mirror of
https://github.com/pgvector/pgvector.git
synced 2026-07-11 23:26:55 +08:00
Added HnswQuery struct for query data
This commit is contained in:
11
src/hnsw.h
11
src/hnsw.h
@@ -244,6 +244,11 @@ typedef struct HnswSupport
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Oid collation;
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Oid collation;
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} HnswSupport;
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} HnswSupport;
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typedef struct HnswQuery
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{
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Datum value;
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} HnswQuery;
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typedef struct HnswBuildState
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typedef struct HnswBuildState
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{
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{
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/* Info */
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/* Info */
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@@ -378,14 +383,14 @@ bool HnswCheckNorm(HnswSupport * support, Datum value);
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Buffer HnswNewBuffer(Relation index, ForkNumber forkNum);
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Buffer HnswNewBuffer(Relation index, ForkNumber forkNum);
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void HnswInitPage(Buffer buf, Page page);
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void HnswInitPage(Buffer buf, Page page);
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void HnswInit(void);
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void HnswInit(void);
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List *HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, HnswSupport * support, int m, bool inserting, HnswElement skipElement);
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List *HnswSearchLayer(char *base, HnswQuery * q, List *ep, int ef, int lc, Relation index, HnswSupport * support, int m, bool inserting, HnswElement skipElement);
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HnswElement HnswGetEntryPoint(Relation index);
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HnswElement HnswGetEntryPoint(Relation index);
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void HnswGetMetaPageInfo(Relation index, int *m, HnswElement * entryPoint);
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void HnswGetMetaPageInfo(Relation index, int *m, HnswElement * entryPoint);
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void *HnswAlloc(HnswAllocator * allocator, Size size);
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void *HnswAlloc(HnswAllocator * allocator, Size size);
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HnswElement HnswInitElement(char *base, ItemPointer tid, int m, double ml, int maxLevel, HnswAllocator * alloc);
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HnswElement HnswInitElement(char *base, ItemPointer tid, int m, double ml, int maxLevel, HnswAllocator * alloc);
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HnswElement HnswInitElementFromBlock(BlockNumber blkno, OffsetNumber offno);
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HnswElement HnswInitElementFromBlock(BlockNumber blkno, OffsetNumber offno);
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void HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint, Relation index, HnswSupport * support, int m, int efConstruction, bool existing);
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void HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint, Relation index, HnswSupport * support, int m, int efConstruction, bool existing);
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HnswSearchCandidate *HnswEntryCandidate(char *base, HnswElement em, Datum q, Relation rel, HnswSupport * support, bool loadVec);
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HnswSearchCandidate *HnswEntryCandidate(char *base, HnswElement em, HnswQuery * q, Relation rel, HnswSupport * support, bool loadVec);
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void HnswUpdateMetaPage(Relation index, int updateEntry, HnswElement entryPoint, BlockNumber insertPage, ForkNumber forkNum, bool building);
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void HnswUpdateMetaPage(Relation index, int updateEntry, HnswElement entryPoint, BlockNumber insertPage, ForkNumber forkNum, bool building);
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void HnswSetNeighborTuple(char *base, HnswNeighborTuple ntup, HnswElement e, int m);
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void HnswSetNeighborTuple(char *base, HnswNeighborTuple ntup, HnswElement e, int m);
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void HnswAddHeapTid(HnswElement element, ItemPointer heaptid);
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void HnswAddHeapTid(HnswElement element, ItemPointer heaptid);
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@@ -394,7 +399,7 @@ void HnswInitNeighbors(char *base, HnswElement element, int m, HnswAllocator *
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bool HnswInsertTupleOnDisk(Relation index, HnswSupport * support, Datum value, ItemPointer heaptid, bool building);
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bool HnswInsertTupleOnDisk(Relation index, HnswSupport * support, Datum value, ItemPointer heaptid, bool building);
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void HnswUpdateNeighborsOnDisk(Relation index, HnswSupport * support, HnswElement e, int m, bool checkExisting, bool building);
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void HnswUpdateNeighborsOnDisk(Relation index, HnswSupport * support, HnswElement e, int m, bool checkExisting, bool building);
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void HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHeaptids, bool loadVec);
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void HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHeaptids, bool loadVec);
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void HnswLoadElement(HnswElement element, double *distance, Datum *q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance);
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void HnswLoadElement(HnswElement element, double *distance, HnswQuery * q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance);
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bool HnswFormIndexValue(Datum *out, Datum *values, bool *isnull, const HnswTypeInfo * typeInfo, HnswSupport * support);
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bool HnswFormIndexValue(Datum *out, Datum *values, bool *isnull, const HnswTypeInfo * typeInfo, HnswSupport * support);
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void HnswSetElementTuple(char *base, HnswElementTuple etup, HnswElement element);
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void HnswSetElementTuple(char *base, HnswElementTuple etup, HnswElement element);
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void HnswUpdateConnection(char *base, HnswNeighborArray * neighbors, HnswElement newElement, float distance, int lm, int *updateIdx, Relation index, HnswSupport * support);
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void HnswUpdateConnection(char *base, HnswNeighborArray * neighbors, HnswElement newElement, float distance, int lm, int *updateIdx, Relation index, HnswSupport * support);
