Roadmap

This page lists features that have been considered desirable for the Geoff project and which are either being worked on or which will (at some point) be worked on. As an open-source project, Geoff welcomes any external contributions, so please feel free to reach out to the maintainers if you’d like to see one of these features implemented!

Optimization:

• multi-objective optimization with support for PyMoo (or possibly DEAP?)

• more comprehensive support for Bayesian optimization; support for Botorch

• using recorded optimization runs to bootstrap a Bayesian optimizer

• better support for Stable Baselines 3

Infrastructure:

• Configurable API based on Pydantic with less boilerplate and more declarative restrictions on the valid inputs

• plugin support for custom widgets in Configurable API

• support for recording, saving and loading optimization runs

• support for reloading specific points in an optimization run

• Memento API to restore initial or other points

• GUI independent of CERN-specific widgets

• official publication