PostgreSQL 向量扩展插件pgvector安装和使用
更新时间：2026年05月06日 09:38:20 作者：hsjcjh
本文主要介绍了PostgreSQL 向量扩展插件pgvector安装和使用,文中通过示例代码介绍的非常详细,对大家的学习或者工作具有一定的参考学习价值,需要的朋友们下面随着小编来一起学习学习吧
pgvector 是一个 PostgreSQL 扩展，能够让PostgreSQL 提供向量（vector）数据类型和相关操作功能。
参考：
https://github.com/pgvector/pgvector
安装postgresql
利用pgvector 前提是事先安装好postgresql，安装教程https://www.jb51.net/database/3403160iv.htm
pgvector下载和安装
安装命令如下：
cd git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git cd pgvector make make install # may need sudo
参考：
https://github.com/pgvector/pgvector
例：下载
root@autodl-container-616f40a3b3-41cb82d9:~# su - postgres postgres@autodl-container-616f40a3b3-41cb82d9:~$ pwd /var/lib/postgresql postgres@autodl-container-616f40a3b3-41cb82d9:~$ ls 10 pgsql16 postgresql-16.3 postgresql-16.3.tar.gz postgres@autodl-container-616f40a3b3-41cb82d9:~$ git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git Cloning into 'pgvector'... remote: Enumerating objects: 10650, done. remote: Counting objects: 100% (4165/4165), done. remote: Compressing objects: 100% (954/954), done. remote: Total 10650 (delta 3388), reused 3493 (delta 3193), pack-reused 6485 (from 1) Receiving objects: 100% (10650/10650), 1.60 MiB | 544.00 KiB/s, done. Resolving deltas: 100% (7952/7952), done. Note: checking out '103ac50f1a90b47a72003e8e8628a55ec372f202'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by performing another checkout. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -b with the checkout command again. Example: git checkout -b <new-branch-name> postgres@autodl-container-616f40a3b3-41cb82d9:~$
安装错误调试
错误调试1
尝试编译和安装
例：
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make You need to install postgresql-server-dev-X.Y for building a server-side extension or libpq-dev for building a client-side application. cp sql/vector.sql sql/vector--0.7.4.sql
编译时候汇报如上错误可能是由于postgresql没有启动。
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ psql
psql: error: connection to server on socket "/tmp/.s.PGSQL.5432" failed: Connection refused
Is the server running locally and accepting connections on that socket?
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$
postgres@autodl-container-616f40a3b3-41cb82d9:~$ ps -xf|grep postgres
1504 pts/3 S+ 0:00 _ grep postgres
postgres@autodl-container-616f40a3b3-41cb82d9:~$ pg_ctl -D /var/lib/postgresql/pgsql16/data status
pg_ctl: no server running
尝试解决 AP1 ：启动postgresql
postgres@autodl-container-616f40a3b3-41cb82d9:~$ pg_ctl -D /var/lib/postgresql/pgsql16/data -l logfile start
pg_ctl: another server might be running; trying to start server anyway
waiting for server to start.... done
server started
postgres@autodl-container-616f40a3b3-41cb82d9:~$ ps -xf|grep postgres
1197 pts/0 S+ 0:00 _ grep postgres
1188 ? Ss 0:00 /var/lib/postgresql/pgsql16/bin/postgres -D /var/lib/postgresql/pgsql16/data
1189 ? Ss 0:00 _ postgres: checkpointer
1190 ? Ss 0:00 _ postgres: background writer
1192 ? Ss 0:00 _ postgres: walwriter
1193 ? Ss 0:00 _ postgres: autovacuum launcher
1194 ? Ss 0:00 _ postgres: logical replication launcher
postgres@autodl-container-616f40a3b3-41cb82d9:~$ psql
psql (16.3)
Type "help" for help.
postgres=# help
You are using psql, the command-line interface to PostgreSQL.
