Flink自定义Source模拟数据流

maven依赖

<?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.zxl</groupId>
    <artifactId>FlinkJoin</artifactId>
    <version>1.0-SNAPSHOT</version>


    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <flink.version>1.17.0</flink.version>
    </properties>
    <dependencies>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-core</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-java</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-streaming-java</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
            <version>1.16.22</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-java-bridge</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-planner_2.12</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-common</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.apache.flink/flink-table-api-java -->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-table-api-java</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>8.0.27</version>
        </dependency>
        <!--com.mysql.cj.jdbc.Driver-->
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-clients</artifactId>
            <version>${flink.version}</version>
        </dependency>
        <!--这个一定要加，否则会报错（5001好像是，记不清了）-->
        <dependency>
            <groupId>org.glassfish.jersey.inject</groupId>
            <artifactId>jersey-hk2</artifactId>
            <version>2.34</version>
        </dependency>
        <dependency>
            <groupId>org.apache.flink</groupId>
            <artifactId>flink-streaming-java</artifactId>
            <version>1.17.0</version>
            <scope>compile</scope>
        </dependency>
    </dependencies>
</project>

实体类

订单类

package com.zxl.bean;


// TODO: 2024/1/6 订单类 


public class Orders {
    //订单ID
    private Long order_id;
    //用户ID
    private Long user_id;
    //订单日期
    private Long order_date;
    //订单金额
    private Integer order_amount;
    //商品ID
    private Integer product_id;
    //订单数量
    private Long order_num;

    public Long getOrder_id() {
        return order_id;
    }

    public void setOrder_id(Long order_id) {
        this.order_id = order_id;
    }

    public Long getUser_id() {
        return user_id;
    }

    public void setUser_id(Long user_id) {
        this.user_id = user_id;
    }

    public Long getOrder_date() {
        return order_date;
    }

    public void setOrder_date(Long order_date) {
        this.order_date = order_date;
    }

    public Integer getOrder_amount() {
        return order_amount;
    }

    public void setOrder_amount(Integer order_amount) {
        this.order_amount = order_amount;
    }

    public Integer getProduct_id() {
        return product_id;
    }

    public void setProduct_id(Integer product_id) {
        this.product_id = product_id;
    }

    public Long getOrder_num() {
        return order_num;
    }

    public void setOrder_num(Long order_num) {
        this.order_num = order_num;
    }

    public Orders() {
    }

    public Orders(Long order_id, Long user_id, Long order_date, Integer order_amount, Integer product_id, Long order_num) {
        this.order_id = order_id;
        this.user_id = user_id;
        this.order_date = order_date;
        this.order_amount = order_amount;
        this.product_id = product_id;
        this.order_num = order_num;
    }

    @Override
    public String toString() {
        return "Orders{" +
                "order_id=" + order_id +
                ", user_id=" + user_id +
                ", order_date=" + order_date +
                ", order_amount=" + order_amount +
                ", product_id=" + product_id +
                ", order_num=" + order_num +
                '}';
    }
}

支付类

package com.zxl.bean;



// TODO: 2024/1/6 支付类 


public class Payments {
    //支付ID
    private Long payment_id;
    //订单号
    private Long order_id;
    //支付金额
    private Integer payment_amount;
    //支付类型
    private String payment_type;
    //支付日期
    private Long payment_date;

    public Long getPayment_id() {
        return payment_id;
    }

    public void setPayment_id(Long payment_id) {
        this.payment_id = payment_id;
    }

    public Long getOrder_id() {
        return order_id;
    }

    public void setOrder_id(Long order_id) {
        this.order_id = order_id;
    }

    public Integer getPayment_amount() {
        return payment_amount;
    }

    public void setPayment_amount(Integer payment_amount) {
        this.payment_amount = payment_amount;
    }

    public String getPayment_type() {
        return payment_type;
    }

    public void setPayment_type(String payment_type) {
        this.payment_type = payment_type;
    }

    public Long getPayment_date() {
        return payment_date;
    }

    public void setPayment_date(Long payment_date) {
        this.payment_date = payment_date;
    }

    public Payments() {
    }

    public Payments(Long payment_id, Long order_id, Integer payment_amount, String payment_type, Long payment_date) {
        this.payment_id = payment_id;
        this.order_id = order_id;
        this.payment_amount = payment_amount;
        this.payment_type = payment_type;
        this.payment_date = payment_date;
    }

    @Override
    public String toString() {
        return "payments{" +
                "payment_id=" + payment_id +
                ", order_id=" + order_id +
                ", payment_amount=" + payment_amount +
                ", payment_type='" + payment_type + '\'' +
                ", payment_date=" + payment_date +
                '}';
    }
}

商品类

用作维表测试

package com.zxl.bean;

