onion_config
is a Python package designed for easy configuration management. It supports loading and validating configuration data from environment variables and configuration files in JSON and YAML formats. It is a Pydantic
based custom configuration package for Python projects.
- Main config based on Pydantic schema - https://pypi.org/project/pydantic
- Load environment variables - https://pypi.org/project/python-dotenv
- Load from multiple configs directories
- Load configs from YAML and JSON files
- Update the default config with additional configurations (
extra_dir
directory) - Pre-load hook function to modify config data before loading and validation
- Validate config values with Pydantic validators
- Config as dictionary or Pydantic model (with type hints)
- Pre-defined base config schema for common config (
BaseConfig
) - Base for custom config loader (
ConfigLoader
) - Support Pydantic-v1 and Pydantic-v2
- Install Python (>= v3.9) and pip (>= 23):
- [RECOMMENDED] Miniconda (v3)
- [arm64/aarch64] Miniforge (v3)
- [Python virutal environment] venv
[OPTIONAL] For DEVELOPMENT environment:
- Install git
- Setup an SSH key (video tutorial)
Tip
Skip this step, if you're going to install the package directly from PyPi or GitHub repository.
2.1. Prepare projects directory (if not exists):
# Create projects directory:
mkdir -pv ~/workspaces/projects
# Enter into projects directory:
cd ~/workspaces/projects
2.2. Follow one of the below options [A], [B] or [C]:
OPTION A. Clone the repository:
git clone https://github.com/bybatkhuu/module.python-config.git && \
cd module.python-config
OPTION B. Clone the repository (for DEVELOPMENT: git + ssh key):
git clone git@github.com:bybatkhuu/module.python-config.git && \
cd module.python-config
OPTION C. Download source code:
- Download archived zip file from releases.
- Extract it into the projects directory.
Note
Choose one of the following methods to install the package [A ~ E]:
OPTION A. [RECOMMENDED] Install from PyPi:
Warning
If you wanted to use Pydantic-v1, but if you already installed pydantic-settings
and pydantic-core
, remove it before installing Pydantic-v1:
pip uninstall -y pydantic-settings
pip uninstall -y pydantic-core
# Then install with Pydantic-v1:
pip install -U onion-config[pydantic-v1]
Warning
If you wanted to use Pydantic-v2, but if you already installed onion-config
package just by
pip install -U onion-config
command, and this will not install pydantic-settings
.
For this case, 'env_prefix
' WILL NOT WORK for BaseConfig
or BaseSettings
without pydantic-settings
! This is Pydantic-v2's problem, and there could be some other problems.
So fix these issues re-install onion-config
with pydantic-settings
:
# Install with pydantic-settings for Pydantic-v2:
pip install -U onion-config[pydantic-settings]
OPTION B. Install latest version directly from GitHub repository:
# Pydantic-v1:
pip install git+https://github.com/bybatkhuu/module.python-config.git[pydantic-v1]
# Pydantic-v2:
pip install git+https://github.com/bybatkhuu/module.python-config.git[pydantic-settings]
OPTION C. Install from the downloaded source code:
# Install directly from the source code:
# Pydantic-v1:
pip install .[pydantic-v1]
# Pydantic-v2:
pip install .[pydantic-settings]
# Or install with editable mode (for DEVELOPMENT):
# Pydantic-v1:
pip install -e .[pydantic-v1]
# Pydantic-v2:
pip install -e .[pydantic-settings]
OPTION D. Install from pre-built release files:
- Download
.whl
or.tar.gz
file from releases - Install with pip:
# Pydantic-v1:
# Install from .whl file:
pip install ./onion_config-[VERSION]-py3-none-any.whl[pydantic-v1]
# Or install from .tar.gz file:
pip install ./onion_config-[VERSION].tar.gz[pydantic-v1]
# Pydantic-v2:
# Install from .whl file:
pip install ./onion_config-[VERSION]-py3-none-any.whl[pydantic-settings]
# Or install from .tar.gz file:
pip install ./onion_config-[VERSION].tar.gz[pydantic-settings]
OPTION E. Copy the module into the project directory (for testing):
# Install python dependencies:
pip install -r ./requirements/requirements.core.txt
# Pydantic-v1:
pip install -r ./requirements/requirements.pydantic-v1.txt
# Pydantic-v2:
pip install -r ./requirements/requirements.pydantic-settings.txt
# Copy the module source code into the project:
cp -r ./src/onion_config [PROJECT_DIR]
# For example:
cp -r ./src/onion_config /some/path/project/
ENV=production
examples/simple/configs/1.base.yml
:
env: test
app:
name: "My App"
version: "0.0.1"
nested:
key: "value"
examples/simple/configs/2.extra.yml
:
app:
name: "New App"
nested:
some: "value"
description: "Description of my app."
