rtree.h

c++课程中要求的实现KNN的问题。解决了数据的产生问题

#ifndef RTREE_H
#define RTREE_H

// NOTE This file compiles under MSVC 6 SP5 and MSVC .Net 2003 it may not work on other compilers without modification.

// NOTE These next few lines may be win32 specific, you may need to modify them to compile on other platform
#include <stdio.h>
#include <math.h>
#include <assert.h>
#include <stdlib.h>

#define ASSERT assert // RTree uses ASSERT( condition )
#ifndef Min
  #define Min __min 
#endif //Min
#ifndef Max
  #define Max __max 
#endif //Max

//
// RTree.h
//

#define RTREE_TEMPLATE template<class DATATYPE, class ELEMTYPE, int NUMDIMS, class ELEMTYPEREAL, int TMAXNODES, int TMINNODES>
#define RTREE_QUAL RTree<DATATYPE, ELEMTYPE, NUMDIMS, ELEMTYPEREAL, TMAXNODES, TMINNODES>

#define RTREE_DONT_USE_MEMPOOLS // This version does not contain a fixed memory allocator, fill in lines with EXAMPLE to implement one.
#define RTREE_USE_SPHERICAL_VOLUME // Better split classification, may be slower on some systems

// Fwd decl
class RTFileStream;  // File I/O helper class, look below for implementation and notes.


/// \class RTree
/// Implementation of RTree, a multidimensional bounding rectangle tree.
/// Example usage: For a 3-dimensional tree use RTree<Object*, float, 3> myTree;
///
/// This modified, templated C++ version by Greg Douglas at Auran (http://www.auran.com)
///
/// DATATYPE Referenced data, should be int, void*, obj* etc. no larger than sizeof<void*> and simple type
/// ELEMTYPE Type of element such as int or float
/// NUMDIMS Number of dimensions such as 2 or 3
/// ELEMTYPEREAL Type of element that allows fractional and large values such as float or double, for use in volume calcs
///
/// NOTES: Inserting and removing data requires the knowledge of its constant Minimal Bounding Rectangle.
///        This version uses new/delete for nodes, I recommend using a fixed size allocator for efficiency.
///        Instead of using a callback function for returned results, I recommend and efficient pre-sized, grow-only memory
///        array similar to MFC CArray or STL Vector for returning search query result.
///
template<class DATATYPE, class ELEMTYPE, int NUMDIMS, 
         class ELEMTYPEREAL = ELEMTYPE, int TMAXNODES = 8, int TMINNODES = TMAXNODES / 2>
class RTree
{
public: 

  struct Node;  // Fwd decl.  Used by other internal structs and iterator

public:

  // These constant must be declared after Branch and before Node struct
  // Stuck up here for MSVC 6 compiler.  NSVC .NET 2003 is much happier.
  enum
  {
    MAXNODES = TMAXNODES,                         ///< Max elements in node
    MINNODES = TMINNODES,                         ///< Min elements in node
	MAX_HEAP = 500,                              ///<Max element in the heap
    MAX_RESULT=100
  };


public:

  RTree();
  virtual ~RTree();
  
  /// Insert entry
  /// \param a_min Min of bounding rect
  /// \param a_max Max of bounding rect
  /// \param a_dataId Positive Id of data.  Maybe zero, but negative numbers not allowed.
  void Insert(const ELEMTYPE a_min[NUMDIMS], const ELEMTYPE a_max[NUMDIMS], const DATATYPE& a_dataId);
  
  /// Remove entry
  /// \param a_min Min of bounding rect
  /// \param a_max Max of bounding rect
  /// \param a_dataId Positive Id of data.  Maybe zero, but negative numbers not allowed.
  void Remove(const ELEMTYPE a_min[NUMDIMS], const ELEMTYPE a_max[NUMDIMS], const DATATYPE& a_dataId);
  
  /// Find all within search rectangle
  /// \param a_min Min of search bounding rect
  /// \param a_max Max of search bounding rect
  /// \param a_searchResult Search result array.  Caller should set grow size. Function will reset, not append to array.
  /// \param a_resultCallback Callback function to return result.  Callback should return 'true' to continue searching
  /// \param a_context User context to pass as parameter to a_resultCallback
  /// \return Returns the number of entries found
  int Search(const ELEMTYPE a_min[NUMDIMS], const ELEMTYPE a_max[NUMDIMS], bool __cdecl a_resultCallback(DATATYPE a_data, void* a_context), void* a_context);
  
