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14 Commits

Author SHA1 Message Date
Andrew Kane
b7c2068b76 Switched to TidStore for HNSW vacuuming for Postgres 17+ 2026-06-17 11:27:24 -07:00
Andrew Kane
ad222abf48 Improved HNSW vacuum progress for round block sizes [skip ci] 2026-06-16 14:21:23 -07:00
Andrew Kane
8a81a3fe3a Added HNSW_VACUUM_PROGRESS flag [skip ci] 2026-06-16 13:53:40 -07:00
Andrew Kane
fc804925a4 Added todo [skip ci] 2026-06-16 12:33:25 -07:00
Andrew Kane
98dc4aa6d0 Added pass to confirm graph was repaired for HNSW vacuuming 2026-06-16 10:51:54 -07:00
Andrew Kane
7b72aeeff3 Added check for deleted element [skip ci] 2026-06-16 10:13:40 -07:00
Andrew Kane
4682d51e5d Added memory usage for HNSW vacuuming [skip ci] 2026-06-16 10:10:13 -07:00
Andrew Kane
91fe2e62e7 Added benchmarking for HNSW vacuuming [skip ci] 2026-06-16 09:53:47 -07:00
Andrew Kane
eedba7ee14 Fixed possible index corruption with HNSW vacuuming - resolves #988
Co-authored-by: Bhagyesh Chaturvedi <bhagyeshc@google.com>
2026-06-16 09:44:34 -07:00
Andrew Kane
32284ba28a Updated CI for latest windows-2025 image [skip ci] 2026-06-15 19:24:02 -07:00
Andrew Kane
1f68c73c96 Updated changelog [skip ci] 2026-06-10 20:20:55 -07:00
Andrew Kane
f15bc0904f Updated changelog [skip ci] 2026-06-10 20:13:55 -07:00
Andrew Kane
2b7ad083dc Always use inline pg_popcount64 for Postgres 19+ - #985 2026-06-10 20:08:03 -07:00
Andrew Kane
421a35fcdc Fixed performance regression with Hamming distance and Jaccard distance with Postgres 18 - fixes #985 2026-06-10 19:55:21 -07:00
10 changed files with 236 additions and 34 deletions

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@@ -97,7 +97,7 @@ jobs:
with:
postgres-version: ${{ matrix.postgres }}
- run: |
call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvars64.bat" && ^
call "C:\Program Files\Microsoft Visual Studio\${{ matrix.os == 'windows-2025' && 18 || 2022 }}\Enterprise\VC\Auxiliary\Build\vcvars64.bat" && ^
nmake /NOLOGO /F Makefile.win && ^
nmake /NOLOGO /F Makefile.win install && ^
nmake /NOLOGO /F Makefile.win installcheck ${{ matrix.postgres != 17 && 'PG_REGRESS=$(PGROOT)\bin\pg_regress' || '' }} && ^

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@@ -1,3 +1,8 @@
## 0.8.3 (unreleased)
- Fixed possible index corruption with HNSW vacuuming
- Fixed performance regression with Hamming distance and Jaccard distance with Postgres 18
## 0.8.2 (2026-02-25)
- Fixed buffer overflow with parallel HNSW index build - [more info](https://github.com/pgvector/pgvector/issues/959)

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@@ -1329,7 +1329,7 @@ make clean && PG_CFLAGS="-DUSE_ASSERT_CHECKING" make && make install
To enable benchmarking:
```sh
make clean && PG_CFLAGS="-DIVFFLAT_BENCH" make && make install
make clean && PG_CFLAGS="-DHNSW_BENCH -DIVFFLAT_BENCH" make && make install
```
To show memory usage:

