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v0.8.3
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2
.github/workflows/build.yml
vendored
2
.github/workflows/build.yml
vendored
@@ -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' || '' }} && ^
|
||||
|
||||
@@ -1,3 +1,8 @@
|
||||
## 0.8.3 (2026-06-17)
|
||||
|
||||
- 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)
|
||||
|
||||
@@ -5,7 +5,7 @@ ARG DEBIAN_CODENAME=bookworm
|
||||
FROM postgres:$PG_MAJOR-$DEBIAN_CODENAME
|
||||
ARG PG_MAJOR
|
||||
|
||||
ADD https://github.com/pgvector/pgvector.git#v0.8.2 /tmp/pgvector
|
||||
ADD https://github.com/pgvector/pgvector.git#v0.8.3 /tmp/pgvector
|
||||
|
||||
RUN apt-get update && \
|
||||
apt-mark hold locales && \
|
||||
|
||||
@@ -2,7 +2,7 @@
|
||||
"name": "vector",
|
||||
"abstract": "Open-source vector similarity search for Postgres",
|
||||
"description": "Supports L2 distance, inner product, and cosine distance",
|
||||
"version": "0.8.2",
|
||||
"version": "0.8.3",
|
||||
"maintainer": [
|
||||
"Andrew Kane <andrew@ankane.org>"
|
||||
],
|
||||
@@ -20,7 +20,7 @@
|
||||
"vector": {
|
||||
"file": "sql/vector.sql",
|
||||
"docfile": "README.md",
|
||||
"version": "0.8.2",
|
||||
"version": "0.8.3",
|
||||
"abstract": "Open-source vector similarity search for Postgres"
|
||||
}
|
||||
},
|
||||
|
||||
2
Makefile
2
Makefile
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.2
|
||||
EXTVERSION = 0.8.3
|
||||
|
||||
MODULE_big = vector
|
||||
DATA = $(wildcard sql/*--*--*.sql)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.2
|
||||
EXTVERSION = 0.8.3
|
||||
|
||||
DATA_built = sql\$(EXTENSION)--$(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
|
||||
|
||||
32
README.md
32
README.md
@@ -23,7 +23,7 @@ Compile and install the extension (supports Postgres 13+)
|
||||
|
||||
```sh
|
||||
cd /tmp
|
||||
git clone --branch v0.8.2 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.3 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 v0.8.2 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.3 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`, `0.8.2-pg18-trixie`
|
||||
- `pg18-bookworm`, `0.8.2-pg18-bookworm`, `pg18`, `0.8.2-pg18`
|
||||
- `pg17-trixie`, `0.8.2-pg17-trixie`
|
||||
- `pg17-bookworm`, `0.8.2-pg17-bookworm`, `pg17`, `0.8.2-pg17`
|
||||
- `pg16-trixie`, `0.8.2-pg16-trixie`
|
||||
- `pg16-bookworm`, `0.8.2-pg16-bookworm`, `pg16`, `0.8.2-pg16`
|
||||
- `pg15-trixie`, `0.8.2-pg15-trixie`
|
||||
- `pg15-bookworm`, `0.8.2-pg15-bookworm`, `pg15`, `0.8.2-pg15`
|
||||
- `pg14-trixie`, `0.8.2-pg14-trixie`
|
||||
- `pg14-bookworm`, `0.8.2-pg14-bookworm`, `pg14`, `0.8.2-pg14`
|
||||
- `pg13-trixie`, `0.8.2-pg13-trixie`
|
||||
- `pg13-bookworm`, `0.8.2-pg13-bookworm`, `pg13`, `0.8.2-pg13`
|
||||
- `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`
|
||||
|
||||
You can also build the image manually:
|
||||
|
||||
```sh
|
||||
git clone --branch v0.8.2 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.3 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
docker build --pull --build-arg PG_MAJOR=18 -t myuser/pgvector .
|
||||
```
|
||||
@@ -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:
|
||||
|
||||
2
sql/vector--0.8.2--0.8.3.sql
Normal file
2
sql/vector--0.8.2--0.8.3.sql
Normal file
@@ -0,0 +1,2 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.8.3'" to load this file. \quit
|
||||
@@ -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 */
|
||||
|
||||
20
src/hnsw.h
20
src/hnsw.h
@@ -18,6 +18,10 @@
|
||||
#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
|
||||
@@ -78,6 +82,21 @@ 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)
|
||||
@@ -412,6 +431,7 @@ typedef struct HnswVacuumState
|
||||
BufferAccessStrategy bas;
|
||||
HnswNeighborTuple ntup;
|
||||
HnswElementData highestPoint;
|
||||
HnswElementData fallbackPoint;
|
||||
|
||||
/* Memory */
|
||||
MemoryContext tmpCtx;
|
||||
|
||||
@@ -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)
|
||||
{
|
||||
|
||||
163
src/hnswvacuum.c
163
src/hnswvacuum.c
@@ -37,17 +37,20 @@ 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))
|
||||
{
|
||||
@@ -119,14 +122,31 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
|
||||
tidhash_insert(vacuumstate->deleted, ip, &found);
|
||||
Assert(!found);
|
||||
}
|
||||
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;
|
||||
}
|
||||
}
|
||||
|
||||
blkno = HnswPageGetOpaque(page)->nextblkno;
|
||||
@@ -138,6 +158,10 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
|
||||
#ifdef HNSW_MEMORY
|
||||
elog(INFO, "memory: %zu KB", MemoryContextMemAllocated(CurrentMemoryContext, true) / 1024);
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -269,12 +293,27 @@ 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 +480,99 @@ RepairGraph(HnswVacuumState * vacuumstate)
|
||||
/* Reset memory context */
|
||||
MemoryContextSwitchTo(oldCtx);
|
||||
MemoryContextReset(vacuumstate->tmpCtx);
|
||||
|
||||
#ifdef HNSW_VACUUM_PROGRESS
|
||||
if (!BlockNumberIsValid(blkno) || (blkno - HNSW_HEAD_BLKNO) % 1000 == 0)
|
||||
{
|
||||
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);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -634,13 +766,16 @@ 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);
|
||||
|
||||
|
||||
@@ -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);
|
||||
|
||||
|
||||
@@ -40,7 +40,7 @@
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.2");
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.3");
|
||||
#else
|
||||
PG_MODULE_MAGIC;
|
||||
#endif
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
comment = 'vector data type and ivfflat and hnsw access methods'
|
||||
default_version = '0.8.2'
|
||||
default_version = '0.8.3'
|
||||
module_pathname = '$libdir/vector'
|
||||
relocatable = true
|
||||
|
||||
Reference in New Issue
Block a user