examples/notebook/sat/cp_is_fun_sat.ipynb
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First, you must install ortools package in this colab.
%pip install ortools
Cryptarithmetic puzzle.
First attempt to solve equation CP + IS + FUN = TRUE where each letter represents a unique digit.
This problem has 72 different solutions in base 10.
from ortools.sat.python import cp_model
class VarArraySolutionPrinter(cp_model.CpSolverSolutionCallback):
"""Print intermediate solutions."""
def __init__(self, variables: list[cp_model.IntVar]):
cp_model.CpSolverSolutionCallback.__init__(self)
self.__variables = variables
self.__solution_count = 0
def on_solution_callback(self) -> None:
self.__solution_count += 1
for v in self.__variables:
print(f"{v}={self.value(v)}", end=" ")
print()
@property
def solution_count(self) -> int:
return self.__solution_count
def main() -> None:
"""solve the CP+IS+FUN==TRUE cryptarithm."""
# Constraint programming engine
model = cp_model.CpModel()
base = 10
c = model.new_int_var(1, base - 1, "C")
p = model.new_int_var(0, base - 1, "P")
i = model.new_int_var(1, base - 1, "I")
s = model.new_int_var(0, base - 1, "S")
f = model.new_int_var(1, base - 1, "F")
u = model.new_int_var(0, base - 1, "U")
n = model.new_int_var(0, base - 1, "N")
t = model.new_int_var(1, base - 1, "T")
r = model.new_int_var(0, base - 1, "R")
e = model.new_int_var(0, base - 1, "E")
# We need to group variables in a list to use the constraint AllDifferent.
letters = [c, p, i, s, f, u, n, t, r, e]
# Verify that we have enough digits.
assert base >= len(letters)
# Define constraints.
model.add_all_different(letters)
# CP + IS + FUN = TRUE
model.add(
c * base + p + i * base + s + f * base * base + u * base + n
== t * base * base * base + r * base * base + u * base + e
)
# Creates a solver and solves the model.
solver = cp_model.CpSolver()
solution_printer = VarArraySolutionPrinter(letters)
# Enumerate all solutions.
solver.parameters.enumerate_all_solutions = True
# Solve.
status = solver.solve(model, solution_printer)
# Statistics.
print("\nStatistics")
print(f" status : {solver.status_name(status)}")
print(f" conflicts: {solver.num_conflicts}")
print(f" branches : {solver.num_branches}")
print(f" wall time: {solver.wall_time} s")
print(f" sol found: {solution_printer.solution_count}")
main()