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day15.rs
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day15.rs
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//! # Beverage Bandits
//!
//! This problem is notoriously tricky due to the finicky rules that must be followed precisely and
//! that not all inputs trigger all edge cases. However from a performance aspect most of the time
//! is consumed finding the nearest target whenever a unit needs to move.
//!
//! For each move we perform two [BFS](https://en.wikipedia.org/wiki/Breadth-first_search).
//! The first search from the current unit finds the nearest target in reading order.
//! The second *reverse* search from the target to the current unit finds the correct direction
//! to move.
//!
//! Since the cave dimensions are 32 x 32 we use a fixed sized array of bitmasks stored in `u32`
//! to execute each BFS efficiently. Each step we expand the frontier using the bitwise logic
//! applied to each row:
//!
//! ```none
//! (previous | (current << 1) | current | (current >> 1) | next) & !walls
//! ```
//!
//! We represent the goal using bits and stop searching once that intersects with the frontier.
//! First example:
//!
//! * Goblin's turn.
//! * We should choose the first target square in reading order (to the right of the nearest elf)
//! * There are two equal shortest paths to that square, so we should choose the first *step* in
//! reading order (up).
//!
//! ```none
//! Map Walls In Range
//! ####### 1111111 0000000
//! #E # 1000001 0110000
//! # E # 1000001 0111000
//! # G# 1000001 0010000
//! ####### 1111111 0000000
//!
//! Forward BFS frontier Intersection
//! 0000000 0000000 0000000 0000000 0000000
//! 0000000 0000000 0000010 0000110 0000000
//! 0000000 => 0000010 => 0000110 => 0001110 => 0001000 <= Choose first target square
//! 0000010 0000110 0001110 0011110 0010000 in reading order
//! 0000000 0000000 0000000 0000000 0000000
//!
//! Reverse BFS frontier Intersection
//! 0000000 0000000 0000000 0000000
//! 0000000 0001000 0011100 0000000
//! 0001000 => 0011100 => 0111110 => 0000010 <= Choose first step
//! 0000000 0001000 0011100 0000100 in reading order
//! 0000000 0000000 0000000 0000000
//! ```
//!
//! Choosing the first intersection in reading order the Goblin correctly moves upwards.
//! Second example:
//!
//! * Elf's turn.
//! * There are two equal shortest paths.
//! * We should choose the first *unit* in reading order (left).
//!
//! ```none
//! Map Walls In Range
//! ########### 11111111111 00000000000
//! #G..#....G# 10001000001 01100000110
//! ###..E##### 11100011111 00000000000
//! ########### 11111111111 00000000000
//!
//! Forward BFS frontier Intersection
//! 00000000000 00000000000 00000000000 00000000000 00000000000 00000000000
//! 00000000000 00000100000 00000110000 00010111000 00110111100 00100000100
//! 00000100000 => 00001100000 => 00011100000 => 00011100000 => 00011100000 => 00000000000
//! 00000000000 00000000000 00000000000 00000000000 00000000000 00000000000
//!
//! Reverse BFS frontier Intersection
//! 00000000000 00000000000 00000000000 00000000000 00000000000
//! 00100000000 01110000000 01110000000 01110000000 00000000000
//! 00000000000 => 00000000000 => 00010000000 => 00011000000 => 00001000000
//! 00000000000 00000000000 00000000000 00000000000 00000000000
//! ```
//!
//! Choosing the first intersection in reading order the Elf correctly moves left.
use crate::util::grid::*;
use crate::util::point::*;
use crate::util::thread::*;
use std::sync::atomic::{AtomicBool, AtomicI32, Ordering};
use std::sync::mpsc::{channel, Sender};
const READING_ORDER: [Point; 4] = [UP, LEFT, RIGHT, DOWN];
pub struct Input {
walls: [u32; 32],
elves: Vec<Point>,
goblins: Vec<Point>,
}
#[derive(Clone, Copy, PartialEq, Eq)]
enum Kind {
Elf,
Goblin,
}
#[derive(Clone, Copy)]
struct Unit {
position: Point,
kind: Kind,
health: i32,
power: i32,
}
/// Shared between threads for part two.
struct Shared {
done: AtomicBool,
elf_attack_power: AtomicI32,
tx: Sender<(i32, i32)>,
}
/// Parse the input into a bitmask for the cave walls
/// and a list of point coordinates for each Elf and Goblin.
pub fn parse(input: &str) -> Input {
let grid = Grid::parse(input);
let mut walls = [0; 32];
let mut elves = Vec::new();
let mut goblins = Vec::new();
for y in 0..grid.height {
for x in 0..grid.width {
let position = Point::new(x, y);
match grid[position] {
b'#' => set_bit(&mut walls, position),
b'E' => elves.push(position),
b'G' => goblins.push(position),
_ => (),
}
}
}
Input { walls, elves, goblins }
}
/// Simulate a full fight until only Goblins remain.
pub fn part1(input: &Input) -> i32 {
fight(input, 3, false).unwrap()
}
/// Find the lowest attack power where no Elf dies. We can short circuit any fight once a
/// single Elf is killed. Since each fight is independent we can parallelize the search over
/// multiple threads.
pub fn part2(input: &Input) -> i32 {
let (tx, rx) = channel();
let shared = Shared { done: AtomicBool::new(false), elf_attack_power: AtomicI32::new(4), tx };
// Use as many cores as possible to parallelize the search.
spawn(|| worker(input, &shared));
// Hang up the channel.
drop(shared.tx);
// Find lowest possible power.
rx.iter().min_by_key(|&(eap, _)| eap).map(|(_, score)| score).unwrap()
}
fn worker(input: &Input, shared: &Shared) {
while !shared.done.load(Ordering::Relaxed) {
// Get the next attack power, incrementing it atomically for the next fight.
let power = shared.elf_attack_power.fetch_add(1, Ordering::Relaxed);
// If the Elves win then set the score and signal all threads to stop.
