Glyph Symbolic Regression

glyph is a python 3 library based on deap providing abstraction layers for symbolic regression problems.

 

Code is found at glyph

 

It comes with batteries included:

• predefined primitive sets
• n-dimensional expression tree class
• symbolic and structure-based constants
• interfacing constant optimization to scipy.optimize
• easy integration with joblib or dask.distributed
• symbolic constraints
• boilerplate code for logging, checkpointing, break conditions and command line applications
• rich set of algorithms

 

glyph also includes a plug and play command line application glyph-remote which lets non-domain experts apply symbolic regression to their optimization tasks.