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19 Commits
| Author | SHA1 | Date | |
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8d7abb6590 | ||
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b247b688a8 |
@@ -1,7 +1,7 @@
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|||||||
## 0.5.1 (unreleased)
|
## 0.5.1 (2023-10-10)
|
||||||
|
|
||||||
- Improved performance of index scans for IVFFlat after updates and deletes
|
- Improved performance of HNSW index builds
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||||||
- Fixed locking for index scans for HNSW
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- Added check for MVCC-compliant snapshot for index scans
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||||||
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## 0.5.0 (2023-08-28)
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## 0.5.0 (2023-08-28)
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||||||
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||||||
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|||||||
@@ -2,7 +2,7 @@
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|||||||
"name": "vector",
|
"name": "vector",
|
||||||
"abstract": "Open-source vector similarity search for Postgres",
|
"abstract": "Open-source vector similarity search for Postgres",
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||||||
"description": "Supports L2 distance, inner product, and cosine distance",
|
"description": "Supports L2 distance, inner product, and cosine distance",
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||||||
"version": "0.5.0",
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"version": "0.5.1",
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||||||
"maintainer": [
|
"maintainer": [
|
||||||
"Andrew Kane <andrew@ankane.org>"
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"Andrew Kane <andrew@ankane.org>"
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||||||
],
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],
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||||||
@@ -20,7 +20,7 @@
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|||||||
"vector": {
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"vector": {
|
||||||
"file": "sql/vector.sql",
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"file": "sql/vector.sql",
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||||||
"docfile": "README.md",
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"docfile": "README.md",
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||||||
"version": "0.5.0",
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"version": "0.5.1",
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||||||
"abstract": "Open-source vector similarity search for Postgres"
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"abstract": "Open-source vector similarity search for Postgres"
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||||||
}
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}
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||||||
},
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},
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||||||
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|||||||
2
Makefile
2
Makefile
@@ -1,5 +1,5 @@
|
|||||||
EXTENSION = vector
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EXTENSION = vector
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||||||
EXTVERSION = 0.5.0
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EXTVERSION = 0.5.1
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||||||
|
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||||||
MODULE_big = vector
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MODULE_big = vector
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||||||
DATA = $(wildcard sql/*--*.sql)
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DATA = $(wildcard sql/*--*.sql)
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||||||
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|||||||
@@ -1,5 +1,5 @@
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|||||||
EXTENSION = vector
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EXTENSION = vector
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||||||
EXTVERSION = 0.5.0
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EXTVERSION = 0.5.1
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||||||
|
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||||||
OBJS = 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\vector.obj
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OBJS = 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\vector.obj
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||||||
HEADERS = src\vector.h
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HEADERS = src\vector.h
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||||||
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|||||||
@@ -18,7 +18,7 @@ Compile and install the extension (supports Postgres 11+)
|
|||||||
|
|
||||||
```sh
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```sh
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||||||
cd /tmp
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cd /tmp
|
||||||
git clone --branch v0.5.0 https://github.com/pgvector/pgvector.git
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git clone --branch v0.5.1 https://github.com/pgvector/pgvector.git
|
||||||
cd pgvector
|
cd pgvector
|
||||||
make
|
make
|
||||||
make install # may need sudo
|
make install # may need sudo
|
||||||
@@ -509,7 +509,7 @@ Then use `nmake` to build:
|
|||||||
|
|
||||||
```cmd
|
```cmd
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||||||
set "PGROOT=C:\Program Files\PostgreSQL\15"
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set "PGROOT=C:\Program Files\PostgreSQL\15"
|
||||||
git clone --branch v0.5.0 https://github.com/pgvector/pgvector.git
|
git clone --branch v0.5.1 https://github.com/pgvector/pgvector.git
|
||||||
cd pgvector
|
cd pgvector
|
||||||
nmake /F Makefile.win
|
nmake /F Makefile.win
|
||||||
nmake /F Makefile.win install
|
nmake /F Makefile.win install
|
||||||
@@ -530,7 +530,7 @@ This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres) (r
|
|||||||
You can also build the image manually:
|
You can also build the image manually:
|
||||||
|
|
||||||
```sh
|
```sh
|
||||||
git clone --branch v0.5.0 https://github.com/pgvector/pgvector.git
|
git clone --branch v0.5.1 https://github.com/pgvector/pgvector.git
|
||||||
cd pgvector
|
cd pgvector
|
||||||
docker build --build-arg PG_MAJOR=15 -t myuser/pgvector .
|
docker build --build-arg PG_MAJOR=15 -t myuser/pgvector .
