Flink Core --- 算子函数

本文介绍了Flink数据流处理中的三个关键算子:Map用于转化数据形成新数据流;FlatMap用于将整体拆分为个体,产生零到多个元素;Filter则用于根据条件过滤数据流中的元素。

目录

 

 

1. Map: 将数据流中的数据进行转化

2.FlatMap : 将数据流中的整体拆分个体使用

3.Filter 对流中的元素进行过滤,瞒住条件的返回, 不满足条件的过滤掉

 

 

 

1. Map: 将数据流中的数据进行一个转化,形成一个新的数据流,消费一个元素,并且产生一个元素

package com.wudl.core;
import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
/**
 * @version v1.0
 * @ProjectName Flinklearning
 * @ClassName WordMap
 * @Description TODO map 算子实例
 * @Author wudl
 * @Date 2020/10/29 10:15
 */
public class WordMap {
    /**
     * @param args
     * Map 函数的用法
     * 映射:将数据流中的数据进行一个转化,形成一个新的数据流,消费一个元素,并且产生一个元素
     *参数: Lambda 表达式或者,new MapFunction实现类
     * 返回值:DataStream
     */
    public static void main(String[] args) throws Exception {
        StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
        env.setMaxParallelism(1);
        env.socketTextStream("10.204.125.140", 8899)
                .map(new MapFunction<String, String>() {
                    @Override
                    public String map(String s) throws Exception {
                        String[] split = s.split(",");
                        return split[0] + "---" + split[1];
                    }
                }).print();
        env.execute();
    }
}
"C:\Program Files\Java\jdk1.8.0_241\bin\java.exe" "-javaagent:D:\IntelliJ IDEA 2023.3.4\lib\idea_rt.jar=60962:D:\IntelliJ IDEA 2023.3.4\bin" -Dfile.encoding=UTF-8 -classpath "C:\Program Files\Java\jdk1.8.0_241\jre\lib\charsets.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\deploy.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\access-bridge-64.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\cldrdata.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\dnsns.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\jaccess.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\jfxrt.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\localedata.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\nashorn.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\sunec.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\sunjce_provider.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\sunmscapi.jar;C:\Program Files\Java\jdk1.8.0_241\jre\lib\ext\sunpkcs11.jar;C:\Program 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n安装\Maven_Repository\org\apache\sling\org.apache.sling.commons.json\2.0.6\org.apache.sling.commons.json-2.0.6.jar;D:\Maven安装\Maven_Repository\org\apache\flink\force-shading\1.2.0\force-shading-1.2.0.jar;D:\Maven安装\Maven_Repository\redis\clients\jedis\2.8.0\jedis-2.8.0.jar;D:\Maven安装\Maven_Repository\org\apache\commons\commons-pool2\2.3\commons-pool2-2.3.jar;D:\Maven安装\Maven_Repository\org\scala-lang\scala-library\2.12.17\scala-library-2.12.17.jar;D:\Maven安装\Maven_Repository\com\mysql\mysql-connector-j\8.0.33\mysql-connector-j-8.0.33.jar;D:\Maven安装\Maven_Repository\com\google\protobuf\protobuf-java\3.21.9\protobuf-java-3.21.9.jar;D:\Maven安装\Maven_Repository\org\apache\flink\flink-json\1.14.0\flink-json-1.14.0.jar;D:\Maven安装\Maven_Repository\org\slf4j\slf4j-simple\1.7.36\slf4j-simple-1.7.36.jar" FlinkWriteToMySQL SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/D:/Maven%e5%ae%89%e8%a3%85%e5%8c%85/Maven_Repository/org/slf4j/slf4j-log4j12/1.6.1/slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/D:/Maven%e5%ae%89%e8%a3%85%e5%8c%85/Maven_Repository/org/slf4j/slf4j-simple/1.7.36/slf4j-simple-1.7.36.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory] log4j:WARN No appenders could be found for logger (org.apache.flink.api.java.ClosureCleaner). log4j:WARN Please initialize the log4j system properly. log4j:WARN See http://logging.apache.org/log4j/1.2/faq.html#noconfig for more info. Exception in thread "main" org.apache.flink.api.common.InvalidProgramException: The implementation of the RichOutputFormat is not serializable. The object probably contains or references non serializable fields. at org.apache.flink.api.java.ClosureCleaner.clean(ClosureCleaner.java:164) at org.apache.flink.api.java.ClosureCleaner.clean(ClosureCleaner.java:132) at org.apache.flink.api.java.ClosureCleaner.clean(ClosureCleaner.java:69) at org.apache.flink.streaming.api.environment.StreamExecutionEnvironment.clean(StreamExecutionEnvironment.java:2139) at org.apache.flink.streaming.api.datastream.DataStream.clean(DataStream.java:203) at org.apache.flink.streaming.api.datastream.DataStream.addSink(DataStream.java:1243) at org.apache.flink.streaming.api.scala.DataStream.addSink(DataStream.scala:1133) at FlinkWriteToMySQL$.main(FlinkWriteToMySQL.scala:38) at FlinkWriteToMySQL.main(FlinkWriteToMySQL.scala) Caused by: java.io.NotSerializableException: Non-serializable lambda at FlinkWriteToMySQL$$$Lambda$92/715378067.writeObject(Unknown Source) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:498) at java.io.ObjectStreamClass.invokeWriteObject(ObjectStreamClass.java:1140) at java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1496) at java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432) at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178) at java.io.ObjectOutputStream.writeArray(ObjectOutputStream.java:1378) at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1174) at java.io.ObjectOutputStream.defaultWriteFields(ObjectOutputStream.java:1548) at java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1509) at java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432) at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178) at java.io.ObjectOutputStream.defaultWriteFields(ObjectOutputStream.java:1548) at java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1509) at java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432) at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178) at java.io.ObjectOutputStream.writeObject(ObjectOutputStream.java:348) at org.apache.flink.util.InstantiationUtil.serializeObject(InstantiationUtil.java:632) at org.apache.flink.api.java.ClosureCleaner.clean(ClosureCleaner.java:143) ... 8 more 进程已结束,退出代码为 1
最新发布
09-23
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