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hnsw-build
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v0.8.2
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18
.github/workflows/build.yml
vendored
18
.github/workflows/build.yml
vendored
@@ -23,14 +23,14 @@ jobs:
|
||||
- postgres: 13
|
||||
os: ubuntu-22.04
|
||||
steps:
|
||||
- uses: actions/checkout@v5
|
||||
- uses: actions/checkout@v6
|
||||
- uses: ankane/setup-postgres@v1
|
||||
with:
|
||||
postgres-version: ${{ matrix.postgres }}
|
||||
dev-files: true
|
||||
- run: make
|
||||
env:
|
||||
PG_CFLAGS: ${{ matrix.postgres >= 18 && '-Wno-missing-field-initializers' || '' }} -DUSE_ASSERT_CHECKING -Wall -Wextra -Werror -Wno-unused-parameter -Wno-sign-compare
|
||||
PG_CFLAGS: -DUSE_ASSERT_CHECKING -Wall -Wextra -Werror -Wno-unused-parameter -Wno-sign-compare ${{ matrix.postgres >= 18 && '-Wno-missing-field-initializers' || '' }}
|
||||
- run: |
|
||||
export PG_CONFIG=`which pg_config`
|
||||
sudo --preserve-env=PG_CONFIG make install
|
||||
@@ -48,18 +48,18 @@ jobs:
|
||||
fail-fast: false
|
||||
matrix:
|
||||
include:
|
||||
- postgres: 17
|
||||
- postgres: 18
|
||||
os: macos-26
|
||||
- postgres: 14
|
||||
os: macos-15-intel
|
||||
steps:
|
||||
- uses: actions/checkout@v5
|
||||
- uses: actions/checkout@v6
|
||||
- uses: ankane/setup-postgres@v1
|
||||
with:
|
||||
postgres-version: ${{ matrix.postgres }}
|
||||
- run: make
|
||||
env:
|
||||
PG_CFLAGS: -DUSE_ASSERT_CHECKING -Wall -Wextra -Werror -Wno-unused-parameter -Wno-unknown-warning-option
|
||||
PG_CFLAGS: -DUSE_ASSERT_CHECKING -Wall -Wextra -Werror -Wno-unused-parameter -Wno-unknown-warning-option ${{ matrix.postgres >= 18 && '-Wno-missing-field-initializers' || '' }}
|
||||
- run: make install
|
||||
- run: make installcheck
|
||||
- if: ${{ failure() }}
|
||||
@@ -72,7 +72,7 @@ jobs:
|
||||
tar xf $TAG.tar.gz
|
||||
mv postgres-$TAG postgres
|
||||
env:
|
||||
TAG: ${{ matrix.postgres == 17 && 'REL_17_6' || 'REL_14_19' }}
|
||||
TAG: ${{ matrix.postgres == 18 && 'REL_18_2' || 'REL_14_21' }}
|
||||
- run: make prove_installcheck PROVE_FLAGS="-I ./postgres/src/test/perl -I ./test/perl"
|
||||
env:
|
||||
PERL5LIB: /Users/runner/perl5/lib/perl5
|
||||
@@ -92,7 +92,7 @@ jobs:
|
||||
- postgres: 14
|
||||
os: windows-2022
|
||||
steps:
|
||||
- uses: actions/checkout@v5
|
||||
- uses: actions/checkout@v6
|
||||
- uses: ankane/setup-postgres@v1
|
||||
with:
|
||||
postgres-version: ${{ matrix.postgres }}
|
||||
@@ -133,10 +133,10 @@ jobs:
|
||||
if: ${{ !startsWith(github.ref_name, 'mac') && !startsWith(github.ref_name, 'windows') }}
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v5
|
||||
- uses: actions/checkout@v6
|
||||
- uses: ankane/setup-postgres-valgrind@v1
|
||||
with:
|
||||
postgres-version: 17
|
||||
postgres-version: 18
|
||||
check-ub: yes
|
||||
- run: make OPTFLAGS=""
|
||||
- run: sudo --preserve-env=PG_CONFIG make install
|
||||
|
||||
@@ -1,3 +1,9 @@
|
||||
## 0.8.2 (2026-02-25)
|
||||
|
||||
- Fixed buffer overflow with parallel HNSW index build
|
||||
- Improved `install` target on Windows
|
||||
- Fixed `Index Searches` in `EXPLAIN` output for Postgres 18
|
||||
|
||||
## 0.8.1 (2025-09-04)
|
||||
|
||||
- Added support for Postgres 18 rc1
|
||||
|
||||
@@ -5,7 +5,7 @@ ARG DEBIAN_CODENAME=bookworm
|
||||
FROM postgres:$PG_MAJOR-$DEBIAN_CODENAME
|
||||
ARG PG_MAJOR
|
||||
|
||||
ADD https://github.com/pgvector/pgvector.git#v0.8.1 /tmp/pgvector
|
||||
ADD https://github.com/pgvector/pgvector.git#v0.8.2 /tmp/pgvector
|
||||
|
||||
RUN apt-get update && \
|
||||
apt-mark hold locales && \
|
||||
|
||||
2
LICENSE
2
LICENSE
@@ -1,4 +1,4 @@
|
||||
Portions Copyright (c) 1996-2025, PostgreSQL Global Development Group
|
||||
Portions Copyright (c) 1996-2026, PostgreSQL Global Development Group
|
||||
|
||||
Portions Copyright (c) 1994, The Regents of the University of California
|
||||
|
||||
|
||||
@@ -2,7 +2,7 @@
|
||||
"name": "vector",
|
||||
"abstract": "Open-source vector similarity search for Postgres",
|
||||
"description": "Supports L2 distance, inner product, and cosine distance",
|
||||
"version": "0.8.1",
|
||||
"version": "0.8.2",
|
||||
"maintainer": [
|
||||
"Andrew Kane <andrew@ankane.org>"
|
||||
],
|
||||
@@ -20,7 +20,7 @@
|
||||
"vector": {
|
||||
"file": "sql/vector.sql",
|
||||
"docfile": "README.md",
|
||||
"version": "0.8.1",
|
||||
"version": "0.8.2",
|
||||
"abstract": "Open-source vector similarity search for Postgres"
|
||||
}
|
||||
},
|
||||
|
||||
7
Makefile
7
Makefile
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.1
|
||||
EXTVERSION = 0.8.2
|
||||
|
||||
MODULE_big = vector
|
||||
DATA = $(wildcard sql/*--*--*.sql)
|
||||
@@ -27,6 +27,11 @@ ifneq ($(filter ppc64%, $(shell uname -m)), )
|
||||
OPTFLAGS =
|
||||
endif
|
||||
|
||||
# RISC-V64 doesn't support -march=native
|
||||
ifeq ($(shell uname -m), riscv64)
|
||||
OPTFLAGS =
|
||||
endif
|
||||
|
||||
# For auto-vectorization:
|
||||
# - GCC (needs -ftree-vectorize OR -O3) - https://gcc.gnu.org/projects/tree-ssa/vectorization.html
|
||||
# - Clang (could use pragma instead) - https://llvm.org/docs/Vectorizers.html
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
EXTENSION = vector
|
||||
EXTVERSION = 0.8.1
|
||||
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
|
||||
@@ -57,7 +57,7 @@ install: all
|
||||
copy $(SHLIB) "$(PKGLIBDIR)"
|
||||
copy $(EXTENSION).control "$(SHAREDIR)\extension"
|
||||
copy sql\$(EXTENSION)--*.sql "$(SHAREDIR)\extension"
|
||||
mkdir "$(INCLUDEDIR_SERVER)\extension\$(EXTENSION)"
|
||||
if not exist "$(INCLUDEDIR_SERVER)\extension\$(EXTENSION)" mkdir "$(INCLUDEDIR_SERVER)\extension\$(EXTENSION)"
|
||||
for %f in ($(HEADERS)) do copy %f "$(INCLUDEDIR_SERVER)\extension\$(EXTENSION)"
|
||||
|
||||
installcheck:
|
||||
|
||||
85
README.md
85
README.md
@@ -21,7 +21,7 @@ Compile and install the extension (supports Postgres 13+)
|
||||
|
||||
```sh
|
||||
cd /tmp
|
||||
git clone --branch v0.8.1 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
|
||||
@@ -29,16 +29,16 @@ make install # may need sudo
|
||||
|
||||
See the [installation notes](#installation-notes---linux-and-mac) if you run into issues
|
||||
|
||||
You can also install it with [Docker](#docker), [Homebrew](#homebrew), [PGXN](#pgxn), [APT](#apt), [Yum](#yum), [pkg](#pkg), or [conda-forge](#conda-forge), and it comes preinstalled with [Postgres.app](#postgresapp) and many [hosted providers](#hosted-postgres). There are also instructions for [GitHub Actions](https://github.com/pgvector/setup-pgvector).