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@@ -368,7 +368,7 @@ HnswLoadNeighbors(HnswElement element, Relation index, int m, int lm, int lc)
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* Load elements for insert
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* Load elements for insert
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*/
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*/
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static void
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static void
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LoadElementsForInsert(HnswNeighborArray * neighbors, Datum q, int *idx, Relation index, HnswSupport * support)
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LoadElementsForInsert(HnswNeighborArray * neighbors, HnswQuery * q, int *idx, Relation index, HnswSupport * support)
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{
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{
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char *base = NULL;
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char *base = NULL;
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@@ -378,7 +378,7 @@ LoadElementsForInsert(HnswNeighborArray * neighbors, Datum q, int *idx, Relation
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HnswElement element = HnswPtrAccess(base, hc->element);
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HnswElement element = HnswPtrAccess(base, hc->element);
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double distance;
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double distance;
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HnswLoadElement(element, &distance, &q, index, support, true, NULL);
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HnswLoadElement(element, &distance, q, index, support, true, NULL);
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hc->distance = distance;
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hc->distance = distance;
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/* Prune element if being deleted */
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/* Prune element if being deleted */
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@@ -419,9 +419,11 @@ GetUpdateIndex(HnswElement element, HnswElement newElement, float distance, int
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idx = -2;
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idx = -2;
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else
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else
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{
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{
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Datum q = HnswGetValue(base, element);
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HnswQuery q;
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LoadElementsForInsert(neighbors, q, &idx, index, support);
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q.value = HnswGetValue(base, element);
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LoadElementsForInsert(neighbors, &q, &idx, index, support);
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if (idx == -1)
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if (idx == -1)
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HnswUpdateConnection(base, neighbors, newElement, distance, lm, &idx, index, support);
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HnswUpdateConnection(base, neighbors, newElement, distance, lm, &idx, index, support);
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@@ -11,7 +11,7 @@
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* Algorithm 5 from paper
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* Algorithm 5 from paper
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*/
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*/
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static List *
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static List *
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GetScanItems(IndexScanDesc scan, Datum q)
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GetScanItems(IndexScanDesc scan, Datum value)
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{
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{
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HnswScanOpaque so = (HnswScanOpaque) scan->opaque;
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HnswScanOpaque so = (HnswScanOpaque) scan->opaque;
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Relation index = scan->indexRelation;
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Relation index = scan->indexRelation;
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@@ -21,6 +21,9 @@ GetScanItems(IndexScanDesc scan, Datum q)
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int m;
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int m;
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HnswElement entryPoint;
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HnswElement entryPoint;
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char *base = NULL;
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char *base = NULL;
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HnswQuery q;
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q.value = value;
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/* Get m and entry point */
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/* Get m and entry point */
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HnswGetMetaPageInfo(index, &m, &entryPoint);
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HnswGetMetaPageInfo(index, &m, &entryPoint);
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@@ -28,15 +31,15 @@ GetScanItems(IndexScanDesc scan, Datum q)
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if (entryPoint == NULL)
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if (entryPoint == NULL)
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return NIL;
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return NIL;
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ep = list_make1(HnswEntryCandidate(base, entryPoint, q, index, support, false));
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ep = list_make1(HnswEntryCandidate(base, entryPoint, &q, index, support, false));
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for (int lc = entryPoint->level; lc >= 1; lc--)
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for (int lc = entryPoint->level; lc >= 1; lc--)
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{
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{
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w = HnswSearchLayer(base, q, ep, 1, lc, index, support, m, false, NULL);
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w = HnswSearchLayer(base, &q, ep, 1, lc, index, support, m, false, NULL);
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ep = w;
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ep = w;
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}
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}
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return HnswSearchLayer(base, q, ep, hnsw_ef_search, 0, index, support, m, false, NULL);
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return HnswSearchLayer(base, &q, ep, hnsw_ef_search, 0, index, support, m, false, NULL);
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}
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}
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/*
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/*
