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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from ortools.sat.python import cp_model\n", | |
"from random import choice" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"persons = ['Mam', 'Dad', 'Bart', 'Belle', 'Jonathan', 'Johanna', 'Alex', 'Alice', 'Robert', 'Rhonda']\n", | |
"\n", | |
"forbidden = [\n", | |
" ['Mam', 'Dad'],\n", | |
" ['Bart', 'Belle',],\n", | |
" ['Jonathan', 'Johanna'],\n", | |
" ['Alex', 'Alice'],\n", | |
" ['Robert', 'Rhonda']\n", | |
"]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"model = cp_model.CpModel()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"variables = {}\n", | |
"\n", | |
"for buyer in persons:\n", | |
" receiver_dict = {}\n", | |
" for receiver in persons:\n", | |
" receiver_dict[receiver] = model.NewIntVar(0, 1, f'{buyer} buys for {receiver}')\n", | |
" variables[buyer] = receiver_dict" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"for name, buyer in variables.items():\n", | |
" model.Add(sum(buyer.values()) == 1)\n", | |
"\n", | |
"for name in persons:\n", | |
" model.Add(sum([receivers[name] for buyer_name, receivers in variables.items()]) == 1)\n", | |
"\n", | |
"for name in persons:\n", | |
" model.Add(variables[name][name] == 0)\n", | |
"\n", | |
"for name_1, name_2 in forbidden:\n", | |
" model.Add(variables[name_1][name_2] == 0)\n", | |
" model.Add(variables[name_2][name_1] == 0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class AllSolutionsStore(cp_model.CpSolverSolutionCallback):\n", | |
" \"\"\"Count all solutions\"\"\"\n", | |
"\n", | |
" def __init__(self, variables):\n", | |
" cp_model.CpSolverSolutionCallback.__init__(self)\n", | |
" self.__variables = variables\n", | |
" self.__solution_count = 0\n", | |
"\n", | |
"\n", | |
" def on_solution_callback(self):\n", | |
" self.__solution_count += 1\n", | |
"\n", | |
" def solution_count(self):\n", | |
" return self.__solution_count" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"all_variables = []\n", | |
"for name, x in variables.items():\n", | |
" all_variables += list(x.values())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"solver = cp_model.CpSolver()\n", | |
"solutionsstore = AllSolutionsStore(all_variables)\n", | |
"result = solver.SearchForAllSolutions(model, solutionsstore)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Number of solutions found: 440192\n" | |
] | |
} | |
], | |
"source": [ | |
"print('Number of solutions found: %i' % solutionsstore.solution_count())" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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