Kafka CommitFailedException consumer exception

问题:

After create multiple consumers (using Kafka 0.9 java API) and each thread started, I'm getting the following exception

Consumer has failed with exception: org.apache.kafka.clients.consumer.CommitFailedException: Commit cannot be completed due to group rebalance
class com.messagehub.consumer.Consumer is shutting down.
org.apache.kafka.clients.consumer.CommitFailedException: Commit cannot be completed due to group rebalance
at org.apache.kafka.clients.consumer.internals.ConsumerCoordinator$OffsetCommitResponseHandler.handle(ConsumerCoordinator.java:546)
at org.apache.kafka.clients.consumer.internals.ConsumerCoordinator$OffsetCommitResponseHandler.handle(ConsumerCoordinator.java:487)
at org.apache.kafka.clients.consumer.internals.AbstractCoordinator$CoordinatorResponseHandler.onSuccess(AbstractCoordinator.java:681)
at org.apache.kafka.clients.consumer.internals.AbstractCoordinator$CoordinatorResponseHandler.onSuccess(AbstractCoordinator.java:654)
at org.apache.kafka.clients.consumer.internals.RequestFuture$1.onSuccess(RequestFuture.java:167)
at org.apache.kafka.clients.consumer.internals.RequestFuture.fireSuccess(RequestFuture.java:133)
at org.apache.kafka.clients.consumer.internals.RequestFuture.complete(RequestFuture.java:107)
at org.apache.kafka.clients.consumer.internals.ConsumerNetworkClient$RequestFutureCompletionHandler.onComplete(ConsumerNetworkClient.java:350)
at org.apache.kafka.clients.NetworkClient.poll(NetworkClient.java:288)
at org.apache.kafka.clients.consumer.internals.ConsumerNetworkClient.clientPoll(ConsumerNetworkClient.java:303)
at org.apache.kafka.clients.consumer.internals.ConsumerNetworkClient.poll(ConsumerNetworkClient.java:197)
at org.apache.kafka.clients.consumer.internals.ConsumerNetworkClient.poll(ConsumerNetworkClient.java:187)
at org.apache.kafka.clients.consumer.internals.ConsumerNetworkClient.poll(ConsumerNetworkClient.java:157)
at org.apache.kafka.clients.consumer.internals.ConsumerCoordinator.commitOffsetsSync(ConsumerCoordinator.java:352)
at org.apache.kafka.clients.consumer.KafkaConsumer.commitSync(KafkaConsumer.java:936)
at org.apache.kafka.clients.consumer.KafkaConsumer.commitSync(KafkaConsumer.java:905)

and then start consuming message normally, I would like to know what is causing this exception in order to fix it.

回答1:

Try also to tweak the following parameters:

• heartbeat.interval.ms - This tells Kafka wait the specified amount of milliseconds before it consider the consumer will be considered "dead"
• max.partition.fetch.bytes - This will limit the amount of messages (up to) the consumer will receive when polling.

I noticed that the rebalancing occurs if the consumer does not commit to Kafka before the heartbeat times out. If the commit occurs after the messages are processed, the amount of time to process them will determine these parameters. So, decreasing the number of messages and increasing the heartbeat time will help to avoid rebalancing.

Also consider to use more partitions, so there will be more threads processing your data, even with less messages per poll.

I wrote this small application to make tests. Hope it helps.

https://github.com/ajkret/kafka-sample

UPDATE

Kafka 0.10.x now offers a new parameter to control the number of messages received: - max.poll.records - The maximum number of records returned in a single call to poll().

UPDATE

Kafka offers a way to pause the queue. While the queue is paused, you can process the messages in a separated Thread, allowing you to call KafkaConsumer.poll() to send heartbeats. Then call KafkaConsumer.resume() after the processing is done. This way you mitigate the problems of causing rebalances due to not sending heartbeats. Here is an outline of what you can do :

while(true) {
    ConsumerRecords records = consumer.poll(Integer.MAX_VALUE);
    consumer.commitSync();

    consumer.pause();
    for(ConsumerRecord record: records) {

        Future<Boolean> future = workers.submit(() -> {
            // Process
            return true;
        }); 


       while (true) {
            try {
                if (future.get(1, TimeUnit.SECONDS) != null) {
                    break;
                }
            } catch (java.util.concurrent.TimeoutException e) {
                getConsumer().poll(0);
            }
        }
    }

    consumer.resume();
}

回答2:

Its consumer group re-balancing issue as the errors says. Can you tell us, How many partitions topic was created with? and How many consumers are running? Are they belong to same group?