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...

30 Commits

Author SHA1 Message Date
Andrew Kane
1d458ad5d7 Version bump to 0.8.4 [skip ci] 2026-06-30 15:24:14 -07:00
Andrew Kane
9fa17c10b8 Added comments to HNSW vacuuming tests [skip ci] 2026-06-30 13:40:32 -07:00
Andrew Kane
14149b19f5 Added SELECTs to HNSW vacuuming test for good measure [skip ci] 2026-06-30 13:34:11 -07:00
Andrew Kane
34d796fbab Added test for concurrent INSERTs, DELETEs, and VACUUM with HNSW - #993 2026-06-30 13:23:04 -07:00
Andrew Kane
53341bb6c7 Simplified test [skip ci] 2026-06-30 13:16:17 -07:00
Andrew Kane
0d9720f440 Added test for concurrent SELECTs and VACUUM [skip ci] 2026-06-30 13:12:47 -07:00
Andrew Kane
cb246cb72d Improved naming [skip ci] 2026-06-30 02:46:31 -07:00
Andrew Kane
d053de2d94 Removed deletion list check in MarkDeleted (does not help safety) [skip ci] 2026-06-30 02:31:54 -07:00
Andrew Kane
83bac90869 Added checks for deleted tuples rather than relying on ItemPointerIsValid [skip ci] 2026-06-30 01:40:30 -07:00
Andrew Kane
4eca5024df Updated comment [skip ci] 2026-06-30 01:35:07 -07:00
Andrew Kane
a31771bc45 Changed log message to assertion [skip ci] 2026-06-30 01:25:36 -07:00
Andrew Kane
ecddde963a Added check to confirm in deletion list before marking as deleted 2026-06-30 01:15:38 -07:00
Andrew Kane
ecd413d0fe Improved naming [skip ci] 2026-06-30 01:03:08 -07:00
Andrew Kane
497db7976c Fixed hnsw graph not repaired error with HNSW vacuuming - fixes #993 2026-06-30 00:34:01 -07:00
Andrew Kane
f1dd4e3b03 Updated urls [skip ci] 2026-06-29 01:08:14 -07:00
Andrew Kane
7d067d7b83 Updated changelog [skip ci] 2026-06-24 11:44:04 -07:00
Andrew Kane
d4dd73d970 Moved repair confirmation after lock wait to catch more potential issues 2026-06-23 11:39:16 -07:00
Bhagyesh Chaturvedi
ffe28bb954 Fix HNSW insert and vacuum race 2026-06-23 06:00:23 +00:00
Andrew Kane
0dbc1a27c0 Removed redundant check [skip ci] 2026-06-18 12:56:57 -07:00
Andrew Kane
08c4e7ff10 Hardened VectorArrayGet and VectorArraySet [skip ci] 2026-06-18 12:56:12 -07:00
Andrew Kane
6731c49811 Fixed overflow check (should never be hit) [skip ci] 2026-06-18 12:51:38 -07:00
Andrew Kane
f2617f02d1 Updated style to be consistent with latest Postgres [skip ci] 2026-06-18 12:44:11 -07:00
Andrew Kane
bdf19077db Ensure centers and samples fit into maintenance_work_mem before allocating for IVFFlat index builds - closes #986 2026-06-18 12:29:58 -07:00
Andrew Kane
90cd2b4ee5 Improved memory tracking for IVFFlat index builds [skip ci] 2026-06-18 11:57:03 -07:00
Andrew Kane
b44d1b4c5f Added todo [skip ci] 2026-06-18 11:51:37 -07:00
Andrew Kane
cc5b865c33 Added itemsize to IvfflatBuildState [skip ci] 2026-06-18 11:49:29 -07:00
Andrew Kane
4895021088 Hardened NeedsUpdated [skip ci] 2026-06-18 11:19:27 -07:00
Andrew Kane
eda77b3492 DRY normalize code for IVFFlat index builds 2026-06-18 11:16:51 -07:00
Andrew Kane
a2364b1793 Switched to VectorArraySet for NormCenters [skip ci] 2026-06-18 11:05:37 -07:00
Andrew Kane
a0eaf70d17 Hardened VectorArraySet [skip ci] 2026-06-18 11:03:09 -07:00
18 changed files with 222 additions and 101 deletions

