konfigurator 0.2.0

A a simple python configuration management and object instantiation tool

konfigurator

konfigurator is a lightweight Python configuration management utility that allows you to define, override, and instantiate configuration dictionaries and Python classes from simple config files or command-line arguments.

Further, it allows you to instantiate objects from classes using import paths. In this way, no global registry or any disclosure of your private code is needed.

The instantiation via import path is inspired by https://github.com/Farama-Foundation/HighwayEnv

Features

• Load Python-based configuration files as dictionaries.
• Override configuration parameters via command-line.
• Instantiate Python classes from config dictionaries using import paths.

Installation

cd into repository and run

pip install .

To install in developer mode (with pre-commit and pytest) run

pip install -e .[dev,test]

Usage

1. Load a configuration file

   Your configuration file is a pure python file (e.g., config.py) should define a dictionary named config:

   # config.py
   work_dir = "/tmp/my_work_dir"
   class_config_1: {
       "type": "my_module.MyClass",
       "name": "default_name"
   }
   

   You will be able to instantiate an object from the configuration class_config_1 (see ).

   Load this configuration in Python:

   from konfigurator import load_config
   
   config = load_config(config_path="config.py")
   

2. Override from command-line and save result

   You can override nested config values via CLI and save the modified config to disk, e.g.:

   python script.py \
   --config config.py \
   --override experiment_dir=/tmp/experiment \
   --override class_config_1.name=overridden_name \
   --override class_config_1.type=5.0
   

   Currently, floats, ints, and booleans are converted into their respective type. Strings and other types remain strings.

3. Instantiate classes from config

   Use the instantiate_class_from_config to build objects dynamically (IMPORTANT: the value for the key type defines the import path):

   from konfigurator import instantiate_object_from_config
   
   class_config_1: {
       "type": "my_module.MyClass",
       "name": "default_name"
   }
   
   my_obj = instantiate_object_from_config(class_config_1)