  /// Remove all entries from tree
  void RemoveAll();

  /// Count the data elements in this container.  This is slow as no internal counter is maintained.
  int Count();

  /// Load tree contents from file
  bool Load(const char* a_fileName);
  /// Load tree contents from stream
  bool Load(RTFileStream& a_stream);

  
  /// Save tree contents to file
  bool Save(const char* a_fileName);
  /// Save tree contents to stream
  bool Save(RTFileStream& a_stream);

  /// Iterator is not remove safe.
  class Iterator
  {
  private:
  
    enum { MAX_STACK = 32 }; //  Max stack size. Allows almost n^32 where n is number of branches in node
    
    struct StackElement
    {
      Node* m_node;
      int m_branchIndex;
    };
    
  public:
  
    Iterator()                                    { Init(); }

    ~Iterator()                                   { }
    
    /// Is iterator invalid
    bool IsNull()                                 { return (m_tos <= 0); }

    /// Is iterator pointing to valid data
    bool IsNotNull()                              { return (m_tos > 0); }

    /// Access the current data element. Caller must be sure iterator is not NULL first.
    DATATYPE& operator*()
    {
      ASSERT(IsNotNull());
      StackElement& curTos = m_stack[m_tos - 1];
      return curTos.m_node->m_branch[curTos.m_branchIndex].m_data;
    } 

    /// Access the current data element. Caller must be sure iterator is not NULL first.
    const DATATYPE& operator*() const
    {
      ASSERT(IsNotNull());
      StackElement& curTos = m_stack[m_tos - 1];
      return curTos.m_node->m_branch[curTos.m_branchIndex].m_data;
    } 

    /// Find the next data element
    bool operator++()                             { return FindNextData(); }

  private:
  
    /// Reset iterator
    void Init()                                   { m_tos = 0; }

    /// Find the next data element in the tree (For internal use only)
    bool FindNextData()
    {
      for(;;)
      {
        if(m_tos <= 0)
        {
          return false;
        }
        StackElement curTos = Pop(); // Copy stack top cause it may change as we use it

        if(curTos.m_node->IsLeaf())
        {
          // Keep walking through data while we can
          if(curTos.m_branchIndex+1 < curTos.m_node->m_count)
          {
            // There is more data, just point to the next one
            Push(curTos.m_node, curTos.m_branchIndex + 1);
            return true;
          }
          // No more data, so it will fall back to previous level
        }
        else
        {
          if(curTos.m_branchIndex+1 < curTos.m_node->m_count)
          {
            // Push sibling on for future tree walk
            // This is the 'fall back' node when we finish with the current level
            Push(curTos.m_node, curTos.m_branchIndex + 1);
          }
          // Since cur node is not a leaf, push first of next level to get deeper into the tree
          Node* nextLevelnode = curTos.m_node->m_branch[curTos.m_branchIndex].m_child;
          Push(nextLevelnode, 0);
          
          // If we pushed on a new leaf, exit as the data is ready at TOS
          if(nextLevelnode->IsLeaf())
          {
            return true;
          }
        }
      }
    }

    /// Push node and branch onto iteration stack (For internal use only)
    void Push(Node* a_node, int a_branchIndex)
    {
      m_stack[m_tos].m_node = a_node;
      m_stack[m_tos].m_branchIndex = a_branchIndex;
      ++m_tos;
      ASSERT(m_tos <= MAX_STACK);
    }
    
    /// Pop element off iteration stack (For internal use only)
    StackElement& Pop()
    {
      ASSERT(m_tos > 0);
      --m_tos;
      return m_stack[m_tos];
    }

    StackElement m_stack[MAX_STACK];              ///< Stack as we are doing iteration instead of recursion
    int m_tos;                                    ///< Top Of Stack index
  
    friend RTree; // Allow hiding of non-public functions while allowing manipulation by logical owner
  };

