我正在寻找一种在不中断的情况下动态合并数据源的方法。现实世界的场景是从多个来源提取类似的数据,而不考虑冗余信息。
为了简化代码,我用一个简单的数字生成器替换了更复杂的代码,它会不断产生数据。这可以与从多个外部服务器读取连续数据流进行比较。
我希望能够合并两个源并将结果(在适当的时候)打印到控制台,这部分效果很好。当我们终止这两个来源并合并到另一个来源时,事情就会按预期停止工作。在这种情况下,我们可以很容易地重新连接合并的StreamObserver,但是,在一个更大的应用程序中,我们必须关注数据的差距以及跟踪订阅了哪些观察者。
有没有解决的办法?
// imports
using System;
using System.Reactive.Linq;
using System.Threading;
using System.Threading.Tasks;
static void Main(string[] args) {
// base "stream of results" as we will want to randomly add (and terminate other sources)
IObservable<int> merged = Observable.Empty<int>();
// source 1
var tokenSource1 = new CancellationTokenSource();
IObservable<int> xs = Generate(tokenSource1, "A");
// to avoid generating the same numbers, which does happen,
// sleep some amount of time before calling generate again
Thread.Sleep(100);
// source 2
var tokenSource2 = new CancellationTokenSource();
IObservable<int> xt = Generate(tokenSource2, "B");
// odd queries
var seq1 = from n in xs where n % 2 == 1 select n;
// even queries
var seq2 = from n in xt where n % 2 == 0 select n;
// merge everything together
merged = merged.Merge<int>(seq1);
merged = merged.Merge<int>(seq2);
// observer for the merged "streams"
// NOTE: while this does not appear to be working correctly,
// remember you have 2 streams and 2 queries at work. It
// really is doing what it's expected to here.
IDisposable mergedStreamObserver = merged.Subscribe(str => { Console.WriteLine(str); });
// kill both sources
Console.ReadKey();
tokenSource1.Cancel();
tokenSource2.Cancel();
// start source and query for evens
// try to merge it
Console.ReadKey();
tokenSource2 = new CancellationTokenSource();
xt = Generate(tokenSource2, "B");
seq2 = from n in xt where n % 2 == 0 select n;
merged = merged.Merge(seq2);
// Nothing is happening because the merged stream was modified.
// How do we create a composite Observable from multiple sources
// and dynamically add/terminate those sources?
Console.ReadKey();
tokenSource2.Cancel();
mergedStreamObserver.Dispose();
Console.ReadKey();
}
static IObservable<int> Generate(CancellationTokenSource tokenSource, string name) {
Random random = new Random();
Action<int> observer = _ => { }; /* We could use null, but then at every invocation
* we'd have to copy to a local and check for null.
*/
Task.Factory.StartNew(() => {
while(!tokenSource.IsCancellationRequested) {
var t = random.Next(0, 100);
Console.WriteLine("From Generator {0}: {1}", name, t);
observer(t);
Thread.Sleep(1000);
}
Console.WriteLine("Random Generator Stopped");
}, tokenSource.Token);
return Observable.FromEvent<int>(
eh => observer += eh,
eh => observer -= eh);
}