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| 1 | +package com.baeldung.parallelOperationsCollections |
| 2 | + |
| 3 | +import io.reactivex.rxjava3.core.Observable |
| 4 | +import io.reactivex.rxjava3.kotlin.toObservable |
| 5 | +import io.reactivex.rxjava3.schedulers.Schedulers |
| 6 | +import kotlinx.coroutines.ExperimentalCoroutinesApi |
| 7 | +import kotlinx.coroutines.async |
| 8 | +import kotlinx.coroutines.awaitAll |
| 9 | +import kotlinx.coroutines.flow.* |
| 10 | +import kotlinx.coroutines.runBlocking |
| 11 | +import org.assertj.core.api.Assertions.assertThat |
| 12 | +import org.junit.jupiter.api.Test |
| 13 | +import org.slf4j.LoggerFactory |
| 14 | +import java.time.Duration |
| 15 | +import java.time.Instant |
| 16 | +import java.util.concurrent.Callable |
| 17 | +import java.util.concurrent.Executors |
| 18 | +import java.util.stream.Collectors |
| 19 | + |
| 20 | + |
| 21 | +class ParallelOperationCollectionsUnitTest { |
| 22 | + |
| 23 | + private val logger = LoggerFactory.getLogger("") |
| 24 | + |
| 25 | + data class Person(val name: String, val age: Int, var isAdult: Boolean? = null) |
| 26 | + |
| 27 | + private val people = listOf( |
| 28 | + Person("Martin", 12), |
| 29 | + Person("Ahmad", 42), |
| 30 | + Person("Alina", 13), |
| 31 | + Person("Alice", 30), |
| 32 | + Person("Bob", 16), |
| 33 | + Person("Charlie", 40) |
| 34 | + ) |
| 35 | + |
| 36 | + private fun List<Person>.assertOver15AndSortedByAge() { |
| 37 | + assertThat(this).containsExactly( |
| 38 | + Person("Bob", 16, false), |
| 39 | + Person("Alice", 30, true), |
| 40 | + Person("Charlie", 40, true), |
| 41 | + Person("Ahmad", 42, true) |
| 42 | + ) |
| 43 | + } |
| 44 | + |
| 45 | + private fun Person.setAdult() { |
| 46 | + this.isAdult = this.age >= 18 |
| 47 | + logger.info(this.toString()) |
| 48 | + } |
| 49 | + |
| 50 | + private fun Instant.printTotalTime() { |
| 51 | + val totalTime = Duration.between(this, Instant.now()).toMillis() |
| 52 | + logger.info("Total time taken: {} ms", totalTime) |
| 53 | + } |
| 54 | + |
| 55 | + @Test |
| 56 | + fun `using coroutines for parallel operations`() = runBlocking { |
| 57 | + logger.info("Using Coroutines") |
| 58 | + val startTime = Instant.now() |
| 59 | + |
| 60 | + val filteredPeople = people |
| 61 | + .map { person -> |
| 62 | + async { |
| 63 | + person.setAdult() |
| 64 | + person |
| 65 | + } |
| 66 | + }.awaitAll() |
| 67 | + .filter { it.age > 15 } |
| 68 | + .sortedBy { it.age } |
| 69 | + |
| 70 | + startTime.printTotalTime() |
| 71 | + |
| 72 | + filteredPeople.assertOver15AndSortedByAge() |
| 73 | + } |
| 74 | + |
| 75 | + @OptIn(ExperimentalCoroutinesApi::class) |
| 76 | + @Test |
| 77 | + fun `using coroutines for parallel operations with Flow`() = runBlocking { |
| 78 | + logger.info("Using Kotlin Flow") |
| 79 | + val startTime = Instant.now() |
| 80 | + |
| 81 | + val filteredPeople = people.asFlow() |
| 82 | + .flatMapMerge { person -> |
| 83 | + flow { |
| 84 | + emit( |
| 85 | + async { |
| 86 | + person.setAdult() |
| 87 | + person |
| 88 | + }.await() |
| 89 | + ) |
| 90 | + } |
| 91 | + } |
| 92 | + .filter { it.age > 15 }.toList() |
