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KAFKA-3625: add docs for Kafka Streams test-utils (follow up) (apache…
…#4493) Adds web page docs for KIP-247 Author: Matthias J. Sax <[email protected]> Reviewers: Guozhang Wang <[email protected]>, Bill Bejeck <[email protected]>, Joel Hamill <[email protected]>, Damian Guy <[email protected]>
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<!--#include virtual="../../../streams/developer-guide/testing.html" --> |
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<script><!--#include virtual="../../js/templateData.js" --></script> | ||
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<script id="content-template" type="text/x-handlebars-template"> | ||
<!-- h1>Developer Guide for Kafka Streams</h1 --> | ||
<div class="sub-nav-sticky"> | ||
<div class="sticky-top"> | ||
<!-- div style="height:35px"> | ||
<a href="/{{version}}/documentation/streams/">Introduction</a> | ||
<a class="active-menu-item" href="/{{version}}/documentation/streams/developer-guide">Developer Guide</a> | ||
<a href="/{{version}}/documentation/streams/core-concepts">Concepts</a> | ||
<a href="/{{version}}/documentation/streams/quickstart">Run Demo App</a> | ||
<a href="/{{version}}/documentation/streams/tutorial">Tutorial: Write App</a> | ||
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</div> | ||
</div> | ||
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<div class="section" id="testing"> | ||
<span id="streams-developer-guide-testing"></span><h1>Testing a Streams Application<a class="headerlink" href="#testing" title="Permalink to this headline"></a></h1> | ||
<p> | ||
To test a Kafka Streams application, Kafka provides a test-utils artifact that can be added as regular dependency to your test code base. | ||
Example <code>pom.xml</code> snippet when using Maven: | ||
</p> | ||
<pre> | ||
<dependency> | ||
<groupId>org.apache.kafka</groupId> | ||
<artifactId>kafka-streams-test-utils</artifactId> | ||
<version>{{fullDotVersion}}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
</pre> | ||
<p> | ||
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 | ||
using Processor API or via the DSL using <code>StreamsBuilder</code>. | ||
The test driver simulates the library runtime that continuously fetches records from input topics and processes them by traversing the topology. | ||
You can use the test driver to verify that your specified processor topology computes the correct result with the manually piped in data records. | ||
The test driver captures the results records and allows to query its embedded state stores. | ||
<pre> | ||
// Processor API | ||
Topology topology = new Topology(); | ||
topology.addSource("sourceProcessor", "input-topic"); | ||
topology.addProcessor("processor", ..., "sourceProcessor"); | ||
topology.addSink("sinkProcessor", "output-topic", "processor"); | ||
// or | ||
// using DSL | ||
StreamsBuilder builder = new StreamsBuilder(); | ||
builder.stream("input-topic").filter(...).to("output-topic"); | ||
Topology topology = builder.build(); | ||
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// setup test driver | ||
Properties config = new Properties(); | ||
config.put(StreamsConfig.APPLICATION_ID_CONFIG, "test"); | ||
config.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy:1234"); | ||
TopologyTestDriver testDriver = new TopologyTestDriver(topology, config); | ||
</pre> | ||
<p> | ||
The test driver accepts <code>ConsumerRecord</code>s with key and value type <code>byte[]</code>. | ||
Because <code>byte[]</code> types can be problematic, you can use the <code>ConsumerRecordFactory</code> to generate those records | ||
by providing regular Java types for key and values and the corresponding serializers. | ||
</p> | ||
<pre> | ||
ConsumerRecordFactory<String, Integer> factory = new ConsumerRecordFactory<>("input-topic", new StringSerializer(), new IntegerSerializer()); | ||
testDriver.pipe(factory.create("key", 42L)); | ||
</pre> | ||
<p> | ||
To verify the output, the test driver produces <code>ProducerRecord</code>s with key and value type <code>byte[]</code>. | ||
For result verification, you can specify corresponding deserializers when reading the output record from the driver. | ||
<pre> | ||
ProducerRecord<String, Integer> outputRecord = testDriver.readOutput("output-topic", new StringDeserializer(), new LongDeserializer()); | ||
</pre> | ||
<p> | ||
For result verification, you can use <code>OutputVerifier</code>. | ||
It offers helper methods to compare only certain parts of the result record: | ||
for example, you might only care about the key and value, but not the timestamp of the result record. | ||
</p> | ||
<pre> | ||
OutputVerifier.compareKeyValue(outputRecord, "key", 42L); // throws AssertionError if key or value does not match | ||
</pre> | ||
<p> | ||
<code>TopologyTestDriver</code> supports punctuations, too. | ||
Event-time punctuations are triggered automatically based on the processed records' timestamps. | ||
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). | ||
</p> | ||
<pre> | ||
testDriver.advanceWallClockTime(20L); | ||
</pre> | ||
</div> | ||
<p> | ||
Additionally, you can access state stores via the test driver before or after a test. | ||
Accessing stores before a test is useful to pre-populate a store with some initial values. | ||
After data was processed, expected updates to the store can be verified. | ||
</p> | ||
<pre> | ||
KeyValueStore store = testDriver.getKeyValueStore("store-name"); | ||
</pre> | ||
<p> | ||
Note, that you should always close the test driver at the end to make sure all resources are release properly. | ||
</p> | ||
<pre> | ||
testDriver.close(); | ||
</pre> | ||
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<h2>Example</h2> | ||
<p> | ||
The following example demonstrates how to use the test driver and helper classes. | ||
The example creates a topology that computes the maximum value per key using a key-value-store. | ||
