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https://github.com/pgvector/pgvector.git
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4 Commits
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ivfflat-in
| Author | SHA1 | Date | |
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26f7fc1694 | ||
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46e1db1f15 | ||
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ed9e450571 | ||
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97000a7903 |
@@ -1,7 +1,6 @@
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## 0.5.1 (unreleased)
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- Improved performance of index scans for IVFFlat after updates and deletes
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- Fixed locking for index scans for HNSW
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## 0.5.0 (2023-08-28)
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2
Makefile
2
Makefile
@@ -8,7 +8,7 @@ HEADERS = src/vector.h
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TESTS = $(wildcard test/sql/*.sql)
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REGRESS = $(patsubst test/sql/%.sql,%,$(TESTS))
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REGRESS_OPTS = --inputdir=test --load-extension=$(EXTENSION)
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REGRESS_OPTS = --inputdir=test --load-extension=vector
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OPTFLAGS = -march=native
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@@ -5,7 +5,7 @@ OBJS = src\hnsw.obj src\hnswbuild.obj src\hnswinsert.obj src\hnswscan.obj src\hn
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HEADERS = src\vector.h
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REGRESS = btree cast copy functions input ivfflat_cosine ivfflat_ip ivfflat_l2 ivfflat_options ivfflat_unlogged
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REGRESS_OPTS = --inputdir=test --load-extension=$(EXTENSION)
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REGRESS_OPTS = --inputdir=test --load-extension=vector
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# For /arch flags
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# https://learn.microsoft.com/en-us/cpp/build/reference/arch-minimum-cpu-architecture
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@@ -218,6 +218,7 @@ typedef HnswNeighborTupleData * HnswNeighborTuple;
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typedef struct HnswScanOpaqueData
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{
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bool first;
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Buffer buf;
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List *w;
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MemoryContext tmpCtx;
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@@ -101,6 +101,7 @@ hnswbeginscan(Relation index, int nkeys, int norderbys)
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scan = RelationGetIndexScan(index, nkeys, norderbys);
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so = (HnswScanOpaque) palloc(sizeof(HnswScanOpaqueData));
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so->buf = InvalidBuffer;
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so->first = true;
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so->tmpCtx = AllocSetContextCreate(CurrentMemoryContext,
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"Hnsw scan temporary context",
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@@ -113,12 +114,6 @@ hnswbeginscan(Relation index, int nkeys, int norderbys)
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scan->opaque = so;
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/*
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* Get a shared lock. This allows vacuum to ensure no in-flight scans
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* before marking tuples as deleted.
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*/
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LockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
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return scan;
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}
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@@ -169,8 +164,17 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
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/* Get scan value */
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value = GetScanValue(scan);
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/*
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* Get a shared lock. This allows vacuum to ensure no in-flight scans
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* before marking tuples as deleted.
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*/
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LockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
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so->w = GetScanItems(scan, value);
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/* Release shared lock */
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UnlockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
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so->first = false;
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}
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@@ -178,6 +182,7 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
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{
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HnswCandidate *hc = llast(so->w);
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ItemPointer heaptid;
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BlockNumber indexblkno;
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/* Move to next element if no valid heap TIDs */
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if (list_length(hc->element->heaptids) == 0)
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@@ -187,6 +192,7 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
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}
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heaptid = llast(hc->element->heaptids);
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indexblkno = hc->element->blkno;
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hc->element->heaptids = list_delete_last(hc->element->heaptids);
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@@ -198,14 +204,17 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
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scan->xs_ctup.t_self = *heaptid;
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#endif
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/* Unpin buffer */
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if (BufferIsValid(so->buf))
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ReleaseBuffer(so->buf);
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/*
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* Typically, an index scan must maintain a pin on the index page
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* holding the item last returned by amgettuple. However, this is not
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* needed with the current vacuum strategy, which ensures scans do not
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* visit tuples in danger of being marked as deleted.
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* An index scan must maintain a pin on the index page holding the
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* item last returned by amgettuple
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*
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* https://www.postgresql.org/docs/current/index-locking.html
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*/
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so->buf = ReadBuffer(scan->indexRelation, indexblkno);
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scan->xs_recheckorderby = false;
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return true;
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@@ -223,8 +232,9 @@ hnswendscan(IndexScanDesc scan)
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{
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HnswScanOpaque so = (HnswScanOpaque) scan->opaque;
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/* Release shared lock */
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UnlockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
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/* Release pin */
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if (BufferIsValid(so->buf))
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ReleaseBuffer(so->buf);
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MemoryContextDelete(so->tmpCtx);
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@@ -330,10 +330,7 @@ RepairGraph(HnswVacuumState * vacuumstate)
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BufferAccessStrategy bas = vacuumstate->bas;
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BlockNumber blkno = HNSW_HEAD_BLKNO;
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/*
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* Wait for inserts to complete. Inserts before this point may have
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* neighbors about to be deleted. Inserts after this point will not.
