mirror of
https://github.com/pgvector/pgvector.git
synced 2026-07-22 03:57:34 +08:00
Compare commits
1 Commits
v0.8.4
...
amgettuple
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
47c7fa715c |
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\${{ matrix.os == 'windows-2025' && 18 || 2022 }}\Enterprise\VC\Auxiliary\Build\vcvars64.bat" && ^
|
||||
call "C:\Program Files\Microsoft Visual Studio\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' || '' }} && ^
|
||||
|
||||
10
CHANGELOG.md
10
CHANGELOG.md
@@ -1,13 +1,3 @@
|
||||
## 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
|
||||
- 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#v0.8.4 /tmp/pgvector
|
||||
ADD https://github.com/pgvector/pgvector.git#v0.8.2 /tmp/pgvector
|
||||
|
||||
RUN apt-get update && \
|
||||
apt-mark hold locales && \
|
||||
|
||||
@@ -2,12 +2,12 @@
|
||||
"name": "vector",
|
||||
"abstract": "Open-source vector similarity search for Postgres",
|
||||
"description": "Supports L2 distance, inner product, and cosine distance",
|
||||
"version": "0.8.4",
|
||||
"version": "0.8.2",
|
||||
"maintainer": [
|
||||
"Andrew Kane <andrew@ankane.org>"
|
||||
],
|
||||
"license": {
|
||||
"PostgreSQL": "https://www.postgresql.org/about/licence"
|
||||
"PostgreSQL": "http://www.postgresql.org/about/licence"
|
||||
},
|
||||
"prereqs": {
|
||||
"runtime": {
|
||||
@@ -20,7 +20,7 @@
|
||||
"vector": {
|
||||
"file": "sql/vector.sql",
|
||||
"docfile": "README.md",
|
||||
"version": "0.8.4",
|
||||
"version": "0.8.2",
|
||||
"abstract": "Open-source vector similarity search for Postgres"
|
||||
}
|
||||
},
|
||||
@@ -38,7 +38,7 @@
|
||||
"generated_by": "Andrew Kane",
|
||||
"meta-spec": {
|
||||
"version": "1.0.0",
|
||||
"url": "https://pgxn.org/meta/spec.txt"
|
||||
"url": "http://pgxn.org/meta/spec.txt"
|
||||
},
|
||||
"tags": [
|
||||
"vectors",
|
||||
|
||||
2
Makefile
2
Makefile
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.4
|
||||
EXTVERSION = 0.8.2
|
||||
|
||||
MODULE_big = vector
|
||||
DATA = $(wildcard sql/*--*--*.sql)
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.4
|
||||
EXTVERSION = 0.8.2
|
||||
|
||||
DATA_built = sql\$(EXTENSION)--$(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 v0.8.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.2 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 v0.8.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.2 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`, `0.8.4-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`
|
||||
- `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`
|
||||
|
||||
You can also build the image manually:
|
||||
|
||||
```sh
|
||||
git clone --branch v0.8.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.8.2 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="-DHNSW_BENCH -DIVFFLAT_BENCH" make && make install
|
||||
make clean && PG_CFLAGS="-DIVFFLAT_BENCH" make && make install
|
||||
```
|
||||
|
||||
To show memory usage:
|
||||
|
||||
@@ -1,2 +0,0 @@
|
||||
-- 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
|
||||
@@ -1,2 +0,0 @@
|
||||
-- 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
|
||||
@@ -31,12 +31,10 @@
|
||||
#define BIT_TARGET_CLONES
|
||||
#endif
|
||||
|
||||
/* 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)
|
||||
/* Use built-ins when possible for inlining */
|
||||
#if defined(HAVE__BUILTIN_POPCOUNT) && defined(HAVE_LONG_INT_64)
|
||||
#define popcount64(x) __builtin_popcountl(x)
|
||||
#elif defined(HAVE__BUILTIN_POPCOUNT) && (defined(HAVE_LONG_LONG_INT_64) || SIZEOF_LONG_LONG == 8)
|
||||
#elif defined(HAVE__BUILTIN_POPCOUNT) && defined(HAVE_LONG_LONG_INT_64)
|
||||
#define popcount64(x) __builtin_popcountll(x)
|
||||