|
||||
You can also install it with [Docker](#docker), [Homebrew](#homebrew), [PGXN](#pgxn), [APT](#apt), [Yum](#yum), [pkg](#pkg), [APK](#apk), or [conda-forge](#conda-forge), and it comes preinstalled with [Postgres.app](#postgresapp) and many [hosted providers](#hosted-postgres). There are also instructions for [GitHub Actions](https://github.com/pgvector/setup-pgvector).
|
||||
|
||||
### Windows
|
||||
|
||||
Ensure [C++ support in Visual Studio](https://learn.microsoft.com/en-us/cpp/build/building-on-the-command-line?view=msvc-170#download-and-install-the-tools) is installed and run `x64 Native Tools Command Prompt for VS [version]` as administrator. Then use `nmake` to build:
|
||||
|
||||
```cmd
|
||||
set "PGROOT=C:\Program Files\PostgreSQL\17"
|
||||
set "PGROOT=C:\Program Files\PostgreSQL\18"
|
||||
cd %TEMP%
|
||||
git clone --branch v0.8.1 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
|
||||
@@ -695,10 +695,10 @@ CREATE INDEX CONCURRENTLY ...
|
||||
|
||||
### Querying
|
||||
|
||||
Use `EXPLAIN ANALYZE` to debug performance.
|
||||
Use `EXPLAIN (ANALYZE, BUFFERS)` to debug performance.
|
||||
|
||||
```sql
|
||||
EXPLAIN ANALYZE SELECT * FROM items ORDER BY embedding <-> '[3,1,2]' LIMIT 5;
|
||||
EXPLAIN (ANALYZE, BUFFERS) SELECT * FROM items ORDER BY embedding <-> '[3,1,2]' LIMIT 5;
|
||||
```
|
||||
|
||||
#### Exact Search
|
||||
@@ -771,9 +771,12 @@ Use pgvector from any language with a Postgres client. You can even generate and
|
||||
|
||||
Language | Libraries / Examples
|
||||
--- | ---
|
||||
Ada | [pgvector-ada](https://github.com/pgvector/pgvector-ada)
|
||||
Algol | [pgvector-algol](https://github.com/pgvector/pgvector-algol)
|
||||
C | [pgvector-c](https://github.com/pgvector/pgvector-c)
|
||||
C++ | [pgvector-cpp](https://github.com/pgvector/pgvector-cpp)
|
||||
C#, F#, Visual Basic | [pgvector-dotnet](https://github.com/pgvector/pgvector-dotnet)
|
||||
COBOL | [pgvector-cobol](https://github.com/pgvector/pgvector-cobol)
|
||||
Crystal | [pgvector-crystal](https://github.com/pgvector/pgvector-crystal)
|
||||
D | [pgvector-d](https://github.com/pgvector/pgvector-d)
|
||||
Dart | [pgvector-dart](https://github.com/pgvector/pgvector-dart)
|
||||
@@ -790,14 +793,18 @@ Lisp | [pgvector-lisp](https://github.com/pgvector/pgvector-lisp)
|
||||
Lua | [pgvector-lua](https://github.com/pgvector/pgvector-lua)
|
||||
Nim | [pgvector-nim](https://github.com/pgvector/pgvector-nim)
|
||||
OCaml | [pgvector-ocaml](https://github.com/pgvector/pgvector-ocaml)
|
||||
Pascal | [pgvector-pascal](https://github.com/pgvector/pgvector-pascal)
|
||||
Perl | [pgvector-perl](https://github.com/pgvector/pgvector-perl)
|
||||
PHP | [pgvector-php](https://github.com/pgvector/pgvector-php)
|
||||
Prolog | [pgvector-prolog](https://github.com/pgvector/pgvector-prolog)
|
||||
Python | [pgvector-python](https://github.com/pgvector/pgvector-python)
|
||||
R | [pgvector-r](https://github.com/pgvector/pgvector-r)
|
||||
Racket | [pgvector-racket](https://github.com/pgvector/pgvector-racket)
|
||||
Raku | [pgvector-raku](https://github.com/pgvector/pgvector-raku)
|
||||
Ruby | [pgvector-ruby](https://github.com/pgvector/pgvector-ruby), [Neighbor](https://github.com/ankane/neighbor)
|
||||
Rust | [pgvector-rust](https://github.com/pgvector/pgvector-rust)
|
||||
Swift | [pgvector-swift](https://github.com/pgvector/pgvector-swift)
|
||||
Tcl | [pgvector-tcl](https://github.com/pgvector/pgvector-tcl)
|
||||
Zig | [pgvector-zig](https://github.com/pgvector/pgvector-zig)
|
||||
|
||||
## Frequently Asked Questions
|
||||
@@ -812,7 +819,7 @@ Yes, pgvector uses the write-ahead log (WAL), which allows for replication and p
|
||||
|
||||
#### What if I want to index vectors with more than 2,000 dimensions?
|
||||
|
||||
You can use [half-precision indexing](#half-precision-indexing) to index up to 4,000 dimensions or [binary quantization](#binary-quantization) to index up to 64,000 dimensions. Another option is [dimensionality reduction](https://en.wikipedia.org/wiki/Dimensionality_reduction).
|
||||
You can use [half-precision vectors](#half-precision-vectors) or [half-precision indexing](#half-precision-indexing) to index up to 4,000 dimensions or [binary quantization](#binary-quantization) to index up to 64,000 dimensions. Other options are [indexing subvectors](#indexing-subvectors) (for models that support it) or [dimensionality reduction](https://en.wikipedia.org/wiki/Dimensionality_reduction).
