/*
 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements. See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You 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 org.apache.kafka.streams.integration;

import kafka.tools.ConsoleConsumer;
import kafka.utils.MockTime;
import org.apache.kafka.clients.consumer.ConsumerConfig;
import org.apache.kafka.common.serialization.Deserializer;
import org.apache.kafka.common.serialization.IntegerDeserializer;
import org.apache.kafka.common.serialization.IntegerSerializer;
import org.apache.kafka.common.serialization.LongDeserializer;
import org.apache.kafka.common.serialization.Serde;
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.common.utils.Bytes;
import org.apache.kafka.streams.KafkaStreams;
import org.apache.kafka.streams.KeyValue;
import org.apache.kafka.streams.StreamsBuilder;
import org.apache.kafka.streams.StreamsConfig;
import org.apache.kafka.streams.integration.utils.EmbeddedKafkaCluster;
import org.apache.kafka.streams.integration.utils.IntegrationTestUtils;
import org.apache.kafka.streams.kstream.Aggregator;
import org.apache.kafka.streams.kstream.Consumed;
import org.apache.kafka.streams.kstream.Initializer;
import org.apache.kafka.streams.kstream.KGroupedStream;
import org.apache.kafka.streams.kstream.KStream;
import org.apache.kafka.streams.kstream.KeyValueMapper;
import org.apache.kafka.streams.kstream.Materialized;
import org.apache.kafka.streams.kstream.Produced;
import org.apache.kafka.streams.kstream.Reducer;
import org.apache.kafka.streams.kstream.Serialized;
import org.apache.kafka.streams.kstream.SessionWindowedDeserializer;
import org.apache.kafka.streams.kstream.SessionWindows;
import org.apache.kafka.streams.kstream.TimeWindowedDeserializer;
import org.apache.kafka.streams.kstream.TimeWindows;
import org.apache.kafka.streams.kstream.Transformer;
import org.apache.kafka.streams.kstream.UnlimitedWindows;
import org.apache.kafka.streams.kstream.Windowed;
import org.apache.kafka.streams.kstream.WindowedSerdes;
import org.apache.kafka.streams.kstream.internals.SessionWindow;
import org.apache.kafka.streams.kstream.internals.TimeWindow;
import org.apache.kafka.streams.kstream.internals.UnlimitedWindow;
import org.apache.kafka.streams.processor.ProcessorContext;
import org.apache.kafka.streams.state.KeyValueIterator;
import org.apache.kafka.streams.state.KeyValueStore;
import org.apache.kafka.streams.state.QueryableStoreTypes;
import org.apache.kafka.streams.state.ReadOnlySessionStore;
import org.apache.kafka.test.IntegrationTest;
import org.apache.kafka.test.MockMapper;
import org.apache.kafka.test.TestUtils;
import org.junit.After;
import org.junit.Before;
import org.junit.ClassRule;
import org.junit.Test;
import org.junit.experimental.categories.Category;

import java.io.ByteArrayOutputStream;
import java.io.IOException;
import java.io.PrintStream;
import java.time.Duration;
import java.util.Arrays;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.HashSet;
import java.util.List;
import java.util.Map;
import java.util.Properties;
import java.util.Set;
import java.util.concurrent.CountDownLatch;
import java.util.concurrent.TimeUnit;

import static java.time.Duration.ofMillis;
import static java.time.Instant.ofEpochMilli;
import static org.hamcrest.CoreMatchers.equalTo;
import static org.hamcrest.MatcherAssert.assertThat;
import static org.hamcrest.core.Is.is;
import static org.junit.Assert.assertFalse;
import static org.junit.Assert.assertTrue;

@Category({IntegrationTest.class})
public class KStreamAggregationIntegrationTest {
    private static final int NUM_BROKERS = 1;

    @ClassRule
    public static final EmbeddedKafkaCluster CLUSTER =
        new EmbeddedKafkaCluster(NUM_BROKERS);

    private static volatile int testNo = 0;
    private final MockTime mockTime = CLUSTER.time;
    private StreamsBuilder builder;
    private Properties streamsConfiguration;
    private KafkaStreams kafkaStreams;
    private String streamOneInput;
    private String userSessionsStream = "user-sessions";
    private String outputTopic;
    private KGroupedStream<String, String> groupedStream;
    private Reducer<String> reducer;
    private Initializer<Integer> initializer;
    private Aggregator<String, String, Integer> aggregator;
    private KStream<Integer, String> stream;

