javascript - 有条件激活的 rxjs 可观察速率限制器

Question

我想为可观察对象创建一个速率限制器，它有条件地改变它限制值的方式。该用例适用于不断接收新下载 URL 的下载器。我希望能够对传入的 URL 进行排队并在两种排队方法之间切换。这两种方法是限制速率(例如每 2 秒不超过 10 个请求)和并发请求数量(例如一次最多不能触发 10 个请求)。

一个简单的速率限制器可以像下面这样实现(借用 here ):

const rateLimit = (limit, rate, scheduler = asyncScheduler) => {
  let tokens = limit
  const tokenChanged = new BehaviorSubject(tokens)
  const consumeToken = () => tokenChanged.next(--tokens)
  const renewToken = () => tokenChanged.next(++tokens)
  const availableTokens = tokenChanged.pipe(filter(() => tokens > 0))
  return source =>
    source.pipe(
      mergeMap(val =>
        availableTokens.pipe(
          take(1),
          map(() => {
            consumeToken()
            timer(rate, scheduler).subscribe(renewToken)
            return val
          })
        )
      )
    )
}
const o = urlSource.pipe(
  rateLimit(10, 2000),
  mergeMap(downloadUrl)
)
o.toPromise()

这是一个简单的并发限制器:

const o = urlSource.pipe(
  mergeMap(downloadUrl, maxConcurrent)
)
o.toPromise()

最后，我可以创建这个组合切换器来选择要使用的限制器类型:

const toggleableLimiter = (func, limit, rate, concurrent, toggleObservable) => {
  let useRateLimiter = true
  toggleObservable.subscribe(() => (useRateLimiter = !useRateLimiter))
  const rateLimiter = rateLimit(limit, rate)
  return source => {
    const operators = useRateLimiter
      ? [rateLimiter, mergeMap(func)]
      : [mergeMap(func, concurrent)]
    return source.pipe(...operators)
  }
}

const e = new EventEmitter()
const toggler = fromEvent(e, 'toggle')
const o = urlSource.pipe(
    toggleableLimiter(downloadUrl, 2, 1000, 2, toggler)
)
o.toPromise()
// using rate limiter
e.emit('toggle')
// incoming values now use concurrent limiter

这一切都可以很好地解决我的问题。我可以使用事件发射器在两种方法之间切换。然而问题是，在事件发出之前，传递给toggleableLimiter的任何内容都必须遵守该限制器运算符。我想知道的是，我是否可以有条件地将值保留在队列中，并随心所欲地选择如何限制排队的值。

Answer 1

好的!我有一个解决方案，不幸的是它涉及我自己处理队列。我相信由于可观察量和背压的性质，这是必要的，我在这个 issue 中发现了很多关于这个主题的讨论。 。在过去，这可以通过control操作符来更简单地处理，但它是deprecated 。相反，我只是使用了一个可观察的计时器并自己包装了 mergeMap 的并发控制(尽管 mergeMap 仍然在内部管理并发作为安全措施。

const rateLimitToggle = (func, limit, rate, maxConcurrent, toggler) => {
  const rateTimer = Rx.timer(0, rate).pipe(ops.mapTo(true))
  return source =>
    new Rx.Observable(subscriber => {
      const concurrentLimiter = new Rx.Subject()
      // stateful vars
      const queue = []
      let inProgress = 0
      let closed = false

      const enqueue = val => {
        queue.push(val)
        concurrentLimiter.next()
      }
      const dequeue = useRateLimit => {
        const availableSlots = useRateLimit ? limit : maxConcurrent - inProgress
        const numberToDequeue = Math.min(availableSlots, queue.length)
        const nextVals = queue.splice(0, numberToDequeue)
        inProgress += availableSlots
        return nextVals
      }

      Rx.merge(Rx.of(true), toggler)
        .pipe(
          ops.switchMap(useRateLimiter => (useRateLimiter ? rateTimer : concurrentLimiter)),
          ops.takeWhile(() => !closed || queue.length),
          ops.mergeMap(dequeue),
          ops.mergeMap(val => func(val), maxConcurrent)
        )
        .subscribe(val => {
          inProgress--
          concurrentLimiter.next()
          subscriber.next(val)
        })

      source.subscribe({
        next(val) {
          enqueue(val)
        },
        complete() {
          closed = true
        }
      })
    })
}

用法示例:

const timeout = n => val => {
  console.log('started', val)
  return new Promise(resolve => setTimeout(() => resolve(val), n))
}

const emitter = new EventEmitter()
const toggler = Rx.fromEvent(emitter, 'useRateLimiter')
const downloader = Rx.range(0, 10).pipe(
  rateLimitToggle(timeout(1000), 2, 1000, 10, toggler)
)

downloader.subscribe(val => console.log('finished', val))
setTimeout(() => {
  console.log('now use concurrentLimiter')
  emitter.emit('useRateLimiter', false)
}, 2000)
/* outputs:

  started 0
  started 1
  started 2
  started 3 // 0 - 3 all executed under rateLimiter
  finished 0
  finished 1
  now use concurrentLimiter
  started 4 // 4 - 9 executed under concurrentLimiter
  started 5
  started 6
  started 7
  started 8
  started 9
  finished 2
  finished 3
  finished 4
  finished 5
  finished 6
  finished 7
  finished 8
  finished 9
*/