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ortools-clone/examples/notebook/linear_solver/simple_mip_program.ipynb
2021-04-01 20:20:43 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Copyright 2021 Google LLC."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"you may not use this file except in compliance with the License.\n",
"You may obtain a copy of the License at\n",
"\n",
" http://www.apache.org/licenses/LICENSE-2.0\n",
"\n",
"Unless required by applicable law or agreed to in writing, software\n",
"distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"See the License for the specific language governing permissions and\n",
"limitations under the License.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# simple_mip_program"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table align=\"left\">\n",
"<td>\n",
"<a href=\"https://colab.research.google.com/github/google/or-tools/blob/master/examples/notebook/linear_solver/simple_mip_program.ipynb\"><img src=\"https://raw.githubusercontent.com/google/or-tools/master/tools/colab_32px.png\"/>Run in Google Colab</a>\n",
"</td>\n",
"<td>\n",
"<a href=\"https://github.com/google/or-tools/blob/master/ortools/linear_solver/samples/simple_mip_program.py\"><img src=\"https://raw.githubusercontent.com/google/or-tools/master/tools/github_32px.png\"/>View source on GitHub</a>\n",
"</td>\n",
"</table>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, you must install [ortools](https://pypi.org/project/ortools/) package in this colab."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install ortools"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Copyright 2010-2018 Google LLC\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
"# You may obtain a copy of the License at\n",
"#\n",
"# http://www.apache.org/licenses/LICENSE-2.0\n",
"#\n",
"# Unless required by applicable law or agreed to in writing, software\n",
"# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License.\n",
"\"\"\"Integer programming examples that show how to use the APIs.\"\"\"\n",
"# [START program]\n",
"# [START import]\n",
"from ortools.linear_solver import pywraplp\n",
"# [END import]\n",
"\n",
"\n",
"# [START solver]\n",
"# Create the mip solver with the SCIP backend.\n",
"solver = pywraplp.Solver.CreateSolver('SCIP')\n",
"# [END solver]\n",
"\n",
"# [START variables]\n",
"infinity = solver.infinity()\n",
"# x and y are integer non-negative variables.\n",
"x = solver.IntVar(0.0, infinity, 'x')\n",
"y = solver.IntVar(0.0, infinity, 'y')\n",
"\n",
"print('Number of variables =', solver.NumVariables())\n",
"# [END variables]\n",
"\n",
"# [START constraints]\n",
"# x + 7 * y <= 17.5.\n",
"solver.Add(x + 7 * y <= 17.5)\n",
"\n",
"# x <= 3.5.\n",
"solver.Add(x <= 3.5)\n",
"\n",
"print('Number of constraints =', solver.NumConstraints())\n",
"# [END constraints]\n",
"\n",
"# [START objective]\n",
"# Maximize x + 10 * y.\n",
"solver.Maximize(x + 10 * y)\n",
"# [END objective]\n",
"\n",
"# [START solve]\n",
"status = solver.Solve()\n",
"# [END solve]\n",
"\n",
"# [START print_solution]\n",
"if status == pywraplp.Solver.OPTIMAL:\n",
" print('Solution:')\n",
" print('Objective value =', solver.Objective().Value())\n",
" print('x =', x.solution_value())\n",
" print('y =', y.solution_value())\n",
"else:\n",
" print('The problem does not have an optimal solution.')\n",
"# [END print_solution]\n",
"\n",
"# [START advanced]\n",
"print('\\nAdvanced usage:')\n",
"print('Problem solved in %f milliseconds' % solver.wall_time())\n",
"print('Problem solved in %d iterations' % solver.iterations())\n",
"print('Problem solved in %d branch-and-bound nodes' % solver.nodes())\n",
"# [END advanced]\n",
"\n"
]
}
],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 4
}