|
||||||
```
|
```
|
||||||
|
|||||||
2
sql/vector--0.5.0--0.5.1.sql
Normal file
2
sql/vector--0.5.0--0.5.1.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 '0.5.1'" to load this file. \quit
|
||||||
@@ -57,6 +57,8 @@
|
|||||||
/* PROGRESS_CREATEIDX_SUBPHASE_INITIALIZE is 1 */
|
/* PROGRESS_CREATEIDX_SUBPHASE_INITIALIZE is 1 */
|
||||||
#define PROGRESS_HNSW_PHASE_LOAD 2
|
#define PROGRESS_HNSW_PHASE_LOAD 2
|
||||||
|
|
||||||
|
#define HNSW_MAX_SIZE (BLCKSZ - MAXALIGN(SizeOfPageHeaderData) - MAXALIGN(sizeof(HnswPageOpaqueData)) - sizeof(ItemIdData))
|
||||||
|
|
||||||
#define HNSW_ELEMENT_TUPLE_SIZE(_dim) MAXALIGN(offsetof(HnswElementTupleData, vec) + VECTOR_SIZE(_dim))
|
#define HNSW_ELEMENT_TUPLE_SIZE(_dim) MAXALIGN(offsetof(HnswElementTupleData, vec) + VECTOR_SIZE(_dim))
|
||||||
#define HNSW_NEIGHBOR_TUPLE_SIZE(level, m) MAXALIGN(offsetof(HnswNeighborTupleData, indextids) + ((level) + 2) * (m) * sizeof(ItemPointerData))
|
#define HNSW_NEIGHBOR_TUPLE_SIZE(level, m) MAXALIGN(offsetof(HnswNeighborTupleData, indextids) + ((level) + 2) * (m) * sizeof(ItemPointerData))
|
||||||
|
|
||||||
@@ -110,11 +112,13 @@ typedef struct HnswCandidate
|
|||||||
{
|
{
|
||||||
HnswElement element;
|
HnswElement element;
|
||||||
float distance;
|
float distance;
|
||||||
|
bool closer;
|
||||||
} HnswCandidate;
|
} HnswCandidate;
|
||||||
|
|
||||||
typedef struct HnswNeighborArray
|
typedef struct HnswNeighborArray
|
||||||
{
|
{
|
||||||
int length;
|
int length;
|
||||||
|
bool closerSet;
|
||||||
HnswCandidate *items;
|
HnswCandidate *items;
|
||||||
} HnswNeighborArray;
|
} HnswNeighborArray;
|
||||||
|
|
||||||
|
|||||||
@@ -81,7 +81,6 @@ HnswBuildAppendPage(Relation index, Buffer *buf, Page *page, GenericXLogState **
|
|||||||
HnswPageGetOpaque(*page)->nextblkno = BufferGetBlockNumber(newbuf);
|
HnswPageGetOpaque(*page)->nextblkno = BufferGetBlockNumber(newbuf);
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(*buf);
|
|
||||||
GenericXLogFinish(*state);
|
GenericXLogFinish(*state);
|
||||||
UnlockReleaseBuffer(*buf);
|
UnlockReleaseBuffer(*buf);
|
||||||
|
|
||||||
@@ -118,12 +117,12 @@ CreateElementPages(HnswBuildState * buildstate)
|
|||||||
ListCell *lc;
|
ListCell *lc;
|
||||||
|
|
||||||
/* Calculate sizes */
|
/* Calculate sizes */
|
||||||
maxSize = BLCKSZ - MAXALIGN(SizeOfPageHeaderData) - MAXALIGN(sizeof(HnswPageOpaqueData));
|
maxSize = HNSW_MAX_SIZE;
|
||||||
etupSize = HNSW_ELEMENT_TUPLE_SIZE(dimensions);
|
etupSize = HNSW_ELEMENT_TUPLE_SIZE(dimensions);
|
||||||
|
|
||||||
/* Allocate once */
|
/* Allocate once */
|
||||||
etup = palloc0(etupSize);
|
etup = palloc0(etupSize);
|
||||||
ntup = palloc0(maxSize);
|
ntup = palloc0(BLCKSZ);
|
||||||
|
|
||||||
/* Prepare first page */
|
/* Prepare first page */
|
||||||
buf = HnswNewBuffer(index, forkNum);
|
buf = HnswNewBuffer(index, forkNum);
|
||||||
@@ -179,7 +178,6 @@ CreateElementPages(HnswBuildState * buildstate)
|
|||||||
insertPage = BufferGetBlockNumber(buf);
|
insertPage = BufferGetBlockNumber(buf);
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
|
|
||||||
@@ -227,7 +225,6 @@ CreateNeighborPages(HnswBuildState * buildstate)
|
|||||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
}
|
}
|
||||||
|
|||||||
@@ -135,7 +135,7 @@ WriteNewElementPages(Relation index, HnswElement e, int m, BlockNumber insertPag
|
|||||||
etupSize = HNSW_ELEMENT_TUPLE_SIZE(dimensions);
|
etupSize = HNSW_ELEMENT_TUPLE_SIZE(dimensions);
|
||||||
ntupSize = HNSW_NEIGHBOR_TUPLE_SIZE(e->level, m);
|
ntupSize = HNSW_NEIGHBOR_TUPLE_SIZE(e->level, m);
|
||||||
combinedSize = etupSize + ntupSize + sizeof(ItemIdData);
|
combinedSize = etupSize + ntupSize + sizeof(ItemIdData);
|
||||||
maxSize = BLCKSZ - MAXALIGN(SizeOfPageHeaderData) - MAXALIGN(sizeof(HnswPageOpaqueData));
|
maxSize = HNSW_MAX_SIZE;
|
||||||
minCombinedSize = etupSize + HNSW_NEIGHBOR_TUPLE_SIZE(0, m) + sizeof(ItemIdData);
|
minCombinedSize = etupSize + HNSW_NEIGHBOR_TUPLE_SIZE(0, m) + sizeof(ItemIdData);
|
||||||
|
|
||||||
/* Prepare element tuple */
|
/* Prepare element tuple */
|
||||||
@@ -202,8 +202,6 @@ WriteNewElementPages(Relation index, HnswElement e, int m, BlockNumber insertPag