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@@ -31,10 +31,12 @@
#define BIT_TARGET_CLONES
#endif
/* Use built-ins when possible for inlining */
#if defined(HAVE__BUILTIN_POPCOUNT) && defined(HAVE_LONG_INT_64)
/* Use built-ins when possible for Postgres < 19 for inlining */
#if PG_VERSION_NUM >= 190000
#define popcount64(x) pg_popcount64(x)
#elif defined(HAVE__BUILTIN_POPCOUNT) && (defined(HAVE_LONG_INT_64) || SIZEOF_LONG == 8)
#define popcount64(x) __builtin_popcountl(x)
#elif defined(HAVE__BUILTIN_POPCOUNT) && defined(HAVE_LONG_LONG_INT_64)
#elif defined(HAVE__BUILTIN_POPCOUNT) && (defined(HAVE_LONG_LONG_INT_64) || SIZEOF_LONG_LONG == 8)
#define popcount64(x) __builtin_popcountll(x)
#elif !defined(_MSC_VER)
/* Fails to resolve with MSVC */

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@@ -279,7 +279,6 @@ hnswhandler(PG_FUNCTION_ARGS)
.amconsistentequality = false,
.amconsistentordering = false,
.amcanbackward = false,
.amcanmarkpos = false,
.amcanunique = false,
.amcanmulticol = false,
.amoptionalkey = true,
@@ -291,7 +290,11 @@ hnswhandler(PG_FUNCTION_ARGS)
.amcanparallel = false,
.amcanbuildparallel = true,
.amcaninclude = false,
#if PG_VERSION_NUM >= 170000
.amusemaintenanceworkmem = true,
#else
.amusemaintenanceworkmem = false,
#endif
.amsummarizing = false,
.amparallelvacuumoptions = VACUUM_OPTION_PARALLEL_BULKDEL,
.amkeytype = InvalidOid,
@@ -313,13 +316,10 @@ hnswhandler(PG_FUNCTION_ARGS)
.ambeginscan = hnswbeginscan,
.amrescan = hnswrescan,
.amgettuple = hnswgettuple,
.amgetbatch = NULL,
.amunguardbatch = NULL,
.amkillitemsbatch = NULL,
.amgettransform = NULL,
.amgetbitmap = NULL,
.amendscan = hnswendscan,
.amposreset = NULL,
.ammarkpos = NULL,
.amrestrpos = NULL,
.amestimateparallelscan = NULL,
.aminitparallelscan = NULL,
.amparallelrescan = NULL,
@@ -355,7 +355,11 @@ hnswhandler(PG_FUNCTION_ARGS)
amroutine->amcanbuildparallel = true;
#endif
amroutine->amcaninclude = false;
amroutine->amusemaintenanceworkmem = false; /* not used during VACUUM */
#if PG_VERSION_NUM >= 170000
amroutine->amusemaintenanceworkmem = true;
#else
amroutine->amusemaintenanceworkmem = false;
#endif
#if PG_VERSION_NUM >= 160000
amroutine->amsummarizing = false;
#endif

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@@ -18,10 +18,20 @@
#include "utils/sampling.h"
#include "vector.h"
#ifdef HNSW_BENCH
#include "portability/instr_time.h"
#endif
#if PG_VERSION_NUM >= 190000
typedef Pointer Item;
#endif
#if PG_VERSION_NUM >= 170000
#define HnswTidStore TidStore
#else
#define HnswTidStore tidhash_hash
#endif
#define HNSW_MAX_DIM 2000
#define HNSW_MAX_NNZ 1000
@@ -78,6 +88,21 @@ typedef Pointer Item;
#define HnswPageGetOpaque(page) ((HnswPageOpaque) PageGetSpecialPointer(page))
#define HnswPageGetMeta(page) ((HnswMetaPageData *) PageGetContents(page))
#ifdef HNSW_BENCH
#define HnswBench(name, code) \
do { \
instr_time start; \
instr_time duration; \
INSTR_TIME_SET_CURRENT(start); \
(code); \
INSTR_TIME_SET_CURRENT(duration); \
INSTR_TIME_SUBTRACT(duration, start); \
elog(INFO, "%s: %.3f ms", name, INSTR_TIME_GET_MILLISEC(duration)); \
} while (0)
#else
#define HnswBench(name, code) (code)
#endif
#if PG_VERSION_NUM >= 150000
#define RandomDouble() pg_prng_double(&pg_global_prng_state)
#define SeedRandom(seed) pg_prng_seed(&pg_global_prng_state, seed)
@@ -408,10 +433,11 @@ typedef struct HnswVacuumState
HnswSupport support;
/* Variables */
struct tidhash_hash *deleted;
struct HnswTidStore *deleted;
BufferAccessStrategy bas;
HnswNeighborTuple ntup;
HnswElementData highestPoint;
HnswElementData fallbackPoint;
/* Memory */
MemoryContext tmpCtx;

