TGraphAnf< PGraph > Class Template Reference

#include <anf.h>

Collaboration diagram for TGraphAnf< PGraph >:

Public Member Functions
	TGraphAnf (const PGraph &GraphPt, const int &Approx=32, const int &moreBits=5, const int &RndSeed=0)
uint64	GetNIdOffset (const int &NId) const
void	InitAnfBits (TAnfBitV &BitV)
void	Union (TAnfBitV &BitV1, const uint64 &NId1Offset, TAnfBitV &BitV2, const uint64 &NId2Offset) const
double	AvgLstZero (const TAnfBitV &BitV, const uint64 &NIdOffset) const
double	GetCount (const TAnfBitV &BitV, const uint64 &NIdOffset) const
void	GetNodeAnf (const int &SrcNId, TIntFltKdV &DistNbrsV, const int &MxDist, const bool &IsDir)
void	GetGraphAnf (TIntFltKdV &DistNbrsV, const int &MxDist, const bool &IsDir)

Private Types
typedef TVec< uint64 >	TAnfBitV

Private Member Functions
	UndefDefaultCopyAssign (TGraphAnf)

Private Attributes
THash< TInt, uint64 >	NIdToBitPosH
TInt	NApprox
TInt	NBits
TInt	MoreBits
TInt	ApproxBytes
PGraph	Graph
TRnd	Rnd

Detailed Description

template<class PGraph>
class TGraphAnf< PGraph >

Approximate Neighborhood Function. Implements the algorithm for computing the diameter of a given graph. The method is based on the approximate counting argument by Flajolet-Martin. For more details see C. R. Palmer, P. B. Gibbons and C. Faloutsos, ANF: A Fast and Scalable Tool for Data Mining in Massive Graphs, KDD 2002 (http://www.cs.cmu.edu/~christos/PUBLICATIONS/kdd02-anf.ps.gz) See TSnap::TestAnf() for example of how to use the class.

Definition at line 33 of file anf.h.

Member Typedef Documentation

template<class PGraph>

typedef TVec<uint64> TGraphAnf< PGraph >::TAnfBitV

private

Definition at line 35 of file anf.h.

Constructor & Destructor Documentation

template<class PGraph>

TGraphAnf< PGraph >::TGraphAnf ( const PGraph &  GraphPt, const int &  Approx = 32, const int &  moreBits = 5, const int &  RndSeed = 0  )

inline

Definition at line 44 of file anf.h.

References IAssert.

                                                                                                      :
    NApprox(Approx), MoreBits(moreBits), Graph(GraphPt), Rnd(RndSeed) { IAssert(NApprox%8==0);  IAssert(sizeof(uint)==4); }

Member Function Documentation

template<class PGraph >

double TGraphAnf< PGraph >::AvgLstZero	(	const TAnfBitV &	BitV,
		const uint64 &	NIdOffset
	)		const

Definition at line 107 of file anf.h.

References TVec< TVal, TSizeTy >::BegI().

Referenced by TGraphAnf< PGraph >::GetCount().

                                                                                        { //average least zero bit position (least significant zero)
  int approx, bit, AvgBitPos = 0;
  uchar* BitVPt = (uchar *) BitV.BegI();
  for (approx = 0; approx < NApprox; approx++) {
    for (bit = 0; bit < NBits; bit++) {
      if ((*(BitVPt+NIdOffset + ApproxBytes*bit + approx/8) & (1<<(approx%8))) == 0) break; } // found zero
    if (bit > NBits) bit = NBits;
    AvgBitPos += bit;
  }
  return AvgBitPos/double(NApprox) ;
}

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template<class PGraph>

double TGraphAnf< PGraph >::GetCount ( const TAnfBitV &  BitV, const uint64 &  NIdOffset  ) const

inline

Definition at line 50 of file anf.h.

References TGraphAnf< PGraph >::AvgLstZero().

                                                                       {
    return pow(2.0, AvgLstZero(BitV, NIdOffset)) / 0.77351; }

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template<class PGraph >

void TGraphAnf< PGraph >::GetGraphAnf	(	TIntFltKdV &	DistNbrsV,
		const int &	MxDist,
		const bool &	IsDir
	)

Returns the number of pairs of nodes reachable in less than H hops. For example, DistNbrsV.GetDat(0) is the number of nodes in the graph, DistNbrsV.GetDat(1) is the number of nodes+edges and so on.

Parameters

DistNbrsV	Maps between the distance H (in hops) and the number of nodes reachable in <=H hops.
MxDist	Maximum number of hops the algorithm spreads from SrcNId.
IsDir	false: consider links as undirected (drop link directions).

Definition at line 148 of file anf.h.

References TVec< TVal, TSizeTy >::Add(), TVec< TVal, TSizeTy >::BegI(), TVec< TVal, TSizeTy >::Clr(), TVec< TVal, TSizeTy >::Gen(), IAssert, TVec< TVal, TSizeTy >::LastLast(), TVec< TVal, TSizeTy >::Len(), and TInt::Mx.