    @Before
    public void before() throws InterruptedException {
        testNo++;
        builder = new StreamsBuilder();
        createTopics();
        streamsConfiguration = new Properties();
        final String applicationId = "kgrouped-stream-test-" + testNo;
        streamsConfiguration.put(StreamsConfig.APPLICATION_ID_CONFIG, applicationId);
        streamsConfiguration
            .put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, CLUSTER.bootstrapServers());
        streamsConfiguration.put(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, "earliest");
        streamsConfiguration.put(StreamsConfig.STATE_DIR_CONFIG, TestUtils.tempDirectory().getPath());
        streamsConfiguration.put(StreamsConfig.CACHE_MAX_BYTES_BUFFERING_CONFIG, 0);
        streamsConfiguration.put(IntegrationTestUtils.INTERNAL_LEAVE_GROUP_ON_CLOSE, true);
        streamsConfiguration.put(StreamsConfig.COMMIT_INTERVAL_MS_CONFIG, 100);
        streamsConfiguration.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass());
        streamsConfiguration.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.Integer().getClass());

        final KeyValueMapper<Integer, String, String> mapper = MockMapper.selectValueMapper();
        stream = builder.stream(streamOneInput, Consumed.with(Serdes.Integer(), Serdes.String()));
        groupedStream = stream
            .groupBy(
                mapper,
                Serialized.with(Serdes.String(), Serdes.String()));

        reducer = (value1, value2) -> value1 + ":" + value2;
        initializer = () -> 0;
        aggregator = (aggKey, value, aggregate) -> aggregate + value.length();
    }

    @After
    public void whenShuttingDown() throws IOException {
        if (kafkaStreams != null) {
            kafkaStreams.close();
        }
        IntegrationTestUtils.purgeLocalStreamsState(streamsConfiguration);
    }

    @Test
    public void shouldReduce() throws Exception {
        produceMessages(mockTime.milliseconds());
        groupedStream
            .reduce(reducer, Materialized.<String, String, KeyValueStore<Bytes, byte[]>>as("reduce-by-key"))
            .toStream()
            .to(outputTopic, Produced.with(Serdes.String(), Serdes.String()));

        startStreams();

        produceMessages(mockTime.milliseconds());

        final List<KeyValue<String, String>> results = receiveMessages(
            new StringDeserializer(),
            new StringDeserializer(),
            10);

        Collections.sort(results, KStreamAggregationIntegrationTest::compare);

        assertThat(results, is(Arrays.asList(KeyValue.pair("A", "A"),
            KeyValue.pair("A", "A:A"),
            KeyValue.pair("B", "B"),
            KeyValue.pair("B", "B:B"),
            KeyValue.pair("C", "C"),
            KeyValue.pair("C", "C:C"),
            KeyValue.pair("D", "D"),
            KeyValue.pair("D", "D:D"),
            KeyValue.pair("E", "E"),
            KeyValue.pair("E", "E:E"))));
    }

    private static <K extends Comparable, V extends Comparable> int compare(final KeyValue<K, V> o1,
                                                                            final KeyValue<K, V> o2) {
        final int keyComparison = o1.key.compareTo(o2.key);
        if (keyComparison == 0) {
            return o1.value.compareTo(o2.value);
        }
        return keyComparison;
    }

    @Test
    public void shouldReduceWindowed() throws Exception {
        final long firstBatchTimestamp = mockTime.milliseconds();
        mockTime.sleep(1000);
        produceMessages(firstBatchTimestamp);
        final long secondBatchTimestamp = mockTime.milliseconds();
        produceMessages(secondBatchTimestamp);
        produceMessages(secondBatchTimestamp);

        final Serde<Windowed<String>> windowedSerde = WindowedSerdes.timeWindowedSerdeFrom(String.class);
        groupedStream
                .windowedBy(TimeWindows.of(ofMillis(500L)))
                .reduce(reducer)
                .toStream()
                .to(outputTopic, Produced.with(windowedSerde, Serdes.String()));

        startStreams();

        final List<KeyValue<Windowed<String>, String>> windowedOutput = receiveMessages(
            new TimeWindowedDeserializer<>(),
            new StringDeserializer(),
            String.class,
            15);

