#955613 (Rust) No.5020 Averaging

• 問題: No.5020 Averaging
• ユーザー: xyz600600
• 提出日時: 2024-02-25 16:20:55
• 言語: Rust (1.77.0)
• 結果: AC
• 実行時間: 953 ms / 1,000 ms
• コード長: 10,243 bytes
• コンパイル時間: 1,835 ms
• コンパイル使用メモリ: 199,436 KB
• 実行使用メモリ: 6,676 KB
• スコア: 36,051,702
• 最終ジャッジ日時: 2024-02-25 16:21:47
• 合計ジャッジ時間: 51,856 ms
• ジャッジサーバーID （参考情報）: judge13 / judge12

入力	結果	実行時間; 実行使用メモリ
testcase_00	AC	952 ms; 6,676 KB
testcase_01	AC	952 ms; 6,676 KB
testcase_02	AC	952 ms; 6,676 KB
testcase_03	AC	953 ms; 6,676 KB
testcase_04	AC	952 ms; 6,676 KB
testcase_05	AC	952 ms; 6,676 KB
testcase_06	AC	952 ms; 6,676 KB
testcase_07	AC	952 ms; 6,676 KB
testcase_08	AC	951 ms; 6,676 KB
testcase_09	AC	952 ms; 6,676 KB
testcase_10	AC	952 ms; 6,676 KB
testcase_11	AC	952 ms; 6,676 KB
testcase_12	AC	952 ms; 6,676 KB
testcase_13	AC	952 ms; 6,676 KB
testcase_14	AC	952 ms; 6,676 KB
testcase_15	AC	952 ms; 6,676 KB
testcase_16	AC	952 ms; 6,676 KB
testcase_17	AC	952 ms; 6,676 KB
testcase_18	AC	953 ms; 6,676 KB
testcase_19	AC	951 ms; 6,676 KB
testcase_20	AC	952 ms; 6,676 KB
testcase_21	AC	952 ms; 6,676 KB
testcase_22	AC	952 ms; 6,676 KB
testcase_23	AC	952 ms; 6,676 KB
testcase_24	AC	952 ms; 6,676 KB
testcase_25	AC	952 ms; 6,676 KB
testcase_26	AC	952 ms; 6,676 KB
testcase_27	AC	952 ms; 6,676 KB
testcase_28	AC	952 ms; 6,676 KB
testcase_29	AC	951 ms; 6,676 KB
testcase_30	AC	952 ms; 6,676 KB
testcase_31	AC	952 ms; 6,676 KB
testcase_32	AC	952 ms; 6,676 KB
testcase_33	AC	952 ms; 6,676 KB
testcase_34	AC	953 ms; 6,676 KB
testcase_35	AC	952 ms; 6,676 KB
testcase_36	AC	952 ms; 6,676 KB
testcase_37	AC	952 ms; 6,676 KB
testcase_38	AC	953 ms; 6,676 KB
testcase_39	AC	952 ms; 6,676 KB
testcase_40	AC	953 ms; 6,676 KB
testcase_41	AC	953 ms; 6,676 KB
testcase_42	AC	952 ms; 6,676 KB
testcase_43	AC	952 ms; 6,676 KB
testcase_44	AC	952 ms; 6,676 KB
testcase_45	AC	952 ms; 6,676 KB
testcase_46	AC	952 ms; 6,676 KB
testcase_47	AC	951 ms; 6,676 KB
testcase_48	AC	952 ms; 6,676 KB
testcase_49	AC	951 ms; 6,676 KB

コンパイルメッセージ

warning: unused variable: `problem`
   --> Main.rs:153:29
    |
153 |     fn simulate_with_greedy(problem: &Problem, state: &mut State, turn: usize) -> u64 {
    |                             ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_problem`
    |
    = note: `#[warn(unused_variables)]` on by default

warning: unused variable: `problem`
   --> Main.rs:223:12
    |
223 |     fn new(problem: &Problem) -> State {
    |            ^^^^^^^ help: if this is intentional, prefix it with an underscore: `_problem`

warning: 2 warnings emitted

ソースコード

use std::io;
use std::time::Instant;

struct Timer {
    start_time: Instant,
}

impl Timer {
    fn new() -> Timer {
        Timer {
            start_time: Instant::now(),
        }
    }

    fn now_ms(&self) -> u128 {
        (Instant::now() - self.start_time).as_millis()
    }
}

