R2DBC与WebFlux

WebFlux基于Netty,其异步复用线程模型与非阻塞IO带来的优势相比SpringMVC/Tomcat技术栈,可以带来更小的线程切换开销,更重要的是可以避免应用间的级联故障。对于Tomcat模型经常需要考虑的问题是线程池的参数调优,以及线程池隔离来做故障模块的隔离熔断。而异步非阻塞技术栈天然避免了这些问题。

以往由于JDBC是同步阻塞协议的原因,WebFlux技术栈一般应用于纯请求转发类的场景,在涉及到关系型数据的场景受限。有了R2DBC之后则补上了这块拼图。

使用的demo应用代码

搭建一个WebFlux应用,包含/user/getAllUser//user/slow/ 两个接口,应用使用r2dbc连接MySQL数据库,实现全链路异步非阻塞。

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 https://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.wangan</groupId>
    <artifactId>springbootone</artifactId>
    <version>0.0.1-SNAPSHOT</version>
    <name>springbootone</name>
    <description>springbootone</description>

    <properties>
        <java.version>1.8</java.version>
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <spring-boot.version>2.7.3</spring-boot.version>
    </properties>

    <dependencies>

        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-data-r2dbc</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-webflux</artifactId>
        </dependency>
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <scope>runtime</scope>
        </dependency>
        <dependency>
            <groupId>dev.miku</groupId>
            <artifactId>r2dbc-mysql</artifactId>
            <version>0.8.2.RELEASE</version>
        </dependency>

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

    <dependencyManagement>
        <dependencies>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-dependencies</artifactId>
                <version>${spring-boot.version}</version>
                <type>pom</type>
                <scope>import</scope>
            </dependency>
        </dependencies>
    </dependencyManagement>

    <build>
        <plugins>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-compiler-plugin</artifactId>
                <version>3.8.1</version>
                <configuration>
                    <source>1.8</source>
                    <target>1.8</target>
                    <encoding>UTF-8</encoding>
                </configuration>
            </plugin>
            <plugin>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-maven-plugin</artifactId>
                <version>2.1.17.RELEASE</version>
                <configuration>
                    <mainClass>com.wangan.springbootone.SpringbootoneApplication</mainClass>
                </configuration>
                <executions>
                    <execution>
                        <id>repackage</id>
                        <goals>
                            <goal>repackage</goal>
                        </goals>
                    </execution>
                </executions>
            </plugin>
        </plugins>
    </build>
</project>

配置文件:

spring.application.name=springbootone
server.port=8080
spring.r2dbc.driver-class-name=com.mysql.jdbc.Driver
spring.r2dbc.username=root
spring.r2dbc.password=root
spring.r2dbc.url=r2dbc:pool:mysql://xxx.xx.xxx.187:3306/db_core?useSSL=false&useUnicode=true&characterEncoding=UTF8&autoReconnect=true

repository

public interface UserRepository extends ReactiveCrudRepository<User, Integer> {

    @Query(value = "select sleep(10) ")
    public Mono<User> slowQuery();
}

entity

@Data
@AllArgsConstructor
@NoArgsConstructor
@Table("webflux_user")
public class User {
    @Id
    private int id;
    private String username;
    private String password;
}

service

@Service
public class UserService {

    @Autowired
    private UserRepository userRepository;

    public Mono<User> addUser(User user) {
        return userRepository.save(user);
    }

    public Mono<ResponseEntity<Void>> delUser(int id) {
        return userRepository.findById(id)
                .flatMap(user -> userRepository.delete(user).then(Mono.just(new ResponseEntity<Void>(HttpStatus.OK))))
                .defaultIfEmpty(new ResponseEntity<Void>(HttpStatus.NOT_FOUND));
    }

    public Mono<ResponseEntity<User>> updateUser(User user) {
        return userRepository.findById(user.getId())
                .flatMap(user0 -> userRepository.save(user))
                .map(user0 -> new ResponseEntity<User>(user0, HttpStatus.OK))
                .defaultIfEmpty(new ResponseEntity<User>(HttpStatus.NOT_FOUND));
    }

    public Flux<User> getAllUser() {
        return userRepository.findAll();
    }

    public Mono<ResponseEntity<User>>  slowFunction(){
        return userRepository.slowQuery()
                //.flatMap(user0 -> userRepository.save(user))
                .map(user0 -> new ResponseEntity<User>(user0, HttpStatus.OK))
                .defaultIfEmpty(new ResponseEntity<User>(HttpStatus.NOT_FOUND));
    }

}

controller

@RestController
@RequestMapping("/user")
public class UserController {

    @Autowired
    private UserService userService;

    @RequestMapping(value = "getAllUser", method = RequestMethod.GET)
    public Flux<User> getAllUser() {
        return userService.getAllUser();
    }

    @RequestMapping(value = "slow", method = RequestMethod.GET)
    public Mono<ResponseEntity<User>>  slow() {
        return userService.slowFunction();
    }

}
异步非阻塞能力测试

为了实验方便,先把webflux的工作线程设置为1:

@Configuration
public  class ReactNettyConfiguration {

    @Bean
    public ReactorResourceFactory reactorClientResourceFactory() {
        System.setProperty("reactor.netty.ioSelectCount","1");

        // 这里工作线程数为2-4倍都可以。看具体情况
        //int ioWorkerCount = Math.max(Runtime.getRuntime().availableProcessors()*3, 4));
        System.setProperty("reactor.netty.ioWorkerCount",String.valueOf(1));
        return new ReactorResourceFactory();
    }
}

此时应用内的线程情况,只有一个工作线程来处理请求:

jvisualvm查看应用线程

两个接口

localhost:8080/user/slow

localhost:8080/user/getAllUser/

先调用slow接口(用select sleep(10)模拟的由慢SQL导致的慢接口),再调用getAllUser,后者可以马上返回。同样的测试案例和配置,如果使用SpringMVC + JDBC的组合就会发生slow接口10秒后返回,此时getAllUser才可以返回。

后续
  • 关于远程调用的异步非阻塞:上述应用中使用r2dbc调用MySQL,如果该应用需要调用远程的Http服务,则需要使用WebClient替代RestTemplateApache HttpClient之类的传统Http客户端组件,实现全链路异步非阻塞。如果是该应用需要调用的后端服务是Dubbo服务,理论上只要将Dubbo客户端调用结果转为Reactive Streams返回仍然可以实现上述非阻塞调用效果。
  • (未完成)上述例子中,我们利用新的连接驱动r2dbc代替了jdbc,实现了异步非阻塞的与数据库网络通信,然后这里其实也可以使用个连接池,见:Data Access with R2DBC :: Spring Framework “When you use Spring’s R2DBC layer, you can configure your own with a connection pool implementation provided by a third party. A popular implementation is R2DBC Pool (). Implementations in the Spring distribution are meant only for testing purposes and do not provide pooling.”
参考

https://docs.spring.io/spring-framework/reference/data-access/r2dbc.html

SpringBoot之Webflux&R2DBC操作MySQL

Spring Cloud Gateway 雪崩了,我 TM 人傻了 - 知乎 (zhihu.com)

https://blog.csdn.net/weixin_42182797/article/details/117216371

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