Storm-源码分析- Storm中Zookeeper的使用
在backtype.storm.cluster.clj中, 定义了storm对于Zookeeper的使用
ClusterState
首先定义操作Zookeeper集群的interface
(defprotocol ClusterState (set-ephemeral-node [this path data]) (delete-node [this path]) (create-sequential [this path data]) (set-data [this path data]) ;; if node does not exist, create persistent with this data (get-data [this path watch?]) (get-children [this path watch?]) (mkdirs [this path]) (close [this]) (register [this callback]) (unregister [this id]) )
实现和生成用于操作Zookeeper集群的record
首先创建zk-client, 并在zk上创建STORM-ZOOKEEPER-ROOT目录
接着定义,
callbacks, callback集合
active, 标志zk集群状态
zk, zk client
创建zk client的时候, 设置了watcher, 即zk server当状态发生变化时会给client发送event, 此处client设置的watcher会调用callbacks来处理server发送的event
Storm在操作Zookeeper时, 使用CuratorFramework(http://curator.incubator.apache.org/curator-framework/index.html)
最后实现ClusterState protocol, 其中register和unregister是用来添加/删除callbacks的, 其他都是些zk的常规操作
(defn mk-distributed-cluster-state [conf]
(let [zk (zk/mk-client conf (conf STORM-ZOOKEEPER-SERVERS) (conf STORM-ZOOKEEPER-PORT) :auth-conf conf)]
(zk/mkdirs zk (conf STORM-ZOOKEEPER-ROOT))
(.close zk))
(let [callbacks (atom {})
active (atom true)
zk (zk/mk-client conf
(conf STORM-ZOOKEEPER-SERVERS)
(conf STORM-ZOOKEEPER-PORT)
:auth-conf conf
:root (conf STORM-ZOOKEEPER-ROOT)
:watcher (fn [state type path]
(when @active
(when-not (= :connected state)
(log-warn "Received event " state ":" type ":" path " with disconnected Zookeeper."))
(when-not (= :none type)
(doseq [callback (vals @callbacks)]
(callback type path))))
))]
(reify
ClusterState
(register [this callback]
(let [id (uuid)]
(swap! callbacks assoc id callback)
id
))
(unregister [this id]
(swap! callbacks dissoc id))
(set-ephemeral-node [this path data]
(zk/mkdirs zk (parent-path path))
(if (zk/exists zk path false)
(try-cause
(zk/set-data zk path data) ; should verify that it's ephemeral
(catch KeeperException$NoNodeException e
(log-warn-error e "Ephemeral node disappeared between checking for existing and setting data")
(zk/create-node zk path data :ephemeral)
))
(zk/create-node zk path data :ephemeral)
))
(create-sequential [this path data]
(zk/create-node zk path data :sequential))
(set-data [this path data]
;; note: this does not turn off any existing watches
(if (zk/exists zk path false)
(zk/set-data zk path data)
(do
(zk/mkdirs zk (parent-path path))
(zk/create-node zk path data :persistent)
)))
(delete-node [this path]
(zk/delete-recursive zk path)
)
(get-data [this path watch?]
(zk/get-data zk path watch?)
)
(get-children [this path watch?]
(zk/get-children zk path watch?))
