ConfigSpace 1.2.2

Creation and manipulation of parameter configuration spaces for automated algorithm configuration and hyperparameter tuning.

Stars: 218, Watchers: 218, Forks: 95, Open Issues: 29

The automl/ConfigSpace repo was created 9 years ago and the last code push was 13 hours ago.
The project is popular with 218 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, Thijs Snelleman

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.
    </dd>

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 29 open issues on GitHub

• Dynamic HP bounds: Update docs for check_valid_configuration
• Example solution to adapting HP bounds and defaults dynamically
• Abstract syntax tree parser for ConfigSpace
• First edition removing hyperparameter from DAG

See more issues on GitHub