experiment-generator 0.0.1

A tool to generate and manage parameter sensitivity experiments.

access-experiment-generator

About

The main role of the ACCESS experiment generator is to streamline the creation of one or more experiment configurations from a "control" experiment setup. It reduces manual editing and ensures consistent, repeatable workflows for large ensembles.

Key features

1. Parameter perturbation / Configuration changes

   • Users provide a set or suite of parameter changes in a YAML input file.
   • The generator applies these changes to relevant configurations.
   • It can generate multiple experiments automatically, making it especially useful for large perturbation ensembles.

2. Branch-based storage approach

   • The generator checks out a control branch in a git repository.
   • For each perturbation, it creates a new branch containing modified parameters.
   • Changes are then committed on that branch and can be pushed back to the github repository.