Contents
Introduction
python-constraint is a Python module offering solvers for Constraint Solving Problems (CSPs) over finite domains in simple and pure Python. CSP is class of problems which may be represented in terms of variables (a, b, ...), domains (a in [1, 2, 3], ...), and constraints (a < b, ...).
Examples
Basic
Here is a basic interactive example:
>>> from constraint import *
>>> problem = Problem()
>>> problem.addVariable("a", [1,2,3])
>>> problem.addVariable("b", [4,5,6])
>>> problem.getSolutions()
[{'a': 3, 'b': 6}, {'a': 3, 'b': 5}, {'a': 3, 'b': 4},
{'a': 2, 'b': 6}, {'a': 2, 'b': 5}, {'a': 2, 'b': 4},
{'a': 1, 'b': 6}, {'a': 1, 'b': 5}, {'a': 1, 'b': 4}]
>>> problem.addConstraint(lambda a, b: a*2 == b,
("a", "b"))
>>> problem.getSolutions()
[{'a': 3, 'b': 6}, {'a': 2, 'b': 4}]
>>> problem = Problem()
>>> problem.addVariables(["a", "b"], [1, 2, 3])
>>> problem.addConstraint(AllDifferentConstraint())
>>> problem.getSolutions()
[{'a': 3, 'b': 2}, {'a': 3, 'b': 1}, {'a': 2, 'b': 3},
{'a': 2, 'b': 1}, {'a': 1, 'b': 2}, {'a': 1, 'b': 3}]
Rooks
Here is an example solving the classical rooks problem:
problem = Problem()
numpieces = 8
cols = range(numpieces)
rows = range(numpieces)
problem.addVariables(cols, rows)
for col1 in cols:
for col2 in cols:
if col1 < col2:
problem.addConstraint(lambda row1, row2: row1 != row2,
(col1, col2))
solutions = problem.getSolutions()
Magic squares
And here is an example solving a 4x4 magic square:
problem = Problem()
problem.addVariables(range(0, 16), range(1, 16+1))
problem.addConstraint(AllDifferentConstraint(), range(0, 16))
problem.addConstraint(ExactSumConstraint(34), [0,5,10,15])
problem.addConstraint(ExactSumConstraint(34), [3,6,9,12])
for row in range(4):
problem.addConstraint(ExactSumConstraint(34),
[row*4+i for i in range(4)])
for col in range(4):
problem.addConstraint(ExactSumConstraint(34),
[col+4*i for i in range(4)])
solutions = problem.getSolutions()
Features
The following solvers are available:
- Backtracking solver
- Recursive backtracking solver
- Minimum conflicts solver
Predefined constraint types currently available:
FunctionConstraint
AllDifferentConstraint
AllEqualConstraint
ExactSumConstraint
MaxSumConstraint
MinSumConstraint
InSetConstraint
NotInSetConstraint
SomeInSetConstraint
SomeNotInSetConstraint
Documentation
There's documentation for the module available at:
Download
Subversion Repository
Thanks to codespeak, it's available at:
Author
Gustavo Niemeyer <gustavo@niemeyer.net>