序列化guava的minmaxpriorityqueue

k2arahey  于 2021-06-21  发布在  Flink
关注(0)|答案(2)|浏览(437)

在研究了几天为什么我的flink应用程序不能正常工作之后,我得出了一个结论:这个问题存在于 MinMaxPriorityQueue 我正在使用。
似乎这个结构是不可序列化的。我尝试了几种序列化方法:

env.getConfig.registerTypeWithKryoSerializer(classOf[MinMaxPriorityQueue[Double]], classOf[JavaSerializer])
env.getConfig.registerTypeWithKryoSerializer(classOf[MinMaxPriorityQueue[java.lang.Double]], classOf[ProtobufSerializer]);
env.getConfig().addDefaultKryoSerializer(MyCustomType.class, TBaseSerializer.class);

他们都不走运。
然而我发现:序列化Guava的不可变
有没有与minmaxpriorityqueue等价的方法,或者序列化它的方法?

更新

我把tomasz翻译成scala:

class MinMaxPriorityQueueSerializer extends Serializer[MinMaxPriorityQueue[Object]] {
  private[this] val log = LoggerFactory.getLogger(this.getClass)
  setImmutable(false)
  setAcceptsNull(false)

  val OPTIMIZE_POSITIVE = true

  override def read(kryo: Kryo, input: Input, aClass: Class[MinMaxPriorityQueue[Object]]): MinMaxPriorityQueue[Object] = {
    log.error("Kryo READ")
    val comparator: Ordering[Object] = kryo.readClassAndObject(input).asInstanceOf[Ordering[Object]]
    val size = input.readInt(OPTIMIZE_POSITIVE)

    val queue: MinMaxPriorityQueue[Object] = MinMaxPriorityQueue.orderedBy(comparator)
      .expectedSize(size)
      .create()

    (0 to size).foreach(_ => queue.offer(kryo.readClassAndObject(input)))

    queue
  }

  override def write(kryo: Kryo, output: Output, queue: MinMaxPriorityQueue[Object]): Unit = {
    log.error("Kryo WRITE")
    kryo.writeClassAndObject(output, queue.comparator)

    val declaredSize = queue.size
    output.writeInt(declaredSize, OPTIMIZE_POSITIVE)

    val actualSize = queue.toArray.foldLeft(0) {
      case (z, q) =>
        kryo.writeClassAndObject(output, q)
        z + 1
    }

    Preconditions.checkState(
      declaredSize == actualSize,
      "Declared size (%s) different than actual size (%s)", declaredSize, actualSize)
  }
}

并在flink中设置kryo以使用序列化程序:

env.getConfig.addDefaultKryoSerializer(classOf[MinMaxPriorityQueue[Double]], classOf[MinMaxPriorityQueueSerializer])       

env.getConfig.registerTypeWithKryoSerializer(classOf[MinMaxPriorityQueue[Double]], classOf[MinMaxPriorityQueueSerializer])

然而,它似乎从未被调用,因为我在日志的任何地方都看不到 log.error("Kryo READ") 以及 log.error("Kryo WRITE") 转换仍然返回一个空的minmaxpriorityqueue,即使我正在更新它。

更新2

我已经实现了serializertester,但是我得到了一个bufferunderflow:

object Main {

  def main(args: Array[String]) {

    val tester = new MinMaxPriorityQueueSerializerTester()

    val inQueue: MinMaxPriorityQueue[java.lang.Double] = MinMaxPriorityQueue.create()
    inQueue.add(1.0)

    val outputStream = new ByteArrayOutputStream()
    tester.serialize(outputStream, inQueue)

    val inputStream = new ByteArrayInputStream(outputStream.toByteArray())
    val outQueue: MinMaxPriorityQueue[java.lang.Double] = tester.deserialize(inputStream);

    System.out.println(inQueue);
    System.out.println(outQueue);

