byron 0.1.dev2

Multi-purpose extensible self-adaptive optimizer and fuzzer

byron is an evolutionary tool: given a problem, it first creates a set of random solutions, then iteratively refines and enhances them using the result of their evaluations together with structural information, routinely outperforming both human experts and conventional heuristics.

It is able to tackle problem those solutions are simple fixed-length bit strings, as well as to optimize realistic assembly programs including loops, interrupts and recursive sub routines; and candidate solutions can be evaluated using proprietary external tools.

Installation

⚠️ Byron is currently in pre-alpha and under active development

pip install --upgrade byron

Few optional dependencies can enhance byron, but are not strictly required:

pip install --upgrade matplotlib
pip install --upgrade joblib
pip install --upgrade psutil

Contacts

• Alberto Tonda [e-mail]
• Giovanni Squillero [e-mail]

License

Copyright © 2023 Giovanni Squillero and Alberto Tonda
byron is free and open-source software, and it is distributed under the permissive Apache License 2.0.