Pulsar 客户端线程平衡

Pulsar client thread balance

我正在尝试实现一个具有多个生产者的 Pulsar 客户端,该客户端在线程之间分配负载,但无论传递给 ioThreads() 和 listenerThreads() 的值如何,它总是使第一个线程过载(> 65 % cpu 而其他线程完全空闲)

我尝试了一些方法,包括每小时“动态重新平衡”(最后一种方法),但在过程中关闭它肯定不是最好的方法

这是相关代码

...
// pulsar client
pulsarClient = PulsarClient.builder() //
                           .operationTimeout(config.getAppPulsarTimeout(), TimeUnit.SECONDS) //
                           .ioThreads(config.getAppPulsarClientThreads()) //
                           .listenerThreads(config.getAppPulsarClientThreads()) //
                           .serviceUrl(config.getPulsarServiceUrl()).build();
...

private createProducers() {
    String strConsumerTopic = this.config.getPulsarTopicInput();
    List<Integer> protCasesList = this.config.getEventProtoCaseList();

    for (Integer e : protCasesList) {
        String topicName = config.getPulsarTopicOutput().concat(String.valueOf(e));
        LOG.info("Creating producer for topic: {}", topicName);

        Producer<byte[]> protobufProducer = pulsarClient.newProducer().topic(topicName).enableBatching(false)
                .blockIfQueueFull(true).compressionType(CompressionType.NONE)
                .sendTimeout(config.getPulsarSendTimeout(), TimeUnit.SECONDS)
                .maxPendingMessages(config.getPulsarMaxPendingMessages()).create();

        this.mapLink.put(strConsumerTopic.concat(String.valueOf(e)), protobufProducer);
    }
}

public void closeProducers() {
    String strConsumerTopic = this.config.getPulsarTopicInput();
    List<Integer> protCasesList = this.config.getEventProtoCaseList();

    for (Integer e : protCasesList) {
        try {
            this.mapLink.get(strConsumerTopic.concat(String.valueOf(e))).close();
            LOG.info("{} producer correctly closed...",
                    this.mapLink.get(strConsumerTopic.concat(String.valueOf(e))).getProducerName());
        } catch (PulsarClientException e1) {
            LOG.error("Producer: {} not closed cause: {}",
                    this.mapLink.get(strConsumerTopic.concat(String.valueOf(e))).getProducerName(),
                    e1.getMessage());
        }
    }
}

public void rebalancePulsarThreads(boolean firstRun) {
    ThreadMXBean threadHandler = ManagementFactory.getThreadMXBean();
    ThreadInfo[] threadsInfo = threadHandler.getThreadInfo(threadHandler.getAllThreadIds());
    for (ThreadInfo threadInfo : threadsInfo) {
        if (threadInfo.getThreadName().contains("pulsar-client-io")) {
            // enable cpu time for all threads
            threadHandler.setThreadCpuTimeEnabled(true);
            // get cpu time for this specific thread
            long threadCPUTime = threadHandler.getThreadCpuTime(threadInfo.getThreadId());
            int thresholdCPUTime = 65;
            if (threadCPUTime > thresholdCPUTime) {
                LOG.warn("Pulsar client thread with CPU time greater than {}% - REBALANCING now", thresholdCPUTime);
                try {
                    closeProducers();

                } catch (Exception e) {
                    if (!firstRun) {
                        // producers will not be available in the first run
                        // therefore, the logging only happens when it is not the first run
                        LOG.warn("Unable to close Pulsar client threads on rebalancing: {}", e.getMessage());
                    }
                }

                try {
                    createPulsarProducers();

                } catch (Exception e) {
                    LOG.warn("Unable to create Pulsar client threads on rebalancing: {}", e.getMessage());
                }
            }
        }
    }
}

根据您的描述,最有可能的情况是您使用的所有主题都由一个代理提供服务。

如果情况确实如此,并且避免代理之间的主题负载平衡,则使用单个线程是正常的,因为所有这些生产者将共享一个池化的 TCP 连接,并且每个连接都分配给 1 个 IO 线程(侦听器线程用于消费者侦听器)。

如果您想强制使用更多线程,可以增加“每个代理的最大 TCP 连接数”设置,以便使用所有已配置的 IO 线程。

例如:

PulsarClient client = PulsarClient.builder()
    .serviceUrl("pulsar://localhost:6650")
    .ioThreads(16)
    .connectionsPerBroker(16)
    .create();