        // read from ConsoleConsumer
        final String resultFromConsoleConsumer = readWindowedKeyedMessagesViaConsoleConsumer(
            new TimeWindowedDeserializer<String>(),
            new StringDeserializer(),
            String.class,
            15,
            false);

        final Comparator<KeyValue<Windowed<String>, String>>
            comparator =
            Comparator.comparing((KeyValue<Windowed<String>, String> o) -> o.key.key()).thenComparing(o -> o.value);

        Collections.sort(windowedOutput, comparator);
        final long firstBatchWindow = firstBatchTimestamp / 500 * 500;
        final long secondBatchWindow = secondBatchTimestamp / 500 * 500;

        final List<KeyValue<Windowed<String>, String>> expectResult = Arrays.asList(
                new KeyValue<>(new Windowed<>("A", new TimeWindow(firstBatchWindow, Long.MAX_VALUE)), "A"),
                new KeyValue<>(new Windowed<>("A", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "A"),
                new KeyValue<>(new Windowed<>("A", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "A:A"),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(firstBatchWindow, Long.MAX_VALUE)), "B"),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "B"),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "B:B"),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(firstBatchWindow, Long.MAX_VALUE)), "C"),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "C"),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "C:C"),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(firstBatchWindow, Long.MAX_VALUE)), "D"),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "D"),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "D:D"),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(firstBatchWindow, Long.MAX_VALUE)), "E"),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "E"),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(secondBatchWindow, Long.MAX_VALUE)), "E:E")
        );
        assertThat(windowedOutput, is(expectResult));

        final Set<String> expectResultString = new HashSet<>(expectResult.size());
        for (final KeyValue<Windowed<String>, String> eachRecord: expectResult) {
            expectResultString.add(eachRecord.toString());
        }

        // check every message is contained in the expect result
        final String[] allRecords = resultFromConsoleConsumer.split("\n");
        for (final String record: allRecords) {
            assertTrue(expectResultString.contains("KeyValue(" + record + ")"));
        }
    }

    @Test
    public void shouldAggregate() throws Exception {
        produceMessages(mockTime.milliseconds());
        groupedStream.aggregate(
            initializer,
            aggregator,
            Materialized.<String, Integer, KeyValueStore<Bytes, byte[]>>as("aggregate-by-selected-key"))
            .toStream()
            .to(outputTopic, Produced.with(Serdes.String(), Serdes.Integer()));

        startStreams();

        produceMessages(mockTime.milliseconds());

        final List<KeyValue<String, Integer>> results = receiveMessages(
            new StringDeserializer(),
            new IntegerDeserializer(),
            10);

        Collections.sort(results, KStreamAggregationIntegrationTest::compare);

        assertThat(results, is(Arrays.asList(
            KeyValue.pair("A", 1),
            KeyValue.pair("A", 2),
            KeyValue.pair("B", 1),
            KeyValue.pair("B", 2),
            KeyValue.pair("C", 1),
            KeyValue.pair("C", 2),
            KeyValue.pair("D", 1),
            KeyValue.pair("D", 2),
            KeyValue.pair("E", 1),
            KeyValue.pair("E", 2)
        )));
    }

    @Test
    public void shouldAggregateWindowed() throws Exception {
        final long firstTimestamp = mockTime.milliseconds();
        mockTime.sleep(1000);
        produceMessages(firstTimestamp);
        final long secondTimestamp = mockTime.milliseconds();
        produceMessages(secondTimestamp);
        produceMessages(secondTimestamp);

        final Serde<Windowed<String>> windowedSerde = WindowedSerdes.timeWindowedSerdeFrom(String.class);
        groupedStream.windowedBy(TimeWindows.of(ofMillis(500L)))
                .aggregate(
                        initializer,
                        aggregator,
                        Materialized.with(null, Serdes.Integer())
                )
                .toStream()
                .to(outputTopic, Produced.with(windowedSerde, Serdes.Integer()));

        startStreams();

        final List<KeyValue<Windowed<String>, KeyValue<Integer, Long>>> windowedMessages = receiveMessagesWithTimestamp(
            new TimeWindowedDeserializer<>(),
            new IntegerDeserializer(),
            String.class,
            15);

