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@anonoz
Created February 9, 2017 14:07
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# Travelling Salesman Problem Cyberjaya
#
# Usage:
# python tspcyber.py [<destination> ...]
#
# If no destination is passed in, it's assumed that rider
# will travel to all destinations.
#
# destination can be:
# dpulze, mmu, cyberia, mutiaraville, mdec, ntt,
# lkw, magic, domain, shell, mcmc, serin
import sys
from ortools.constraint_solver import pywrapcp
from ortools.constraint_solver import routing_enums_pb2
# Distance callback
class CreateDistanceCallback(object):
"""Create callback to calculate distances between points."""
def __init__(self, chosen_dest_names):
"""Array of distances between points."""
# Cities
self.all_dest_name = ["dpulze", "mmu", "cyberia", "mutiaraville", "mdec", "ntt",
"lkw", "magic", "domain", "shell", "mcmc", "serin"]
self.matrix = [
[ 0, 5, 6, 8, 4, 7, 12, 6, 4, 2, 5, 9], # DPulze
[ 5, 0, 2, 4, 7, 7, 10, 9, 6, 5, 7, 4], # MMU
[ 6, 2, 0, 2, 6, 7, 15, 7, 2, 6, 9, 6], # Cyberia
[ 8, 4, 2, 0, 7, 9, 15, 8, 5, 10, 10, 5], # Mutiara Ville
[ 4, 7, 6, 7, 0, 2, 6, 4, 6, 5, 3, 10], # MDEC
[ 7, 7, 7, 9, 2, 0, 5, 4, 6, 4, 4, 12], # NTT
[ 12, 10, 15, 15, 6, 5, 0, 12, 8, 5, 8, 15], # Limkokwing
[ 6, 9, 7, 8, 4, 4, 12, 0, 5, 10, 5, 4], # MaGIC
[ 4, 6, 2, 5, 6, 6, 8, 5, 0, 7, 6, 2], # Domain
[ 2, 5, 6, 10, 5, 4, 5, 10, 7, 0, 2, 10], # Shell
[ 5, 7, 9, 10, 3, 4, 8, 5, 6, 2, 0, 12], # MCMC
[ 9, 4, 6, 5, 10, 12, 15, 4, 2, 10, 12, 0]] # Serin
# Build a lookup index
if len(chosen_dest_names) > 1:
self.lookup_index = [0]
for dest in chosen_dest_names:
try:
self.lookup_index.append(self.all_dest_name.index(dest))
except ValueError as err:
print("Destination not recognized: {0}".format(err))
exit(0)
else:
self.lookup_index = [i for i in range(len(self.all_dest_name))]
def Distance(self, from_node, to_node):
return self.matrix[self.lookup_index[from_node]][self.lookup_index[to_node]]
def main():
# Get the delivery destinations from user inputs
if len(sys.argv) > 1:
chosen_dest_names = sys.argv[1:]
tsp_size = len(chosen_dest_names) + 1
print("Chosen delivery destinations: {0}".format(chosen_dest_names))
else:
chosen_dest_names = ["mmu", "cyberia", "mutiaraville", "mdec", "ntt",
"lkw", "magic", "domain", "shell", "mcmc", "serin"]
tsp_size = 12
# Dpulze isnt in args
print("TSP size: {0}".format(tsp_size))
# Create routing model
if tsp_size > 0:
# TSP of size tsp_size
# Second argument = 1 to build a single tour (it's a TSP).
# Nodes are indexed from 0 to tsp_size - 1. By default the start of
# the route is node 0.
routing = pywrapcp.RoutingModel(tsp_size, 1, 0)
search_parameters = pywrapcp.RoutingModel.DefaultSearchParameters()
# Setting first solution heuristic: the
# method for finding a first solution to the problem.
# Find the enums here: https://github.com/google/or-tools/blob/master/src/constraint_solver/routing_enums.proto
search_parameters.first_solution_strategy = (
routing_enums_pb2.FirstSolutionStrategy.GLOBAL_CHEAPEST_ARC)
# routing_enums_pb2.FirstSolutionStrategy.PATH_CHEAPEST_ARC)
# Create the distance callback, which takes two arguments (the from and to node indices)
# and returns the distance between these nodes.
dist_between_nodes = CreateDistanceCallback(chosen_dest_names)
dist_callback = dist_between_nodes.Distance
routing.SetArcCostEvaluatorOfAllVehicles(dist_callback)
# Solve, returns a solution if any.
assignment = routing.SolveWithParameters(search_parameters)
# Hack!!
chosen_dest_names.insert(0, 'dpulze')
if assignment:
# Solution cost.
print("Total time required: " + str(assignment.ObjectiveValue()) + " minutes\n")
# Inspect solution.
# Only one route here; otherwise iterate from 0 to routing.vehicles() - 1
route_number = 0
index = routing.Start(route_number) # Index of the variable for the starting node.
route = ''
while not routing.IsEnd(index):
# Convert variable indices to node indices in the displayed route.
route += str(chosen_dest_names[routing.IndexToNode(index)]) + ' -> '
index = assignment.Value(routing.NextVar(index))
route += str(chosen_dest_names[routing.IndexToNode(index)])
print("Route:\n\n" + route)
else:
print('No solution found.')
else:
print('Specify an instance greater than 0.')
if __name__ == '__main__':
main()
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