目前主流的负载均衡方案分为以下两种:
集中式负载均衡:在消费者和服务提供方中间使用独立的代理方式进行负载,有硬件的(比如 F5),也有软件的(比如 Nginx)
客户端根据自己的请求情况做负载均衡:Ribbon 就属于客户端自己做负载均衡


使用较少默认实现方式,请求来之后排队处理性能的分析,给高配置,低负载的服务器分配更高的权重,均衡各个服务器的压力IP地址的hash值取模映射进行服务器调度使用比较多Spring Cloud Ribbon是基于Netflix Ribbon 实现的一套客户端的负载均衡工具
Ribbon客户端组件提供一系列的完善的配置,如超时,重试等
通过Load Balancer获取到服务提供的所有机器实例,Ribbon会自动基于某种规则(轮询,随机)去调用这些服务。Ribbon也可以实现我们自己的负载均衡算法
注册中心已经引入Ribbon
<dependency>
<groupId>org.springframework.cloudgroupId>
<artifactId>spring-cloud-starter-netflix-ribbonartifactId>
dependency>
RestConfig
@Configuration
public class RestConfig {
@Bean
public RestTemplate noLoadBalancedrestTemplate() {
return new RestTemplate();
}
@Bean
@LoadBalanced //open-api-service-product => ip:port
public RestTemplate hasLoadBalancedrestTemplate() {
return new RestTemplate();
}
}
RestTemplateController
@Slf4j
@RestController
@RequestMapping("/demo")
public class RestTemplateController {
@Autowired
private RestTemplate noLoadBalancedrestTemplate;
@Autowired
private RestTemplate hasLoadBalancedrestTemplate;
@GetMapping("/ip")
public String ip() {
log.info("demo product start");
String url = "http://localhost:8001/check";
String result = noLoadBalancedrestTemplate.getForObject(url, String.class);
log.info("demo product result = " + result);
return result;
}
@GetMapping("/ribbon")
public String ribbon() {
log.info("demo product start");
String url = "http://open-api-service-product/check";
String result = hasLoadBalancedrestTemplate.getForObject(url, String.class);
log.info("demo product result = " + result);
return result;
}
//没有配置@LoadBalanced 不识别项目名 open-api-service-product
@GetMapping("/error_not_is_load_balanced")
public String no_load_balanced_error() {
log.info("demo product start");
String url = "http://open-api-service-product/check";
String result = noLoadBalancedrestTemplate.getForObject(url, String.class);
log.info("demo product result = " + result);
return result;
}
//@LoadBalanced 不识别IP地址 localhost:8001
@GetMapping("/error_not_is_serveice_name")
public String error_not_is_serveice_name() {
log.info("demo product start");
String url = "http://localhost:8001/check";
String result = hasLoadBalancedrestTemplate.getForObject(url, String.class);
log.info("demo product result = " + result);
return result;
}
}




@Target({ ElementType.FIELD, ElementType.PARAMETER, ElementType.METHOD })
@Retention(RetentionPolicy.RUNTIME)
@Documented
@Inherited
@Qualifier //注入优先使用
public @interface LoadBalanced {
}
LoadBalancerAutoConfiguration 默认自动装配的
@Configuration
@ConditionalOnClass(RestTemplate.class)
@ConditionalOnBean(LoadBalancerClient.class)
@EnableConfigurationProperties(LoadBalancerRetryProperties.class)
public class LoadBalancerAutoConfiguration {
...
@LoadBalanced //对添加有@LoadBalanced的Bean定制添加一个拦截器
@Autowired(required = false)
private List<RestTemplate> restTemplates = Collections.emptyList();
...
@Configuration
@ConditionalOnMissingClass("org.springframework.retry.support.RetryTemplate")
static class LoadBalancerInterceptorConfig {
@Bean
public LoadBalancerInterceptor ribbonInterceptor(
LoadBalancerClient loadBalancerClient,
LoadBalancerRequestFactory requestFactory) {
return new LoadBalancerInterceptor(loadBalancerClient, requestFactory);
}
@Bean
@ConditionalOnMissingBean
public RestTemplateCustomizer restTemplateCustomizer( //添加定制
final LoadBalancerInterceptor loadBalancerInterceptor) {
return restTemplate -> {
List<ClientHttpRequestInterceptor> list = new ArrayList<>(
restTemplate.getInterceptors());
list.add(loadBalancerInterceptor); //添加LoadBalancerInterceptor拦截器
restTemplate.setInterceptors(list);
};
}
}
...
