トーナメントソートで配列を並び替える
トーナメントソートを使用する
トーナメントソート (tournament sort) は、各要素を葉とする完全二分木を用意し、隣接する葉同士の比較で勝者(昇順なら小さい方のインデックス)を親へ伝播させるトーナメント木を構築する。
根には常に未処理領域の最小要素の位置が残るため、最小を1つ取り出すたびに根から葉へ向かって木だけを更新すればよく、毎回配列全体を走査する選択ソートより比較回数を抑えられる。
- 木の準備: 要素数
n以上の2の冪kの葉を持つ配列treeを用意する。葉tree[k+i]にはインデックスi(i ≥ nの余りは無効)を入れる。 - 構築: 葉から根へ向かい、各内部ノードに左右の子の勝者インデックスを記録する。
- 抽出: 根
tree[1]が示すインデックスの値を出力位置へ書き出し、その葉を比較から外す。 - 更新: 無効化した葉から親へ遡り、各内部ノードの勝者を再計算する。
- 繰り返し:
n回手順3〜4を行えば昇順に整列する。
procedure tournament_sort(A)
n = length(A)
k = smallest power of 2 with k >= n
build tree leaves with indices 0 .. k-1 (padding invalid)
for i from k-1 down to 1
tree[i] = winner(A, tree[2i], tree[2i+1])
for pos from 0 to n - 1
idx = tree[1]
output[pos] = A[idx]
mark A[idx] as removed (sentinel)
update tree along path from leaf k + idx to root
copy output back into A
選択ソートより比較回数を抑えられ、全体で O(n log n) 程度だが、トーナメント木に O(n) の追加領域が要り、一般に不安定である。
外部ソートの置換選択(replacement selection)で「次に小さいレコード」を繰り返し取り出す構造と同型であり、ディスク上の連続ブロックから順位を決める場面で名前がよく登場する。
類似アルゴリズムとの相違点
選択ソートと同じく最小を繰り返し確定するが、トーナメント木で比較結果を再利用する。
計算時間量および空間計算量を計測する
| Size | Average time | Maximum time | Average memory | Maximum memory |
|---|---|---|---|---|
| 256 | 0.000010 | 0.000047 | 61 | 68 |
| 512 | 0.000018 | 0.000066 | 73 | 80 |
| 1024 | 0.000038 | 0.000073 | 85 | 92 |
| 2048 | 0.000082 | 0.000123 | 122 | 128 |
| 4096 | 0.000175 | 0.000255 | 162 | 168 |
| 8192 | 0.000408 | 0.000490 | 147 | 164 |
| 16384 | 0.000929 | 0.002548 | 304 | 344 |
| 32768 | 0.002068 | 0.002369 | 704 | 744 |
| 65536 | 0.004771 | 0.007618 | 1448 | 1488 |
| 131072 | 0.010771 | 0.013604 | 2984 | 3024 |
| 262144 | 0.024606 | 0.042932 | 6170 | 6212 |
計測に使用したコードを表示する
set -euo pipefail
WORKDIR="$(mktemp -d)"
trap 'rm -rf "$WORKDIR"' EXIT
cat > "$WORKDIR/Dockerfile" <<'EOF'
FROM rust:1.95.0
WORKDIR /app
RUN mkdir -p src
RUN cat > Cargo.toml <<'CARGO'
[package]
name = "rust-benchmark"
version = "0.1.0"
edition = "2021"
[profile.release]
lto = true
codegen-units = 1
panic = "abort"
CARGO
RUN cat > src/main.rs <<'RUST'
use std::{
env,
process::Command,
time::{Duration, Instant},
};
const MIN_POWER: u32 = 8;
const MAX_POWER: u32 = 18;
const RUNS: usize = 8192;
fn tournament_winner(a: &[usize], left: usize, right: usize) -> usize {
if left == usize::MAX {
return right;
}
if right == usize::MAX {
return left;
}
if a[left] <= a[right] {
left
} else {
right
}
}
fn tournament_sort(a: &mut [usize]) {
let n = a.len();
if n <= 1 {
return;
}
let k = n.next_power_of_two();
let mut tree = vec![0usize; 2 * k];
for i in 0..k {
tree[k + i] = if i < n { i } else { usize::MAX };
}