| 93 | + .sortedBy { it.age } |
| 94 | + |
| 95 | + startTime.printTotalTime() |
| 96 | + |
| 97 | + filteredPeople.assertOver15AndSortedByAge() |
| 98 | + } |
| 99 | + |
| 100 | + @Test |
| 101 | + fun `using RxJava for parallel operations`() { // Observable.class from io.reactivex; |
| 102 | + logger.info("Using RxJava") |
| 103 | + val startTime = Instant.now() |
| 104 | + |
| 105 | + val observable = Observable.fromIterable(people) |
| 106 | + .flatMap( |
| 107 | + { |
| 108 | + Observable.just(it).subscribeOn(Schedulers.computation()).doOnNext { person -> |
| 109 | + person.setAdult() |
| 110 | + } |
| 111 | + }, people.size // Uses maxConcurrency for the number of elements |
| 112 | + ) |
| 113 | + .filter { it.age > 15 } |
| 114 | + .toList() |
| 115 | + .map { it.sortedBy { person -> person.age } } |
| 116 | + .blockingGet() |
| 117 | + |
| 118 | + startTime.printTotalTime() |
| 119 | + |
| 120 | + observable.assertOver15AndSortedByAge() |
| 121 | + } |
| 122 | + |
| 123 | + @Test |
| 124 | + fun `using RxKotlin for parallel operations`() { // ObservableKt.kt.class from io.reactivex.rxkotlin |
| 125 | + logger.info("Using RxKotlin") |
| 126 | + val startTime = Instant.now() |
| 127 | + |
| 128 | + val observable = people.toObservable() |
| 129 | + .flatMap( |
| 130 | + { |
| 131 | + Observable.just(it).subscribeOn(Schedulers.computation()).doOnNext { person -> |
| 132 | + person.setAdult() |
| 133 | + } |
| 134 | + }, people.size // Uses maxConcurrency for the number of elements |
| 135 | + ).filter { it.age > 15 } |
| 136 | + .toList() |
| 137 | + .map { it.sortedBy { person -> person.age } } |
| 138 | + .blockingGet() |
| 139 | + |
| 140 | + startTime.printTotalTime() |
| 141 | + |
| 142 | + observable.assertOver15AndSortedByAge() |
| 143 | + } |
| 144 | + |
| 145 | + @Test |
| 146 | + fun `using parallelStream()`() { |
| 147 | + logger.info("Using Stream API") |
| 148 | + val startTime = Instant.now() |
| 149 | + |
| 150 | + val filteredPeople = people.parallelStream() |
| 151 | + .map { person -> |
| 152 | + person.setAdult() |
| 153 | + person |
| 154 | + }.filter { it.age > 15 } |
| 155 | + .sorted { p1, p2 -> p1.age.compareTo(p2.age) } |
| 156 | + .collect(Collectors.toList()) |
| 157 | + |
| 158 | + startTime.printTotalTime() |
| 159 | + |
| 160 | + filteredPeople.assertOver15AndSortedByAge() |
| 161 | + } |
| 162 | + |
| 163 | + @Test |
| 164 | + fun `using ExecutorService for parallel operations`() { |
| 165 | + logger.info("Using ExecutorService") |
| 166 | + val startTime = Instant.now() |
| 167 | + |
| 168 | + val executor = Executors.newFixedThreadPool(people.size) |
| 169 | + val futures = people |
| 170 | + .map { person -> |
| 171 | + executor.submit(Callable { |
| 172 | + person.setAdult() |
| 173 | + person |
| 174 | + }).get() |
| 175 | + } |
| 176 | + .filter { it.age > 15 } |
| 177 | + .sortedBy { it.age } |
| 178 | + |
| 179 | + executor.shutdown() |
| 180 | + |
| 181 | + startTime.printTotalTime() |
| 182 | + |
| 183 | + futures.assertOver15AndSortedByAge() |
| 184 | + } |
| 185 | +} |
| 186 | + |
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