        // read from ConsoleConsumer
        final String resultFromConsoleConsumer = readWindowedKeyedMessagesViaConsoleConsumer(
            new TimeWindowedDeserializer<String>(),
            new IntegerDeserializer(),
            String.class,
            15,
            true);

        final Comparator<KeyValue<Windowed<String>, KeyValue<Integer, Long>>>
            comparator =
            Comparator.comparing((KeyValue<Windowed<String>, KeyValue<Integer, Long>> o) -> o.key.key()).thenComparingInt(o -> o.value.key);

        Collections.sort(windowedMessages, comparator);

        final long firstWindow = firstTimestamp / 500 * 500;
        final long secondWindow = secondTimestamp / 500 * 500;

        final List<KeyValue<Windowed<String>, KeyValue<Integer, Long>>> expectResult = Arrays.asList(
                new KeyValue<>(new Windowed<>("A", new TimeWindow(firstWindow, Long.MAX_VALUE)), KeyValue.pair(1, firstTimestamp)),
                new KeyValue<>(new Windowed<>("A", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(1, secondTimestamp)),
                new KeyValue<>(new Windowed<>("A", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(2, secondTimestamp)),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(firstWindow, Long.MAX_VALUE)), KeyValue.pair(1, firstTimestamp)),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(1, secondTimestamp)),
                new KeyValue<>(new Windowed<>("B", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(2, secondTimestamp)),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(firstWindow, Long.MAX_VALUE)), KeyValue.pair(1, firstTimestamp)),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(1, secondTimestamp)),
                new KeyValue<>(new Windowed<>("C", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(2, secondTimestamp)),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(firstWindow, Long.MAX_VALUE)), KeyValue.pair(1, firstTimestamp)),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(1, secondTimestamp)),
                new KeyValue<>(new Windowed<>("D", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(2, secondTimestamp)),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(firstWindow, Long.MAX_VALUE)), KeyValue.pair(1, firstTimestamp)),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(1, secondTimestamp)),
                new KeyValue<>(new Windowed<>("E", new TimeWindow(secondWindow, Long.MAX_VALUE)), KeyValue.pair(2, secondTimestamp)));

        assertThat(windowedMessages, is(expectResult));

        final Set<String> expectResultString = new HashSet<>(expectResult.size());
        for (final KeyValue<Windowed<String>, KeyValue<Integer, Long>> eachRecord: expectResult) {
            expectResultString.add("CreateTime:" + eachRecord.value.value + ", " + eachRecord.key.toString() + ", " + eachRecord.value.key);
        }

        // check every message is contained in the expect result
        final String[] allRecords = resultFromConsoleConsumer.split("\n");
        for (final String record: allRecords) {
            assertTrue(expectResultString.contains(record));
        }

    }

    private void shouldCountHelper() throws Exception {
        startStreams();

        produceMessages(mockTime.milliseconds());

        final List<KeyValue<String, Long>> results = receiveMessages(
            new StringDeserializer(),
            new LongDeserializer(),
            10);
        Collections.sort(results, KStreamAggregationIntegrationTest::compare);

        assertThat(results, is(Arrays.asList(
            KeyValue.pair("A", 1L),
            KeyValue.pair("A", 2L),
            KeyValue.pair("B", 1L),
            KeyValue.pair("B", 2L),
            KeyValue.pair("C", 1L),
            KeyValue.pair("C", 2L),
            KeyValue.pair("D", 1L),
            KeyValue.pair("D", 2L),
            KeyValue.pair("E", 1L),
            KeyValue.pair("E", 2L)
        )));
    }