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@@ -1,3 +1,8 @@
## 0.8.4 (2026-06-30)
- Fixed `hnsw graph not repaired` error with HNSW vacuuming
- Fixed possible error with inserts during HNSW vacuuming
## 0.8.3 (2026-06-17)
- Fixed possible index corruption with HNSW vacuuming

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@@ -5,7 +5,7 @@ ARG DEBIAN_CODENAME=bookworm
FROM postgres:$PG_MAJOR-$DEBIAN_CODENAME
ARG PG_MAJOR
ADD https://github.com/pgvector/pgvector.git#v0.8.3 /tmp/pgvector
ADD https://github.com/pgvector/pgvector.git#v0.8.4 /tmp/pgvector
RUN apt-get update && \
apt-mark hold locales && \

View File

@@ -2,12 +2,12 @@
"name": "vector",
"abstract": "Open-source vector similarity search for Postgres",
"description": "Supports L2 distance, inner product, and cosine distance",
"version": "0.8.3",
"version": "0.8.4",
"maintainer": [
"Andrew Kane <andrew@ankane.org>"
],
"license": {
"PostgreSQL": "http://www.postgresql.org/about/licence"
"PostgreSQL": "https://www.postgresql.org/about/licence"
},
"prereqs": {
"runtime": {
@@ -20,7 +20,7 @@
"vector": {
"file": "sql/vector.sql",
"docfile": "README.md",
"version": "0.8.3",
"version": "0.8.4",
"abstract": "Open-source vector similarity search for Postgres"
}
},
@@ -38,7 +38,7 @@
"generated_by": "Andrew Kane",
"meta-spec": {
"version": "1.0.0",
"url": "http://pgxn.org/meta/spec.txt"
"url": "https://pgxn.org/meta/spec.txt"
},
"tags": [
"vectors",

View File

@@ -1,5 +1,5 @@
EXTENSION = vector
EXTVERSION = 0.8.3
EXTVERSION = 0.8.4
MODULE_big = vector
DATA = $(wildcard sql/*--*--*.sql)

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@@ -1,5 +1,5 @@
EXTENSION = vector
EXTVERSION = 0.8.3
EXTVERSION = 0.8.4
DATA_built = sql\$(EXTENSION)--$(EXTVERSION).sql
OBJS = src\bitutils.obj src\bitvec.obj src\halfutils.obj src\halfvec.obj src\hnsw.obj src\hnswbuild.obj src\hnswinsert.obj src\hnswscan.obj src\hnswutils.obj src\hnswvacuum.obj src\ivfbuild.obj src\ivfflat.obj src\ivfinsert.obj src\ivfkmeans.obj src\ivfscan.obj src\ivfutils.obj src\ivfvacuum.obj src\sparsevec.obj src\vector.obj

