discrete_optimization/vrp/solver.py

90 lines
3.0 KiB
Python
Executable File

#!/usr/bin/python
# -*- coding: utf-8 -*-
import math
from collections import namedtuple
from vrp import solve_it
Customer = namedtuple("Customer", ['index', 'demand', 'x', 'y'])
def length(customer1, customer2):
return math.sqrt((customer1.x - customer2.x)**2 + (customer1.y - customer2.y)**2)
def solve_it_(input_data):
# Modify this code to run your optimization algorithm
# parse the input
lines = input_data.split('\n')
parts = lines[0].split()
customer_count = int(parts[0])
vehicle_count = int(parts[1])
vehicle_capacity = int(parts[2])
customers = []
for i in range(1, customer_count+1):
line = lines[i]
parts = line.split()
customers.append(Customer(i-1, int(parts[0]), float(parts[1]), float(parts[2])))
#the depot is always the first customer in the input
depot = customers[0]
# build a trivial solution
# assign customers to vehicles starting by the largest customer demands
vehicle_tours = []
remaining_customers = set(customers)
remaining_customers.remove(depot)
for v in range(0, vehicle_count):
# print "Start Vehicle: ",v
vehicle_tours.append([])
capacity_remaining = vehicle_capacity
while sum([capacity_remaining >= customer.demand for customer in remaining_customers]) > 0:
used = set()
order = sorted(remaining_customers, key=lambda customer: -customer.demand)
for customer in order:
if capacity_remaining >= customer.demand:
capacity_remaining -= customer.demand
vehicle_tours[v].append(customer)
# print ' add', ci, capacity_remaining
used.add(customer)
remaining_customers -= used
# checks that the number of customers served is correct
assert sum([len(v) for v in vehicle_tours]) == len(customers) - 1
# calculate the cost of the solution; for each vehicle the length of the route
obj = 0
for v in range(0, vehicle_count):
vehicle_tour = vehicle_tours[v]
if len(vehicle_tour) > 0:
obj += length(depot,vehicle_tour[0])
for i in range(0, len(vehicle_tour)-1):
obj += length(vehicle_tour[i],vehicle_tour[i+1])
obj += length(vehicle_tour[-1],depot)
# prepare the solution in the specified output format
outputData = '%.2f' % obj + ' ' + str(0) + '\n'
for v in range(0, vehicle_count):
outputData += str(depot.index) + ' ' + ' '.join([str(customer.index) for customer in vehicle_tours[v]]) + ' ' + str(depot.index) + '\n'
return outputData
import sys
if __name__ == '__main__':
import sys
if len(sys.argv) > 1:
file_location = sys.argv[1].strip()
with open(file_location, 'r') as input_data_file:
input_data = input_data_file.read()
print(solve_it(input_data))
else:
print('This test requires an input file. Please select one from the data directory. (i.e. python solver.py ./data/vrp_5_4_1)')