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hopcroftkarp is a library based on Hopcroft Karp's Algorithm. It takes as input a bipartite graph and produces a maximum cardinality matching as output.
Since a bipartite graph might have more than one maximum matching, it is worth noting that the algorithm may output any one of all possible maximum matchings.
Pseudo code gotten from https://en.wikipedia.org/wiki/Hopcroft%E2%80%93Karp_algorithm
Example
.. image:: https://raw.githubusercontent.com/sofiat-olaosebikan/hopcroftkarp/master/image/bipartite_graph.png
.. code::
>>> from hopcroftkarp import HopcroftKarp
>>> graph = {'a': {1}, 'b': {1, 2}, 'c': {1, 2}, 'd': {2, 3, 4}, 'e': {3, 4}, 'f': {4, 5, 6}, 'g': {5, 6, 7}, 'h': {8}}
>>> HopcroftKarp(graph).maximum_matching()
{1: 'a', 2: 'b', 3: 'e', 4: 'd', 5: 'g', 6: 'f', 8: 'h', 'a': 1, 'd': 4, 'e': 3, 'h': 8, 'b': 2, 'f': 6, 'g': 5}
Keys Only
"""""""""
By default, `.maximum_matching()` returns a dictionary in which every edge (match) is represented twice:
.. code::
{left: right,
right: left}
To return a dictionary with each edge represented only once, pass in `keys_only=True`.
.. code::
>>> graph = {'a': {1}, 'b': {1, 2}, 'c': {1, 2}, 'd': {2, 3, 4}, 'e': {3, 4}, 'f': {4, 5, 6}, 'g': {5, 6, 7}, 'h': {8}}
>>> HopcroftKarp(graph).maximum_matching(keys_only=True)
{'a': 1, 'd': 4, 'e': 3, 'h': 8, 'b': 2, 'f': 6, 'g': 5}
Installation
Simply execute
.. code::
pip install hopcroftkarp
or from this source distribution, run
.. code::
python setup.py install
This project was completed while the author was studying at the African Institute for Mathematical Sciences, Ghana. Thanks to AIMS-Ghana for the funding. Also, thanks to Prof Nancy Neudauer and Frantisek Hajnovic for the supervision.
Thanks to Adam Wood (github.com/adammichaelwood) for suggesting the keys only option.
FAQs
Implementation of HopcroftKarp's algorithm
We found that hopcroftkarp demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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