  /// Get 'first' for iteration
  void GetFirst(Iterator& a_it)
  {
    a_it.Init();
    if(m_root && (m_root->m_count > 0))
    {
      a_it.Push(m_root, 0);
      a_it.FindNextData();
    }
  }

  /// Get Next for iteration
  void GetNext(Iterator& a_it)                    { ++a_it; }

  /// Is iterator NULL, or at end?
  bool IsNull(Iterator& a_it)                     { return a_it.IsNull(); }

  /// Get object at iterator position
  DATATYPE& GetAt(Iterator& a_it)                 { return *a_it; }

public:

  /// Minimal bounding rectangle (n-dimensional)
  struct Rect
  {
    ELEMTYPE m_min[NUMDIMS];                      ///< Min dimensions of bounding box 
    ELEMTYPE m_max[NUMDIMS];                      ///< Max dimensions of bounding box 
  };

  /// May be data or may be another subtree
  /// The parents level determines this.
  /// If the parents level is 0, then this is data
  struct Branch
  {
    Rect m_rect;                                  ///< Bounds
    union
    {
      Node* m_child;                              ///< Child node
      DATATYPE m_data;                            ///< Data Id or Ptr
    };
  };

  //can't understand the level of the tree
  struct BranchLevel
  {
	  Branch m_branch;
	  int m_level;
  };


  /// Node for each branch level
  struct Node
  {
    bool IsInternalNode()                         { return (m_level > 0); } // Not a leaf, but a internal node
    bool IsLeaf()                                 { return (m_level == 0); } // A leaf, contains data
    
    int m_count;                                  ///< Count
    int m_level;                                  ///< Leaf is zero, others positive
    Branch m_branch[MAXNODES];                    ///< Branch
  };
  
  /// A link list of nodes for reinsertion after a delete operation
  struct ListNode
  {
    ListNode* m_next;                             ///< Next in list
    Node* m_node;                                 ///< Node
  };

  /// Variables for finding a split partition
  struct PartitionVars
  {
    int m_partition[MAXNODES+1];
    int m_total;
    int m_minFill;
    int m_taken[MAXNODES+1];
    int m_count[2];
    Rect m_cover[2];
    ELEMTYPEREAL m_area[2];

    Branch m_branchBuf[MAXNODES+1];
    int m_branchCount;
    Rect m_coverSplit;
    ELEMTYPEREAL m_coverSplitArea;
  }; 
 
  Node* AllocNode();
  void FreeNode(Node* a_node);
  void InitNode(Node* a_node);
  void InitRect(Rect* a_rect);
  bool InsertRectRec(Rect* a_rect, const DATATYPE& a_id, Node* a_node, Node** a_newNode, int a_level);
  bool InsertRect(Rect* a_rect, const DATATYPE& a_id, Node** a_root, int a_level);
  Rect NodeCover(Node* a_node);
  bool AddBranch(Branch* a_branch, Node* a_node, Node** a_newNode);
  void DisconnectBranch(Node* a_node, int a_index);
  int PickBranch(Rect* a_rect, Node* a_node);
  Rect CombineRect(Rect* a_rectA, Rect* a_rectB);
  void SplitNode(Node* a_node, Branch* a_branch, Node** a_newNode);
  ELEMTYPEREAL RectSphericalVolume(Rect* a_rect);
  ELEMTYPEREAL RectVolume(Rect* a_rect);
  ELEMTYPEREAL CalcRectVolume(Rect* a_rect);
  void GetBranches(Node* a_node, Branch* a_branch, PartitionVars* a_parVars);
  void ChoosePartition(PartitionVars* a_parVars, int a_minFill);
  void LoadNodes(Node* a_nodeA, Node* a_nodeB, PartitionVars* a_parVars);
  void InitParVars(PartitionVars* a_parVars, int a_maxRects, int a_minFill);
  void PickSeeds(PartitionVars* a_parVars);
  void Classify(int a_index, int a_group, PartitionVars* a_parVars);
  bool RemoveRect(Rect* a_rect, const DATATYPE& a_id, Node** a_root);
  bool RemoveRectRec(Rect* a_rect, const DATATYPE& a_id, Node* a_node, ListNode** a_listNode);
  ListNode* AllocListNode();
  void FreeListNode(ListNode* a_listNode);
  bool Overlap(Rect* a_rectA, Rect* a_rectB);
  void ReInsert(Node* a_node, ListNode** a_listNode);
  bool Search(Node* a_node, Rect* a_rect, int& a_foundCount, bool __cdecl a_resultCallback(DATATYPE a_data, void* a_context), void* a_context);
  void RemoveAllRec(Node* a_node);
  void Reset();
  void CountRec(Node* a_node, int& a_count);