|
|||||||
HnswInsertAppendPage(index, &newbuf, &newpage, state, page);
|
HnswInsertAppendPage(index, &newbuf, &newpage, state, page);
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(newbuf);
|
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
|
|
||||||
/* Unlock previous buffer */
|
/* Unlock previous buffer */
|
||||||
@@ -270,9 +268,6 @@ WriteNewElementPages(Relation index, HnswElement e, int m, BlockNumber insertPag
|
|||||||
}
|
}
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
if (nbuf != buf)
|
|
||||||
MarkBufferDirty(nbuf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
if (nbuf != buf)
|
if (nbuf != buf)
|
||||||
@@ -391,7 +386,6 @@ HnswUpdateNeighborPages(Relation index, FmgrInfo *procinfo, Oid collation, HnswE
|
|||||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
}
|
}
|
||||||
else
|
else
|
||||||
@@ -445,7 +439,6 @@ HnswAddDuplicate(Relation index, HnswElement element, HnswElement dup)
|
|||||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
|
|
||||||
|
|||||||
@@ -113,12 +113,6 @@ hnswbeginscan(Relation index, int nkeys, int norderbys)
|
|||||||
|
|
||||||
scan->opaque = so;
|
scan->opaque = so;
|
||||||
|
|
||||||
/*
|
|
||||||
* Get a shared lock. This allows vacuum to ensure no in-flight scans
|
|
||||||
* before marking tuples as deleted.
|
|
||||||
*/
|
|
||||||
LockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
|
|
||||||
|
|
||||||
return scan;
|
return scan;
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -166,11 +160,25 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
|
|||||||
if (scan->orderByData == NULL)
|
if (scan->orderByData == NULL)
|
||||||
elog(ERROR, "cannot scan hnsw index without order");
|
elog(ERROR, "cannot scan hnsw index without order");
|
||||||
|
|
||||||
|
/* Requires MVCC-compliant snapshot as not able to maintain a pin */
|
||||||
|
/* https://www.postgresql.org/docs/current/index-locking.html */
|
||||||
|
if (!IsMVCCSnapshot(scan->xs_snapshot))
|
||||||
|
elog(ERROR, "non-MVCC snapshots are not supported with hnsw");
|
||||||
|
|
||||||
/* Get scan value */
|
/* Get scan value */
|
||||||
value = GetScanValue(scan);
|
value = GetScanValue(scan);
|
||||||
|
|
||||||
|
/*
|
||||||
|
* Get a shared lock. This allows vacuum to ensure no in-flight scans
|
||||||
|
* before marking tuples as deleted.
|
||||||
|
*/
|
||||||
|
LockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
|
||||||
|
|
||||||
so->w = GetScanItems(scan, value);
|
so->w = GetScanItems(scan, value);
|
||||||
|
|
||||||
|
/* Release shared lock */
|
||||||
|
UnlockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
|
||||||
|
|
||||||
so->first = false;
|
so->first = false;
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -198,15 +206,6 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
|
|||||||
scan->xs_ctup.t_self = *heaptid;
|
scan->xs_ctup.t_self = *heaptid;
|
||||||
#endif
|
#endif
|
||||||
|
|
||||||
/*
|
|
||||||
* Typically, an index scan must maintain a pin on the index page
|
|
||||||
* holding the item last returned by amgettuple. However, this is not
|
|
||||||
* needed with the current vacuum strategy, which ensures scans do not
|
|
||||||
* visit tuples in danger of being marked as deleted.
|
|
||||||
*
|
|
||||||
* https://www.postgresql.org/docs/current/index-locking.html
|
|
||||||
*/
|
|
||||||
|
|
||||||
scan->xs_recheckorderby = false;
|
scan->xs_recheckorderby = false;
|
||||||
return true;
|
return true;
|
||||||
}
|
}
|
||||||
@@ -223,9 +222,6 @@ hnswendscan(IndexScanDesc scan)
|
|||||||
{
|
{
|
||||||
HnswScanOpaque so = (HnswScanOpaque) scan->opaque;
|
HnswScanOpaque so = (HnswScanOpaque) scan->opaque;
|
||||||
|
|
||||||
/* Release shared lock */
|
|
||||||
UnlockPage(scan->indexRelation, HNSW_SCAN_LOCK, ShareLock);
|
|
||||||
|
|
||||||
MemoryContextDelete(so->tmpCtx);
|
MemoryContextDelete(so->tmpCtx);
|
||||||
|
|
||||||
pfree(so);
|
pfree(so);
|
||||||
|
|||||||
116
src/hnswutils.c
116
src/hnswutils.c
@@ -117,7 +117,6 @@ HnswInitRegisterPage(Relation index, Buffer *buf, Page *page, GenericXLogState *
|
|||||||
void
