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学校网站建设作用,国内重大新闻,内网网站建设所需硬件设备,征婚网站建设采用一致性hash算法将key分散到不同的节点，客户端可以连接到集群中任意一个节点https://github.com/csgopher/go-redis本文涉及以下文件： consistenthash：实现添加和选择节点方法 standalone_database：单机database client&#x…

采用一致性hash算法将key分散到不同的节点，客户端可以连接到集群中任意一个节点
https://github.com/csgopher/go-redis
本文涉及以下文件：
consistenthash：实现添加和选择节点方法
standalone_database：单机database
client：客户端
client_pool：实现连接池
cluster_database：对key进行路由
com：与其他节点通信
router，ping，keys，del，select：各类命令的转发具体逻辑

一致性哈希

为什么需要一致性 hash？
在采用分片方式建立分布式缓存时，我们面临的第一个问题是如何决定存储数据的节点。最自然的方式是参考 hash 表的做法，假设集群中存在 n 个节点，我们用 node = hashCode(key) % n 来决定所属的节点。
普通 hash 算法解决了如何选择节点的问题，但在分布式系统中经常出现增加节点或某个节点宕机的情况。若节点数 n 发生变化, 大多数 key 根据 node = hashCode(key) % n 计算出的节点都会改变。这意味着若要在 n 变化后维持系统正常运转，需要将大多数数据在节点间进行重新分布。这个操作会消耗大量的时间和带宽等资源，这在生产环境下是不可接受的。
算法原理
一致性 hash 算法的目的是在节点数量 n 变化时, 使尽可能少的 key 需要进行节点间重新分布。一致性 hash 算法将数据 key 和服务器地址 addr 散列到 2^32 的空间中。
我们将 2^32 个整数首尾相连形成一个环，首先计算服务器地址 addr 的 hash 值放置在环上。然后计算 key 的 hash 值放置在环上，顺时针查找，将数据放在找到的的第一个节点上。
在增加或删除节点时只有该节点附近的数据需要重新分布，从而解决了上述问题。
如果服务器节点较少则比较容易出现数据分布不均匀的问题，一般来说环上的节点越多数据分布越均匀。我们不需要真的增加一台服务器，只需要将实际的服务器节点映射为几个虚拟节点放在环上即可。
参考：https://www.cnblogs.com/Finley/p/14038398.html

lib/consistenthash/consistenthash.go

type HashFunc func(data []byte) uint32type NodeMap struct {hashFunc    HashFuncnodeHashs   []int          nodehashMap map[int]string 
}func NewNodeMap(fn HashFunc) *NodeMap {m := &NodeMap{hashFunc:    fn,nodehashMap: make(map[int]string),}if m.hashFunc == nil {m.hashFunc = crc32.ChecksumIEEE}return m
}func (m *NodeMap) IsEmpty() bool {return len(m.nodeHashs) == 0
}func (m *NodeMap) AddNode(keys ...string) {for _, key := range keys {if key == "" {continue}hash := int(m.hashFunc([]byte(key)))m.nodeHashs = append(m.nodeHashs, hash)m.nodehashMap[hash] = key}sort.Ints(m.nodeHashs)
}func (m *NodeMap) PickNode(key string) string {if m.IsEmpty() {return ""}hash := int(m.hashFunc([]byte(key)))idx := sort.Search(len(m.nodeHashs), func(i int) bool {return m.nodeHashs[i] >= hash})if idx == len(m.nodeHashs) {idx = 0}return m.nodehashMap[m.nodeHashs[idx]]
}

HashFunc：hash函数定义，Go的hash函数就是这样定义的
NodeMap：存储所有节点和节点的hash

nodeHashs：各个节点的hash值，顺序的
nodehashMap<hash, 节点>

AddNode：添加节点到一致性哈希中
PickNode：选择节点。使用二分查找，如果hash比nodeHashs中最大的hash还要大，idx=0

database/standalone_database.go

type StandaloneDatabase struct {dbSet []*DBaofHandler *aof.AofHandler
}func NewStandaloneDatabase() *StandaloneDatabase {......
}