}
@Configuration
public class RestConfig {
@Bean
public RestTemplate noLoadBalancedrestTemplate() {
return new RestTemplate();
}
@Bean
@LoadBalanced //open-api-service-product => ip:port
public RestTemplate hasLoadBalancedrestTemplate() {
return new RestTemplate();
}
}
@LoadBalanced使用了@Qualifier,spring中@Qualifier用于筛选限定注入Bean。
@LoadBalanced利用@Qualifier作为restTemplates注入的筛选条件,筛选出具有负载均衡标识的RestTemplate。
被@LoadBalanced注解的restTemplate会被定制,添加LoadBalancerInterceptor拦截器。
注意: SmartInitializingSingleton是在所有的bean都实例化完成之后才会调用的,所以在bean的实例化期间使用@LoadBalanced修饰的restTemplate是不具备负载均衡作用的。
@Bean
public RestTemplate restTemplate(LoadBalancerInterceptor loadBalancerInterceptor) {
RestTemplate restTemplate = new RestTemplate();
//注入loadBalancerInterceptor拦截器
restTemplate.setInterceptors(Arrays.asList(loadBalancerInterceptor));
return restTemplate;
}
AbstractServerPredicate#incrementAndGetModulo
private int incrementAndGetModulo(int modulo) {
for (;;) {
int current = nextIndex.get();
int next = (current + 1) % modulo;
if (nextIndex.compareAndSet(current, next) && current < modulo)
return current;
}
}
注意: SmartInitializingSingleton是在所有的bean都实例化完成之后才会调用的,所以在bean的实例化期间使用@LoadBalanced修饰的restTemplate是不具备负载均衡作用的。
RibbonConfig
@Configuration
public class RibbonConfig {
/**
* 方法实现说明:原生的RestTemplate +@LB不行 因为在
* InitializingBean方法执行前我们的RestTemplate还没有被增强
* 需要自己改写RestTemplate
*/
// @Bean
// public DemoRestTemplate restTemplate(DiscoveryClient discoveryClient) {
// return new DemoRestTemplate(discoveryClient);
// }
/**
*
* 手动注入loadBalancerInterceptor拦截器,实现负载均衡功能
* @param loadBalancerInterceptor
* @return
*
*/
@Bean
public RestTemplate restTemplate(LoadBalancerInterceptor loadBalancerInterceptor){
RestTemplate restTemplate = new RestTemplate();
List<ClientHttpRequestInterceptor> list = new ArrayList();
list.add(loadBalancerInterceptor);
restTemplate.setInterceptors(list);
return restTemplate;
}
}
DemoRestTemplate
/**
* 根据RestTemplate特性自己改造
*/
@Slf4j
public class DemoRestTemplate extends RestTemplate {
private DiscoveryClient discoveryClient;
public DemoRestTemplate(DiscoveryClient discoveryClient) {
this.discoveryClient = discoveryClient;
}
protected <T> T doExecute(URI url, @Nullable HttpMethod method, @Nullable RequestCallback requestCallback,
@Nullable ResponseExtractor<T> responseExtractor) throws RestClientException {
Assert.notNull(url, "URI is required");
Assert.notNull(method, "HttpMethod is required");
ClientHttpResponse response = null;
try {
//判断url的拦截路径,然后去redis(作为注册中心)获取地址随机选取一个
log.info("请求的url路径为:{}",url);
url = replaceUrl(url);
log.info("替换后的路径:{}",url);
ClientHttpRequest request = createRequest(url, method);
if (requestCallback != null) {
requestCallback.doWithRequest(request);
}
response = request.execute();
handleResponse(url, method, response);
return (responseExtractor != null ? responseExtractor.extractData(response) : null);
}
catch (IOException ex) {
String resource = url.toString();
String query = url.getRawQuery();
resource = (query != null ? resource.substring(0, resource.indexOf('?')) : resource);
throw new ResourceAccessException("I/O error on " + method.name() +
" request for \"" + resource + "\": " + ex.getMessage(), ex);
} finally {
