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sudoku.py
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"""
The implementation of this Sudoku solver is based on the paper:
"A SAT-based Sudoku solver" by Tjark Weber
https://www.lri.fr/~conchon/mpri/weber.pdf
If you want to understand the code below, in particular the function valid(),
which calculates the 324 clauses corresponding to 9 cells, you are strongly
encouraged to read the paper first. The paper is very short, but contains
all necessary information.
"""
import pycosat
def v(i, j, d):
"""
Return the number of the variable of cell i, j and digit d,
which is an integer in the range of 1 to 729 (including).
"""
return 81 * (i - 1) + 9 * (j - 1) + d
def sudoku_clauses():
"""
Create the (11745) Sudoku clauses, and return them as a list.
Note that these clauses are *independent* of the particular
Sudoku puzzle at hand.
"""
res = []
# for all cells, ensure that the each cell:
for i in range(1, 10):
for j in range(1, 10):
# denotes (at least) one of the 9 digits (1 clause)
res.append([v(i, j, d) for d in range(1, 10)])
# does not denote two different digits at once (36 clauses)
for d in range(1, 10):
for dp in range(d + 1, 10):
res.append([-v(i, j, d), -v(i, j, dp)])
def valid(cells):
# Append 324 clauses, corresponding to 9 cells, to the result.
# The 9 cells are represented by a list tuples. The new clauses
# ensure that the cells contain distinct values.
for i, xi in enumerate(cells):
for j, xj in enumerate(cells):
if i < j:
for d in range(1, 10):
res.append([-v(xi[0], xi[1], d), -v(xj[0], xj[1], d)])
# ensure rows and columns have distinct values
for i in range(1, 10):
valid([(i, j) for j in range(1, 10)])
valid([(j, i) for j in range(1, 10)])
# ensure 3x3 sub-grids "regions" have distinct values
for i in 1, 4, 7:
for j in 1, 4 ,7:
valid([(i + k % 3, j + k // 3) for k in range(9)])
assert len(res) == 81 * (1 + 36) + 27 * 324
return res
def solve(grid):
"""
solve a Sudoku grid inplace
"""
clauses = sudoku_clauses()
for i in range(1, 10):
for j in range(1, 10):
d = grid[i - 1][j - 1]
# For each digit already known, a clause (with one literal).
# Note:
# We could also remove all variables for the known cells
# altogether (which would be more efficient). However, for
# the sake of simplicity, we decided not to do that.
if d:
clauses.append([v(i, j, d)])
# solve the SAT problem
sol = set(pycosat.solve(clauses))
def read_cell(i, j):
# return the digit of cell i, j according to the solution
for d in range(1, 10):
if v(i, j, d) in sol:
return d
for i in range(1, 10):
for j in range(1, 10):
grid[i - 1][j - 1] = read_cell(i, j)
if __name__ == '__main__':
from pprint import pprint
# hard Sudoku problem, see Fig. 3 in paper by Weber
hard = [[0, 2, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 6, 0, 0, 0, 0, 3],
[0, 7, 4, 0, 8, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 3, 0, 0, 2],
[0, 8, 0, 0, 4, 0, 0, 1, 0],
[6, 0, 0, 5, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 7, 8, 0],
[5, 0, 0, 0, 0, 9, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 4, 0]]
solve(hard)
pprint(hard)
assert [[1, 2, 6, 4, 3, 7, 9, 5, 8],
[8, 9, 5, 6, 2, 1, 4, 7, 3],
[3, 7, 4, 9, 8, 5, 1, 2, 6],
[4, 5, 7, 1, 9, 3, 8, 6, 2],
[9, 8, 3, 2, 4, 6, 5, 1, 7],
[6, 1, 2, 5, 7, 8, 3, 9, 4],
[2, 6, 9, 3, 1, 4, 7, 8, 5],
[5, 4, 8, 7, 6, 9, 2, 3, 1],
[7, 3, 1, 8, 5, 2, 6, 4, 9]] == hard