ConfigSpace 1.2.0
0
Creation and manipulation of parameter configuration spaces for automated algorithm configuration an
Contents
Creation and manipulation of parameter configuration spaces for automated algorithm configuration and hyperparameter tuning.
Stars: 203, Watchers: 203, Forks: 93, Open Issues: 27The automl/ConfigSpace
repo was created 8 years ago and the last code push was 1 months ago.
The project is popular with 203 github stars!
How to Install configspace
You can install configspace using pip
pip install configspace
or add it to a project with poetry
poetry add configspace
Package Details
- Author
- Matthias Feurer, Katharina Eggensperger, Syed Mohsin Ali, Christina Hernandez Wunsch, Julien-Charles Levesque, Jost Tobias Springenberg, Philipp Mueller, Marius Lindauer, Jorn Tuyls, Eddie Bergman, Arjun Krishnakumar
- License
- # ConfigSpace Copyright (c) 2014-2021, ConfigSpace developers Matthias Feurer Katharina Eggensperger and others (see commit history). All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the <organization> nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL <COPYRIGHT HOLDER> BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. # networkx (nx subpackage) Copyright (C) 2004-2014, NetworkX Developers Aric Hagberg <[email protected]> Dan Schult <[email protected]> Pieter Swart <[email protected]> All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the NetworkX Developers nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
- Homepage
- None
- PyPi:
- https://pypi.org/project/ConfigSpace/
- GitHub Repo:
- https://github.com/automl/ConfigSpace
Classifiers
- Scientific/Engineering
- Scientific/Engineering/Artificial Intelligence
- Software Development
Related Packages
Errors
A list of common configspace errors.
Code Examples
Here are some configspace
code examples and snippets.
GitHub Issues
The configspace package has 27 open issues on GitHub
- Add: Windows and mac testing
- Add: Binary wheels
- PiBO Pull Request 3 - PDFs and Densities
- PiBO Pull Request 2 - Beta Hyperparameters
- PiBO Pull Request 1 - Bugfixes
- Document PCS format
- Diamond cond with OrConjunction
- Betaparams
- Inconsistent rounding prinicple between Integral Hyperparameters and conditions results in invalid configuration
- Definition of hyperparameter equality
- Improve grid generation
- Potential speed improvements
- Manually setting an value of a key of a Config through
__setitem__
invalidates it's_values
- Constraint between 2 hyperparameters
- Generate neighbors and sample configurations correctly with deeply nested conditions