pgserver: pip-installable, embedded postgres server + pgvector extension for your python app
pgserver lets you build Postgres-backed python apps with the same convenience afforded by an embedded database (ie, alternatives such as sqlite).
If you build your app with pgserver, your app remains wholly pip-installable, saving your users from needing to understand how to setup a postgres server (they simply pip install your app, and postgres is brought in through dependencies), and letting you get started developing quickly: just pip install pgserver and pgserver.get_server(...), as shown in this notebook:
To achieve this, you need two things which pgserver provides
- python binary wheels for multiple-plaforms with postgres binaries
- convenience python methods that handle db initialization and server process management, that deals with things that would normally prevent you from running your python app seamlessly on environments like docker containers, a machine you have no root access in, machines with other running postgres servers, google colab, etc. One main goal of the project is robustness around this.
Additionally, this package includes the pgvector postgres extension, useful for storing associated vector data and for vector similarity queries.
Supported platforms, Python versions and Postgres extensions
Wheels bundle PostgreSQL 18.6. Data below comes from the CI workflow (.github/workflows/build-and-test.yml), which builds each wheel and runs the pytest suite against it.
| Platform | Minimum OS (wheel tag) | Python versions | pgvector | Apache AGE | pgsql-http | pgvectorscale | pg_textsearch |
|---|---|---|---|---|---|---|---|
| Linux x86_64 | glibc ≥ 2.28 (manylinux_2_28_x86_64) |
3.9 – 3.15 | ✅ | ✅ | ✅ | ✅ | ✅ |
| macOS Apple Silicon | macOS ≥ 11.0 (macosx_11_0_arm64) |
3.9 – 3.15 | ✅ | ✅ | ✅ | ✅ | ✅ |
| macOS Intel | macOS ≥ 14.0 (macosx_14_0_x86_64) |
3.9 – 3.15 | ✅ | ✅ | ✅ | ✅ | ✅ |
| Windows x86_64 | win_amd64 |
3.9 – 3.15 | ✅ | ❌ | ❌ | ❌ | ❌ |
Notes: ❌ means the extension is not built for that platform. Python 3.15 is a release candidate in CI. Not built: Python 3.8, PyPy, free-threaded builds, musllinux, 32-bit and Windows ARM. CI runs on the newest runner images only (ubuntu-latest, macos-26, macos-26-intel, windows-2022).
Basic summary:
- Pip installable binaries: built and tested on Manylinux, MacOS and Windows.
- No sudo or admin rights needed: Does not require
rootprivileges orsudo. - but... can handle root: in some environments your python app runs as root, eg docker, google colab,
pgserverhandles this case. - Simpler initialization:
pgserver.get_server(MY_DATA_DIR)method to initialize data and server if needed, so you don't need to understandinitdb,pg_ctl, port conflicts. - Convenient cleanup: server process cleanup is done for you: when the process using pgserver ends, the server is shutdown, including when multiple independent processes call
pgserver.get_server(MY_DATA_DIR)on the same dir (wait for last one). You can blow away your PGDATA dir and start again. - For lower-level control, wrappers to all binaries, such as
initdb,pg_ctl,psql,pg_config. Includes header files in case you wish to build some other extension and use it against these binaries.
# Example 1: postgres backed application
import pgserver
db = pgserver.get_server(MYPGDATA)
# server ready for connection.
print(db.psql('create extension vector'))
db_uri = db.get_uri()
# use uri with sqlalchemy / psycopg, etc, see colab.
# if no other process is using this server, it will be shutdown at exit,
# if other process use same pgadata, server process will be shutdown when all stop.
# Example 2: Testing
import tempfile
import pytest
@pytest.fixture
def tmp_postgres():
tmp_pg_data = tempfile.mkdtemp()
pg = pgserver.get_server(tmp_pg_data, cleanup_mode='stop')
yield pg
pg.cleanup()
Postgres binaries in the package can be found in the directory pointed
to by the pgserver.POSTGRES_BIN_PATH to be used directly.
This project was originally based on , which provides a linux wheel. But adds the following differences:
- binary wheels for multiple platforms (ubuntu x86, MacOS apple silicon, MacOS x86, Windows)
- postgres python management: cross-platfurm startup and cleanup including many edge cases, runs on colab etc.
- includes
pgvectorextension but currently excludespostGIS
Metadata
Release files for pgserver-extend 0.0.2
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Built distributions (wheels)
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