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@@ -546,6 +546,9 @@ HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, double *distance, Hns
Assert(HnswIsElementTuple(etup));
if (unlikely(etup->deleted))
elog(ERROR, "cannot load deleted element");
/* Calculate distance */
if (distance != NULL)
{

View File

@@ -10,6 +10,12 @@
#include "utils/memutils.h"
#include "utils/rel.h"
#if PG_VERSION_NUM >= 170000
#include "access/tidstore.h"
#include "miscadmin.h"
#include "postmaster/autovacuum.h"
#endif
#if PG_VERSION_NUM >= 160000
#include "varatt.h"
#endif
@@ -22,9 +28,13 @@
* Check if deleted list contains an index TID
*/
static bool
DeletedContains(tidhash_hash * deleted, ItemPointer indextid)
DeletedContains(HnswTidStore * deleted, ItemPointer indextid)
{
#if PG_VERSION_NUM >= 170000
return TidStoreIsMember(deleted, indextid);
#else
return tidhash_lookup(deleted, *indextid) != NULL;
#endif
}
/*
@@ -37,17 +47,20 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
{
BlockNumber blkno = HNSW_HEAD_BLKNO;
HnswElement highestPoint = &vacuumstate->highestPoint;
HnswElement fallbackPoint = &vacuumstate->fallbackPoint;
Relation index = vacuumstate->index;
BufferAccessStrategy bas = vacuumstate->bas;
HnswElement entryPoint = HnswGetEntryPoint(vacuumstate->index);
IndexBulkDeleteResult *stats = vacuumstate->stats;
/* Store separately since highestPoint.level is uint8 */
/* Store separately since HnswElement level is uint8 */
int highestLevel = -1;
int fallbackLevel = -1;
/* Initialize highest point */
/* Initialize highest point and fallback point */
highestPoint->blkno = InvalidBlockNumber;
highestPoint->offno = InvalidOffsetNumber;
fallbackPoint->blkno = InvalidBlockNumber;
fallbackPoint->offno = InvalidOffsetNumber;
while (BlockNumberIsValid(blkno))
{
@@ -57,6 +70,10 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
OffsetNumber offno;
OffsetNumber maxoffno;
bool updated = false;
#if PG_VERSION_NUM >= 170000
OffsetNumber deletedoffs[MaxOffsetNumber];
int ndeletedoffs = 0;
#endif
vacuum_delay_point();
@@ -110,6 +127,9 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
if (!ItemPointerIsValid(&etup->heaptids[0]))
{
#if PG_VERSION_NUM >= 170000
deletedoffs[ndeletedoffs++] = offno;
#else
ItemPointerData ip;
bool found;
@@ -118,17 +138,39 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
tidhash_insert(vacuumstate->deleted, ip, &found);
Assert(!found);
#endif
}
else if (etup->level > highestLevel && !(entryPoint != NULL && blkno == entryPoint->blkno && offno == entryPoint->offno))
else if (etup->level > highestLevel)
{
/* Keep track of highest non-entry point */
if (BlockNumberIsValid(highestPoint->blkno))
{
/* Current highest point becomes fallback */
fallbackPoint->blkno = highestPoint->blkno;
fallbackPoint->offno = highestPoint->offno;
fallbackPoint->level = highestPoint->level;
fallbackLevel = highestLevel;
}
/* Keep track of highest point */
highestPoint->blkno = blkno;
highestPoint->offno = offno;
highestPoint->level = etup->level;
highestLevel = etup->level;
}
else if (etup->level > fallbackLevel)
{
/* Keep track of second highest point */
fallbackPoint->blkno = blkno;
fallbackPoint->offno = offno;
fallbackPoint->level = etup->level;
fallbackLevel = etup->level;
}
}
#if PG_VERSION_NUM >= 170000
TidStoreSetBlockOffsets(vacuumstate->deleted, blkno, deletedoffs, ndeletedoffs);
#endif
blkno = HnswPageGetOpaque(page)->nextblkno;
if (updated)
@@ -138,6 +180,10 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
UnlockReleaseBuffer(buf);
}
#ifdef HNSW_MEMORY
elog(INFO, "memory: %zu KB", MemoryContextMemAllocated(CurrentMemoryContext, true) / 1024);
#endif
}
/*
@@ -269,12 +315,27 @@ RepairGraphEntryPoint(HnswVacuumState * vacuumstate)
/* Get a shared lock */
LockPage(index, HNSW_UPDATE_LOCK, ShareLock);
/* Load element */
HnswLoadElement(highestPoint, NULL, NULL, index, support, true, NULL);
/* Get latest entry point */
entryPoint = HnswGetEntryPoint(index);
/* Repair if needed */
if (NeedsUpdated(vacuumstate, highestPoint))
RepairGraphElement(vacuumstate, highestPoint, HnswGetEntryPoint(index));
/* Use fallback point if highest point is entry point */
if (entryPoint != NULL && entryPoint->blkno == highestPoint->blkno && entryPoint->offno == highestPoint->offno)