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*/
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/* Wait for inserts to complete */
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LockPage(index, HNSW_UPDATE_LOCK, ExclusiveLock);
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UnlockPage(index, HNSW_UPDATE_LOCK, ExclusiveLock);
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@@ -446,11 +443,7 @@ MarkDeleted(HnswVacuumState * vacuumstate)
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Relation index = vacuumstate->index;
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BufferAccessStrategy bas = vacuumstate->bas;
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/*
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* Wait for index scans to complete. Scans before this point may contain
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* tuples about to be deleted. Scans after this point will not, since the
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* graph has been repaired.
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*/
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/* Wait for selects to complete */
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LockPage(index, HNSW_SCAN_LOCK, ExclusiveLock);
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UnlockPage(index, HNSW_SCAN_LOCK, ExclusiveLock);
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@@ -182,6 +182,15 @@ ivfflatvalidate(Oid opclassoid)
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return true;
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}
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/*
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* Checks if index-only scan is supported
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*/
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static bool
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ivfflatcanreturn(Relation index, int attno)
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{
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return attno == 1 && IvfflatOptionalProcInfo(index, IVFFLAT_NORM_PROC) == NULL;
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}
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/*
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* Define index handler
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*
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@@ -223,7 +232,7 @@ ivfflathandler(PG_FUNCTION_ARGS)
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amroutine->aminsert = ivfflatinsert;
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amroutine->ambulkdelete = ivfflatbulkdelete;
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amroutine->amvacuumcleanup = ivfflatvacuumcleanup;
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amroutine->amcanreturn = NULL; /* tuple not included in heapsort */
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amroutine->amcanreturn = ivfflatcanreturn;
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amroutine->amcostestimate = ivfflatcostestimate;
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amroutine->amoptions = ivfflatoptions;
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amroutine->amproperty = NULL; /* TODO AMPROP_DISTANCE_ORDERABLE */
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@@ -40,9 +40,6 @@
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#define IVFFLAT_METAPAGE_BLKNO 0
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#define IVFFLAT_HEAD_BLKNO 1 /* first list page */
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/* Must correspond to page numbers since page lock is used */
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#define IVFFLAT_SCAN_LOCK 0
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/* IVFFlat parameters */
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#define IVFFLAT_DEFAULT_LISTS 100
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#define IVFFLAT_MIN_LISTS 1
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@@ -249,9 +246,9 @@ typedef struct IvfflatScanOpaqueData
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int probes;
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int dimensions;
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bool first;
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bool hasLock;
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Buffer buf;
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ItemPointerData heaptid;
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IndexTuple itup;
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/* Sorting */
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Tuplesortstate *sortstate;
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@@ -9,7 +9,6 @@
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#include "miscadmin.h"
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#include "pgstat.h"
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#include "storage/bufmgr.h"
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#include "storage/lmgr.h"
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/*
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* Compare list distances
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@@ -142,6 +141,7 @@ GetScanItems(IndexScanDesc scan, Datum value)
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IndexTuple itup;
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Datum datum;
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bool isnull;
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ItemPointerData indextid;
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ItemId itemid = PageGetItemId(page, offno);
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/* Skip dead tuples */
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@@ -150,6 +150,7 @@ GetScanItems(IndexScanDesc scan, Datum value)
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itup = (IndexTuple) PageGetItem(page, itemid);
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datum = index_getattr(itup, 1, tupdesc, &isnull);
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ItemPointerSet(&indextid, searchPage, offno);
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/*
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* Add virtual tuple
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@@ -162,7 +163,7 @@ GetScanItems(IndexScanDesc scan, Datum value)
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slot->tts_isnull[0] = false;
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slot->tts_values[1] = PointerGetDatum(&itup->t_tid);
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slot->tts_isnull[1] = false;
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slot->tts_values[2] = Int32GetDatum((int) searchPage);
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slot->tts_values[2] = PointerGetDatum(&indextid);
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slot->tts_isnull[2] = false;
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ExecStoreVirtualTuple(slot);
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@@ -237,6 +238,34 @@ MarkPriorTupleDead(IndexScanDesc scan)
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LockBuffer(buf, BUFFER_LOCK_UNLOCK);
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}
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/*
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* Set tuple for index-only scan
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*/
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static void
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SetIndexTuple(IndexScanDesc scan, ItemPointer indextid)
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{
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IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
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Buffer buf = so->buf;
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Page page;
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OffsetNumber offno = ItemPointerGetOffsetNumber(indextid);
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IndexTuple itup;
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Size itupSize;
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LockBuffer(buf, BUFFER_LOCK_SHARE);
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page = BufferGetPage(buf);
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itup = (IndexTuple) PageGetItem(page, PageGetItemId(page, offno));
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itupSize = IndexTupleSize(itup);
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if (so->itup == NULL)
