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Java规则引擎Easy Rules的使用介绍

2020年06月23日  | 移动技术网IT编程  | 我要评论

1. easy rules 概述

easy rules是一个java规则引擎,灵感来自一篇名为《should i use a rules engine?》的文章

规则引擎就是提供一种可选的计算模型。与通常的命令式模型(由带有条件和循环的命令依次组成)不同,规则引擎基于生产规则系统。这是一组生产规则,每条规则都有一个条件(condition)和一个动作(action)———— 简单地说,可以将其看作是一组if-then语句。

精妙之处在于规则可以按任何顺序编写,引擎会决定何时使用对顺序有意义的任何方式来计算它们。考虑它的一个好方法是系统运行所有规则,选择条件成立的规则,然后执行相应的操作。这样做的好处是,很多问题都很自然地符合这个模型:

if car.owner.hascellphone then premium += 100;
if car.model.theftrating > 4 then premium += 200;
if car.owner.livesindodgyarea && car.model.theftrating > 2 then premium += 300;

规则引擎是一种工具,它使得这种计算模型编程变得更容易。它可能是一个完整的开发环境,或者一个可以在传统平台上工作的框架。生产规则计算模型最适合仅解决一部分计算问题,因此规则引擎可以更好地嵌入到较大的系统中。

你可以自己构建一个简单的规则引擎。你所需要做的就是创建一组带有条件和动作的对象,将它们存储在一个集合中,然后遍历它们以评估条件并执行这些动作。

easy rules它提供rule抽象以创建具有条件和动作的规则,并提供ruleengine api,该api通过一组规则运行以评估条件并执行动作。

easy rules简单易用,只需两步:

首先,定义规则,方式有很多种

方式一:注解

@rule(name = "weather rule", description = "if it rains then take an umbrella")
public class weatherrule {

  @condition
  public boolean itrains(@fact("rain") boolean rain) {
    return rain;
  }
  
  @action
  public void takeanumbrella() {
    system.out.println("it rains, take an umbrella!");
  }
}

方式二:链式编程

rule weatherrule = new rulebuilder()
    .name("weather rule")
    .description("if it rains then take an umbrella")
    .when(facts -> facts.get("rain").equals(true))
    .then(facts -> system.out.println("it rains, take an umbrella!"))
    .build();

方式三:表达式

rule weatherrule = new mvelrule()
    .name("weather rule")
    .description("if it rains then take an umbrella")
    .when("rain == true")
    .then("system.out.println(\"it rains, take an umbrella!\");");

方式四:yml配置文件

例如:weather-rule.yml

name: "weather rule"
description: "if it rains then take an umbrella"
condition: "rain == true"
actions:
 - "system.out.println(\"it rains, take an umbrella!\");"
mvelrulefactory rulefactory = new mvelrulefactory(new yamlruledefinitionreader());
rule weatherrule = rulefactory.createrule(new filereader("weather-rule.yml"));

接下来,应用规则

public class test {
  public static void main(string[] args) {
    // define facts
    facts facts = new facts();
    facts.put("rain", true);

    // define rules
    rule weatherrule = ...
    rules rules = new rules();
    rules.register(weatherrule);

    // fire rules on known facts
    rulesengine rulesengine = new defaultrulesengine();
    rulesengine.fire(rules, facts);
  }
}

入门案例:hello easy rules

<dependency>
  <groupid>org.jeasy</groupid>
  <artifactid>easy-rules-core</artifactid>
  <version>4.0.0</version>
</dependency>

通过骨架创建maven项目:

mvn archetype:generate \
  -darchetypegroupid=org.jeasy \
  -darchetypeartifactid=easy-rules-archetype \
  -darchetypeversion=4.0.0

默认给我们生成了一个helloworldrule规则,如下:

package com.cjs.example.rules;

import org.jeasy.rules.annotation.action;
import org.jeasy.rules.annotation.condition;
import org.jeasy.rules.annotation.rule;