View File

@@ -23,7 +23,7 @@ Compile and install the extension (supports Postgres 13+)
```sh
cd /tmp
git clone --branch v0.8.3 https://github.com/pgvector/pgvector.git
git clone --branch v0.8.4 https://github.com/pgvector/pgvector.git
cd pgvector
make
make install # may need sudo
@@ -40,7 +40,7 @@ Ensure [C++ support in Visual Studio](https://learn.microsoft.com/en-us/cpp/buil
```cmd
set "PGROOT=C:\Program Files\PostgreSQL\18"
cd %TEMP%
git clone --branch v0.8.3 https://github.com/pgvector/pgvector.git
git clone --branch v0.8.4 https://github.com/pgvector/pgvector.git
cd pgvector
nmake /F Makefile.win
nmake /F Makefile.win install
@@ -1151,23 +1151,23 @@ This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres) (r
Supported tags are:
- `pg18-trixie`, `0.8.3-pg18-trixie`
- `pg18-bookworm`, `0.8.3-pg18-bookworm`, `pg18`, `0.8.3-pg18`
- `pg17-trixie`, `0.8.3-pg17-trixie`
- `pg17-bookworm`, `0.8.3-pg17-bookworm`, `pg17`, `0.8.3-pg17`
- `pg16-trixie`, `0.8.3-pg16-trixie`
- `pg16-bookworm`, `0.8.3-pg16-bookworm`, `pg16`, `0.8.3-pg16`
- `pg15-trixie`, `0.8.3-pg15-trixie`
- `pg15-bookworm`, `0.8.3-pg15-bookworm`, `pg15`, `0.8.3-pg15`
- `pg14-trixie`, `0.8.3-pg14-trixie`
- `pg14-bookworm`, `0.8.3-pg14-bookworm`, `pg14`, `0.8.3-pg14`
- `pg13-trixie`, `0.8.3-pg13-trixie`
- `pg13-bookworm`, `0.8.3-pg13-bookworm`, `pg13`, `0.8.3-pg13`
- `pg18-trixie`, `0.8.4-pg18-trixie`
- `pg18-bookworm`, `0.8.4-pg18-bookworm`, `pg18`, `0.8.4-pg18`
- `pg17-trixie`, `0.8.4-pg17-trixie`
- `pg17-bookworm`, `0.8.4-pg17-bookworm`, `pg17`, `0.8.4-pg17`
- `pg16-trixie`, `0.8.4-pg16-trixie`
- `pg16-bookworm`, `0.8.4-pg16-bookworm`, `pg16`, `0.8.4-pg16`
- `pg15-trixie`, `0.8.4-pg15-trixie`
- `pg15-bookworm`, `0.8.4-pg15-bookworm`, `pg15`, `0.8.4-pg15`
- `pg14-trixie`, `0.8.4-pg14-trixie`
- `pg14-bookworm`, `0.8.4-pg14-bookworm`, `pg14`, `0.8.4-pg14`
- `pg13-trixie`, `0.8.4-pg13-trixie`
- `pg13-bookworm`, `0.8.4-pg13-bookworm`, `pg13`, `0.8.4-pg13`
You can also build the image manually:
```sh
git clone --branch v0.8.3 https://github.com/pgvector/pgvector.git
git clone --branch v0.8.4 https://github.com/pgvector/pgvector.git
cd pgvector
docker build --pull --build-arg PG_MAJOR=18 -t myuser/pgvector .
```

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@@ -0,0 +1,2 @@
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
\echo Use "ALTER EXTENSION vector UPDATE TO '0.8.4'" to load this file. \quit

View File

@@ -427,7 +427,7 @@ typedef struct HnswVacuumState
HnswSupport support;
/* Variables */
struct tidhash_hash *deleted;
struct tidhash_hash *deleting;
BufferAccessStrategy bas;
HnswNeighborTuple ntup;
HnswElementData highestPoint;

View File

@@ -719,7 +719,7 @@ InitBuildState(HnswBuildState * buildstate, Relation heap, Relation index, Index
/* Get support functions */
HnswInitSupport(&buildstate->support, index);
InitGraph(&buildstate->graphData, NULL, (Size) maintenance_work_mem * 1024L);
InitGraph(&buildstate->graphData, NULL, maintenance_work_mem * (Size) 1024);
buildstate->graph = &buildstate->graphData;
buildstate->ml = HnswGetMl(buildstate->m);
buildstate->maxLevel = HnswGetMaxLevel(buildstate->m);
@@ -956,7 +956,7 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
/* Leave space for other objects in shared memory */
/* Docker has a default limit of 64 MB for shm_size */
/* which happens to be the default value of maintenance_work_mem */
esthnswarea = maintenance_work_mem * 1024L;
esthnswarea = maintenance_work_mem * (Size) 1024;
estother = 3 * 1024 * 1024;
if (esthnswarea > estother)
esthnswarea -= estother;

