Spring Cloud（二十五）：Sentinel热点key限流+@SentinelResource

短命女 2022-11-17 14:49 217阅读 0赞

## 1. 基本介绍 ##

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70]  
**官网**  
https://github.com/alibaba/Sentinel/wiki/热点参数限流

## 2. @SentinelResource ##

兜底方法  
分为系统默认和客户自定义，两种  
之前的case，限流出问题后，都是用sentinel系统默认的提示  
使用@SentinelResource，自定义降级方法

**代码**  
controller 添加方法

@GetMapping("/testHotKey")
    @SentinelResource(value = "testHotKey", blockHandler = "deal_testHotKey")
    public String testHotKey(@RequestParam(value = "p1", required = false) String p1,
                             @RequestParam(value = "p2", required = false) String p2) {
        
        return "------testHotKey";
    }
    
    public String deal_testHotKey(String p1, String p2, BlockException execetion) {
        
        return "------deal_testHotKey";// sentinel 系统默认的提示：Blocked by sentinel（flow limiting）
    }

com.alibaba.csp.sentinel.slots.block.BlockException

**配置**  
@SentinelResource(value = “testHotKey”)  
![在这里插入图片描述][20210410180940755.png]

@SentinelResource(value = “testHotKey”,blockHandler = “deal\_testHotKey”)  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 1]  
![在这里插入图片描述][20210410181557447.png]

上述案例演示了第一个参数p1,当QPS超过1秒1次点击后马上被限流

**特殊情况**  
普通:超过1秒钟一个后，达到阈值1后马上被限流  
我们期望p1参数当它是某个特殊值时，它的限流值和平时不一样  
特例:假如当p1的值等于5时，它的阈值可以达到200  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 2]

**测试**  
http://localhost:8401/testHotKey?p1=1  
![在这里插入图片描述][20210410182243700.png]

http://localhost:8401/testHotKey?p1=5  
![在这里插入图片描述][20210410182429588.png]

当p1等于5的时候，阈值变为200，当p1不等于5的时候，阈值就是平常的1

热点参数的注意点，参数必须是基本类型或者String

**其他**  
添加异常  
int i = 10/0;  
![在这里插入图片描述][20210410183905932.png]

## 3. 系统规则 ##

https://github.com/alibaba/Sentinel/wiki/%E7%B3%BB%E7%BB%9F%E8%87%AA%E9%80%82%E5%BA%94%E9%99%90%E6%B5%81

### 3.1 配置全局QPS ###

**各项配置参数说明**  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 3]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 4]

![在这里插入图片描述][20210410190945289.png]

## 4. 按资源名称限流+后续处理 ##

启动Nacos成功  
启动Sentinel成功  
Module

业务类RateLimitController

**配置流控规则**  
配置步骤  
表示1秒钟内查询次数大于1，就跑到我们自定义的处流，限流。  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 5]

**测试**  
![在这里插入图片描述][20210410192054838.png]  
**额外问题**  
此时关闭微服务8401，流控规则消失，临时。

## 5. 按照Url地址限流+后续处理 ##

通过访问的URL来限流，会返回Sentinel自带默认的限流处理信息。

业务类RateLimitController 添加

@GetMapping("/rateLimit/byUrl")
    @SentinelResource(value = "byUrl")
    public CommonResult byUrl() {
        
        return new CommonResult(200, "按url限流测试OK", new Payment(2020L, "serial002"));
    }

Sentinel控制台配置：  
![在这里插入图片描述][20210410213408259.png]  
![在这里插入图片描述][20210410213827221.png]  
返回自带的限流处理结果

**上面兜底方法面临的问题**  
![在这里插入图片描述][20210410213915464.png]

### 5.1 客户自定义限流处理逻辑 ###

创建customerBlockHandler类用于自定义限流处理逻辑

**自定义限流处理类**

package com.lele.springcloud.alibaba.myhandler;
    
    import com.alibaba.csp.sentinel.slots.block.BlockException;
    import com.lele.springcloud.entities.CommonResult;
    
    /**
     * @author: lele
     * @date: 2021/4/10 21:55
     * @description:
     */
    public class CustomerBlockHandler {
        
        public static CommonResult handleException(BlockException exception) {
        
            return new CommonResult(2020, "自定义限流处理信息....CustomerBlockHandler");
    
        }
    }

**RateLimitController** 添加方法

@GetMapping("/rateLimit/customerBlockHandler")
        @SentinelResource(value = "customerBlockHandler",
                blockHandlerClass = CustomerBlockHandler.class,
                blockHandler = "handleException")
        public CommonResult customerBlockHandler() {
        
            return new CommonResult(200, "按客户自定义", new Payment(2020L, "serial003"));
        }

