這篇文章給大家分享的是有關(guān)storm如何操作zookeeper-cluster.clj的內(nèi)容。小編覺(jué)得挺實(shí)用的,因此分享給大家做個(gè)參考,一起跟隨小編過(guò)來(lái)看看吧。
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storm操作zookeeper的主要函數(shù)都定義在命名空間backtype.storm.cluster中(即cluster.clj文件中)。 backtype.storm.cluster定義了兩個(gè)重要protocol:ClusterState和StormClusterState。
clojure中的protocol可以看成java中的接口,封裝了一組方法。ClusterState協(xié)議中封裝了一組與zookeeper進(jìn)行交互的基礎(chǔ)函數(shù),如獲取子節(jié)點(diǎn)函數(shù),獲取子節(jié)點(diǎn)數(shù)據(jù)函數(shù)等,ClusterState協(xié)議定義如下:
ClusterState協(xié)議
(defprotocol ClusterState (set-ephemeral-node [this path data]) (delete-node [this path]) (create-sequential [this path data]) ;; if node does not exist, create persistent with this data (set-data [this path data]) (get-data [this path watch?]) (get-version [this path watch?]) (get-data-with-version [this path watch?]) (get-children [this path watch?]) (mkdirs [this path]) (close [this]) (register [this callback]) (unregister [this id]))
StormClusterState協(xié)議封裝了一組storm與zookeeper進(jìn)行交互的函數(shù),可以將StormClusterState協(xié)議中的函數(shù)看成ClusterState協(xié)議中函數(shù)的"組合"。StormClusterState協(xié)議定義如下:
StormClusterState協(xié)議
(defprotocol StormClusterState (assignments [this callback]) (assignment-info [this storm-id callback]) (assignment-info-with-version [this storm-id callback]) (assignment-version [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 node port error]) (errors [this storm-id task-id]) (disconnect [this]))
命名空間backtype.storm.cluster除了定義ClusterState和StormClusterState這兩個(gè)重要協(xié)議外,還定義了兩個(gè)重要函數(shù):mk-distributed-cluster-state和mk-storm-cluster-state。
mk-distributed-cluster-state函數(shù)如下:
該函數(shù)返回一個(gè)實(shí)現(xiàn)了ClusterState協(xié)議的對(duì)象,通過(guò)這個(gè)對(duì)象就可以與zookeeper進(jìn)行交互了。
mk-distributed-cluster-state函數(shù)
(defn mk-distributed-cluster-state ;; conf綁定了storm.yaml中的配置信息,是一個(gè)map對(duì)象 [conf] ;; zk綁定一個(gè)zk client,Storm使用CuratorFramework與Zookeeper進(jìn)行交互 (let [zk (zk/mk-client conf (conf STORM-ZOOKEEPER-SERVERS) (conf STORM-ZOOKEEPER-PORT) :auth-conf conf)] ;; 創(chuàng)建storm集群在zookeeper上的根目錄,默認(rèn)值為/storm (zk/mkdirs zk (conf STORM-ZOOKEEPER-ROOT)) (.close zk)) ;; callbacks綁定回調(diào)函數(shù)集合,是一個(gè)map對(duì)象 (let [callbacks (atom {}) ;; active標(biāo)示zookeeper集群狀態(tài) active (atom true) ;; zk重新綁定新的zk client,該zk client設(shè)置了watcher,這樣當(dāng)zookeeper集群的狀態(tài)發(fā)生變化時(shí),zk server會(huì)給zk client發(fā)送相應(yīng)的event,zk client設(shè)置的watcher會(huì)調(diào)用callbacks中相應(yīng)回調(diào)函數(shù)來(lái)處理event ;; 啟動(dòng)nimbus時(shí),callbacks是一個(gè)空集合,所以nimbus端收到event后不會(huì)調(diào)用任何回調(diào)函數(shù);但是啟動(dòng)supervisor時(shí),callbacks中注冊(cè)了回調(diào)函數(shù),所以當(dāng)supervisor收到zk server發(fā)送的event后,會(huì)調(diào)用相應(yīng)的回調(diào)函數(shù) ;; mk-client函數(shù)定義在zookeeper.clj文件中,請(qǐng)參見(jiàn)其定義部分 zk (zk/mk-client conf (conf STORM-ZOOKEEPER-SERVERS) (conf STORM-ZOOKEEPER-PORT) :auth-conf conf :root (conf