|
||||
|
||||
#### Can I store vectors with different dimensions in the same column?
|
||||
|
||||
@@ -1064,7 +1071,7 @@ l2_normalize(sparsevec) → sparsevec | Normalize with Euclidean norm | 0.7.0
|
||||
If your machine has multiple Postgres installations, specify the path to [pg_config](https://www.postgresql.org/docs/current/app-pgconfig.html) with:
|
||||
|
||||
```sh
|
||||
export PG_CONFIG=/Library/PostgreSQL/17/bin/pg_config
|
||||
export PG_CONFIG=/Library/PostgreSQL/18/bin/pg_config
|
||||
```
|
||||
|
||||
Then re-run the installation instructions (run `make clean` before `make` if needed). If `sudo` is needed for `make install`, use:
|
||||
@@ -1075,11 +1082,11 @@ sudo --preserve-env=PG_CONFIG make install
|
||||
|
||||
A few common paths on Mac are:
|
||||
|
||||
- EDB installer - `/Library/PostgreSQL/17/bin/pg_config`
|
||||
- Homebrew (arm64) - `/opt/homebrew/opt/postgresql@17/bin/pg_config`
|
||||
- Homebrew (x86-64) - `/usr/local/opt/postgresql@17/bin/pg_config`
|
||||
- EDB installer - `/Library/PostgreSQL/18/bin/pg_config`
|
||||
- Homebrew (arm64) - `/opt/homebrew/opt/postgresql@18/bin/pg_config`
|
||||
- Homebrew (x86-64) - `/usr/local/opt/postgresql@18/bin/pg_config`
|
||||
|
||||
Note: Replace `17` with your Postgres server version
|
||||
Note: Replace `18` with your Postgres server version
|
||||
|
||||
### Missing Header
|
||||
|
||||
@@ -1088,10 +1095,10 @@ If compilation fails with `fatal error: postgres.h: No such file or directory`,
|
||||
For Ubuntu and Debian, use:
|
||||
|
||||
```sh
|
||||
sudo apt install postgresql-server-dev-17
|
||||
sudo apt install postgresql-server-dev-18
|
||||
```
|
||||
|
||||
Note: Replace `17` with your Postgres server version
|
||||
Note: Replace `18` with your Postgres server version
|
||||
|
||||
### Missing SDK
|
||||
|
||||
@@ -1138,30 +1145,32 @@ If installation fails with `Access is denied`, re-run the installation instructi
|
||||
Get the [Docker image](https://hub.docker.com/r/pgvector/pgvector) with:
|
||||
|
||||
```sh
|
||||
docker pull pgvector/pgvector:pg17-trixie
|
||||
docker pull pgvector/pgvector:pg18-trixie
|
||||
```
|
||||
|
||||
This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres) (replace `17` with your Postgres server version, and run it the same way).
|
||||
This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres) (replace `18` with your Postgres server version, and run it the same way).
|
||||
|
||||
Supported tags are:
|
||||
|
||||
- `pg17-trixie`, `0.8.1-pg17-trixie`
|
||||
- `pg17-bookworm`, `0.8.1-pg17-bookworm`, `pg17`, `0.8.1-pg17`
|
||||
- `pg16-trixie`, `0.8.1-pg16-trixie`
|
||||
- `pg16-bookworm`, `0.8.1-pg16-bookworm`, `pg16`, `0.8.1-pg16`
|
||||
- `pg15-trixie`, `0.8.1-pg15-trixie`
|
||||
- `pg15-bookworm`, `0.8.1-pg15-bookworm`, `pg15`, `0.8.1-pg15`
|
||||
- `pg14-trixie`, `0.8.1-pg14-trixie`
|
||||
- `pg14-bookworm`, `0.8.1-pg14-bookworm`, `pg14`, `0.8.1-pg14`
|
||||
- `pg13-trixie`, `0.8.1-pg13-trixie`
|
||||
- `pg13-bookworm`, `0.8.1-pg13-bookworm`, `pg13`, `0.8.1-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 v0.8.1 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=17 -t myuser/pgvector .
|
||||
docker build --pull --build-arg PG_MAJOR=18 -t myuser/pgvector .
|
||||
```
|
||||
|
||||
If you increase `maintenance_work_mem`, make sure `--shm-size` is at least that size to avoid an error with parallel HNSW index builds.
|
||||
@@ -1178,7 +1187,7 @@ With Homebrew Postgres, you can use:
|
||||
brew install pgvector
|
||||
```
|
||||
|
||||
Note: This only adds it to the `postgresql@17` and `postgresql@14` formulas
|
||||
Note: This only adds it to the `postgresql@18` and `postgresql@17` formulas
|
||||
|
||||
### PGXN
|
||||
|
||||
@@ -1193,22 +1202,22 @@ pgxn install vector
|
||||
Debian and Ubuntu packages are available from the [PostgreSQL APT Repository](https://wiki.postgresql.org/wiki/Apt). Follow the [setup instructions](https://wiki.postgresql.org/wiki/Apt#Quickstart) and run:
|
||||
|
||||
```sh
|
||||
sudo apt install postgresql-17-pgvector
|
||||
sudo apt install postgresql-18-pgvector
|
||||
```
|
||||
|
||||
Note: Replace `17` with your Postgres server version
|
||||
Note: Replace `18` with your Postgres server version
|
||||
|
||||
### Yum
|
||||
|
||||
RPM packages are available from the [PostgreSQL Yum Repository](https://yum.postgresql.org/). Follow the [setup instructions](https://www.postgresql.org/download/linux/redhat/) for your distribution and run:
|
||||
|
||||
```sh
|
||||
sudo yum install pgvector_17
|
||||
sudo yum install pgvector_18
|
||||
# or
|
||||
sudo dnf install pgvector_17
|
||||
sudo dnf install pgvector_18
|
||||
```
|
||||
|
||||
Note: Replace `17` with your Postgres server version
|
||||
Note: Replace `18` with your Postgres server version
|
||||
|
||||
### pkg
|
||||
|
||||
@@ -1225,6 +1234,14 @@ cd /usr/ports/databases/pgvector
|
||||
make install
|
||||
```
|
||||
|
||||
### APK
|
||||
|
||||
Install the Alpine package with:
|
||||
|
||||
```sh
|
||||
apk add postgresql-pgvector
|
||||
```
|
||||
|
||||
### conda-forge
|
||||
|
||||
With Conda Postgres, install from [conda-forge](https://anaconda.org/conda-forge/pgvector) with:
|
||||
|
||||
2
sql/vector--0.8.1--0.8.2.sql
Normal file
2
sql/vector--0.8.1--0.8.2.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 '0.8.2'" to load this file. \quit
|
||||
@@ -2,6 +2,7 @@
|
||||
|
||||
#include "bitutils.h"
|
||||
#include "bitvec.h"
|
||||
#include "fmgr.h"
|
||||
#include "utils/varbit.h"
|
||||
#include "vector.h"
|
||||
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "halfutils.h"
|
||||
#include "halfvec.h"
|
||||
|
||||
|
||||
@@ -13,12 +13,20 @@
|
||||
#include "port.h" /* for strtof() */
|
||||
#include "sparsevec.h"
|
||||
#include "utils/array.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/fmgrprotos.h"
|
||||
#include "utils/lsyscache.h"
|
||||
#include "utils/numeric.h"
|
||||
#include "utils/varbit.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#include "parser/scansup.h"
|
||||
#endif
|
||||
|
||||
#define STATE_DIMS(x) (ARR_DIMS(x)[0] - 1)
|
||||
#define CreateStateDatums(dim) palloc(sizeof(Datum) * (dim + 1))
|
||||
|
||||
@@ -129,9 +137,9 @@ InitHalfVector(int dim)
|
||||
return result;
|
||||
}
|
||||
|
||||
/*
|
||||
* Check for whitespace, since array_isspace() is static
|
||||
*/
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#define halfvec_isspace(ch) scanner_isspace(ch)
|
||||
#else
|
||||
static inline bool
|
||||
halfvec_isspace(char ch)
|
||||
{
|
||||
@@ -144,6 +152,7 @@ halfvec_isspace(char ch)
|
||||
return true;
|
||||
return false;
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Check state array
|
||||
|
||||
65
src/hnsw.c
65
src/hnsw.c
@@ -1,18 +1,24 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include <float.h>
|
||||
#include <limits.h>
|
||||
#include <math.h>
|
||||
|
||||
#include "access/amapi.h"
|
||||
#include "access/genam.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "commands/progress.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "fmgr.h"