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@@ -533,7 +533,7 @@ HnswGetDistance(Datum a, Datum b, HnswSupport * support)
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* Load an element and optionally get its distance from q
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* Load an element and optionally get its distance from q
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*/
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*/
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static void
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static void
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HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, double *distance, Datum *q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance, HnswElement * element)
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HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, double *distance, HnswQuery * q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance, HnswElement * element)
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{
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{
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Buffer buf;
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Buffer buf;
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Page page;
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Page page;
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@@ -551,10 +551,10 @@ HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, double *distance, Dat
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/* Calculate distance */
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/* Calculate distance */
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if (distance != NULL)
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if (distance != NULL)
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{
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{
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if (DatumGetPointer(*q) == NULL)
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if (DatumGetPointer(q->value) == NULL)
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*distance = 0;
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*distance = 0;
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else
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else
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*distance = HnswGetDistance(*q, PointerGetDatum(&etup->data), support);
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*distance = HnswGetDistance(q->value, PointerGetDatum(&etup->data), support);
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}
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}
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/* Load element */
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/* Load element */
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@@ -573,7 +573,7 @@ HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, double *distance, Dat
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* Load an element and optionally get its distance from q
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* Load an element and optionally get its distance from q
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*/
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*/
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void
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void
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HnswLoadElement(HnswElement element, double *distance, Datum *q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance)
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HnswLoadElement(HnswElement element, double *distance, HnswQuery * q, Relation index, HnswSupport * support, bool loadVec, double *maxDistance)
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{
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{
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HnswLoadElementImpl(element->blkno, element->offno, distance, q, index, support, loadVec, maxDistance, &element);
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HnswLoadElementImpl(element->blkno, element->offno, distance, q, index, support, loadVec, maxDistance, &element);
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}
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}
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@@ -582,18 +582,18 @@ HnswLoadElement(HnswElement element, double *distance, Datum *q, Relation index,
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* Get the distance for an element
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* Get the distance for an element
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*/
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*/
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static double
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static double
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GetElementDistance(char *base, HnswElement element, Datum q, HnswSupport * support)
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GetElementDistance(char *base, HnswElement element, HnswQuery * q, HnswSupport * support)
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{
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{
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Datum value = HnswGetValue(base, element);
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Datum value = HnswGetValue(base, element);
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return HnswGetDistance(q, value, support);
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return HnswGetDistance(q->value, value, support);
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}
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}
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/*
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/*
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* Create a candidate for the entry point
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* Create a candidate for the entry point
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*/
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*/
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HnswSearchCandidate *
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HnswSearchCandidate *
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HnswEntryCandidate(char *base, HnswElement entryPoint, Datum q, Relation index, HnswSupport * support, bool loadVec)
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HnswEntryCandidate(char *base, HnswElement entryPoint, HnswQuery * q, Relation index, HnswSupport * support, bool loadVec)
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{
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{
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HnswSearchCandidate *sc = palloc(sizeof(HnswSearchCandidate));
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HnswSearchCandidate *sc = palloc(sizeof(HnswSearchCandidate));
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bool inMemory = index == NULL;
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bool inMemory = index == NULL;
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@@ -602,7 +602,7 @@ HnswEntryCandidate(char *base, HnswElement entryPoint, Datum q, Relation index,
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if (inMemory)
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if (inMemory)
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sc->distance = GetElementDistance(base, entryPoint, q, support);
