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Example 31 with Topology

use of org.apache.kafka.streams.Topology in project kafka by apache.

the class WindowStoreFetchTest method testStoreConfig.

@Test
public void testStoreConfig() {
    final Materialized<String, Long, WindowStore<Bytes, byte[]>> stateStoreConfig = getStoreConfig(storeType, STORE_NAME, enableLogging, enableCaching);
    // Create topology: table from input topic
    final StreamsBuilder builder = new StreamsBuilder();
    final KStream<String, String> stream = builder.stream("input", Consumed.with(Serdes.String(), Serdes.String()));
    stream.groupByKey(Grouped.with(Serdes.String(), Serdes.String())).windowedBy(TimeWindows.ofSizeWithNoGrace(ofMillis(WINDOW_SIZE))).count(stateStoreConfig).toStream().to("output");
    final Topology topology = builder.build();
    try (final TopologyTestDriver driver = new TopologyTestDriver(topology)) {
        // get input topic and stateStore
        final TestInputTopic<String, String> input = driver.createInputTopic("input", new StringSerializer(), new StringSerializer());
        final WindowStore<String, Long> stateStore = driver.getWindowStore(STORE_NAME);
        // write some data
        final int medium = DATA_SIZE / 2 * 2;
        for (int i = 0; i < records.size(); i++) {
            final KeyValue<String, String> kv = records.get(i);
            final long windowStartTime = i < medium ? 0 : WINDOW_SIZE;
            input.pipeInput(kv.key, kv.value, windowStartTime + i);
        }
        // query the state store
        try (final KeyValueIterator<Windowed<String>, Long> scanIterator = forward ? stateStore.fetchAll(0, Long.MAX_VALUE) : stateStore.backwardFetchAll(0, Long.MAX_VALUE)) {
            final Iterator<KeyValue<Windowed<String>, Long>> dataIterator = forward ? expectedRecords.iterator() : expectedRecords.descendingIterator();
            TestUtils.checkEquals(scanIterator, dataIterator);
        }
        try (final KeyValueIterator<Windowed<String>, Long> scanIterator = forward ? stateStore.fetch(null, null, 0, Long.MAX_VALUE) : stateStore.backwardFetch(null, null, 0, Long.MAX_VALUE)) {
            final Iterator<KeyValue<Windowed<String>, Long>> dataIterator = forward ? expectedRecords.iterator() : expectedRecords.descendingIterator();
            TestUtils.checkEquals(scanIterator, dataIterator);
        }
        testRange("range", stateStore, innerLow, innerHigh, forward);
        testRange("until", stateStore, null, middle, forward);
        testRange("from", stateStore, middle, null, forward);
        testRange("untilBetween", stateStore, null, innerHighBetween, forward);
        testRange("fromBetween", stateStore, innerLowBetween, null, forward);
    }
}
Also used : KeyValue(org.apache.kafka.streams.KeyValue) TopologyTestDriver(org.apache.kafka.streams.TopologyTestDriver) Topology(org.apache.kafka.streams.Topology) WindowStore(org.apache.kafka.streams.state.WindowStore) StreamsBuilder(org.apache.kafka.streams.StreamsBuilder) Windowed(org.apache.kafka.streams.kstream.Windowed) StringSerializer(org.apache.kafka.common.serialization.StringSerializer) Test(org.junit.Test)

Example 32 with Topology

use of org.apache.kafka.streams.Topology in project kafka by apache.

the class KTableKTableLeftJoinTest method testSendingOldValue.

