转载请注明原创地址:http://www.cnblogs.com/dongxiao-yang/p/7200971.html

最近需要研究flink-connector-kafka的消费行为,发现flink使用了kafka consumer一个比较底层一点的assign接口而不是之前比较常用的subscirbe,于是研究下二者之间的差异。

首先看api文档:http://kafka.apache.org/0110/javadoc/index.html?org/apache/kafka/clients/consumer/KafkaConsumer.html

public void assign(Collection<TopicPartition> partitions)

Manually assign a list of partitions to this consumer. This interface does not allow for incremental assignment and will replace the previous assignment (if there is one). If the given list of topic partitions is empty, it is treated the same as unsubscribe().

Manual topic assignment through this method does not use the consumer's group management functionality. As such, there will be no rebalance operation triggered when group membership or cluster and topic metadata change. Note that it is not possible to use both manual partition assignment with assign(Collection) and group assignment with subscribe(Collection, ConsumerRebalanceListener).

与subscirbe方法不同,assign方法由用户直接手动consumer实例消费哪些具体分区,根据api上述描述,assign的consumer不会拥有kafka的group management机制,也就是当group内消费者数量变化的时候不会有reblance行为发生。assign的方法不能和subscribe方法同时使用。

然后看一下具体实现源码:

public class KafkaConsumer<K, V> implements Consumer<K, V>{
...........
private final SubscriptionState subscriptions; public void subscribe(Pattern pattern, ConsumerRebalanceListener listener) {
...........
this.subscriptions.subscribe(new HashSet<>(topics), listener);
...........
} ......
public void assign(Collection<TopicPartition> partitions) {
...........
this.subscriptions.assignFromUser(new HashSet<>(partitions));
...........
}

每一个KafkaConsumer实例内部都拥有一个SubscriptionState对象,subscribe内部调用了subscribe方法,assign内部调用了assignFromUser方法,看一下这两个方法的具体实现:

    private enum SubscriptionType {
NONE, AUTO_TOPICS, AUTO_PATTERN, USER_ASSIGNED
} private void setSubscriptionType(SubscriptionType type) {
if (this.subscriptionType == SubscriptionType.NONE)
this.subscriptionType = type;
else if (this.subscriptionType != type)
throw new IllegalStateException(SUBSCRIPTION_EXCEPTION_MESSAGE);
} public void subscribe(Set<String> topics, ConsumerRebalanceListener listener) {
if (listener == null)
throw new IllegalArgumentException("RebalanceListener cannot be null"); setSubscriptionType(SubscriptionType.AUTO_TOPICS); this.listener = listener; changeSubscription(topics);
} public void assignFromUser(Set<TopicPartition> partitions) {
setSubscriptionType(SubscriptionType.USER_ASSIGNED); if (!this.assignment.partitionSet().equals(partitions)) {
fireOnAssignment(partitions); Map<TopicPartition, TopicPartitionState> partitionToState = new HashMap<>();
for (TopicPartition partition : partitions) {
TopicPartitionState state = assignment.stateValue(partition);
if (state == null)
state = new TopicPartitionState();
partitionToState.put(partition, state);
}
this.assignment.set(partitionToState);
this.needsFetchCommittedOffsets = true;
}
}

由上述代码可知,SubscriptionState 内部拥有一个SubscriptionType类型的枚举变量subscriptionType,枚举共拥有NONE, AUTO_TOPICS, AUTO_PATTERN, USER_ASSIGNED四种状态类型,subscribe方法会把subscriptionType状态设置为AUTO_TOPICS,assignFromUser会设置为USER_ASSIGNED。尤其是setSubscriptionType设置枚举的方法内部:else if (this.subscriptionType != type) throw new IllegalStateException(SUBSCRIPTION_EXCEPTION_MESSAGE); 代码保证了,如果同一个consumer已经调用了某一种订阅模式,再次试图更改为另一种模式的时候程序会直接抛出错误。

poll方法调用情况下的不同实现

上述两种模式初始化的consumer在fetch数据的时候调用的是同样的poll方法,每次poll会调用pollOnce方法内的

coordinator.poll(time.milliseconds());

具体源码如下

public void poll(long now) {
invokeCompletedOffsetCommitCallbacks(); if (subscriptions.partitionsAutoAssigned() && coordinatorUnknown()) {
ensureCoordinatorReady();
now = time.milliseconds();
} if (needRejoin()) {
// due to a race condition between the initial metadata fetch and the initial rebalance,
// we need to ensure that the metadata is fresh before joining initially. This ensures
// that we have matched the pattern against the cluster's topics at least once before joining.
if (subscriptions.hasPatternSubscription())
client.ensureFreshMetadata(); ensureActiveGroup();
now = time.milliseconds();
} pollHeartbeat(now);
maybeAutoCommitOffsetsAsync(now);
} public boolean needRejoin() {
if (!subscriptions.partitionsAutoAssigned())
return false; // we need to rejoin if we performed the assignment and metadata has changed
if (assignmentSnapshot != null && !assignmentSnapshot.equals(metadataSnapshot))
return true; // we need to join if our subscription has changed since the last join
if (joinedSubscription != null && !joinedSubscription.equals(subscriptions.subscription()))
return true; return super.needRejoin();
}


public boolean partitionsAutoAssigned() {


return this.subscriptionType == SubscriptionType.AUTO_TOPICS || this.subscriptionType == SubscriptionType.AUTO_PATTERN;