#elif !defined(_MSC_VER)
|
||||
/* Fails to resolve with MSVC */
|
||||
|
||||
@@ -279,6 +279,7 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
.amconsistentequality = false,
|
||||
.amconsistentordering = false,
|
||||
.amcanbackward = false,
|
||||
.amcanmarkpos = false,
|
||||
.amcanunique = false,
|
||||
.amcanmulticol = false,
|
||||
.amoptionalkey = true,
|
||||
@@ -312,10 +313,13 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
.ambeginscan = hnswbeginscan,
|
||||
.amrescan = hnswrescan,
|
||||
.amgettuple = hnswgettuple,
|
||||
.amgetbatch = NULL,
|
||||
.amunguardbatch = NULL,
|
||||
.amkillitemsbatch = NULL,
|
||||
.amgettransform = NULL,
|
||||
.amgetbitmap = NULL,
|
||||
.amendscan = hnswendscan,
|
||||
.ammarkpos = NULL,
|
||||
.amrestrpos = NULL,
|
||||
.amposreset = NULL,
|
||||
.amestimateparallelscan = NULL,
|
||||
.aminitparallelscan = NULL,
|
||||
.amparallelrescan = NULL,
|
||||
|
||||
22
src/hnsw.h
22
src/hnsw.h
@@ -18,10 +18,6 @@
|
||||
#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
|
||||
@@ -82,21 +78,6 @@ 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)
|
||||
@@ -427,11 +408,10 @@ typedef struct HnswVacuumState
|
||||
HnswSupport support;
|
||||
|
||||
/* Variables */
|
||||
struct tidhash_hash *deleting;
|
||||
struct tidhash_hash *deleted;
|
||||
BufferAccessStrategy bas;
|
||||
HnswNeighborTuple ntup;
|
||||
HnswElementData highestPoint;
|
||||
HnswElementData fallbackPoint;
|
||||
|
||||
/* Memory */
|
||||
MemoryContext tmpCtx;
|
||||
|
||||
@@ -719,7 +719,7 @@ InitBuildState(HnswBuildState * buildstate, Relation heap, Relation index, Index
|
||||
/* Get support functions */
|
||||
HnswInitSupport(&buildstate->support, index);
|
||||
|
||||
InitGraph(&buildstate->graphData, NULL, maintenance_work_mem * (Size) 1024);
|
||||
InitGraph(&buildstate->graphData, NULL, (Size) maintenance_work_mem * 1024L);
|
||||
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 * (Size) 1024;
|
||||
esthnswarea = maintenance_work_mem * 1024L;
|
||||
estother = 3 * 1024 * 1024;
|
||||
if (esthnswarea > estother)
|
||||
esthnswarea -= estother;
|
||||
|
||||
@@ -546,9 +546,6 @@ 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)
|
||||
{
|
||||
|
||||
219
src/hnswvacuum.c
219
src/hnswvacuum.c
@@ -19,12 +19,12 @@
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Check if deletion list contains an element
|
||||
* Check if deleted list contains an index TID
|
||||
*/
|
||||
static bool
|
||||
DeletingElement(tidhash_hash * deleting, ItemPointer indextid)
|
||||
DeletedContains(tidhash_hash * deleted, ItemPointer indextid)
|
||||
{
|
||||
return tidhash_lookup(deleting, *indextid) != NULL;
|
||||
return tidhash_lookup(deleted, *indextid) != NULL;
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -37,20 +37,17 @@ 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 HnswElement level is uint8 */
|
||||
/* Store separately since highestPoint.level is uint8 */
|
||||
int highestLevel = -1;
|
||||
int fallbackLevel = -1;
|
||||
|
||||
/* Initialize highest point and fallback point */
|
||||
/* Initialize highest point */
|
||||
highestPoint->blkno = InvalidBlockNumber;
|
||||
highestPoint->offno = InvalidOffsetNumber;
|
||||
fallbackPoint->blkno = InvalidBlockNumber;
|
||||
fallbackPoint->offno = InvalidOffsetNumber;
|
||||
|
||||
while (BlockNumberIsValid(blkno))
|
||||
{
|
||||
@@ -80,14 +77,6 @@ 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++)
|
||||
@@ -121,40 +110,23 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
|
||||
|
||||
if (!ItemPointerIsValid(&etup->heaptids[0]))
|
||||
{
|
||||
ItemPointerData indextid;
|
||||
ItemPointerData ip;
|
||||
bool found;
|
||||
|
||||
/* Add to deletion list */
|
||||