@Test
public void testSendingOldValue() {
    final StreamsBuilder builder = new StreamsBuilder();
    final int[] expectedKeys = new int[] { 0, 1, 2, 3 };
    final KTable<Integer, String> table1;
    final KTable<Integer, String> table2;
    final KTable<Integer, String> joined;
    final MockApiProcessorSupplier<Integer, String, Void, Void> supplier = new MockApiProcessorSupplier<>();
    table1 = builder.table(topic1, consumed);
    table2 = builder.table(topic2, consumed);
    joined = table1.leftJoin(table2, MockValueJoiner.TOSTRING_JOINER);
    ((KTableImpl<?, ?, ?>) joined).enableSendingOldValues(true);
    assertThat(((KTableImpl<?, ?, ?>) table1).sendingOldValueEnabled(), is(true));
    assertThat(((KTableImpl<?, ?, ?>) table2).sendingOldValueEnabled(), is(true));
    assertThat(((KTableImpl<?, ?, ?>) joined).sendingOldValueEnabled(), is(true));
    final Topology topology = builder.build().addProcessor("proc", supplier, ((KTableImpl<?, ?, ?>) joined).name);
    try (final TopologyTestDriver driver = new TopologyTestDriverWrapper(topology, props)) {
        final TestInputTopic<Integer, String> inputTopic1 = driver.createInputTopic(topic1, Serdes.Integer().serializer(), Serdes.String().serializer(), Instant.ofEpochMilli(0L), Duration.ZERO);
        final TestInputTopic<Integer, String> inputTopic2 = driver.createInputTopic(topic2, Serdes.Integer().serializer(), Serdes.String().serializer(), Instant.ofEpochMilli(0L), Duration.ZERO);
        final MockApiProcessor<Integer, String, Void, Void> proc = supplier.theCapturedProcessor();
        assertTrue(((KTableImpl<?, ?, ?>) table1).sendingOldValueEnabled());
        assertTrue(((KTableImpl<?, ?, ?>) table2).sendingOldValueEnabled());
        assertTrue(((KTableImpl<?, ?, ?>) joined).sendingOldValueEnabled());
        // push two items to the primary stream. the other table is empty
        for (int i = 0; i < 2; i++) {
            inputTopic1.pipeInput(expectedKeys[i], "X" + expectedKeys[i], 5L + i);
        }
        // pass tuple with null key, it will be discarded in join process
        inputTopic1.pipeInput(null, "SomeVal", 42L);
        // left: X0:0 (ts: 5), X1:1 (ts: 6)
        // right:
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("X0+null", null), 5), new KeyValueTimestamp<>(1, new Change<>("X1+null", null), 6));
        // push two items to the other stream. this should produce two items.
        for (int i = 0; i < 2; i++) {
            inputTopic2.pipeInput(expectedKeys[i], "Y" + expectedKeys[i], 10L * i);
        }
        // pass tuple with null key, it will be discarded in join process
        inputTopic2.pipeInput(null, "AnotherVal", 73L);
        // left: X0:0 (ts: 5), X1:1 (ts: 6)
        // right: Y0:0 (ts: 0), Y1:1 (ts: 10)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("X0+Y0", "X0+null"), 5), new KeyValueTimestamp<>(1, new Change<>("X1+Y1", "X1+null"), 10));
        // push all four items to the primary stream. this should produce four items.
        for (final int expectedKey : expectedKeys) {
            inputTopic1.pipeInput(expectedKey, "XX" + expectedKey, 7L);
        }
        // left: XX0:0 (ts: 7), XX1:1 (ts: 7), XX2:2 (ts: 7), XX3:3 (ts: 7)
        // right: Y0:0 (ts: 0), Y1:1 (ts: 10)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("XX0+Y0", "X0+Y0"), 7), new KeyValueTimestamp<>(1, new Change<>("XX1+Y1", "X1+Y1"), 10), new KeyValueTimestamp<>(2, new Change<>("XX2+null", null), 7), new KeyValueTimestamp<>(3, new Change<>("XX3+null", null), 7));