#[derive(Debug)]
pub struct Xorshift {
    seed: u64,
}
impl Xorshift {
    pub fn new() -> Xorshift {
        Xorshift {
            seed: 0xf0fb588ca2196dac,
        }
    }

    pub fn with_seed(seed: u64) -> Xorshift {
        Xorshift { seed }
    }

    pub fn next(&mut self) -> u64 {
        self.seed = self.seed ^ (self.seed << 13);
        self.seed = self.seed ^ (self.seed >> 7);
        self.seed = self.seed ^ (self.seed << 17);
        self.seed
    }

    pub fn next_u128(&mut self) -> u128 {
        let first = self.next() as u128;
        let second = self.next() as u128;
        (first << 64) + second
    }

    pub fn rand(&mut self, m: u64) -> u64 {
        self.next() % m
    }

    // 0.0 ~ 1.0
    pub fn randf(&mut self) -> f64 {
        use std::mem;
        const UPPER_MASK: u64 = 0x3FF0000000000000;
        const LOWER_MASK: u64 = 0xFFFFFFFFFFFFF;
        let tmp = UPPER_MASK | (self.next() & LOWER_MASK);
        let result: f64 = unsafe { mem::transmute(tmp) };
        result - 1.0
    }
}

#[derive(Clone, Copy)]
struct Card {
    number: [u64; 2],
}

pub struct Problem {
    cards: Vec<Card>,
    operation_count: usize,
}

fn read_problem() -> Problem {
    // 標準入力からの読み取り用バッファ
    let mut input = String::new();

    // N の読み取り
    io::stdin().read_line(&mut input).expect("Failed to read line");
    let n: usize = input.trim().parse().expect("Input was not a number");

    // 各 A_i, B_i の読み取り
    let mut pairs = Vec::new(); // (A_i, B_i) のペアを格納するベクター
    for _ in 0..n {
        input.clear(); // バッファをクリア
        io::stdin().read_line(&mut input).expect("Failed to read line");

        // 空白で分割し、それぞれ u64 として解析
        let parts: Vec<u64> = input
            .trim()
            .split_whitespace()
            .map(|x| x.parse().expect("Input was not a number"))
            .collect();

        if parts.len() != 2 {
            eprintln!("Invalid input format");
            continue;
        }

        // ベクターに追加
        pairs.push((parts[0], parts[1]));
    }

    let cards = pairs
        .into_iter()
        .map(|(v1, v2)| Card { number: [v1, v2] })
        .collect::<Vec<_>>();

    Problem {
        cards,
        operation_count: 50,
    }
}

mod greedy {
    use crate::{Card, Problem};

    #[derive(Clone)]
    struct State {
        card_pool: Vec<Card>,
    }

    const TARGET_VALUE: u64 = 50_0000_0000_0000_0000;

    impl State {
        fn new(problem: &Problem) -> State {
            State {
                card_pool: problem.cards.clone(),
            }
        }

        fn copy_from(&mut self, state: &State) {
            for i in 0..state.card_pool.len() {
                self.card_pool[i] = state.card_pool[i]
            }
        }

        fn manipulate(&mut self, c1: usize, c2: usize) {
            let first = (self.card_pool[c1].number[0] + self.card_pool[c2].number[0]) / 2;
            let second = (self.card_pool[c1].number[1] + self.card_pool[c2].number[1]) / 2;

            self.card_pool[c1].number[0] = first;
            self.card_pool[c2].number[0] = first;

            self.card_pool[c1].number[1] = second;
            self.card_pool[c2].number[1] = second;
        }
    }

    fn calculate_cost_diff(first: u64, second: u64) -> u64 {
        first.abs_diff(TARGET_VALUE).max(second.abs_diff(TARGET_VALUE))
    }

    fn simulate_with_greedy(problem: &Problem, state: &mut State, turn: usize) -> u64 {
        let mut state = state.clone();
        for _iter in 0..turn {
            // 平均化して改善率の最も高い組合せを選択
            let mut best_improve_pair = (0, 0);
            let mut best_gain = std::i64::MIN;
            let c1 = 0;
            for c2 in c1 + 1..state.card_pool.len() {
                let first = (state.card_pool[c1].number[0] + state.card_pool[c2].number[0]) / 2;
                let second = (state.card_pool[c1].number[1] + state.card_pool[c2].number[1]) / 2;

                let before_c1_diff = calculate_cost_diff(state.card_pool[c1].number[0], state.card_pool[c1].number[1]);
                let before_c2_diff = calculate_cost_diff(state.card_pool[c2].number[0], state.card_pool[c2].number[1]);
                let before_diff = before_c1_diff + before_c2_diff;

                let after_diff = calculate_cost_diff(first, second) * 2;
                let gain = before_diff as i64 - after_diff as i64;

                if best_gain < gain {
                    best_gain = gain;
                    best_improve_pair = (c1, c2);
                }
            }
            let (c1, c2) = best_improve_pair;
            state.manipulate(c1, c2);
        }
        // calculate score
        // ⌊2000000−100000 log 10 (max(V_1 ,V_2)+1)⌋
        let diff = calculate_cost_diff(state.card_pool[0].number[0], state.card_pool[0].number[1]);
        (200_0000f64 - 10_0000f64 * (diff as f64).log10()).floor() as u64
    }

    pub fn solve(problem: &Problem) -> Vec<(u8, u8)> {
        let mut state = State::new(problem);
        let mut init_state = State::new(problem);