View File

@@ -19,12 +19,12 @@
#endif
/*
* Check if deleted list contains an index TID
* Check if deletion list contains an element
*/
static bool
DeletedContains(tidhash_hash * deleted, ItemPointer indextid)
DeletingElement(tidhash_hash * deleting, ItemPointer indextid)
{
return tidhash_lookup(deleted, *indextid) != NULL;
return tidhash_lookup(deleting, *indextid) != NULL;
}
/*
@@ -80,6 +80,14 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
if (!HnswIsElementTuple(etup))
continue;
/*
* Skip deleted tuples. It is important they are not added to the
* deletion list to avoid false positives in NeedsUpdated and
* ConfirmRepaired.
*/
if (etup->deleted)
continue;
if (ItemPointerIsValid(&etup->heaptids[0]))
{
for (int i = 0; i < HNSW_HEAPTIDS; i++)
@@ -113,13 +121,13 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
if (!ItemPointerIsValid(&etup->heaptids[0]))
{
ItemPointerData ip;
ItemPointerData indextid;
bool found;
/* Add to deleted list */
ItemPointerSet(&ip, blkno, offno);
/* Add to deletion list */
ItemPointerSet(&indextid, blkno, offno);
tidhash_insert(vacuumstate->deleted, ip, &found);
tidhash_insert(vacuumstate->deleting, indextid, &found);
Assert(!found);
}
else if (etup->level > highestLevel)
@@ -192,8 +200,8 @@ NeedsUpdated(HnswVacuumState * vacuumstate, HnswElement element)
if (!ItemPointerIsValid(indextid))
continue;
/* Check if in deleted list */
if (DeletedContains(vacuumstate->deleted, indextid))
/* Check if in deletion list */
if (DeletingElement(vacuumstate->deleting, indextid))
{
needsUpdated = true;
break;
@@ -202,13 +210,9 @@ NeedsUpdated(HnswVacuumState * vacuumstate, HnswElement element)
/* Also update if layer 0 is not full */
/* This could indicate too many candidates being deleted during insert */
if (!needsUpdated)
{
/* Keep clang-tidy happy */
Assert(ntup->count > 0);
/* There should always be more than zero indextids, but check for safety */
if (!needsUpdated && ntup->count > 0)
needsUpdated = !ItemPointerIsValid(&ntup->indextids[ntup->count - 1]);
}
UnlockReleaseBuffer(buf);
@@ -331,7 +335,7 @@ RepairGraphEntryPoint(HnswVacuumState * vacuumstate)
ItemPointerSet(&epData, entryPoint->blkno, entryPoint->offno);
if (DeletedContains(vacuumstate->deleted, &epData))
if (DeletingElement(vacuumstate->deleting, &epData))
{
/*
* Replace the entry point with the highest point. If highest
@@ -417,6 +421,10 @@ RepairGraph(HnswVacuumState * vacuumstate)
if (!HnswIsElementTuple(etup))
continue;
/* Skip deleted tuples */
if (etup->deleted)
continue;
/* Skip updating neighbors if being deleted */
if (!ItemPointerIsValid(&etup->heaptids[0]))
continue;
@@ -531,6 +539,10 @@ ConfirmRepaired(HnswVacuumState * vacuumstate)
if (!HnswIsElementTuple(etup))
continue;
/* Skip deleted tuples */
if (etup->deleted)
continue;
/* Skip if being deleted */
if (!ItemPointerIsValid(&etup->heaptids[0]))
continue;
@@ -561,8 +573,8 @@ ConfirmRepaired(HnswVacuumState * vacuumstate)
if (!ItemPointerIsValid(indextid))
continue;
/* Check if in deleted list */
if (DeletedContains(vacuumstate->deleted, indextid))
/* Check if in deletion list */
if (DeletingElement(vacuumstate->deleting, indextid))
elog(ERROR, "hnsw graph not repaired");
}
@@ -588,10 +600,15 @@ MarkDeleted(HnswVacuumState * vacuumstate)
BufferAccessStrategy bas = vacuumstate->bas;
/*
* Wait for index scans to complete. Scans before this point may contain
* tuples about to be deleted. Scans after this point will not, since the
* graph has been repaired.
* Wait for inserts and index scans to complete. Inserts and scans before
* this point may visit tuples about to be deleted. Inserts and scans
* after this point will not, since the graph has been repaired.
*/
LockPage(index, HNSW_UPDATE_LOCK, ExclusiveLock);
UnlockPage(index, HNSW_UPDATE_LOCK, ExclusiveLock);
ConfirmRepaired(vacuumstate);
LockPage(index, HNSW_SCAN_LOCK, ExclusiveLock);
UnlockPage(index, HNSW_SCAN_LOCK, ExclusiveLock);
@@ -739,7 +756,7 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
HnswGetMetaPageInfo(index, &vacuumstate->m, NULL);
/* Create hash table */
vacuumstate->deleted = tidhash_create(CurrentMemoryContext, 256, NULL);
vacuumstate->deleting = tidhash_create(CurrentMemoryContext, 256, NULL);
}
/*
@@ -748,7 +765,7 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
static void
FreeVacuumState(HnswVacuumState * vacuumstate)
{
tidhash_destroy(vacuumstate->deleted);
tidhash_destroy(vacuumstate->deleting);
FreeAccessStrategy(vacuumstate->bas);
pfree(vacuumstate->ntup);
MemoryContextDelete(vacuumstate->tmpCtx);
@@ -771,10 +788,7 @@ hnswbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
/* Pass 2: Repair graph */
HnswBench("RepairGraph", RepairGraph(&vacuumstate));
/* Pass 3: Confirm repaired */
HnswBench("ConfirmRepaired", ConfirmRepaired(&vacuumstate));
/* Pass 4: Mark as deleted */
/* Passes 3 and 4: Confirm repaired and mark as deleted */
HnswBench("MarkDeleted", MarkDeleted(&vacuumstate));
FreeVacuumState(&vacuumstate);

