# Copyright 2010 Hakan Kjellerstrand hakank@gmail.com # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """ Costas array in Google CP Solver. From http://mathworld.wolfram.com/CostasArray.html: ''' An order-n Costas array is a permutation on {1,...,n} such that the distances in each row of the triangular difference table are distinct. For example, the permutation {1,3,4,2,5} has triangular difference table {2,1,-2,3}, {3,-1,1}, {1,2}, and {4}. Since each row contains no duplications, the permutation is therefore a Costas array. ''' Also see http://en.wikipedia.org/wiki/Costas_array About this model: This model is based on Barry O'Sullivan's model: http://www.g12.cs.mu.oz.au/mzn/costas_array/CostasArray.mzn and my small changes in http://hakank.org/minizinc/costas_array.mzn Since there is no symmetry breaking of the order of the Costas array it gives all the solutions for a specific length of the array, e.g. those listed in http://mathworld.wolfram.com/CostasArray.html 1 1 (1) 2 2 (1, 2), (2,1) 3 4 (1, 3, 2), (2, 1, 3), (2, 3, 1), (3, 1, 2) 4 12 (1, 2, 4, 3), (1, 3, 4, 2), (1, 4, 2, 3), (2, 1, 3, 4), (2, 3, 1, 4), (2, 4, 3, 1), (3, 1, 2, 4), (3, 2, 4, 1), (3, 4, 2, 1), (4, 1, 3, 2), (4, 2, 1, 3), (4, 3, 1, 2) .... See http://www.research.att.com/~njas/sequences/A008404 for the number of solutions for n=1.. 1, 2, 4, 12, 40, 116, 200, 444, 760, 2160, 4368, 7852, 12828, 17252, 19612, 21104, 18276, 15096, 10240, 6464, 3536, 2052, 872, 200, 88, 56, 204,... This model was created by Hakan Kjellerstrand (hakank@gmail.com) Also see my other Google CP Solver models: http://www.hakank.org/google_or_tools/ """ from __future__ import print_function import sys from ortools.constraint_solver import pywrapcp def main(n=6): # Create the solver. solver = pywrapcp.Solver("Costas array") # # data # print("n:", n) # # declare variables # costas = [solver.IntVar(1, n, "costas[%i]" % i) for i in range(n)] differences = {} for i in range(n): for j in range(n): differences[(i, j)] = solver.IntVar(-n + 1, n - 1, "differences[%i,%i]" % (i, j)) differences_flat = [differences[i, j] for i in range(n) for j in range(n)] # # constraints # # Fix the values in the lower triangle in the # difference matrix to -n+1. This removes variants # of the difference matrix for the the same Costas array. for i in range(n): for j in range(i + 1): solver.Add(differences[i, j] == -n + 1) # hakank: All the following constraints are from # Barry O'Sullivans's original model. # solver.Add(solver.AllDifferent(costas)) # "How do the positions in the Costas array relate # to the elements of the distance triangle." for i in range(n): for j in range(n): if i < j: solver.Add(differences[(i, j)] == costas[j] - costas[j - i - 1]) # "All entries in a particular row of the difference # triangle must be distint." for i in range(n - 2): solver.Add( solver.AllDifferent([differences[i, j] for j in range(n) if j > i])) # # "All the following are redundant - only here to speed up search." # # "We can never place a 'token' in the same row as any other." for i in range(n): for j in range(n): if i < j: solver.Add(differences[i, j] != 0) for k in range(2, n): for l in range(2, n): if k < l: solver.Add(differences[k - 2, l - 1] + differences[k, l] == differences[k - 1, l - 1] + differences[k - 1, l]) # # search and result # db = solver.Phase(costas + differences_flat, solver.CHOOSE_FIRST_UNBOUND, solver.ASSIGN_MIN_VALUE) solver.NewSearch(db) num_solutions = 0 while solver.NextSolution(): print("costas:", [costas[i].Value() for i in range(n)]) print("differences:") for i in range(n): for j in range(n): v = differences[i, j].Value() if v == -n + 1: print(" ", end=" ") else: print("%2d" % v, end=" ") print() print() num_solutions += 1 solver.EndSearch() print() print("num_solutions:", num_solutions) print("failures:", solver.Failures()) print("branches:", solver.Branches()) print("WallTime:", solver.WallTime()) n = 6 if __name__ == "__main__": if len(sys.argv) > 1: n = int(sys.argv[1]) main(n)