{
highestPoint = &vacuumstate->fallbackPoint;
if (!BlockNumberIsValid(highestPoint->blkno))
highestPoint = NULL;
}
if (highestPoint != NULL)
{
/* Load element */
HnswLoadElement(highestPoint, NULL, NULL, index, support, true, NULL);
/* Repair if needed */
if (NeedsUpdated(vacuumstate, highestPoint))
RepairGraphElement(vacuumstate, highestPoint, entryPoint);
}
/* Release lock */
UnlockPage(index, HNSW_UPDATE_LOCK, ShareLock);
@@ -441,6 +502,99 @@ RepairGraph(HnswVacuumState * vacuumstate)
/* Reset memory context */
MemoryContextSwitchTo(oldCtx);
MemoryContextReset(vacuumstate->tmpCtx);
#ifdef HNSW_VACUUM_PROGRESS
if (!BlockNumberIsValid(blkno) || ((blkno - HNSW_HEAD_BLKNO) % 1000 == 0 && blkno != HNSW_HEAD_BLKNO))
{
BlockNumber totalBlocks = RelationGetNumberOfBlocks(index);
BlockNumber currentBlocks = BlockNumberIsValid(blkno) ? blkno : totalBlocks;
elog(INFO, "hnsw vacuum progress: %.1f%%", 100.0 * currentBlocks / totalBlocks);
}
#endif
}
}
/*
* Confirm graph was repaired
*/
static void
ConfirmRepaired(HnswVacuumState * vacuumstate)
{
BlockNumber blkno = HNSW_HEAD_BLKNO;
Relation index = vacuumstate->index;
BufferAccessStrategy bas = vacuumstate->bas;
while (BlockNumberIsValid(blkno))
{
Buffer buf;
Page page;
OffsetNumber offno;
OffsetNumber maxoffno;
vacuum_delay_point();
buf = ReadBufferExtended(index, MAIN_FORKNUM, blkno, RBM_NORMAL, bas);
LockBuffer(buf, BUFFER_LOCK_SHARE);
page = BufferGetPage(buf);
maxoffno = PageGetMaxOffsetNumber(page);
/* Iterate over nodes */
for (offno = FirstOffsetNumber; offno <= maxoffno; offno = OffsetNumberNext(offno))
{
HnswElementTuple etup = (HnswElementTuple) PageGetItem(page, PageGetItemId(page, offno));
HnswNeighborTuple ntup;
Buffer nbuf;
Page npage;
BlockNumber neighborPage;
OffsetNumber neighborOffno;
/* Skip neighbor tuples */
if (!HnswIsElementTuple(etup))
continue;
/* Skip if being deleted */
if (!ItemPointerIsValid(&etup->heaptids[0]))
continue;
/* Get neighbor page */
neighborPage = ItemPointerGetBlockNumber(&etup->neighbortid);
neighborOffno = ItemPointerGetOffsetNumber(&etup->neighbortid);
if (neighborPage == blkno)
{
nbuf = buf;
npage = page;
}
else
{
nbuf = ReadBufferExtended(index, MAIN_FORKNUM, neighborPage, RBM_NORMAL, bas);
LockBuffer(nbuf, BUFFER_LOCK_SHARE);
npage = BufferGetPage(nbuf);
}
ntup = (HnswNeighborTuple) PageGetItem(npage, PageGetItemId(npage, neighborOffno));
/* Check neighbors */
for (int i = 0; i < ntup->count; i++)
{
ItemPointer indextid = &ntup->indextids[i];
if (!ItemPointerIsValid(indextid))
continue;
/* Check if in deleted list */
if (DeletedContains(vacuumstate->deleted, indextid))
elog(ERROR, "hnsw graph not repaired");
}
if (nbuf != buf)
UnlockReleaseBuffer(nbuf);
}
blkno = HnswPageGetOpaque(page)->nextblkno;
UnlockReleaseBuffer(buf);
}
}
@@ -607,7 +761,11 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
HnswGetMetaPageInfo(index, &vacuumstate->m, NULL);
/* Create hash table */
#if PG_VERSION_NUM >= 170000
vacuumstate->deleted = TidStoreCreateLocal((AmAutoVacuumWorkerProcess() && autovacuum_work_mem != -1) ? autovacuum_work_mem : maintenance_work_mem, true);
#else
vacuumstate->deleted = tidhash_create(CurrentMemoryContext, 256, NULL);
#endif
}
/*
@@ -616,7 +774,11 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
static void
FreeVacuumState(HnswVacuumState * vacuumstate)
{
#if PG_VERSION_NUM >= 170000
TidStoreDestroy(vacuumstate->deleted);
#else
tidhash_destroy(vacuumstate->deleted);
#endif
FreeAccessStrategy(vacuumstate->bas);
pfree(vacuumstate->ntup);
MemoryContextDelete(vacuumstate->tmpCtx);
@@ -634,13 +796,16 @@ hnswbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
InitVacuumState(&vacuumstate, info, stats, callback, callback_state);
/* Pass 1: Remove heap TIDs */
RemoveHeapTids(&vacuumstate);
HnswBench("RemoveHeapTids", RemoveHeapTids(&vacuumstate));
/* Pass 2: Repair graph */
RepairGraph(&vacuumstate);
HnswBench("RepairGraph", RepairGraph(&vacuumstate));
/* Pass 3: Mark as deleted */
MarkDeleted(&vacuumstate);
/* Pass 3: Confirm repaired */
HnswBench("ConfirmRepaired", ConfirmRepaired(&vacuumstate));
/* Pass 4: Mark as deleted */
HnswBench("MarkDeleted", MarkDeleted(&vacuumstate));
FreeVacuumState(&vacuumstate);