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@@ -152,18 +152,7 @@ SampleRows(IvfflatBuildState * buildstate)
/* Normalize if needed */
if (buildstate->kmeansnormprocinfo != NULL)
{
VectorArray samples = buildstate->samples;
for (int i = 0; i < samples->length; i++)
{
Datum value = PointerGetDatum(VectorArrayGet(samples, i));
Datum normValue = IvfflatNormValue(buildstate->typeInfo, buildstate->collation, value);
VectorArraySet(samples, i, DatumGetPointer(normValue));
pfree(DatumGetPointer(normValue));
}
}
IvfflatNormVectors(buildstate->typeInfo, buildstate->collation, buildstate->samples, buildstate->tmpCtx);
}
/*
@@ -399,8 +388,14 @@ 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->memoryUsed = 0;
buildstate->itemsize = buildstate->typeInfo->itemSize(buildstate->dimensions);
buildstate->memoryUsed += VECTOR_ARRAY_SIZE(buildstate->lists, buildstate->itemsize);
IvfflatCheckMemoryUsage(buildstate->memoryUsed);
buildstate->centers = VectorArrayInit(buildstate->lists, buildstate->dimensions, buildstate->itemsize);
/* TODO Move allocation to page creation */
buildstate->listInfo = palloc(sizeof(ListInfo) * buildstate->lists);
buildstate->tmpCtx = AllocSetContextCreate(CurrentMemoryContext,
@@ -454,8 +449,9 @@ ComputeCenters(IvfflatBuildState * buildstate)
numSamples = 1;
/* Sample rows */
/* TODO Ensure within maintenance_work_mem */
buildstate->samples = VectorArrayInit(numSamples, buildstate->dimensions, buildstate->centers->itemsize);
buildstate->memoryUsed += VECTOR_ARRAY_SIZE(numSamples, buildstate->itemsize);
IvfflatCheckMemoryUsage(buildstate->memoryUsed);
buildstate->samples = VectorArrayInit(numSamples, buildstate->dimensions, buildstate->itemsize);
if (buildstate->heap != NULL)
{
IvfflatBench("sample rows", SampleRows(buildstate));
@@ -470,7 +466,7 @@ ComputeCenters(IvfflatBuildState * buildstate)
}
/* Calculate centers */
IvfflatBench("k-means", IvfflatKmeans(buildstate->index, buildstate->samples, buildstate->centers, buildstate->typeInfo));
IvfflatBench("k-means", IvfflatKmeans(buildstate->index, buildstate->samples, buildstate->centers, buildstate->typeInfo, buildstate->memoryUsed));
/* Free samples before we allocate more memory */
VectorArrayFree(buildstate->samples);

