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这篇文章将为大家详细讲解有关Flink中如何搭建开发环境与数据,文章内容质量较高,因此小编分享给大家做个参考,希望大家阅读完这篇文章后对相关知识有一定的了解。
示例环境
java.version: 1.8.x flink.version: 1.11.1
创建工程
idea中创建项目,项目名称:flink-examples
pom.xml
<?xml version="1.0" encoding="UTF-8"?> <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> <modelVersion>4.0.0</modelVersion> <groupId>com.flink.examples</groupId> <artifactId>flink-examples</artifactId> <packaging>pom</packaging> <version>1.0-SNAPSHOT</version> <modules> <module>stream</module> <module>connectors</module> </modules> <properties> <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding> <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding> <java.version>1.8</java.version> <flink.version>1.11.1</flink.version> <compiler.version>8</compiler.version> </properties> <dependencies> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-streaming-java_2.11</artifactId> <version>${flink.version}</version> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-clients_2.11</artifactId> <version>${flink.version}</version> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-table-api-java-bridge_2.11</artifactId> <version>${flink.version}</version> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-table-planner-blink_2.11</artifactId> <version>${flink.version}</version> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-table-planner_2.11</artifactId> <version>${flink.version}</version> <!--<scope>provided</scope>--> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-json</artifactId> <version>${flink.version}</version> <!--<scope>test</scope>--> </dependency> <dependency> <groupId>com.google.code.gson</groupId> <artifactId>gson</artifactId> <version>2.8.6</version> </dependency> <dependency> <groupId>org.apache.logging.log4j</groupId> <artifactId>log4j-core</artifactId> <version>2.11.1</version> </dependency> </dependencies> <build> <plugins> <plugin> <groupId>org.apache.maven.plugins</groupId> <artifactId>maven-compiler-plugin</artifactId> <configuration> <encoding>UTF-8</encoding> <source>${compiler.version}</source> <target>${compiler.version}</target> </configuration> </plugin> <plugin> <groupId>org.apache.maven.plugins</groupId> <artifactId>maven-shade-plugin</artifactId> <executions> <execution> <phase>package</phase> <goals> <goal>shade</goal> </goals> </execution> </executions> </plugin> </plugins> </build> </project>
项目分两个模块
flink-examples |----connectors(中件间连接器示例模块) |----examples(模拟电商订单数据并推送到kafka中,以及flink核心数据流处理客户端) |----stream(数据流与算子、方法、窗口等示例模块) |----tableapi(table&sql与中件间的使用示例模块) |----web(获取flink算子计算后的存储结果,提供给前端展示模块)
connectors模块
pom.xml
<?xml version="1.0" encoding="UTF-8"?> <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> <parent> <groupId>com.flink.examples</groupId> <artifactId>flink-examples</artifactId> <version>1.0-SNAPSHOT</version> </parent> <modelVersion>4.0.0</modelVersion> <artifactId>connectors</artifactId> <dependencies> <!-- Flink jdbc依赖 --> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-jdbc_2.11</artifactId> <version>1.10.1</version> </dependency> <!-- mysql驱动包 --> <dependency> <groupId>mysql</groupId> <artifactId>mysql-connector-java</artifactId> <version>5.1.47</version> </dependency> <!-- kafka依赖 --> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-connector-kafka_2.11</artifactId> <version>${flink.version}</version> </dependency> <!-- redis依赖 --> <dependency> <groupId>org.apache.bahir</groupId> <artifactId>flink-connector-redis_2.11</artifactId> <version>1.0</version> </dependency> <!-- rabbitMq依赖 --> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-connector-rabbitmq_2.11</artifactId> <version>${flink.version}</version> </dependency> <!-- elasticsearch7依赖 --> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-connector-elasticsearch7_2.11</artifactId> <version>${flink.version}</version> </dependency> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-sql-connector-elasticsearch7_2.11</artifactId> <version>${flink.version}</version> </dependency> </dependencies> </project>
stream模块
pom.xml
<?xml version="1.0" encoding="UTF-8"?> <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> <parent> <artifactId>flink-examples</artifactId> <groupId>com.flink.examples</groupId> <version>1.0-SNAPSHOT</version> </parent> <modelVersion>4.0.0</modelVersion> <artifactId>stream</artifactId> <dependencies> <dependency> <groupId>org.apache.flink</groupId> <artifactId>flink-table-common</artifactId> <version>${flink.version}</version> <!--<scope>provided</scope>--> </dependency> </dependencies> </project>
项目全局示例图
示例数据类
后续所有算子演示的数据,均来自此类来提供公共数据。
import org.apache.flink.api.java.tuple.Tuple3; import java.util.Arrays; import java.util.List; /** * @Description 公共示例数据 */ public class DataSource { /** * 示例数据集合 * Tuple3 是一个固定3个属性变量的实体类,分别用f0,f1,f2表示三个构造传参与变量 * @return */ public static List<Tuple3<String,String,Integer>> getTuple3ToList(){ //Tuple3<f0,f1,f2> = Tuple3<姓名,性别(man男,girl女),年龄> return Arrays.asList( new Tuple3<>("张三", "man", 20), new Tuple3<>("李四", "girl", 24), new Tuple3<>("王五", "man", 29), new Tuple3<>("刘六", "girl", 32), new Tuple3<>("伍七", "girl", 18), new Tuple3<>("吴八", "man", 30) ); } }
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