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LocalSearch.py
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131 lines (95 loc) · 5.71 KB
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# -*- coding: utf-8 -*-
"""
Created on Wed Nov 9 11:10:37 2022
@author: Ahmed Kheiri
"""
from Solution import Solution
from Problem import Problem
import random
class LocalSearch:
def __init__(self, number_of_iterations_factor, sumOfSquaresObjective):
self.__number_of_iterations_factor = number_of_iterations_factor
self.__sumOfSquaresObjective = sumOfSquaresObjective
def setProblem(self, problem):
self.__problem = problem
def setSolution(self, solution):
self.__solution = solution
def isSumOfSquaresObjective(self):
return self.__sumOfSquaresObjective
def getNumberOfIterationsFactor(self):
return self.__number_of_iterations_factor
def getProblem(self) -> Problem:
return self.__problem
def getSolution(self) -> Solution:
return self.__solution
def getCopySolution(self):
return self.getSolution().copy()
def copyFrom(self, sol):
self.getSolution().setVehiclesList(sol.getVehiclesList())
def improve(self):
pass
########################### Objectives Section
def getFeasibility(self):
feas = 0
for current_vehicle in range(self.getSolution().getNumberOfVehicles()):
feas += max(0,self.getSolution().getVehicle(current_vehicle).getTotalDistance() - self.getProblem().getD())
return feas
def getObjective(self, w1=100000000, w2=100000, w3=1):
if self.isSumOfSquaresObjective():
return w1*self.getFeasibility() + w2*self.getSolution().getSolutionNumberOfSatisfiedCustomers() + w3*self.getSolution().getSolutionSquaredTotalDistance()
else:
return w1*self.getFeasibility() + w2*self.getSolution().getSolutionNumberOfSatisfiedCustomers() + w3*self.getSolution().getSolutionTotalDistance()
########################### LLHs Section
def getNumberOfLLHs(self):
return 2
def applyLLH(self, llh):
if llh == 0:
self.SwapCustomersDifferentVehicles()
elif llh == 1:
self.InsertCustomerDifferentVehicle()
elif llh == 2:
self.SwapCustomersSameVehicle()
elif llh == 3:
self.InsertCustomerSameVehicle()
def SwapCustomersSameVehicle(self):
if self.getSolution().getNumberOfVehicles() <= 0:
return
vehicle = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
if self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() <= 1:
return
customer1 = random.randint(0, self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() - 1)
customer2 = random.randint(0, self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() - 1)
self.getSolution().getVehicle(vehicle).getCustomerVisitsList()[customer1], self.getSolution().getVehicle(vehicle).getCustomerVisitsList()[customer2] = self.getSolution().getVehicle(vehicle).getCustomerVisitsList()[customer2], self.getSolution().getVehicle(vehicle).getCustomerVisitsList()[customer1]
def SwapCustomersDifferentVehicles(self):
if self.getSolution().getNumberOfVehicles() <= 0:
return
vehicle1 = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
if self.getSolution().getVehicle(vehicle1).getNumberOfCustomerVisits() <= 0:
return
vehicle2 = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
if self.getSolution().getVehicle(vehicle2).getNumberOfCustomerVisits() <= 0:
return
customer1 = random.randint(0, self.getSolution().getVehicle(vehicle1).getNumberOfCustomerVisits() - 1)
customer2 = random.randint(0, self.getSolution().getVehicle(vehicle2).getNumberOfCustomerVisits() - 1)
self.getSolution().getVehicle(vehicle1).getCustomerVisitsList()[customer1], self.getSolution().getVehicle(vehicle2).getCustomerVisitsList()[customer2] = self.getSolution().getVehicle(vehicle2).getCustomerVisitsList()[customer2], self.getSolution().getVehicle(vehicle1).getCustomerVisitsList()[customer1]
def InsertCustomerSameVehicle(self):
if self.getSolution().getNumberOfVehicles() <= 0:
return
vehicle = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
if self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() <= 1:
return
current_index = random.randint(0, self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() - 1)
new_index = random.randint(0, self.getSolution().getVehicle(vehicle).getNumberOfCustomerVisits() - 1)
element = self.getSolution().getVehicle(vehicle).getCustomerVisitsList().pop(current_index)
self.getSolution().getVehicle(vehicle).getCustomerVisitsList().insert(new_index, element)
def InsertCustomerDifferentVehicle(self):
if self.getSolution().getNumberOfVehicles() <= 0:
return
vehicle1 = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
if self.getSolution().getVehicle(vehicle1).getNumberOfCustomerVisits() <= 0:
return
vehicle2 = random.randint(0, self.getSolution().getNumberOfVehicles()-1)
current_index = random.randint(0, self.getSolution().getVehicle(vehicle1).getNumberOfCustomerVisits() - 1)
element = self.getSolution().getVehicle(vehicle1).getCustomerVisitsList().pop(current_index)
new_index = random.randint(0, self.getSolution().getVehicle(vehicle2).getNumberOfCustomerVisits())
self.getSolution().getVehicle(vehicle2).getCustomerVisitsList().insert(new_index, element)