Enhance reliability during deployment
Check the website for more information.
PROM is an open-source software framework to enhance the robustness and performance of predictive models against such changes during deployment.
Prom builds upon:
- Python 3.7 to 3.9
- Mapie 0.8.2
The system was tested on the following operating systems:
- Ubuntu 18.04
Install the latest Prom release using:
pip install git+https://github.com/HuantWang/PROM.git
See INSTALL.md for further details.
See AE instruction for a step-by-step artifact evaluation for Prom.
More detailed documents for using Prom can be checked on our website.
Data are available at here.
We welcome contributions to Prom. If you are interested in contributing please see this document.
If you have any other questions, please feel free to let me know. My email address is schwa@leeds.ac.uk.
If you use Prom in any of your work, please cite our paper:
@inproceedings{Prom,
title={Enhancing Deployment-time Predictive Model Robustness for Code Analysis and Optimization},
author={Huanting Wang, Patrick Lenihan, Zheng Wang},
booktitle={The International Symposium on Code Generation and Optimization (CGO)},
year={2025},
}