}

 

ConsumerCoordinator的poll方法会判断consumer的前述SubscriptionType类型,只有类型是AUTO_TOPICS或者AUTO_PATTERN(subscribe方法的另一种参数重载),才会与ConsumerCoordinator进行交互,判断是否需要reblance等行为。

所以正如api文档描述,assign的consumer不会拥有kafka的group management机制,也就是当group内消费者数量变化的时候不会有reblance行为发生。








kafka consumer assign 和 subscribe模式差异分析的更多相关文章

  1. 利用Kafka的Assign模式实现超大群组(10万+)消息推送

    引言 IM即时通信场景下,最重要的一个能力就是推送:在线的直接通过长连接网关服务转发,离线的通过APNS或者极光等系统进行推送.   本文主要是针对在线用户推送场景来进行总结和探讨:如何利用Kafka ...

  2. 读Kafka Consumer源码

    最近一直在关注阿里的一个开源项目:OpenMessaging OpenMessaging, which includes the establishment of industry guideline ...

  3. Apache Kafka Consumer 消费者集

    1.目标 在我们的上一篇文章中,我们讨论了Kafka Producer.今天,我们将讨论Kafka Consumer.首先,我们将看到什么是Kafka Consumer和Kafka Consumer的 ...

  4. 初始 Kafka Consumer 消费者

    温馨提示:整个 Kafka 专栏基于 kafka-2.2.1 版本. 1.KafkaConsumer 概述 根据 KafkaConsumer 类上的注释上来看 KafkaConsumer 具有如下特征 ...

  5. kafka consumer 配置详解

    1.Consumer Group 与 topic 订阅 每个Consumer 进程都会划归到一个逻辑的Consumer Group中,逻辑的订阅者是Consumer Group.所以一条message ...

  6. Kafka Consumer API样例

    Kafka Consumer API样例 1. 自动确认Offset 说明参照:http://blog.csdn.net/xianzhen376/article/details/51167333 Pr ...

  7. KafkaConsumer assign VS subscribe

    背景 在kafka中,正常情况下,同一个group.id下的不同消费者不会消费同样的partition,也即某个partition在任何时刻都只能被具有相同group.id的consumer中的一个消 ...

  8. 【原创】Kafka Consumer多线程实例

    Kafka 0.9版本开始推出了Java版本的consumer,优化了coordinator的设计以及摆脱了对zookeeper的依赖.社区最近也在探讨正式用这套consumer API替换Scala ...

  9. 【原创】kafka consumer源代码分析

    顾名思义,就是kafka的consumer api包. 一.ConsumerConfig.scala Kafka consumer的配置类,除了一些默认值常量及验证参数的方法之外,就是consumer ...

随机推荐

  1. [Contest20180415]看无可看

    题意:有一个数列$f$,对$\forall i\geq2,f_i=2f_{i-1}+3f_{i-2}$,给定$f_0,f_1$,再给定一个集合$S=\{a_{1\cdots n}\}$和$k$,求$\ ...

  2. 【差分约束系统】【spfa】UVALive - 4885 - Task

    差分约束系统讲解看这里:http://blog.csdn.net/xuezhongfenfei/article/details/8685313 模板题,不多说.要注意的一点是!!!对于带有within ...

  3. 【网络流】【Dinic】【最大流】bzoj3396 [Usaco2009 Jan]Total flow 水流

    #include<cstdio> #include<cstring> #include<algorithm> #include<queue> using ...

  4. boost 1.57 vs2013 编译

    启动vs2013中的命令行注意区分32/64, 进入boost目录,  再次运行 bootstrap.bat 编译: bjam.exe stage --toolset=msvc-12.0  --sta ...

  5. 微软自家的.Net下的JavaScript引擎——ClearScript

    之前我介绍过一个开源的.Net下的Javascript引擎Javascript .NET,今天发现微软自己也开源了一个JavaScript引擎——ClearScript(当然,也支持VB Script ...

  6. SQL Server DBA 文章:116篇 --DBA_Huangzj

    http://blog.csdn.net/DBA_Huangzj/article/category/1133081

  7. C++11简要介绍

    概述  C++1x (本教程中指 C++11/14, 甚至 C++17) 为传统 C++ 注入的大量特性使得整个 C++ 变得更加像一门现代化的语言.C++1x 不仅仅增强了 C++ 语言自身的可用性 ...

  8. JVM类加载的那些事

    原文出处: 占小狼 前言 Java源代码被编译成class字节码,最终需要加载到虚拟机中才能运行.整个生命周期包括:加载.验证.准备.解析.初始化.使用和卸载7个阶段.   加载 1.通过一个类的全限 ...

  9. webpacke install vue application 报错 Failed at the phantomjs-prebuilt@2.1.14 install script

    刚刚在网上下了个开源的项目: https://github.com/ing670/webappkiller 执行npm install 报错:npm ERR! Failed at the phanto ...

  10. 淘宝JAVA中间件Diamond详解(二)---原理介绍

    转:http://blog.csdn.net/anhuidelinger/article/details/70314744 大家好,通过第一篇的快速使用,大家已经对diamond有了一个基本的了解.本 ...