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coins_grid_mip

examples/notebook/contrib/coins_grid_mip.ipynb

2016-063.3 KB
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http://www.apache.org/licenses/LICENSE-2.0

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coins_grid_mip

<table align="left"> <td> <a href="https://colab.research.google.com/github/google/or-tools/blob/main/examples/notebook/contrib/coins_grid_mip.ipynb">Run in Google Colab</a> </td> <td> <a href="https://github.com/google/or-tools/blob/main/examples/contrib/coins_grid_mip.py">View source on GitHub</a> </td> </table>

First, you must install ortools package in this colab.

python
%pip install ortools

Coins grid problem in Google CP Solver.

Problem from Tony Hurlimann: "A coin puzzle - SVOR-contest 2007" http://www.svor.ch/competitions/competition2007/AsroContestSolution.pdf ''' In a quadratic grid (or a larger chessboard) with 31x31 cells, one should place coins in such a way that the following conditions are fulfilled: 1. In each row exactly 14 coins must be placed. 2. In each column exactly 14 coins must be placed. 3. The sum of the quadratic horizontal distance from the main diagonal of all cells containing a coin must be as small as possible. 4. In each cell at most one coin can be placed. The description says to place 14x31 = 434 coins on the chessboard each row containing 14 coins and each column also containing 14 coins. '''

This is a MIP version of http://www.hakank.org/google_or_tools/coins_grid.py and use

This model was created by Hakan Kjellerstrand ([email protected]) Also see my other Google CP Solver models: http://www.hakank.org/google_or_tools/

python
from ortools.linear_solver import pywraplp


def main(unused_argv):
  # Create the solver.

  # using CBC
  solver = pywraplp.Solver.CreateSolver('CBC')
  if not solver:
    return

  # data
  n = 31  # the grid size
  c = 14  # number of coins per row/column

  # declare variables
  x = {}
  for i in range(n):
    for j in range(n):
      x[(i, j)] = solver.IntVar(0, 1, 'x[%i,%i]' % (i, j))

  #
  # constraints
  #

  # sum rows/columns == c
  for i in range(n):
    solver.Add(solver.Sum([x[(i, j)] for j in range(n)]) == c)  # sum rows
    solver.Add(solver.Sum([x[(j, i)] for j in range(n)]) == c)  # sum cols

  # quadratic horizonal distance var
  objective_var = solver.Sum(
      [x[(i, j)] * (i - j) * (i - j) for i in range(n) for j in range(n)])

  # objective
  objective = solver.Minimize(objective_var)

  #
  # solution and search
  #
  solver.Solve()

  for i in range(n):
    for j in range(n):
      # int representation
      print(int(x[(i, j)].SolutionValue()), end=' ')
    print()
  print()

  print()
  print('walltime  :', solver.WallTime(), 'ms')
  # print 'iterations:', solver.Iterations()


main('coin grids')