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Java實(shí)現(xiàn)平滑加權(quán)輪詢算法之降權(quán)和提權(quán)詳解

 更新時(shí)間:2022年04月13日 08:02:31   作者:持行非就  
所有負(fù)載均衡的場(chǎng)景幾乎都會(huì)用到這個(gè)平滑加權(quán)輪詢算法,下面這篇文章主要給大家介紹了關(guān)于Java實(shí)現(xiàn)平滑加權(quán)輪詢算法之降權(quán)和提權(quán)的相關(guān)資料,文中通過(guò)示例代碼介紹的非常詳細(xì),需要的朋友可以參考下

前言

上一篇講了普通輪詢、加權(quán)輪詢的兩種實(shí)現(xiàn)方式,重點(diǎn)講了平滑加權(quán)輪詢算法,并在文末留下了懸念:節(jié)點(diǎn)出現(xiàn)分配失敗時(shí)降低有效權(quán)重值;成功時(shí)提高有效權(quán)重值(但不能大于weight值)。

本文在平滑加權(quán)輪詢算法的基礎(chǔ)上講,還沒(méi)弄懂的可以看上一篇文章。

現(xiàn)在來(lái)模擬實(shí)現(xiàn):平滑加權(quán)輪詢算法的降權(quán)和提權(quán)

1.兩個(gè)關(guān)鍵點(diǎn)

節(jié)點(diǎn)宕機(jī)時(shí),降低有效權(quán)重值;

節(jié)點(diǎn)正常時(shí),提高有效權(quán)重值(但不能大于weight值);

注意:降低或提高權(quán)重都是針對(duì)有效權(quán)重。

2.代碼實(shí)現(xiàn)

2.1.服務(wù)節(jié)點(diǎn)類

package com.yty.loadbalancingalgorithm.wrr;

/**
 * String ip:負(fù)載IP
 * final Integer weight:權(quán)重,保存配置的權(quán)重
 * Integer effectiveWeight:有效權(quán)重,輪詢的過(guò)程權(quán)重可能變化
 * Integer currentWeight:當(dāng)前權(quán)重,比對(duì)該值大小獲取節(jié)點(diǎn)
 *   第一次加權(quán)輪詢時(shí):currentWeight = weight = effectiveWeight
 *   后面每次加權(quán)輪詢時(shí):currentWeight 的值都會(huì)不斷變化,其他權(quán)重不變
 * Boolean isAvailable:是否存活
 */
public class ServerNode implements Comparable<ServerNode>{
    private String ip;
    private final Integer weight;
    private Integer effectiveWeight;
    private Integer currentWeight;
    private Boolean isAvailable;

    public ServerNode(String ip, Integer weight){
        this(ip,weight,true);
    }
    public ServerNode(String ip, Integer weight,Boolean isAvailable){
        this.ip = ip;
        this.weight = weight;
        this.effectiveWeight = weight;
        this.currentWeight = weight;
        this.isAvailable = isAvailable;
    }

    public String getIp() {
        return ip;
    }

    public void setIp(String ip) {
        this.ip = ip;
    }

    public Integer getWeight() {
        return weight;
    }

    public Integer getEffectiveWeight() {
        return effectiveWeight;
    }

    public void setEffectiveWeight(Integer effectiveWeight) {
        this.effectiveWeight = effectiveWeight;
    }

    public Integer getCurrentWeight() {
        return currentWeight;
    }

    public void setCurrentWeight(Integer currentWeight) {
        this.currentWeight = currentWeight;
    }

    public Boolean isAvailable() {
        return isAvailable;
    }
    public void setIsAvailable(Boolean isAvailable){
        this.isAvailable = isAvailable;
    }

    // 每成功一次,恢復(fù)有效權(quán)重1,不超過(guò)配置的起始權(quán)重
    public void onInvokeSuccess(){
        if(effectiveWeight < weight) effectiveWeight++;
    }
    // 每失敗一次,有效權(quán)重減少1,無(wú)底線的減少
    public void onInvokeFault(){
        effectiveWeight--;
    }

    @Override
    public int compareTo(ServerNode node) {
        return currentWeight > node.currentWeight ? 1 : (currentWeight.equals(node.currentWeight) ? 0 : -1);
    }