if (response != null) {
response.close();
}
}
}
/**
* 把服务实例名称替换为ip:端口
*/
private URI replaceUrl(URI url){
//解析我们的微服务的名称
String sourceUrl = url.toString();
String [] httpUrl = sourceUrl.split("//");
int index = httpUrl[1].replaceFirst("/","@").indexOf("@");
String serviceName = httpUrl[1].substring(0,index);
//通过微服务的名称去nacos服务端获取 对应的实例列表
List<ServiceInstance> serviceInstanceList = discoveryClient.getInstances(serviceName);
if(serviceInstanceList.isEmpty()) {
throw new RuntimeException("没有可用的微服务实例列表:"+serviceName);
}
//采取随机的获取一个
Random random = new Random();
Integer randomIndex = random.nextInt(serviceInstanceList.size());
log.info("随机下标:{}",randomIndex);
String serviceIp = serviceInstanceList.get(randomIndex).getUri().toString();
log.info("随机选举的服务IP:{}",serviceIp);
String targetSource = httpUrl[1].replace(serviceName,serviceIp);
try {
return new URI(targetSource);
} catch (URISyntaxException e) {
e.printStackTrace();
}
return url;
}
}
参考: org.springframework.cloud.netflix.ribbon.RibbonClientConfiguration
Ribbon的负载均衡策略,默认采用ZoneAvoidanceRule实现,该策略能够在多区域环境下选出最佳区域的实例进行访问负载均衡器,默认采用ZoneAwareLoadBalancer实现,它具备了区域感知的能力
默认的负载均衡策略,即复合判断Server所在区域的性能和Server的可用性选择Server,在没有区域的环境下,类似于轮询public class RibbonClientConfiguration {
...
@Bean
@ConditionalOnMissingBean
public IRule ribbonRule(IClientConfig config) {
if (this.propertiesFactory.isSet(IRule.class, this.name)) {
return (IRule)this.propertiesFactory.get(IRule.class, config, this.name);
} else {
ZoneAvoidanceRule rule = new ZoneAvoidanceRule();
rule.initWithNiwsConfig(config);
return rule;
}
}
...
}

@Configuration
public class RibbonConfig {
/**
* 全局配置
* 指定负载均衡策略
* @return
*/
@Bean
public IRule ribbonRule() {
// 指定使用Nacos提供的负载均衡策略(优先调用同一集群的实例,基于随机权重)
return new NacosRule();
}
}
修改application.yml
# 被调用的微服务名
open-api-service-product:
ribbon:
# 指定使用Nacos提供的负载均衡策略(优先调用同一集群的实例,基于随机&权重)
NFLoadBalancerRuleClassName: com.alibaba.cloud.nacos.ribbon.NacosRule
配置权重

配置集群
spring:
application:
name: open-api-global-rule
cloud:
nacos:
discovery:
server-addr: nacos.localhost.com:8848
namespace: 2cd251e2-5fb4-491a-955e-67c43be601f4
group: open-api
cluster-name: ShangHai #配置上海集群
metadata: #配置附加信息,自定义负载均衡时获取过滤
version: 1.0
flag: grey
public class NacosRule extends AbstractLoadBalancerRule {
private static final Logger LOGGER = LoggerFactory.getLogger(NacosRule.class);
@Autowired
private NacosDiscoveryProperties nacosDiscoveryProperties;
@Override
public Server choose(Object key) {
try {
String clusterName = this.nacosDiscoveryProperties.getClusterName();
DynamicServerListLoadBalancer loadBalancer = (DynamicServerListLoadBalancer) getLoadBalancer();
String name = loadBalancer.getName();
NamingService namingService = nacosDiscoveryProperties
.namingServiceInstance();
List<Instance> instances = namingService.selectInstances(name, true);
if (CollectionUtils.isEmpty(instances)) {
LOGGER.warn("no instance in service {}", name);
return null;
}
List<Instance> instancesToChoose = instances;
if (StringUtils.isNotBlank(clusterName)) {
List<Instance> sameClusterInstances = instances.stream()
.filter(instance -> Objects.equals(clusterName,
instance.getClusterName()))
.collect(Collectors.toList());
if (!CollectionUtils.isEmpty(sameClusterInstances)) {
