree.h.

◆ GetUniqueID()

UInt_t TObject::GetUniqueID ( ) const
virtualinherited

Return the unique object id.

Definition at line 480 of file TObject.cxx.

◆ HandleTimer()

Bool_t TObject::HandleTimer ( TTimer * timer)
virtualinherited

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.

◆ Hash()

ULong_t TObject::Hash ( ) const
virtualinherited

Return hash value for this object.

Note: If this routine is overloaded in a derived class, this derived class should also add

void CallRecursiveRemoveIfNeeded(TObject &obj)
call RecursiveRemove for obj if gROOT is valid and obj.TestBit(kMustCleanup) is true.
Definition TROOT.h:406

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

Error in <ROOT::Internal::TCheckHashRecursiveRemoveConsistency::CheckRecursiveRemove>: The class SomeName overrides
TObject::Hash but does not call TROOT::RecursiveRemove in its destructor.
virtual void Error(const char *method, const char *msgfmt,...) const
Issue error message.
Definition TObject.cxx:1098
TObject()
TObject constructor.
Definition TObject.h:259
virtual ULong_t Hash() const
Return hash value for this object.
Definition TObject.cxx:539
void RecursiveRemove(TObject *obj) override
Recursively remove this object from the list of Cleanups.
Definition TROOT.cxx:2651

Reimplemented in RooLinkedList, TASImagePlugin, TASPluginGS, TCollection, TEnvRec, TGObject, TGPicture, TIconBoxThumb, TImagePlugin, TNamed, TObjString, TPad, TPair, TParameter< AParamType >, TParameter< Long64_t >, TPave, and TStatistic.

Definition at line 539 of file TObject.cxx.

◆ HasInconsistentHash()

Bool_t TObject::HasInconsistentHash ( ) const
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)

Definition at line 366 of file TObject.h.

◆ Info()

void TObject::Info ( const char * location,
const char * fmt,
... ) const
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.

◆ InheritsFrom() [1/2]

Bool_t TObject::InheritsFrom ( const char * classname) const
virtualinherited

Returns kTRUE if object inherits from class "classname".

Reimplemented in TClass.

Definition at line 549 of file TObject.cxx.

◆ InheritsFrom() [2/2]

Bool_t TObject::InheritsFrom ( const TClass * cl) const
virtualinherited

Returns kTRUE if object inherits from TClass cl.

Reimplemented in TClass.

Definition at line 557 of file TObject.cxx.

◆ Inspect()

void TObject::Inspect ( ) const
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.

◆ InvertBit()

void TObject::InvertBit ( UInt_t f)
inlineinherited

Definition at line 206 of file TObject.h.

◆ IsA()

template<typename Index, typename Value>
TClass * TKDTree< Index, Value >::IsA ( ) const
inlineoverridevirtual
Returns
TClass describing current object

Reimplemented from TObject.

Definition at line 100 of file TKDTree.h.

◆ IsDestructed()

Bool_t TObject::IsDestructed ( ) const
inlineinherited

IsDestructed.

Note
This function must be non-virtual as it can be used on destructed (but not yet modified) memory. This is used for example in TClonesArray to record the element that have been destructed but not deleted and thus are ready for re-use (by operator new with placement).
Returns
true if this object's destructor has been run.

Definition at line 186 of file TObject.h.

◆ IsEqual()

Bool_t TObject::IsEqual ( const TObject * obj) const
virtualinherited

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.

◆ IsFolder()

◆ IsOnHeap()

Bool_t TObject::IsOnHeap ( ) const
inlineinherited

Definition at line 160 of file TObject.h.

◆ IsOwner()

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::IsOwner ( )
inline

Definition at line 57 of file TKDTree.h.

◆ IsSortable()

virtual Bool_t TObject::IsSortable ( ) const
inlinevirtualinherited

◆ IsTerminal()

template<typename Index, typename Value>
Bool_t TKDTree< Index, Value >::IsTerminal ( Index inode) const
inline

Definition at line 56 of file TKDTree.h.

◆ IsZombie()

Bool_t TObject::IsZombie ( ) const
inlineinherited

Definition at line 161 of file TObject.h.

◆ KOrdStat()

template<typename Index, typename Value>
Value TKDTree< Index, Value >::KOrdStat ( Index ntotal,
Value * a,
Index k,
Index * index ) const

copy of the TMath::KOrdStat because I need an Index work array

Definition at line 983 of file TKDTree.cxx.