    @Override
    public String toString() {
        return "{ip='" + ip + "', weight=" + weight + ", effectiveWeight=" + effectiveWeight
                + ", currentWeight=" + currentWeight + ", isAvailable=" + isAvailable + "}";
    }
}

2.2.平滑輪詢算法降權(quán)和提權(quán)

package com.yty.loadbalancingalgorithm.wrr;

import java.util.ArrayList;
import java.util.List;

/**
 * 加權(quán)輪詢算法:加入存活狀態(tài),降權(quán)使宕機(jī)權(quán)重降低,從而不會(huì)被選中
 */
public class WeightedRoundRobinAvailable {

    private static List<ServerNode> serverNodes = new ArrayList<>();
    // 準(zhǔn)備模擬數(shù)據(jù)
    static {
        serverNodes.add(new ServerNode("192.168.1.101",1));// 默認(rèn)為true
        serverNodes.add(new ServerNode("192.168.1.102",3,false));
        serverNodes.add(new ServerNode("192.168.1.103",2));
    }

    /**
     * 按照當(dāng)前權(quán)重(currentWeight)最大值獲取IP
     * @return ServerNode
     */
    public ServerNode selectNode(){
        if (serverNodes.size() <= 0) return null;
        if (serverNodes.size() == 1)
            return (serverNodes.get(0).isAvailable()) ? serverNodes.get(0) : null;
        
        // 權(quán)重之和
        Integer totalWeight = 0;
        ServerNode nodeOfMaxWeight = null; // 保存輪詢選中的節(jié)點(diǎn)信息
        synchronized (serverNodes){
            StringBuffer sb1 = new StringBuffer();
            StringBuffer sb2 = new StringBuffer();
            sb1.append(Thread.currentThread().getName()+"==加權(quán)輪詢--[當(dāng)前權(quán)重]值的變化:"+printCurrentWeight(serverNodes));
            // 有限權(quán)重總和可能發(fā)生變化
            for(ServerNode serverNode : serverNodes){
                totalWeight += serverNode.getEffectiveWeight();
            }

            // 選出當(dāng)前權(quán)重最大的節(jié)點(diǎn)
            ServerNode tempNodeOfMaxWeight = serverNodes.get(0);
            for (ServerNode serverNode : serverNodes) {
                if (serverNode.isAvailable()) {
                    serverNode.onInvokeSuccess();//提權(quán)
                    sb2.append(Thread.currentThread().getName()+"==[正常節(jié)點(diǎn)]:"+serverNode+"\n");
                } else {
                    serverNode.onInvokeFault();//降權(quán)
                    sb2.append(Thread.currentThread().getName()+"==[宕機(jī)節(jié)點(diǎn)]:"+serverNode+"\n");
                }

                tempNodeOfMaxWeight = tempNodeOfMaxWeight.compareTo(serverNode) > 0 ? tempNodeOfMaxWeight : serverNode;
            }
            // 必須new個(gè)新的節(jié)點(diǎn)實(shí)例來(lái)保存信息,否則引用指向同一個(gè)堆實(shí)例,后面的set操作將會(huì)修改節(jié)點(diǎn)信息
            nodeOfMaxWeight = new ServerNode(tempNodeOfMaxWeight.getIp(),tempNodeOfMaxWeight.getWeight(),tempNodeOfMaxWeight.isAvailable());
            nodeOfMaxWeight.setEffectiveWeight(tempNodeOfMaxWeight.getEffectiveWeight());
            nodeOfMaxWeight.setCurrentWeight(tempNodeOfMaxWeight.getCurrentWeight());

            // 調(diào)整當(dāng)前權(quán)重比:按權(quán)重(effectiveWeight)的比例進(jìn)行調(diào)整,確保請(qǐng)求分發(fā)合理。
            tempNodeOfMaxWeight.setCurrentWeight(tempNodeOfMaxWeight.getCurrentWeight() - totalWeight);
            sb1.append(" -> "+printCurrentWeight(serverNodes));

            serverNodes.forEach(serverNode -> serverNode.setCurrentWeight(serverNode.getCurrentWeight()+serverNode.getEffectiveWeight()));

            sb1.append(" -> "+printCurrentWeight(serverNodes));
            System.out.print(sb2);  //所有節(jié)點(diǎn)的當(dāng)前信息
            System.out.println(sb1); //打印當(dāng)前權(quán)重變化過(guò)程
        }
        return nodeOfMaxWeight;
    }