another_val:
extra: 1
import pprint
from loguru import logger
try:
import pydantic_settings
_has_pydantic_settings = True
except ImportError:
_has_pydantic_settings = False
from onion_config import ConfigLoader, BaseConfig
class ConfigSchema(BaseConfig):
env: str = "local"
try:
config: ConfigSchema = ConfigLoader(config_schema=ConfigSchema).load()
except Exception:
logger.exception("Failed to load config:")
exit(2)
if __name__ == "__main__":
logger.info(f"All: {config}")
logger.info(f"App name: {config.app['name']}")
if _has_pydantic_settings:
# Pydantic-v2:
logger.info(f"Config:\n{pprint.pformat(config.model_dump())}\n")
else:
# Pydantic-v1:
logger.info(f"Config:\n{pprint.pformat(config.dict())}\n")
Run the examples/simple
:
cd ./examples/simple
python ./main.py
Output:
2023-09-01 00:00:00.000 | INFO | __main__:<module>:29 - All: env='production' another_val={'extra': 1} app={'name': 'New App', 'version': '0.0.1', 'nested': {'key': 'value', 'some': 'value'}, 'description': 'Description of my app.'}
2023-09-01 00:00:00.000 | INFO | __main__:<module>:30 - App name: New App
2023-09-01 00:00:00.000 | INFO | __main__:<module>:35 - Config:
{'another_val': {'extra': 1},
'app': {'description': 'Description of my app.',
'name': 'New App',
'nested': {'key': 'value', 'some': 'value'},
'version': '0.0.1'},
'env': 'production'}
ENV=development
DEBUG=true
APP_NAME="Old App"
ONION_CONFIG_EXTRA_DIR="extra_configs"
ENV=production
APP_NAME="New App"
APP_SECRET="my_secret"
examples/advanced/configs/config.yml
:
env: local
app:
name: "My App"
port: 9000
bind_host: "0.0.0.0"
version: "0.0.1"
ignore_val: "Ignore me"
logger:
output: "file"
examples/advanced/configs/logger.json
:
{
"logger": {
"level": "info",
"output": "stdout"
}
}
examples/advanced/configs_2/config.yml
:
extra:
config:
key1: 1
examples/advanced/configs_2/config_2.yml
:
extra:
config:
key2: 2
examples/advanced/extra_configs/extra.json
:
{
"extra": {
"type": "json"
}
}
from enum import Enum
from typing import Union
import pydantic
from pydantic import Field, SecretStr
_has_pydantic_settings = False
if "2.0.0" <= pydantic.__version__:
try:
from pydantic_settings import SettingsConfigDict
_has_pydantic_settings = True
except ImportError:
pass
from onion_config import BaseConfig
# Environments as Enum:
class EnvEnum(str, Enum):
LOCAL = "local"
DEVELOPMENT = "development"
TEST = "test"
DEMO = "demo"
STAGING = "staging"
PRODUCTION = "production"
# App config schema:
class AppConfig(BaseConfig):
name: str = Field("App", min_length=2, max_length=32)
bind_host: str = Field("localhost", min_length=2, max_length=128)
port: int = Field(8000, ge=80, lt=65536)
secret: SecretStr = Field(..., min_length=8, max_length=64)
version: str = Field(..., min_length=5, max_length=16)
description: Union[str, None] = Field(None, min_length=4, max_length=64)
if _has_pydantic_settings:
# Pydantic-v2:
model_config = SettingsConfigDict(extra="ignore", env_prefix="APP_")
else:
# Pydantic-v1:
class Config:
extra = "ignore"
env_prefix = "APP_"
# Main config schema:
class ConfigSchema(BaseConfig):
env: EnvEnum = Field(EnvEnum.LOCAL)
debug: bool = Field(False)
app: AppConfig = Field(...)
from loguru import logger
from onion_config import ConfigLoader
from schema import ConfigSchema
# Pre-load function to modify config data before loading and validation:
def _pre_load_hook(config_data: dict) -> dict:
config_data["app"]["port"] = "80"
config_data["extra_val"] = "Something extra!"