把database/database改名为database/standalone_database，再增加一个cluster_database用于对key的路由

resp/client/client.go

// Client is a pipeline mode redis client
type Client struct {conn        net.ConnpendingReqs chan *request // wait to sendwaitingReqs chan *request // waiting responseticker      *time.Tickeraddr        stringworking *sync.WaitGroup // its counter presents unfinished requests(pending and waiting)
}// request is a message sends to redis server
type request struct {id        uint64args      [][]bytereply     resp.Replyheartbeat boolwaiting   *wait.Waiterr       error
}const (chanSize = 256maxWait  = 3 * time.Second
)// MakeClient creates a new client
func MakeClient(addr string) (*Client, error) {conn, err := net.Dial("tcp", addr)if err != nil {return nil, err}return &Client{addr:        addr,conn:        conn,pendingReqs: make(chan *request, chanSize),waitingReqs: make(chan *request, chanSize),working:     &sync.WaitGroup{},}, nil
}// Start starts asynchronous goroutines
func (client *Client) Start() {client.ticker = time.NewTicker(10 * time.Second)go client.handleWrite()go func() {err := client.handleRead()if err != nil {logger.Error(err)}}()go client.heartbeat()
}// Close stops asynchronous goroutines and close connection
func (client *Client) Close() {client.ticker.Stop()// stop new requestclose(client.pendingReqs)// wait stop processclient.working.Wait()// clean_ = client.conn.Close()close(client.waitingReqs)
}func (client *Client) handleConnectionError(err error) error {err1 := client.conn.Close()if err1 != nil {if opErr, ok := err1.(*net.OpError); ok {if opErr.Err.Error() != "use of closed network connection" {return err1}} else {return err1}}conn, err1 := net.Dial("tcp", client.addr)if err1 != nil {logger.Error(err1)return err1}client.conn = conngo func() {_ = client.handleRead()}()return nil
}func (client *Client) heartbeat() {for range client.ticker.C {client.doHeartbeat()}
}func (client *Client) handleWrite() {for req := range client.pendingReqs {client.doRequest(req)}
}// Send sends a request to redis server
func (client *Client) Send(args [][]byte) resp.Reply {request := &request{args:      args,heartbeat: false,waiting:   &wait.Wait{},}request.waiting.Add(1)client.working.Add(1)defer client.working.Done()client.pendingReqs <- requesttimeout := request.waiting.WaitWithTimeout(maxWait)if timeout {return reply.MakeErrReply("server time out")}if request.err != nil {return reply.MakeErrReply("request failed")}return request.reply
}func (client *Client) doHeartbeat() {request := &request{args:      [][]byte{[]byte("PING")},heartbeat: true,waiting:   &wait.Wait{},}request.waiting.Add(1)client.working.Add(1)defer client.working.Done()client.pendingReqs <- requestrequest.waiting.WaitWithTimeout(maxWait)
}func (client *Client) doRequest(req *request) {if req == nil || len(req.args) == 0 {return}re := reply.MakeMultiBulkReply(req.args)bytes := re.ToBytes()_, err := client.conn.Write(bytes)i := 0for err != nil && i < 3 {err = client.handleConnectionError(err)if err == nil {_, err = client.conn.Write(bytes)}i++}if err == nil {client.waitingReqs <- req} else {req.err = errreq.waiting.Done()}
}func (client *Client) finishRequest(reply resp.Reply) {defer func() {if err := recover(); err != nil {debug.PrintStack()logger.Error(err)}}()request := <-client.waitingReqsif request == nil {return}request.reply = replyif request.waiting != nil {request.waiting.Done()}
}func (client *Client) handleRead() error {ch := parser.ParseStream(client.conn)for payload := range ch {if payload.Err != nil {client.finishRequest(reply.MakeErrReply(payload.Err.Error()))continue}client.finishRequest(payload.Data)}return nil
}