// Use a channel to queue all potential scores as another thread may already have sent a
// different value.
if let Some(score) = fight(input, power, true) {
shared.done.store(true, Ordering::Relaxed);
let _unused = shared.tx.send((power, score));
}
}
}
/// Careful implementation of the game rules.
fn fight(input: &Input, elf_attack_power: i32, part_two: bool) -> Option<i32> {
let mut units = Vec::new();
let mut elves = input.elves.len();
let mut goblins = input.goblins.len();
let mut grid = Grid::new(32, 32, None);
// Initialize each unit.
for &position in &input.elves {
units.push(Unit { position, kind: Kind::Elf, health: 200, power: elf_attack_power });
}
for &position in &input.goblins {
units.push(Unit { position, kind: Kind::Goblin, health: 200, power: 3 });
}
for turn in 0.. {
// Remove dead units for efficiency.
units.retain(|u| u.health > 0);
// Units take turns in reading order.
units.sort_unstable_by_key(|u| 32 * u.position.y + u.position.x);
// Grid is used for reverse lookup from location to index.
units.iter().enumerate().for_each(|(i, u)| grid[u.position] = Some(i));
for index in 0..units.len() {
let Unit { position, kind, health, power } = units[index];
// Unit may have been killed during this turn.
if health <= 0 {
continue;
}
// Check if there are no more remaining targets then return *complete* turns.
// Determining a complete turn is subtle. If the last unit to act (in reading order)
// kills the last remaining enemy then that counts as a complete turn. Otherwise the
// turn is considered incomplete and doesn't count.
if elves == 0 || goblins == 0 {
return Some(turn * units.iter().map(|u| u.health.max(0)).sum::<i32>());
}
// Search for neighboring enemies.
let mut nearby = attack(&grid, &units, position, kind);
// If no enemy next to unit then move towards nearest enemy in reading order,
// breaking equal distance ties in reading order.
if nearby.is_none() {
if let Some(next) = double_bfs(input.walls, &units, position, kind) {
grid[position] = None;
grid[next] = Some(index);
units[index].position = next;
nearby = attack(&grid, &units, next, kind);
}
}
// Attack enemy if possible.
if let Some(target) = nearby {
units[target].health -= power;
if units[target].health <= 0 {
grid[units[target].position] = None;
// For part two, short circuit if a single elf is killed.
match units[target].kind {
Kind::Elf if part_two => return None,
Kind::Elf => elves -= 1,
Kind::Goblin => goblins -= 1,
}
}
}
}
}
unreachable!()
}
/// Search for weakest neighboring enemy. Equal health ties are broken in reading order.
fn attack(grid: &Grid<Option<usize>>, units: &[Unit], point: Point, kind: Kind) -> Option<usize> {
let mut enemy_health = i32::MAX;
let mut enemy_index = None;
for next in READING_ORDER.iter().filter_map(|&o| grid[point + o]) {
if units[next].kind != kind && units[next].health < enemy_health {
enemy_health = units[next].health;
enemy_index = Some(next);
}
}
enemy_index
}
/// Performs two BFS searches. The first search from the current unit finds the nearest target
/// in reading order. The second reverse search from the target to the current unit, finds the
/// correct direction to move.
fn double_bfs(mut walls: [u32; 32], units: &[Unit], point: Point, kind: Kind) -> Option<Point> {
let frontier = &mut [0; 32];
set_bit(frontier, point);
let walls = &mut walls;
let in_range = &mut [0; 32];
for unit in units.iter().filter(|u| u.health > 0) {
if unit.kind == kind {
// Units of the same type are obstacles.
set_bit(walls, unit.position);
} else {
// Add enemy units to the list of potential targets.
set_bit(in_range, unit.position);
}
}
// We're interested in the 4 orthogonal squares around each enemy unit.
expand(walls, in_range);
// Search for reachable squares. There could be no reachable squares, for example friendly
// units already have the enemy surrounded or are blocking the path.
while expand(walls, frontier) {
if let Some(target) = intersect(in_range, frontier) {
// Reverse search from target to determine correct movement direction.
let frontier = &mut [0; 32];
set_bit(frontier, target);
let in_range = &mut [0; 32];
set_bit(in_range, point);
expand(walls, in_range);
// This will always succeed as there was a path from the current unit.
loop {
expand(walls, frontier);
if let Some(target) = intersect(in_range, frontier) {
return Some(target);
}
}
}
}
None
}
/// Use bitwise logic to expand the frontier. Returns a boolean indicating if the frontier
/// actually expanded.
fn expand(walls: &[u32], frontier: &mut [u32]) -> bool {
let mut previous = frontier[0];
let mut changed = 0;
for i in 1..31 {
let current = frontier[i];
let next = frontier[i + 1];
frontier[i] = (previous | (current << 1) | current | (current >> 1) | next) & !walls[i];
previous = current;
changed |= current ^ frontier[i];
}
changed != 0
}
/// Check if we have reached a target, returning the first target in reading order.
fn intersect(in_range: &[u32], frontier: &[u32]) -> Option<Point> {
for i in 1..31 {
let both = in_range[i] & frontier[i];
if both != 0 {
let x = both.trailing_zeros() as i32;
let y = i as i32;
return Some(Point::new(x, y));
}
}
None
}
/// Convenience function to set a single bit from a point's location.
#[inline]
fn set_bit(slice: &mut [u32], point: Point) {
slice[point.y as usize] |= 1 << point.x;
}