|
void
|
||||||
HnswCommitBuffer(Buffer buf, GenericXLogState *state)
|
HnswCommitBuffer(Buffer buf, GenericXLogState *state)
|
||||||
{
|
{
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
}
|
}
|
||||||
@@ -140,6 +139,7 @@ HnswInitNeighbors(HnswElement element, int m)
|
|||||||
a = &element->neighbors[lc];
|
a = &element->neighbors[lc];
|
||||||
a->length = 0;
|
a->length = 0;
|
||||||
a->items = palloc(sizeof(HnswCandidate) * lm);
|
a->items = palloc(sizeof(HnswCandidate) * lm);
|
||||||
|
a->closerSet = false;
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -693,6 +693,34 @@ HnswSearchLayer(Datum q, List *ep, int ef, int lc, Relation index, FmgrInfo *pro
|
|||||||
return w;
|
return w;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/*
|
||||||
|
* Compare candidate distances
|
||||||
|
*/
|
||||||
|
static int
|
||||||
|
#if PG_VERSION_NUM >= 130000
|
||||||
|
CompareCandidateDistances(const ListCell *a, const ListCell *b)
|
||||||
|
#else
|
||||||
|
CompareCandidateDistances(const void *a, const void *b)
|
||||||
|
#endif
|
||||||
|
{
|
||||||
|
HnswCandidate *hca = lfirst((ListCell *) a);
|
||||||
|
HnswCandidate *hcb = lfirst((ListCell *) b);
|
||||||
|
|
||||||
|
if (hca->distance < hcb->distance)
|
||||||
|
return 1;
|
||||||
|
|
||||||
|
if (hca->distance > hcb->distance)
|
||||||
|
return -1;
|
||||||
|
|
||||||
|
if (hca->element < hcb->element)
|
||||||
|
return 1;
|
||||||
|
|
||||||
|
if (hca->element > hcb->element)
|
||||||
|
return -1;
|
||||||
|
|
||||||
|
return 0;
|
||||||
|
}
|
||||||
|
|
||||||
/*
|
/*
|
||||||
* Calculate the distance between elements
|
* Calculate the distance between elements
|
||||||
*/
|
*/
|
||||||
@@ -749,33 +777,77 @@ CheckElementCloser(HnswCandidate * e, List *r, int lc, FmgrInfo *procinfo, Oid c
|
|||||||
* Algorithm 4 from paper
|
* Algorithm 4 from paper
|
||||||
*/
|
*/
|
||||||
static List *
|
static List *
|
||||||
SelectNeighbors(List *c, int m, int lc, FmgrInfo *procinfo, Oid collation, HnswCandidate * *pruned)
|
SelectNeighbors(List *c, int m, int lc, FmgrInfo *procinfo, Oid collation, HnswElement e2, HnswCandidate * newCandidate, HnswCandidate * *pruned, bool sortCandidates)
|
||||||
{
|
{
|
||||||
List *r = NIL;
|
List *r = NIL;
|
||||||
List *w = list_copy(c);
|
List *w = list_copy(c);
|
||||||
pairingheap *wd;
|
pairingheap *wd;
|
||||||
|
bool mustCalculate = !e2->neighbors[lc].closerSet;
|
||||||
|
List *added = NIL;
|
||||||
|
bool removedAny = false;
|
||||||
|
|
||||||
if (list_length(w) <= m)
|
if (list_length(w) <= m)
|
||||||
return w;
|
return w;
|
||||||
|
|
||||||
wd = pairingheap_allocate(CompareNearestCandidates, NULL);
|
wd = pairingheap_allocate(CompareNearestCandidates, NULL);
|
||||||
|
|
||||||
|
/* Ensure order of candidates is deterministic for closer caching */
|
||||||
|
if (sortCandidates)
|
||||||
|
list_sort(w, CompareCandidateDistances);
|
||||||
|
|
||||||
while (list_length(w) > 0 && list_length(r) < m)
|
while (list_length(w) > 0 && list_length(r) < m)
|
||||||
{
|
{
|
||||||
/* Assumes w is already ordered desc */
|
/* Assumes w is already ordered desc */
|
||||||
HnswCandidate *e = llast(w);
|
HnswCandidate *e = llast(w);
|
||||||
bool closer;
|
|
||||||
|
|
||||||
w = list_delete_last(w);
|
w = list_delete_last(w);
|
||||||
|
|
||||||
closer = CheckElementCloser(e, r, lc, procinfo, collation);
|
/* Use previous state of r and wd to skip work when possible */
|
||||||
|
if (mustCalculate)
|
||||||
|
e->closer = CheckElementCloser(e, r, lc, procinfo, collation);
|
||||||
|
else if (list_length(added) > 0)
|
||||||
|
{
|
||||||
|
/*
|
||||||
|
* If the current candidate was closer, we only need to compare it
|
||||||
|
* with the other candidates that we have added.
|
||||||
|
*/
|
||||||
|
if (e->closer)
|
||||||
|
{
|
||||||
|
e->closer = CheckElementCloser(e, added, lc, procinfo, collation);
|
||||||
|
|
||||||
if (closer)
|
if (!e->closer)
|
||||||
|
removedAny = true;
|
||||||
|
}
|
||||||
|
else
|
||||||
|
{
|
||||||
|
/*
|
||||||
|
* If we have removed any candidates from closer, a candidate
|
||||||
|
* that was not closer earlier might now be.