Referenced by TSnap::GetAnf(), TSnap::GetAnfEffDiam(), and TSnap::TestAnf().

                                                                                               {
  TAnfBitV CurBitsV, LastBitsV;
  InitAnfBits(CurBitsV);          IAssert(CurBitsV.BegI() != NULL);
  LastBitsV.Gen(CurBitsV.Len());  IAssert(LastBitsV.BegI() != NULL);
  int v, e;
  double NPairs = 0.0;
  DistNbrsV.Clr();
  DistNbrsV.Add(TIntFltKd(0, Graph->GetNodes()));
  //TExeTm ExeTm;
  for (int dist = 1; dist < (MxDist==-1 ? TInt::Mx : MxDist); dist++) {
    //printf("ANF dist %d...", dist);  ExeTm.Tick();
    memcpy(LastBitsV.BegI(), CurBitsV.BegI(), sizeof(uint)*CurBitsV.Len()); //LastBitsV = CurBitsV;
    for (typename PGraph::TObj::TNodeI NI = Graph->BegNI(); NI < Graph->EndNI(); NI++) {
      const uint64 NIdOffset = GetNIdOffset(NI.GetId());
      for (e = 0; e < NI.GetOutDeg(); e++) {
        const uint64 NId2Offset = GetNIdOffset(NI.GetOutNId(e));
        Union(CurBitsV, NIdOffset,  LastBitsV, NId2Offset);
      }
      if (! IsDir) {
        for (e = 0; e < NI.GetInDeg(); e++) {
          const uint64 NId2Offset = GetNIdOffset(NI.GetInNId(e));
          Union(CurBitsV, NIdOffset,  LastBitsV, NId2Offset);
        }
      }
    }
    NPairs = 0.0;
    for (v = NIdToBitPosH.FFirstKeyId(); NIdToBitPosH.FNextKeyId(v); ) {
      NPairs += GetCount(CurBitsV, NIdToBitPosH[v]);
    }
    DistNbrsV.Add(TIntFltKd(dist, NPairs));
    //printf("pairs: %g  %s\n", NPairs, ExeTm.GetTmStr());
    if (NPairs == 0) { break; }
    if (DistNbrsV.Len() > 1 && NPairs < 1.001*DistNbrsV.LastLast().Dat) { break; } // 0.1%  change
    //TGnuPlot::SaveTs(DistNbrsV, "hops.tab", "HOPS, REACHABLE PAIRS");
  }
}

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template<class PGraph>

uint64 TGraphAnf< PGraph >::GetNIdOffset ( const int &  NId ) const

inline

Definition at line 46 of file anf.h.

References THash< TKey, TDat, THashFunc >::GetDat().

{ return NIdToBitPosH.GetDat(NId); }

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template<class PGraph >

void TGraphAnf< PGraph >::GetNodeAnf	(	const int &	SrcNId,
		TIntFltKdV &	DistNbrsV,
		const int &	MxDist,
		const bool &	IsDir
	)

Returns the number of nodes reachable from SrcNId in less than H hops.

Parameters

SrcNId	Starting node.
DistNbrsV	Maps between the distance H (in hops) and the number of nodes reachable in <=H hops.
MxDist	Maximum number of hops the algorithm spreads from SrcNId.
IsDir	false: consider links as undirected (drop link directions).

Definition at line 120 of file anf.h.

References TVec< TVal, TSizeTy >::Add(), TVec< TVal, TSizeTy >::BegI(), TVec< TVal, TSizeTy >::Clr(), TVec< TVal, TSizeTy >::Gen(), IAssert, TVec< TVal, TSizeTy >::Last(), TVec< TVal, TSizeTy >::Len(), and TInt::Mx.

Referenced by TSnap::GetAnf().

                                                                                                                 {
  //const int NNodes = Graph->GetNodes();
  TAnfBitV CurBitsV, LastBitsV;
  InitAnfBits(CurBitsV);          IAssert(CurBitsV.BegI() != NULL);
  LastBitsV.Gen(CurBitsV.Len());  IAssert(LastBitsV.BegI() != NULL);
  DistNbrsV.Clr();
  DistNbrsV.Add(TIntFltKd(1, Graph->GetNI(SrcNId).GetOutDeg()));
  for (int dist = 1; dist < (MxDist==-1 ? TInt::Mx : MxDist); dist++) {
    memcpy(LastBitsV.BegI(), CurBitsV.BegI(), sizeof(uint)*CurBitsV.Len()); //LastBitsV = CurBitsV;
    for (typename PGraph::TObj::TNodeI NI = Graph->BegNI(); NI < Graph->EndNI(); NI++) {
      const uint64 NIdOffset = GetNIdOffset(NI.GetId());
      for (int e = 0; e < NI.GetOutDeg(); e++) {
        const uint64 NId2Offset = GetNIdOffset(NI.GetOutNId(e));
        Union(CurBitsV, NIdOffset,  LastBitsV, NId2Offset);
      }
      if (! IsDir) {
        for (int e = 0; e < NI.GetInDeg(); e++) {
          const uint64 NId2Offset = GetNIdOffset(NI.GetInNId(e));
          Union(CurBitsV, NIdOffset,  LastBitsV, NId2Offset);
        }
      }
    }
    DistNbrsV.Add(TIntFltKd(dist, GetCount(CurBitsV, GetNIdOffset(SrcNId))));
    if (DistNbrsV.Len() > 1 && DistNbrsV.Last().Dat < 1.001*DistNbrsV[DistNbrsV.Len()-2].Dat) break; // 0.1%  change
  }
}