◆ ls()

◆ MakeBoundaries()

template<typename Index, typename Value>
void TKDTree< Index, Value >::MakeBoundaries ( Value * range = nullptr)

Build boundaries for each node.

Note, that the boundaries here are built based on the splitting planes of the kd-tree, and don't necessarily pass through the points of the original dataset. For the latter functionality see function MakeBoundariesExact() Boundaries can be retrieved by calling GetBoundary(inode) function that would return an array of boundaries for the specified node, or GetBoundaries() function that would return the complete array.

Definition at line 1037 of file TKDTree.cxx.

◆ MakeBoundariesExact()

template<typename Index, typename Value>
void TKDTree< Index, Value >::MakeBoundariesExact ( )

Build boundaries for each node.

Unlike MakeBoundaries() function the boundaries built here always pass through a point of the original dataset So, for example, for a terminal node with just one point minimum and maximum for each dimension are the same. Boundaries can be retrieved by calling GetBoundaryExact(inode) function that would return an array of boundaries for the specified node, or GetBoundaries() function that would return the complete array.

Definition at line 1117 of file TKDTree.cxx.

◆ MakeZombie()

void TObject::MakeZombie ( )
inlineprotectedinherited

Definition at line 55 of file TObject.h.

◆ MayNotUse()

void TObject::MayNotUse ( const char * method) const
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.

◆ Notify()

Bool_t TObject::Notify ( )
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.

◆ Obsolete()

void TObject::Obsolete ( const char * method,
const char * asOfVers,
const char * removedFromVers ) const
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.

◆ operator delete() [1/3]

void TObject::operator delete ( void * ptr,
size_t size )
inherited

Operator delete for sized deallocation.

Definition at line 1234 of file TObject.cxx.

◆ operator delete() [2/3]

void TObject::operator delete ( void * ptr)
inherited

Operator delete.

Definition at line 1212 of file TObject.cxx.

◆ operator delete() [3/3]

void TObject::operator delete ( void * ptr,
void * vp )
inherited

Only called by placement new when throwing an exception.

Definition at line 1266 of file TObject.cxx.

◆ operator delete[]() [1/3]

void TObject::operator delete[] ( void * ptr,
size_t size )
inherited

Operator delete [] for sized deallocation.

Definition at line 1245 of file TObject.cxx.

◆ operator delete[]() [2/3]

void TObject::operator delete[] ( void * ptr)
inherited

Operator delete [].

Definition at line 1223 of file TObject.cxx.

◆ operator delete[]() [3/3]

void TObject::operator delete[] ( void * ptr,
void * vp )
inherited

Only called by placement new[] when throwing an exception.

Definition at line 1274 of file TObject.cxx.

◆ operator new() [1/2]

void * TObject::operator new ( size_t sz)
inlineinherited

Definition at line 189 of file TObject.h.

◆ operator new() [2/2]

void * TObject::operator new ( size_t sz,
void * vp )
inlineinherited

Definition at line 191 of file TObject.h.

◆ operator new[]() [1/2]

void * TObject::operator new[] ( size_t sz)
inlineinherited

Definition at line 190 of file TObject.h.

◆ operator new[]() [2/2]

void * TObject::operator new[] ( size_t sz,
void * vp )
inlineinherited

Definition at line 192 of file TObject.h.

◆ operator=()

template<typename Index, typename Value>
TKDTree< Index, Value > & TKDTree< Index, Value >::operator= ( const TKDTree< Index, Value > & )
private

◆ Paint()

void TObject::Paint ( Option_t * option = "")
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.

◆ Pop()

void TObject::Pop ( )
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.

◆ Print()

void TObject::Print ( Option_t * option = "") const
virtualinherited

This method must be overridden when a class wants to print itself.

