#!/usr/bin/env python3 # Copyright 2010-2025 Google LLC # 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. # [START program] """From Taha 'Introduction to Operations Research', example 6.4-2.""" # [START import] import numpy as np from ortools.graph.python import max_flow # [END import] def main(): """MaxFlow simple interface example.""" # [START solver] # Instantiate a SimpleMaxFlow solver. smf = max_flow.SimpleMaxFlow() # [END solver] # [START data] # Define three parallel arrays: start_nodes, end_nodes, and the capacities # between each pair. For instance, the arc from node 0 to node 1 has a # capacity of 20. start_nodes = np.array([0, 0, 0, 1, 1, 2, 2, 3, 3]) end_nodes = np.array([1, 2, 3, 2, 4, 3, 4, 2, 4]) capacities = np.array([20, 30, 10, 40, 30, 10, 20, 5, 20]) # [END data] # [START constraints] # Add arcs in bulk. # note: we could have used add_arc_with_capacity(start, end, capacity) all_arcs = smf.add_arcs_with_capacity(start_nodes, end_nodes, capacities) # [END constraints] # [START solve] # Find the maximum flow between node 0 and node 4. status = smf.solve(0, 4) # [END solve] # [START print_solution] if status != smf.OPTIMAL: print("There was an issue with the max flow input.") print(f"Status: {status}") exit(1) print("Max flow:", smf.optimal_flow()) print("") print(" Arc Flow / Capacity") solution_flows = smf.flows(all_arcs) for arc, flow, capacity in zip(all_arcs, solution_flows, capacities): print(f"{smf.tail(arc)} / {smf.head(arc)} {flow:3} / {capacity:3}") print("Source side min-cut:", smf.get_source_side_min_cut()) print("Sink side min-cut:", smf.get_sink_side_min_cut()) # [END print_solution] if __name__ == "__main__": main() # [END program]