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template<class PGraph >

void TGraphAnf< PGraph >::InitAnfBits

(

TAnfBitV &

BitV

)

Definition at line 67 of file anf.h.

References TVec< TVal, TSizeTy >::BegI(), TStr::Fmt(), TVec< TVal, TSizeTy >::Gen(), TUInt64::GetStr(), IAssert, IAssertR, TMath::Log2(), TInt::Mx, and TVec< TVal, TSizeTy >::PutAll().

                                                  {
  const int NNodes = Graph->GetNodes();
  const int LogNodes = int(ceil(TMath::Log2(NNodes)));
  ApproxBytes = NApprox / 8;
  NBits = LogNodes + MoreBits; // bits per node
  const int BytesPerNd = ApproxBytes * NBits; // total bytes per node
  int64 VSize = ((static_cast<int64>(NNodes) * static_cast<int64>(BytesPerNd))/sizeof(uint)) + 1;
  IAssertR(VSize <= TInt::Mx,
    TStr::Fmt("Your graph is too large for Approximate Neighborhood Function, %s is larger than %d",
    TUInt64::GetStr(VSize).CStr(),TInt::Mx));
  //printf("size %d\n", static_cast<int>(VSize));
  BitV.Gen((const int)VSize);  IAssert(BitV.BegI() != NULL);
  BitV.PutAll(0);
  int SetBit = 0;
  uint64 NodeOff = 0;
  uchar* BitVPt = (uchar *) BitV.BegI();
  // for each node: 1st bits of all approximations are at BitV[Offset+0], 2nd bits at BitV[Offset+NApprox/32], ...
  for (typename PGraph::TObj::TNodeI NI = Graph->BegNI(); NI != Graph->EndNI(); NI++) {
    NIdToBitPosH.AddDat(NI.GetId(), NodeOff);
    // init vertex bits
    for (int approx = 0; approx < NApprox; approx++) {
      const int RndNum = Rnd.GetUniDevInt();
      for (SetBit = 0; (RndNum & (1<<SetBit))==0 && SetBit < NBits; SetBit++) { }
      if (SetBit >= NBits) SetBit = NBits-1;
      const int BitPos = ApproxBytes * SetBit + approx / 8;
      *(BitVPt + NodeOff + BitPos) |= (1<<(approx % 8)); // magically works better than code below (see anf.c)
    }
    NodeOff += BytesPerNd;
  }
}

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template<class PGraph>

TGraphAnf< PGraph >::UndefDefaultCopyAssign ( TGraphAnf< PGraph >  )

private

template<class PGraph >

void TGraphAnf< PGraph >::Union	(	TAnfBitV &	BitV1,
		const uint64 &	NId1Offset,
		TAnfBitV &	BitV2,
		const uint64 &	NId2Offset
	)		const

Definition at line 99 of file anf.h.

References TVec< TVal, TSizeTy >::BegI().

                                                                                                                        {
  uchar* DstI = (uchar *) BitV1.BegI() + NId1Offset;
  uchar* SrcI = (uchar *) BitV2.BegI() + NId2Offset;
  for (int b=0; b < ApproxBytes*NBits; b++, DstI++, SrcI++) { *DstI |= *SrcI; }
}

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Member Data Documentation

template<class PGraph>

TInt TGraphAnf< PGraph >::ApproxBytes

private

Definition at line 38 of file anf.h.

template<class PGraph>

PGraph TGraphAnf< PGraph >::Graph

private

Definition at line 39 of file anf.h.

template<class PGraph>

TInt TGraphAnf< PGraph >::MoreBits

private

Definition at line 38 of file anf.h.

template<class PGraph>

TInt TGraphAnf< PGraph >::NApprox

private

Definition at line 37 of file anf.h.

template<class PGraph>

TInt TGraphAnf< PGraph >::NBits

private

Definition at line 38 of file anf.h.

template<class PGraph>

THash<TInt, uint64> TGraphAnf< PGraph >::NIdToBitPosH

private

Definition at line 36 of file anf.h.

template<class PGraph>

TRnd TGraphAnf< PGraph >::Rnd

private

Definition at line 40 of file anf.h.

---

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

• snap-core/anf.h