随机负载
package randomimport ("errors""math/rand"
)type RandomBalance struct {//当前索引curIndex int//存储负载均衡的地址rss []string//观察主体//conf LoadBalanceConf
}func (r *RandomBalance) Add(params ...string) error {if len(params) == 0 {return errors.New("param len 1 at least")}addr := params[0]r.rss = append(r.rss, addr)return nil
}// Next 随机到下一个index
func (r *RandomBalance) Next() string {if len(r.rss) == 0 {return ""}r.curIndex = rand.Intn(len(r.rss))return r.rss[r.curIndex]
}// Get 拿到下一个地址
func (r *RandomBalance) Get(key string) (string, error) {return r.Next(), nil
}
轮询负载
package roundimport "errors"type RoundRobinBalance struct {curIndex intrss []string//观察主体//conf LoadBalanceConf
}func (r *RoundRobinBalance) Add(params ...string) error {if len(params) == 0 {return errors.New("param len 1 at least")}addr := params[0]r.rss = append(r.rss, addr)return nil
}func (r *RoundRobinBalance) Next() string {if len(r.rss) == 0 {return ""}lens := len(r.rss)if r.curIndex >= lens {r.curIndex = 0}curAddr := r.rss[r.curIndex]r.curIndex = (r.curIndex + 1) % lensreturn curAddr
}func (r *RoundRobinBalance) Get(key string) (string, error) {return r.Next(), nil
}
加权负载
package weightimport ("errors""strconv"
)type WeightRoundRobinBalance struct {curIndex intrss []*WeightNodersw []int//观察主体//conf LoadBalanceConf}type WeightNode struct {addr stringweight int //权重值currentWeight int //节点当前权重effectiveWeight int //有效权重
}func (r *WeightRoundRobinBalance) Add(params ...string) error {if len(params) != 2 {return errors.New("param len need 2")}parInt, err := strconv.ParseInt(params[1], 10, 64)if err != nil {return err}node := &WeightNode{addr: params[0], weight: int(parInt)}node.effectiveWeight = node.weightr.rss = append(r.rss, node)return nil
}func (r *WeightRoundRobinBalance) Next() string {total := 0var best *WeightNodefor i := 0; i < len(r.rss); i++ {w := r.rss[i]//step 1 统计所以有效权重之和total += w.effectiveWeight//step 2 变更节点 临时权重w.currentWeight += w.effectiveWeight//step 3 有效权重默认与权重相同,通讯异常时-1, 通讯成功+1,直到恢复到weight大小if w.effectiveWeight < w.weight {w.effectiveWeight++}//step 4 选择最大临时权重点节点if best == nil || w.currentWeight > best.currentWeight {best = w}}if best == nil {return ""}//step 5 变更临时权重为 临时权重-有效权重之和best.currentWeight -= totalreturn best.addr
}
func (r *WeightRoundRobinBalance) Get(key string) (string, error) {return r.Next(), nil
}
节点有效权重:故障一次,权重减一 为了检测服务器故障准备的
加权轮询过程
一致性哈希负载
package consist_hashimport ("errors""hash/crc32""sort""strconv""sync"
)type Hash func(data []byte) uint32type UInt32Slice []uint32func (s UInt32Slice) Len() int {return len(s)
}func (s UInt32Slice) Less(i, j int) bool {return s[i] < s[j]
}func (s UInt32Slice) Swap(i, j int) {s[i], s[j] = s[j], s[i]
}type ConsistentHashBanlance struct {mux sync.RWMutexhash Hashreplicas int //复制因子keys UInt32Slice //已排序的节点hash切片hashMap map[uint32]string //节点哈希和Key的map,键是hash值,值是节点key//观察主体//conf LoadBalanceConf
}func NewConsistentHashBanlance(replicas int, fn Hash) *ConsistentHashBanlance {m := &ConsistentHashBanlance{replicas: replicas,hash: fn,hashMap: make(map[uint32]string),}if m.hash == nil {//最多32位,保证是一个2^32-1环m.hash = crc32.ChecksumIEEE}return m
}// 验证是否为空
func (c *ConsistentHashBanlance) IsEmpty() bool {return len(c.keys) == 0
}// Add 方法用来添加缓存节点,参数为节点key,比如使用IP
func (c *ConsistentHashBanlance) Add(params ...string) error {if len(params) == 0 {return errors.New("param len 1 at least")}addr := params[0]c.mux.Lock()defer c.mux.Unlock()// 结合复制因子计算所有虚拟节点的hash值,并存入m.keys中,同时在m.hashMap中保存哈希值和key的映射for i := 0; i < c.replicas; i++ {hash := c.hash([]byte(strconv.Itoa(i) + addr))c.keys = append(c.keys, hash)c.hashMap[hash] = addr}// 对所有虚拟节点的哈希值进行排序,方便之后进行二分查找sort.Sort(c.keys)return nil
}// Get 方法根据给定的对象获取最靠近它的那个节点
func (c *ConsistentHashBanlance) Get(key string) (string, error) {if c.IsEmpty() {return "", errors.New("node is empty")}hash := c.hash([]byte(key))// 通过二分查找获取最优节点,第一个"服务器hash"值大于"数据hash"值的就是最优"服务器节点"idx := sort.Search(len(c.keys), func(i int) bool { return c.keys[i] >= hash })// 如果查找结果 大于 服务器节点哈希数组的最大索引,表示此时该对象哈希值位于最后一个节点之后,那么放入第一个节点中if idx == len(c.keys) {idx = 0}c.mux.RLock()defer c.mux.RUnlock()return c.hashMap[c.keys[idx]], nil
}//func (c *ConsistentHashBanlance) SetConf(conf LoadBalanceConf) {
// c.conf = conf
//}
//
//func (c *ConsistentHashBanlance) Update() {
// if conf, ok := c.conf.(*LoadBalanceZkConf); ok {
// fmt.Println("Update get conf:", conf.GetConf())
// c.keys = nil
// c.hashMap = nil
// for _, ip := range conf.GetConf() {
// c.Add(strings.Split(ip, ",")...)