for i in (1..k).rev() {
tree[i] = tournament_winner(a, tree[2 * i], tree[2 * i + 1]);
}
let mut out = vec![0usize; n];
for pos in 0..n {
let idx = tree[1];
out[pos] = a[idx];
a[idx] = usize::MAX;
let mut node = k + idx;
tree[node] = usize::MAX;
while node > 1 {
node /= 2;
tree[node] = tournament_winner(a, tree[2 * node], tree[2 * node + 1]);
}
}
a.copy_from_slice(&out);
}
fn benchmark_sort(array: &mut [usize]) {
tournament_sort(array);
}
fn is_non_decreasing(a: &[usize]) -> bool {
a.windows(2).all(|w| w[0] <= w[1])
}
fn same_multiset(a: &[usize], b: &[usize]) -> bool {
if a.len() != b.len() {
return false;
}
let mut left = a.to_vec();
let mut right = b.to_vec();
left.sort_unstable();
right.sort_unstable();
left == right
}
fn check_correctness_case(label: &str, mut input: Vec<usize>) {
let original = input.clone();
benchmark_sort(&mut input);
if !is_non_decreasing(&input) {
panic!("correctness case {}: output is not sorted", label);
}
if !same_multiset(&input, &original) {
panic!("correctness case {}: elements were lost or added", label);
}
}
fn few_unique_values(size: usize, unique: usize, seed: u64) -> Vec<usize> {
let mut state = seed;
(0..size)
.map(|_| {
state ^= state << 13;
state ^= state >> 7;
state ^= state << 17;
(state as usize % unique) + 1
})
.collect()
}
fn run_correctness_checks() {
check_correctness_case("empty", vec![]);
check_correctness_case("single", vec![42]);
check_correctness_case("duplicates", vec![3, 1, 3, 2, 1, 2]);
check_correctness_case("sorted", vec![1, 2, 3, 4, 5]);
check_correctness_case("reverse", vec![5, 4, 3, 2, 1]);
check_correctness_case("all_equal", vec![7, 7, 7, 7]);
check_correctness_case("skewed_range", vec![1_000_000, 2, 1_000_001, 1, 999_999]);
// Static-buffer Grail skips the in-buffer build when key collection is sparse
// (ideal_buffer = false). Exercising that path catches regressions in buffer gating.
check_correctness_case(
"few_keys_len16",
vec![2, 2, 2, 2, 2, 2, 2, 2, 4, 3, 1, 2, 3, 4, 1, 4],
);
for seed in 0..32 {
check_correctness_case(
&format!("few_keys_len32_seed_{seed}"),
few_unique_values(32, 4, seed),
);
}
}
fn shuffled(size: usize, seed: u64) -> Vec<usize> {
let mut v: Vec<usize> = (1..=size).collect();
let mut state = seed;
for i in (1..size).rev() {
state ^= state << 13;
state ^= state >> 7;
state ^= state << 17;
let j = (state as usize) % (i + 1);
v.swap(i, j);
}
v
}
fn memory_usage_kb() -> usize {
// VmHWM (peak RSS, KiB). Reported memory subtracts a per-size baseline that only
// holds the input array, so the table reflects auxiliary space during sorting.
