mlwhatif 0.0.1.dev0

Data-Centric What-If Analysis for Native Machine Learning Pipelines

mlwhatif

Data-Centric What-If Analysis for Native Machine Learning Pipelines

Run mlwhatif locally

Prerequisite: Python 3.9

1. Clone this repository

2. Set up the environment

   cd mlwhatif
python -m venv venv
source venv/bin/activate
   

3. If you want to use the visualisation functions we provide, install graphviz which can not be installed via pip

   Linux: apt-get install graphviz
MAC OS: brew install graphviz
   

4. Install pip dependencies

   pip install -e ."[dev]"
   

5. To ensure everything works, you can run the tests (without graphviz, the visualisation test will fail)

   python setup.py test
   

Notes

• For debugging in PyCharm, set the pytest flag --no-cov (Link)

License

This library is licensed under the Apache 2.0 License.