工作需要,重拾 Flink,从最简单的 demo 开始上手。

1 创建项目

假设需要从零开发一个 Stream API 的项目,怎样搭建项目基础框架呢?使用 maven,执行以下命令:

mvn archetype:generate \ -DarchetypeGroupId=org.apache.flink \ -DarchetypeArtifactId=flink-walkthrough-datastream-java \ -DarchetypeVersion=1.19.0 \ -DgroupId=com.tarsocial.demo \ -DartifactId=flink-ad-demo \ -Dversion=0.1 \ -Dpackage=com.plough.demo.flink \ -DinteractiveMode=false

2 文件解释

会生成两个代码文件。

  • FraudDetectionJob,流处理任务的执行流程,入口类
  • FraudDetector,一个示例算子

/**

  • Skeleton code for the datastream walkthrough */ public class FraudDetectionJob { public static void main(String[] args) throws Exception { StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); DataStream transactions = env .addSource(new TransactionSource()) .name("transactions"); DataStream alerts = transactions .keyBy(Transaction::getAccountId) .process(new FraudDetector()) .name("fraud-detector"); alerts .addSink(new AlertSink()) .name("send-alerts"); env.execute("Fraud Detection"); } }

/**

  • Skeleton code for implementing a fraud detector. */ public class FraudDetector extends KeyedProcessFunction<Long, Transaction, Alert> {

    private static final long serialVersionUID = 1L;

    private static final double SMALL_AMOUNT = 1.00; private static final double LARGE_AMOUNT = 500.00; private static final long ONE_MINUTE = 60 * 1000;

    @Override public void processElement( Transaction transaction, Context context, Collector collector) throws Exception { Alert alert = new Alert(); alert.setId(transaction.getAccountId()); Thread.sleep(1000); collector.collect(alert); } }

3 提交运行

  1. 执行 mvn package,打出 jar 包
  2. 使用 Flink 的 WebUI,上传 jar 包,运行

4 参考资料