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ortools-clone/examples/notebook/graph/simple_max_flow_program.ipynb
2021-04-27 10:56:39 +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_max_flow_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/graph/simple_max_flow_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/graph/samples/simple_max_flow_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": [
"#!/usr/bin/env python3\n",
"# Copyright 2010-2021 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",
"# [START program]\n",
"\"\"\"From Taha 'Introduction to Operations Research', example 6.4-2.\"\"\"\n",
"# [START import]\n",
"from ortools.graph import pywrapgraph\n",
"# [END import]\n",
"\n",
"\n",
"\"\"\"MaxFlow simple interface example.\"\"\"\n",
"\n",
"# [START data]\n",
"# Define three parallel arrays: start_nodes, end_nodes, and the capacities\n",
"# between each pair. For instance, the arc from node 0 to node 1 has a\n",
"# capacity of 20.\n",
"\n",
"start_nodes = [0, 0, 0, 1, 1, 2, 2, 3, 3]\n",
"end_nodes = [1, 2, 3, 2, 4, 3, 4, 2, 4]\n",
"capacities = [20, 30, 10, 40, 30, 10, 20, 5, 20]\n",
"# [END data]\n",
"\n",
"# Instantiate a SimpleMaxFlow solver.\n",
"# [START constraints]\n",
"max_flow = pywrapgraph.SimpleMaxFlow()\n",
"# Add each arc.\n",
"for arc in zip(start_nodes, end_nodes, capacities):\n",
" max_flow.AddArcWithCapacity(arc[0], arc[1], arc[2])\n",
"# [END constraints]\n",
"\n",
"# [START solve]\n",
"# Find the maximum flow between node 0 and node 4.\n",
"if max_flow.Solve(0, 4) == max_flow.OPTIMAL:\n",
" print('Max flow:', max_flow.OptimalFlow())\n",
" print('')\n",
" print(' Arc Flow / Capacity')\n",
" for i in range(max_flow.NumArcs()):\n",
" print('%1s -> %1s %3s / %3s' %\n",
" (max_flow.Tail(i), max_flow.Head(i), max_flow.Flow(i),\n",
" max_flow.Capacity(i)))\n",
" print('Source side min-cut:', max_flow.GetSourceSideMinCut())\n",
" print('Sink side min-cut:', max_flow.GetSinkSideMinCut())\n",
"else:\n",
" print('There was an issue with the max flow input.')\n",
"# [END solve]\n",
"\n"
]
}
],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 4
}