Type: copyright for distribution terms
h for help with SQL commands
? for help with psql commands
g or terminate with semicolon to execute query
q to quit
postgres=#
错误调试2
再次编译，出错。
postgres@autodl-container-616f40a3b3-41cb82d9:~$ pwd /var/lib/postgresql postgres@autodl-container-616f40a3b3-41cb82d9:~$ cd pgvector postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make You need to install postgresql-server-dev-X.Y for building a server-side extension or libpq-dev for building a client-side application. make: Nothing to be done for 'all'. postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ postgres --version postgres (PostgreSQL) 16.3 postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ psql --version psql (PostgreSQL) 16.3
无法识别postgresql-server-dev-X.Y 。
尝试解决 AP2 : 使用apt-get install postgresql-server
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ apt-get install postgresql-server* E: Could not open lock file /var/lib/dpkg/lock-frontend - open (13: Permission denied) E: Unable to acquire the dpkg frontend lock (/var/lib/dpkg/lock-frontend), are you root? postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ exit logout root@autodl-container-616f40a3b3-41cb82d9:~# apt-get install postgresql-server* Reading package lists... Done Building dependency tree Reading state information... Done Note, selecting 'postgresql-server-dev-all' for glob 'postgresql-server*' Note, selecting 'postgresql-server' for glob 'postgresql-server*' Note, selecting 'postgresql-server-dev-10' for glob 'postgresql-server*' The following additional packages will be installed: dctrl-tools iproute2 libatm1 libmnl0 libpq-dev libxtables12 Suggested packages: debtags iproute2-doc postgresql-doc-10 The following NEW packages will be installed: dctrl-tools iproute2 libatm1 libmnl0 libpq-dev libxtables12 postgresql-server-dev-10 postgresql-server-dev-all 0 upgraded, 8 newly installed, 0 to remove and 169 not upgraded. Need to get 1983 kB of archives. After this operation, 10.9 MB of additional disk space will be used. Do you want to continue? [Y/n] Y Get:1 https://repo.huaweicloud.com/ubuntu bionic/main amd64 libmnl0 amd64 1.0.4-2 [12.3 kB] Get:2 https://repo.huaweicloud.com/ubuntu bionic-updates/main amd64 iproute2 amd64 4.15.0-2ubuntu1.3 [721 kB] Get:3 https://repo.huaweicloud.com/ubuntu bionic/main amd64 libatm1 amd64 1:2.5.1-2build1 [21.9 kB] Get:4 https://repo.huaweicloud.com/ubuntu bionic-updates/main amd64 libxtables12 amd64 1.6.1-2ubuntu2.1 [28.1 kB] Get:5 https://repo.huaweicloud.com/ubuntu bionic/main amd64 dctrl-tools amd64 2.24-2build1 [60.9 kB] Get:6 https://repo.huaweicloud.com/ubuntu bionic-security/main amd64 libpq-dev amd64 10.23-0ubuntu0.18.04.2 [219 kB] Get:7 https://repo.huaweicloud.com/ubuntu bionic-security/universe amd64 postgresql-server-dev-10 amd64 10.23-0ubuntu0.18.04.2 [905 kB] Get:8 https://repo.huaweicloud.com/ubuntu bionic-security/universe amd64 postgresql-server-dev-all all 190ubuntu0.1 [14.1 kB] Fetched 1983 kB in 1s (3436 kB/s) debconf: delaying package configuration, since apt-utils is not installed Selecting previously unselected package libmnl0:amd64. (Reading database ... 