        // push all items to the other stream. this should produce four items.
        for (final int expectedKey : expectedKeys) {
            inputTopic2.pipeInput(expectedKey, "YY" + expectedKey, expectedKey * 5L);
        }
        // left: XX0:0 (ts: 7), XX1:1 (ts: 7), XX2:2 (ts: 7), XX3:3 (ts: 7)
        // right: YY0:0 (ts: 0), YY1:1 (ts: 5), YY2:2 (ts: 10), YY3:3 (ts: 15)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("XX0+YY0", "XX0+Y0"), 7), new KeyValueTimestamp<>(1, new Change<>("XX1+YY1", "XX1+Y1"), 7), new KeyValueTimestamp<>(2, new Change<>("XX2+YY2", "XX2+null"), 10), new KeyValueTimestamp<>(3, new Change<>("XX3+YY3", "XX3+null"), 15));
        // push all four items to the primary stream. this should produce four items.
        for (final int expectedKey : expectedKeys) {
            inputTopic1.pipeInput(expectedKey, "XXX" + expectedKey, 6L);
        }
        // left: XXX0:0 (ts: 6), XXX1:1 (ts: 6), XXX2:2 (ts: 6), XXX3:3 (ts: 6)
        // right: YY0:0 (ts: 0), YY1:1 (ts: 5), YY2:2 (ts: 10), YY3:3 (ts: 15)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("XXX0+YY0", "XX0+YY0"), 6), new KeyValueTimestamp<>(1, new Change<>("XXX1+YY1", "XX1+YY1"), 6), new KeyValueTimestamp<>(2, new Change<>("XXX2+YY2", "XX2+YY2"), 10), new KeyValueTimestamp<>(3, new Change<>("XXX3+YY3", "XX3+YY3"), 15));
        // push two items with null to the other stream as deletes. this should produce two item.
        inputTopic2.pipeInput(expectedKeys[0], null, 5L);
        inputTopic2.pipeInput(expectedKeys[1], null, 7L);
        // left: XXX0:0 (ts: 6), XXX1:1 (ts: 6), XXX2:2 (ts: 6), XXX3:3 (ts: 6)
        // right: YY2:2 (ts: 10), YY3:3 (ts: 15)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("XXX0+null", "XXX0+YY0"), 6), new KeyValueTimestamp<>(1, new Change<>("XXX1+null", "XXX1+YY1"), 7));
        // push all four items to the primary stream. this should produce four items.
        for (final int expectedKey : expectedKeys) {
            inputTopic1.pipeInput(expectedKey, "XXXX" + expectedKey, 13L);
        }
        // left: XXXX0:0 (ts: 13), XXXX1:1 (ts: 13), XXXX2:2 (ts: 13), XXXX3:3 (ts: 13)
        // right: YY2:2 (ts: 10), YY3:3 (ts: 15)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>("XXXX0+null", "XXX0+null"), 13), new KeyValueTimestamp<>(1, new Change<>("XXXX1+null", "XXX1+null"), 13), new KeyValueTimestamp<>(2, new Change<>("XXXX2+YY2", "XXX2+YY2"), 13), new KeyValueTimestamp<>(3, new Change<>("XXXX3+YY3", "XXX3+YY3"), 15));
        // push four items to the primary stream with null. this should produce four items.
        inputTopic1.pipeInput(expectedKeys[0], null, 0L);
        inputTopic1.pipeInput(expectedKeys[1], null, 42L);
        inputTopic1.pipeInput(expectedKeys[2], null, 5L);
        inputTopic1.pipeInput(expectedKeys[3], null, 20L);
        // left:
        // right: YY2:2 (ts: 10), YY3:3 (ts: 15)
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>(0, new Change<>(null, "XXXX0+null"), 0), new KeyValueTimestamp<>(1, new Change<>(null, "XXXX1+null"), 42), new KeyValueTimestamp<>(2, new Change<>(null, "XXXX2+YY2"), 10), new KeyValueTimestamp<>(3, new Change<>(null, "XXXX3+YY3"), 20));
    }
}
Also used : MockApiProcessorSupplier(org.apache.kafka.test.MockApiProcessorSupplier) TopologyTestDriverWrapper(org.apache.kafka.streams.TopologyTestDriverWrapper) TopologyTestDriver(org.apache.kafka.streams.TopologyTestDriver) Topology(org.apache.kafka.streams.Topology) StreamsBuilder(org.apache.kafka.streams.StreamsBuilder) Test(org.junit.Test)

