My colleague and I have dispute. We are writing a .NET application that processes massive amounts of data. It receives data elements, groups subsets of them into blocks according to some criterion and processes those blocks.
Let's say we have data items of type Foo arriving some source (from the network, for example) one by one. We wish to gather subsets of related objects of type Foo, construct an object of type Bar from each such subset and process objects of type Bar.
One of us suggested the following design. Its main theme is exposing IObservable objects directly from the interfaces of our components.
// ********* Interfaces **********
interface IFooSource
{
// this is the event-stream of objects of type Foo
IObservable<Foo> FooArrivals { get; }
}
interface IBarSource
{
// this is the event-stream of objects of type Bar
IObservable<Bar> BarArrivals { get; }
}
/ ********* Implementations *********
class FooSource : IFooSource
{
// Here we put logic that receives Foo objects from the network and publishes them to the FooArrivals event stream.
}
class FooSubsetsToBarConverter : IBarSource
{
IFooSource fooSource;
IObservable<Bar> BarArrivals
{
get
{
// Do some fancy Rx operators on fooSource.FooArrivals, like Buffer, Window, Join and others and return IObservable<Bar>
}
}
}
// this class will subscribe to the bar source and do processing
class BarsProcessor
{
BarsProcessor(IBarSource barSource);
void Subscribe();
}
// ******************* Main ************************
class Program
{
public static void Main(string[] args)
{
var fooSource = FooSourceFactory.Create();
var barsProcessor = BarsProcessorFactory.Create(fooSource) // this will create FooSubsetToBarConverter and BarsProcessor
barsProcessor.Subscribe();
fooSource.Run(); // this enters a loop of listening for Foo objects from the network and notifying about their arrival.
}
}
The other suggested another design that its main theme is using our own publisher/subscriber interfaces and using Rx inside the implementations only when needed.
//********** interfaces *********
interface IPublisher<T>
{
void Subscribe(ISubscriber<T> subscriber);
}
interface ISubscriber<T>
{
Action<T> Callback { get; }
}
//********** implementations *********
class FooSource : IPublisher<Foo>
{
public void Subscribe(ISubscriber<Foo> subscriber) { /* ... */ }
// here we put logic that receives Foo objects from some source (the network?) publishes them to the registered subscribers
}
class FooSubsetsToBarConverter : ISubscriber<Foo>, IPublisher<Bar>
{
void Callback(Foo foo)
{
// here we put logic that aggregates Foo objects and publishes Bars when we have received a subset of Foos that match our criteria
// maybe we use Rx here internally.
}
public void Subscribe(ISubscriber<Bar> subscriber) { /* ... */ }
}
class BarsProcessor : ISubscriber<Bar>
{
void Callback(Bar bar)
{
// here we put code that processes Bar objects
}
}
//********** program *********
class Program
{
public static void Main(string[] args)
{
var fooSource = fooSourceFactory.Create();
var barsProcessor = barsProcessorFactory.Create(fooSource) // this will create BarsProcessor and perform all the necessary subscriptions
fooSource.Run(); // this enters a loop of listening for Foo objects from the network and notifying about their arrival.
}
}
Which one do you think is better? Exposing IObservable and making our components create new event streams from Rx operators, or defining our own publisher/subscriber interfaces and using Rx internally if needed?
Here are some things to consider about the designs:
In the first design the consumer of our interfaces has the whole power of Rx at his/her fingertips and can perform any Rx operators. One of us claims this is an advantage and the other claims that this is a drawback.
The second design allows us to use any publisher/subscriber architecture under the hood. The first design ties us to Rx.
If we wish to use the power of Rx, it requires more work in the second design because we need to translate the custom publisher/subscriber implementation to Rx and back. It requires writing glue code for every class that wishes to do some event processing.