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@@ -204,6 +204,7 @@ typedef struct IvfflatBuildState
VectorArray samples;
VectorArray centers;
ListInfo *listInfo;
Size itemsize;
#ifdef IVFFLAT_KMEANS_DEBUG
double inertia;
@@ -223,6 +224,7 @@ typedef struct IvfflatBuildState
TupleTableSlot *slot;
/* Memory */
Size memoryUsed;
MemoryContext tmpCtx;
/* Parallel builds */
@@ -303,22 +305,32 @@ typedef IvfflatScanOpaqueData * IvfflatScanOpaque;
static inline Pointer
VectorArrayGet(VectorArray arr, int offset)
{
if (offset >= arr->maxlen)
elog(ERROR, "safety check failed");
return ((char *) arr->items) + (offset * arr->itemsize);
}
static inline void
VectorArraySet(VectorArray arr, int offset, Pointer val)
{
memcpy(VectorArrayGet(arr, offset), val, VARSIZE_ANY(val));
Size size = VARSIZE_ANY(val);
if (size > arr->itemsize)
elog(ERROR, "safety check failed");
memcpy(VectorArrayGet(arr, offset), val, size);
}
/* Methods */
VectorArray VectorArrayInit(int maxlen, int dimensions, Size itemsize);
void VectorArrayFree(VectorArray arr);
void IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo);
void IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo, Size memoryUsed);
FmgrInfo *IvfflatOptionalProcInfo(Relation index, uint16 procnum);
Datum IvfflatNormValue(const IvfflatTypeInfo * typeInfo, Oid collation, Datum value);
bool IvfflatCheckNorm(FmgrInfo *procinfo, Oid collation, Datum value);
void IvfflatNormVectors(const IvfflatTypeInfo * typeInfo, Oid collation, VectorArray arr, MemoryContext tmpCtx);
void IvfflatCheckMemoryUsage(Size totalSize);
int IvfflatGetLists(Relation index);
void IvfflatGetMetaPageInfo(Relation index, int *lists, int *dimensions);
void IvfflatUpdateList(Relation index, ListInfo listInfo, BlockNumber insertPage, BlockNumber originalInsertPage, BlockNumber startPage, ForkNumber forkNum);