|
||||||
|
*/
|
||||||
|
if (removedAny)
|
||||||
|
{
|
||||||
|
e->closer = CheckElementCloser(e, r, lc, procinfo, collation);
|
||||||
|
if (e->closer)
|
||||||
|
added = lappend(added, e);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
else if (e == newCandidate)
|
||||||
|
{
|
||||||
|
e->closer = CheckElementCloser(e, r, lc, procinfo, collation);
|
||||||
|
if (e->closer)
|
||||||
|
added = lappend(added, e);
|
||||||
|
}
|
||||||
|
|
||||||
|
if (e->closer)
|
||||||
r = lappend(r, e);
|
r = lappend(r, e);
|
||||||
else
|
else
|
||||||
pairingheap_add(wd, &(CreatePairingHeapNode(e)->ph_node));
|
pairingheap_add(wd, &(CreatePairingHeapNode(e)->ph_node));
|
||||||
}
|
}
|
||||||
|
|
||||||
|
/* Cached value can only be used in future if sorted deterministically */
|
||||||
|
e2->neighbors[lc].closerSet = sortCandidates;
|
||||||
|
|
||||||
/* Keep pruned connections */
|
/* Keep pruned connections */
|
||||||
while (!pairingheap_is_empty(wd) && list_length(r) < m)
|
while (!pairingheap_is_empty(wd) && list_length(r) < m)
|
||||||
r = lappend(r, ((HnswPairingHeapNode *) pairingheap_remove_first(wd))->inner);
|
r = lappend(r, ((HnswPairingHeapNode *) pairingheap_remove_first(wd))->inner);
|
||||||
@@ -829,28 +901,6 @@ AddConnections(HnswElement element, List *neighbors, int m, int lc)
|
|||||||
a->items[a->length++] = *((HnswCandidate *) lfirst(lc2));
|
a->items[a->length++] = *((HnswCandidate *) lfirst(lc2));
|
||||||
}
|
}
|
||||||
|
|
||||||
/*
|
|
||||||
* Compare candidate distances
|
|
||||||
*/
|
|
||||||
static int
|
|
||||||
#if PG_VERSION_NUM >= 130000
|
|
||||||
CompareCandidateDistances(const ListCell *a, const ListCell *b)
|
|
||||||
#else
|
|
||||||
CompareCandidateDistances(const void *a, const void *b)
|
|
||||||
#endif
|
|
||||||
{
|
|
||||||
HnswCandidate *hca = lfirst((ListCell *) a);
|
|
||||||
HnswCandidate *hcb = lfirst((ListCell *) b);
|
|
||||||
|
|
||||||
if (hca->distance < hcb->distance)
|
|
||||||
return 1;
|
|
||||||
|
|
||||||
if (hca->distance > hcb->distance)
|
|
||||||
return -1;
|
|
||||||
|
|
||||||
return 0;
|
|
||||||
}
|
|
||||||
|
|
||||||
/*
|
/*
|
||||||
* Update connections
|
* Update connections
|
||||||
*/
|
*/
|
||||||
@@ -904,13 +954,12 @@ HnswUpdateConnection(HnswElement element, HnswCandidate * hc, int m, int lc, int
|
|||||||
{
|
{
|
||||||
List *c = NIL;
|
List *c = NIL;
|
||||||
|
|
||||||
/* Add and sort candidates */
|
/* Add candidates */
|
||||||
for (int i = 0; i < currentNeighbors->length; i++)
|
for (int i = 0; i < currentNeighbors->length; i++)
|
||||||
c = lappend(c, ¤tNeighbors->items[i]);
|
c = lappend(c, ¤tNeighbors->items[i]);
|
||||||
c = lappend(c, &hc2);
|
c = lappend(c, &hc2);
|
||||||
list_sort(c, CompareCandidateDistances);
|
|
||||||
|
|
||||||
SelectNeighbors(c, m, lc, procinfo, collation, &pruned);
|
SelectNeighbors(c, m, lc, procinfo, collation, hc->element, &hc2, &pruned, true);
|
||||||
|
|
||||||
/* Should not happen */
|
/* Should not happen */
|
||||||
if (pruned == NULL)
|
if (pruned == NULL)
|
||||||
@@ -1009,7 +1058,12 @@ HnswInsertElement(HnswElement element, HnswElement entryPoint, Relation index, F
|
|||||||
else
|
else
|
||||||
lw = w;
|
lw = w;
|
||||||
|
|
||||||
neighbors = SelectNeighbors(lw, lm, lc, procinfo, collation, NULL);
|
/*
|
||||||
|
* Candidates are sorted, but not deterministically. Could set
|
||||||
|
* sortCandidates to true for in-memory builds to enable closer
|
||||||
|
* caching, but there does not seem to be a difference in performance.