|
||||
#include "hnsw.h"
|
||||
#include "miscadmin.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/relcache.h"
|
||||
#include "utils/selfuncs.h"
|
||||
#include "utils/spccache.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM < 150000
|
||||
#define MarkGUCPrefixReserved(x) EmitWarningsOnPlaceholders(x)
|
||||
@@ -260,6 +266,64 @@ FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnswhandler);
|
||||
Datum
|
||||
hnswhandler(PG_FUNCTION_ARGS)
|
||||
{
|
||||
#if PG_VERSION_NUM >= 190000
|
||||
static const IndexAmRoutine amroutine = {
|
||||
.type = T_IndexAmRoutine,
|
||||
.amstrategies = 0,
|
||||
.amsupport = 3,
|
||||
.amoptsprocnum = 0,
|
||||
.amcanorder = false,
|
||||
.amcanorderbyop = true,
|
||||
.amcanhash = false,
|
||||
.amconsistentequality = false,
|
||||
.amconsistentordering = false,
|
||||
.amcanbackward = false,
|
||||
.amcanunique = false,
|
||||
.amcanmulticol = false,
|
||||
.amoptionalkey = true,
|
||||
.amsearcharray = false,
|
||||
.amsearchnulls = false,
|
||||
.amstorage = false,
|
||||
.amclusterable = false,
|
||||
.ampredlocks = false,
|
||||
.amcanparallel = false,
|
||||
.amcanbuildparallel = true,
|
||||
.amcaninclude = false,
|
||||
.amusemaintenanceworkmem = false,
|
||||
.amsummarizing = false,
|
||||
.amparallelvacuumoptions = VACUUM_OPTION_PARALLEL_BULKDEL,
|
||||
.amkeytype = InvalidOid,
|
||||
|
||||
.ambuild = hnswbuild,
|
||||
.ambuildempty = hnswbuildempty,
|
||||
.aminsert = hnswinsert,
|
||||
.aminsertcleanup = NULL,
|
||||
.ambulkdelete = hnswbulkdelete,
|
||||
.amvacuumcleanup = hnswvacuumcleanup,
|
||||
.amcanreturn = NULL,
|
||||
.amcostestimate = hnswcostestimate,
|
||||
.amgettreeheight = NULL,
|
||||
.amoptions = hnswoptions,
|
||||
.amproperty = NULL,
|
||||
.ambuildphasename = hnswbuildphasename,
|
||||
.amvalidate = hnswvalidate,
|
||||
.amadjustmembers = NULL,
|
||||
.ambeginscan = hnswbeginscan,
|
||||
.amrescan = hnswrescan,
|
||||
.amgettuple = hnswgettuple,
|
||||
.amgetbitmap = NULL,
|
||||
.amendscan = hnswendscan,
|
||||
.ammarkpos = NULL,
|
||||
.amrestrpos = NULL,
|
||||
.amestimateparallelscan = NULL,
|
||||
.aminitparallelscan = NULL,
|
||||
.amparallelrescan = NULL,
|
||||
.amtranslatestrategy = NULL,
|
||||
.amtranslatecmptype = NULL,
|
||||
};
|
||||
|
||||
PG_RETURN_POINTER(&amroutine);
|
||||
#else
|
||||
IndexAmRoutine *amroutine = makeNode(IndexAmRoutine);
|
||||
|
||||
amroutine->amstrategies = 0;
|
||||
@@ -333,4 +397,5 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
#endif
|
||||
|
||||
PG_RETURN_POINTER(amroutine);
|
||||
#endif
|
||||
}
|
||||
|
||||
@@ -3,6 +3,8 @@
|
||||
|
||||
#include "postgres.h"
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/parallel.h"
|
||||
#include "lib/pairingheap.h"
|
||||
@@ -12,6 +14,10 @@
|
||||
#include "utils/sampling.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 190000
|
||||
typedef Pointer Item;
|
||||
#endif
|
||||
|
||||
#define HNSW_MAX_DIM 2000
|
||||
#define HNSW_MAX_NNZ 1000
|
||||
|
||||
@@ -424,7 +430,7 @@ void *HnswAlloc(HnswAllocator * allocator, Size size);
|
||||
HnswElement HnswInitElement(char *base, ItemPointer tid, int m, double ml, int maxLevel, HnswAllocator * alloc);
|
||||
HnswElement HnswInitElementFromBlock(BlockNumber blkno, OffsetNumber offno);
|
||||
void HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint, Relation index, HnswSupport * support, int m, int efConstruction, bool existing);
|
||||
HnswSearchCandidate *HnswEntryCandidate(char *base, HnswElement em, HnswQuery * q, Relation rel, HnswSupport * support, bool loadVec);
|
||||
HnswSearchCandidate *HnswEntryCandidate(char *base, HnswElement entryPoint, HnswQuery * q, Relation index, HnswSupport * support, bool loadVec);
|
||||
void HnswUpdateMetaPage(Relation index, int updateEntry, HnswElement entryPoint, BlockNumber insertPage, ForkNumber forkNum, bool building);
|
||||
void HnswSetNeighborTuple(char *base, HnswNeighborTuple ntup, HnswElement e, int m);
|
||||
void HnswAddHeapTid(HnswElement element, ItemPointer heaptid);
|
||||
|
||||
@@ -36,11 +36,12 @@
|
||||
*/
|
||||
#include "postgres.h"
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/parallel.h"
|
||||
#include "access/relscan.h"
|
||||
#include "access/table.h"
|
||||
#include "access/tableam.h"
|
||||
#include "access/tupdesc.h"
|
||||
#include "access/xact.h"
|
||||
#include "access/xloginsert.h"
|
||||
#include "catalog/index.h"
|
||||
@@ -48,11 +49,18 @@
|
||||
#include "commands/progress.h"
|
||||
#include "hnsw.h"
|
||||
#include "miscadmin.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "tcop/tcopprot.h"
|
||||
#include "utils/datum.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/rel.h"
|
||||
#include "utils/snapmgr.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_progress.h"
|
||||
@@ -69,6 +77,8 @@
|
||||
#define PARALLEL_KEY_HNSW_AREA UINT64CONST(0xA000000000000002)
|
||||
#define PARALLEL_KEY_QUERY_TEXT UINT64CONST(0xA000000000000003)
|
||||
|
||||
#define HNSW_MAX_GRAPH_MEMORY (SIZE_MAX / 2)
|
||||
|
||||
/*
|
||||
* Create the metapage
|
||||
*/
|
||||
@@ -398,7 +408,7 @@ UpdateNeighborsInMemory(char *base, HnswSupport * support, HnswElement e, int m)
|
||||
* Update graph in memory
|
||||
*/
|
||||
static void
|
||||
UpdateGraphInMemory(HnswSupport * support, HnswElement element, int m, int efConstruction, HnswElement entryPoint, HnswBuildState * buildstate)
|
||||
UpdateGraphInMemory(HnswSupport * support, HnswElement element, int m, HnswElement entryPoint, HnswBuildState * buildstate)
|
||||
{
|
||||
HnswGraph *graph = buildstate->graph;
|
||||
char *base = buildstate->hnswarea;
|
||||
@@ -460,7 +470,7 @@ InsertTupleInMemory(HnswBuildState * buildstate, HnswElement element)
|
||||
HnswFindElementNeighbors(base, element, entryPoint, NULL, support, m, efConstruction, false);
|
||||
|
||||
/* Update graph in memory */
|
||||
UpdateGraphInMemory(support, element, m, efConstruction, entryPoint, buildstate);
|
||||
UpdateGraphInMemory(support, element, m, entryPoint, buildstate);
|
||||
|
||||
/* Release entry lock */
|
||||
LWLockRelease(entryLock);
|
||||
@@ -481,6 +491,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
LWLock *flushLock = &graph->flushLock;
|
||||
char *base = buildstate->hnswarea;
|
||||
Datum value;
|
||||
Size memoryMargin;
|
||||
|
||||
/* Form index value */
|
||||
if (!HnswFormIndexValue(&value, values, isnull, buildstate->typeInfo, support))
|
||||
@@ -489,6 +500,9 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
/* Get datum size */
|
||||
valueSize = VARSIZE_ANY(DatumGetPointer(value));
|
||||
|
||||
/* In a parallel build, add a margin so allocations never fail */
|
||||
memoryMargin = base == NULL ? 0 : 1024 * 1024;
|
||||
|
||||
/* Ensure graph not flushed when inserting */
|
||||
LWLockAcquire(flushLock, LW_SHARED);
|
||||
|
||||
@@ -510,7 +524,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
* Check that we have enough memory available for the new element now that
|
||||
* we have the allocator lock, and flush pages if needed.
