Testing streams
Verifying behaviour of Akka Stream sources, flows and sinks can be done using various code patterns and libraries. Here we will discuss testing these elements using:
- simple sources, sinks and flows;
- sources and sinks in combination with TestProbe from the akka-testkit module;
- sources and sinks specifically crafted for writing tests from the akka-stream-testkit module.
It is important to keep your data processing pipeline as separate sources, flows and sinks. This makes them easily testable by wiring them up to other sources or sinks, or some test harnesses that akka-testkit or akka-stream-testkit provide.
Built in sources, sinks and combinators
Testing a custom sink can be as simple as attaching a source that emits elements from a predefined collection, running a constructed test flow and asserting on the results that sink produced. Here is an example of a test for a sink:
final Sink<Integer, CompletionStage<Integer>> sinkUnderTest = Flow.of(Integer.class)
.map(i -> i * 2)
.toMat(Sink.fold(0, (agg, next) -> agg + next), Keep.right());
final CompletionStage<Integer> future = Source.from(Arrays.asList(1, 2, 3, 4))
.runWith(sinkUnderTest, mat);
final Integer result = future.toCompletableFuture().get(3, TimeUnit.SECONDS);
assert(result == 20);
The same strategy can be applied for sources as well. In the next example we have a source that produces an infinite stream of elements. Such source can be tested by asserting that first arbitrary number of elements hold some condition. Here the take combinator and Sink.seq are very useful.
final Source<Integer, NotUsed> sourceUnderTest = Source.repeat(1)
.map(i -> i * 2);
final CompletionStage<List<Integer>> future = sourceUnderTest
.take(10)
.runWith(Sink.seq(), mat);
final List<Integer> result = future.toCompletableFuture().get(3, TimeUnit.SECONDS);
assertEquals(result, Collections.nCopies(10, 2));
When testing a flow we need to attach a source and a sink. As both stream ends are under our control, we can choose sources that tests various edge cases of the flow and sinks that ease assertions.
final Flow<Integer, Integer, NotUsed> flowUnderTest = Flow.of(Integer.class)
.takeWhile(i -> i < 5);
final CompletionStage<Integer> future = Source.from(Arrays.asList(1, 2, 3, 4, 5, 6))
.via(flowUnderTest).runWith(Sink.fold(0, (agg, next) -> agg + next), mat);
final Integer result = future.toCompletableFuture().get(3, TimeUnit.SECONDS);
assert(result == 10);
TestKit
Akka Stream offers integration with Actors out of the box. This support can be used for writing stream tests that use familiar TestProbe from the akka-testkit API.
One of the more straightforward tests would be to materialize stream to a CompletionStage and then use PatternsCS.pipe pattern to pipe the result of that future to the probe.
final Source<List<Integer>, NotUsed> sourceUnderTest = Source
.from(Arrays.asList(1, 2, 3, 4))
.grouped(2);
final TestProbe probe = new TestProbe(system);
final CompletionStage<List<List<Integer>>> future = sourceUnderTest
.grouped(2)
.runWith(Sink.head(), mat);
akka.pattern.PatternsCS.pipe(future, system.dispatcher()).to(probe.ref());
probe.expectMsg(Duration.create(3, TimeUnit.SECONDS),
Arrays.asList(Arrays.asList(1, 2), Arrays.asList(3, 4))
);
Instead of materializing to a future, we can use a Sink.actorRef that sends all incoming elements to the given ActorRef. Now we can use assertion methods on TestProbe and expect elements one by one as they arrive. We can also assert stream completion by expecting for onCompleteMessage which was given to Sink.actorRef.
final Source<Tick, Cancellable> sourceUnderTest = Source.tick(
FiniteDuration.create(0, TimeUnit.MILLISECONDS),
FiniteDuration.create(200, TimeUnit.MILLISECONDS),
Tick.TOCK);
final TestProbe probe = new TestProbe(system);
final Cancellable cancellable = sourceUnderTest
.to(Sink.actorRef(probe.ref(), Tick.COMPLETED)).run(mat);
probe.expectMsg(Duration.create(3, TimeUnit.SECONDS), Tick.TOCK);
probe.expectNoMsg(Duration.create(100, TimeUnit.MILLISECONDS));
probe.expectMsg(Duration.create(3, TimeUnit.SECONDS), Tick.TOCK);
cancellable.cancel();
probe.expectMsg(Duration.create(3, TimeUnit.SECONDS), Tick.COMPLETED);
Similarly to Sink.actorRef that provides control over received elements, we can use Source.actorRef and have full control over elements to be sent.