ItemPointerSet(&indextid, blkno, offno);
|
||||
/* Add to deleted list */
|
||||
ItemPointerSet(&ip, blkno, offno);
|
||||
|
||||
tidhash_insert(vacuumstate->deleting, indextid, &found);
|
||||
tidhash_insert(vacuumstate->deleted, ip, &found);
|
||||
Assert(!found);
|
||||
}
|
||||
else if (etup->level > highestLevel)
|
||||
else if (etup->level > highestLevel && !(entryPoint != NULL && blkno == entryPoint->blkno && offno == entryPoint->offno))
|
||||
{
|
||||
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 */
|
||||
/* Keep track of highest non-entry 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;
|
||||
@@ -166,10 +138,6 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
|
||||
#ifdef HNSW_MEMORY
|
||||
elog(INFO, "memory: %zu KB", MemoryContextMemAllocated(CurrentMemoryContext, true) / 1024);
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -200,8 +168,8 @@ NeedsUpdated(HnswVacuumState * vacuumstate, HnswElement element)
|
||||
if (!ItemPointerIsValid(indextid))
|
||||
continue;
|
||||
|
||||
/* Check if in deletion list */
|
||||
if (DeletingElement(vacuumstate->deleting, indextid))
|
||||
/* Check if in deleted list */
|
||||
if (DeletedContains(vacuumstate->deleted, indextid))
|
||||
{
|
||||
needsUpdated = true;
|
||||
break;
|
||||
@@ -210,9 +178,13 @@ NeedsUpdated(HnswVacuumState * vacuumstate, HnswElement element)
|
||||
|
||||
/* Also update if layer 0 is not full */
|
||||
/* This could indicate too many candidates being deleted during insert */
|
||||
/* There should always be more than zero indextids, but check for safety */
|
||||
if (!needsUpdated && ntup->count > 0)
|
||||
if (!needsUpdated)
|
||||
{
|
||||
/* Keep clang-tidy happy */
|
||||
Assert(ntup->count > 0);
|
||||
|
||||
needsUpdated = !ItemPointerIsValid(&ntup->indextids[ntup->count - 1]);
|
||||
}
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
|
||||
@@ -297,27 +269,12 @@ RepairGraphEntryPoint(HnswVacuumState * vacuumstate)
|
||||
/* Get a shared lock */
|
||||
LockPage(index, HNSW_UPDATE_LOCK, ShareLock);
|
||||
|
||||
/* Get latest entry point */
|
||||
entryPoint = HnswGetEntryPoint(index);
|
||||
/* Load element */
|
||||
HnswLoadElement(highestPoint, NULL, NULL, index, support, true, NULL);
|
||||
|
||||
/* 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);
|
||||
}
|
||||
/* Repair if needed */
|
||||
if (NeedsUpdated(vacuumstate, highestPoint))
|
||||
RepairGraphElement(vacuumstate, highestPoint, HnswGetEntryPoint(index));
|
||||
|
||||
/* Release lock */
|
||||
UnlockPage(index, HNSW_UPDATE_LOCK, ShareLock);
|
||||
@@ -335,7 +292,7 @@ RepairGraphEntryPoint(HnswVacuumState * vacuumstate)
|
||||
|
||||
ItemPointerSet(&epData, entryPoint->blkno, entryPoint->offno);
|
||||
|
||||
if (DeletingElement(vacuumstate->deleting, &epData))
|
||||
if (DeletedContains(vacuumstate->deleted, &epData))
|
||||
{
|
||||
/*
|
||||
* Replace the entry point with the highest point. If highest
|
||||
@@ -421,10 +378,6 @@ 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;
|
||||
@@ -488,103 +441,6 @@ 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 deleted tuples */
|
||||
if (etup->deleted)
|
||||
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 deletion list */
|
||||
if (DeletingElement(vacuumstate->deleting, indextid))
|
||||
elog(ERROR, "hnsw graph not repaired");
|
||||
}
|
||||
|
||||
if (nbuf != buf)
|
||||
UnlockReleaseBuffer(nbuf);
|
||||
}
|
||||
|
||||
blkno = HnswPageGetOpaque(page)->nextblkno;
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
}
|
||||
|
||||
@@ -600,15 +456,10 @@ MarkDeleted(HnswVacuumState * vacuumstate)
|
||||
BufferAccessStrategy bas = vacuumstate->bas;
|
||||
|
||||
/*
|
||||
* 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.