|
||||
*/
|
||||
if (graph->memoryUsed >= graph->memoryTotal)
|
||||
if (graph->memoryUsed + memoryMargin >= graph->memoryTotal)
|
||||
{
|
||||
LWLockRelease(&graph->allocatorLock);
|
||||
|
||||
@@ -545,7 +559,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
|
||||
/* Copy the datum */
|
||||
memcpy(valuePtr, DatumGetPointer(value), valueSize);
|
||||
HnswPtrStore(base, element->value, valuePtr);
|
||||
HnswPtrStore(base, element->value, (char *) valuePtr);
|
||||
|
||||
/* Create a lock for the element */
|
||||
LWLockInitialize(&element->lock, hnsw_lock_tranche_id);
|
||||
@@ -603,7 +617,7 @@ InitGraph(HnswGraph * graph, char *base, Size memoryTotal)
|
||||
HnswPtrStore(base, graph->head, (HnswElement) NULL);
|
||||
HnswPtrStore(base, graph->entryPoint, (HnswElement) NULL);
|
||||
graph->memoryUsed = 0;
|
||||
graph->memoryTotal = memoryTotal;
|
||||
graph->memoryTotal = Min(memoryTotal, HNSW_MAX_GRAPH_MEMORY);
|
||||
graph->flushed = false;
|
||||
graph->indtuples = 0;
|
||||
SpinLockInit(&graph->lock);
|
||||
@@ -644,9 +658,17 @@ static void *
|
||||
HnswSharedMemoryAlloc(Size size, void *state)
|
||||
{
|
||||
HnswBuildState *buildstate = (HnswBuildState *) state;
|
||||
void *chunk = buildstate->hnswarea + buildstate->graph->memoryUsed;
|
||||
Size alignedSize = MAXALIGN(size);
|
||||
void *chunk;
|
||||
|
||||
buildstate->graph->memoryUsed += MAXALIGN(size);
|
||||
if (alignedSize > 1024 * 1024)
|
||||
elog(ERROR, "hnsw allocation too large");
|
||||
|
||||
if (buildstate->graph->memoryUsed + alignedSize > buildstate->graph->memoryTotal)
|
||||
elog(ERROR, "hnsw allocator out of memory");
|
||||
|
||||
chunk = buildstate->hnswarea + buildstate->graph->memoryUsed;
|
||||
buildstate->graph->memoryUsed += alignedSize;
|
||||
return chunk;
|
||||
}
|
||||
|
||||
@@ -932,6 +954,8 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
|
||||
if (esthnswarea > estother)
|
||||
esthnswarea -= estother;
|
||||
|
||||
esthnswarea = Min(esthnswarea, HNSW_MAX_GRAPH_MEMORY);
|
||||
|
||||
shm_toc_estimate_chunk(&pcxt->estimator, esthnswarea);
|
||||
shm_toc_estimate_keys(&pcxt->estimator, 2);
|
||||
|
||||
@@ -974,8 +998,7 @@ HnswBeginParallel(HnswBuildState * buildstate, bool isconcurrent, int request)
|
||||
snapshot);
|
||||
|
||||
hnswarea = (char *) shm_toc_allocate(pcxt->toc, esthnswarea);
|
||||
/* Report less than allocated so never fails */
|
||||
InitGraph(&hnswshared->graphData, hnswarea, esthnswarea - 1024 * 1024);
|
||||
InitGraph(&hnswshared->graphData, hnswarea, esthnswarea);
|
||||
|
||||
/*
|
||||
* Avoid base address for relptr for Postgres < 14.5
|
||||
@@ -1054,7 +1077,7 @@ ComputeParallelWorkers(Relation heap, Relation index)
|
||||
* Build graph
|
||||
*/
|
||||
static void
|
||||
BuildGraph(HnswBuildState * buildstate, ForkNumber forkNum)
|
||||
BuildGraph(HnswBuildState * buildstate)
|
||||
{
|
||||
int parallel_workers = 0;
|
||||
|
||||
@@ -1102,7 +1125,7 @@ BuildIndex(Relation heap, Relation index, IndexInfo *indexInfo,
|
||||
|
||||
InitBuildState(buildstate, heap, index, indexInfo, forkNum);
|
||||
|
||||
BuildGraph(buildstate, forkNum);
|
||||
BuildGraph(buildstate);
|
||||
|
||||
if (RelationNeedsWAL(index) || forkNum == INIT_FORKNUM)
|
||||
log_newpage_range(index, forkNum, 0, RelationGetNumberOfBlocksInFork(index, forkNum), true);
|
||||
|
||||
@@ -1,13 +1,18 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "hnsw.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
#include "utils/datum.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/rel.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Get the insert page
|
||||
@@ -660,7 +665,7 @@ FindDuplicateOnDisk(Relation index, HnswElement element, bool building)
|
||||
* Update graph on disk
|
||||
*/
|
||||
static void
|
||||
UpdateGraphOnDisk(Relation index, HnswSupport * support, HnswElement element, int m, int efConstruction, HnswElement entryPoint, bool building)
|
||||
UpdateGraphOnDisk(Relation index, HnswSupport * support, HnswElement element, int m, HnswElement entryPoint, bool building)
|
||||
{
|
||||
BlockNumber newInsertPage = InvalidBlockNumber;
|
||||
|
||||
@@ -708,7 +713,7 @@ HnswInsertTupleOnDisk(Relation index, HnswSupport * support, Datum value, ItemPo
|
||||
|
||||
/* Create an element */
|
||||
element = HnswInitElement(base, heaptid, m, HnswGetMl(m), HnswGetMaxLevel(m), NULL);
|
||||
HnswPtrStore(base, element->value, DatumGetPointer(value));
|
||||
HnswPtrStore(base, element->value, (char *) DatumGetPointer(value));
|
||||
|
||||
/* Prevent concurrent inserts when likely updating entry point */
|
||||
if (entryPoint == NULL || element->level > entryPoint->level)
|
||||
@@ -728,7 +733,7 @@ HnswInsertTupleOnDisk(Relation index, HnswSupport * support, Datum value, ItemPo
|
||||
HnswFindElementNeighbors(base, element, entryPoint, index, support, m, efConstruction, false);
|
||||
|
||||
/* Update graph on disk */
|
||||
UpdateGraphOnDisk(index, support, element, m, efConstruction, entryPoint, building);
|
||||
UpdateGraphOnDisk(index, support, element, m, entryPoint, building);
|
||||
|
||||
/* Release lock */
|
||||
UnlockPage(index, HNSW_UPDATE_LOCK, lockmode);
|
||||
|
||||
@@ -1,12 +1,21 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/relscan.h"
|
||||
#include "hnsw.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "miscadmin.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "pgstat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/relcache.h"
|
||||
#include "utils/snapmgr.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Algorithm 5 from paper
|
||||
@@ -193,6 +202,10 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
|
||||
/* Count index scan for stats */
|
||||
pgstat_count_index_scan(scan->indexRelation);
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
if (scan->instrument)
|
||||
scan->instrument->nsearches++;
|
||||
#endif
|
||||
|
||||
/* Safety check */
|
||||
if (scan->orderByData == NULL)
|
||||
|
||||
@@ -2,18 +2,24 @@