启动微服务后先调用一次  
http://localhost:8401/rateLimit/customerBlockHandler

Sentinel控制台配置  
![在这里插入图片描述][20210410220526823.png]  
![在这里插入图片描述][20210410220545996.png]

进一步说明  
![在这里插入图片描述][20210410220611285.png]

**Sentinel主要有三个核心API**

*  SphU定义资源
 *  Tracer定义统计
 *  ContextUtil定义了上下文

## 6. 服务熔断功能 ##

### 6.1 Ribbon系列 ###

**启动nacos和sentinel**

**提供者9003/9004**  
新建cloudalibaba-provider-payment9003/9004

pom

<?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>spring-cloud-demo</artifactId>
            <groupId>com.lele.springcloud</groupId>
            <version>1.0-SNAPSHOT</version>
        </parent>
        <modelVersion>4.0.0</modelVersion>
    
        <artifactId>cloudalibaba-provider-payment9003</artifactId>
    
        <dependencies>
            
            <dependency>
                <groupId>com.alibaba.cloud</groupId>
                <artifactId>spring-cloud-starter-alibaba-nacos-discovery</artifactId>
            </dependency>
            <dependency>
                <groupId>com.lele.springcloud</groupId>
                <artifactId>cloud-api-commons</artifactId>
                <version>${project.version}</version>
            </dependency>
            
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-web</artifactId>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-actuator</artifactId>
            </dependency>
            
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-devtools</artifactId>
                <scope>runtime</scope>
                <optional>true</optional>
            </dependency>
            <dependency>
                <groupId>org.projectlombok</groupId>
                <artifactId>lombok</artifactId>
                <optional>true</optional>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-test</artifactId>
                <scope>test</scope>
            </dependency>
        </dependencies>
    
    </project>

yml

server:
      port: 9003
    
    spring:
      application:
        name: nacos-payment-provider
      cloud:
        nacos:
          discovery:
            server-addr: localhost:8848 #配置Nacos地址
    
    management:
      endpoints:
        web:
          exposure:
            include: '*'

**主启动：**

package com.lele.springcloud.alibaba;
    
    import org.springframework.boot.SpringApplication;
    import org.springframework.boot.autoconfigure.SpringBootApplication;
    import org.springframework.cloud.client.discovery.EnableDiscoveryClient;
    
    /**
     * @author: lele
     * @date: 2021/4/11 6:42
     * @description:
     */
    @SpringBootApplication
    @EnableDiscoveryClient
    public class PaymentMain9003 {
        
        public static void main(String[] args) {
        
            SpringApplication.run(PaymentMain9003.class, args);
        }
    }

业务类：

package com.lele.springcloud.alibaba.controller;
    
    import com.lele.springcloud.entities.CommonResult;
    import com.lele.springcloud.entities.Payment;
    import org.springframework.beans.factory.annotation.Value;
    import org.springframework.web.bind.annotation.GetMapping;
    import org.springframework.web.bind.annotation.PathVariable;
    import org.springframework.web.bind.annotation.RestController;
    
    import java.util.HashMap;
    
    /**
     * @author: lele
     * @date: 2021/4/11 6:44
     * @description:
     */
    @RestController
    public class PaymentController {
        
    
        @Value("${server.port}")
        private String serverPort;
    
        public static HashMap<Long, Payment> hashMap = new HashMap<>();
        static{
        
            hashMap.put(1L,new Payment(1L,"28a8c1e3bc2742d8848569891fb42181"));
            hashMap.put(2L,new Payment(2L,"bba8c1e3bc2742d8848569891ac32182"));
            hashMap.put(3L,new Payment(3L,"6ua8c1e3bc2742d8848569891xt92183"));
        }
    
        @GetMapping(value = "/paymentSQL/{id}")
        public CommonResult<Payment> paymentSQL(@PathVariable("id") Long id){
        
            Payment payment = hashMap.get(id);
            CommonResult<Payment> result = new CommonResult(200,"from mysql,serverPort:  "+serverPort,payment);
            return result;
        }
    }

**参照9003新建9004模块**

测试地址  
http://localhost:9003/paymentSQL/1  
![在这里插入图片描述][20210411064710450.png]

**消费者84**  
新建cloudalibaba-consumer-nacos-order84

pom

<?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>spring-cloud-demo</artifactId>
            <groupId>com.lele.springcloud</groupId>
            <version>1.0-SNAPSHOT</version>
        </parent>
        <modelVersion>4.0.0</modelVersion>
    
