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315 lines
14 KiB
315 lines
14 KiB
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<!-- h1>Developer Guide for Kafka Streams</h1 --> |
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<a href="/{{version}}/documentation/streams/">Introduction</a> |
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</div> |
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</div> |
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<div class="section" id="testing"> |
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<span id="streams-developer-guide-testing"></span><h1>Testing a Streams Application<a class="headerlink" href="#testing" title="Permalink to this headline"></a></h1> |
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<p> |
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To test a Kafka Streams application, Kafka provides a test-utils artifact that can be added as regular dependency to your test code base. |
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Example <code>pom.xml</code> snippet when using Maven: |
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</p> |
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<pre> |
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<dependency> |
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<groupId>org.apache.kafka</groupId> |
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<artifactId>kafka-streams-test-utils</artifactId> |
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<version>{{fullDotVersion}}</version> |
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<scope>test</scope> |
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</dependency> |
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</pre> |
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<p> |
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The test-utils package provides a <code>TopologyTestDriver</code> that can be used pipe data through a <code>Topology</code> that is either assembled manually |
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using Processor API or via the DSL using <code>StreamsBuilder</code>. |
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The test driver simulates the library runtime that continuously fetches records from input topics and processes them by traversing the topology. |
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You can use the test driver to verify that your specified processor topology computes the correct result with the manually piped in data records. |
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The test driver captures the results records and allows to query its embedded state stores. |
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<pre> |
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// Processor API |
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Topology topology = new Topology(); |
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topology.addSource("sourceProcessor", "input-topic"); |
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topology.addProcessor("processor", ..., "sourceProcessor"); |
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topology.addSink("sinkProcessor", "output-topic", "processor"); |
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// or |
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// using DSL |
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StreamsBuilder builder = new StreamsBuilder(); |
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builder.stream("input-topic").filter(...).to("output-topic"); |
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Topology topology = builder.build(); |
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|
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// setup test driver |
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Properties config = new Properties(); |
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config.put(StreamsConfig.APPLICATION_ID_CONFIG, "test"); |
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config.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy:1234"); |
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TopologyTestDriver testDriver = new TopologyTestDriver(topology, config); |
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</pre> |
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<p> |
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The test driver accepts <code>ConsumerRecord</code>s with key and value type <code>byte[]</code>. |
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Because <code>byte[]</code> types can be problematic, you can use the <code>ConsumerRecordFactory</code> to generate those records |
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by providing regular Java types for key and values and the corresponding serializers. |
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</p> |
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<pre> |
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ConsumerRecordFactory<String, Integer> factory = new ConsumerRecordFactory<>("input-topic", new StringSerializer(), new IntegerSerializer()); |
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testDriver.pipe(factory.create("key", 42L)); |
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</pre> |
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<p> |
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To verify the output, the test driver produces <code>ProducerRecord</code>s with key and value type <code>byte[]</code>. |
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For result verification, you can specify corresponding deserializers when reading the output record from the driver. |
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<pre> |
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ProducerRecord<String, Integer> outputRecord = testDriver.readOutput("output-topic", new StringDeserializer(), new LongDeserializer()); |
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</pre> |
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<p> |
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For result verification, you can use <code>OutputVerifier</code>. |
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It offers helper methods to compare only certain parts of the result record: |
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for example, you might only care about the key and value, but not the timestamp of the result record. |
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</p> |
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<pre> |
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OutputVerifier.compareKeyValue(outputRecord, "key", 42L); // throws AssertionError if key or value does not match |
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</pre> |
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<p> |
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<code>TopologyTestDriver</code> supports punctuations, too. |
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Event-time punctuations are triggered automatically based on the processed records' timestamps. |
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Wall-clock-time punctuations can also be triggered by advancing the test driver's wall-clock-time (the driver mocks wall-clock-time internally to give users control over it). |
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</p> |
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<pre> |
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testDriver.advanceWallClockTime(20L); |
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</pre> |
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</div> |
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<p> |
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Additionally, you can access state stores via the test driver before or after a test. |
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Accessing stores before a test is useful to pre-populate a store with some initial values. |
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After data was processed, expected updates to the store can be verified. |
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</p> |
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<pre> |
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KeyValueStore store = testDriver.getKeyValueStore("store-name"); |
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</pre> |
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<p> |
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Note, that you should always close the test driver at the end to make sure all resources are release properly. |
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</p> |
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<pre> |
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testDriver.close(); |
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</pre> |
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|
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<h2>Example</h2> |
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<p> |
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The following example demonstrates how to use the test driver and helper classes. |
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The example creates a topology that computes the maximum value per key using a key-value-store. |
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While processing, no output is generated, but only the store is updated. |
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Output is only sent downstream based on event-time and wall-clock punctuations. |