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@@ -99,22 +99,8 @@ NormCenters(const IvfflatTypeInfo * typeInfo, Oid collation, VectorArray centers
MemoryContext normCtx = AllocSetContextCreate(CurrentMemoryContext,
"Ivfflat norm temporary context",
ALLOCSET_DEFAULT_SIZES);
MemoryContext oldCtx = MemoryContextSwitchTo(normCtx);
for (int j = 0; j < centers->length; j++)
{
Datum center = PointerGetDatum(VectorArrayGet(centers, j));
Datum newCenter = IvfflatNormValue(typeInfo, collation, center);
Size size = VARSIZE_ANY(DatumGetPointer(newCenter));
if (size > centers->itemsize)
elog(ERROR, "safety check failed");
memcpy(DatumGetPointer(center), DatumGetPointer(newCenter), size);
MemoryContextReset(normCtx);
}
MemoryContextSwitchTo(oldCtx);
IvfflatNormVectors(typeInfo, collation, centers, normCtx);
MemoryContextDelete(normCtx);
}
@@ -258,7 +244,7 @@ ComputeNewCenters(VectorArray samples, float *agg, VectorArray newCenters, int *
* https://www.aaai.org/Papers/ICML/2003/ICML03-022.pdf
*/
static void
ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo)
ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo, Size memoryUsed)
{
FmgrInfo *procinfo;
FmgrInfo *normprocinfo;
@@ -277,8 +263,6 @@ ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const Ivff
float *newcdist;
/* Calculate allocation sizes */
Size samplesSize = VECTOR_ARRAY_SIZE(samples->maxlen, samples->itemsize);
Size centersSize = VECTOR_ARRAY_SIZE(centers->maxlen, centers->itemsize);
Size newCentersSize = VECTOR_ARRAY_SIZE(numCenters, centers->itemsize);
Size aggSize = sizeof(float) * (int64) numCenters * dimensions;
Size centerCountsSize = sizeof(int) * numCenters;
@@ -290,18 +274,13 @@ ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const Ivff
Size newcdistSize = sizeof(float) * numCenters;
/* Calculate total size */
Size totalSize = samplesSize + centersSize + newCentersSize + aggSize + centerCountsSize + closestCentersSize + lowerBoundSize + upperBoundSize + sSize + halfcdistSize + newcdistSize;
Size totalSize = memoryUsed + newCentersSize + aggSize + centerCountsSize + closestCentersSize + lowerBoundSize + upperBoundSize + sSize + halfcdistSize + newcdistSize;
/* Check memory requirements */
/* Add one to error message to ceil */
if (totalSize > (Size) maintenance_work_mem * 1024L)
ereport(ERROR,
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
errmsg("memory required is %zu MB, maintenance_work_mem is %d MB",
totalSize / (1024 * 1024) + 1, maintenance_work_mem / 1024)));
IvfflatCheckMemoryUsage(totalSize);
/* Ensure indexing does not overflow */
if (numCenters * numCenters > INT_MAX)
if (numCenters > INT_MAX / numCenters)
elog(ERROR, "Indexing overflow detected. Please report a bug.");
/* Set support functions */
@@ -562,7 +541,7 @@ CheckCenters(Relation index, VectorArray centers, const IvfflatTypeInfo * typeIn
* We use spherical k-means for inner product and cosine
*/
void
IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo)
IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo, Size memoryUsed)
{
MemoryContext kmeansCtx = AllocSetContextCreate(CurrentMemoryContext,
"Ivfflat kmeans temporary context",
@@ -572,7 +551,7 @@ IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const Iv
if (samples->length == 0)
RandomCenters(index, centers, typeInfo);
else
ElkanKmeans(index, samples, centers, typeInfo);
ElkanKmeans(index, samples, centers, typeInfo, memoryUsed);
CheckCenters(index, centers, typeInfo);

View File

@@ -6,7 +6,9 @@
#include "halfutils.h"
#include "halfvec.h"
#include "ivfflat.h"
#include "miscadmin.h"
#include "storage/bufmgr.h"
#include "utils/memutils.h"
#include "utils/relcache.h"
#include "utils/varbit.h"
#include "vector.h"
@@ -88,6 +90,40 @@ IvfflatCheckNorm(FmgrInfo *procinfo, Oid collation, Datum value)
return DatumGetFloat8(FunctionCall1Coll(procinfo, collation, value)) > 0;
}
/*
* Normalize vectors
*/
void
IvfflatNormVectors(const IvfflatTypeInfo * typeInfo, Oid collation, VectorArray arr, MemoryContext tmpCtx)
{
MemoryContext oldCtx = MemoryContextSwitchTo(tmpCtx);
for (int i = 0; i < arr->length; i++)
{
Datum value = PointerGetDatum(VectorArrayGet(arr, i));
Datum newValue = IvfflatNormValue(typeInfo, collation, value);
VectorArraySet(arr, i, DatumGetPointer(newValue));
MemoryContextReset(tmpCtx);
}
MemoryContextSwitchTo(oldCtx);
}
/*
* Check memory usage
*/
void
IvfflatCheckMemoryUsage(Size totalSize)
{
/* Add one to error message to ceil */
if (totalSize > maintenance_work_mem * (Size) 1024)
ereport(ERROR,
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
errmsg("memory required is %zu MB, maintenance_work_mem is %d MB",
totalSize / (1024 * 1024) + 1, maintenance_work_mem / 1024)));
}
/*
* New buffer
*/