44409 files and directories currently installed.) Preparing to unpack .../0-libmnl0_1.0.4-2_amd64.deb ... Unpacking libmnl0:amd64 (1.0.4-2) ... Selecting previously unselected package iproute2. Preparing to unpack .../1-iproute2_4.15.0-2ubuntu1.3_amd64.deb ... Unpacking iproute2 (4.15.0-2ubuntu1.3) ... Selecting previously unselected package libatm1:amd64. Preparing to unpack .../2-libatm1_1%3a2.5.1-2build1_amd64.deb ... Unpacking libatm1:amd64 (1:2.5.1-2build1) ... Selecting previously unselected package libxtables12:amd64. Preparing to unpack .../3-libxtables12_1.6.1-2ubuntu2.1_amd64.deb ... Unpacking libxtables12:amd64 (1.6.1-2ubuntu2.1) ... Selecting previously unselected package dctrl-tools. Preparing to unpack .../4-dctrl-tools_2.24-2build1_amd64.deb ... Unpacking dctrl-tools (2.24-2build1) ... Selecting previously unselected package libpq-dev. Preparing to unpack .../5-libpq-dev_10.23-0ubuntu0.18.04.2_amd64.deb ... Unpacking libpq-dev (10.23-0ubuntu0.18.04.2) ... Selecting previously unselected package postgresql-server-dev-10. Preparing to unpack .../6-postgresql-server-dev-10_10.23-0ubuntu0.18.04.2_amd64.deb ... Unpacking postgresql-server-dev-10 (10.23-0ubuntu0.18.04.2) ... Selecting previously unselected package postgresql-server-dev-all. Preparing to unpack .../7-postgresql-server-dev-all_190ubuntu0.1_all.deb ... Unpacking postgresql-server-dev-all (190ubuntu0.1) ... Setting up libpq-dev (10.23-0ubuntu0.18.04.2) ... Setting up dctrl-tools (2.24-2build1) ... Setting up postgresql-server-dev-10 (10.23-0ubuntu0.18.04.2) ... Setting up libatm1:amd64 (1:2.5.1-2build1) ... Setting up libxtables12:amd64 (1.6.1-2ubuntu2.1) ... Setting up libmnl0:amd64 (1.0.4-2) ... Setting up iproute2 (4.15.0-2ubuntu1.3) ... Setting up postgresql-server-dev-all (190ubuntu0.1) ... Processing triggers for libc-bin (2.27-3ubuntu1.2) ... root@autodl-container-616f40a3b3-41cb82d9:~#
安装的版本不是最新的版本而是10.23。
错误调试3
再次编译。
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make
gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Wendif-labels -Wmissing-format-attribute -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -g -g -O2 -fdebug-prefix-map=/build/postgresql-10-XHR5kl/postgresql-10-10.23=. -fstack-protector-strong -Wformat -Werror=format-security -fno-omit-frame-pointer -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -I. -I./ -I/usr/include/postgresql/10/server -I/usr/include/postgresql/internal -Wdate-time -D_FORTIFY_SOURCE=2 -D_GNU_SOURCE -I/usr/include/libxml2 -I/usr/include/mit-krb5 -c -o src/bitutils.o src/bitutils.c
In file included from src/bitutils.c:3:0:
src/bitutils.h:8:2: error: #error "Requires PostgreSQL 12+"
#error "Requires PostgreSQL 12+"
^~~~~
src/bitutils.c:5:10: fatal error: port/pg_bitutils.h: No such file or directory
#include "port/pg_bitutils.h"
^~~~~~~~~~~~~~~~~~~~
compilation terminated.