STORM-ZOOKEEPER-ROOT) ;; :watcher綁定一個(gè)函數(shù),指定zk client的默認(rèn)watcher函數(shù),state標(biāo)示當(dāng)前zk client的狀態(tài);type標(biāo)示事件類(lèi)型;path標(biāo)示zookeeper上產(chǎn)生該事件的znode ;; 該watcher函數(shù)主要功能就是執(zhí)行callbacks集合中的函數(shù),callbacks集合中的函數(shù)是在mk-storm-cluster-state函數(shù)中通過(guò)調(diào)用ClusterState的register函數(shù)添加的 :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相當(dāng)于java中的implements,這里表示實(shí)現(xiàn)一個(gè)協(xié)議 (reify ClusterState ;; register函數(shù)用于將回調(diào)函數(shù)加入callbacks中,key是一個(gè)32位的標(biāo)識(shí) (register [this callback] (let [id (uuid)] (swap! callbacks assoc id callback) id)) ;; unregister函數(shù)用于將指定key的回調(diào)函數(shù)從callbacks中刪除 (unregister [this id] (swap! callbacks dissoc id)) ;; 在zookeeper上添加一個(gè)臨時(shí)節(jié)點(diǎn) (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))) ;; 在zookeeper上添加一個(gè)順序節(jié)點(diǎn) (create-sequential [this path data] (zk/create-node zk path data :sequential)) ;; 修改某個(gè)節(jié)點(diǎn)數(shù)據(jù) (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)))) ;; 刪除指定節(jié)點(diǎn) (delete-node [this path] (zk/delete-recursive zk path)) ;; 獲取指定節(jié)點(diǎn)數(shù)據(jù)。path標(biāo)示節(jié)點(diǎn)路徑;watch?是一個(gè)布爾類(lèi)型值,表示是否需要對(duì)該節(jié)點(diǎn)進(jìn)行"觀察",如果watch?=true,當(dāng)調(diào)用set-data函數(shù)修改該節(jié)點(diǎn)數(shù)據(jù)后, ;; 會(huì)給zk client發(fā)送一個(gè)事件,zk client接收事件后,會(huì)調(diào)用創(chuàng)建zk client時(shí)指定的默認(rèn)watcher函數(shù)(即:watcher綁定的函數(shù)) (get-data [this path watch?] (zk/get-data zk path watch?)) ;; 與get-data函數(shù)的區(qū)別就是獲取指定節(jié)點(diǎn)數(shù)據(jù)的同時(shí),獲取節(jié)點(diǎn)數(shù)據(jù)的version,version表示節(jié)點(diǎn)數(shù)據(jù)修改的次數(shù) (get-data-with-version [this path watch?] (zk/get-data-with-version zk path watch?)) ;; 獲取指定節(jié)點(diǎn)的version,watch?的含義與get-data函數(shù)中的watch?相同 (get-version [this path watch?] (zk/get-version zk path watch?)) ;; 獲取指定節(jié)點(diǎn)的子節(jié)點(diǎn)列表,watch?的含義與get-data函數(shù)中的watch?相同 (get-children [this path watch?] (zk/get-children zk path watch?)) ;; 在zookeeper上創(chuàng)建一個(gè)節(jié)點(diǎn) (mkdirs [this path] (zk/mkdirs zk path)) ;; 關(guān)閉zk client (close [this] (reset! active false) (.close zk)))))
mk-storm-cluster-state函數(shù)定義如下:
mk-storm-cluster-state函數(shù)非常重要,該函數(shù)返回一個(gè)實(shí)現(xiàn)了StormClusterState協(xié)議的實(shí)例,通過(guò)該實(shí)例storm就可以更加方便與zookeeper進(jìn)行交互。
在啟動(dòng)nimbus和supervisor的函數(shù)中均調(diào)用了mk-storm-cluster-state函數(shù)。關(guān)于nimbus和supervisor的啟動(dòng)將在之后的文章中介紹。
mk-storm-cluster-state函數(shù)
(defn mk-storm-cluster-state [cluster-state-spec] ;; satisfies?