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@@ -40,7 +40,7 @@
#endif
#if PG_VERSION_NUM >= 180000
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.3");
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.4");
#else
PG_MODULE_MAGIC;
#endif

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@@ -0,0 +1,38 @@
use strict;
use warnings FATAL => 'all';
use PostgreSQL::Test::Cluster;
use PostgreSQL::Test::Utils;
use Test::More;
my $dim = 3;
my $array_sql = join(",", ('random()') x $dim);
# Initialize node
my $node = PostgreSQL::Test::Cluster->new('node');
$node->init;
$node->start;
# Create table and index
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
$node->safe_psql("postgres", "CREATE TABLE tst (i serial, v vector($dim));");
$node->safe_psql("postgres", "ALTER TABLE tst SET (autovacuum_enabled = false);");
$node->safe_psql("postgres",
"INSERT INTO tst (v) SELECT ARRAY[$array_sql] FROM generate_series(1, 1000) i;"
);
$node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (v vector_l2_ops);");
$node->safe_psql("postgres", "DELETE FROM tst");
# Test HNSW_SCAN_LOCK at the beginning of MarkDeleted is effective
$node->pgbench(
"--no-vacuum --client=5 --transactions=1000",
0,
[qr{actually processed}],
[qr{^$}],
"concurrent SELECTs and VACUUM",
{
"046_hnsw_vacuum_scan_select\@1000" => "SELECT i FROM tst ORDER BY v <-> '[0,0,0]' LIMIT 10;",
"046_hnsw_vacuum_scan_vacuum\@1" => "VACUUM tst;"
}
);
done_testing();

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@@ -0,0 +1,39 @@
use strict;
use warnings FATAL => 'all';
use PostgreSQL::Test::Cluster;
use PostgreSQL::Test::Utils;
use Test::More;
my $dim = 3;
my $array_sql = join(",", ('random()') x $dim);
# Initialize node
my $node = PostgreSQL::Test::Cluster->new('node');
$node->init;
$node->start;
# Create table and index
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
$node->safe_psql("postgres", "CREATE TABLE tst (i serial, v vector($dim));");
$node->safe_psql("postgres", "ALTER TABLE tst SET (autovacuum_enabled = false);");
$node->safe_psql("postgres",
"INSERT INTO tst (v) SELECT ARRAY[$array_sql] FROM generate_series(1, 1000) i;"
);
$node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (v vector_l2_ops);");
# Test no "hnsw graph not repaired" errors
$node->pgbench(
"--no-vacuum --client=5 --transactions=1000",
0,
[qr{actually processed}],
[qr{^$}],
"concurrent INSERTs, DELETEs, SELECTs, and VACUUM",
{
"047_hnsw_vacuum_insert_insert\@500" => "INSERT INTO tst (v) VALUES (ARRAY[$array_sql]);",
"047_hnsw_vacuum_insert_delete\@500" => "DELETE FROM tst WHERE i = (SELECT i FROM tst LIMIT 1);",
"047_hnsw_vacuum_insert_select\@20" => "SELECT i FROM tst ORDER BY v <-> '[0,0,0]' LIMIT 10;",
"047_hnsw_vacuum_insert_vacuum\@1" => "VACUUM tst;"
}
);
done_testing();

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@@ -1,4 +1,4 @@
comment = 'vector data type and ivfflat and hnsw access methods'
default_version = '0.8.3'
default_version = '0.8.4'
module_pathname = '$libdir/vector'
relocatable = true