Reimplemented in Roo1DTable, RooAbsArg, RooAbsBinning, RooAbsCollection, RooAbsData, RooAbsDataStore, RooAbsGenContext, RooCatType, RooCmdArg, RooCurve, RooEllipse, RooFitResult, RooGenFitStudy, RooHist, RooLinkedList, RooMsgService, RooNumGenConfig, RooNumIntConfig, RooPlot, RooSharedProperties, RooStats::ModelConfig, ROOT::Experimental::REveTrans, ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoPoint, ROOT::Experimental::XRooFit::xRooNLLVar::xRooHypoSpace, ROOT::Experimental::XRooFit::xRooNode, ROOT::v5::TFormula, RooWorkspace, TAnnotation, TApplicationRemote, TAttParticle, TBenchmark, TBits, TBox, TBranch, TBranchClones, TBranchElement, TBranchObject, TBranchRef, TBranchSTL, TChain, TClassTable, TCling, TCollection, TColor, TDatabasePDG, TDecompBase, TDecompBK, TDecompChol, TDecompLU, TDecompQRH, TDecompSparse, TDecompSVD, TDirectory, TEllipse, TEnv, TEventList, TEveTrans, TF1, TFile, TFileCacheRead, TFileCacheWrite, TFileCollection, TFileInfo, TFileInfoMeta, TFitResult, TFoamCell, TFoamVect, TFormula, TFunction, TGCompositeFrame, TGDMLMatrix, TGeoBatemanSol, TGeoBorderSurface, TGeoBranchArray, TGeoDecayChannel, TGeoElement, TGeoElementRN, TGeoElementTable, TGeoIsotope, TGeoMatrix, TGeoOpticalSurface, TGeoOverlap, TGeoPhysicalNode, TGeoRegion, TGeoSkinSurface, TGeoTessellated, TGeoTrack, TGeoVolume, TGeoVoxelFinder, TGFont, TGFontPool, TGFrame, TGFrameElement, TGGC, TGGCPool, TGLayoutHints, TGMimeTypes, TGPicture, TGPicturePool, TGraph2D, TGraph2DAsymmErrors, TGraph2DErrors, TGraph, TGraphAsymmErrors, TGraphBentErrors, TGraphErrors, TGraphMultiErrors, TGTextEdit, TGWindow, TH1, THashTable, THbookTree, THelix, THnBase, THStack, TInetAddress, TKey, TLegend, TLegendEntry, TLine, TLorentzVector, TMacro, TMapFile, TMarker, TMatrixTBase< Element >, TMatrixTBase< Double_t >, TMatrixTBase< Float_t >, TMemFile, TMessageHandler, TMultiDimFit, TMultiGraph, TMVA::Event, TMVA::Option< T >, TMVA::Option< T * >, TMVA::OptionBase, TMVA::PDEFoamCell, TMVA::PDEFoamVect, TMVA::TNeuron, TNamed, TObjectTable, TObjString, TPad, TParallelCoordRange, TParallelCoordVar, TParameter< AParamType >, TParameter< Long64_t >, TParticle, TParticleClassPDG, TParticlePDG, TPave, TPaveText, TPluginHandler, TPluginManager, TPolyLine3D, TPolyLine, TPolyMarker3D, TPolyMarker, TPrimary, TPrincipal, TQpDataDens, TQpDataSparse, TQpVar, TQSlot, TQuaternion, TRolke, TRootBrowserHistoryCursor, TScatter2D, TScatter, TSpectrum2, TSpectrum3, TSpectrum, TSQLColumnInfo, TSQLFile, TSQLStructure, TSQLTableInfo, TStatistic, TStopwatch, TStreamerInfoActions::TActionSequence, TText, TTree, TTreeCache, TTreeCacheUnzip, TTreeIndex, TTreePerfStats, TUri, TUrl, TVector2, TVector3, TVectorT< Element >, TVectorT< Double_t >, TVectorT< Float_t >, TVirtualPad, TXMLFile, TXTRU, TZIPFile, and TZIPMember.

Definition at line 661 of file TObject.cxx.

◆ Read()

Int_t TObject::Read ( const char * name)
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.

◆ RecursiveRemove()

◆ ResetBit()

void TObject::ResetBit ( UInt_t f)
inlineinherited

Definition at line 203 of file TObject.h.

◆ SaveAs()

void TObject::SaveAs ( const char * filename = "",
Option_t * option = "" ) const
virtualinherited

Save this object in the file specified by filename.

  • if "filename" contains ".root" the object is saved in filename as root binary file.
  • if "filename" contains ".xml" the object is saved in filename as a xml ascii file.
  • if "filename" contains ".cc" the object is saved in filename as C code independent from ROOT. The code is generated via SavePrimitive(). Specific code should be implemented in each object to handle this option. Like in TF1::SavePrimitive().
  • 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.

◆ SavePrimitive()

void TObject::SavePrimitive ( std::ostream & out,
Option_t * option = "" )
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.

◆ SavePrimitiveConstructor()

void TObject::SavePrimitiveConstructor ( std::ostream & out,
TClass * cl,
const char * variable_name,
const char * constructor_agrs = "",
Bool_t empty_line = kTRUE )
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.