<builtin>: recipe for target 'src/bitutils.o' failed
make: *** [src/bitutils.o] Error 1
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$
make编译调用的postgresql不是之前安装的 16.3，而是apt-get 安装的10.23版本。
尝试解决 AP3 ：卸载apt-get 安装
卸载apt-get 安装的10.23版本
错误调试4
再次编译。
root@autodl-container-616f40a3b3-41cb82d9:~# su - postgres postgres@autodl-container-616f40a3b3-41cb82d9:~$ cd /var/lib/postgresql/pgvector postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ ls CHANGELOG.md Dockerfile LICENSE META.json Makefile Makefile.win README.md logfile sql src test vector.control postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make Makefile:48: /usr/lib/postgresql/10/lib/pgxs/src/makefiles/pgxs.mk: No such file or directory make: *** No rule to make target '/usr/lib/postgresql/10/lib/pgxs/src/makefiles/pgxs.mk'. Stop. postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$
make编译pgvector时无法识别安装的postgresql。
设置环境变量PG_CONFIG
为了让make命令找到安装的postgresql 16.3版本。
重新修改.bash_profile，配置PG_CONFIG和LD_LIBRARY_PATH，指定安装的postgresql 16.3版本。
例：
$ vi .bash_profile
修改成如下内容。
# .bash_profile
# Get the aliases and functions
if [ -f ~/.bashrc ]; then
. ~/.bashrc
fi
# User specific environment and startup programs
export PG_HOME=/var/lib/postgresql/pgsql16
export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/var/lib/postgresql/pgsql16/lib
export PG_CONFIG=/var/lib/postgresql/pgsql16/bin/pg_config
export PGDATA=/var/lib/postgresql/pgsql16/data
PATH=$PATH:$HOME/.local/bin:$HOME/bin:$PG_HOME/bin
alias psql='/var/lib/postgresql/pgsql16/bin/psql'
export PATH编译成功
根据上面的错误调试过程，我们可以看到在编译时候需要配置PG_CONFIG。
root@autodl-container-616f40a3b3-41cb82d9:~# su - postgres postgres@autodl-container-616f40a3b3-41cb82d9:~$ ls logfile pgsql16 pgvector postgresql-16.3 postgresql-16.3.tar.gz postgres@autodl-container-616f40a3b3-41cb82d9:~$ cd pgvector postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ ls CHANGELOG.md Dockerfile LICENSE META.json Makefile Makefile.win README.md logfile sql src test vector.control postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/bitutils.o src/bitutils.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/bitvec.o src/bitvec.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/halfutils.o src/halfutils.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/halfvec.o src/halfvec.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnsw.o src/hnsw.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnswbuild.o src/hnswbuild.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnswinsert.o src/hnswinsert.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnswscan.o src/hnswscan.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnswutils.o src/hnswutils.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/hnswvacuum.o src/hnswvacuum.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfbuild.o src/ivfbuild.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfflat.o src/ivfflat.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfinsert.o src/ivfinsert.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfkmeans.o src/ivfkmeans.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfscan.o src/ivfscan.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfutils.o src/ivfutils.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/ivfvacuum.o src/ivfvacuum.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/sparsevec.o src/sparsevec.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -I. -I./ -I/var/lib/postgresql/pgsql16/include/server -I/var/lib/postgresql/pgsql16/include/internal -D_GNU_SOURCE -c -o src/vector.o src/vector.c gcc -Wall -Wmissing-prototypes -Wpointer-arith -Wdeclaration-after-statement -Werror=vla -Wendif-labels -Wmissing-format-attribute -Wimplicit-fallthrough=3 -Wshadow=compatible-local -Wformat-security -fno-strict-aliasing -fwrapv -fexcess-precision=standard -Wno-format-truncation -O2 -march=native -ftree-vectorize -fassociative-math -fno-signed-zeros -fno-trapping-math -fPIC -fvisibility=hidden -shared -o vector.so src/bitutils.o src/bitvec.o src/halfutils.o src/halfvec.o src/hnsw.o src/hnswbuild.o src/hnswinsert.o src/hnswscan.o src/hnswutils.o src/hnswvacuum.o src/ivfbuild.o src/ivfflat.o src/ivfinsert.o src/ivfkmeans.o src/ivfscan.o src/ivfutils.o src/ivfvacuum.o src/sparsevec.o src/vector.o -L/var/lib/postgresql/pgsql16/lib -Wl,--as-needed -Wl,-rpath,'/var/lib/postgresql/pgsql16/lib',--enable-new-dtags -fvisibility=hidden postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$