謂詞相當(dāng)于java中的instanceof,判斷cluster-state-spec是不是ClusterState實(shí)例 (let [[solo? cluster-state] (if (satisfies? ClusterState cluster-state-spec) [false cluster-state-spec] [true (mk-distributed-cluster-state cluster-state-spec)]) ;; 綁定topology id->回調(diào)函數(shù)的map,當(dāng)/assignments/{topology id}數(shù)據(jù)發(fā)生變化時(shí),zk client執(zhí)行assignment-info-callback中topology id所對(duì)應(yīng)的回調(diào)函數(shù) assignment-info-callback (atom {}) ;; assignment-info-with-version-callback與assignment-info-callback類(lèi)似 assignment-info-with-version-callback (atom {}) ;; assignment-version-callback與assignments-callback類(lèi)似 assignment-version-callback (atom {}) ;; 當(dāng)/supervisors標(biāo)示的znode的子節(jié)點(diǎn)發(fā)生變化時(shí),zk client執(zhí)行supervisors-callback指向的函數(shù) supervisors-callback (atom nil) ;; 當(dāng)/assignments標(biāo)示的znode的子節(jié)點(diǎn)發(fā)生變化時(shí),zk client執(zhí)行assignments-callback指向的函數(shù) assignments-callback (atom nil) ;; 當(dāng)/storms/{topology id}標(biāo)示的znode的數(shù)據(jù)發(fā)生變化時(shí),zk client執(zhí)行storm-base-callback中topology id所對(duì)應(yīng)的回調(diào)函數(shù) storm-base-callback (atom {}) ;; register函數(shù)將"回調(diào)函數(shù)(fn ...)"添加到cluster-state的callbacks集合中,并返回標(biāo)示該回調(diào)函數(shù)的uuid state-id (register cluster-state ;; 定義"回調(diào)函數(shù)",type標(biāo)示事件類(lèi)型,path標(biāo)示znode (fn [type path] ;; subtree綁定路徑前綴如"assignments"、"storms"、"supervisors"等,args存放topology id (let [[subtree & args] (tokenize-path path)] ;; condp相當(dāng)于java中的switch (condp = subtree ;; 當(dāng)subtree="assignments"時(shí),如果args為空,說(shuō)明是/assignments的子節(jié)點(diǎn)發(fā)生變化,執(zhí)行assignments-callback指向的回調(diào)函數(shù),否則 ;; 說(shuō)明/assignments/{topology id}標(biāo)示的節(jié)點(diǎn)數(shù)據(jù)發(fā)生變化,執(zhí)行assignment-info-callback指向的回調(diào)函數(shù) ASSIGNMENTS-ROOT (if (empty? args) (issue-callback! assignments-callback) (issue-map-callback! assignment-info-callback (first args))) ;; 當(dāng)subtree="supervisors"時(shí),說(shuō)明是/supervisors的子節(jié)點(diǎn)發(fā)生變化,執(zhí)行supervisors-callback指向的回調(diào)函數(shù) SUPERVISORS-ROOT (issue-callback! supervisors-callback) ;; 當(dāng)subtree="storms"時(shí),說(shuō)明是/storms/{topology id}標(biāo)示的節(jié)點(diǎn)數(shù)據(jù)發(fā)生變化,執(zhí)行storm-base-callback指向的回調(diào)函數(shù) STORMS-ROOT (issue-map-callback! storm-base-callback (first args)) ;; this should never happen (exit-process! 30 "Unknown callback for subtree " subtree args)))))] ;; 在zookeeper上創(chuàng)建storm運(yùn)行topology所必需的znode (doseq [p [ASSIGNMENTS-SUBTREE STORMS-SUBTREE SUPERVISORS-SUBTREE WORKERBEATS-SUBTREE ERRORS-SUBTREE]] (mkdirs cluster-state p)) ;; 返回一個(gè)實(shí)現(xiàn)StormClusterState協(xié)議的實(shí)例 (reify StormClusterState ;; 獲取/assignments的子節(jié)點(diǎn)列表,如果callback不為空,將其賦值給assignments-callback,并對(duì)/assignments添加"節(jié)點(diǎn)觀察" (assignments [this callback] (when callback (reset! assignments-callback callback)) (get-children cluster-state ASSIGNMENTS-SUBTREE (not-nil? callback))) ;; 獲取/assignments/{storm-id}節(jié)點(diǎn)數(shù)據(jù),即storm-id的分配信息,如果callback不為空,將其添加到assignment-info-callback中,并對(duì)/assignments/{storm-id}添加"數(shù)據(jù)觀察" (assignment-info [this storm-id callback] (when callback (swap! assignment-info-callback assoc storm-id callback)) (maybe-deserialize (get-data cluster-state (assignment-path storm-id) (not-nil? callback)))) ;; 