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.. _set-partitioning-problem:
A Set Partitioning Problem
============================
A set partitioning problem determines how the items in one set (S) can be partitioned into smaller
subsets. All items in S must be contained in one and only one partition. Related problems are:
+ set packing - all items must be contained in zero or one partitions;
+ set covering - all items must be contained in at least one partition.
In this case study a wedding planner must determine guest seating allocations
for a wedding. To model this problem the tables are modelled as the partitions
and the guests invited to the wedding are modelled as the elements of S. The
wedding planner wishes to maximise the total happiness of all of the tables.
A set partitioning problem may be modelled by explicitly enumerating each
possible subset. Though this approach does become intractable for large numbers
of items (without using column generation) it does have the advantage that the
objective function co-efficients for the partitions can be non-linear
expressions (like happiness) and still allow this problem to be solved
using Linear Programming.
First we use :func:`~pulp.allcombinations` to generate a list of all
possible table seatings.
.. literalinclude:: ../../../examples/wedding.py
:lines: 22-23
Then we create a binary variable that will be 1 if the table will be in the solution, or zero otherwise.
.. literalinclude:: ../../../examples/wedding.py
:lines: 25-28
We create the :class:`~pulp.LpProblem` and then make the objective function. Note that
happiness function used in this script would be difficult to model in any other way.
.. literalinclude:: ../../../examples/wedding.py
:lines: 30-32
We specify the total number of tables allowed in the solution.
.. literalinclude:: ../../../examples/wedding.py
:lines: 34-38
This set of constraints defines the set partitioning problem by guaranteeing that a guest is allocated to
exactly one table.
.. literalinclude:: ../../../examples/wedding.py
:lines: 40-45
The full file can be found here `wedding.py <https://projects.coin-or.org/PuLP/browser/trunk/examples/wedding.py?format=txt>`_
.. literalinclude:: ../../../examples/wedding.py
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