|
||||
* 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.
|
||||
*/
|
||||
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);
|
||||
|
||||
@@ -756,7 +607,7 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
|
||||
HnswGetMetaPageInfo(index, &vacuumstate->m, NULL);
|
||||
|
||||
/* Create hash table */
|
||||
vacuumstate->deleting = tidhash_create(CurrentMemoryContext, 256, NULL);
|
||||
vacuumstate->deleted = tidhash_create(CurrentMemoryContext, 256, NULL);
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -765,7 +616,7 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
|
||||
static void
|
||||
FreeVacuumState(HnswVacuumState * vacuumstate)
|
||||
{
|
||||
tidhash_destroy(vacuumstate->deleting);
|
||||
tidhash_destroy(vacuumstate->deleted);
|
||||
FreeAccessStrategy(vacuumstate->bas);
|
||||
pfree(vacuumstate->ntup);
|
||||
MemoryContextDelete(vacuumstate->tmpCtx);
|
||||
@@ -783,13 +634,13 @@ hnswbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
|
||||
InitVacuumState(&vacuumstate, info, stats, callback, callback_state);
|
||||
|
||||
/* Pass 1: Remove heap TIDs */
|
||||
HnswBench("RemoveHeapTids", RemoveHeapTids(&vacuumstate));
|
||||
RemoveHeapTids(&vacuumstate);
|
||||
|
||||
/* Pass 2: Repair graph */
|
||||
HnswBench("RepairGraph", RepairGraph(&vacuumstate));
|
||||
RepairGraph(&vacuumstate);
|
||||
|
||||
/* Passes 3 and 4: Confirm repaired and mark as deleted */
|
||||
HnswBench("MarkDeleted", MarkDeleted(&vacuumstate));
|
||||
/* Pass 3: Mark as deleted */
|
||||
MarkDeleted(&vacuumstate);
|
||||
|
||||
FreeVacuumState(&vacuumstate);
|
||||
|
||||
|
||||
@@ -152,7 +152,18 @@ SampleRows(IvfflatBuildState * buildstate)
|
||||
|
||||
/* Normalize if needed */
|
||||
if (buildstate->kmeansnormprocinfo != NULL)
|
||||
IvfflatNormVectors(buildstate->typeInfo, buildstate->collation, buildstate->samples, buildstate->tmpCtx);
|
||||
{
|
||||
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));
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -388,14 +399,7 @@ InitBuildState(IvfflatBuildState * buildstate, Relation heap, Relation index, In
|
||||
|
||||
buildstate->slot = MakeSingleTupleTableSlot(buildstate->sortdesc, &TTSOpsVirtual);
|
||||
|
||||
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->centers = VectorArrayInit(buildstate->lists, buildstate->dimensions, buildstate->typeInfo->itemSize(buildstate->dimensions));
|
||||
buildstate->listInfo = palloc(sizeof(ListInfo) * buildstate->lists);
|
||||
|
||||
buildstate->tmpCtx = AllocSetContextCreate(CurrentMemoryContext,
|
||||
@@ -449,9 +453,8 @@ ComputeCenters(IvfflatBuildState * buildstate)
|
||||
numSamples = 1;
|
||||
|
||||
/* Sample rows */
|
||||
buildstate->memoryUsed += VECTOR_ARRAY_SIZE(numSamples, buildstate->itemsize);
|
||||
IvfflatCheckMemoryUsage(buildstate->memoryUsed);
|
||||
buildstate->samples = VectorArrayInit(numSamples, buildstate->dimensions, buildstate->itemsize);
|
||||
/* TODO Ensure within maintenance_work_mem */
|
||||
buildstate->samples = VectorArrayInit(numSamples, buildstate->dimensions, buildstate->centers->itemsize);
|
||||
if (buildstate->heap != NULL)
|
||||