|
||||||
|
*/
|
||||||
|
neighbors = SelectNeighbors(lw, lm, lc, procinfo, collation, element, NULL, NULL, false);
|
||||||
|
|
||||||
AddConnections(element, neighbors, lm, lc);
|
AddConnections(element, neighbors, lm, lc);
|
||||||
|
|
||||||
|
|||||||
@@ -128,10 +128,7 @@ RemoveHeapTids(HnswVacuumState * vacuumstate)
|
|||||||
blkno = HnswPageGetOpaque(page)->nextblkno;
|
blkno = HnswPageGetOpaque(page)->nextblkno;
|
||||||
|
|
||||||
if (updated)
|
if (updated)
|
||||||
{
|
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
}
|
|
||||||
else
|
else
|
||||||
GenericXLogAbort(state);
|
GenericXLogAbort(state);
|
||||||
|
|
||||||
@@ -229,7 +226,6 @@ RepairGraphElement(HnswVacuumState * vacuumstate, HnswElement element, HnswEleme
|
|||||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
|
|
||||||
@@ -547,9 +543,6 @@ MarkDeleted(HnswVacuumState * vacuumstate)
|
|||||||
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
elog(ERROR, "failed to add index item to \"%s\"", RelationGetRelationName(index));
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(buf);
|
|
||||||
if (nbuf != buf)
|
|
||||||
MarkBufferDirty(nbuf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
if (nbuf != buf)
|
if (nbuf != buf)
|
||||||
UnlockReleaseBuffer(nbuf);
|
UnlockReleaseBuffer(nbuf);
|
||||||
|
|||||||
@@ -246,8 +246,6 @@ typedef struct IvfflatScanOpaqueData
|
|||||||
int probes;
|
int probes;
|
||||||
int dimensions;
|
int dimensions;
|
||||||
bool first;
|
bool first;
|
||||||
Buffer buf;
|
|
||||||
ItemPointerData heaptid;
|
|
||||||
|
|
||||||
/* Sorting */
|
/* Sorting */
|
||||||
Tuplesortstate *sortstate;
|
Tuplesortstate *sortstate;
|
||||||
|
|||||||
@@ -99,7 +99,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid, R
|
|||||||
|
|
||||||
/* Get tuple size */
|
/* Get tuple size */
|
||||||
itemsz = MAXALIGN(IndexTupleSize(itup));
|
itemsz = MAXALIGN(IndexTupleSize(itup));
|
||||||
Assert(itemsz <= BLCKSZ - MAXALIGN(SizeOfPageHeaderData) - MAXALIGN(sizeof(IvfflatPageOpaqueData)));
|
Assert(itemsz <= BLCKSZ - MAXALIGN(SizeOfPageHeaderData) - MAXALIGN(sizeof(IvfflatPageOpaqueData)) - sizeof(ItemIdData));
|
||||||
|
|
||||||
/* Find a page to insert the item */
|
/* Find a page to insert the item */
|
||||||
for (;;)
|
for (;;)
|
||||||
@@ -142,8 +142,6 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid, R
|
|||||||
IvfflatPageGetOpaque(page)->nextblkno = insertPage;
|
IvfflatPageGetOpaque(page)->nextblkno = insertPage;
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(newbuf);
|
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
|
|
||||||
/* Unlock previous buffer */
|
/* Unlock previous buffer */
|
||||||
|
|||||||
@@ -143,10 +143,6 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
|||||||
bool isnull;
|
bool isnull;
|
||||||
ItemId itemid = PageGetItemId(page, offno);
|
ItemId itemid = PageGetItemId(page, offno);
|
||||||
|
|
||||||
/* Skip dead tuples */
|
|
||||||
if (scan->ignore_killed_tuples && ItemIdIsDead(itemid))
|
|
||||||
continue;
|
|
||||||
|
|
||||||
itup = (IndexTuple) PageGetItem(page, itemid);
|
itup = (IndexTuple) PageGetItem(page, itemid);
|
||||||
datum = index_getattr(itup, 1, tupdesc, &isnull);
|
datum = index_getattr(itup, 1, tupdesc, &isnull);
|
||||||
|
|
||||||
@@ -161,8 +157,6 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
|||||||
slot->tts_isnull[0] = false;
|
slot->tts_isnull[0] = false;
|
||||||
slot->tts_values[1] = PointerGetDatum(&itup->t_tid);
|
slot->tts_values[1] = PointerGetDatum(&itup->t_tid);
|
||||||
slot->tts_isnull[1] = false;
|
slot->tts_isnull[1] = false;
|
||||||
slot->tts_values[2] = Int32GetDatum((int) searchPage);
|
|
||||||
slot->tts_isnull[2] = false;
|
|
||||||
ExecStoreVirtualTuple(slot);
|
ExecStoreVirtualTuple(slot);
|
||||||
|
|
||||||
tuplesort_puttupleslot(so->sortstate, slot);
|
tuplesort_puttupleslot(so->sortstate, slot);
|
||||||
@@ -187,55 +181,6 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
|||||||
tuplesort_performsort(so->sortstate);
|
tuplesort_performsort(so->sortstate);
|
||||||
}
|
}
|
||||||
|
|
||||||
/*
|
|
||||||
* Mark prior tuple as dead
|
|
||||||
*/
|
|
||||||
static void
|
|
||||||
MarkPriorTupleDead(IndexScanDesc scan)
|
|
||||||
{
|
|
||||||
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
|
||||||
Buffer buf = so->buf;
|
|
||||||
Page page;
|
|
||||||
OffsetNumber maxoffno;
|
|
||||||
|
|
||||||
/* Safety check */
|
|
||||||
if (!BufferIsValid(so->buf) || !ItemPointerIsValid(&so->heaptid))
|
|
||||||
return;
|
|
||||||
|
|
||||||
/* Only a shared locked is needed for ItemIdMarkDead */
|
|
||||||
LockBuffer(buf, BUFFER_LOCK_SHARE);
|
|
||||||
page = BufferGetPage(buf);
|
|
||||||
maxoffno = PageGetMaxOffsetNumber(page);
|
|
||||||
|
|
||||||
for (OffsetNumber offno = FirstOffsetNumber; offno <= maxoffno; offno = OffsetNumberNext(offno))
|
|
||||||
{
|
|
||||||
ItemId itemid = PageGetItemId(page, offno);
|
|
||||||
IndexTuple itup = (IndexTuple) PageGetItem(page, itemid);
|
|
||||||
|
|
||||||
/*
|
|
||||||
* Find tuple. Since buffer has been pinned, tuple cannot have been
|
|
||||||
* vacuumed (and heap TID reused).