// }
// }
// if conf, ok := c.conf.(*LoadBalanceCheckConf); ok {
// fmt.Println("Update get conf:", conf.GetConf())
// c.keys = nil
// c.hashMap = map[uint32]string{}
// for _, ip := range conf.GetConf() {
// c.Add(strings.Split(ip, ",")...)
// }
// }
//}
请求访问指定的IP
- 单调性
- 平衡性 可以引入虚拟结点 拷贝服务器结点
- 分散性
为反向代理添加负载均衡
使用工厂方法
// LoadBalanceFactory 负载均衡的工厂模式
func LoadBalanceFactory(lbType LbType) LoadBalance {switch lbType {case LbRandom:return &random.RandomBalance{}case LbRoundRobin:return &round.RoundRobinBalance{}case LbWeightRoundRobin:return &weight.WeightRoundRobinBalance{}case LbConsistentHash:return consist_hash.NewConsistentHashBanlance(10, nil)default:return &random.RandomBalance{}}
}
使用接口统一封装
type LoadBalance interface {Add(...string) errorGet(string) (string, error)// Update 后期服务发现补充//Update()
}
package mainimport ("bytes""gateway-detail/load_balance/lb_factory""io""log""net""net/http""net/http/httputil""net/url""strconv""strings""time"
)var (addr = "127.0.0.1:2224"transport = &http.Transport{DialContext: (&net.Dialer{Timeout: 30 * time.Second, //连接超时KeepAlive: 30 * time.Second, //长连接超时时间}).DialContext,MaxIdleConns: 100, //最大空闲连接IdleConnTimeout: 90 * time.Second, //空闲超时时间TLSHandshakeTimeout: 10 * time.Second, //tls握手超时时间ExpectContinueTimeout: 1 * time.Second, //100-continue状态码超时时间}
)func NewMultipleHostsReverseProxy(lb lb_factory.LoadBalance) *httputil.ReverseProxy {// 请求协调者director := func(req *http.Request) {nextAddr, err := lb.Get(req.RemoteAddr)if err != nil {log.Println(err.Error())log.Fatal("get next addr fail")}target, err := url.Parse(nextAddr)if err != nil {log.Fatal(err)}//改造reqtargetQuery := target.RawQueryreq.URL.Scheme = target.Schemereq.URL.Host = target.Hostreq.URL.Path = singleJoiningSlash(target.Path, req.URL.Path)if targetQuery == "" || req.URL.RawQuery == "" {req.URL.RawQuery = targetQuery + req.URL.RawQuery} else {req.URL.RawQuery = targetQuery + "&" + req.URL.RawQuery}if _, ok := req.Header["User-Agent"]; !ok {req.Header.Set("User-Agent", "user-agent")}}//更改内容modifyFunc := func(resp *http.Response) error {//请求以下命令:curl 'http://127.0.0.1:2002/error'if resp.StatusCode != 200 {//获取内容}//追加内容oldPayload, err := io.ReadAll(resp.Body)if err != nil {return err}newPayload := []byte("Hello :" + string(oldPayload))resp.Body = io.NopCloser(bytes.NewBuffer(newPayload))resp.ContentLength = int64(len(newPayload))resp.Header.Set("Content-Length", strconv.FormatInt(int64(len(newPayload)), 10))return nil}//错误回调 :关闭real_server时测试,错误回调//范围:transport.RoundTrip发生的错误、以及ModifyResponse发生的错误errFunc := func(w http.ResponseWriter, r *http.Request, err error) {//todo 如果是权重的负载则调整临时权重http.Error(w, "ErrorHandler error:"+err.Error(), 500)}return &httputil.ReverseProxy{Director: director, Transport: transport, ModifyResponse: modifyFunc, ErrorHandler: errFunc}
}
func singleJoiningSlash(a, b string) string {aslash := strings.HasSuffix(a, "/")bslash := strings.HasPrefix(b, "/")switch {case aslash && bslash:return a + b[1:]case !aslash && !bslash:return a + "/" + b}return a + b
}func main() {rb := lb_factory.LoadBalanceFactory(lb_factory.LbConsistentHash)if err := rb.Add("http://127.0.0.1:2003/base", "10"); err != nil {log.Println(err)}if err := rb.Add("http://127.0.0.1:2004/base", "50"); err != nil {log.Println(err)}proxy := NewMultipleHostsReverseProxy(rb)log.Println("Starting httpserver at " + addr)log.Fatal(http.ListenAndServe(addr, proxy))
}