即使在 Kafka 中进行轮询后,也不会发生分区的当前分配

2022-09-03 12:29:23

我有Java 8应用程序使用Apache Kafka 2.11-0.10.1.0。我需要使用该功能来存储来自分区的旧消息。但是,我每次尝试时都会遇到异常。这是我的类,负责将主题发送到指定的时间戳:seekpollNo current assignment for partitionseekByOffsetseek

import org.apache.kafka.clients.consumer.ConsumerRecords;
import org.apache.kafka.clients.consumer.KafkaConsumer;
import org.apache.kafka.clients.consumer.OffsetAndTimestamp;
import org.apache.kafka.common.PartitionInfo;
import org.apache.kafka.common.TopicPartition;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.util.CollectionUtils;

import java.time.Instant;
import java.util.Collection;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import java.util.function.Function;
import java.util.regex.Pattern;
import java.util.stream.Collectors;

/**
 * The main purpose of this class is to move fetching point for each partition of the {@link KafkaConsumer}
 * to some offset which is determined either by timestamp or by offset number.
 */
public class KafkaSeeker {
    public static final long APP_STARTUP_TIME = Instant.now().toEpochMilli();

    private final Logger LOGGER = LoggerFactory.getLogger(this.getClass());
    private final KafkaConsumer<String, String> kafkaConsumer;
    private ConsumerRecords<String, String> polledRecords;

    public KafkaSeeker(KafkaConsumer<String, String> kafkaConsumer) {
        this.kafkaConsumer = kafkaConsumer;
        this.polledRecords = new ConsumerRecords<>(Collections.emptyMap());
    }

    /**
     * For each assigned or subscribed topic {@link org.apache.kafka.clients.consumer.KafkaConsumer#seek(TopicPartition, long)}
     * fetching pointer to the specified {@code timestamp}.
     * If no messages were found in each partition for a topic,
     * then {@link org.apache.kafka.clients.consumer.KafkaConsumer#seekToEnd(Collection)} will be called.
     *
     * Due to {@link KafkaConsumer#subscribe(Pattern)} and {@link KafkaConsumer#assign(Collection)} laziness
     * method needs to execute dummy {@link KafkaConsumer#poll(long)} method. All {@link ConsumerRecords} which were
     * polled from buffer are swallowed and produce warning logs.
     *
     * @param timestamp is used to find proper offset to seek to
     * @param topics are used to seek only specific topics. If not specified or empty, all subscribed topics are used.
     */
    public Map<TopicPartition, OffsetAndTimestamp> seek(long timestamp, Collection<String> topics) {
        this.polledRecords = kafkaConsumer.poll(0);
        Collection<TopicPartition> topicPartitions;
        if (CollectionUtils.isEmpty(topics)) {
            topicPartitions = kafkaConsumer.assignment();
        } else {
            topicPartitions = topics.stream()
                    .map(it -> {
                        List<Integer> partitions = kafkaConsumer.partitionsFor(it).stream()
                                .map(PartitionInfo::partition).collect(Collectors.toList());
                        return partitions.stream().map(partition -> new TopicPartition(it, partition));
                    })
                    .flatMap(it -> it)
                    .collect(Collectors.toList());
        }

        if (topicPartitions.isEmpty()) {
            throw new IllegalStateException("Kafka consumer doesn't have any subscribed topics.");
        }

        Map<TopicPartition, Long> timestampsByTopicPartitions = topicPartitions.stream()
                .collect(Collectors.toMap(Function.identity(), topicPartition -> timestamp));
        Map<TopicPartition, Long> beginningOffsets = kafkaConsumer.beginningOffsets(topicPartitions);
        Map<TopicPartition, OffsetAndTimestamp> offsets = kafkaConsumer.offsetsForTimes(timestampsByTopicPartitions);
        for (Map.Entry<TopicPartition, OffsetAndTimestamp> entry : offsets.entrySet()) {
            TopicPartition topicPartition = entry.getKey();
            if (entry.getValue() != null) {
                LOGGER.info("Kafka seek topic:partition [{}:{}] from [{} offset] to [{} offset].",
                        topicPartition.topic(),
                        topicPartition.partition(),
                        beginningOffsets.get(topicPartition),
                        entry.getValue());
                kafkaConsumer.seek(topicPartition, entry.getValue().offset());
            } else {
                LOGGER.info("Kafka seek topic:partition [{}:{}] from [{} offset] to the end of partition.",
                        topicPartition.topic(),
                        topicPartition.partition());
                kafkaConsumer.seekToEnd(Collections.singleton(topicPartition));
            }
        }
        return offsets;
    }

    public ConsumerRecords<String, String> getPolledRecords() {
        return polledRecords;
    }
}

在调用该方法之前,我已向使用者订阅了像这样的单个主题。当我得到它返回零s分配。但是,如果我指定主题并获取其分区,那么我就有了有效的s,尽管它们在调用时失败,标题中存在错误。我忘记了什么?consumer.subscribe(singletonList(kafkaTopic));kafkaConsumer.assignment()TopicPartitionTopicPartitionseek


答案 1

可靠地查找和检查当前分配的正确方法是在订阅后等待回调。在新创建(仍未连接)的使用者上,调用 once 并不能保证它将立即连接并分配分区。onPartitionsAssigned()poll()

作为基本示例,请参阅下面的代码,该代码订阅了一个主题,并在分配的回调中查找到所需的位置。最后,您会注意到,轮询循环只能正确查看来自搜索位置的记录,而不会看到来自先前提交或重置的偏移量的记录。

public static final Map<TopicPartition, Long> offsets = Map.of(new TopicPartition("testtopic", 0), 5L);

public static void main(String args[]) {
    Properties props = new Properties();
    props.put(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, "localhost:9092");
    props.put(ConsumerConfig.GROUP_ID_CONFIG, "test");
    props.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class.getName());
    props.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, StringDeserializer.class.getName());
    try (Consumer<String, String> consumer = new KafkaConsumer<>(props)) {

        consumer.subscribe(Collections.singletonList("testtopic"), new ConsumerRebalanceListener() {

            @Override
            public void onPartitionsRevoked(Collection<TopicPartition> partitions) {}

            @Override
            public void onPartitionsAssigned(Collection<TopicPartition> partitions) {
                System.out.println("Assigned " + partitions);
                for (TopicPartition tp : partitions) {
                    OffsetAndMetadata oam = consumer.committed(tp);
                    if (oam != null) {
                        System.out.println("Current offset is " + oam.offset());
                    } else {
                        System.out.println("No committed offsets");
                    }
                    Long offset = offsets.get(tp);
                    if (offset != null) {
                        System.out.println("Seeking to " + offset);
                        consumer.seek(tp, offset);
                    }
                }
            }
        });

        for (int i = 0; i < 10; i++) {
            System.out.println("Calling poll");
            ConsumerRecords<String, String> records = consumer.poll(Duration.ofMillis(100L));
            for (ConsumerRecord<String, String> r : records) {
                System.out.println("record from " + r.topic() + "-" + r.partition() + " at offset " + r.offset());
            }
        }
    }
}

答案 2
KafkaConsumer<String, byte[]> consumer = new KafkaConsumer<>(props);
// Get topic partitions
List<TopicPartition> partitions = consumer
                    .partitionsFor(topic)
                    .stream()
                    .map(partitionInfo ->
                            new TopicPartition(topic, partitionInfo.partition()))
                    .collect(Collectors.toList());
// Explicitly assign the partitions to our consumer
consumer.assign(partitions);
//seek, query offsets, or poll

请注意,这将禁用消费者组管理和重新平衡操作。如果可能的话,使用@Mickael Maison的方法。


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