    @Test
    public void shouldCount() throws Exception {
        produceMessages(mockTime.milliseconds());

        groupedStream.count(Materialized.as("count-by-key"))
                .toStream()
                .to(outputTopic, Produced.with(Serdes.String(), Serdes.Long()));

        shouldCountHelper();
    }

    @Test
    public void shouldCountWithInternalStore() throws Exception {
        produceMessages(mockTime.milliseconds());

        groupedStream.count()
                .toStream()
                .to(outputTopic, Produced.with(Serdes.String(), Serdes.Long()));

        shouldCountHelper();
    }

    @Test
    public void shouldGroupByKey() throws Exception {
        final long timestamp = mockTime.milliseconds();
        produceMessages(timestamp);
        produceMessages(timestamp);

        stream.groupByKey(Serialized.with(Serdes.Integer(), Serdes.String()))
                .windowedBy(TimeWindows.of(ofMillis(500L)))
                .count()
                .toStream((windowedKey, value) -> windowedKey.key() + "@" + windowedKey.window().start()).to(outputTopic, Produced.with(Serdes.String(), Serdes.Long()));

        startStreams();

        final List<KeyValue<String, Long>> results = receiveMessages(
            new StringDeserializer(),
            new LongDeserializer(),
            10);
        Collections.sort(results, KStreamAggregationIntegrationTest::compare);

        final long window = timestamp / 500 * 500;
        assertThat(results, is(Arrays.asList(
            KeyValue.pair("1@" + window, 1L),
            KeyValue.pair("1@" + window, 2L),
            KeyValue.pair("2@" + window, 1L),
            KeyValue.pair("2@" + window, 2L),
            KeyValue.pair("3@" + window, 1L),
            KeyValue.pair("3@" + window, 2L),
            KeyValue.pair("4@" + window, 1L),
            KeyValue.pair("4@" + window, 2L),
            KeyValue.pair("5@" + window, 1L),
            KeyValue.pair("5@" + window, 2L)
        )));

    }

    @Test
    public void shouldCountSessionWindows() throws Exception {
        final long sessionGap = 5 * 60 * 1000L;

        final long t1 = mockTime.milliseconds() - TimeUnit.MILLISECONDS.convert(1, TimeUnit.HOURS);
        final List<KeyValue<String, String>> t1Messages = Arrays.asList(new KeyValue<>("bob", "start"),
                                                                        new KeyValue<>("penny", "start"),
                                                                        new KeyValue<>("jo", "pause"),
                                                                        new KeyValue<>("emily", "pause"));

        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                t1Messages,
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t1);

        final long t2 = t1 + (sessionGap / 2);
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Collections.singletonList(
                        new KeyValue<>("emily", "resume")
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t2);
        final long t3 = t1 + sessionGap + 1;
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Arrays.asList(
                        new KeyValue<>("bob", "pause"),
                        new KeyValue<>("penny", "stop")
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t3);

        final long t4 = t3 + (sessionGap / 2);
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Arrays.asList(
                        new KeyValue<>("bob", "resume"), // bobs session continues
                        new KeyValue<>("jo", "resume")   // jo's starts new session
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t4);

        final Map<Windowed<String>, KeyValue<Long, Long>> results = new HashMap<>();
        final CountDownLatch latch = new CountDownLatch(11);

        builder.stream(userSessionsStream, Consumed.with(Serdes.String(), Serdes.String()))
                .groupByKey(Serialized.with(Serdes.String(), Serdes.String()))
                .windowedBy(SessionWindows.with(ofMillis(sessionGap)))
                .count()
                .toStream()
                .transform(() -> new Transformer<Windowed<String>, Long, KeyValue<Object, Object>>() {
                        private ProcessorContext context;

                        @Override
                        public void init(final ProcessorContext context) {
                            this.context = context;
                        }

                        @Override
                        public KeyValue<Object, Object> transform(final Windowed<String> key, final Long value) {
                            results.put(key, KeyValue.pair(value, context.timestamp()));
                            latch.countDown();
                            return null;
                        }

                        @Override
                        public void close() {}
                    });

        startStreams();
        latch.await(30, TimeUnit.SECONDS);
        assertThat(results.get(new Windowed<>("bob", new SessionWindow(t1, t1))), equalTo(KeyValue.pair(1L, t1)));
        assertThat(results.get(new Windowed<>("penny", new SessionWindow(t1, t1))), equalTo(KeyValue.pair(1L, t1)));
        assertThat(results.get(new Windowed<>("jo", new SessionWindow(t1, t1))), equalTo(KeyValue.pair(1L, t1)));
        assertThat(results.get(new Windowed<>("jo", new SessionWindow(t4, t4))), equalTo(KeyValue.pair(1L, t4)));
        assertThat(results.get(new Windowed<>("emily", new SessionWindow(t1, t2))), equalTo(KeyValue.pair(2L, t2)));
        assertThat(results.get(new Windowed<>("bob", new SessionWindow(t3, t4))), equalTo(KeyValue.pair(2L, t4)));
        assertThat(results.get(new Windowed<>("penny", new SessionWindow(t3, t3))), equalTo(KeyValue.pair(1L, t3)));
    }