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "catalog/pg_type.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "common/hashfn.h"
|
||||
#include "fmgr.h"
|
||||
#include "hnsw.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "port/atomics.h"
|
||||
#include "sparsevec.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "utils/datum.h"
|
||||
#include "utils/memdebug.h"
|
||||
#include "utils/rel.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 170000
|
||||
static inline uint64
|
||||
@@ -256,7 +262,7 @@ HnswInitElement(char *base, ItemPointer heaptid, int m, double ml, int maxLevel,
|
||||
|
||||
HnswInitNeighbors(base, element, m, allocator);
|
||||
|
||||
HnswPtrStore(base, element->value, (Pointer) NULL);
|
||||
HnswPtrStore(base, element->value, (char *) NULL);
|
||||
|
||||
return element;
|
||||
}
|
||||
@@ -282,7 +288,7 @@ HnswInitElementFromBlock(BlockNumber blkno, OffsetNumber offno)
|
||||
element->blkno = blkno;
|
||||
element->offno = offno;
|
||||
HnswPtrStore(base, element->neighbors, (HnswNeighborArrayPtr *) NULL);
|
||||
HnswPtrStore(base, element->value, (Pointer) NULL);
|
||||
HnswPtrStore(base, element->value, (char *) NULL);
|
||||
return element;
|
||||
}
|
||||
|
||||
@@ -508,7 +514,7 @@ HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHe
|
||||
char *base = NULL;
|
||||
Datum value = datumCopy(PointerGetDatum(&etup->data), false, -1);
|
||||
|
||||
HnswPtrStore(base, element->value, DatumGetPointer(value));
|
||||
HnswPtrStore(base, element->value, (char *) DatumGetPointer(value));
|
||||
}
|
||||
}
|
||||
|
||||
@@ -922,7 +928,7 @@ HnswSearchLayer(char *base, HnswQuery * q, List *ep, int ef, int lc, Relation in
|
||||
continue;
|
||||
}
|
||||
|
||||
if (eElement == NULL || !(eDistance < f->distance || alwaysAdd))
|
||||
if (!(eDistance < f->distance || alwaysAdd))
|
||||
{
|
||||
if (discarded != NULL)
|
||||
{
|
||||
|
||||
@@ -1,13 +1,18 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include <math.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "hnsw.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/rel.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
#define vacuum_delay_point() vacuum_delay_point(false)
|
||||
@@ -174,7 +179,12 @@ NeedsUpdated(HnswVacuumState * vacuumstate, HnswElement element)
|
||||
/* Also update if layer 0 is not full */
|
||||
/* This could indicate too many candidates being deleted during insert */
|
||||
if (!needsUpdated)
|
||||
{
|
||||
/* Keep clang-tidy happy */
|
||||
Assert(ntup->count > 0);
|
||||
|
||||
needsUpdated = !ItemPointerIsValid(&ntup->indextids[ntup->count - 1]);
|
||||
}
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
|
||||
@@ -524,8 +534,9 @@ MarkDeleted(HnswVacuumState * vacuumstate)
|
||||
ntup = (HnswNeighborTuple) PageGetItem(npage, PageGetItemId(npage, neighborOffno));
|
||||
|
||||
/* Overwrite element */
|
||||
/* Use memset instead of MemSet to keep clang-tidy happy */
|
||||
etup->deleted = 1;
|
||||
MemSet(&etup->data, 0, VARSIZE_ANY(&etup->data));
|
||||
memset(&etup->data, 0, VARSIZE_ANY(&etup->data));
|
||||
|
||||
/* Overwrite neighbors */
|
||||
for (int i = 0; i < ntup->count; i++)
|
||||
|
||||
@@ -2,23 +2,36 @@
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "access/itup.h"
|
||||
#include "access/relscan.h"
|
||||
#include "access/table.h"
|
||||
#include "access/tableam.h"
|
||||
#include "access/tupdesc.h"
|
||||
#include "access/parallel.h"
|
||||
#include "access/xact.h"
|
||||
#include "bitvec.h"
|
||||
#include "access/xloginsert.h"
|
||||
#include "catalog/index.h"
|
||||
#include "catalog/pg_operator_d.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "commands/progress.h"
|
||||
#include "halfvec.h"
|
||||
#include "fmgr.h"
|
||||
#include "ivfflat.h"
|
||||
#include "miscadmin.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "optimizer/optimizer.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "tcop/tcopprot.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "vector.h"
|
||||
#include "utils/rel.h"
|
||||
#include "utils/sampling.h"
|
||||
#include "utils/snapmgr.h"
|
||||
#include "utils/tuplesort.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_progress.h"
|
||||
@@ -138,7 +151,7 @@ SampleRows(IvfflatBuildState * buildstate)
|
||||
* Add tuple to sort
|
||||
*/
|
||||
static void
|
||||
AddTupleToSort(Relation index, ItemPointer tid, Datum *values, IvfflatBuildState * buildstate)
|
||||
AddTupleToSort(ItemPointer tid, Datum *values, IvfflatBuildState * buildstate)
|
||||
{
|
||||
double distance;
|
||||
double minDistance = DBL_MAX;
|
||||
@@ -215,7 +228,7 @@ BuildCallback(Relation index, ItemPointer tid, Datum *values,
|
||||
oldCtx = MemoryContextSwitchTo(buildstate->tmpCtx);
|
||||
|
||||
/* Add tuple to sort */
|
||||
AddTupleToSort(index, tid, values, buildstate);
|
||||
AddTupleToSort(tid, values, buildstate);
|
||||
|
||||
/* Reset memory context */
|
||||
MemoryContextSwitchTo(oldCtx);
|
||||
@@ -470,8 +483,8 @@ CreateMetaPage(Relation index, int dimensions, int lists, ForkNumber forkNum)
|
||||
* Create list pages
|
||||
*/
|
||||
static void
|
||||
CreateListPages(Relation index, VectorArray centers, int dimensions,
|
||||
int lists, ForkNumber forkNum, ListInfo * *listInfo)
|
||||
CreateListPages(Relation index, VectorArray centers, int lists,
|
||||
ForkNumber forkNum, ListInfo * *listInfo)
|
||||
{
|
||||
Buffer buf;
|
||||
Page page;
|
||||
@@ -1004,7 +1017,7 @@ BuildIndex(Relation heap, Relation index, IndexInfo *indexInfo,
|
||||
|
||||
/* Create pages */
|
||||
CreateMetaPage(index, buildstate->dimensions, buildstate->lists, forkNum);
|
||||
CreateListPages(index, buildstate->centers, buildstate->dimensions, buildstate->lists, forkNum, &buildstate->listInfo);
|
||||
CreateListPages(index, buildstate->centers, buildstate->lists, forkNum, &buildstate->listInfo);
|
||||
CreateEntryPages(buildstate, forkNum);
|
||||
|
||||
/* Write WAL for initialization fork since GenericXLog functions do not */
|
||||
|
||||
@@ -3,14 +3,19 @@
|
||||
#include <float.h>
|
||||
|
||||
#include "access/amapi.h"