(mkdirs [this path]
(zk/mkdirs zk path))
(close [this]
(reset! active false)
(.close zk))
)))
StormClusterState
定义针对Storm定制的zk操作协议, 包含各种storm里面的信息在zk上的读写
(defprotocol StormClusterState (assignments [this callback]) (assignment-info [this storm-id callback]) (active-storms [this]) (storm-base [this storm-id callback]) (get-worker-heartbeat [this storm-id node port]) (executor-beats [this storm-id executor->node+port]) (supervisors [this callback]) (supervisor-info [this supervisor-id]) ;; returns nil if doesn't exist (setup-heartbeats! [this storm-id]) (teardown-heartbeats! [this storm-id]) (teardown-topology-errors! [this storm-id]) (heartbeat-storms [this]) (error-topologies [this]) (worker-heartbeat! [this storm-id node port info]) (remove-worker-heartbeat! [this storm-id node port]) (supervisor-heartbeat! [this supervisor-id info]) (activate-storm! [this storm-id storm-base]) (update-storm! [this storm-id new-elems]) (remove-storm-base! [this storm-id]) (set-assignment! [this storm-id info]) (remove-storm! [this storm-id]) (report-error [this storm-id task-id error]) (errors [this storm-id task-id]) (disconnect [this]) )
首先判断是否第一次mk-storm-cluster-state, 既是否进行过zk cluster state的创建, 如果没有调用mk-distributed-cluster-state
接着, 定义一系列的callbacks, 并调用cluster-state的register, 注册到callbacks列表中
state-id 就是register返回的callback的uuid
再者, 在zk上创建storm的子目录
最后, 实现StormClusterState协议, 实现各种zk数据的读写
(defn mk-storm-cluster-state [cluster-state-spec] (let [[solo? cluster-state] (if (satisfies? ClusterState cluster-state-spec) [false cluster-state-spec] [true (mk-distributed-cluster-state cluster-state-spec)]) assignment-info-callback (atom {}) supervisors-callback (atom nil) assignments-callback (atom nil) ;在StormClusterState.assignments中被set storm-base-callback (atom {}) state-id (register cluster-state (fn [type path] (let [[subtree & args] (tokenize-path path)] ;将path按'/'分割 (condp = subtree ;对path的subtree部分进行swith…case ASSIGNMENTS-ROOT (if (empty? args) (issue-callback! assignments-callback) ;issue-callback!, 执行并删除该callback, 保证callback只被执行一次 (issue-map-callback! assignment-info-callback (first args))) SUPERVISORS-ROOT (issue-callback! supervisors-callback) STORMS-ROOT (issue-map-callback! storm-base-callback (first args)) ;; this should never happen (halt-process! 30 "Unknown callback for subtree " subtree args) ) )))] (doseq [p [ASSIGNMENTS-SUBTREE STORMS-SUBTREE SUPERVISORS-SUBTREE WORKERBEATS-SUBTREE ERRORS-SUBTREE]] (mkdirs cluster-state p)) (reify StormClusterState )
例子
通过一个场景来说明storm怎样使用zookeeper
supervisor中的mk-synchronize-supervisor, 主要用于下载新的, 并删除不使用的topology代码
所以这个逻辑光执行一次是不够的, 需要当每次assignment发生变化的时候就执行一次
storm是利用zookeeper的watcher来解决这个问题
1. 在mk-distributed-cluster-state中创建zk client的时候配置watcher, 当收到zk server的event的时候, 调用callbacks列表里面的callback进行处理
而这个callback本身, 就是根据event中的path(代表哪部分数据发生change)来issue在storm-cluster-state中维护的一系列callback
比如, 当ASSIGNMENTS-ROOT发生变化时, 会调用assignments-callback
3. 那么也就是说只需要将mk-synchronize-supervisor, set到assignments-callback, 就可以保证当ASSIGNMENTS-ROOT发生变化时, 调用mk-synchronize-supervisor去同步topology代码
什么时候set? 在第一次调用mk-synchronize-supervisor的时候
sync-callback (fn [& ignored] (.add event-manager this))
assignments-snapshot (assignments-snapshot storm-cluster-state sync-callback)
同步topology代码是消耗时间的事情, 所以实现的时候放在后台执行, 只是将this(function) add到event-manager的queue里面, 后台线程会执行这个函数
并且在调用assignment获取assignments-snapshot的时候, 将sync-callback set到assignments-callback中去
(assignments [this callback]
(when callback
(reset! assignments-callback callback))
(get-children cluster-state ASSIGNMENTS-SUBTREE (not-nil? callback)))
By the way, 对于get-children, 是否有callback, 即是否被watch, 读的数据是不一样的, 具体原因不是很清楚, 需要后面看看zk的具体使用
(defn get-children [^CuratorFramework zk ^String path watch?] (if watch? (.. zk (getChildren) (watched) (forPath (normalize-path path))) (.. zk (getChildren) (forPath (normalize-path path)))))
4. 前面说了issue-callback!在执行assignments-callback之前, 会将其清空, 所以如果需要不断的触发, 那么就要不断的设置assignments-callback
所以作为callback, mk-synchronize-supervisor会先通过assignments-snapshot去重设assignments-callback
至于为什么要采用这样的机制? 现在还看不清楚
