Installation
This section covers how to install Macrodata Refinement (MDR) in different environments.
Prerequisites
MDR requires Python 3.10 or newer. It also depends on the following key packages:
numpy
pandas
matplotlib
scikit-learn (optional, for advanced features)
From PyPI (Recommended)
The easiest way to install MDR is using pip:
pip install macrodata-refinement
For development features:
pip install "macrodata-refinement[dev]"
The development version includes additional dependencies for testing, documentation, and development.
From Source
To install from source, first clone the repository:
git clone https://github.com/muditbhargava66/macrodata-refinement.git
cd macrodata-refinement
pip install -e .
This installs MDR in development mode, so changes to the source code will be reflected immediately.
Using Docker
MDR provides a Docker image for easy deployment, especially for the API:
docker-compose up mdr-api
This will start the MDR API server on the default port. You can configure the port and other settings in the docker-compose.yml file.
Verifying Installation
To verify that MDR is installed correctly, you can run:
import mdr
print(mdr.__version__)
Or run a simple example:
from mdr.core.refinement import RefinementConfig
# Create a configuration object
config = RefinementConfig(
smoothing_factor=0.2,
outlier_threshold=2.5,
imputation_method="linear",
normalization_type="minmax"
)
print("MDR installed successfully!")
Troubleshooting
Common installation issues and their solutions:
Missing dependencies: If you encounter a ModuleNotFoundError, make sure all required packages are installed.
pip install -r requirements.txt
Version conflicts: If you have version conflicts with existing packages, consider using a virtual environment:
python -m venv mdr-env source mdr-env/bin/activate # On Windows: mdr-env\Scripts\activate pip install macrodata-refinement
Docker issues: If you encounter issues with Docker, ensure Docker and Docker Compose are installed and that the required ports are available.