// TODO: 2024/1/6 商品类


public class Products {
    //商品ID
    private Integer product_id;
    //商品名称
    private String product_name;
    //商品价格
    private Integer product_price;
    //商品库存
    private Long product_num;
    //商品分类
    private String product_type;

    public Integer getProduct_id() {
        return product_id;
    }

    public void setProduct_id(Integer product_id) {
        this.product_id = product_id;
    }

    public String getProduct_name() {
        return product_name;
    }

    public void setProduct_name(String product_name) {
        this.product_name = product_name;
    }

    public Integer getProduct_price() {
        return product_price;
    }

    public void setProduct_price(Integer product_price) {
        this.product_price = product_price;
    }

    public Long getProduct_num() {
        return product_num;
    }

    public void setProduct_num(Long product_num) {
        this.product_num = product_num;
    }

    public String getProduct_type() {
        return product_type;
    }

    public void setProduct_type(String product_type) {
        this.product_type = product_type;
    }

    public Products() {
    }

    public Products(Integer product_id, String product_name, Integer product_price, Long product_num, String product_type) {
        this.product_id = product_id;
        this.product_name = product_name;
        this.product_price = product_price;
        this.product_num = product_num;
        this.product_type = product_type;
    }

    @Override
    public String toString() {
        return "products{" +
                "product_id=" + product_id +
                ", product_name='" + product_name + '\'' +
                ", product_price=" + product_price +
                ", product_num=" + product_num +
                ", product_type='" + product_type + '\'' +
                '}';
    }
}

数据生成

订单数据生成

package com.zxl.datas;

import com.zxl.bean.Orders;
import org.apache.flink.streaming.api.functions.source.SourceFunction;


import java.util.Random;


public class OrdersData implements SourceFunction<Orders> {

    private static Random random = new Random();

    private static boolean isRunning = true;

    private static Integer num = 0;

    //订单ID
    private static Long getOrder_id() {
        num++;
        long aLong = Long.parseLong(num.toString());
        return aLong;
    }

    //订单日期
    private static Long getOrder_date() {

        //为了模拟数据延迟所里利用随机数进行模拟时间
        int i = random.nextInt(15);
        return Long.valueOf(i);
    }

    //用户ID
    private static Long getUser_id() {
        return random.nextLong();
    }

    //订单金额
    private static Integer getOrder_amount() {
        return random.nextInt(100);
    }

    //商品ID
    private static Integer getProduct_id() {

        return random.nextInt(100);
    }

    //订单数量
    private static Long getOrder_num() {
        return random.nextLong();
    }

    //订单类
    private static Orders getOrders() {
        Orders orders = new Orders(getOrder_id(), getUser_id(), getOrder_date(), getOrder_amount(), getProduct_id(), getOrder_num());
        return orders;
    }

    @Override
    public void run(SourceContext<Orders> sourceContext) throws Exception {
        while (isRunning) {
            sourceContext.collect(getOrders());
            Thread.sleep(1000);
        }
    }

    @Override
    public void cancel() {
        isRunning = false;
    }
}

支付数据生成

package com.zxl.datas;


import com.zxl.bean.Payments;
import org.apache.flink.streaming.api.functions.source.SourceFunction;

import java.util.Date;
import java.util.Random;

public class PaymentData implements SourceFunction<Payments> {

    private static Random random = new Random();

    private static boolean isRunning = true;

    private static Integer num = 0;

    //支付ID
    private static Long getPayment_id(){
        return random.nextLong();
    }

    //订单ID
    private static Long getOrder_id() {
        num++;
        long aLong = Long.parseLong(num.toString());
        return aLong;
    }

    //支付金额
    private static Integer getPayment_amount(){
        return random.nextInt(1000);
    }

    //支付类型
    private static String getPayment_type(){
        String[] type = {"银行卡", "支付宝", "微信", "美团", "抖音", "现金"};
        int are= random.nextInt(6);
        String area=type[are];
        return area;
    }

    //支付日期
    private static Long getPayment_date(){
        //为了模拟数据延迟所里利用随机数进行模拟时间
        int i = random.nextInt(15);
        return Long.valueOf(i);
    }

    //支付类
    private static Payments getPayments(){
        Payments payments = new Payments(getPayment_id(),getOrder_id(),getPayment_amount(),getPayment_type(),getPayment_date());
        return payments;
    }

    @Override
    public void run(SourceContext<Payments> sourceContext) throws Exception {
        while (isRunning) {
            sourceContext.collect(getPayments());
            Thread.sleep(1000);
        }
    }

    @Override
    public void cancel() {
        isRunning = false;
    }
}

测试数据打印

package com.zxl.flink;


import com.zxl.bean.Orders;
import com.zxl.bean.Payments;
import com.zxl.datas.OrdersData;
import com.zxl.datas.PaymentData;
import org.apache.flink.streaming.api.datastream.DataStreamSource;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;

public class flinkWorks {
    public static void main(String[] args) throws Exception {
        //创建Flink流处理执行环境
        StreamExecutionEnvironment environment = StreamExecutionEnvironment.getExecutionEnvironment();
        //设置并行度为1
        environment.setParallelism(1);
        //调用Flink自定义Source
        // TODO: 2024/1/6 订单数据 
        DataStreamSource<Orders> ordersDataStreamSource = environment.addSource(new OrdersData());
        // TODO: 2024/1/6 支付数据 
        DataStreamSource<Payments> paymentsDataStreamSource = environment.addSource(new PaymentData());
        //打印数据
        paymentsDataStreamSource.print();
        ordersDataStreamSource.print();
        //启动程序
        environment.execute();
    }
}