    // 格式化打印信息
    private String printCurrentWeight(List<ServerNode> serverNodes){
        StringBuffer stringBuffer = new StringBuffer("[");
        serverNodes.forEach(node -> stringBuffer.append(node.getCurrentWeight()+",") );
        return stringBuffer.substring(0, stringBuffer.length() - 1) + "]";
    }

    // 并發(fā)測(cè)試:兩個(gè)線程循環(huán)獲取節(jié)點(diǎn)
    public static void main(String[] args) throws InterruptedException {
        // 循環(huán)次數(shù)
        int loop = 18;

        new Thread(() -> {
            WeightedRoundRobinAvailable weightedRoundRobin1 = new WeightedRoundRobinAvailable();
            for(int i=1;i<=loop;i++){
                ServerNode serverNode = weightedRoundRobin1.selectNode();
                System.out.println(Thread.currentThread().getName()+"==第"+i+"次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):" + serverNode + "\n");
            }
        }).start();
        //
        new Thread(() -> {
            WeightedRoundRobinAvailable weightedRoundRobin2 = new WeightedRoundRobinAvailable();
            for(int i=1;i<=loop;i++){
                ServerNode serverNode = weightedRoundRobin2.selectNode();
                System.out.println(Thread.currentThread().getName()+"==第"+i+"次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):" + serverNode + "\n");
            }
        }).start();

        //main 線程睡了一下,再偷偷把 所有宕機(jī) 拉起來(lái):模擬服務(wù)器恢復(fù)正常
        Thread.sleep(5);
        for (ServerNode serverNode:serverNodes){
            if(!serverNode.isAvailable())
                serverNode.setIsAvailable(true);
        }
    }
}

3.分析結(jié)果

執(zhí)行結(jié)果:將執(zhí)行結(jié)果的前中后四次抽出來(lái)分析

Thread-0==[正常節(jié)點(diǎn)]:{ip='192.168.1.101', weight=1, effectiveWeight=1, currentWeight=1, isAvailable=true}

Thread-0==[宕機(jī)節(jié)點(diǎn)]:{ip='192.168.1.102', weight=3, effectiveWeight=2, currentWeight=3, isAvailable=false}

Thread-0==[正常節(jié)點(diǎn)]:{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=2, isAvailable=true}

Thread-0==加權(quán)輪詢--[當(dāng)前權(quán)重]值的變化:[1,3,2] -> [1,-3,2] -> [2,-1,4]

Thread-0==第1次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):{ip='192.168.1.102', weight=3, effectiveWeight=2, currentWeight=3, isAvailable=false}

……

Thread-1==[正常節(jié)點(diǎn)]:{ip='192.168.1.101', weight=1, effectiveWeight=1, currentWeight=6, isAvailable=true}

Thread-1==[宕機(jī)節(jié)點(diǎn)]:{ip='192.168.1.102', weight=3, effectiveWeight=-7, currentWeight=-21, isAvailable=false}

Thread-1==[正常節(jié)點(diǎn)]:{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=12, isAvailable=true}

Thread-1==加權(quán)輪詢--[當(dāng)前權(quán)重]值的變化:[6,-21,12] -> [6,-21,15] -> [7,-28,17]

Thread-1==第5次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=12, isAvailable=true}

……

Thread-0==[正常節(jié)點(diǎn)]:{ip='192.168.1.101', weight=1, effectiveWeight=1, currentWeight=13, isAvailable=true}

Thread-0==[正常節(jié)點(diǎn)]:{ip='192.168.1.102', weight=3, effectiveWeight=3, currentWeight=-19, isAvailable=true}

Thread-0==[正常節(jié)點(diǎn)]:{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=12, isAvailable=true}

Thread-0==加權(quán)輪詢--[當(dāng)前權(quán)重]值的變化:[13,-19,12] -> [7,-19,12] -> [8,-16,14]