instancesToChoose = sameClusterInstances;
}
else {
LOGGER.warn(
"A cross-cluster call occurs,name = {}, clusterName = {}, instance = {}",
name, clusterName, instances);
}
}
Instance instance = ExtendBalancer.getHostByRandomWeight2(instancesToChoose);
return new NacosServer(instance);
}
catch (Exception e) {
LOGGER.warn("NacosRule error", e);
return null;
}
}
@Override
public void initWithNiwsConfig(IClientConfig iClientConfig) {
}
}
通过实现 IRule 接口可以自定义负载策略,主要的选择服务逻辑在 choose 方法中
参考 NacosRule
饥饿加载在进行服务调用的时候,如果网络情况不好,第一次调用会超时。Ribbon默认懒加载,意味着只有在发起调用的时候才会创建客户端。
ribbon:
eager-load:
enabled: true
clients: open-api-service-product
参数说明:
不能在Spring初始化中使用LoadBalance远程服务如预热、cache、tokenSpring Cloud LoadBalancer是Spring Cloud官方自己提供的客户端负载均衡器, 用来替代Ribbon。
注意: nacos-discovery中引入了ribbon,需要移除ribbon的包
如果不移除,也可以在yml中配置不使用ribbon spring.cloud.loadbalancer.ribbon.enabled=false
默认情况下,如果同时拥有RibbonLoadBalancerClient和BlockingLoadBalancerClient,为了保持向后兼容性,将使用RibbonLoadBalancerClient。
官网地址: https://spring.io/guides/gs/spring-cloud-loadbalancer/

<dependency>
<groupId>org.springframework.cloudgroupId>
<artifactId>spring-cloud-starter-loadbalancerartifactId>
dependency>
<dependency>
<groupId>org.springframework.bootgroupId>
<artifactId>spring-boot-starter-webartifactId>
dependency>
<dependency>
<groupId>com.alibaba.cloudgroupId>
<artifactId>spring-cloud-starter-alibaba-nacos-discoveryartifactId>
<exclusions>
<exclusion>
<groupId>org.springframework.cloudgroupId>
<artifactId>spring-cloud-starter-netflix-ribbonartifactId>
exclusion>
exclusions>
dependency>
或者
spring:
application:
name: open-api-service-product
cloud:
nacos:
discovery:
server-addr: nacos.localhost.com:8848
# 不使用ribbon,使用loadbalancer
loadbalancer:
ribbon:
enabled: false
@Configuration
public class RestConfig {
@Bean
@LoadBalanced
public RestTemplate restTemplate() {
return new RestTemplate();
}
}
<dependency>
<groupId>org.springframework.cloudgroupId>
<artifactId>spring-cloud-starter-loadbalancerartifactId>
dependency>
<dependency>
<groupId>org.springframework.bootgroupId>
<artifactId>spring-boot-starter-webfluxartifactId>
dependency>
<dependency>
<groupId>com.alibaba.cloudgroupId>
<artifactId>spring-cloud-starter-alibaba-nacos-discoveryartifactId>
<exclusions>
<exclusion>
<groupId>org.springframework.cloudgroupId>
<artifactId>spring-cloud-starter-netflix-ribbonartifactId>
exclusion>
exclusions>
dependency>
@Configuration
public class WebClientConfig {
@LoadBalanced
@Bean
WebClient.Builder webClientBuilder() {
return WebClient.builder();
}
@Bean
WebClient webClient() {
return webClientBuilder().build();
}
}
@Autowired
private WebClient webClient;
@RequestMapping(value = "/test")
public Mono<R> test() {
String url = "http://open-api-service-product/check";
//基于WebClient
Mono<R> result = webClient.get().uri(url).retrieve().bodyToMono(R.class);
return result;
}
基于WebClient+webFlux
@Autowired
private ReactorLoadBalancerExchangeFilterFunction lbFunction;
@RequestMapping(value = "/check")
public Mono<R> check() {
String url = "http://open-api-service-product/check";
Mono<R> result = WebClient.builder()
.filter(lbFunction)
.build()
.get()
.uri(url)
.retrieve()
.bodyToMono(R.class);
return result;
}