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</p> |
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<pre> |
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private TopologyTestDriver testDriver; |
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private KeyValueStore<String, Long> store; |
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private StringDeserializer stringDeserializer = new StringDeserializer(); |
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private LongDeserializer longDeserializer = new LongDeserializer(); |
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private ConsumerRecordFactory<String, Long> recordFactory = new ConsumerRecordFactory<>(new StringSerializer(), new LongSerializer()); |
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@Before |
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public void setup() { |
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Topology topology = new Topology(); |
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topology.addSource("sourceProcessor", "input-topic"); |
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topology.addProcessor("aggregator", new CustomMaxAggregatorSupplier(), "sourceProcessor"); |
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topology.addStateStore( |
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Stores.keyValueStoreBuilder( |
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Stores.inMemoryKeyValueStore("aggStore"), |
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Serdes.String(), |
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Serdes.Long()).withLoggingDisabled(), // need to disable logging to allow store pre-populating |
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"aggregator"); |
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topology.addSink("sinkProcessor", "result-topic", "aggregator"); |
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|
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// setup test driver |
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Properties config = new Properties(); |
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config.setProperty(StreamsConfig.APPLICATION_ID_CONFIG, "maxAggregation"); |
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config.setProperty(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy:1234"); |
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config.setProperty(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName()); |
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config.setProperty(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.Long().getClass().getName()); |
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testDriver = new TopologyTestDriver(topology, config); |
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|
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// pre-populate store |
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store = testDriver.getKeyValueStore("aggStore"); |
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store.put("a", 21L); |
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} |
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@After |
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public void tearDown() { |
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testDriver.close(); |
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} |
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@Test |
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public void shouldFlushStoreForFirstInput() { |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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@Test |
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public void shouldNotUpdateStoreForSmallerValue() { |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); |
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Assert.assertThat(store.get("a"), equalTo(21L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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@Test |
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public void shouldNotUpdateStoreForLargerValue() { |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 42L, 9999L)); |
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Assert.assertThat(store.get("a"), equalTo(42L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 42L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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@Test |
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public void shouldUpdateStoreForNewKey() { |
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testDriver.pipeInput(recordFactory.create("input-topic", "b", 21L, 9999L)); |
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Assert.assertThat(store.get("b"), equalTo(21L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "b", 21L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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@Test |
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public void shouldPunctuateIfEvenTimeAdvances() { |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 10000L)); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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@Test |
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public void shouldPunctuateIfWallClockTimeAdvances() { |
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testDriver.advanceWallClockTime(60000); |
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OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); |
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Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); |
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} |
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|
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public class CustomMaxAggregatorSupplier implements ProcessorSupplier<String, Long> { |
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@Override |
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public Processor<String, Long> get() { |
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return new CustomMaxAggregator(); |
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} |
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} |
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public class CustomMaxAggregator implements Processor<String, Long> { |
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ProcessorContext context; |
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private KeyValueStore<String, Long> store; |
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|
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@SuppressWarnings("unchecked") |
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@Override |
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public void init(ProcessorContext context) { |
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this.context = context; |
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context.schedule(60000, PunctuationType.WALL_CLOCK_TIME, new Punctuator() { |
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@Override |
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public void punctuate(long timestamp) { |
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flushStore(); |
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} |
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}); |
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context.schedule(10000, PunctuationType.STREAM_TIME, new Punctuator() { |
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@Override |
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public void punctuate(long timestamp) { |
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flushStore(); |
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} |
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}); |
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store = (KeyValueStore<String, Long>) context.getStateStore("aggStore"); |
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} |
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@Override |
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public void process(String key, Long value) { |
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Long oldValue = store.get(key); |
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if (oldValue == null || value > oldValue) { |
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store.put(key, value); |
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} |
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} |
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private void flushStore() { |
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KeyValueIterator<String, Long> it = store.all(); |
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while (it.hasNext()) { |
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KeyValue<String, Long> next = it.next(); |
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context.forward(next.key, next.value); |
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} |
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} |
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@Override |
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public void punctuate(long timestamp) {} // deprecated; not used |
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|
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@Override |
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public void close() {} |
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} |
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</pre> |
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