{
|
||||
IvfflatBench("sample rows", SampleRows(buildstate));
|
||||
@@ -466,7 +469,7 @@ ComputeCenters(IvfflatBuildState * buildstate)
|
||||
}
|
||||
|
||||
/* Calculate centers */
|
||||
IvfflatBench("k-means", IvfflatKmeans(buildstate->index, buildstate->samples, buildstate->centers, buildstate->typeInfo, buildstate->memoryUsed));
|
||||
IvfflatBench("k-means", IvfflatKmeans(buildstate->index, buildstate->samples, buildstate->centers, buildstate->typeInfo));
|
||||
|
||||
/* Free samples before we allocate more memory */
|
||||
VectorArrayFree(buildstate->samples);
|
||||
|
||||
@@ -196,6 +196,7 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
.amconsistentequality = false,
|
||||
.amconsistentordering = false,
|
||||
.amcanbackward = false,
|
||||
.amcanmarkpos = false,
|
||||
.amcanunique = false,
|
||||
.amcanmulticol = false,
|
||||
.amoptionalkey = true,
|
||||
@@ -229,10 +230,13 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
.ambeginscan = ivfflatbeginscan,
|
||||
.amrescan = ivfflatrescan,
|
||||
.amgettuple = ivfflatgettuple,
|
||||
.amgetbatch = NULL,
|
||||
.amunguardbatch = NULL,
|
||||
.amkillitemsbatch = NULL,
|
||||
.amgettransform = NULL,
|
||||
.amgetbitmap = NULL,
|
||||
.amendscan = ivfflatendscan,
|
||||
.ammarkpos = NULL,
|
||||
.amrestrpos = NULL,
|
||||
.amposreset = NULL,
|
||||
.amestimateparallelscan = NULL,
|
||||
.aminitparallelscan = NULL,
|
||||
.amparallelrescan = NULL,
|
||||
|
||||
@@ -204,7 +204,6 @@ typedef struct IvfflatBuildState
|
||||
VectorArray samples;
|
||||
VectorArray centers;
|
||||
ListInfo *listInfo;
|
||||
Size itemsize;
|
||||
|
||||
#ifdef IVFFLAT_KMEANS_DEBUG
|
||||
double inertia;
|
||||
@@ -224,7 +223,6 @@ typedef struct IvfflatBuildState
|
||||
TupleTableSlot *slot;
|
||||
|
||||
/* Memory */
|
||||
Size memoryUsed;
|
||||
MemoryContext tmpCtx;
|
||||
|
||||
/* Parallel builds */
|
||||
@@ -305,32 +303,22 @@ 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)
|
||||
{
|
||||
Size size = VARSIZE_ANY(val);
|
||||
|
||||
if (size > arr->itemsize)
|
||||
elog(ERROR, "safety check failed");
|
||||
|
||||
memcpy(VectorArrayGet(arr, offset), val, size);
|
||||
memcpy(VectorArrayGet(arr, offset), val, VARSIZE_ANY(val));
|
||||
}
|
||||
|
||||
/* Methods */
|
||||
VectorArray VectorArrayInit(int maxlen, int dimensions, Size itemsize);
|
||||
void VectorArrayFree(VectorArray arr);
|
||||
void IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo, Size memoryUsed);
|
||||
void IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo);
|
||||
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);
|
||||
|
||||
@@ -99,8 +99,22 @@ NormCenters(const IvfflatTypeInfo * typeInfo, Oid collation, VectorArray centers
|
||||
MemoryContext normCtx = AllocSetContextCreate(CurrentMemoryContext,
|
||||
"Ivfflat norm temporary context",
|
||||
ALLOCSET_DEFAULT_SIZES);
|
||||
MemoryContext oldCtx = MemoryContextSwitchTo(normCtx);
|
||||
|
||||
IvfflatNormVectors(typeInfo, collation, centers, 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);
|
||||
MemoryContextDelete(normCtx);
|
||||
}
|
||||
|
||||