        <artifactId>cloudalibaba-consumer-nacos-order84</artifactId>
    
        <dependencies>
            <dependency>
                <groupId>org.springframework.cloud</groupId>
                <artifactId>spring-cloud-starter-openfeign</artifactId>
            </dependency>
            <dependency>
                <groupId>com.alibaba.cloud</groupId>
                <artifactId>spring-cloud-starter-alibaba-nacos-discovery</artifactId>
            </dependency>
            <dependency>
                <groupId>com.alibaba.cloud</groupId>
                <artifactId>spring-cloud-starter-alibaba-sentinel</artifactId>
            </dependency>
            <dependency>
                <groupId>com.lele.springcloud</groupId>
                <artifactId>cloud-api-commons</artifactId>
                <version>${project.version}</version>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-web</artifactId>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-actuator</artifactId>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-devtools</artifactId>
                <scope>runtime</scope>
                <optional>true</optional>
            </dependency>
            <dependency>
                <groupId>org.projectlombok</groupId>
                <artifactId>lombok</artifactId>
                <optional>true</optional>
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-test</artifactId>
                <scope>test</scope>
            </dependency>
        </dependencies>
    
    </project>

yml

server:
      port: 84
    spring:
      application:
        name: nacos-order-consumer
      cloud:
        nacos:
          discovery:
            server-addr: localhost:8848
        sentinel:
          transport:
            dashboard: localhost:8080
            port: 8719
    
    service-url:
      nacos-user-service: http://nacos-payment-provider

主启动类

package com.lele.springcloud.alibaba;
    
    import org.springframework.boot.SpringApplication;
    import org.springframework.boot.autoconfigure.SpringBootApplication;
    import org.springframework.cloud.client.discovery.EnableDiscoveryClient;
    import org.springframework.cloud.openfeign.EnableFeignClients;
    
    /**
     * @author: lele
     * @date: 2021/4/11 7:01
     * @description:
     */
    @SpringBootApplication
    @EnableDiscoveryClient
    @EnableFeignClients
    public class OrderNacosMain84 {
        
        public static void main(String[] args) {
        
            SpringApplication.run(OrderNacosMain84.class, args);
        }
    }

ApplicationContextConfig

package com.lele.springcloud.alibaba.config;
    
    import org.springframework.cloud.client.loadbalancer.LoadBalanced;
    import org.springframework.context.annotation.Bean;
    import org.springframework.web.client.RestTemplate;
    
    /**
     * @author: lele
     * @date: 2021/4/11 7:03
     * @description:
     */
    public class ApplicationContextConfig {
        
        @Bean
        @LoadBalanced
        public RestTemplate getRestTemplate()
        {
        
            return new RestTemplate();
        }
    }

业务类

package com.lele.springcloud.alibaba.controller;
    
    import com.alibaba.csp.sentinel.annotation.SentinelResource;
    import com.alibaba.csp.sentinel.slots.block.BlockException;
    import com.lele.springcloud.entities.CommonResult;
    import com.lele.springcloud.entities.Payment;
    import lombok.extern.slf4j.Slf4j;
    import org.springframework.web.bind.annotation.PathVariable;
    import org.springframework.web.bind.annotation.RequestMapping;
    import org.springframework.web.bind.annotation.RestController;
    import org.springframework.web.client.RestTemplate;
    
    import javax.annotation.Resource;
    
    /**
     * @author: lele
     * @date: 2021/4/11 7:05
     * @description:
     */
    @RestController
    @Slf4j
    public class CircleBreakerController {
        
    
        public static final String SERVICE_URL = "http://nacos-payment-provider";
    
        @Resource
        private RestTemplate restTemplate;
    
    
    
        @RequestMapping("/consumer/fallback/{id}")
        //@SentinelResource(value = "fallback") //没有配置
        //@SentinelResource(value = "fallback",fallback = "handlerFallback") //fallback只负责业务异常
        //@SentinelResource(value = "fallback",blockHandler = "blockHandler") //blockHandler只负责sentinel控制台配置违规
        @SentinelResource(value = "fallback",fallback = "handlerFallback",blockHandler = "blockHandler",
                exceptionsToIgnore = {
        IllegalArgumentException.class})
        public CommonResult<Payment> fallback(@PathVariable Long id) {
        
            CommonResult<Payment> result = restTemplate.getForObject(SERVICE_URL + "/paymentSQL/"+id, CommonResult.class,id);
    
            if (id == 4) {
        
                throw new IllegalArgumentException ("IllegalArgumentException,非法参数异常....");
            }else if (result.getData() == null) {
        
                throw new NullPointerException ("NullPointerException,该ID没有对应记录,空指针异常");
            }
    
            return result;
        }
    
        //fallback
        public CommonResult handlerFallback(@PathVariable  Long id,Throwable e) {
        