@rule(name = "hello world rule", description = "always say hello world")
public class helloworldrule {

  @condition
  public boolean when() {
    return true;
  }

  @action
  public void then() throws exception {
    system.out.println("hello world");
  }

}

2. 规则定义

2.1. 定义规则

大多数业务规则可以用以下定义表示:

  • name : 一个命名空间下的唯一的规则名称
  • description : 规则的简要描述
  • priority : 相对于其他规则的优先级
  • facts : 事实,可立即为要处理的数据
  • conditions : 为了应用规则而必须满足的一组条件
  • actions : 当条件满足时执行的一组动作

easy rules为每个关键点提供了一个抽象来定义业务规则。

在easy rules中,rule接口代表规则

public interface rule {

  /**
  * this method encapsulates the rule's conditions.
  * @return true if the rule should be applied given the provided facts, false otherwise
  */
  boolean evaluate(facts facts);

  /**
  * this method encapsulates the rule's actions.
  * @throws exception if an error occurs during actions performing
  */
  void execute(facts facts) throws exception;

  //getters and setters for rule name, description and priority omitted.

}

evaluate方法封装了必须计算结果为true才能触发规则的条件。execute方法封装了在满足规则条件时应该执行的动作。条件和操作由condition和action接口表示。

定义规则有两种方式:

  • 通过在pojo类上添加注解
  • 通过rulebuilder api编程

可以在一个pojo类上添加@rule注解,例如:

@rule(name = "my rule", description = "my rule description", priority = 1)
public class myrule {

  @condition
  public boolean when(@fact("fact") fact) {
    //my rule conditions
    return true;
  }

  @action(order = 1)
  public void then(facts facts) throws exception {
    //my actions
  }

  @action(order = 2)
  public void finally() throws exception {
    //my final actions
  }
}

@condition注解指定规则条件
@fact注解指定参数
@action注解指定规则执行的动作

rulebuilder支持链式风格定义规则,例如:

rule rule = new rulebuilder()
        .name("myrule")
        .description("myruledescription")
        .priority(3)
        .when(condition)
        .then(action1)
        .then(action2)
        .build();

组合规则

compositerule由一组规则组成。这是一个典型地组合设计模式的实现。

组合规则是一个抽象概念,因为可以以不同方式触发组合规则。

easy rules自带三种compositerule实现:

  • unitrulegroup : 要么应用所有规则,要么不应用任何规则(and逻辑)
  • activationrulegroup : 它触发第一个适用规则,并忽略组中的其他规则(xor逻辑)
  • conditionalrulegroup : 如果具有最高优先级的规则计算结果为true,则触发其余规则

复合规则可以从基本规则创建并注册为常规规则:

//create a composite rule from two primitive rules
unitrulegroup myunitrulegroup = new unitrulegroup("myunitrulegroup", "unit of myrule1 and myrule2");
myunitrulegroup.addrule(myrule1);
myunitrulegroup.addrule(myrule2);

//register the composite rule as a regular rule
rules rules = new rules();
rules.register(myunitrulegroup);

rulesengine rulesengine = new defaultrulesengine();
rulesengine.fire(rules, somefacts);

每个规则都有优先级。它代表触发注册规则的默认顺序。默认情况下,较低的值表示较高的优先级。可以重写compareto方法以提供自定义优先级策略。

2.2. 定义事实

在easy rules中,fact api代表事实

public class fact<t> {
   private final string name;
   private final t value;
}

举个栗子:

fact<string> fact = new fact("foo", "bar");
facts facts = new facts();
facts.add(fact);

或者,也可以用这样简写形式

facts facts = new facts();
facts.put("foo", "bar");

用@fact注解可以将facts注入到condition和action方法中

@rule
class weatherrule {

  @condition
  public boolean itrains(@fact("rain") boolean rain) {
    return rain;
  }

