CreateCollection_dataSyncService_执行流程源码解析

2023-11-17 16:28:46 浏览数 (1)

CreateCollectiondataSyncService执行流程源码解析

milvus版本:v2.3.2

CreateCollection这个API流程较长,也是milvus的核心API之一,涉及的内容比较复杂。这里介绍dataSyncService相关的流程。

这边文章基于【CreateCollection流程_addCollectionMetaStep_milvus源码解析】这篇文章。

整体架构:

CreateCollection 的数据流向:

1.客户端sdk发出CreateCollection API请求。

客户端SDK向proxy发送一个CreateCollection API请求,创建一个名为hello_milvus的collection。

dataCoord会向etcd写入2种类型的key:

  • channelwatch/{nodeID}/{chName}
  • datacoord-meta/channel-removal/{channelName}

2.dataNode启动时会watch etcd的key(channelwatch/)

这样当dataCoord写入此类型的key,就会触发dataNode相应的动作。

下面进行源码分析:

1.从dataNode启动开始

堆栈:

代码语言:txt复制
Run()
  |--d.svr.Run()(cmdcomponentsdata_node.go)
   |--s.start()(internaldistributeddatanodeservice.go)
     |--s.datanode.Start()(同上)
       |--Start()(grpc调用internaldatanodedata_node.go)
         |--go node.StartWatchChannels(node.ctx)(同上)

go node.StartWatchChannels():开启一个goroutine进行watch。

2.进入node.StartWatchChannels()

代码路径:internaldatanodeevent_manager.go

代码语言:go复制
// StartWatchChannels start loop to watch channel allocation status via kv(etcd for now)
func (node *DataNode) StartWatchChannels(ctx context.Context) {
	defer node.stopWaiter.Done()
	defer logutil.LogPanic()
	// 构建key的规则:channelwatch/{nodeID}
	watchPrefix := path.Join(Params.CommonCfg.DataCoordWatchSubPath.GetValue(), fmt.Sprintf("%d", node.GetSession().ServerID))
	log.Info("Start watch channel", zap.String("prefix", watchPrefix))
	// 在etcd上watch key,例如:channelwatch/5
	// 创建collection会产生key:channelwatch/{nodeID}/{chName}
	evtChan := node.watchKv.WatchWithPrefix(watchPrefix)
	// after watch, first check all exists nodes first
	err := node.checkWatchedList()
	if err != nil {
		log.Warn("StartWatchChannels failed", zap.Error(err))
		return
	}
	// 处理watch事件
	for {
		select {
		case <-ctx.Done():
			log.Info("watch etcd loop quit")
			return
		case event, ok := <-evtChan:
			if !ok {
				......
			}

			if err := event.Err(); err != nil {
				......
			}
			// 处理watch的event
			for _, evt := range event.Events {
				// We need to stay in order until events enqueued
				node.handleChannelEvt(evt)
			}
		}
	}
}

node.handleChannelEvt(evt)用来处理具体的event,主要是PUT和DELETE事件。

创建collection会向etcd写入kv,属于PUT事件。

删除collection会删除etcd的kv,属于DELETE事件。

3.进入node.handleChannelEvt()

代码路径:internaldatanodedata_node.go

代码语言:go复制
// handleChannelEvt handles event from kv watch event
func (node *DataNode) handleChannelEvt(evt *clientv3.Event) {
	var e *event
	// 根据type填充event
	switch evt.Type {
	case clientv3.EventTypePut: // datacoord shall put channels needs to be watched here
		e = &event{
			eventType: putEventType,
			version:   evt.Kv.Version,
		}

	case clientv3.EventTypeDelete:
		e = &event{
			eventType: deleteEventType,
			version:   evt.Kv.Version,
		}
	}
	node.handleWatchInfo(e, string(evt.Kv.Key), evt.Kv.Value)
}

evt.Kv.Key的值:

by-dev/meta/channelwatch/6/by-dev-rootcoord-dml_0_445698323354747022v0

4.进入node.handleWatchInfo()

代码路径:internaldatanodeevent_manager.go

代码语言:go复制
func (node *DataNode) handleWatchInfo(e *event, key string, data []byte) {
	switch e.eventType {
	case putEventType:
		// 反序列化得到ChannelWatchInfo
		watchInfo, err := parsePutEventData(data)
		if err != nil {
			log.Warn("fail to handle watchInfo", zap.Int("event type", e.eventType), zap.String("key", key), zap.Error(err))
			return
		}

		if isEndWatchState(watchInfo.State) {
			log.Info("DataNode received a PUT event with an end State", zap.String("state", watchInfo.State.String()))
			return
		}

		if watchInfo.Progress != 0 {
			log.Info("DataNode received a PUT event with tickler update progress", zap.String("channel", watchInfo.Vchan.ChannelName), zap.Int64("version", e.version))
			return
		}

		e.info = watchInfo
		// 填充虚拟channel名称
		e.vChanName = watchInfo.GetVchan().GetChannelName()
		log.Info("DataNode is handling watchInfo PUT event", zap.String("key", key), zap.Any("watch state", watchInfo.GetState().String()))
	case deleteEventType:
		e.vChanName = parseDeleteEventKey(key)
		log.Info("DataNode is handling watchInfo DELETE event", zap.String("key", key))
	}

	actualManager, loaded := node.eventManagerMap.GetOrInsert(e.vChanName, newChannelEventManager(
		node.handlePutEvent, node.handleDeleteEvent, retryWatchInterval,
	))
	// loaded=false
	if !loaded {
		actualManager.Run()
	}

	actualManager.handleEvent(*e)