            Payment payment = new Payment(id,"null");
            return new CommonResult<>(444,"兜底异常handlerFallback,exception内容  "+e.getMessage(),payment);
        }
    
        //blockHandler
        public CommonResult blockHandler(@PathVariable  Long id, BlockException blockException) {
        
            Payment payment = new Payment(id,"null");
            return new CommonResult<>(445,"blockHandler-sentinel限流,无此流水: blockException  "+blockException.getMessage(),payment);
        }
        
    }

**目的**  
fallback管运行异常

blockHandler管配置违规

测试地址：http://localhost:84/consumer/fallback/1

![在这里插入图片描述][20210411070807265.png]  
![在这里插入图片描述][20210411070818154.png]

### 6.2 Feign系列 ###

**修改84模块**  
yml  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 6]  
PaymentFallbackService实现类

package com.lele.springcloud.alibaba.feign;
    
    import com.lele.springcloud.alibaba.service.PaymentService;
    import com.lele.springcloud.entities.CommonResult;
    import com.lele.springcloud.entities.Payment;
    import org.springframework.stereotype.Component;
    
    /**
     * @author: lele
     * @date: 2021/4/11 7:16
     * @description:
     */
    @Component
    public class PaymentFallbackService implements PaymentService {
        
        @Override
        public CommonResult<Payment> paymentSQL(Long id)
        {
        
            return new CommonResult<>(44444,"服务降级返回,---PaymentFallbackService",new Payment(id,"errorSerial"));
        }
    }

带@FeignClient注解的业务接口

package com.lele.springcloud.alibaba.service;
    
    import com.lele.springcloud.alibaba.feign.PaymentFallbackService;
    import com.lele.springcloud.entities.CommonResult;
    import com.lele.springcloud.entities.Payment;
    import org.springframework.cloud.openfeign.FeignClient;
    import org.springframework.web.bind.annotation.GetMapping;
    import org.springframework.web.bind.annotation.PathVariable;
    
    /**
     * @author: lele
     * @date: 2021/4/11 7:14
     * @description:
     */
    @FeignClient(value = "nacos-payment-provider",fallback = PaymentFallbackService.class)
    public interface PaymentService {
        
        @GetMapping(value = "/paymentSQL/{id}")
        public CommonResult<Payment> paymentSQL(@PathVariable("id") Long id);
    }

controller  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 7]

http://lcoalhost:84/consumer/openfeign/1  
http://lcoalhost:84/consumer/paymentSQL/1

测试84调用9003，此时故意关闭9003微服务提供者，看84消费侧自动降级，不会被耗死

## 7. 熔断框架比较 ##

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 8]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 9]

## 8. 规则持久化 ##

一旦我们重启应用，Sentinel规则将消失，生产环境需要将配置规则进行持久化  
将限流配置规则持久化进Nacos保存，只要刷新8401某个rest地址，sentinel控制台的流控规则就能看到，只要Nacos里面的配置不删除，针对8401上Sentinel上的流控规则持续有效

**修改cloudalibaba-sentinel-service8401**  
yml

server:
      port: 8401
    
    spring:
      application:
        name: cloudalibaba-sentinel-service
      cloud:
        nacos:
          discovery:
            #nacos服务注册中心地址
            server-addr: localhost:8848
        sentinel:
          transport:
            #配置sentinel dashboard地址
            dashboard: localhost:8080
            #默认8719端口，假如被占用会自动从8719开始依次+1扫描，直至找到未被占用的端口
            port: 8719
          datasource:
            ds1:
              nacos:
                server-addr: localhost:8848
                dataId: cloudalibaba-sentinel-service
                groupId: DEFAULT_GROUP
                data-type: json
                rule-type: flow
            
            
    management:
      endpoints:
        web:
          exposure:
            include: '*'

**添加Nacos业务规则配置:**  
![在这里插入图片描述][20210411072919154.png]

[
        {
        
             "resource": "/retaLimit/byUrl",
             "limitApp": "default",
             "grade":   1,
             "count":   1,
             "strategy": 0,
             "controlBehavior": 0,
             "clusterMode": false    
        }
    ]

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70 10]  
启动8401后刷新sentinel发现业务规则有了

停止8401再看sentinel

![在这里插入图片描述][2021041107302773.png]

多次调用http://localhost:8401/rateLimit/byUrl

重新配置出现了，持久化验证通过

[watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2hvdXdhbmxl_size_16_color_FFFFFF_t_70]: /images/20221022/15dc65394a4943d59118f7c00e29352e.png
[20210410180940755.png]: /images/20221022/6ceb7f01282a463e84f88a432a4fe919.png
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