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本文基于 ReactiveLoadBalancerClientFilter使用RoundRobinLoadBalancer

灰度发布

灰度发布,又称为金丝雀发布,是一种新旧版本平滑发布的方式。在上面可以对同一个API进行两个版本 的内容,由一部分用户先行体验,如无问题,逐步扩大发布范围

本文将讲述如何基于基于nacos的matedata与Ribbon如何去做灰度发布

重点知识

Spring Cloud Gateway两种负载均衡器

官网说明两种负载均衡器
Gateway有两种客户端负载均衡器,LoadBalancerClientFilter和ReactiveLoadBalancerClientFilter。
LoadBalancerClientFilter使用一个Ribbon的阻塞式LoadBalancerClient,Gateway建议使用ReactiveLoadBalancerClientFilter。
可以通过设置spring.cloud.loadbalancer.ribbon.enabled=false,切换到ReactiveLoadBalancerClientFilter。无论使用Ribbon还是LoadBalancer,在Route中配置的lb是一样的

本节采用 ReactiveLoadBalancerClientFilter 进行设置

采用ReactiveLoadBalancerClientFilter使用RoundRobinLoadBalancer

灰度发布服务器选择 简单示意图

Client —-> gateway —-> GlobalFilter 拦截 选择一个灰度发布服务器 如果没有灰度服务则选取正常服务器 —->转发到服务

nacos的matedata

我们在向 Nacos Server 进行服务注册的时候往往会附加一些 metadata ,可以参考官方文档中 Dubbo 融合 Nacos 成为注册中心 章节。
充分利用好服务实例的 metadata ,可以衍生出许多有意思的实践。
完全可以把相关内容放进 metadata 中,好比说版本号,特性名等等

然后再根据负载均衡路由到不同的服务

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spring.cloud.nacos.discovery.metadata.version=1.15
spring.cloud.nacos.discovery.metadata.advance=true

准备工作

nacos 部署
gateway 部署 -可以参考
部署两台服务A

开始

跟踪代码

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public Mono<Void> filter(ServerWebExchange exchange, GatewayFilterChain chain) {
URI url = (URI)exchange.getAttribute(ServerWebExchangeUtils.GATEWAY_REQUEST_URL_ATTR);
String schemePrefix = (String)exchange.getAttribute(ServerWebExchangeUtils.GATEWAY_SCHEME_PREFIX_ATTR);
if (url != null && ("lb".equals(url.getScheme()) || "lb".equals(schemePrefix))) {
ServerWebExchangeUtils.addOriginalRequestUrl(exchange, url);
if (log.isTraceEnabled()) {
log.trace(ReactiveLoadBalancerClientFilter.class.getSimpleName() + " url before: " + url);
}

return this.choose(exchange).doOnNext((response) -> {
if (!response.hasServer()) {
throw NotFoundException.create(this.properties.isUse404(), "Unable to find instance for " + url.getHost());
} else {
ServiceInstance retrievedInstance = (ServiceInstance)response.getServer();
URI uri = exchange.getRequest().getURI();
String overrideScheme = retrievedInstance.isSecure() ? "https" : "http";
if (schemePrefix != null) {
overrideScheme = url.getScheme();
}

DelegatingServiceInstance serviceInstance = new DelegatingServiceInstance(retrievedInstance, overrideScheme);
URI requestUrl = this.reconstructURI(serviceInstance, uri);
if (log.isTraceEnabled()) {
log.trace("LoadBalancerClientFilter url chosen: " + requestUrl);
}

exchange.getAttributes().put(ServerWebExchangeUtils.GATEWAY_REQUEST_URL_ATTR, requestUrl);
}
}).then(chain.filter(exchange));
} else {
return chain.filter(exchange);
}
}

protected URI reconstructURI(ServiceInstance serviceInstance, URI original) {
return LoadBalancerUriTools.reconstructURI(serviceInstance, original);
}

private Mono<Response<ServiceInstance>> choose(ServerWebExchange exchange) {
URI uri = (URI)exchange.getAttribute(ServerWebExchangeUtils.GATEWAY_REQUEST_URL_ATTR);
ReactorLoadBalancer<ServiceInstance> loadBalancer = (ReactorLoadBalancer)this.clientFactory.getInstance(uri.getHost(), ReactorServiceInstanceLoadBalancer.class);
if (loadBalancer == null) {
throw new NotFoundException("No loadbalancer available for " + uri.getHost());
} else {
return loadBalancer.choose(this.createRequest());
}
}
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@SuppressWarnings("rawtypes")
@Override
// see original
// https://github.com/Netflix/ocelli/blob/master/ocelli-core/
// src/main/java/netflix/ocelli/loadbalancer/RoundRobinLoadBalancer.java
public Mono<Response<ServiceInstance>> choose(Request request) {
// TODO: move supplier to Request?
// Temporary conditional logic till deprecated members are removed.
if (serviceInstanceListSupplierProvider != null) {
ServiceInstanceListSupplier supplier = serviceInstanceListSupplierProvider
.getIfAvailable(NoopServiceInstanceListSupplier::new);
return supplier.get().next().map(this::getInstanceResponse);
}
ServiceInstanceSupplier supplier = this.serviceInstanceSupplier
.getIfAvailable(NoopServiceInstanceSupplier::new);
return supplier.get().collectList().map(this::getInstanceResponse);
}

