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ReduceTest.java
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/*
* Copyright Confluent Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package io.confluent.examples.streams;
import org.apache.kafka.common.serialization.IntegerDeserializer;
import org.apache.kafka.common.serialization.IntegerSerializer;
import org.apache.kafka.common.serialization.Serdes;
import org.apache.kafka.common.serialization.StringDeserializer;
import org.apache.kafka.common.serialization.StringSerializer;
import org.apache.kafka.streams.KeyValue;
import org.apache.kafka.streams.StreamsBuilder;
import org.apache.kafka.streams.StreamsConfig;
import org.apache.kafka.streams.TopologyTestDriver;
import org.apache.kafka.streams.kstream.Consumed;
import org.apache.kafka.streams.kstream.Grouped;
import org.apache.kafka.streams.kstream.KStream;
import org.apache.kafka.streams.kstream.KTable;
import org.apache.kafka.streams.kstream.Produced;
import org.apache.kafka.test.TestUtils;
import org.junit.Test;
import java.util.Arrays;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Properties;
import static org.assertj.core.api.Assertions.assertThat;
/**
* How to aggregate messages via `groupByKey()` and `reduce()` to implement concatenation of data.
*
* This example can be adapted to structured (nested) data formats such as Avro or JSON in case you need to concatenate
* only certain field(s) in the input.
*
* Note: This example uses lambda expressions and thus works with Java 8+ only.
*
* See {@link ReduceScalaTest} for the equivalent Scala example.
*/
public class ReduceTest {
private static final String inputTopic = "inputTopic";
private static final String outputTopic = "outputTopic";
@Test
public void shouldConcatenateWithReduce() {
final List<KeyValue<Integer, String>> inputRecords = Arrays.asList(
new KeyValue<>(456, "stream"),
new KeyValue<>(123, "hello"),
new KeyValue<>(123, "world"),
new KeyValue<>(456, "all"),
new KeyValue<>(123, "kafka"),
new KeyValue<>(456, "the"),
new KeyValue<>(456, "things"),
new KeyValue<>(123, "streams")
);
// For each record key, we want to concatenate the record values.
final Map<Integer, String> expectedOutput = new HashMap<>();
expectedOutput.put(456, "stream all the things");
expectedOutput.put(123, "hello world kafka streams");
// Step 1: Create the topology and its configuration
final StreamsBuilder builder = createTopology();
final Properties streamsConfiguration = createTopologyConfiguration();
try (final TopologyTestDriver topologyTestDriver = new TopologyTestDriver(builder.build(), streamsConfiguration)) {
// Step 2: Write the input
IntegrationTestUtils.produceKeyValuesSynchronously(
inputTopic, inputRecords, topologyTestDriver, new IntegerSerializer(), new StringSerializer());
// Step 3: Validate the output
final Map<Integer, String> actualOutput = IntegrationTestUtils.drainTableOutput(
outputTopic, topologyTestDriver, new IntegerDeserializer(), new StringDeserializer());
assertThat(actualOutput).hasSameSizeAs(expectedOutput);
assertThat(actualOutput).containsAllEntriesOf(expectedOutput);
}
}
private StreamsBuilder createTopology() {
final StreamsBuilder builder = new StreamsBuilder();
final KStream<Integer, String> input = builder.stream(inputTopic, Consumed.with(Serdes.Integer(), Serdes.String()));
final KTable<Integer, String> concatenated =
input
// Group the records based on the existing key of records.
.groupByKey(Grouped.with(Serdes.Integer(), Serdes.String()))
// For each key, concatenate the record values.
.reduce((v1, v2) -> v1 + " " + v2);
concatenated.toStream().to(outputTopic, Produced.with(Serdes.Integer(), Serdes.String()));
return builder;
}
private Properties createTopologyConfiguration() {
final Properties streamsConfiguration = new Properties();
streamsConfiguration.put(StreamsConfig.APPLICATION_ID_CONFIG, "reduce-test");
streamsConfiguration.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy config");
// Use a temporary directory for storing state, which will be automatically removed after the test.
streamsConfiguration.put(StreamsConfig.STATE_DIR_CONFIG, TestUtils.tempDirectory().getAbsolutePath());
return streamsConfiguration;
}
}