MARO: ML Automated Remediation Oracle

AutoML debugging and remediation tool.

Installation:

• Requires Python3 and Docker
• Run pip install -e .
• Run docker build -t marosolver .
• Run docker run -p 8000:8000 -t marosolver
• Try out Maro in our example notebook in examples/example.ipynb

Notes:

• Solver requires a modified version of Rosette from https://github.com/Quetzal-RDF/rosette

To cite:

@InProceedings{dolby_tsay_hirzel_2022,
  title = "Automatically Debugging {AutoML} Pipelines Using {Maro}: {ML} Automated Remediation Oracle",
  author = "Dolby, Julian and Tsay, Jason and Hirzel, Martin",
  booktitle = "Symposium on Machine Programming (MAPS)",
  year = 2022,
  month = jun,
  pages = "60--69",
  url = "https://dl.acm.org/doi/10.1145/3520312.3534868" }

The extended version of our paper is on arXiv: https://arxiv.org/abs/2205.01311