        let mut ret = vec![];

        for turn in 1..=problem.operation_count {
            // 平均化して改善率の最も高い組合せを選択
            let mut best_improve_pair = (0, 0);
            let mut best_score = std::u64::MIN;
            let c1 = 0;
            for c2 in c1 + 1..state.card_pool.len() {
                init_state.copy_from(&state);
                init_state.manipulate(c1, c2);
                let score = simulate_with_greedy(problem, &mut init_state, problem.operation_count - turn);
                if best_score < score {
                    best_score = score;
                    best_improve_pair = (c1, c2);
                }
            }
            let (c1, c2) = best_improve_pair;
            state.manipulate(c1, c2);

            ret.push((c1 as u8, c2 as u8));
        }

        ret
    }
}

#[derive(Clone)]
struct State {
    operation_list: Vec<(u8, u8)>,
}

const TARGET_VALUE: u64 = 50_0000_0000_0000_0000;

impl State {
    fn new(problem: &Problem) -> State {
        State { operation_list: vec![] }
    }
}

fn calculate_cost_diff(first: u64, second: u64) -> u64 {
    first.abs_diff(TARGET_VALUE).max(second.abs_diff(TARGET_VALUE))
}

fn evaluate(problem: &Problem, state: &State) -> i64 {
    let mut card_pool = problem.cards.clone();
    for (c1, c2) in state.operation_list.iter() {
        // 平均化して改善率の最も高い組合せを選択
        let c1 = *c1 as usize;
        let c2 = *c2 as usize;

        // manipulate
        let first = (card_pool[c1].number[0] + card_pool[c2].number[0]) / 2;
        let second = (card_pool[c1].number[1] + card_pool[c2].number[1]) / 2;
        card_pool[c1].number = [first, second];
        card_pool[c2].number = [first, second];
    }

    let diff = calculate_cost_diff(card_pool[0].number[0], card_pool[0].number[1]);
    (200_0000f64 - 10_0000f64 * (diff as f64).log10()).floor() as i64
}

fn solve(problem: &Problem) -> Vec<(usize, usize)> {
    let timer = Timer::new();
    let mut state = State::new(problem);
    let init_operations = greedy::solve(problem);
    state.operation_list = init_operations;

    let mut eval = evaluate(problem, &state);

    let mut best_eval = eval;
    let mut best_state = state.clone();

    let start_temp: f64 = 3e4;
    let end_temp: f64 = start_temp / 3e3;
    let mut progress = 0.0;
    let mut temp: f64 = start_temp.powf(1.0 - progress) * end_temp.powf(progress);

    let mut rng = Xorshift::new();

    let mut fail_count = 0;

    for iter in 0.. {
        // 1点入れ替え
        let is_first = rng.rand(2) == 0;
        let oi = rng.rand(problem.operation_count as u64);
        let (prev_c1, prev_c2) = state.operation_list[oi as usize];

        if is_first {
            let new_c1 = rng.rand(problem.cards.len() as u64 - 1) as u8;
            if new_c1 == prev_c1 || new_c1 == prev_c2 {
                continue;
            }
            state.operation_list[oi as usize] = (new_c1, prev_c2);
        } else {
            let new_c2 = rng.rand(problem.cards.len() as u64 - 1) as u8;
            if new_c2 == prev_c1 || new_c2 == prev_c2 {
                continue;
            }
            state.operation_list[oi as usize] = (prev_c1, new_c2);
        }

        let new_eval = evaluate(problem, &state);

        let accept = (-(new_eval - eval) as f64 / temp).exp() < rng.randf();
        if accept {
            eval = new_eval;
            if best_eval < eval {
                best_eval = eval;
                best_state = state.clone();
                eprintln!("best eval: {}", best_eval);
                fail_count = 0;
            } else {
                fail_count += 1;
                if fail_count == 2000 {
                    state = best_state.clone();
                    eval = best_eval;
                }
            }
        } else {
            // rollback
            state.operation_list[oi as usize] = (prev_c1, prev_c2);
            fail_count += 1;
            if fail_count == 2000 {
                state = best_state.clone();
                eval = best_eval;
            }
        }

        if iter % 128 == 0 {
            let elapsed_ms = timer.now_ms();
            if elapsed_ms > 950 {
                eprintln!("# of iter: {}", iter);
                break;
            }
            progress = 0.0;
            temp = start_temp.powf(1.0 - progress) * end_temp.powf(progress);
        }
    }

    best_state
        .operation_list
        .into_iter()
        .map(|(c1, c2)| (c1 as usize + 1, c2 as usize + 1))
        .collect::<Vec<_>>()
}

fn main() {
    let problem = read_problem();

    let ret = solve(&problem);

    println!("{}", ret.len());
    for (c1, c2) in ret.iter() {
        println!("{} {}", c1, c2);
    }
}