  bool SaveRec(Node* a_node, RTFileStream& a_stream);
  bool LoadRec(Node* a_node, RTFileStream& a_stream);
  ELEMTYPE Mindist(Rect* a_rect,  ELEMTYPE point[NUMDIMS]);
  ELEMTYPE Minmaxdist(Rect* a_rect, ELEMTYPE point[NUMDIMS]);
  void find( ELEMTYPE p[NUMDIMS],Node * node,int k) ;
  void sort(BranchLevel heap[MAX_HEAP],int flag,ELEMTYPE point[NUMDIMS] ) ;
  void caculateBestSort(BranchLevel heap[MAX_HEAP],int count_branch,ELEMTYPE * best,int k,ELEMTYPE point[NUMDIMS]);
  // ELEMTYPE s[200] ;
 
  public:
  Node* m_root;                                    ///< Root of tree
  ELEMTYPEREAL m_unitSphereVolume;                 ///< Unit sphere constant for required number of dimensions
};


// Because there is not stream support, this is a quick and dirty file I/O helper.
// Users will likely replace its usage with a Stream implementation from their favorite API.
class RTFileStream
{
  FILE* m_file;

public:

  
  RTFileStream()
  {
    m_file = NULL;
  }

  ~RTFileStream()
  {
    Close();
  }

  bool OpenRead(const char* a_fileName)
  {
    m_file = fopen(a_fileName, "rb");
    if(!m_file)
    {
      return false;
    }
    return true;
  }

  bool OpenWrite(const char* a_fileName)
  {
    m_file = fopen(a_fileName, "wb");
    if(!m_file)
    {
      return false;
    }
    return true;
  }

  void Close()
  {
    if(m_file)
    {
      fclose(m_file);
      m_file = NULL;
    }
  }

  template< typename TYPE >
  size_t Write(const TYPE& a_value)
  {
    ASSERT(m_file);
    return fwrite((void*)&a_value, sizeof(a_value), 1, m_file);
  }

  template< typename TYPE >
  size_t WriteArray(const TYPE* a_array, int a_count)
  {
    ASSERT(m_file);
    return fwrite((void*)a_array, sizeof(TYPE) * a_count, 1, m_file);
  }

  template< typename TYPE >
  size_t Read(TYPE& a_value)
  {
    ASSERT(m_file);
    return fread((void*)&a_value, sizeof(a_value), 1, m_file);
  }

  template< typename TYPE >
  size_t ReadArray(TYPE* a_array, int a_count)
  {
    ASSERT(m_file);
    return fread((void*)a_array, sizeof(TYPE) * a_count, 1, m_file);
  }
};


RTREE_TEMPLATE
RTREE_QUAL::RTree()
{
  ASSERT(MAXNODES > MINNODES);
  ASSERT(MINNODES > 0);


  // We only support machine word size simple data type eg. integer index or object pointer.
  // Since we are storing as union with non data branch
  ASSERT(sizeof(DATATYPE) == sizeof(void*) || sizeof(DATATYPE) == sizeof(int));

  // Precomputed volumes of the unit spheres for the first few dimensions
  const float UNIT_SPHERE_VOLUMES[] = {
    0.000000f, 2.000000f, 3.141593f, // Dimension  0,1,2
    4.188790f, 4.934802f, 5.263789f, // Dimension  3,4,5
    5.167713f, 4.724766f, 4.058712f, // Dimension  6,7,8
    3.298509f, 2.550164f, 1.884104f, // Dimension  9,10,11
    1.335263f, 0.910629f, 0.599265f, // Dimension  12,13,14
    0.381443f, 0.235331f, 0.140981f, // Dimension  15,16,17
    0.082146f, 0.046622f, 0.025807f, // Dimension  18,19,20 
  };

  m_root = AllocNode();
  m_root->m_level = 0;