    @Test
    public void shouldReduceSessionWindows() throws Exception {
        final long sessionGap = 1000L; // something to do with time

        final long t1 = mockTime.milliseconds();
        final List<KeyValue<String, String>> t1Messages = Arrays.asList(new KeyValue<>("bob", "start"),
                                                                        new KeyValue<>("penny", "start"),
                                                                        new KeyValue<>("jo", "pause"),
                                                                        new KeyValue<>("emily", "pause"));

        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                t1Messages,
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t1);

        final long t2 = t1 + (sessionGap / 2);
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Collections.singletonList(
                        new KeyValue<>("emily", "resume")
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t2);
        final long t3 = t1 + sessionGap + 1;
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Arrays.asList(
                        new KeyValue<>("bob", "pause"),
                        new KeyValue<>("penny", "stop")
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t3);

        final long t4 = t3 + (sessionGap / 2);
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
                userSessionsStream,
                Arrays.asList(
                        new KeyValue<>("bob", "resume"), // bobs session continues
                        new KeyValue<>("jo", "resume")   // jo's starts new session
                ),
                TestUtils.producerConfig(
                        CLUSTER.bootstrapServers(),
                        StringSerializer.class,
                        StringSerializer.class,
                        new Properties()),
                t4);

        final Map<Windowed<String>, String> results = new HashMap<>();
        final CountDownLatch latch = new CountDownLatch(11);
        final String userSessionsStore = "UserSessionsStore";
        builder.stream(userSessionsStream, Consumed.with(Serdes.String(), Serdes.String()))
                .groupByKey(Serialized.with(Serdes.String(), Serdes.String()))
                .windowedBy(SessionWindows.with(ofMillis(sessionGap)))
                .reduce((value1, value2) -> value1 + ":" + value2, Materialized.as(userSessionsStore))
                .toStream()
                .foreach((key, value) -> {
                    results.put(key, value);
                    latch.countDown();
                });

        startStreams();
        latch.await(30, TimeUnit.SECONDS);
        final ReadOnlySessionStore<String, String> sessionStore
                = kafkaStreams.store(userSessionsStore, QueryableStoreTypes.sessionStore());

        // verify correct data received
        assertThat(results.get(new Windowed<>("bob", new SessionWindow(t1, t1))), equalTo("start"));
        assertThat(results.get(new Windowed<>("penny", new SessionWindow(t1, t1))), equalTo("start"));
        assertThat(results.get(new Windowed<>("jo", new SessionWindow(t1, t1))), equalTo("pause"));
        assertThat(results.get(new Windowed<>("jo", new SessionWindow(t4, t4))), equalTo("resume"));
        assertThat(results.get(new Windowed<>("emily", new SessionWindow(t1, t2))), equalTo("pause:resume"));
        assertThat(results.get(new Windowed<>("bob", new SessionWindow(t3, t4))), equalTo("pause:resume"));
        assertThat(results.get(new Windowed<>("penny", new SessionWindow(t3, t3))), equalTo("stop"));

        // verify can query data via IQ
        final KeyValueIterator<Windowed<String>, String> bob = sessionStore.fetch("bob");
        assertThat(bob.next(), equalTo(KeyValue.pair(new Windowed<>("bob", new SessionWindow(t1, t1)), "start")));
        assertThat(bob.next(), equalTo(KeyValue.pair(new Windowed<>("bob", new SessionWindow(t3, t4)), "pause:resume")));
        assertFalse(bob.hasNext());

    }

    @Test
    public void shouldCountUnlimitedWindows() throws Exception {
        final long startTime = mockTime.milliseconds() - TimeUnit.MILLISECONDS.convert(1, TimeUnit.HOURS) + 1;
        final long incrementTime = Duration.ofDays(1).toMillis();

        final long t1 = mockTime.milliseconds() - TimeUnit.MILLISECONDS.convert(1, TimeUnit.HOURS);
        final List<KeyValue<String, String>> t1Messages = Arrays.asList(new KeyValue<>("bob", "start"),
                                                                        new KeyValue<>("penny", "start"),
                                                                        new KeyValue<>("jo", "pause"),
                                                                        new KeyValue<>("emily", "pause"));

        final Properties producerConfig = TestUtils.producerConfig(
            CLUSTER.bootstrapServers(),
            StringSerializer.class,
            StringSerializer.class,
            new Properties()
        );