|
||||
#include "access/genam.h"
|
||||
#include "access/reloptions.h"
|
||||
#include "commands/progress.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "fmgr.h"
|
||||
#include "ivfflat.h"
|
||||
#include "nodes/pg_list.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/relcache.h"
|
||||
#include "utils/selfuncs.h"
|
||||
#include "utils/spccache.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM < 150000
|
||||
#define MarkGUCPrefixReserved(x) EmitWarningsOnPlaceholders(x)
|
||||
@@ -179,6 +184,64 @@ FUNCTION_PREFIX PG_FUNCTION_INFO_V1(ivfflathandler);
|
||||
Datum
|
||||
ivfflathandler(PG_FUNCTION_ARGS)
|
||||
{
|
||||
#if PG_VERSION_NUM >= 190000
|
||||
static const IndexAmRoutine amroutine = {
|
||||
.type = T_IndexAmRoutine,
|
||||
.amstrategies = 0,
|
||||
.amsupport = 5,
|
||||
.amoptsprocnum = 0,
|
||||
.amcanorder = false,
|
||||
.amcanorderbyop = true,
|
||||
.amcanhash = false,
|
||||
.amconsistentequality = false,
|
||||
.amconsistentordering = false,
|
||||
.amcanbackward = false,
|
||||
.amcanunique = false,
|
||||
.amcanmulticol = false,
|
||||
.amoptionalkey = true,
|
||||
.amsearcharray = false,
|
||||
.amsearchnulls = false,
|
||||
.amstorage = false,
|
||||
.amclusterable = false,
|
||||
.ampredlocks = false,
|
||||
.amcanparallel = false,
|
||||
.amcanbuildparallel = true,
|
||||
.amcaninclude = false,
|
||||
.amusemaintenanceworkmem = false,
|
||||
.amsummarizing = false,
|
||||
.amparallelvacuumoptions = VACUUM_OPTION_PARALLEL_BULKDEL,
|
||||
.amkeytype = InvalidOid,
|
||||
|
||||
.ambuild = ivfflatbuild,
|
||||
.ambuildempty = ivfflatbuildempty,
|
||||
.aminsert = ivfflatinsert,
|
||||
.aminsertcleanup = NULL,
|
||||
.ambulkdelete = ivfflatbulkdelete,
|
||||
.amvacuumcleanup = ivfflatvacuumcleanup,
|
||||
.amcanreturn = NULL,
|
||||
.amcostestimate = ivfflatcostestimate,
|
||||
.amgettreeheight = NULL,
|
||||
.amoptions = ivfflatoptions,
|
||||
.amproperty = NULL,
|
||||
.ambuildphasename = ivfflatbuildphasename,
|
||||
.amvalidate = ivfflatvalidate,
|
||||
.amadjustmembers = NULL,
|
||||
.ambeginscan = ivfflatbeginscan,
|
||||
.amrescan = ivfflatrescan,
|
||||
.amgettuple = ivfflatgettuple,
|
||||
.amgetbitmap = NULL,
|
||||
.amendscan = ivfflatendscan,
|
||||
.ammarkpos = NULL,
|
||||
.amrestrpos = NULL,
|
||||
.amestimateparallelscan = NULL,
|
||||
.aminitparallelscan = NULL,
|
||||
.amparallelrescan = NULL,
|
||||
.amtranslatestrategy = NULL,
|
||||
.amtranslatecmptype = NULL,
|
||||
};
|
||||
|
||||
PG_RETURN_POINTER(&amroutine);
|
||||
#else
|
||||
IndexAmRoutine *amroutine = makeNode(IndexAmRoutine);
|
||||
|
||||
amroutine->amstrategies = 0;
|
||||
@@ -252,4 +315,5 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
#endif
|
||||
|
||||
PG_RETURN_POINTER(amroutine);
|
||||
#endif
|
||||
}
|
||||
|
||||
@@ -13,6 +13,10 @@
|
||||
#include "utils/tuplesort.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 150000
|
||||
#include "common/pg_prng.h"
|
||||
#endif
|
||||
@@ -21,6 +25,10 @@
|
||||
#include "portability/instr_time.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 190000
|
||||
typedef Pointer Item;
|
||||
#endif
|
||||
|
||||
#define IVFFLAT_MAX_DIM 2000
|
||||
|
||||
/* Support functions */
|
||||
|
||||
@@ -2,11 +2,16 @@
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "access/itup.h"
|
||||
#include "fmgr.h"
|
||||
#include "ivfflat.h"
|
||||
#include "nodes/execnodes.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "storage/lmgr.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/rel.h"
|
||||
|
||||
/*
|
||||
* Find the list that minimizes the distance function
|
||||
@@ -65,7 +70,7 @@ FindInsertPage(Relation index, Datum *values, BlockNumber *insertPage, ListInfo
|
||||
* Insert a tuple into the index
|
||||
*/
|
||||
static void
|
||||
InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid, Relation heapRel)
|
||||
InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid)
|
||||
{
|
||||
const IvfflatTypeInfo *typeInfo = IvfflatGetTypeInfo(index);
|
||||
IndexTuple itup;
|
||||
@@ -204,7 +209,7 @@ ivfflatinsert(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid,
|
||||
oldCtx = MemoryContextSwitchTo(insertCtx);
|
||||
|
||||
/* Insert tuple */
|
||||
InsertTuple(index, values, isnull, heap_tid, heap);
|
||||
InsertTuple(index, values, isnull, heap_tid);
|
||||
|
||||
/* Delete memory context */
|
||||
MemoryContextSwitchTo(oldCtx);
|
||||
|
||||
@@ -1,17 +1,19 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include <float.h>
|
||||
#include <limits.h>
|
||||
#include <math.h>
|
||||
|
||||
#include "bitvec.h"
|
||||
#include "halfutils.h"
|
||||
#include "halfvec.h"
|
||||
#include "access/genam.h"
|
||||
#include "fmgr.h"
|
||||
#include "ivfflat.h"
|
||||
#include "miscadmin.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/datum.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "vector.h"
|
||||
#include "utils/relcache.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Initialize with kmeans++
|
||||
|
||||
@@ -2,15 +2,26 @@
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/itup.h"
|
||||
#include "access/relscan.h"
|
||||
#include "access/tupdesc.h"
|
||||
#include "catalog/pg_operator_d.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "fmgr.h"
|
||||
#include "lib/pairingheap.h"
|
||||
#include "ivfflat.h"
|
||||
#include "miscadmin.h"
|
||||
#include "pgstat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "utils/memutils.h"
|
||||
#include "utils/rel.h"
|
||||
#include "utils/snapmgr.h"
|
||||
#include "utils/tuplesort.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#define GetScanList(ptr) pairingheap_container(IvfflatScanList, ph_node, ptr)
|
||||
#define GetScanListConst(ptr) pairingheap_const_container(IvfflatScanList, ph_node, ptr)
|
||||
@@ -355,6 +366,10 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
|
||||
/* Count index scan for stats */
|
||||
pgstat_count_index_scan(scan->indexRelation);
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
if (scan->instrument)
|
||||