private Response<ServiceInstance> getInstanceResponse(
List<ServiceInstance> instances) {
if (instances.isEmpty()) {
log.warn("No servers available for service: " + this.serviceId);
return new EmptyResponse();
}
// TODO: enforce order?
int pos = Math.abs(this.position.incrementAndGet());

ServiceInstance instance = instances.get(pos % instances.size());

return new DefaultResponse(instance);
}

通过代码跟踪 ReactiveLoadBalancerClientFilter 与 RoundRobinLoadBalancer 可以发现,最终 我们只需要对 getInstanceResponse 进行改造 即可满足所有需要

动手!

开始修改代码

我们只需要新增一个 GlobalFilter 在 AdvanceReactiveLoadBalancerClientFilter 执行之前 ,并且对LoadBalancer 的getInstanceResponse 做一下稍微改造就OK了

复制 RoundRobinLoadBalancer 内容 并修改 getInstanceResponse() 逻辑

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package top.lingma.gateway.loadbalancer;

import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.springframework.beans.factory.ObjectProvider;
import org.springframework.cloud.client.ServiceInstance;
import org.springframework.cloud.client.loadbalancer.reactive.DefaultResponse;
import org.springframework.cloud.client.loadbalancer.reactive.EmptyResponse;
import org.springframework.cloud.client.loadbalancer.reactive.Request;
import org.springframework.cloud.client.loadbalancer.reactive.Response;
import org.springframework.cloud.loadbalancer.core.*;
import reactor.core.publisher.Mono;

import java.util.List;
import java.util.Random;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.stream.Collectors;

public class AdvanceRoundRobinLoadBalancer implements ReactorServiceInstanceLoadBalancer {

private static final Log log = LogFactory.getLog(AdvanceRoundRobinLoadBalancer.class);

private final AtomicInteger position;
private final AtomicInteger positionAdvance;

@Deprecated
private ObjectProvider<ServiceInstanceSupplier> serviceInstanceSupplier;

private ObjectProvider<ServiceInstanceListSupplier> serviceInstanceListSupplierProvider;

private final String serviceId;


@Deprecated
public AdvanceRoundRobinLoadBalancer(String serviceId, ObjectProvider<ServiceInstanceSupplier> serviceInstanceSupplier) {
this(serviceId, serviceInstanceSupplier, new Random().nextInt(1000));
}

public AdvanceRoundRobinLoadBalancer(ObjectProvider<ServiceInstanceListSupplier> serviceInstanceListSupplierProvider, String serviceId) {
this(serviceInstanceListSupplierProvider, serviceId, new Random().nextInt(1000));
}


public AdvanceRoundRobinLoadBalancer(ObjectProvider<ServiceInstanceListSupplier> serviceInstanceListSupplierProvider, String serviceId, int seedPosition) {
this.serviceId = serviceId;
this.serviceInstanceListSupplierProvider = serviceInstanceListSupplierProvider;
this.position = new AtomicInteger(seedPosition);
this.positionAdvance = new AtomicInteger(seedPosition);
}

@Deprecated
public AdvanceRoundRobinLoadBalancer(String serviceId, ObjectProvider<ServiceInstanceSupplier> serviceInstanceSupplier, int seedPosition) {
this.serviceId = serviceId;
this.serviceInstanceSupplier = serviceInstanceSupplier;
this.position = new AtomicInteger(seedPosition);
this.positionAdvance = new AtomicInteger(seedPosition);
}


@Override

public Mono<Response<ServiceInstance>> choose(Request request) {


if (serviceInstanceListSupplierProvider != null) {
ServiceInstanceListSupplier supplier = serviceInstanceListSupplierProvider.getIfAvailable(NoopServiceInstanceListSupplier::new);
return supplier.get().next().map((instances) -> {
// 此处做了选择逻辑的修改
if (request instanceof AdvanceRequestContext) {
List<ServiceInstance> advanceInstance = instances.stream().filter(s -> s.getMetadata().getOrDefault("advance", "").equals("true")).collect(Collectors.toList());
return getInstanceResponse(advanceInstance, request);
} else {
List<ServiceInstance> routineInstance = instances.stream().filter(s -> !s.getMetadata().getOrDefault("advance", "").equals("true")).collect(Collectors.toList());
return getInstanceResponse(routineInstance, request);
}