|
|
||||||
*/
|
|
||||||
if (ItemPointerEquals(&itup->t_tid, &so->heaptid))
|
|
||||||
{
|
|
||||||
/*
|
|
||||||
* Make sure tuple has not already been marked dead to avoid extra
|
|
||||||
* WAL if wal_log_hints or data checksums enabled
|
|
||||||
*/
|
|
||||||
if (!ItemIdIsDead(itemid))
|
|
||||||
{
|
|
||||||
ItemIdMarkDead(itemid);
|
|
||||||
MarkBufferDirtyHint(buf, true);
|
|
||||||
}
|
|
||||||
|
|
||||||
break;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
/* Unlock buffer */
|
|
||||||
LockBuffer(buf, BUFFER_LOCK_UNLOCK);
|
|
||||||
}
|
|
||||||
|
|
||||||
/*
|
/*
|
||||||
* Prepare for an index scan
|
* Prepare for an index scan
|
||||||
*/
|
*/
|
||||||
@@ -261,9 +206,7 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
|
|||||||
probes = lists;
|
probes = lists;
|
||||||
|
|
||||||
so = (IvfflatScanOpaque) palloc(offsetof(IvfflatScanOpaqueData, lists) + probes * sizeof(IvfflatScanList));
|
so = (IvfflatScanOpaque) palloc(offsetof(IvfflatScanOpaqueData, lists) + probes * sizeof(IvfflatScanList));
|
||||||
so->buf = InvalidBuffer;
|
|
||||||
so->first = true;
|
so->first = true;
|
||||||
ItemPointerSetInvalid(&so->heaptid);
|
|
||||||
so->probes = probes;
|
so->probes = probes;
|
||||||
so->dimensions = dimensions;
|
so->dimensions = dimensions;
|
||||||
|
|
||||||
@@ -274,13 +217,12 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
|
|||||||
|
|
||||||
/* Create tuple description for sorting */
|
/* Create tuple description for sorting */
|
||||||
#if PG_VERSION_NUM >= 120000
|
#if PG_VERSION_NUM >= 120000
|
||||||
so->tupdesc = CreateTemplateTupleDesc(3);
|
so->tupdesc = CreateTemplateTupleDesc(2);
|
||||||
#else
|
#else
|
||||||
so->tupdesc = CreateTemplateTupleDesc(3, false);
|
so->tupdesc = CreateTemplateTupleDesc(2, false);
|
||||||
#endif
|
#endif
|
||||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 1, "distance", FLOAT8OID, -1, 0);
|
TupleDescInitEntry(so->tupdesc, (AttrNumber) 1, "distance", FLOAT8OID, -1, 0);
|
||||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 2, "heaptid", TIDOID, -1, 0);
|
TupleDescInitEntry(so->tupdesc, (AttrNumber) 2, "heaptid", TIDOID, -1, 0);
|
||||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 3, "indexblkno", INT4OID, -1, 0);
|
|
||||||
|
|
||||||
/* Prep sort */
|
/* Prep sort */
|
||||||
so->sortstate = tuplesort_begin_heap(so->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
|
so->sortstate = tuplesort_begin_heap(so->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
|
||||||
@@ -312,7 +254,6 @@ ivfflatrescan(IndexScanDesc scan, ScanKey keys, int nkeys, ScanKey orderbys, int
|
|||||||
#endif
|
#endif
|
||||||
|
|
||||||
so->first = true;
|
so->first = true;
|
||||||
ItemPointerSetInvalid(&so->heaptid);
|
|
||||||
pairingheap_reset(so->listQueue);
|
pairingheap_reset(so->listQueue);
|
||||||
|
|
||||||
if (keys && scan->numberOfKeys > 0)
|
if (keys && scan->numberOfKeys > 0)
|
||||||
@@ -347,6 +288,11 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
|||||||
if (scan->orderByData == NULL)
|
if (scan->orderByData == NULL)
|
||||||
elog(ERROR, "cannot scan ivfflat index without order");
|
elog(ERROR, "cannot scan ivfflat index without order");
|
||||||
|
|
||||||
|
/* Requires MVCC-compliant snapshot as not able to pin during sorting */
|
||||||
|
/* https://www.postgresql.org/docs/current/index-locking.html */
|
||||||
|
if (!IsMVCCSnapshot(scan->xs_snapshot))
|
||||||
|
elog(ERROR, "non-MVCC snapshots are not supported with ivfflat");
|
||||||
|
|
||||||
if (scan->orderByData->sk_flags & SK_ISNULL)
|
if (scan->orderByData->sk_flags & SK_ISNULL)
|
||||||
value = PointerGetDatum(InitVector(so->dimensions));
|
value = PointerGetDatum(InitVector(so->dimensions));
|
||||||
else
|
else
|
||||||
@@ -370,17 +316,10 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
|||||||