        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
            userSessionsStream,
            t1Messages,
            producerConfig,
            t1);

        final long t2 = t1 + incrementTime;
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
            userSessionsStream,
            Collections.singletonList(
                new KeyValue<>("emily", "resume")
            ),
            producerConfig,
            t2);
        final long t3 = t2 + incrementTime;
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
            userSessionsStream,
            Arrays.asList(
                new KeyValue<>("bob", "pause"),
                new KeyValue<>("penny", "stop")
            ),
            producerConfig,
            t3);

        final long t4 = t3 + incrementTime;
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
            userSessionsStream,
            Arrays.asList(
                new KeyValue<>("bob", "resume"), // bobs session continues
                new KeyValue<>("jo", "resume")   // jo's starts new session
            ),
            producerConfig,
            t4);

        final Map<Windowed<String>, KeyValue<Long, Long>> results = new HashMap<>();
        final CountDownLatch latch = new CountDownLatch(5);

        builder.stream(userSessionsStream, Consumed.with(Serdes.String(), Serdes.String()))
               .groupByKey(Serialized.with(Serdes.String(), Serdes.String()))
               .windowedBy(UnlimitedWindows.of().startOn(ofEpochMilli(startTime)))
               .count()
               .toStream()
               .transform(() -> new Transformer<Windowed<String>, Long, KeyValue<Object, Object>>() {
                   private ProcessorContext context;

                   @Override
                   public void init(final ProcessorContext context) {
                       this.context = context;
                   }

                   @Override
                   public KeyValue<Object, Object> transform(final Windowed<String> key, final Long value) {
                       results.put(key, KeyValue.pair(value, context.timestamp()));
                       latch.countDown();
                       return null;
                   }

                   @Override
                   public void close() {}
               });

        startStreams();
        assertTrue(latch.await(30, TimeUnit.SECONDS));
        assertThat(results.get(new Windowed<>("bob", new UnlimitedWindow(startTime))), equalTo(KeyValue.pair(2L, t4)));
        assertThat(results.get(new Windowed<>("penny", new UnlimitedWindow(startTime))), equalTo(KeyValue.pair(1L, t3)));
        assertThat(results.get(new Windowed<>("jo", new UnlimitedWindow(startTime))), equalTo(KeyValue.pair(1L, t4)));
        assertThat(results.get(new Windowed<>("emily", new UnlimitedWindow(startTime))), equalTo(KeyValue.pair(1L, t2)));
    }


    private void produceMessages(final long timestamp) throws Exception {
        IntegrationTestUtils.produceKeyValuesSynchronouslyWithTimestamp(
            streamOneInput,
            Arrays.asList(
                new KeyValue<>(1, "A"),
                new KeyValue<>(2, "B"),
                new KeyValue<>(3, "C"),
                new KeyValue<>(4, "D"),
                new KeyValue<>(5, "E")),
            TestUtils.producerConfig(
                CLUSTER.bootstrapServers(),
                IntegerSerializer.class,
                StringSerializer.class,
                new Properties()),
            timestamp);
    }


    private void createTopics() throws InterruptedException {
        streamOneInput = "stream-one-" + testNo;
        outputTopic = "output-" + testNo;
        userSessionsStream = userSessionsStream + "-" + testNo;
        CLUSTER.createTopic(streamOneInput, 3, 1);
        CLUSTER.createTopics(userSessionsStream, outputTopic);
    }

    private void startStreams() {
        kafkaStreams = new KafkaStreams(builder.build(), streamsConfiguration);
        kafkaStreams.start();
    }

    private <K, V> List<KeyValue<K, V>> receiveMessages(final Deserializer<K> keyDeserializer,
                                                                        final Deserializer<V> valueDeserializer,
                                                                        final int numMessages)
        throws InterruptedException {
        return receiveMessages(keyDeserializer, valueDeserializer, null, numMessages);
    }