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sc->distance = GetElementDistance(base, entryPoint, q, support);
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else
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else
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HnswLoadElement(entryPoint, &sc->distance, &q, index, support, loadVec, NULL);
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HnswLoadElement(entryPoint, &sc->distance, q, index, support, loadVec, NULL);
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return sc;
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return sc;
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}
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}
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@@ -791,7 +791,7 @@ HnswLoadUnvisitedFromDisk(HnswElement element, HnswUnvisited * unvisited, int *u
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* Algorithm 2 from paper
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* Algorithm 2 from paper
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*/
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*/
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List *
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List *
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HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, HnswSupport * support, int m, bool inserting, HnswElement skipElement)
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HnswSearchLayer(char *base, HnswQuery * q, List *ep, int ef, int lc, Relation index, HnswSupport * support, int m, bool inserting, HnswElement skipElement)
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{
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{
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List *w = NIL;
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List *w = NIL;
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pairingheap *C = pairingheap_allocate(CompareNearestCandidates, NULL);
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pairingheap *C = pairingheap_allocate(CompareNearestCandidates, NULL);
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@@ -873,7 +873,7 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, H
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/* Avoid any allocations if not adding */
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/* Avoid any allocations if not adding */
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eElement = NULL;
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eElement = NULL;
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HnswLoadElementImpl(blkno, offno, &eDistance, &q, index, support, inserting, alwaysAdd ? NULL : &f->distance, &eElement);
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HnswLoadElementImpl(blkno, offno, &eDistance, q, index, support, inserting, alwaysAdd ? NULL : &f->distance, &eElement);
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if (eElement == NULL)
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if (eElement == NULL)
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continue;
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continue;
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@@ -1220,10 +1220,12 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
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List *w;
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List *w;
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int level = element->level;
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int level = element->level;
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int entryLevel;
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int entryLevel;
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Datum q = HnswGetValue(base, element);
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HnswQuery q;
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HnswElement skipElement = existing ? element : NULL;
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HnswElement skipElement = existing ? element : NULL;
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bool inMemory = index == NULL;
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bool inMemory = index == NULL;
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q.value = HnswGetValue(base, element);
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/* Precompute hash */
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/* Precompute hash */
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if (inMemory)
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if (inMemory)
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PrecomputeHash(base, element);
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PrecomputeHash(base, element);
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@@ -1233,13 +1235,13 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
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return;
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return;
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/* Get entry point and level */
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/* Get entry point and level */
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ep = list_make1(HnswEntryCandidate(base, entryPoint, q, index, support, true));
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ep = list_make1(HnswEntryCandidate(base, entryPoint, &q, index, support, true));
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entryLevel = entryPoint->level;
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entryLevel = entryPoint->level;
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/* 1st phase: greedy search to insert level */
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/* 1st phase: greedy search to insert level */
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for (int lc = entryLevel; lc >= level + 1; lc--)
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for (int lc = entryLevel; lc >= level + 1; lc--)
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{
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{
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w = HnswSearchLayer(base, q, ep, 1, lc, index, support, m, true, skipElement);
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w = HnswSearchLayer(base, &q, ep, 1, lc, index, support, m, true, skipElement);
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ep = w;
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ep = w;
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}
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}
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@@ -1258,7 +1260,7 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
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List *lw = NIL;
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List *lw = NIL;
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ListCell *lc2;
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ListCell *lc2;
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w = HnswSearchLayer(base, q, ep, efConstruction, lc, index, support, m, true, skipElement);
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w = HnswSearchLayer(base, &q, ep, efConstruction, lc, index, support, m, true, skipElement);
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/* Convert search candidates to candidates */
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/* Convert search candidates to candidates */
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foreach(lc2, w)
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foreach(lc2, w)
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