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风控系统一:dtools规则引擎学习使用

2020-04-14  本文已影响0人  源码互助空间站

一、dtools在风控系统中的作用

我们的风控系统主要作用是在功能系统前进行拦截,比如同一IP地址1分钟内只准登录3次、同一账号只准绑定的设备号为3个等。在这前提下需要有多个规则进行校验,本系统就是使用dtool工具来执行规则引擎的。

二、dtool简单demo使用

2.1 创建maven项目,包结构如下:

image.png

2.2 pom.xml引入

<parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>2.0.1.RELEASE</version>
        <relativePath/> <!-- lookup parent from repository -->
    </parent>
    <properties>
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <java.version>1.8</java.version>
        <drools.version>6.1.0.Final</drools.version>
    </properties>

    <dependencies>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter</artifactId>
        </dependency>

        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-test</artifactId>
            <scope>test</scope>
        </dependency>

        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-webflux</artifactId>
        </dependency>

        <dependency>
            <groupId>org.kie</groupId>
            <artifactId>kie-spring</artifactId>
            <version>${drools.version}</version>
        </dependency>
        <dependency>
            <groupId>org.drools</groupId>
            <artifactId>drools-compiler</artifactId>
            <version>${drools.version}</version>
        </dependency>

    </dependencies>

2.2 编写规则

规则文件放在resources下rules文件夹下

package rules
//package 是规则文件在resource的位置
import vtool.po.Stu;
//导入java文件
rule "rule1"
    salience 1
        when
            $stu:Stu(age>30)//这里就是LHS
        then
            System.out.println("age>30岁的人:"+$stu.getName());//RHS
end


rule "rule2"
    salience 2
    when
         $stu:Stu(gender=="male",age>25)
    then
        System.out.println("性别为男,age>25岁的人:"+$stu.getName());
     end


rule "rule3"
     salience 3
     when
        $stu:Stu(getName()=="张三")
        then
         System.out.println("名字为:"+$stu.getName());
        

2.3 实体类bean

package vtool.po;
public class Stu {
    private String name;
    private Integer age;
    private String gender;

    public Stu() {
    }

    public String getName() {
        return name;
    }

    public void setName(String name) {
        this.name = name;
    }

    public Integer getAge() {
        return age;
    }

    public void setAge(Integer age) {
        this.age = age;
    }

    public String getGender() {
        return gender;
    }

    public void setGender(String gender) {
        this.gender = gender;
    }
    @Override
    public String toString() {
        return "Stu{" +
                "name='" + name + '\'' +
                ", age=" + age +
                ", gender='" + gender + '\'' +
                '}';
    }

    public Stu(String name, Integer age, String gender) {
        this.name = name;
        this.age = age;
        this.gender = gender;
    }
}

2.4 测试类

package vtool.app;

import org.drools.core.io.impl.ClassPathResource;
import org.kie.api.io.ResourceType;
import org.kie.api.runtime.KieContainer;
import org.kie.api.runtime.KieSession;
import org.kie.internal.KnowledgeBase;
import org.kie.internal.KnowledgeBaseFactory;
import org.kie.internal.builder.KnowledgeBuilder;
import org.kie.internal.builder.KnowledgeBuilderFactory;
import org.kie.internal.definition.KnowledgePackage;
import org.kie.internal.runtime.StatefulKnowledgeSession;
import vtool.po.Stu;

import java.util.ArrayList;
import java.util.Collection;
import java.util.List;

public class StuTest {
    private static KieContainer container = null;
    private static KieSession statefulKieSession = null;

    public static void main(String[] args) {
        // 规则编译器
        KnowledgeBuilder kb = KnowledgeBuilderFactory.newKnowledgeBuilder();
        // 添加规则,并编译
        kb.add(new ClassPathResource("rules/stu.drl"), ResourceType.DRL);
        // 得到规则包
        Collection<KnowledgePackage> collection = kb.getKnowledgePackages();
        // 创建base
        KnowledgeBase knowledgeBase = KnowledgeBaseFactory.newKnowledgeBase();
        // 加入包
        knowledgeBase.addKnowledgePackages(collection);
        // 得到session
        StatefulKnowledgeSession statefulSession = knowledgeBase.newStatefulKnowledgeSession();
        List<Stu> list = getStus();
        for (Stu stu : list) {
            // 插入fact对象
            statefulSession.insert(stu);
        }
        statefulSession.fireAllRules();
        statefulSession.dispose();
        System.out.println("end....");
    }

    public static List<Stu> getStus() {
        List<Stu> stus = new ArrayList<>();
        stus.add(new Stu("张三", 16, "male"));
        stus.add(new Stu("huhu", 18, "male"));
        stus.add(new Stu("王五", 32, "male"));
        stus.add(new Stu("张红", 23, "female"));
        stus.add(new Stu("李四", 35, "male"));
        stus.add(new Stu("张小雅", 31, "female"));
        return stus;
    }
}

2.5 结果

名字为:张三
性别为男,age>25岁的人:李四
性别为男,age>25岁的人:王五
age>30岁的人:张小雅
age>30岁的人:李四
age>30岁的人:王五
end....s
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