While processing, no output is generated, but only the store is updated. | ||
Output is only sent downstream based on event-time and wall-clock punctuations. | ||
</p> | ||
<pre> | ||
private TopologyTestDriver testDriver; | ||
private KeyValueStore<String, Long> store; | ||
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private StringDeserializer stringDeserializer = new StringDeserializer(); | ||
private LongDeserializer longDeserializer = new LongDeserializer(); | ||
private ConsumerRecordFactory<String, Long> recordFactory = new ConsumerRecordFactory<>(new StringSerializer(), new LongSerializer()); | ||
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@Before | ||
public void setup() { | ||
Topology topology = new Topology(); | ||
topology.addSource("sourceProcessor", "input-topic"); | ||
topology.addProcessor("aggregator", new CustomMaxAggregatorSupplier(), "sourceProcessor"); | ||
topology.addStateStore( | ||
Stores.keyValueStoreBuilder( | ||
Stores.inMemoryKeyValueStore("aggStore"), | ||
Serdes.String(), | ||
Serdes.Long()).withLoggingDisabled(), // need to disable logging to allow store pre-populating | ||
"aggregator"); | ||
topology.addSink("sinkProcessor", "result-topic", "aggregator"); | ||
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// setup test driver | ||
Properties config = new Properties(); | ||
config.setProperty(StreamsConfig.APPLICATION_ID_CONFIG, "maxAggregation"); | ||
config.setProperty(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, "dummy:1234"); | ||
config.setProperty(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass().getName()); | ||
config.setProperty(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.Long().getClass().getName()); | ||
testDriver = new TopologyTestDriver(topology, config); | ||
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// pre-populate store | ||
store = testDriver.getKeyValueStore("aggStore"); | ||
store.put("a", 21L); | ||
} | ||
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@After | ||
public void tearDown() { | ||
testDriver.close(); | ||
} | ||
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@Test | ||
public void shouldFlushStoreForFirstInput() { | ||
testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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@Test | ||
public void shouldNotUpdateStoreForSmallerValue() { | ||
testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); | ||
Assert.assertThat(store.get("a"), equalTo(21L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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@Test | ||
public void shouldNotUpdateStoreForLargerValue() { | ||
testDriver.pipeInput(recordFactory.create("input-topic", "a", 42L, 9999L)); | ||
Assert.assertThat(store.get("a"), equalTo(42L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 42L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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@Test | ||
public void shouldUpdateStoreForNewKey() { | ||
testDriver.pipeInput(recordFactory.create("input-topic", "b", 21L, 9999L)); | ||
Assert.assertThat(store.get("b"), equalTo(21L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "b", 21L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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@Test | ||
public void shouldPunctuateIfEvenTimeAdvances() { | ||
testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 9999L)); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
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testDriver.pipeInput(recordFactory.create("input-topic", "a", 1L, 10000L)); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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@Test | ||
public void shouldPunctuateIfWallClockTimeAdvances() { | ||
testDriver.advanceWallClockTime(60000); | ||
OutputVerifier.compareKeyValue(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer), "a", 21L); | ||
Assert.assertNull(testDriver.readOutput("result-topic", stringDeserializer, longDeserializer)); | ||
} | ||
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public class CustomMaxAggregatorSupplier implements ProcessorSupplier<String, Long> { | ||
@Override | ||
public Processor<String, Long> get() { | ||
return new CustomMaxAggregator(); | ||
} | ||
} | ||
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public class CustomMaxAggregator implements Processor<String, Long> { | ||
ProcessorContext context; | ||
private KeyValueStore<String, Long> store; | ||
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@SuppressWarnings("unchecked") | ||
@Override | ||
public void init(ProcessorContext context) { | ||
this.context = context; | ||
context.schedule(60000, PunctuationType.WALL_CLOCK_TIME, new Punctuator() { | ||
@Override | ||
public void punctuate(long timestamp) { | ||
flushStore(); | ||
} | ||
}); | ||
context.schedule(10000, PunctuationType.STREAM_TIME, new Punctuator() { | ||
@Override | ||
public void punctuate(long timestamp) { | ||
flushStore(); | ||
} | ||
}); | ||
store = (KeyValueStore<String, Long>) context.getStateStore("aggStore"); | ||
} | ||
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@Override | ||
public void process(String key, Long value) { | ||
Long oldValue = store.get(key); | ||
if (oldValue == null || value > oldValue) { | ||
store.put(key, value); | ||
} | ||
} | ||
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private void flushStore() { | ||
KeyValueIterator<String, Long> it = store.all(); | ||
while (it.hasNext()) { | ||
KeyValue<String, Long> next = it.next(); | ||
context.forward(next.key, next.value); | ||
} | ||
} | ||
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@Override | ||
public void punctuate(long timestamp) {} // deprecated; not used | ||
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@Override | ||
public void close() {} | ||
} | ||
</pre> | ||
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