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@@ -399,6 +399,7 @@ InitBuildState(IvfflatBuildState * buildstate, Relation heap, Relation index, In
buildstate->slot = MakeSingleTupleTableSlot(buildstate->sortdesc, &TTSOpsVirtual);
/* TODO Ensure within maintenance_work_mem */
buildstate->centers = VectorArrayInit(buildstate->lists, buildstate->dimensions, buildstate->typeInfo->itemSize(buildstate->dimensions));
buildstate->listInfo = palloc(sizeof(ListInfo) * buildstate->lists);

View File

@@ -196,7 +196,6 @@ ivfflathandler(PG_FUNCTION_ARGS)
.amconsistentequality = false,
.amconsistentordering = false,
.amcanbackward = false,
.amcanmarkpos = false,
.amcanunique = false,
.amcanmulticol = false,
.amoptionalkey = true,
@@ -230,13 +229,10 @@ ivfflathandler(PG_FUNCTION_ARGS)
.ambeginscan = ivfflatbeginscan,
.amrescan = ivfflatrescan,
.amgettuple = ivfflatgettuple,
.amgetbatch = NULL,
.amunguardbatch = NULL,
.amkillitemsbatch = NULL,
.amgettransform = NULL,
.amgetbitmap = NULL,
.amendscan = ivfflatendscan,
.amposreset = NULL,
.ammarkpos = NULL,
.amrestrpos = NULL,
.amestimateparallelscan = NULL,
.aminitparallelscan = NULL,
.amparallelrescan = NULL,