client：Redis客户端，具体看：https://www.cnblogs.com/Finley/p/14028402.html

go.mod

require github.com/jolestar/go-commons-pool/v2 v2.1.2

key的转发需要当前节点存储其他节点的连接，互相作为客户端，使用连接池将其他连接池化

cluster/client_pool.go

type connectionFactory struct {Peer string // 连接地址
}func (f *connectionFactory) MakeObject(ctx context.Context) (*pool.PooledObject, error) {c, err := client.MakeClient(f.Peer)if err != nil {return nil, err}c.Start()return pool.NewPooledObject(c), nil
}func (f *connectionFactory) DestroyObject(ctx context.Context, object *pool.PooledObject) error {c, ok := object.Object.(*client.Client)if !ok {return errors.New("type mismatch")}c.Close()return nil
}func (f *connectionFactory) ValidateObject(ctx context.Context, object *pool.PooledObject) bool {// do validatereturn true
}func (f *connectionFactory) ActivateObject(ctx context.Context, object *pool.PooledObject) error {// do activatereturn nil
}func (f *connectionFactory) PassivateObject(ctx context.Context, object *pool.PooledObject) error {// do passivatereturn nil
}

client_pool：使用连接池的NewObjectPoolWithDefaultConfig创建连接，需要实现PooledObjectFactory接口

redis.conf

self 127.0.0.1:6379
peers 127.0.0.1:6380

配置中写自己和其他节点的地址

cluster/cluster_database.go

type clusterDatabase struct {self           stringnodes          []stringpeerPicker     *consistenthash.NodeMappeerConnection map[string]*pool.ObjectPooldb             databaseface.Database
}func MakeClusterDatabase() *clusterDatabase {cluster := &clusterDatabase{self:           config.Properties.Self,db:             database.NewStandaloneDatabase(),peerPicker:     consistenthash.NewNodeMap(nil),peerConnection: make(map[string]*pool.ObjectPool),}nodes := make([]string, 0, len(config.Properties.Peers)+1)for _, peer := range config.Properties.Peers {nodes = append(nodes, peer)}nodes = append(nodes, config.Properties.Self)cluster.peerPicker.AddNode(nodes...)ctx := context.Background()for _, peer := range config.Properties.Peers {cluster.peerConnection[peer] = pool.NewObjectPoolWithDefaultConfig(ctx, &connectionFactory{Peer: peer,})}cluster.nodes = nodesreturn cluster
}func (cluster *clusterDatabase) Close() {cluster.db.Close()
}func (cluster *ClusterDatabase) AfterClientClose(c resp.Connection) {cluster.db.AfterClientClose(c)
}type CmdFunc func(cluster *clusterDatabase, c resp.Connection, cmdAndArgs [][]byte) resp.Reply

cluster_database用于对key的路由
clusterDatabase：
nodes：所有节点
peerPicker ：节点的添加和选择
peerConnection：Map<node, 连接池>
db：单机database
CmdFunc：表示Redis的指令类型

cluster/com.go

func (cluster *clusterDatabase) getPeerClient(peer string) (*client.Client, error) {factory, ok := cluster.peerConnection[peer]if !ok {return nil, errors.New("connection factory not found")}raw, err := factory.BorrowObject(context.Background())if err != nil {return nil, err}conn, ok := raw.(*client.Client)if !ok {return nil, errors.New("connection factory make wrong type")}return conn, nil
}func (cluster *clusterDatabase) returnPeerClient(peer string, peerClient *client.Client) error {connectionFactory, ok := cluster.peerConnection[peer]if !ok {return errors.New("connection factory not found")}return connectionFactory.ReturnObject(context.Background(), peerClient)
}func (cluster *clusterDatabase) relay(peer string, c resp.Connection, args [][]byte) resp.Reply {if peer == cluster.self {return cluster.db.Exec(c, args)}peerClient, err := cluster.getPeerClient(peer)if err != nil {return reply.MakeErrReply(err.Error())}defer func() {_ = cluster.returnPeerClient(peer, peerClient)}()peerClient.Send(utils.ToCmdLine("SELECT", strconv.Itoa(c.GetDBIndex())))return peerClient.Send(args)
}func (cluster *clusterDatabase) broadcast(c resp.Connection, args [][]byte) map[string]resp.Reply {result := make(map[string]resp.Reply)for _, node := range cluster.nodes {relay := cluster.relay(node, c, args)result[node] = relay}return result
}

communication：与其他节点通信。执行模式有本地（自己执行），转发（别人执行），群发（所有节点执行）
getPeerClient ：从连接池拿一个连接
returnPeerClient ：归还连接
relay ：转发指令给其他客户端，发送指令之前需要先发一下选择的db
broadcast ：指令广播给所有节点

