161 lines
6.6 KiB
Java
161 lines
6.6 KiB
Java
package com.baeldung.flink;
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import org.apache.flink.api.common.operators.Order;
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import org.apache.flink.api.java.DataSet;
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import org.apache.flink.api.java.ExecutionEnvironment;
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import org.apache.flink.api.java.functions.KeySelector;
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import org.apache.flink.api.java.tuple.Tuple2;
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import org.apache.flink.api.java.tuple.Tuple3;
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import org.apache.flink.streaming.api.datastream.DataStream;
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import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
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import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
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import org.apache.flink.streaming.api.functions.timestamps.BoundedOutOfOrdernessTimestampExtractor;
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import org.apache.flink.streaming.api.windowing.assigners.TumblingEventTimeWindows;
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import org.apache.flink.streaming.api.windowing.time.Time;
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import org.junit.Test;
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import java.time.ZonedDateTime;
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import java.util.Arrays;
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import java.util.List;
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import static org.assertj.core.api.Assertions.assertThat;
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public class WordCountIntegrationTest {
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private final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
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@Test
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public void givenDataSet_whenExecuteWordCount_thenReturnWordCount() throws Exception {
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// given
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List<String> lines = Arrays.asList("This is a first sentence", "This is a second sentence with a one word");
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// when
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DataSet<Tuple2<String, Integer>> result = WordCount.startWordCount(env, lines);
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// then
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List<Tuple2<String, Integer>> collect = result.collect();
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assertThat(collect).containsExactlyInAnyOrder(new Tuple2<>("a", 3), new Tuple2<>("sentence", 2), new Tuple2<>("word", 1), new Tuple2<>("is", 2), new Tuple2<>("this", 2), new Tuple2<>("second", 1), new Tuple2<>("first", 1), new Tuple2<>("with", 1),
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new Tuple2<>("one", 1));
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}
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@Test
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public void givenListOfAmounts_whenUseMapReduce_thenSumAmountsThatAreOnlyAboveThreshold() throws Exception {
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// given
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DataSet<Integer> amounts = env.fromElements(1, 29, 40, 50);
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int threshold = 30;
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// when
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List<Integer> collect = amounts.filter(a -> a > threshold).reduce((integer, t1) -> integer + t1).collect();
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// then
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assertThat(collect.get(0)).isEqualTo(90);
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}
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@Test
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public void givenDataSetOfComplexObjects_whenMapToGetOneField_thenReturnedListHaveProperElements() throws Exception {
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// given
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DataSet<Person> personDataSource = env.fromCollection(Arrays.asList(new Person(23, "Tom"), new Person(75, "Michael")));
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// when
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List<Integer> ages = personDataSource.map(p -> p.age).collect();
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// then
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assertThat(ages).hasSize(2);
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assertThat(ages).contains(23, 75);
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}
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@Test
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public void givenDataSet_whenSortItByOneField_thenShouldReturnSortedDataSet() throws Exception {
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// given
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Tuple2<Integer, String> secondPerson = new Tuple2<>(4, "Tom");
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Tuple2<Integer, String> thirdPerson = new Tuple2<>(5, "Scott");
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Tuple2<Integer, String> fourthPerson = new Tuple2<>(200, "Michael");
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Tuple2<Integer, String> firstPerson = new Tuple2<>(1, "Jack");
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DataSet<Tuple2<Integer, String>> transactions = env.fromElements(fourthPerson, secondPerson, thirdPerson, firstPerson);
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// when
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List<Tuple2<Integer, String>> sorted = transactions.sortPartition(new IdKeySelectorTransaction(), Order.ASCENDING).collect();
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// then
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assertThat(sorted).containsExactly(firstPerson, secondPerson, thirdPerson, fourthPerson);
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}
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@Test
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public void giveTwoDataSets_whenJoinUsingId_thenProduceJoinedData() throws Exception {
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// given
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Tuple3<Integer, String, String> address = new Tuple3<>(1, "5th Avenue", "London");
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DataSet<Tuple3<Integer, String, String>> addresses = env.fromElements(address);
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Tuple2<Integer, String> firstTransaction = new Tuple2<>(1, "Transaction_1");
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DataSet<Tuple2<Integer, String>> transactions = env.fromElements(firstTransaction, new Tuple2<>(12, "Transaction_2"));
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// when
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List<Tuple2<Tuple2<Integer, String>, Tuple3<Integer, String, String>>> joined = transactions.join(addresses).where(new IdKeySelectorTransaction()).equalTo(new IdKeySelectorAddress()).collect();
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// then
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assertThat(joined).hasSize(1);
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assertThat(joined).contains(new Tuple2<>(firstTransaction, address));
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}
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@Test
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public void givenStreamOfEvents_whenProcessEvents_thenShouldPrintResultsOnSinkOperation() throws Exception {
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// given
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final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
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DataStream<String> text = env.fromElements("This is a first sentence", "This is a second sentence with a one word");
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SingleOutputStreamOperator<String> upperCase = text.map(String::toUpperCase);
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upperCase.print();
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// when
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env.execute();
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}
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@Test
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public void givenStreamOfEvents_whenProcessEvents_thenShouldApplyWindowingOnTransformation() throws Exception {
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// given
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final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
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SingleOutputStreamOperator<Tuple2<Integer, Long>> windowed = env.fromElements(new Tuple2<>(16, ZonedDateTime.now().plusMinutes(25).toInstant().getEpochSecond()), new Tuple2<>(15, ZonedDateTime.now().plusMinutes(2).toInstant().getEpochSecond()))
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.assignTimestampsAndWatermarks(new BoundedOutOfOrdernessTimestampExtractor<Tuple2<Integer, Long>>(Time.seconds(20)) {
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@Override
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public long extractTimestamp(Tuple2<Integer, Long> element) {
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return element.f1 * 1000;
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}
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});
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SingleOutputStreamOperator<Tuple2<Integer, Long>> reduced = windowed.windowAll(TumblingEventTimeWindows.of(Time.seconds(5))).maxBy(0, true);
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reduced.print();
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// when
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env.execute();
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}
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private static class IdKeySelectorTransaction implements KeySelector<Tuple2<Integer, String>, Integer> {
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@Override
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public Integer getKey(Tuple2<Integer, String> value) {
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return value.f0;
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}
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}
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private static class IdKeySelectorAddress implements KeySelector<Tuple3<Integer, String, String>, Integer> {
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@Override
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public Integer getKey(Tuple3<Integer, String, String> value) {
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return value.f0;
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}
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}
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private static class Person {
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private final int age;
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private final String name;
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private Person(int age, String name) {
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this.age = age;
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this.name = name;
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}
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}
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} |