let contents = std::fs::read_to_string("/proc/self/status")
.unwrap_or_default();
for line in contents.lines() {
if let Some(rest) = line.strip_prefix("VmHWM:") {
let kb = rest
.split_whitespace()
.next()
.unwrap_or("0")
.parse::<usize>()
.unwrap_or(0);
return kb;
}
}
0
}
fn micros(d: Duration) -> u128 {
d.as_micros()
}
fn input_array(size: usize, seed: u64) -> Vec<usize> {
shuffled(size, seed)
}
fn run_baseline(size: usize) -> usize {
let _hold = input_array(size, 1);
memory_usage_kb()
}
fn run_once(size: usize, seed: usize) -> (u128, usize) {
let mut array = input_array(size, seed as u64);
let start = Instant::now();
benchmark_sort(&mut array);
let elapsed = start.elapsed();
let mem = memory_usage_kb();
let expected: Vec<usize> = (1..=size).collect();
if array != expected {
panic!(
"sort failed with seed {} for size {}",
seed,
size
);
}
(micros(elapsed), mem)
}
fn run_baseline_child(args: &[String]) {
let size = args[2].parse::<usize>().expect("invalid size");
let mem = run_baseline(size);
println!("{}", mem);
}
fn run_child(args: &[String]) {
let size = args[2].parse::<usize>().expect("invalid size");
let seed = args[3].parse::<usize>().expect("invalid seed");
let (elapsed_us, mem) = run_once(size, seed);
println!("{} {}", elapsed_us, mem);
}
fn main() {
let args: Vec<String> = env::args().collect();
if args.get(1).is_some_and(|arg| arg == "--baseline-once") {
run_baseline_child(&args);
return;
}
if args.get(1).is_some_and(|arg| arg == "--run-once") {
run_child(&args);
return;
}
run_correctness_checks();
println!(
"| {:>10} | {:>15} | {:>15} | {:>15} | {:>15} |",
"Size",
"Average time",
"Maximum time",
"Average memory",
"Maximum memory"
);
println!(
"|{:-<11}:|{:-<16}:|{:-<16}:|{:-<16}:|{:-<16}:|",
"",
"",
"",
"",
""
);
for power in MIN_POWER..=MAX_POWER {
let size = 1usize << power;
let baseline_output = Command::new(env::current_exe().expect("failed to find current executable"))
.arg("--baseline-once")
.arg(size.to_string())
.output()
.expect("failed to run benchmark baseline process");
if !baseline_output.status.success() {
panic!(
"benchmark baseline process failed: {}",
String::from_utf8_lossy(&baseline_output.stderr)
);
}
let baseline_stdout = String::from_utf8(baseline_output.stdout)
.expect("baseline process returned non-UTF-8 output");
let baseline_mem = baseline_stdout
.split_whitespace()
.next()
.expect("missing baseline memory usage")
.parse::<usize>()
.expect("invalid baseline memory usage");
let mut total_time: u128 = 0;
let mut max_time: u128 = 0;
let mut total_mem: usize = 0;
let mut max_mem: usize = 0;
for seed in 1..=RUNS {
let output = Command::new(env::current_exe().expect("failed to find current executable"))
.arg("--run-once")
.arg(size.to_string())
.arg(seed.to_string())
.output()
.expect("failed to run benchmark child process");
if !output.status.success() {
panic!(
"benchmark child process failed: {}",
String::from_utf8_lossy(&output.stderr)
);
}
let stdout = String::from_utf8(output.stdout)
.expect("child process returned non-UTF-8 output");
let mut fields = stdout.split_whitespace();
let elapsed_us = fields
.next()
.expect("missing elapsed time")
.parse::<u128>()
.expect("invalid elapsed time");
let mem = fields
.next()
.expect("missing memory usage")
.parse::<usize>()
.expect("invalid memory usage");
total_time += elapsed_us;
if elapsed_us > max_time {
max_time = elapsed_us;
}
let aux_mem = mem.saturating_sub(baseline_mem);
total_mem += aux_mem;
if aux_mem > max_mem {
max_mem = aux_mem;
}
}
let avg_time = total_time / RUNS as u128;
let avg_mem = total_mem / RUNS;
println!(
"| {:>10} | {:>15} | {:>15} | {:>15} | {:>15} |",
size,
format!("{}.{:06}", avg_time / 1_000_000, avg_time % 1_000_000),
format!("{}.{:06}", max_time / 1_000_000, max_time % 1_000_000),
avg_mem,
max_mem
);
}
}
RUST
RUN cargo build --release
CMD ["./target/release/rust-benchmark"]
EOF
docker build -t rust-benchmark "$WORKDIR"
docker run --rm --init rust-benchmark