  }

  class MinMaxPriorityQueueSerializerTester {
    val kryo = new Kryo
    kryo.setInstantiatorStrategy(new StdInstantiatorStrategy)
    registerMinMaxSerializer();
    //  allowForClassesWithoutNoArgConstructor(); // needed to serialize Ordering

    def registerMinMaxSerializer() {
      kryo.addDefaultSerializer(classOf[MinMaxPriorityQueue[java.lang.Double]], new MinMaxPriorityQueueSerializer());
    }

    def serialize(out: OutputStream, queue: MinMaxPriorityQueue[java.lang.Double]) {
      // try (Output output = new Output(out)) {
      val output = new Output(out)
      kryo.writeClassAndObject(output, queue)
      //      kryo.writeObject(output, queue)
      //}
      output.flush
    }

    def deserialize(in: InputStream): MinMaxPriorityQueue[java.lang.Double] = {
      //try (Input input = new Input(in)) {
      val input = new Input(in)
      //kryo.readObject(input, classOf[MinMaxPriorityQueue[java.lang.Double]])
      kryo.readClassAndObject(input).asInstanceOf[MinMaxPriorityQueue[java.lang.Double]]
      //p}
    }
  }
bgtovc5b

bgtovc5b1#

你可以用一个定制的kryo Serializer .
下面是一个示例(java):

class MinMaxPriorityQueueSerializer extends Serializer<MinMaxPriorityQueue<Object>> {

    private static final boolean OPTIMIZE_POSITIVE = true;

    protected MinMaxPriorityQueueSerializer() {
        setAcceptsNull(false);
        setImmutable(false);
    }

    @Override
    public void write(Kryo kryo, Output output, MinMaxPriorityQueue<Object> queue) {
        kryo.writeClassAndObject(output, queue.comparator());

        int declaredSize = queue.size();
        output.writeInt(declaredSize, OPTIMIZE_POSITIVE);

        int actualSize = 0;
        for (Object element : queue) {
            kryo.writeClassAndObject(output, element);
            actualSize++;
        }

        Preconditions.checkState(
                declaredSize == actualSize,
                "Declared size (%s) different than actual size (%s)", declaredSize, actualSize
        );
    }

    @Override
    public MinMaxPriorityQueue<Object> read(Kryo kryo, Input input, Class<MinMaxPriorityQueue<Object>> type) {
        @SuppressWarnings("unchecked")
        Comparator<Object> comparator = (Comparator<Object>) kryo.readClassAndObject(input);
        int size = input.readInt(OPTIMIZE_POSITIVE);

        MinMaxPriorityQueue<Object> queue = MinMaxPriorityQueue.orderedBy(comparator)
                .expectedSize(size)
                .create();

        for (int i = 0; i < size; ++i) {
            queue.offer(kryo.readClassAndObject(input));
        }
        return queue;
    }
}

以下是如何使用它:

class MinMaxPriorityQueueSerializerTester {

    public static void main(String[] args) {
        MinMaxPriorityQueueSerializerTester tester = new MinMaxPriorityQueueSerializerTester();

        MinMaxPriorityQueue<Integer> inQueue = MinMaxPriorityQueue.<Integer>orderedBy(Comparator.reverseOrder())
                .create(Arrays.asList(5, 2, 7, 2, 4));

        ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
        tester.serialize(outputStream, inQueue);

        ByteArrayInputStream inputStream = new ByteArrayInputStream(outputStream.toByteArray());
        @SuppressWarnings("unchecked")
        MinMaxPriorityQueue<Integer> outQueue = (MinMaxPriorityQueue<Integer>) tester.deserialize(inputStream);

        System.out.println(inQueue);
        System.out.println(outQueue);
    }

    private final Kryo kryo;

    public MinMaxPriorityQueueSerializerTester() {
        this.kryo = new Kryo();
        registerMinMaxSerializer();
        allowForClassesWithoutNoArgConstructor(); // needed to serialize Ordering
    }

    private void registerMinMaxSerializer() {
        kryo.addDefaultSerializer(MinMaxPriorityQueue.class, new MinMaxPriorityQueueSerializer());
    }

    private void allowForClassesWithoutNoArgConstructor() {
        ((Kryo.DefaultInstantiatorStrategy) kryo.getInstantiatorStrategy())
                .setFallbackInstantiatorStrategy(new StdInstantiatorStrategy());
    }

    public void serialize(OutputStream out, MinMaxPriorityQueue<?> queue) {
        try (Output output = new Output(out)) {
            kryo.writeObject(output, queue);
        }
    }

    public MinMaxPriorityQueue<?> deserialize(InputStream in) {
        try (Input input = new Input(in)) {
            return kryo.readObject(input, MinMaxPriorityQueue.class);
        }
    }
}
flvlnr44

flvlnr442#

我最终放弃了,尝试使用一种不同的数据结构,并使其可序列化 java.io.Serializable .
这个数据结构是在这里实现的intervalheap,我只是在我的项目中使它可以序列化。
现在一切正常。

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