Thread-0==第15次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):{ip='192.168.1.101', weight=1, effectiveWeight=1, currentWeight=13, isAvailable=true}

……

Thread-1==[正常節(jié)點(diǎn)]:{ip='192.168.1.101', weight=1, effectiveWeight=1, currentWeight=2, isAvailable=true}

Thread-1==[正常節(jié)點(diǎn)]:{ip='192.168.1.102', weight=3, effectiveWeight=3, currentWeight=2, isAvailable=true}

Thread-1==[正常節(jié)點(diǎn)]:{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=2, isAvailable=true}

Thread-1==加權(quán)輪詢--[當(dāng)前權(quán)重]值的變化:[2,2,2] -> [2,2,-4] -> [3,5,-2]

Thread-1==第18次輪詢選中[當(dāng)前權(quán)重最大]的節(jié)點(diǎn):{ip='192.168.1.103', weight=2, effectiveWeight=2, currentWeight=2, isAvailable=true}

分析

一開(kāi)始權(quán)重最高的節(jié)點(diǎn)雖然是宕機(jī)了,但是還是會(huì)被選中并返回;

“有效權(quán)重總和” 和 “當(dāng)前權(quán)重總和”都減少了1,因?yàn)樵O(shè)置輪詢到失敗節(jié)點(diǎn),都會(huì)自減1;

到第5次輪詢時(shí),當(dāng)前權(quán)重已經(jīng)變成了[7,-28,17],可以看出宕機(jī)節(jié)點(diǎn)越往后當(dāng)前權(quán)重越小,所以后面根本不會(huì)再選中宕機(jī)節(jié)點(diǎn),雖然沒(méi)剔除故障節(jié)點(diǎn),但卻起到不分配宕機(jī)節(jié)點(diǎn)

到第15次輪詢時(shí),有效權(quán)重已經(jīng)恢復(fù)起始值,當(dāng)前權(quán)重變?yōu)閇8,-16,14],當(dāng)前權(quán)重只能慢慢恢復(fù),并不是節(jié)點(diǎn)一正常就立即恢復(fù)宕機(jī)過(guò)的節(jié)點(diǎn),起到對(duì)故障節(jié)點(diǎn)的緩沖恢復(fù)(故障過(guò)的節(jié)點(diǎn)可能還存在問(wèn)題);

最后1次輪詢時(shí),因?yàn)闆](méi)有宕機(jī)節(jié)點(diǎn),所以有效權(quán)重不變,當(dāng)前權(quán)重已經(jīng)恢復(fù)[3,5,-2],如果再輪詢一次,那就會(huì)訪問(wèn)到一開(kāi)始故障的節(jié)點(diǎn)了。

4.結(jié)論

降權(quán)起到緩慢“剔除”宕機(jī)節(jié)點(diǎn)的效果;提權(quán)起到緩沖恢復(fù)宕機(jī)節(jié)點(diǎn)的效果。

對(duì)比上一篇文章可以看到:

當(dāng)前權(quán)重(currentWeight):針對(duì)的是節(jié)點(diǎn)的選擇,受有效權(quán)重影響,起到緩慢“剔除”宕機(jī)節(jié)點(diǎn)和緩沖恢復(fù)宕機(jī)節(jié)點(diǎn)的效果,當(dāng)前權(quán)重最高就會(huì)被選擇;

有效權(quán)重(effectiveWeight):針對(duì)的是權(quán)重的變化,也即是降權(quán)和提權(quán),降權(quán)/提權(quán)只會(huì)直接操作有效權(quán)重;

權(quán)重(weight):針對(duì)的是存儲(chǔ)起始配置,限定有效權(quán)重的提權(quán)。

到此這篇關(guān)于Java實(shí)現(xiàn)平滑加權(quán)輪詢算法之降權(quán)和提權(quán)的文章就介紹到這了,更多相關(guān)Java平滑加權(quán)輪詢降權(quán)和提權(quán)內(nèi)容請(qǐng)搜索腳本之家以前的文章或繼續(xù)瀏覽下面的相關(guān)文章希望大家以后多多支持腳本之家!

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