如何计时 Apache Flink 流中的检查点？

Question

我正在运行 Apache Flink 的欺诈检测器示例，并将 RocksDB 作为我的 state 后端。 我想知道 Apache Flink 检查点 state 需要多长时间。

我的方法是在检查点功能之前和之后打印时间。

我找不到检查点 state 的函数/类或任何代码片段，我尝试通过 IDE 进行调试但徒劳无功。

这是我到目前为止所经历的：

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package spendreport;

import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.walkthrough.common.sink.AlertSink;
import org.apache.flink.walkthrough.common.entity.Alert;
import org.apache.flink.walkthrough.common.entity.Transaction;
import org.apache.flink.walkthrough.common.source.TransactionSource;
//org.apache.flink.contrib.streaming.state
import org.apache.flink.contrib.streaming.state.RocksDBStateBackend;

import javax.security.auth.login.Configuration;

/**
 * Skeleton code for the datastream walkthrough
 */
public class FraudDetectionJob {
    public static void main(String[] args) throws Exception {
        StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
//      env.setStateBackend(new RocksDBStateBackend(filebackend, true));

        // Enabling Checkpoint
        long checkpointInterval = 5000;
        env.enableCheckpointing(checkpointInterval);

        // Enable Web UI
//      Configuration conf = new Configuration();
//      env = StreamExecutionEnvironment.createLocalEnvironmentWithWebUI(conf);

        DataStream<Transaction> transactions = env
            .addSource(new TransactionSource())
            .name("transactions");

        DataStream<Alert> alerts = transactions
                .keyBy(Transaction::getAccountId)
                .process(new FraudDetector())
                .name("fraud-detector");

        alerts
            .addSink(new AlertSink())
            .name("send-alerts");

        env.execute("Fraud Detection");
    }
}

我步入execute function 并找到代码设置检查点配置的许多地方（例如检查超时间隔等）。 但是，我找不到实际检查执行检查点的 function。

Answer 1

自己衡量这一点并不容易，因为检查点部分在运行用户函数的线程中完成，部分在另一个线程中异步完成。

获取有关检查点影响的一些信息的最佳方法是查看检查点指标，这些指标被方便地收集在一起并显示在 web UI 中：

通常，当您在 IDE 中运行时，web UI 不可用，但您可以更改此设置：

Configuration conf = new Configuration();
env = StreamExecutionEnvironment.createLocalEnvironmentWithWebUI(conf);

为此，您还必须添加此依赖项：

<dependency>
    <groupId>org.apache.flink</groupId>
    <artifactId>flink-runtime-web_${scala.binary.version}</artifactId>
    <version>${flink.version}</version>
</dependency>