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September 19, 2016 21:02
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extern crate rand; | |
#[derive(Clone, Copy, Debug, Eq, PartialEq)] | |
enum Nationality { | |
Dane, | |
Brit, | |
Swede, | |
Norwegian, | |
German, | |
} | |
#[derive(Clone, Copy, Debug, Eq, PartialEq)] | |
enum Color { | |
Yellow, | |
Red, | |
White, | |
Green, | |
Blue, | |
} | |
#[derive(Clone, Copy, Debug, Eq, PartialEq)] | |
enum Animal { | |
Horse, | |
Cat, | |
Bird, | |
Fish, | |
Dog, | |
} | |
#[derive(Clone, Copy, Debug, Eq, PartialEq)] | |
enum Beverage { | |
Water, | |
Tea, | |
Milk, | |
Coffee, | |
RootBeer, | |
} | |
#[derive(Clone, Copy, Debug, Eq, PartialEq)] | |
enum Cigar { | |
PallMall, | |
Prince, | |
BlueMaster, | |
Dunhill, | |
Blends, | |
} | |
#[derive(Clone, Copy, Debug)] | |
struct House { | |
nationality: Nationality, | |
color: Color, | |
animal: Animal, | |
beverage: Beverage, | |
cigar: Cigar, | |
} | |
trait Annealable { | |
fn cost(&self) -> f32; | |
fn random_neighbor(&self) -> Self; | |
} | |
struct SimulatedAnnealer<T> { | |
initial: T, | |
} | |
impl<T: Annealable + Clone + std::fmt::Debug> SimulatedAnnealer<T> { | |
fn run(&mut self) -> (T, usize) { | |
let mut current = self.initial.clone(); | |
let mut current_cost = current.cost(); | |
let mut temperature = 1.0; | |
let mut num_iterations = 0; | |
while current_cost > 0.0 { | |
let neighbor = current.random_neighbor(); | |
let neighbor_cost = neighbor.cost(); | |
let cost_delta = neighbor_cost - current_cost; | |
if cost_delta <= 0.0 || | |
rand::random::<f32>() < (-cost_delta / temperature).exp() { | |
current = neighbor; | |
current_cost = neighbor_cost; | |
} | |
num_iterations += 1; | |
if num_iterations % 500 == 0 && temperature > 0.1 { | |
println!("{}: {} {}", num_iterations, current_cost, temperature); | |
temperature -= 0.1; | |
} | |
} | |
(current, num_iterations) | |
} | |
} | |
#[derive(Clone, Debug)] | |
struct State { | |
houses: [House; 5], | |
} | |
impl State { | |
fn new(v: Vec<House>) -> Self { | |
State { houses: [v[0], v[1], v[2], v[3], v[4]] } | |
} | |
} | |
impl Annealable for State { | |
fn cost(&self) -> f32 { | |
let mut cost = 15.0; | |
for (i, house) in self.houses.iter().enumerate() { | |
cost -= | |
[house.nationality == Nationality::Brit && | |
house.color == Color::Red, | |
house.nationality == Nationality::Swede && | |
house.animal == Animal::Dog, | |
house.nationality == Nationality::Dane && | |
house.beverage == Beverage::Tea, | |
i < 4 && house.color == Color::Green && | |
self.houses[i + 1].color == Color::White, | |
house.color == Color::Green && house.beverage == Beverage::Coffee, | |
house.cigar == Cigar::PallMall && house.animal == Animal::Bird, | |
house.color == Color::Yellow && house.cigar == Cigar::Dunhill, | |
i == 2 && house.beverage == Beverage::Milk, | |
i == 0 && house.nationality == Nationality::Norwegian, | |
house.cigar == Cigar::Blends && | |
((i > 0 && self.houses[i - 1].animal == Animal::Cat) || | |
(i < 4 && self.houses[i + 1].animal == Animal::Cat)), | |
house.animal == Animal::Horse && | |
((i > 0 && self.houses[i - 1].cigar == Cigar::Dunhill) || | |
(i < 4) && self.houses[i + 1].cigar == Cigar::Dunhill), | |
house.cigar == Cigar::BlueMaster && | |
house.beverage == Beverage::RootBeer, | |
house.nationality == Nationality::German && | |
house.cigar == Cigar::Prince, | |
house.nationality == Nationality::Norwegian && | |
((i > 0 && self.houses[i - 1].color == Color::Blue) || | |
(i < 4) && self.houses[i + 1].color == Color::Blue), | |
house.cigar == Cigar::Blends && | |
((i > 0 && self.houses[i - 1].beverage == Beverage::Water) || | |
(i < 4) && self.houses[i + 1].beverage == Beverage::Water)] | |
.iter() | |
.filter(|&&x| x) | |
.count() as f32; | |
} | |
cost | |
} | |
fn random_neighbor(&self) -> Self { | |
let mut rng = rand::thread_rng(); | |
let mut neighbor = self.clone(); | |
let ab = rand::sample(&mut rng, 0..5, 2); | |
let mut a = neighbor.houses[ab[0]]; | |
let mut b = neighbor.houses[ab[1]]; | |
match rand::sample(&mut rng, 0..5, 1)[0] { | |
0 => std::mem::swap(&mut a.nationality, &mut b.nationality), | |
1 => std::mem::swap(&mut a.color, &mut b.color), | |
2 => std::mem::swap(&mut a.animal, &mut b.animal), | |
3 => std::mem::swap(&mut a.beverage, &mut b.beverage), | |
4 => std::mem::swap(&mut a.cigar, &mut b.cigar), | |
_ => unreachable!(), | |
} | |
neighbor.houses[ab[0]] = a; | |
neighbor.houses[ab[1]] = b; | |
neighbor | |
} | |
} | |
fn main() { | |
let nationalities = vec![Nationality::Dane, | |
Nationality::Brit, | |
Nationality::Swede, | |
Nationality::Norwegian, | |
Nationality::German]; | |
let colors = | |
vec![Color::Yellow, Color::Red, Color::White, Color::Green, Color::Blue]; | |
let animals = | |
vec![Animal::Horse, Animal::Cat, Animal::Bird, Animal::Fish, Animal::Dog]; | |
let beverages = vec![Beverage::Water, | |
Beverage::Tea, | |
Beverage::Milk, | |
Beverage::Coffee, | |
Beverage::RootBeer]; | |
let cigars = vec![Cigar::PallMall, | |
Cigar::Prince, | |
Cigar::BlueMaster, | |
Cigar::Dunhill, | |
Cigar::Blends]; | |
let houses = nationalities.iter() | |
.zip(colors.iter()) | |
.zip(animals.iter()) | |
.zip(beverages.iter()) | |
.zip(cigars.iter()) | |
.map(|((((nationality, color), animal), beverage), cigar)| { | |
House { | |
nationality: nationality.to_owned(), | |
color: color.to_owned(), | |
animal: animal.to_owned(), | |
beverage: beverage.to_owned(), | |
cigar: cigar.to_owned(), | |
} | |
}) | |
.collect::<Vec<_>>(); | |
let state = State::new(houses); | |
let mut sa = SimulatedAnnealer { initial: state }; | |
let (solution, iterations) = sa.run(); | |
for house in &solution.houses { | |
println!("{:?}", house); | |
} | |
println!("Number of iterations: {}", iterations); | |
} |
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