final Sink<Integer, CompletionStage<String>> sinkUnderTest = Flow.of(Integer.class)
.map(i -> i.toString())
.toMat(Sink.fold("", (agg, next) -> agg + next), Keep.right());
final Pair<ActorRef, CompletionStage<String>> refAndCompletionStage =
Source.<Integer>actorRef(8, OverflowStrategy.fail())
.toMat(sinkUnderTest, Keep.both())
.run(mat);
final ActorRef ref = refAndCompletionStage.first();
final CompletionStage<String> future = refAndCompletionStage.second();
ref.tell(1, ActorRef.noSender());
ref.tell(2, ActorRef.noSender());
ref.tell(3, ActorRef.noSender());
ref.tell(new akka.actor.Status.Success("done"), ActorRef.noSender());
final String result = future.toCompletableFuture().get(1, TimeUnit.SECONDS);
assertEquals(result, "123");
Streams TestKit
You may have noticed various code patterns that emerge when testing stream pipelines. Akka Stream has a separate akka-stream-testkit module that provides tools specifically for writing stream tests. This module comes with two main components that are TestSource and TestSink which provide sources and sinks that materialize to probes that allow fluent API.
Note
Be sure to add the module akka-stream-testkit to your dependencies.
A sink returned by TestSink.probe allows manual control over demand and assertions over elements coming downstream.
final Source<Integer, NotUsed> sourceUnderTest = Source.from(Arrays.asList(1, 2, 3, 4))
.filter(elem -> elem % 2 == 0)
.map(elem -> elem * 2);
sourceUnderTest
.runWith(TestSink.probe(system), mat)
.request(2)
.expectNext(4, 8)
.expectComplete();
A source returned by TestSource.probe can be used for asserting demand or controlling when stream is completed or ended with an error.
final Sink<Integer, NotUsed> sinkUnderTest = Sink.cancelled();
TestSource.<Integer>probe(system)
.toMat(sinkUnderTest, Keep.left())
.run(mat)
.expectCancellation();
You can also inject exceptions and test sink behaviour on error conditions.
final Sink<Integer, CompletionStage<Integer>> sinkUnderTest = Sink.head();
final Pair<TestPublisher.Probe<Integer>, CompletionStage<Integer>> probeAndCompletionStage =
TestSource.<Integer>probe(system)
.toMat(sinkUnderTest, Keep.both())
.run(mat);
final TestPublisher.Probe<Integer> probe = probeAndCompletionStage.first();
final CompletionStage<Integer> future = probeAndCompletionStage.second();
probe.sendError(new Exception("boom"));
try {
future.toCompletableFuture().get(3, TimeUnit.SECONDS);
assert false;
} catch (ExecutionException ee) {
final Throwable exception = ee.getCause();
assertEquals(exception.getMessage(), "boom");
}
Test source and sink can be used together in combination when testing flows.
final Flow<Integer, Integer, NotUsed> flowUnderTest = Flow.of(Integer.class)
.mapAsyncUnordered(2, sleep -> akka.pattern.PatternsCS.after(
Duration.create(10, TimeUnit.MILLISECONDS),
system.scheduler(),
system.dispatcher(),
CompletableFuture.completedFuture(sleep)
));
final Pair<TestPublisher.Probe<Integer>, TestSubscriber.Probe<Integer>> pubAndSub =
TestSource.<Integer>probe(system)
.via(flowUnderTest)
.toMat(TestSink.<Integer>probe(system), Keep.both())
.run(mat);
final TestPublisher.Probe<Integer> pub = pubAndSub.first();
final TestSubscriber.Probe<Integer> sub = pubAndSub.second();
sub.request(3);
pub.sendNext(3);
pub.sendNext(2);
pub.sendNext(1);
sub.expectNextUnordered(1, 2, 3);
pub.sendError(new Exception("Power surge in the linear subroutine C-47!"));
final Throwable ex = sub.expectError();
assert(ex.getMessage().contains("C-47"));
Contents