Example 33 with Topology

use of org.apache.kafka.streams.Topology in project kafka by apache.

the class KTableMapValuesTest method doTestValueGetter.

private void doTestValueGetter(final StreamsBuilder builder, final String topic1, final KTableImpl<String, String, Integer> table2, final KTableImpl<String, String, Integer> table3) {
    final Topology topology = builder.build();
    final KTableValueGetterSupplier<String, Integer> getterSupplier2 = table2.valueGetterSupplier();
    final KTableValueGetterSupplier<String, Integer> getterSupplier3 = table3.valueGetterSupplier();
    final InternalTopologyBuilder topologyBuilder = TopologyWrapper.getInternalTopologyBuilder(topology);
    topologyBuilder.connectProcessorAndStateStores(table2.name, getterSupplier2.storeNames());
    topologyBuilder.connectProcessorAndStateStores(table3.name, getterSupplier3.storeNames());
    try (final TopologyTestDriverWrapper driver = new TopologyTestDriverWrapper(builder.build(), props)) {
        final TestInputTopic<String, String> inputTopic1 = driver.createInputTopic(topic1, new StringSerializer(), new StringSerializer(), Instant.ofEpochMilli(0L), Duration.ZERO);
        final KTableValueGetter<String, Integer> getter2 = getterSupplier2.get();
        final KTableValueGetter<String, Integer> getter3 = getterSupplier3.get();
        getter2.init(driver.setCurrentNodeForProcessorContext(table2.name));
        getter3.init(driver.setCurrentNodeForProcessorContext(table3.name));
        inputTopic1.pipeInput("A", "01", 50L);
        inputTopic1.pipeInput("B", "01", 10L);
        inputTopic1.pipeInput("C", "01", 30L);
        assertEquals(ValueAndTimestamp.make(1, 50L), getter2.get("A"));
        assertEquals(ValueAndTimestamp.make(1, 10L), getter2.get("B"));
        assertEquals(ValueAndTimestamp.make(1, 30L), getter2.get("C"));
        assertEquals(ValueAndTimestamp.make(-1, 50L), getter3.get("A"));
        assertEquals(ValueAndTimestamp.make(-1, 10L), getter3.get("B"));
        assertEquals(ValueAndTimestamp.make(-1, 30L), getter3.get("C"));
        inputTopic1.pipeInput("A", "02", 25L);
        inputTopic1.pipeInput("B", "02", 20L);
        assertEquals(ValueAndTimestamp.make(2, 25L), getter2.get("A"));
        assertEquals(ValueAndTimestamp.make(2, 20L), getter2.get("B"));
        assertEquals(ValueAndTimestamp.make(1, 30L), getter2.get("C"));
        assertEquals(ValueAndTimestamp.make(-2, 25L), getter3.get("A"));
        assertEquals(ValueAndTimestamp.make(-2, 20L), getter3.get("B"));
        assertEquals(ValueAndTimestamp.make(-1, 30L), getter3.get("C"));
        inputTopic1.pipeInput("A", "03", 35L);
        assertEquals(ValueAndTimestamp.make(3, 35L), getter2.get("A"));
        assertEquals(ValueAndTimestamp.make(2, 20L), getter2.get("B"));
        assertEquals(ValueAndTimestamp.make(1, 30L), getter2.get("C"));
        assertEquals(ValueAndTimestamp.make(-3, 35L), getter3.get("A"));
        assertEquals(ValueAndTimestamp.make(-2, 20L), getter3.get("B"));
        assertEquals(ValueAndTimestamp.make(-1, 30L), getter3.get("C"));
        inputTopic1.pipeInput("A", (String) null, 1L);
        assertNull(getter2.get("A"));
        assertEquals(ValueAndTimestamp.make(2, 20L), getter2.get("B"));
        assertEquals(ValueAndTimestamp.make(1, 30L), getter2.get("C"));
        assertNull(getter3.get("A"));
        assertEquals(ValueAndTimestamp.make(-2, 20L), getter3.get("B"));
        assertEquals(ValueAndTimestamp.make(-1, 30L), getter3.get("C"));
    }
}
Also used : TopologyTestDriverWrapper(org.apache.kafka.streams.TopologyTestDriverWrapper) Topology(org.apache.kafka.streams.Topology) InternalTopologyBuilder(org.apache.kafka.streams.processor.internals.InternalTopologyBuilder) StringSerializer(org.apache.kafka.common.serialization.StringSerializer)

Example 34 with Topology

use of org.apache.kafka.streams.Topology in project kafka by apache.

the class KTableMapValuesTest method testNotSendingOldValue.