◆ SavePrimitiveDraw()

void TObject::SavePrimitiveDraw ( std::ostream & out,
const char * variable_name,
Option_t * option = nullptr )
staticprotectedinherited

Save invocation of primitive Draw() method Skipped if option contains "nodraw" string.

Definition at line 845 of file TObject.cxx.

◆ SavePrimitiveVector()

TString TObject::SavePrimitiveVector ( std::ostream & out,
const char * prefix,
Int_t len,
Double_t * arr,
Int_t flag = 0 )
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.

◆ SetBit() [1/2]

void TObject::SetBit ( UInt_t f)
inlineinherited

Definition at line 202 of file TObject.h.

◆ SetBit() [2/2]

void TObject::SetBit ( UInt_t f,
Bool_t set )
inherited

Set or unset the user status bits as specified in f.

Definition at line 888 of file TObject.cxx.

◆ SetData() [1/2]

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::SetData ( Index idim,
Value * data )

Set the coordinate #ndim of all points (the column #ndim of the data matrix) After setting all the data columns, proceed by calling Build() function Note, that calling this function after Build() is not possible Note also, that no checks on the array sizes is performed anywhere.

Definition at line 946 of file TKDTree.cxx.

◆ SetData() [2/2]

template<typename Index, typename Value>
void TKDTree< Index, Value >::SetData ( Index npoints,
Index ndim,
UInt_t bsize,
Value ** data )

Set the data array. See the constructor function comments for details.

Definition at line 921 of file TKDTree.cxx.

◆ SetDrawOption()

void TObject::SetDrawOption ( Option_t * option = "")
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.

◆ SetDtorOnly()

void TObject::SetDtorOnly ( void * obj)
staticinherited

Set destructor only flag.

Definition at line 1204 of file TObject.cxx.

◆ SetObjectStat()

void TObject::SetObjectStat ( Bool_t stat)
staticinherited

Turn on/off tracking of objects in the TObjectTable.

Definition at line 1188 of file TObject.cxx.

◆ SetOwner()

template<typename Index, typename Value>
void TKDTree< Index, Value >::SetOwner ( Int_t owner)
inline

Definition at line 65 of file TKDTree.h.

◆ SetUniqueID()

void TObject::SetUniqueID ( UInt_t uid)
virtualinherited

Set the unique object id.

Definition at line 899 of file TObject.cxx.

◆ Spread()

template<typename Index, typename Value>
void TKDTree< Index, Value >::Spread ( Index ntotal,
Value * a,
Index * index,
Value & min,
Value & max ) const

Calculate spread of the array a.

Definition at line 966 of file TKDTree.cxx.

◆ Streamer()

template<typename Index, typename Value>
void TKDTree< Index, Value >::Streamer ( TBuffer & R__b)
overridevirtual

Stream an object of class TObject.

Reimplemented from TObject.

◆ StreamerNVirtual()

template<typename Index, typename Value>
void TKDTree< Index, Value >::StreamerNVirtual ( TBuffer & ClassDef_StreamerNVirtual_b)
inline

Definition at line 100 of file TKDTree.h.

◆ SysError()

void TObject::SysError ( const char * location,
const char * fmt,
... ) const
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.

◆ TestBit()

Bool_t TObject::TestBit ( UInt_t f) const
inlineinherited

Definition at line 204 of file TObject.h.

◆ TestBits()

Int_t TObject::TestBits ( UInt_t f) const
inlineinherited

Definition at line 205 of file TObject.h.

◆ UpdateNearestNeighbors()

template<typename Index, typename Value>
void TKDTree< Index, Value >::UpdateNearestNeighbors ( Index inode,
const Value * point,
Int_t kNN,
Index * ind,
Value * dist )
private

Update the nearest neighbors values by examining the node inode.

Definition at line 566 of file TKDTree.cxx.

◆ UpdateRange()

template<typename Index, typename Value>
void TKDTree< Index, Value >::UpdateRange ( Index inode,
Value * point,
Value range,
std::vector< Index > & res )
private

Internal recursive function with the implementation of range searches.

Definition at line 762 of file TKDTree.cxx.

◆ UseCurrentStyle()

void TObject::UseCurrentStyle ( )
virtualinherited

Set current style settings in this object This function is called when either TCanvas::UseCurrentStyle or TROOT::ForceStyle have been invoked.

Reimplemented in TAxis3D, TCanvas, TFrame, TGraph, TH1, TPad, TPaveStats, TPaveText, and TTree.

