概念定义
缓存 miss 总是成批到达。不合并时每个等待者独立回源,源站把同一查询执行 N 遍;合并推选一个 leader 去抓取,follower 订阅 leader 的结果,N 次相同上游调用折叠为一次。
工作机制
进程内:键到在途 promise 的映射,新到者加入既有 promise,完成即移除。代理层:nginx proxy_cache_lock 一类的缓存锁按 key 串行化填充尝试,超时则释放等待者自行回源。跨进程合并依赖分布式锁或基于租约的选举。
使用场景
到期或部署后的热键、昂贵聚合、一切缓存填充路径。它与 TTL 抖动互补:抖动摊开到期,合并吸收仍对齐的部分。
常见误区
合并是“并发去重”不是“时间窗批处理”。键必须承载全部请求语义——按 URL 合并却忽略认证或 Vary 头会张冠李戴。leader 停滞需要有限等待加回退自取;错误扇出要决策:全体等待者收到失败,还是新 leader 立刻重试并重建突发。非幂等操作绝不因“同时到达”就合并。
代码示例
export class SingleFlight {
private readonly inFlight = new Map<string, Promise<unknown>>();
async run<T>(key: string, loader: () => Promise<T>): Promise<T> {
if (!key) throw new TypeError("key must be a non-empty string");
const existing = this.inFlight.get(key);
if (existing) return existing as Promise<T>;
const started = (async () => {
try {
return await loader();
} finally {
this.inFlight.delete(key);
}
})();
this.inFlight.set(key, started);
return started;
}
pending(key: string): boolean {
return this.inFlight.has(key);
}
}
use std::collections::HashMap;
use std::future::Future;
use std::sync::Arc;
use tokio::sync::{broadcast, Mutex};
type SharedResult = Arc<Result<String, String>>;
#[derive(Clone, Default)]
struct SingleFlight {
inflight: Arc<Mutex<HashMap<String, broadcast::Sender<SharedResult>>>>,
}
impl SingleFlight {
fn new() -> Self {
Self::default()
}
async fn run<F>(&self, key: &str, load: F) -> Result<String, String>
where
F: Future<Output = Result<String, String>>,
{
let follower = {
let mut inflight = self.inflight.lock().await;
match inflight.get(key) {
Some(sender) => Some(sender.subscribe()),
None => {
let (sender, _) = broadcast::channel(1);
inflight.insert(key.to_string(), sender);
None
}
}
};
if let Some(mut receiver) = follower {
return match receiver.recv().await {
Ok(shared) => (*shared).clone(),
Err(_) => Err("leader cancelled before publishing".to_string()),
};
}
let result = load.await;
let shared = Arc::new(result.clone());
let sender = {
let mut inflight = self.inflight.lock().await;
inflight.remove(key)
};
if let Some(sender) = sender {
let _ = sender.send(shared);
}
result
}
}
#[tokio::main]
async fn main() {
let group = SingleFlight::new();
let calls = Arc::new(std::sync::atomic::AtomicUsize::new(0));
let (first, second) = tokio::join!(
group.run("user:1", async {
calls.fetch_add(1, std::sync::atomic::Ordering::SeqCst);
tokio::time::sleep(std::time::Duration::from_millis(30)).await;
Ok::<String, String>("payload".to_string())
}),
group.run("user:1", async {
calls.fetch_add(1, std::sync::atomic::Ordering::SeqCst);
tokio::time::sleep(std::time::Duration::from_millis(30)).await;
Ok::<String, String>("payload".to_string())
})
);
println!(
"{:?} {:?} loads={}",
first,
second,
calls.load(std::sync::atomic::Ordering::SeqCst)
);
}