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so->itup = palloc(BLCKSZ);
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memcpy(so->itup, itup, itupSize);
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scan->xs_itup = so->itup;
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LockBuffer(buf, BUFFER_LOCK_UNLOCK);
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}
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/*
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* Prepare for an index scan
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*/
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@@ -264,8 +293,8 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
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so = (IvfflatScanOpaque) palloc(offsetof(IvfflatScanOpaqueData, lists) + probes * sizeof(IvfflatScanList));
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so->buf = InvalidBuffer;
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so->first = true;
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so->hasLock = false;
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ItemPointerSetInvalid(&so->heaptid);
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so->itup = NULL;
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so->probes = probes;
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so->dimensions = dimensions;
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@@ -282,7 +311,7 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
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#endif
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TupleDescInitEntry(so->tupdesc, (AttrNumber) 1, "distance", FLOAT8OID, -1, 0);
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TupleDescInitEntry(so->tupdesc, (AttrNumber) 2, "heaptid", TIDOID, -1, 0);
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TupleDescInitEntry(so->tupdesc, (AttrNumber) 3, "indexblkno", INT4OID, -1, 0);
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TupleDescInitEntry(so->tupdesc, (AttrNumber) 3, "indextid", TIDOID, -1, 0);
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/* Prep sort */
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so->sortstate = tuplesort_begin_heap(so->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
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@@ -297,6 +326,8 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
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scan->opaque = so;
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scan->xs_itupdesc = RelationGetDescr(index);
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return scan;
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}
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@@ -349,13 +380,6 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
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if (scan->orderByData == NULL)
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elog(ERROR, "cannot scan ivfflat index without order");
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/* Get a shared lock for non-MVCC snapshots */
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if (!so->hasLock && !IsMVCCSnapshot(scan->xs_snapshot))
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{
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so->hasLock = true;
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LockPage(scan->indexRelation, IVFFLAT_SCAN_LOCK, ShareLock);
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}
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if (scan->orderByData->sk_flags & SK_ISNULL)
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value = PointerGetDatum(InitVector(so->dimensions));
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else
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@@ -389,7 +413,7 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
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if (tuplesort_gettupleslot(so->sortstate, true, false, so->slot, NULL))
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{
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ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 2, &so->isnull));
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BlockNumber indexblkno = DatumGetInt32(slot_getattr(so->slot, 3, &so->isnull));
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ItemPointer indextid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 3, &so->isnull));
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#if PG_VERSION_NUM >= 120000
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scan->xs_heaptid = *heaptid;
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@@ -410,7 +434,11 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
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*
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* https://www.postgresql.org/docs/current/index-locking.html
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*/
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so->buf = ReadBuffer(scan->indexRelation, indexblkno);
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so->buf = ReadBuffer(scan->indexRelation, ItemPointerGetBlockNumber(indextid));
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/* Set tuple for index-only scan */
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if (scan->xs_want_itup)
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SetIndexTuple(scan, indextid);
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scan->xs_recheckorderby = false;
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return true;
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@@ -431,9 +459,8 @@ ivfflatendscan(IndexScanDesc scan)
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if (BufferIsValid(so->buf))
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ReleaseBuffer(so->buf);
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/* Release lock */
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if (so->hasLock)
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UnlockPage(scan->indexRelation, IVFFLAT_SCAN_LOCK, ShareLock);
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if (so->itup != NULL)
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pfree(so->itup);
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pairingheap_free(so->listQueue);
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tuplesort_end(so->sortstate);
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@@ -3,7 +3,6 @@
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#include "commands/vacuum.h"
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#include "ivfflat.h"
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#include "storage/bufmgr.h"
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#include "storage/lmgr.h"
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/*
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* Bulk delete tuples from the index
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@@ -66,10 +65,14 @@ ivfflatbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
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vacuum_delay_point();
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/* Ensure no in-flight index scans for non-MVCC snapshots */
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LockPage(index, IVFFLAT_SCAN_LOCK, ExclusiveLock);
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buf = ReadBufferExtended(index, MAIN_FORKNUM, searchPage, RBM_NORMAL, bas);
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/*
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* ambulkdelete cannot delete entries from pages that are
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* pinned by other backends
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*
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* https://www.postgresql.org/docs/current/index-locking.html
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*/
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LockBufferForCleanup(buf);
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state = GenericXLogStart(index);
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@@ -111,8 +114,6 @@ ivfflatbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
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GenericXLogAbort(state);
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UnlockReleaseBuffer(buf);
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UnlockPage(index, IVFFLAT_SCAN_LOCK, ExclusiveLock);
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}
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/*
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Reference in New Issue
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