Sandbox for Outer Loop Analysis (Sola)

This MATLAB library solves equality constrained optimization problems in reduced space with derivative (1st and 2nd) based optimization computed via adjoints. In addition, it automatically enables hyper-differential sensitivity analysis with respect to model discrepancy.

File Structure

• src/: Source code defining class interfaces and codes for outer loop analysis.
• examples/: Applications / examples with real physics.
• tests/: Unit tests and toy examples for verification.
• docs/: Documentation.

Formatting MATLAB Code (Style Enforcement)

Code in this repository is formatted using the mh_style command line tool provided in the MISS_HIT package by Florian Schanda.

Installation

pip install miss_hit

Usage

Use the following commands to format the MATLAB source code.

mh_style            # List style problems in detail without changing any files.
mh_style --brief    # List style problems briefly without changing any files.
mh_style --fix      # Fix style problems, overwriting offending files.

To ensure proper formatting before committing changes, install a git pre-commit hook with the following command.

cp .pre-commit-formatting-hook .git/hooks/pre-commit

Now git commit automatically runs the formatter and cleans the code. A commit is aborted if the formatter makes any changes; in this case, review / add the changes and commit again.

To run the formatter without a commit:

./.pre-commit-formatting-hook