scan->instrument->nsearches++;
|
||||
#endif
|
||||
|
||||
/* Safety check */
|
||||
if (scan->orderByData == NULL)
|
||||
|
||||
@@ -1,13 +1,19 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "bitvec.h"
|
||||
#include "catalog/pg_type.h"
|
||||
#include "fmgr.h"
|
||||
#include "halfutils.h"
|
||||
#include "halfvec.h"
|
||||
#include "ivfflat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "utils/relcache.h"
|
||||
#include "utils/varbit.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Allocate a vector array
|
||||
|
||||
@@ -1,9 +1,12 @@
|
||||
#include "postgres.h"
|
||||
|
||||
#include "access/genam.h"
|
||||
#include "access/generic_xlog.h"
|
||||
#include "access/itup.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "ivfflat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
#include "utils/relcache.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
#define vacuum_delay_point() vacuum_delay_point(false)
|
||||
|
||||
@@ -5,18 +5,27 @@
|
||||
|
||||
#include "catalog/pg_type.h"
|
||||
#include "common/shortest_dec.h"
|
||||
#include "common/string.h"
|
||||
#include "fmgr.h"
|
||||
#include "halfutils.h"
|
||||
#include "halfvec.h"
|
||||
#include "lib/stringinfo.h"
|
||||
#include "libpq/pqformat.h"
|
||||
#include "sparsevec.h"
|
||||
#include "utils/array.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/fmgrprotos.h"
|
||||
#include "utils/lsyscache.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#include "parser/scansup.h"
|
||||
#endif
|
||||
|
||||
typedef struct SparseInputElement
|
||||
{
|
||||
int32 index;
|
||||
@@ -150,9 +159,9 @@ InitSparseVector(int dim, int nnz)
|
||||
return result;
|
||||
}
|
||||
|
||||
/*
|
||||
* Check for whitespace, since array_isspace() is static
|
||||
*/
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#define sparsevec_isspace(ch) scanner_isspace(ch)
|
||||
#else
|
||||
static inline bool
|
||||
sparsevec_isspace(char ch)
|
||||
{
|
||||
@@ -165,6 +174,7 @@ sparsevec_isspace(char ch)
|
||||
return true;
|
||||
return false;
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Compare indices
|
||||
|
||||
17
src/vector.c
17
src/vector.c
@@ -16,16 +16,20 @@
|
||||
#include "port.h" /* for strtof() */
|
||||
#include "sparsevec.h"
|
||||
#include "utils/array.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/fmgrprotos.h"
|
||||
#include "utils/lsyscache.h"
|
||||
#include "utils/numeric.h"
|
||||
#include "utils/varbit.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#include "parser/scansup.h"
|
||||
#endif
|
||||
|
||||
#define STATE_DIMS(x) (ARR_DIMS(x)[0] - 1)
|
||||
#define CreateStateDatums(dim) palloc(sizeof(Datum) * (dim + 1))
|
||||
|
||||
@@ -36,7 +40,7 @@
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 180000
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector",.version = "0.8.1");
|
||||
PG_MODULE_MAGIC_EXT(.name = "vector",.version = "0.8.2");
|
||||
#else
|
||||
PG_MODULE_MAGIC;
|
||||
#endif
|
||||
@@ -129,9 +133,9 @@ InitVector(int dim)
|
||||
return result;
|
||||
}
|
||||
|
||||
/*
|
||||
* Check for whitespace, since array_isspace() is static
|
||||
*/
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
#define vector_isspace(ch) scanner_isspace(ch)
|
||||
#else
|
||||
static inline bool
|
||||
vector_isspace(char ch)
|
||||
{
|
||||
@@ -144,6 +148,7 @@ vector_isspace(char ch)
|
||||
return true;
|
||||
return false;
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Check state array
|
||||
|
||||
@@ -16,29 +16,19 @@ $node->safe_psql("postgres",
|
||||
"INSERT INTO tst SELECT i, ARRAY[random(), random(), random()] FROM generate_series(1, 100000) i;"
|
||||
);
|
||||
|
||||
# Check each index type
|
||||
my @operators = ("<->", "<#>", "<=>");
|
||||
my @opclasses = ("vector_l2_ops", "vector_ip_ops", "vector_cosine_ops");
|
||||
# Add index
|
||||
$node->safe_psql("postgres", "CREATE INDEX ON tst USING ivfflat (v vector_l2_ops);");
|
||||
|
||||
for my $i (0 .. $#operators)
|
||||
# Test 100% recall
|
||||
for (1 .. 20)
|
||||
{
|
||||
my $operator = $operators[$i];
|
||||
my $opclass = $opclasses[$i];
|
||||
|
||||
# Add index
|
||||
$node->safe_psql("postgres", "CREATE INDEX ON tst USING ivfflat (v $opclass);");
|
||||
|
||||
# Test 100% recall
|
||||
for (1 .. 20)
|
||||
{
|
||||
my $id = int(rand() * 100000);
|
||||
my $query = $node->safe_psql("postgres", "SELECT v FROM tst WHERE i = $id;");
|
||||
my $res = $node->safe_psql("postgres", qq(
|
||||
SET enable_seqscan = off;
|
||||
SELECT v FROM tst ORDER BY v <-> '$query' LIMIT 1;
|
||||
));
|
||||
is($res, $query);
|
||||
}
|
||||
my $id = int(rand() * 100000);
|
||||
my $query = $node->safe_psql("postgres", "SELECT v FROM tst WHERE i = $id;");
|
||||
my $res = $node->safe_psql("postgres", qq(
|
||||
SET enable_seqscan = off;
|
||||
SELECT v FROM tst ORDER BY v <-> '$query' LIMIT 1;
|
||||
));
|
||||
is($res, $query);
|
||||
}
|
||||
|
||||
done_testing();
|
||||
|
||||
29
test/t/045_hnsw_low_memory_build.pl
Normal file
29
test/t/045_hnsw_low_memory_build.pl
Normal file
@@ -0,0 +1,29 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (v vector(3));");
|
||||
$node->safe_psql("postgres",
|
||||
"INSERT INTO tst SELECT ARRAY[random(), random(), random()] FROM generate_series(1, 1000) i;"
|
||||
);
|
||||
|
||||
my ($ret, $stdout, $stderr) = $node->psql("postgres", qq(
|
||||
SET client_min_messages = DEBUG;
|
||||
SET maintenance_work_mem = '3073kB';
|
||||
ALTER TABLE tst SET (parallel_workers = 1);
|
||||
CREATE INDEX ON tst USING hnsw (v vector_l2_ops);
|
||||
));
|
||||
is($ret, 0, $stderr);
|
||||
like($stderr, qr/using \d+ parallel workers/);
|
||||
like($stderr, qr/hnsw graph no longer fits into maintenance_work_mem after 0 tuples/);
|
||||
|
||||
done_testing();
|
||||
@@ -1,4 +1,4 @@
|
||||
comment = 'vector data type and ivfflat and hnsw access methods'
|
||||
default_version = '0.8.1'
|
||||
default_version = '0.8.2'
|
||||
module_pathname = '$libdir/vector'
|
||||
relocatable = true
|
||||
|
||||
Reference in New Issue
Block a user