A parameter configuration space parser. This parser can read and write files in the format used by SMAC, ParamILS and GPS. It is also used by GPS.
- Download the latest sources from https://github.com/YashaPushak/PCS
- While in the main directory, install them with
pip install .orpython setup.py install --user.
import PCS
# Read in your pcs file
pcs = PCS.PCS('examples/params-lkh.pcs')
# Print the file to the console (possibly with a newer format)
# Note that it prints in the most recent version of the pcs file
# format, although it has support for reading some older formats.
print(pcs.printDocument())
# Print the default configuration
print(pcs.getDefault())
See examples/examples.py for a few more examples of what can be done with the parser.
You can also manipulate the pcs object yourself, or read the contents. However, Note that I first created this parser when I was very new to python, so I did a few things in odd ways. For example, I create mock "objects" using dicts, with a "mem" array that tracks the ids of the objects. In this way, nearly every element in the pcs page (including the values of categorical parameters and comments) get parsed and stored as "objects" with ids. This representatiion facilitates the manipulation (removing or adding or modifying parameters or their spaces) of the pcs, or querying properties of the pcs. For example, given a particular parameter configuration, you can then use the function "isActive()" to check to see if a particular child parameter's parents parameter values are set in such a way that the child is active.
Unfortunately, the fact that I did things in unusual ways means that the documentation of the functions available in the parser is quite poor at this time. In some cases, you may find some helpful inline comments available in the source code. Sorry in advance for any inconvenience!
Yasha Pushak
ypushak@cs.ubc.ca
PhD Student & Vanier Scholar
Department of Computer Science
The University of British Columbia