return config_data
config = None
try:
_config_loader = ConfigLoader(
config_schema=ConfigSchema,
configs_dirs=["configs", "configs_2", "/not_exists/path/configs_3"],
env_file_paths=[".env", ".env.base", ".env.prod"],
pre_load_hook=_pre_load_hook,
config_data={"base": "start_value"},
warn_mode="ALWAYS",
)
# Main config object:
config: ConfigSchema = _config_loader.load()
except Exception:
logger.exception("Failed to load config:")
exit(2)
import pprint
from loguru import logger
try:
import pydantic_settings
_has_pydantic_settings = True
except ImportError:
_has_pydantic_settings = False
from config import config
if __name__ == "__main__":
logger.info(f"All: {config}")
logger.info(f"ENV: {config.env}")
logger.info(f"DEBUG: {config.debug}")
logger.info(f"Extra: {config.extra_val}")
logger.info(f"Logger: {config.logger}")
logger.info(f"App: {config.app}")
logger.info(f"Secret: '{config.app.secret.get_secret_value()}'\n")
if _has_pydantic_settings:
# Pydantic-v2:
logger.info(f"Config:\n{pprint.pformat(config.model_dump())}\n")
else:
# Pydantic-v1:
logger.info(f"Config:\n{pprint.pformat(config.dict())}\n")
try:
# This will raise ValidationError
config.app.port = 8443
except Exception as e:
logger.error(f"{e}\n")
Run the examples/advanced
:
cd ./examples/advanced
python ./main.py
Output:
2023-09-01 00:00:00.000 | INFO | onion_config._base:load:143 - Loading all configs...
2023-09-01 00:00:00.000 | WARNING | onion_config._base:_load_dotenv_file:201 - '/home/user/workspaces/projects/onion_config/examples/advanced/.env' file is not exist!
2023-09-01 00:00:00.000 | WARNING | onion_config._base:_load_configs_dir:257 - '/not_exists/path/configs_3' directory is not exist!
2023-09-01 00:00:00.000 | SUCCESS | onion_config._base:load:171 - Successfully loaded all configs!
2023-09-01 00:00:00.000 | INFO | __main__:<module>:19 - All: env=<EnvEnum.PRODUCTION: 'production'> debug=True app=AppConfig(name='New App', bind_host='0.0.0.0', port=80, secret=SecretStr('**********'), version='0.0.1', description=None) extra={'config': {'key1': 1, 'key2': 2}, 'type': 'json'} extra_val='Something extra!' logger={'output': 'stdout', 'level': 'info'} base='start_value'
2023-09-01 00:00:00.000 | INFO | __main__:<module>:20 - ENV: production
2023-09-01 00:00:00.000 | INFO | __main__:<module>:21 - DEBUG: True
2023-09-01 00:00:00.000 | INFO | __main__:<module>:22 - Extra: Something extra!
2023-09-01 00:00:00.000 | INFO | __main__:<module>:23 - Logger: {'output': 'stdout', 'level': 'info'}
2023-09-01 00:00:00.000 | INFO | __main__:<module>:24 - App: name='New App' bind_host='0.0.0.0' port=80 secret=SecretStr('**********') version='0.0.1' description=None
2023-09-01 00:00:00.000 | INFO | __main__:<module>:25 - Secret: 'my_secret'
2023-09-01 00:00:00.000 | INFO | __main__:<module>:30 - Config:
{'app': {'bind_host': '0.0.0.0',
'description': None,
'name': 'New App',
'port': 80,
'secret': SecretStr('**********'),
'version': '0.0.1'},
'base': 'start_value',
'debug': True,
'env': <EnvEnum.PRODUCTION: 'production'>,
'extra': {'config': {'key1': 1, 'key2': 2}, 'type': 'json'},
'extra_val': 'Something extra!',
'logger': {'level': 'info', 'output': 'stdout'}}
2023-09-01 00:00:00.000 | ERROR | __main__:<module>:36 - "AppConfig" is immutable and does not support item assignment
π
# ENV=development
# DEBUG=true
ONION_CONFIG_EXTRA_DIR="./extra_configs"
To run tests, run the following command:
# Install core dependencies:
pip install -r ./requirements/requirements.core.txt
# Pydantic-v1:
pip install -r ./requirements/requirements.pydantic-v1.txt
# Pydantic-v2:
pip install -r ./requirements/requirements.pydantic-settings.txt
# Install python test dependencies:
pip install -r ./requirements.test.txt
# Run tests:
python -m pytest -sv -o log_cli=true
# Or use the test script:
./scripts/test.sh -l -v -c
To build the python package, run the following command:
# Install python build dependencies:
pip install -r ./requirements/requirements.build.txt
# Build python package:
python -m build
# Or use the build script:
./scripts/build.sh
To build the documentation, run the following command:
# Install python documentation dependencies:
pip install -r ./requirements/requirements.docs.txt
# Serve documentation locally (for development):
mkdocs serve
# Or use the docs script:
./scripts/docs.sh
# Or build documentation:
mkdocs build
# Or use the docs script:
./scripts/docs.sh -b
- https://docs.pydantic.dev
- https://github.com/pydantic/pydantic
- https://docs.pydantic.dev/latest/usage/pydantic_settings
- https://github.com/pydantic/pydantic-settings
- https://saurabh-kumar.com/python-dotenv
- https://github.com/theskumar/python-dotenv
- https://packaging.python.org/tutorials/packaging-projects