});
}
ServiceInstanceSupplier supplier = this.serviceInstanceSupplier.getIfAvailable(NoopServiceInstanceSupplier::new);
return supplier.get().collectList().map((instances) -> {
if (request instanceof AdvanceRequestContext) {
// 此处做了选择逻辑的修改
List<ServiceInstance> advanceInstance = instances.stream().filter(s -> s.getMetadata().getOrDefault("advance", "").equals("true")).collect(Collectors.toList());
return getInstanceResponse(advanceInstance, request);
} else {
List<ServiceInstance> instance = instances.stream().filter(s -> !s.getMetadata().getOrDefault("advance", "").equals("true")).collect(Collectors.toList());
return getInstanceResponse(instance, request);
}

});
}

private Response<ServiceInstance> getInstanceResponse(List<ServiceInstance> instances, Request request) {
if (instances.isEmpty()) {
if (request instanceof AdvanceRequestContext) {
return new AdvanceEmptyResponse();
}
log.warn("No servers available for service: " + this.serviceId);
return new EmptyResponse();
}
int pos = 1;
//灰度发布选择逻辑
if (request instanceof AdvanceRequestContext) {
pos = Math.abs(this.positionAdvance.incrementAndGet());
} else {
pos = Math.abs(this.position.incrementAndGet());
}
ServiceInstance instance = instances.get(pos % instances.size());
return new DefaultResponse(instance);

}

}


AdvanceEmptyResponse 类是为了标识无灰度发布服务器,此时可以走正常服务器

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package top.lingma.gateway.loadbalancer;

import org.springframework.cloud.client.ServiceInstance;
import org.springframework.cloud.client.loadbalancer.reactive.CompletionContext;
import org.springframework.cloud.client.loadbalancer.reactive.Response;

public class AdvanceEmptyResponse extends org.springframework.cloud.client.loadbalancer.EmptyResponse implements Response<ServiceInstance> {
public AdvanceEmptyResponse() {
}

public void onComplete(CompletionContext completionContext) {
}
}

AdvanceRequestContext 是为了能从 GlobalFilter 传递信息到 LoadBalancer

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package top.lingma.gateway.loadbalancer;

import org.springframework.cloud.client.loadbalancer.reactive.Request;
import org.springframework.web.server.ServerWebExchange;

public class AdvanceRequestContext<T> implements Request {

private T exchange;

public AdvanceRequestContext(T exchange) {
this.exchange = exchange;
}

@Override
public T getContext() {
return exchange;
}
}

AdvanceReactiveLoadBalancerClientFilter 复制于 ReactiveLoadBalancerClientFilter

注意两点
第一灰度服务器选择在ReactiveLoadBalancerClientFilter 之前 LOAD_BALANCER_CLIENT_FILTER_ORDER = 10150 - 1;

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package top.lingma.gateway.loadbalancer;

import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.springframework.cloud.client.ServiceInstance;
import org.springframework.cloud.client.loadbalancer.LoadBalancerUriTools;
import org.springframework.cloud.client.loadbalancer.reactive.Response;
import org.springframework.cloud.gateway.config.LoadBalancerProperties;
import org.springframework.cloud.gateway.filter.GatewayFilterChain;
import org.springframework.cloud.gateway.filter.GlobalFilter;
import org.springframework.cloud.gateway.filter.ReactiveLoadBalancerClientFilter;
import org.springframework.cloud.gateway.support.DelegatingServiceInstance;
import org.springframework.cloud.gateway.support.NotFoundException;
import org.springframework.cloud.loadbalancer.core.ReactorLoadBalancer;
import org.springframework.cloud.loadbalancer.core.ReactorServiceInstanceLoadBalancer;
import org.springframework.cloud.loadbalancer.support.LoadBalancerClientFactory;
import org.springframework.core.Ordered;
import org.springframework.stereotype.Component;
import org.springframework.web.server.ServerWebExchange;
import reactor.core.publisher.Mono;

import java.net.URI;
import java.util.List;

import static org.springframework.cloud.gateway.support.ServerWebExchangeUtils.*;

@Component
public class AdvanceReactiveLoadBalancerClientFilter implements GlobalFilter, Ordered {

private static final Log log = LogFactory.getLog(ReactiveLoadBalancerClientFilter.class);

private static final int LOAD_BALANCER_CLIENT_FILTER_ORDER = 10150 - 1;

private final LoadBalancerClientFactory clientFactory;

private LoadBalancerProperties properties;

public AdvanceReactiveLoadBalancerClientFilter(LoadBalancerClientFactory clientFactory, LoadBalancerProperties properties) {
this.clientFactory = clientFactory;
this.properties = properties;
}