cluster/router.go

func makeRouter() map[string]CmdFunc {routerMap := make(map[string]CmdFunc)routerMap["ping"] = pingrouterMap["del"] = DelrouterMap["exists"] = defaultFuncrouterMap["type"] = defaultFuncrouterMap["rename"] = RenamerouterMap["renamenx"] = RenamerouterMap["set"] = defaultFuncrouterMap["setnx"] = defaultFuncrouterMap["get"] = defaultFuncrouterMap["getset"] = defaultFuncrouterMap["flushdb"] = FlushDBrouterMap["select"] = execSelectreturn routerMap
}func defaultFunc(cluster *clusterDatabase, c resp.Connection, args [][]byte) resp.Reply {key := string(args[1])peer := cluster.peerPicker.PickNode(key)return cluster.relay(peer, c, args)
}

defaultFunc：转发指令的默认实现

cluster/ping.go

func ping(cluster *clusterDatabase, c resp.Connection, cmdAndArgs [][]byte) resp.Reply {return cluster.db.Exec(c, cmdAndArgs)
}

cluster/rename.go

func Rename(cluster *clusterDatabase, c resp.Connection, args [][]byte) resp.Reply {if len(args) != 3 {return reply.MakeErrReply("ERR wrong number of arguments for 'rename' command")}src := string(args[1])dest := string(args[2])srcPeer := cluster.peerPicker.PickNode(src)destPeer := cluster.peerPicker.PickNode(dest)if srcPeer != destPeer {return reply.MakeErrReply("ERR rename must within one slot in cluster mode")}return cluster.relay(srcPeer, c, args)
}

Rename：修改key的name，两个key的hash必须在同一个节点中

cluster/keys.go

func FlushDB(cluster *clusterDatabase, c resp.Connection, args [][]byte) resp.Reply {replies := cluster.broadcast(c, args)var errReply reply.ErrorReplyfor _, v := range replies {if reply.IsErrorReply(v) {errReply = v.(reply.ErrorReply)break}}if errReply == nil {return &reply.OkReply{}}return reply.MakeErrReply("error occurs: " + errReply.Error())
}

cluster/del.go

func Del(cluster *clusterDatabase, c resp.Connection, args [][]byte) resp.Reply {replies := cluster.broadcast(c, args)var errReply reply.ErrorReplyvar deleted int64 = 0for _, v := range replies {if reply.IsErrorReply(v) {errReply = v.(reply.ErrorReply)break}intReply, ok := v.(*reply.IntReply)if !ok {errReply = reply.MakeErrReply("error")}deleted += intReply.Code}if errReply == nil {return reply.MakeIntReply(deleted)}return reply.MakeErrReply("error occurs: " + errReply.Error())
}

cluster/select.go

func execSelect(cluster *clusterDatabase, c resp.Connection, cmdAndArgs [][]byte) resp.Reply {return cluster.db.Exec(c, cmdAndArgs)
}

cluster/cluster_database.go

var router = makeRouter()func (cluster *clusterDatabase) Exec(c resp.Connection, cmdLine [][]byte) (result resp.Reply) {defer func() {if err := recover(); err != nil {logger.Warn(fmt.Sprintf("error occurs: %v\n%s", err, string(debug.Stack())))result = &reply.UnknownErrReply{}}}()cmdName := strings.ToLower(string(cmdLine[0]))cmdFunc, ok := router[cmdName]if !ok {return reply.MakeErrReply("ERR unknown command '" + cmdName + "', or not supported in cluster mode")}result = cmdFunc(cluster, c, cmdLine)return
}

resp/handler/handler.go

func MakeHandler() *RespHandler {var db databaseface.Databaseif config.Properties.Self != "" && len(config.Properties.Peers) > 0 {db = cluster.MakeClusterDatabase()} else {db = database.NewStandaloneDatabase()}return &RespHandler{db: db,}
}

MakeHandler：判断是单机还是集群

测试

先go build，打开项目文件夹找到exe文件，把exe文件和redis.conf放到一个文件夹里，redis.conf改成如下，然后启动exe文件。再回到GoLand启动第二个节点6379。

bind 0.0.0.0
port 6380appendonly yes
appendfilename appendonly.aofself 127.0.0.1:6380
peers 127.0.0.1:6379

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一致性哈希

测试

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