make install
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ make install /bin/mkdir -p '/var/lib/postgresql/pgsql16/lib' /bin/mkdir -p '/var/lib/postgresql/pgsql16/share/extension' /bin/mkdir -p '/var/lib/postgresql/pgsql16/share/extension' /usr/bin/install -c -m 755 vector.so '/var/lib/postgresql/pgsql16/lib/vector.so' /usr/bin/install -c -m 644 .//vector.control '/var/lib/postgresql/pgsql16/share/extension/' /usr/bin/install -c -m 644 .//sql/vector--0.5.0--0.5.1.sql .//sql/vector--0.1.3--0.1.4.sql .//sql/vector--0.1.1--0.1.3.sql .//sql/vector--0.4.3--0.4.4.sql .//sql/vector--0.1.7--0.1.8.sql .//sql/vector--0.2.0--0.2.1.sql .//sql/vector--0.1.5--0.1.6.sql .//sql/vector--0.5.1--0.6.0.sql .//sql/vector--0.3.1--0.3.2.sql .//sql/vector--0.1.8--0.2.0.sql .//sql/vector--0.2.6--0.2.7.sql .//sql/vector--0.3.0--0.3.1.sql .//sql/vector--0.4.2--0.4.3.sql .//sql/vector--0.6.2--0.7.0.sql .//sql/vector--0.1.4--0.1.5.sql .//sql/vector--0.2.7--0.3.0.sql .//sql/vector--0.6.0--0.6.1.sql .//sql/vector--0.4.1--0.4.2.sql .//sql/vector--0.7.3--0.7.4.sql .//sql/vector--0.4.0--0.4.1.sql .//sql/vector--0.7.1--0.7.2.sql .//sql/vector--0.1.0--0.1.1.sql .//sql/vector--0.2.3--0.2.4.sql .//sql/vector--0.1.6--0.1.7.sql .//sql/vector--0.3.2--0.4.0.sql .//sql/vector--0.2.5--0.2.6.sql .//sql/vector--0.4.4--0.5.0.sql .//sql/vector--0.2.1--0.2.2.sql .//sql/vector--0.7.2--0.7.3.sql .//sql/vector--0.7.0--0.7.1.sql .//sql/vector--0.2.2--0.2.3.sql .//sql/vector--0.6.1--0.6.2.sql .//sql/vector--0.2.4--0.2.5.sql sql/vector--0.7.4.sql '/var/lib/postgresql/pgsql16/share/extension/' /bin/mkdir -p '/var/lib/postgresql/pgsql16/include/server/extension/vector/' /usr/bin/install -c -m 644 .//src/halfvec.h .//src/sparsevec.h .//src/vector.h '/var/lib/postgresql/pgsql16/include/server/extension/vector/' postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$
pgvector的安装成功。
使用pgvector
使用参考https://github.com/pgvector/pgvector
Getting Started
Enable the extension (do this once in each database where you want to use it)
CREATE EXTENSION vector;
Create a vector column with 3 dimensions
CREATE TABLE items (id bigserial PRIMARY KEY, embedding vector(3));
Insert vectors
INSERT INTO items (embedding) VALUES ('[1,2,3]'), ('[4,5,6]');
Get the nearest neighbors by L2 distance
SELECT * FROM items ORDER BY embedding <-> '[3,1,2]' LIMIT 5;
Also supports inner product (<#>), cosine distance (<=>), and L1 distance (<+>, added in 0.7.0)
Note: <#> returns the negative inner product since Postgres only supports ASC order index scans on operators测试例
postgres@autodl-container-616f40a3b3-41cb82d9:~/pgvector$ psql
psql (16.3)
Type "help" for help.
postgres=# CREATE EXTENSION vector;
CREATE EXTENSION
postgres=# CREATE TABLE items (id bigserial PRIMARY KEY, embedding vector(3));
CREATE TABLE
postgres=# INSERT INTO items (embedding) VALUES ('[1,2,3]'), ('[4,5,6]');
INSERT 0 2
postgres=# SELECT * FROM items ORDER BY embedding <-> '[3,1,2]' LIMIT 5;
id | embedding
----+-----------
1 | [1,2,3]
2 | [4,5,6]
(2 rows)
列出当前数据库中已安装的扩展（extensions）
postgres=# dx
List of installed extensions
Name | Version | Schema | Description
---------+---------+------------+------------------------------------------------------
plpgsql | 1.0 | pg_catalog | PL/pgSQL procedural language
vector | 0.7.4 | public | vector data type and ivfflat and hnsw access methods
(2 rows)
postgres=#
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