@Override
public int getOrder() {
return LOAD_BALANCER_CLIENT_FILTER_ORDER;
}

@Override
@SuppressWarnings("Duplicates")
public Mono<Void> filter(ServerWebExchange exchange, GatewayFilterChain chain) {
// 灰度用户专属服务器 判定是否是灰度用户,是否拥有灰度权限 不然直接进行下一步
List<String> secChUa = exchange.getRequest().getHeaders().get("sec-ch-ua");
if (secChUa == null || secChUa.isEmpty() || !secChUa.stream().findFirst().map(r -> r.contains("Edge")).orElse(false)) {
return chain.filter(exchange);
}

URI url = exchange.getAttribute(GATEWAY_REQUEST_URL_ATTR);
String schemePrefix = exchange.getAttribute(GATEWAY_SCHEME_PREFIX_ATTR);
if (url == null || (!"lb".equals(url.getScheme()) && !"lb".equals(schemePrefix))) {
return chain.filter(exchange);
}
// preserve the original url
addOriginalRequestUrl(exchange, url);

if (log.isTraceEnabled()) {
log.trace(ReactiveLoadBalancerClientFilter.class.getSimpleName() + " url before: " + url);
}

return choose(exchange).doOnNext(response -> {
if (response instanceof AdvanceEmptyResponse) {
return;
}
if (!response.hasServer()) {
throw NotFoundException.create(properties.isUse404(), "Unable to find instance for " + url.getHost());
}

ServiceInstance retrievedInstance = response.getServer();

URI uri = exchange.getRequest().getURI();

// if the `lb:<scheme>` mechanism was used, use `<scheme>` as the default,
// if the loadbalancer doesn't provide one.
String overrideScheme = retrievedInstance.isSecure() ? "https" : "http";
if (schemePrefix != null) {
overrideScheme = url.getScheme();
}

DelegatingServiceInstance serviceInstance = new DelegatingServiceInstance(retrievedInstance, overrideScheme);

URI requestUrl = reconstructURI(serviceInstance, uri);

if (log.isTraceEnabled()) {
log.trace("LoadBalancerClientFilter url chosen: " + requestUrl);
}
exchange.getAttributes().put(GATEWAY_REQUEST_URL_ATTR, requestUrl);
}).then(chain.filter(exchange));
}

protected URI reconstructURI(ServiceInstance serviceInstance, URI original) {
return LoadBalancerUriTools.reconstructURI(serviceInstance, original);
}

@SuppressWarnings("deprecation")
private Mono<Response<ServiceInstance>> choose(ServerWebExchange exchange) {
URI uri = exchange.getAttribute(GATEWAY_REQUEST_URL_ATTR);
ReactorLoadBalancer<ServiceInstance> loadBalancer = this.clientFactory.getInstance(uri.getHost(), ReactorServiceInstanceLoadBalancer.class);
if (loadBalancer == null) {
throw new NotFoundException("No loadbalancer available for " + uri.getHost());
}
return loadBalancer.choose(createRequest(exchange));
}

/***
* 此处进行了改造 传入了内容 方便后续 LoadBalancer 处理信息
* @param exchange
* @return
*/
@SuppressWarnings("deprecation")
private AdvanceRequestContext<ServerWebExchange> createRequest(ServerWebExchange exchange) {
return new AdvanceRequestContext(exchange);
}

}

以上已经完成了灰度发布的必要部分,再进行一下AutoConfiguration 注意,这里不能被Spring 扫描

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package top.lingma.gateway.loadbalancer;

import org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean;
import org.springframework.cloud.client.ConditionalOnDiscoveryEnabled;
import org.springframework.cloud.client.ServiceInstance;
import org.springframework.cloud.loadbalancer.core.ReactorLoadBalancer;
import org.springframework.cloud.loadbalancer.core.ServiceInstanceListSupplier;
import org.springframework.cloud.loadbalancer.support.LoadBalancerClientFactory;
import org.springframework.context.annotation.Bean;
import org.springframework.core.env.Environment;

@ConditionalOnDiscoveryEnabled
public class AdvanceLoadBalancerAutoConfiguration {
@Bean
@ConditionalOnMissingBean
public ReactorLoadBalancer<ServiceInstance> reactorServiceInstanceLoadBalancer(Environment environment, LoadBalancerClientFactory loadBalancerClientFactory) {
String name = environment.getProperty(LoadBalancerClientFactory.PROPERTY_NAME);
return new AdvanceRoundRobinLoadBalancer(loadBalancerClientFactory.getLazyProvider(name, ServiceInstanceListSupplier.class), name);
}
}

最后 启动类配置 @LoadBalancerClients 的 defaultConfiguration

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@SpringBootApplication()
@LoadBalancerClients(defaultConfiguration = AdvanceLoadBalancerAutoConfiguration.class)
public class LingmaGatewayApplication {

public static void main(String[] args) {
SpringApplication.run(LingmaGatewayApplication.class, args);
}

}

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