For certain operators of Reactor-core, time is an important consideration - for eg, a variation of "interval" function which emits an increasing number every 5 seconds after an initial "delay" of 10 seconds:
val flux = Flux .interval(Duration.ofSeconds(10), Duration.ofSeconds(5)) .take(3)
Testing such a stream of data depending on normal passage of time would be terrible, such a test would take about 20 seconds to finish.
Reactor-Core provides a solution, an abstraction to time itself - Virtual time based Scheduler, that provides a neat way to test these kinds of operations in a deterministic way.
Let me show it in two ways, an explicit way which should make the actions of Virtual time based scheduler very clear followed by the recommended approach of testing with Reactor Core.
import org.assertj.core.api.Assertions.assertThat import org.junit.Test import reactor.core.publisher.Flux import reactor.test.scheduler.VirtualTimeScheduler import java.time.Duration import java.util.concurrent.CountDownLatch class VirtualTimeTest { @Test fun testExplicit() { val mutableList = mutableListOf<Long>() val scheduler = VirtualTimeScheduler.getOrSet() val flux = Flux .interval(Duration.ofSeconds(10), Duration.ofSeconds(5), scheduler) .take(3) val latch = CountDownLatch(1) flux.subscribe({ l -> mutableList.add(l) }, { _ -> }, { latch.countDown() }) scheduler.advanceTimeBy(Duration.ofSeconds(10)) assertThat(mutableList).containsExactly(0L) scheduler.advanceTimeBy(Duration.ofSeconds(5)) assertThat(mutableList).containsExactly(0L, 1L) scheduler.advanceTimeBy(Duration.ofSeconds(5)) assertThat(mutableList).containsExactly(0L, 1L, 2L) latch.await() } }
1. First the scheduler for "Flux.interval" function is being set to be the Virtual Time based Scheduler.
2. The stream of data is expected to be emitted every 5 seconds after a 10 second delay
3. VirtualTimeScheduler provides an "advanceTimeBy" method to advance the Virtual time by a Duration, so the time is being first advanced by the delay time of 10 seconds at which point the first element(0) is expected to be emitted
4. Then it is subsequently advanced by 5 seconds twice to get 1 and 2 respectively.
This is deterministic and the test completes quickly. This version of the test is ugly though, it uses a list to collect and assert the results on and a CountDownLatch to control when the test terminates. A far cleaner approach for testing Reactor-Core types is using the excellent StepVerifier class and a test which makes use of this class looks like this:
import org.junit.Test import reactor.core.publisher.Flux import reactor.test.StepVerifier import reactor.test.scheduler.VirtualTimeScheduler import java.time.Duration class VirtualTimeTest { @Test fun testWithStepVerifier() { VirtualTimeScheduler.getOrSet() val flux = Flux .interval(Duration.ofSeconds(10), Duration.ofSeconds(5)) .take(3) StepVerifier.withVirtualTime({ flux }) .expectSubscription() .thenAwait(Duration.ofSeconds(10)) .expectNext(0) .thenAwait(Duration.ofSeconds(5)) .expectNext(1) .thenAwait(Duration.ofSeconds(5)) .expectNext(2) .verifyComplete() } }
This new test with StepVerifier reads well with each step advancing time and asserting on what is expected at that point.
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