@@ -244,7 +258,7 @@ 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, Size memoryUsed)
|
||||
ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo)
|
||||
{
|
||||
FmgrInfo *procinfo;
|
||||
FmgrInfo *normprocinfo;
|
||||
@@ -263,6 +277,8 @@ 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;
|
||||
@@ -274,13 +290,18 @@ ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const Ivff
|
||||
Size newcdistSize = sizeof(float) * numCenters;
|
||||
|
||||
/* Calculate total size */
|
||||
Size totalSize = memoryUsed + newCentersSize + aggSize + centerCountsSize + closestCentersSize + lowerBoundSize + upperBoundSize + sSize + halfcdistSize + newcdistSize;
|
||||
Size totalSize = samplesSize + centersSize + newCentersSize + aggSize + centerCountsSize + closestCentersSize + lowerBoundSize + upperBoundSize + sSize + halfcdistSize + newcdistSize;
|
||||
|
||||
/* Check memory requirements */
|
||||
IvfflatCheckMemoryUsage(totalSize);
|
||||
/* 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)));
|
||||
|
||||
/* Ensure indexing does not overflow */
|
||||
if (numCenters > INT_MAX / numCenters)
|
||||
if (numCenters * numCenters > INT_MAX)
|
||||
elog(ERROR, "Indexing overflow detected. Please report a bug.");
|
||||
|
||||
/* Set support functions */
|
||||
@@ -541,7 +562,7 @@ 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, Size memoryUsed)
|
||||
IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const IvfflatTypeInfo * typeInfo)
|
||||
{
|
||||
MemoryContext kmeansCtx = AllocSetContextCreate(CurrentMemoryContext,
|
||||
"Ivfflat kmeans temporary context",
|
||||
@@ -551,7 +572,7 @@ IvfflatKmeans(Relation index, VectorArray samples, VectorArray centers, const Iv
|
||||
if (samples->length == 0)
|
||||
RandomCenters(index, centers, typeInfo);
|
||||
else
|
||||
ElkanKmeans(index, samples, centers, typeInfo, memoryUsed);
|
||||
ElkanKmeans(index, samples, centers, typeInfo);
|
||||
|
||||
CheckCenters(index, centers, typeInfo);
|
||||
|
||||
|
||||
@@ -6,9 +6,7 @@
|
||||
#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"
|
||||
@@ -90,40 +88,6 @@ 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
|
||||
*/
|
||||
|
||||
@@ -40,7 +40,7 @@
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.4");
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector", .version = "0.8.2");
|
||||
#else
|
||||
PG_MODULE_MAGIC;
|
||||
#endif
|
||||
|
||||
@@ -1,38 +0,0 @@
|
||||
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();
|
||||
@@ -1,39 +0,0 @@
|
||||
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[$array_sql]);",
|
||||
"047_hnsw_vacuum_insert_delete\@500" => "DELETE FROM tst WHERE i = (SELECT i FROM tst LIMIT 1);",
|
||||
"047_hnsw_vacuum_insert_select\@20" => "SELECT i FROM tst ORDER BY v <-> '[0,0,0]' LIMIT 10;",
|
||||
"047_hnsw_vacuum_insert_vacuum\@1" => "VACUUM tst;"
|
||||
}
|
||||
);
|
||||
|
||||
done_testing();
|
||||
@@ -1,4 +1,4 @@
|
||||
comment = 'vector data type and ivfflat and hnsw access methods'
|
||||
default_version = '0.8.4'
|
||||
default_version = '0.8.2'
|
||||
module_pathname = '$libdir/vector'
|
||||
relocatable = true
|
||||
|
||||
Reference in New Issue
Block a user