@Test
public void testNotSendingOldValue() {
    final StreamsBuilder builder = new StreamsBuilder();
    final String topic1 = "topic1";
    final KTableImpl<String, String, String> table1 = (KTableImpl<String, String, String>) builder.table(topic1, consumed);
    final KTableImpl<String, String, Integer> table2 = (KTableImpl<String, String, Integer>) table1.mapValues(s -> Integer.valueOf(s));
    final MockApiProcessorSupplier<String, Integer, Void, Void> supplier = new MockApiProcessorSupplier<>();
    final Topology topology = builder.build().addProcessor("proc", supplier, table2.name);
    try (final TopologyTestDriver driver = new TopologyTestDriver(topology, props)) {
        final TestInputTopic<String, String> inputTopic1 = driver.createInputTopic(topic1, new StringSerializer(), new StringSerializer(), Instant.ofEpochMilli(0L), Duration.ZERO);
        final MockApiProcessor<String, Integer, Void, Void> proc = supplier.theCapturedProcessor();
        assertFalse(table1.sendingOldValueEnabled());
        assertFalse(table2.sendingOldValueEnabled());
        inputTopic1.pipeInput("A", "01", 5L);
        inputTopic1.pipeInput("B", "01", 10L);
        inputTopic1.pipeInput("C", "01", 15L);
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>(1, null), 5), new KeyValueTimestamp<>("B", new Change<>(1, null), 10), new KeyValueTimestamp<>("C", new Change<>(1, null), 15));
        inputTopic1.pipeInput("A", "02", 10L);
        inputTopic1.pipeInput("B", "02", 8L);
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>(2, null), 10), new KeyValueTimestamp<>("B", new Change<>(2, null), 8));
        inputTopic1.pipeInput("A", "03", 20L);
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>(3, null), 20));
        inputTopic1.pipeInput("A", (String) null, 30L);
        proc.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>(null, null), 30));
    }
}
Also used : ValueAndTimestamp(org.apache.kafka.streams.state.ValueAndTimestamp) MockApiProcessor(org.apache.kafka.test.MockApiProcessor) MockApiProcessorSupplier(org.apache.kafka.test.MockApiProcessorSupplier) Arrays.asList(java.util.Arrays.asList) TopologyWrapper(org.apache.kafka.streams.TopologyWrapper) KeyValueStore(org.apache.kafka.streams.state.KeyValueStore) Duration(java.time.Duration) Serdes(org.apache.kafka.common.serialization.Serdes) StringSerializer(org.apache.kafka.common.serialization.StringSerializer) MatcherAssert.assertThat(org.hamcrest.MatcherAssert.assertThat) TopologyTestDriver(org.apache.kafka.streams.TopologyTestDriver) StreamsBuilder(org.apache.kafka.streams.StreamsBuilder) TopologyTestDriverWrapper(org.apache.kafka.streams.TopologyTestDriverWrapper) KTable(org.apache.kafka.streams.kstream.KTable) Properties(java.util.Properties) Consumed(org.apache.kafka.streams.kstream.Consumed) Test(org.junit.Test) Instant(java.time.Instant) KeyValueTimestamp(org.apache.kafka.streams.KeyValueTimestamp) Bytes(org.apache.kafka.common.utils.Bytes) Assert.assertNull(org.junit.Assert.assertNull) Assert.assertFalse(org.junit.Assert.assertFalse) Materialized(org.apache.kafka.streams.kstream.Materialized) TestInputTopic(org.apache.kafka.streams.TestInputTopic) InternalTopologyBuilder(org.apache.kafka.streams.processor.internals.InternalTopologyBuilder) Matchers.is(org.hamcrest.Matchers.is) StreamsTestUtils(org.apache.kafka.test.StreamsTestUtils) Topology(org.apache.kafka.streams.Topology) Assert.assertEquals(org.junit.Assert.assertEquals) MockApiProcessorSupplier(org.apache.kafka.test.MockApiProcessorSupplier) TopologyTestDriver(org.apache.kafka.streams.TopologyTestDriver) Topology(org.apache.kafka.streams.Topology) StreamsBuilder(org.apache.kafka.streams.StreamsBuilder) StringSerializer(org.apache.kafka.common.serialization.StringSerializer) Test(org.junit.Test)

Example 35 with Topology

use of org.apache.kafka.streams.Topology in project kafka by apache.

the class KTableSourceTest method testNotSendingOldValue.