  @action
  public void takeanumbrella(facts facts) {
    system.out.println("it rains, take an umbrella!");
    // can add/remove/modify facts
  }

}

2.3. 定义规则引擎

easy rules提供两种rulesengine接口实现:

  • defaultrulesengine : 根据规则的自然顺序应用规则
  • inferencerulesengine : 持续对已知事实应用规则,直到不再适用任何规则为止

创建规则引擎:

rulesengine rulesengine = new defaultrulesengine();

// or

rulesengine rulesengine = new inferencerulesengine();

然后,注册规则

rulesengine.fire(rules, facts);

规则引擎有一些可配置的参数,如下图所示:

举个栗子:

rulesengineparameters parameters = new rulesengineparameters()
  .ruleprioritythreshold(10)
  .skiponfirstappliedrule(true)
  .skiponfirstfailedrule(true)
  .skiponfirstnontriggeredrule(true);

rulesengine rulesengine = new defaultrulesengine(parameters);

2.4. 定义规则监听器

通过实现rulelistener接口

public interface rulelistener {

  /**
   * triggered before the evaluation of a rule.
   *
   * @param rule being evaluated
   * @param facts known before evaluating the rule
   * @return true if the rule should be evaluated, false otherwise
   */
  default boolean beforeevaluate(rule rule, facts facts) {
    return true;
  }

  /**
   * triggered after the evaluation of a rule.
   *
   * @param rule that has been evaluated
   * @param facts known after evaluating the rule
   * @param evaluationresult true if the rule evaluated to true, false otherwise
   */
  default void afterevaluate(rule rule, facts facts, boolean evaluationresult) { }

  /**
   * triggered on condition evaluation error due to any runtime exception.
   *
   * @param rule that has been evaluated
   * @param facts known while evaluating the rule
   * @param exception that happened while attempting to evaluate the condition.
   */
  default void onevaluationerror(rule rule, facts facts, exception exception) { }

  /**
   * triggered before the execution of a rule.
   *
   * @param rule the current rule
   * @param facts known facts before executing the rule
   */
  default void beforeexecute(rule rule, facts facts) { }

  /**
   * triggered after a rule has been executed successfully.
   *
   * @param rule the current rule
   * @param facts known facts after executing the rule
   */
  default void onsuccess(rule rule, facts facts) { }

  /**
   * triggered after a rule has failed.
   *
   * @param rule the current rule
   * @param facts known facts after executing the rule
   * @param exception the exception thrown when attempting to execute the rule
   */
  default void onfailure(rule rule, facts facts, exception exception) { }

}

3. 示例

<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/maven-v4_0_0.xsd">
  <modelversion>4.0.0</modelversion>
  <groupid>com.cjs.example</groupid>
  <artifactid>easy-rules-quickstart</artifactid>
  <version>1.0.0-snapshot</version>
  <packaging>jar</packaging>
  <dependencies>
    <dependency>
      <groupid>org.jeasy</groupid>
      <artifactid>easy-rules-core</artifactid>
      <version>4.0.0</version>
    </dependency>
    <dependency>
      <groupid>org.jeasy</groupid>
      <artifactid>easy-rules-support</artifactid>
      <version>4.0.0</version>
    </dependency>
    <dependency>
      <groupid>org.jeasy</groupid>
      <artifactid>easy-rules-mvel</artifactid>
      <version>4.0.0</version>
    </dependency>
    <dependency>
      <groupid>org.slf4j</groupid>
      <artifactid>slf4j-simple</artifactid>
      <version>1.7.30</version>
    </dependency>
  </dependencies>
</project>

4. 扩展

规则本质上是一个函数,如y=f(x1,x2,..,xn)

规则引擎就是为了解决业务代码和业务规则分离的引擎,是一种嵌入在应用程序中的组件,实现了将业务决策从应用程序代码中分离。

还有一种常见的方式是java+groovy来实现,java内嵌groovy脚本引擎进行业务规则剥离。

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