    private <K, V> List<KeyValue<K, V>> receiveMessages(final Deserializer<K> keyDeserializer,
                                                        final Deserializer<V> valueDeserializer,
                                                        final Class innerClass,
                                                        final int numMessages) throws InterruptedException {
        final Properties consumerProperties = new Properties();
        consumerProperties.setProperty(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, CLUSTER.bootstrapServers());
        consumerProperties.setProperty(ConsumerConfig.GROUP_ID_CONFIG, "kgroupedstream-test-" + testNo);
        consumerProperties.setProperty(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, "earliest");
        consumerProperties.setProperty(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, keyDeserializer.getClass().getName());
        consumerProperties.setProperty(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, valueDeserializer.getClass().getName());
        if (keyDeserializer instanceof TimeWindowedDeserializer || keyDeserializer instanceof SessionWindowedDeserializer) {
            consumerProperties.setProperty(StreamsConfig.DEFAULT_WINDOWED_KEY_SERDE_INNER_CLASS,
                    Serdes.serdeFrom(innerClass).getClass().getName());
        }
        return IntegrationTestUtils.waitUntilMinKeyValueRecordsReceived(
                consumerProperties,
                outputTopic,
                numMessages,
                60 * 1000);
    }

    private <K, V> List<KeyValue<K, KeyValue<V, Long>>> receiveMessagesWithTimestamp(final Deserializer<K> keyDeserializer,
                                                                                     final Deserializer<V> valueDeserializer,
                                                                                     final Class innerClass,
                                                                                     final int numMessages) throws InterruptedException {
        final Properties consumerProperties = new Properties();
        consumerProperties.setProperty(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, CLUSTER.bootstrapServers());
        consumerProperties.setProperty(ConsumerConfig.GROUP_ID_CONFIG, "kgroupedstream-test-" + testNo);
        consumerProperties.setProperty(ConsumerConfig.AUTO_OFFSET_RESET_CONFIG, "earliest");
        consumerProperties.setProperty(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, keyDeserializer.getClass().getName());
        consumerProperties.setProperty(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, valueDeserializer.getClass().getName());
        if (keyDeserializer instanceof TimeWindowedDeserializer || keyDeserializer instanceof SessionWindowedDeserializer) {
            consumerProperties.setProperty(StreamsConfig.DEFAULT_WINDOWED_KEY_SERDE_INNER_CLASS,
                Serdes.serdeFrom(innerClass).getClass().getName());
        }
        return IntegrationTestUtils.waitUntilMinKeyValueWithTimestampRecordsReceived(
            consumerProperties,
            outputTopic,
            numMessages,
            60 * 1000);
    }

    private <K, V> String readWindowedKeyedMessagesViaConsoleConsumer(final Deserializer<K> keyDeserializer,
                                                                      final Deserializer<V> valueDeserializer,
                                                                      final Class innerClass,
                                                                      final int numMessages,
                                                                      final boolean printTimestamp) {
        final ByteArrayOutputStream newConsole = new ByteArrayOutputStream();
        final PrintStream originalStream = System.out;
        try (final PrintStream newStream = new PrintStream(newConsole)) {
            System.setOut(newStream);

            final String keySeparator = ", ";
            // manually construct the console consumer argument array
            final String[] args = new String[] {
                "--bootstrap-server", CLUSTER.bootstrapServers(),
                "--from-beginning",
                "--property", "print.key=true",
                "--property", "print.timestamp=" + printTimestamp,
                "--topic", outputTopic,
                "--max-messages", String.valueOf(numMessages),
                "--property", "key.deserializer=" + keyDeserializer.getClass().getName(),
                "--property", "value.deserializer=" + valueDeserializer.getClass().getName(),
                "--property", "key.separator=" + keySeparator,
                "--property", "key.deserializer." + StreamsConfig.DEFAULT_WINDOWED_KEY_SERDE_INNER_CLASS + "=" + Serdes.serdeFrom(innerClass).getClass().getName()
            };

            ConsoleConsumer.messageCount_$eq(0); //reset the message count
            ConsoleConsumer.run(new ConsoleConsumer.ConsumerConfig(args));
            newStream.flush();
            System.setOut(originalStream);
            return newConsole.toString();
        }
    }
}