Definition at line 909 of file TObject.cxx.

◆ Warning()

void TObject::Warning ( const char * location,
const char * fmt,
... ) const
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.

◆ Write() [1/2]

Int_t TObject::Write ( const char * name = nullptr,
Int_t option = 0,
Int_t bufsize = 0 )
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.

◆ Write() [2/2]

Int_t TObject::Write ( const char * name = nullptr,
Int_t option = 0,
Int_t bufsize = 0 ) const
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:

  • Creation of a support TKey object in the current directory. The TKey object creates a TBuffer object.
  • The TBuffer object is filled via the class::Streamer function.
  • If the file is compressed (default) a second buffer is created to hold the compressed buffer.
  • Reservation of the corresponding space in the file by looking in the TFree list of free blocks of the file.
  • The buffer is written to the file.

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.

Member Data Documentation

◆ fAxis

template<typename Index, typename Value>
UChar_t* TKDTree< Index, Value >::fAxis
protected

[fNNodes] nodes cutting axis

Definition at line 84 of file TKDTree.h.

◆ fBits

UInt_t TObject::fBits
privateinherited

bit field status word

Definition at line 47 of file TObject.h.

◆ fBoundaries

template<typename Index, typename Value>
Value* TKDTree< Index, Value >::fBoundaries
protected

! nodes boundaries

Definition at line 89 of file TKDTree.h.

◆ fBucketSize

template<typename Index, typename Value>
Index TKDTree< Index, Value >::fBucketSize
protected

size of the terminal nodes

Definition at line 83 of file TKDTree.h.

◆ fCrossNode

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fCrossNode
protected

! cross node - node that begins the last row (with terminal nodes only)

Definition at line 94 of file TKDTree.h.

◆ fData

template<typename Index, typename Value>
Value** TKDTree< Index, Value >::fData
protected

! data points

Definition at line 88 of file TKDTree.h.

◆ fDataOwner

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fDataOwner
protected

! 0 - not owner, 2 - owner of the pointer array, 1 - owner of the whole 2-d array

Definition at line 77 of file TKDTree.h.

◆ fgDtorOnly

Longptr_t TObject::fgDtorOnly = 0
staticprivateinherited

object for which to call dtor only (i.e. no delete)

Definition at line 49 of file TObject.h.

◆ fgObjectStat

Bool_t TObject::fgObjectStat = kTRUE
staticprivateinherited

if true keep track of objects in TObjectTable

Definition at line 50 of file TObject.h.

◆ fIndPoints

template<typename Index, typename Value>
Index* TKDTree< Index, Value >::fIndPoints
protected

! array of points indexes

Definition at line 92 of file TKDTree.h.

◆ fNDim

template<typename Index, typename Value>
Index TKDTree< Index, Value >::fNDim
protected

number of dimensions

Definition at line 80 of file TKDTree.h.

◆ fNDimm

template<typename Index, typename Value>
Index TKDTree< Index, Value >::fNDimm
protected

dummy 2*fNDim

Definition at line 81 of file TKDTree.h.

◆ fNNodes

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fNNodes
protected

size of node array

Definition at line 78 of file TKDTree.h.

◆ fNPoints

template<typename Index, typename Value>
Index TKDTree< Index, Value >::fNPoints
protected

number of multidimensional points

Definition at line 82 of file TKDTree.h.

◆ fOffset

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fOffset
protected

!

offset in fIndPoints - if there are 2 rows, that contain terminal nodes fOffset returns the index in the fIndPoints array of the first point that belongs to the first node on the second row.

Definition at line 95 of file TKDTree.h.

◆ fRange

template<typename Index, typename Value>
Value* TKDTree< Index, Value >::fRange
protected

[fNDimm] range of data for each dimension

Definition at line 87 of file TKDTree.h.

◆ fRowT0

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fRowT0
protected

! smallest terminal row - first row that contains terminal nodes

Definition at line 93 of file TKDTree.h.

◆ fTotalNodes

template<typename Index, typename Value>
Int_t TKDTree< Index, Value >::fTotalNodes
protected

total number of nodes (fNNodes + terminal nodes)

Definition at line 79 of file TKDTree.h.

◆ fUniqueID

UInt_t TObject::fUniqueID
privateinherited

object unique identifier

Definition at line 46 of file TObject.h.

◆ fValue

template<typename Index, typename Value>
Value* TKDTree< Index, Value >::fValue
protected

[fNNodes] nodes cutting value

Definition at line 85 of file TKDTree.h.


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