	// Whenever a delete event comes, this eventManager will be removed from map
	if e.eventType == deleteEventType {
		if m, loaded := node.eventManagerMap.GetAndRemove(e.vChanName); loaded {
			m.Close()
		}
	}
}

变量e的值:

newChannelEventManager()返回一个channelEventManager结构体:

代码语言:go复制
func newChannelEventManager(handlePut func(*datapb.ChannelWatchInfo, int64) error,
	handleDel func(string), retryInterval time.Duration,
) *channelEventManager {
	return &channelEventManager{
		eventChan:         make(chan event, 10),
		closeChan:         make(chan struct{}),
		handlePutEvent:    handlePut,// 设置PUT处理函数
		handleDeleteEvent: handleDel,// 设置DELETE处理函数
		retryInterval:     retryInterval,
	}
}

handlePutEvent设置为node.handlePutEvent()。

handleDeleteEvent设置为node.handleDeleteEvent()。

4.进入actualManager.Run()

代码路径:internaldatanodeevent_manager.go

代码语言:go复制
func (e *channelEventManager) Run() {
	e.wg.Add(1)
	go func() {
		defer e.wg.Done()
		for {
			select {
			case event := <-e.eventChan:
				switch event.eventType {
				case putEventType:
					// 处理PUT事件:node.handlePutEvent()
					err := e.handlePutEvent(event.info, event.version)
					if err != nil {
						// logging the error is convenient for follow-up investigation of problems
						log.Warn("handle put event failed", zap.String("vChanName", event.vChanName), zap.Error(err))
					}
				case deleteEventType:
					// 处理DELETE事件:node.handleDeleteEvent()
					e.handleDeleteEvent(event.vChanName)
				}
			case <-e.closeChan:
				return
			}
		}
	}()
}

event.version的值为1

event.info的值如下:

5.进入e.handlePutEvent(),其实就是进入node.handlePutEvent()

代码路径:internaldatanodeevent_manager.go

代码语言:go复制
func (node *DataNode) handlePutEvent(watchInfo *datapb.ChannelWatchInfo, version int64) (err error) {
	// 获取虚拟channel名称,例如:by-dev-rootcoord-dml_2_445698762473996462v0
	vChanName := watchInfo.GetVchan().GetChannelName()
	// 获取key,例如:channelwatch/7/by-dev-rootcoord-dml_2_445698762473996462v0
	key := path.Join(Params.CommonCfg.DataCoordWatchSubPath.GetValue(), fmt.Sprintf("%d", node.GetSession().ServerID), vChanName)
	tickler := newEtcdTickler(version, key, watchInfo, node.watchKv, Params.DataNodeCfg.WatchEventTicklerInterval.GetAsDuration(time.Second))

	switch watchInfo.State {
	case datapb.ChannelWatchState_Uncomplete, datapb.ChannelWatchState_ToWatch:
        // 走这条路径
		if err := node.flowgraphManager.addAndStartWithEtcdTickler(node, watchInfo.GetVchan(), watchInfo.GetSchema(), tickler); err != nil {
			......
		} else {
			log.Info("handle put event: new data sync service success", zap.String("vChanName", vChanName))
			watchInfo.State = datapb.ChannelWatchState_WatchSuccess
		}
	case datapb.ChannelWatchState_ToRelease:
		......
	}

	v, err := proto.Marshal(watchInfo)
	if err != nil {
		......
	}

	success, err := node.watchKv.CompareVersionAndSwap(key, tickler.version, string(v))

	if err != nil {
		......
	}
	log.Info("handle put event success", zap.String("key", key),
		zap.String("state", watchInfo.State.String()), zap.String("vChanName", vChanName))
	return nil
}

6.进入node.flowgraphManager.addAndStartWithEtcdTickler()

代码路径:internaldatanodeflow_graph_manager.go

代码语言:go复制
func (fm *flowgraphManager) addAndStartWithEtcdTickler(dn *DataNode, vchan *datapb.VchannelInfo, schema *schemapb.CollectionSchema, tickler *etcdTickler) error {
	log := log.With(zap.String("channel", vchan.GetChannelName()))
	if fm.flowgraphs.Contain(vchan.GetChannelName()) {
		log.Warn("try to add an existed DataSyncService")
		return nil
	}
	// 构建dataSyncService结构体
	dataSyncService, err := newServiceWithEtcdTickler(context.TODO(), dn, &datapb.ChannelWatchInfo{
		Schema: schema,
		Vchan:  vchan,
	}, tickler)
	if err != nil {
		log.Warn("fail to create new DataSyncService", zap.Error(err))
		return err
	}
	// 启动dataSyncService
	dataSyncService.start()
	fm.flowgraphs.Insert(vchan.GetChannelName(), dataSyncService)

	metrics.DataNodeNumFlowGraphs.WithLabelValues(fmt.Sprint(paramtable.GetNodeID())).Inc()
	return nil
}

总结:

1.datanode对channelwatch/{nodeID}进行watch

2.当创建或者删除collection,对etcd进行PUT或者DELETE,触发datanode相应事件。

当PUT事件发生,触发dataSyncService的启动。

一个shard对应一个vchannel,同时启动一个dataSyncService。

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