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simann_example.swift
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simann_example.swift
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// The MIT License (MIT)
// Copyright (c) 2017 Mike Taghavi (mitghi[at]me.com)
// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the Software is
// furnished to do so, subject to the following conditions:
// The above copyright notice and this permission notice shall be included in all
// copies or substantial portions of the Software.
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
// SOFTWARE.
#if os(OSX)
import Foundation
import Cocoa
#elseif os(Linux)
import Glibc
#endif
protocol Clonable {
init(current: Self)
}
extension Clonable {
func clone() -> Self {
return Self.init(current: self)
}
}
protocol SAObject: Clonable {
var count: Int { get }
func randSwap(a: Int, b: Int)
func currentEnergy() -> Double
func shuffle()
}
// MARK: - create a new copy of elements
extension Array where Element: Clonable {
func clone() -> Array {
var newArray = Array<Element>()
for elem in self {
newArray.append(elem.clone())
}
return newArray
}
}
typealias Points = [Point]
typealias AcceptanceFunc = (Double, Double, Double) -> Double
class Point: Clonable {
var x: Int
var y: Int
init(x: Int, y: Int) {
self.x = x
self.y = y
}
required init(current: Point){
self.x = current.x
self.y = current.y
}
}
// MARK: - string representation
extension Point: CustomStringConvertible {
public var description: String {
return "Point(\(x), \(y))"
}
}
// MARK: - return distance between two points using operator '<->'
infix operator <->: AdditionPrecedence
extension Point {
static func <-> (left: Point, right: Point) -> Double {
let xDistance = (left.x - right.x)
let yDistance = (left.y - right.y)
return Double((xDistance * xDistance) + (yDistance * yDistance)).squareRoot()
}
}
class Tour: SAObject {
var tour: Points
var energy: Double = 0.0
var count: Int {
get {
return self.tour.count
}
}
init(points: Points){
self.tour = points.clone()
}
required init(current: Tour) {
self.tour = current.tour.clone()
}
}
// MARK: - calculate current tour distance ( energy ).
extension Tour {
func randSwap(a: Int, b: Int) -> Void {
let (cpos1, cpos2) = (self[a], self[b])
self[a] = cpos2
self[b] = cpos1
}
func currentEnergy() -> Double {
if self.energy == 0 {
var tourEnergy: Double = 0.0
for i in 0..<self.count {
let fromCity = self[i]
var destCity = self[0]
if i+1 < self.count {
destCity = self[i+1]
}
let e = fromCity<->destCity
tourEnergy = tourEnergy + e
}
self.energy = tourEnergy
}
return self.energy
}
func shuffle() {
self.shuffle()
}
}
// MARK: - subscript to manipulate elements of Tour.
extension Tour {
subscript(index: Int) -> Point {
get {
return self.tour[index]
}
set(newValue) {
self.tour[index] = newValue
}
}
}
func SimulatedAnnealing<T: SAObject>(initial: T, temperature: Double, coolingRate: Double, acceptance: AcceptanceFunc) -> T {
var temp: Double = temperature
var currentSolution = initial.clone()
currentSolution.shuffle()
var bestSolution = currentSolution.clone()
print("Initial solution: ", bestSolution.currentEnergy())
while temp > 1 {
let newSolution: T = currentSolution.clone()
let pos1: Int = Int.random(in: 0 ..< newSolution.count)
let pos2: Int = Int.random(in: 0 ..< newSolution.count)
newSolution.randSwap(a: pos1, b: pos2)
let currentEnergy: Double = currentSolution.currentEnergy()
let newEnergy: Double = newSolution.currentEnergy()
if acceptance(currentEnergy, newEnergy, temp) > Double.random(in: 0 ..< 1) {
currentSolution = newSolution.clone()
}
if currentSolution.currentEnergy() < bestSolution.currentEnergy() {
bestSolution = currentSolution.clone()
}
temp *= 1-coolingRate
}
print("Best solution: ", bestSolution.currentEnergy())
return bestSolution
}
let points: [Point] = [
(60 , 200), (180, 200), (80 , 180), (140, 180),
(20 , 160), (100, 160), (200, 160), (140, 140),
(40 , 120), (100, 120), (180, 100), (60 , 80) ,
(120, 80) , (180, 60) , (20 , 40) , (100, 40) ,
(200, 40) , (20 , 20) , (60 , 20) , (160, 20) ,
].map{ Point(x: $0.0, y: $0.1) }
let acceptance : AcceptanceFunc = {
(e: Double, ne: Double, te: Double) -> Double in
if ne < e {
return 1.0
}
return exp((e - ne) / te)
}
let result: Tour = SimulatedAnnealing(initial : Tour(points: points),
temperature : 100000.0,
coolingRate : 0.003,
acceptance : acceptance)