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ValidateStateWithInteractiveQueriesLambdaIntegrationTest.java
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ValidateStateWithInteractiveQueriesLambdaIntegrationTest.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.clients.consumer.ConsumerConfig;
import org.apache.kafka.common.serialization.LongSerializer;
import org.apache.kafka.common.serialization.Serdes;
import org.apache.kafka.common.serialization.StringSerializer;
import org.apache.kafka.common.utils.Bytes;
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.KStream;
import org.apache.kafka.streams.kstream.Materialized;
import org.apache.kafka.streams.kstream.TimeWindows;
import org.apache.kafka.streams.state.ReadOnlyKeyValueStore;
import org.apache.kafka.streams.state.ReadOnlyWindowStore;
import org.apache.kafka.streams.state.WindowStore;
import org.apache.kafka.test.TestUtils;
import org.junit.Test;
import java.time.Duration;
import java.util.Arrays;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Properties;
/**
* Demonstrates how to validate an application's expected state through interactive queries.
* <p>
* Note: This example uses lambda expressions and thus works with Java 8+ only.
*/
public class ValidateStateWithInteractiveQueriesLambdaIntegrationTest {
@Test
public void shouldComputeMaxValuePerKey() throws Exception {
// A user may be listed multiple times.
final List<KeyValue<String, Long>> inputUserClicks = Arrays.asList(
new KeyValue<>("alice", 13L),
new KeyValue<>("bob", 4L),
new KeyValue<>("chao", 25L),
new KeyValue<>("bob", 19L),
new KeyValue<>("chao", 56L),
new KeyValue<>("alice", 78L),
new KeyValue<>("alice", 40L),
new KeyValue<>("bob", 3L)
);
final Map<String, Long> expectedMaxClicksPerUser = new HashMap<String, Long>() {
{
put("alice", 78L);
put("bob", 19L);
put("chao", 56L);
}
};
//
// Step 1: Configure and start the processor topology.
//
final StreamsBuilder builder = new StreamsBuilder();
final Properties streamsConfiguration = new Properties();
streamsConfiguration.put(StreamsConfig.APPLICATION_ID_CONFIG, "validating-with-interactive-queries-integration-test");
streamsConfiguration.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy config");
streamsConfiguration.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName());
streamsConfiguration.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.Long().getClass().getName());
streamsConfiguration.put(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, "earliest");
// The commit interval for flushing records to state stores and downstream must be lower than
// this integration test's timeout (30 secs) to ensure we observe the expected processing results.
streamsConfiguration.put(StreamsConfig.COMMIT_INTERVAL_MS_CONFIG, 2 * 1000);
// Use a temporary directory for storing state, which will be automatically removed after the test.
streamsConfiguration.put(StreamsConfig.STATE_DIR_CONFIG, TestUtils.tempDirectory().getAbsolutePath());
final String inputTopic = "inputTopic";
final KStream<String, Long> input = builder.stream(inputTopic);
// rolling MAX() aggregation
final String maxStore = "max-store";
input.groupByKey().aggregate(
() -> Long.MIN_VALUE,
(aggKey, value, aggregate) -> Math.max(value, aggregate),
Materialized.as(maxStore)
);
// windowed MAX() aggregation
final String maxWindowStore = "max-window-store";
input.groupByKey()
.windowedBy(TimeWindows.of(Duration.ofMinutes(1L)).grace(Duration.ZERO))
.aggregate(
() -> Long.MIN_VALUE,
(aggKey, value, aggregate) -> Math.max(value, aggregate),
Materialized.<String, Long, WindowStore<Bytes, byte[]>>as(maxWindowStore).withRetention(Duration.ofMinutes(5L)));
try (final TopologyTestDriver topologyTestDriver = new TopologyTestDriver(builder.build(), streamsConfiguration)) {
//
// Step 2: Produce some input data to the input topic.
//
IntegrationTestUtils.produceKeyValuesSynchronously(
inputTopic,
inputUserClicks,
topologyTestDriver,
new StringSerializer(),
new LongSerializer()
);
//
// Step 3: Validate the application's state by interactively querying its state stores.
//
final ReadOnlyKeyValueStore<String, Long> keyValueStore =
topologyTestDriver.getKeyValueStore(maxStore);
final ReadOnlyWindowStore<String, Long> windowStore =
topologyTestDriver.getWindowStore(maxWindowStore);
IntegrationTestUtils.assertThatKeyValueStoreContains(keyValueStore, expectedMaxClicksPerUser);
IntegrationTestUtils.assertThatOldestWindowContains(windowStore, expectedMaxClicksPerUser);
}
}
}