@Test
public void testNotSendingOldValue() {
    final StreamsBuilder builder = new StreamsBuilder();
    final String topic1 = "topic1";
    @SuppressWarnings("unchecked") final KTableImpl<String, String, String> table1 = (KTableImpl<String, String, String>) builder.table(topic1, stringConsumed);
    final MockApiProcessorSupplier<String, Integer, Void, Void> supplier = new MockApiProcessorSupplier<>();
    final Topology topology = builder.build().addProcessor("proc1", supplier, table1.name);
    try (final TopologyTestDriver driver = new TopologyTestDriver(topology, props)) {
        final TestInputTopic<String, String> inputTopic1 = driver.createInputTopic(topic1, new StringSerializer(), new StringSerializer(), Instant.ofEpochMilli(0L), Duration.ZERO);
        final MockApiProcessor<String, Integer, Void, Void> proc1 = supplier.theCapturedProcessor();
        inputTopic1.pipeInput("A", "01", 10L);
        inputTopic1.pipeInput("B", "01", 20L);
        inputTopic1.pipeInput("C", "01", 15L);
        proc1.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>("01", null), 10), new KeyValueTimestamp<>("B", new Change<>("01", null), 20), new KeyValueTimestamp<>("C", new Change<>("01", null), 15));
        inputTopic1.pipeInput("A", "02", 8L);
        inputTopic1.pipeInput("B", "02", 22L);
        proc1.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>("02", null), 8), new KeyValueTimestamp<>("B", new Change<>("02", null), 22));
        inputTopic1.pipeInput("A", "03", 12L);
        proc1.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>("03", null), 12));
        inputTopic1.pipeInput("A", null, 15L);
        inputTopic1.pipeInput("B", null, 20L);
        proc1.checkAndClearProcessResult(new KeyValueTimestamp<>("A", new Change<>(null, null), 15), new KeyValueTimestamp<>("B", new Change<>(null, null), 20));
    }
}
Also used : MockApiProcessorSupplier(org.apache.kafka.test.MockApiProcessorSupplier) TopologyTestDriver(org.apache.kafka.streams.TopologyTestDriver) Topology(org.apache.kafka.streams.Topology) StreamsBuilder(org.apache.kafka.streams.StreamsBuilder) StringSerializer(org.apache.kafka.common.serialization.StringSerializer) Test(org.junit.Test)

Aggregations

Topology (org.apache.kafka.streams.Topology)127 Test (org.junit.Test)106 StreamsBuilder (org.apache.kafka.streams.StreamsBuilder)93 KafkaStreams (org.apache.kafka.streams.KafkaStreams)53 TopologyTestDriver (org.apache.kafka.streams.TopologyTestDriver)53 Properties (java.util.Properties)47 StringSerializer (org.apache.kafka.common.serialization.StringSerializer)46 KeyValue (org.apache.kafka.streams.KeyValue)40 Serdes (org.apache.kafka.common.serialization.Serdes)39 StreamsConfig (org.apache.kafka.streams.StreamsConfig)33 List (java.util.List)29 MutableSpan (brave.handler.MutableSpan)28 Consumed (org.apache.kafka.streams.kstream.Consumed)28 Produced (org.apache.kafka.streams.kstream.Produced)26 Arrays (java.util.Arrays)25 StringDeserializer (org.apache.kafka.common.serialization.StringDeserializer)25 ArrayList (java.util.ArrayList)23 ProcessorContext (org.apache.kafka.streams.processor.ProcessorContext)23 Duration (java.time.Duration)22 KStream (org.apache.kafka.streams.kstream.KStream)22