Question

我的KafkaProducer可以使用KafkaAvroSerializer将对象序列化为我的主题。但是，KafkaConsumer.poll()会返回反序列化的GenericRecord，而不是我的序列化类。

MyKafkaProducer

 KafkaProducer<CharSequence, MyBean> producer;
    try (InputStream props = Resources.getResource("producer.props").openStream()) {
      Properties properties = new Properties();
      properties.load(props);
      properties.put(ProducerConfig.KEY_SERIALIZER_CLASS_CONFIG,
          io.confluent.kafka.serializers.KafkaAvroSerializer.class);
      properties.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG,
          io.confluent.kafka.serializers.KafkaAvroSerializer.class);
      properties.put("schema.registry.url", "http://localhost:8081");

      MyBean bean = new MyBean();
      producer = new KafkaProducer<>(properties);
      producer.send(new ProducerRecord<>(topic, bean.getId(), bean));

我的KafkaConsumer

 try (InputStream props = Resources.getResource("consumer.props").openStream()) {
      properties.load(props);
      properties.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, io.confluent.kafka.serializers.KafkaAvroDeserializer.class);
      properties.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, io.confluent.kafka.serializers.KafkaAvroDeserializer.class);
      properties.put("schema.registry.url", "http://localhost:8081");
      consumer = new KafkaConsumer<>(properties);
    }
    consumer.subscribe(Arrays.asList(topic));
    try {
      while (true) {
        ConsumerRecords<CharSequence, MyBean> records = consumer.poll(100);
        if (records.isEmpty()) {
          continue;
        }
        for (ConsumerRecord<CharSequence, MyBean> record : records) {
          MyBean bean = record.value(); // <-------- This is throwing a cast Exception because it cannot cast GenericRecord to MyBean
          System.out.println("consumer received: " + bean);
        }
      }

MyBean bean = record.value();该行抛出一个强制转换异常，因为它无法将GenericRecord强制转换为MyBean。

我正在使用kafka-client-0.9.0.1，kafka-avro-serializer-3.0.0。

Answer 1

KafkaAvroDeserializer支持SpecificData

默认情况下未启用。启用它：

properties.put(KafkaAvroDeserializerConfig.SPECIFIC_AVRO_READER_CONFIG, true);

KafkaAvroDeserializer不支持ReflectData

Confluent＆＃39; KafkaAvroDeserializer不知道如何使用Avro ReflectData进行反序列化。我不得不扩展它以支持Avro ReflectData：

/**
 * Extends deserializer to support ReflectData.
 *
 * @param <V>
 *     value type
 */
public abstract class ReflectKafkaAvroDeserializer<V> extends KafkaAvroDeserializer {

  private Schema readerSchema;
  private DecoderFactory decoderFactory = DecoderFactory.get();

  protected ReflectKafkaAvroDeserializer(Class<V> type) {
    readerSchema = ReflectData.get().getSchema(type);
  }

  @Override
  protected Object deserialize(
      boolean includeSchemaAndVersion,
      String topic,
      Boolean isKey,
      byte[] payload,
      Schema readerSchemaIgnored) throws SerializationException {

    if (payload == null) {
      return null;
    }

    int schemaId = -1;
    try {
      ByteBuffer buffer = ByteBuffer.wrap(payload);
      if (buffer.get() != MAGIC_BYTE) {
        throw new SerializationException("Unknown magic byte!");
      }

      schemaId = buffer.getInt();
      Schema writerSchema = schemaRegistry.getByID(schemaId);

      int start = buffer.position() + buffer.arrayOffset();
      int length = buffer.limit() - 1 - idSize;
      DatumReader<Object> reader = new ReflectDatumReader(writerSchema, readerSchema);
      BinaryDecoder decoder = decoderFactory.binaryDecoder(buffer.array(), start, length, null);
      return reader.read(null, decoder);
    } catch (IOException e) {
      throw new SerializationException("Error deserializing Avro message for id " + schemaId, e);
    } catch (RestClientException e) {
      throw new SerializationException("Error retrieving Avro schema for id " + schemaId, e);
    }
  }
}

定义一个自定义反序列化器类，反序列化为MyBean：

public class MyBeanDeserializer extends ReflectKafkaAvroDeserializer<MyBean> {
  public MyBeanDeserializer() {
    super(MyBean.class);
  }
}

配置KafkaConsumer以使用自定义反序列化程序类：

properties.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, MyBeanDeserializer.class);

Answer 2

为了补充Chin Huang的答案，为了获得最少的代码和更好的性能，您应该以这种方式实现它：

/**
 * Extends deserializer to support ReflectData.
 *
 * @param <V>
 *     value type
 */
public abstract class SpecificKafkaAvroDeserializer<V extends SpecificRecordBase> extends AbstractKafkaAvroDeserializer implements Deserializer<V> {
  private final Schema schema;
  private Class<T> type;
  private DecoderFactory decoderFactory = DecoderFactory.get();

  protected SpecificKafkaAvroDeserializer(Class<T> type, Map<String, ?> props) {
    this.type = type;
    this.schema = ReflectData.get().getSchema(type);
    this.configure(this.deserializerConfig(props));
  }

  public void configure(Map<String, ?> configs) {
    this.configure(new KafkaAvroDeserializerConfig(configs));
  }

  @Override
  protected T deserialize(
          boolean includeSchemaAndVersion,
          String topic,
          Boolean isKey,
          byte[] payload,
          Schema readerSchemaIgnore) throws SerializationException {

    if (payload == null) {
      return null;
    }

    int schemaId = -1;
    try {
      ByteBuffer buffer = ByteBuffer.wrap(payload);
      if (buffer.get() != MAGIC_BYTE) {
        throw new SerializationException("Unknown magic byte!");
      }

      schemaId = buffer.getInt();
      Schema schema = schemaRegistry.getByID(schemaId);

      Schema readerSchema = ReflectData.get().getSchema(type);

      int start = buffer.position() + buffer.arrayOffset();
      int length = buffer.limit() - 1 - idSize;
      SpecificDatumReader<T> reader = new SpecificDatumReader(schema, readerSchema);
      BinaryDecoder decoder = decoderFactory.binaryDecoder(buffer.array(), start, length, null);
      return reader.read(null, decoder);
    } catch (IOException e) {
      throw new SerializationException("Error deserializing Avro message for id " + schemaId, e);
    } catch (RestClientException e) {
      throw new SerializationException("Error retrieving Avro schema for id " + schemaId, e);
    }
  }
}

KafkaAvroDeserializer不返回SpecificRecord但返回GenericRecord

2 个答案:

KafkaAvroDeserializer支持SpecificData

KafkaAvroDeserializer不支持ReflectData