if (value != scan->orderByData->sk_argument)
|
if (value != scan->orderByData->sk_argument)
|
||||||
pfree(DatumGetPointer(value));
|
pfree(DatumGetPointer(value));
|
||||||
}
|
}
|
||||||
else
|
|
||||||
{
|
|
||||||
/* Mark prior tuple as dead */
|
|
||||||
if (scan->kill_prior_tuple)
|
|
||||||
MarkPriorTupleDead(scan);
|
|
||||||
}
|
|
||||||
|
|
||||||
if (tuplesort_gettupleslot(so->sortstate, true, false, so->slot, NULL))
|
if (tuplesort_gettupleslot(so->sortstate, true, false, so->slot, NULL))
|
||||||
{
|
{
|
||||||
ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 2, &so->isnull));
|
ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 2, &so->isnull));
|
||||||
BlockNumber indexblkno = DatumGetInt32(slot_getattr(so->slot, 3, &so->isnull));
|
|
||||||
|
|
||||||
#if PG_VERSION_NUM >= 120000
|
#if PG_VERSION_NUM >= 120000
|
||||||
scan->xs_heaptid = *heaptid;
|
scan->xs_heaptid = *heaptid;
|
||||||
@@ -388,21 +327,6 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
|||||||
scan->xs_ctup.t_self = *heaptid;
|
scan->xs_ctup.t_self = *heaptid;
|
||||||
#endif
|
#endif
|
||||||
|
|
||||||
/* Keep track of info needed to mark tuple as dead */
|
|
||||||
so->heaptid = *heaptid;
|
|
||||||
|
|
||||||
/* Unpin buffer */
|
|
||||||
if (BufferIsValid(so->buf))
|
|
||||||
ReleaseBuffer(so->buf);
|
|
||||||
|
|
||||||
/*
|
|
||||||
* An index scan must maintain a pin on the index page holding the
|
|
||||||
* item last returned by amgettuple
|
|
||||||
*
|
|
||||||
* https://www.postgresql.org/docs/current/index-locking.html
|
|
||||||
*/
|
|
||||||
so->buf = ReadBuffer(scan->indexRelation, indexblkno);
|
|
||||||
|
|
||||||
scan->xs_recheckorderby = false;
|
scan->xs_recheckorderby = false;
|
||||||
return true;
|
return true;
|
||||||
}
|
}
|
||||||
@@ -418,10 +342,6 @@ ivfflatendscan(IndexScanDesc scan)
|
|||||||
{
|
{
|
||||||
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
||||||
|
|
||||||
/* Release pin */
|
|
||||||
if (BufferIsValid(so->buf))
|
|
||||||
ReleaseBuffer(so->buf);
|
|
||||||
|
|
||||||
pairingheap_free(so->listQueue);
|
pairingheap_free(so->listQueue);
|
||||||
tuplesort_end(so->sortstate);
|
tuplesort_end(so->sortstate);
|
||||||
|
|
||||||
|
|||||||
@@ -136,7 +136,6 @@ IvfflatInitRegisterPage(Relation index, Buffer *buf, Page *page, GenericXLogStat
|
|||||||
void
|
void
|
||||||
IvfflatCommitBuffer(Buffer buf, GenericXLogState *state)
|
IvfflatCommitBuffer(Buffer buf, GenericXLogState *state)
|
||||||
{
|
{
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
UnlockReleaseBuffer(buf);
|
UnlockReleaseBuffer(buf);
|
||||||
}
|
}
|
||||||
@@ -160,8 +159,6 @@ IvfflatAppendPage(Relation index, Buffer *buf, Page *page, GenericXLogState **st
|
|||||||
IvfflatInitPage(newbuf, newpage);
|
IvfflatInitPage(newbuf, newpage);
|
||||||
|
|
||||||
/* Commit */
|
/* Commit */
|
||||||
MarkBufferDirty(*buf);
|
|
||||||
MarkBufferDirty(newbuf);
|
|
||||||
GenericXLogFinish(*state);
|
GenericXLogFinish(*state);
|
||||||
|
|
||||||
/* Unlock */
|
/* Unlock */
|
||||||
|
|||||||
@@ -107,7 +107,6 @@ ivfflatbulkdelete(IndexVacuumInfo *info, IndexBulkDeleteResult *stats,
|
|||||||
{
|
{
|
||||||
/* Delete tuples */
|
/* Delete tuples */
|
||||||
PageIndexMultiDelete(page, deletable, ndeletable);
|
PageIndexMultiDelete(page, deletable, ndeletable);
|
||||||
MarkBufferDirty(buf);
|
|
||||||
GenericXLogFinish(state);
|
GenericXLogFinish(state);
|
||||||
}
|
}
|
||||||
else
|
else
|
||||||
|
|||||||
@@ -1,4 +1,4 @@
|
|||||||
comment = 'vector data type and ivfflat and hnsw access methods'
|
comment = 'vector data type and ivfflat and hnsw access methods'
|
||||||
default_version = '0.5.0'
|
default_version = '0.5.1'
|
||||||
module_pathname = '$libdir/vector'
|
module_pathname = '$libdir/vector'
|
||||||
relocatable = true
|
relocatable = true
|
||||||
|
|||||||
Reference in New Issue
Block a user