獲取/assignments/{storm-id}節(jié)點(diǎn)數(shù)據(jù)包括version信息,如果callback不為空,將其添加到assignment-info-with-version-callback中,并對(duì)/assignments/{storm-id}添加"數(shù)據(jù)觀察" (assignment-info-with-version [this storm-id callback] (when callback (swap! assignment-info-with-version-callback assoc storm-id callback)) (let [{data :data version :version} (get-data-with-version cluster-state (assignment-path storm-id) (not-nil? callback))] {:data (maybe-deserialize data) :version version})) ;; 獲取/assignments/{storm-id}節(jié)點(diǎn)數(shù)據(jù)的version信息,如果callback不為空,將其添加到assignment-version-callback中,并對(duì)/assignments/{storm-id}添加"數(shù)據(jù)觀察" (assignment-version [this storm-id callback] (when callback (swap! assignment-version-callback assoc storm-id callback)) (get-version cluster-state (assignment-path storm-id) (not-nil? callback))) ;; 獲取storm集群中正在運(yùn)行的topology id即/storms的子節(jié)點(diǎn)列表 (active-storms [this] (get-children cluster-state STORMS-SUBTREE false)) ;; 獲取storm集群中所有有心跳的topology id即/workerbeats的子節(jié)點(diǎn)列表 (heartbeat-storms [this] (get-children cluster-state WORKERBEATS-SUBTREE false)) ;; 獲取所有有錯(cuò)誤的topology id即/errors的子節(jié)點(diǎn)列表 (error-topologies [this] (get-children cluster-state ERRORS-SUBTREE false)) ;; 獲取指定storm-id進(jìn)程的心跳信息,即/workerbeats/{storm-id}/{node-port}節(jié)點(diǎn)數(shù)據(jù) (get-worker-heartbeat [this storm-id node port] (-> cluster-state (get-data (workerbeat-path storm-id node port) false) maybe-deserialize)) ;; 獲取指定進(jìn)程中所有線程的心跳信息 (executor-beats [this storm-id executor->node+port] ;; need to take executor->node+port in explicitly so that we don't run into a situation where a ;; long dead worker with a skewed clock overrides all the timestamps. By only checking heartbeats ;; with an assigned node+port, and only reading executors from that heartbeat that are actually assigned, ;; we avoid situations like that (let [node+port->executors (reverse-map executor->node+port) all-heartbeats (for [[[node port] executors] node+port->executors] (->> (get-worker-heartbeat this storm-id node port) (convert-executor-beats executors) ))] (apply merge all-heartbeats))) ;; 獲取/supervisors的子節(jié)點(diǎn)列表,如果callback不為空,將其賦值給supervisors-callback,并對(duì)/supervisors添加"節(jié)點(diǎn)觀察" (supervisors [this callback] (when callback (reset! supervisors-callback callback)) (get-children cluster-state SUPERVISORS-SUBTREE (not-nil? callback))) ;; 獲取/supervisors/{supervisor-id}節(jié)點(diǎn)數(shù)據(jù),即supervisor的心跳信息 (supervisor-info [this supervisor-id] (maybe-deserialize (get-data cluster-state (supervisor-path supervisor-id) false))) ;; 設(shè)置進(jìn)程心跳信息 (worker-heartbeat! [this storm-id node port info] (set-data cluster-state (workerbeat-path storm-id node port) (Utils/serialize info))) ;; 刪除進(jìn)程心跳信息 (remove-worker-heartbeat! [this storm-id node port] (delete-node cluster-state (workerbeat-path storm-id node port))) ;; 創(chuàng)建指定storm-id的topology的用于存放心跳信息的節(jié)點(diǎn) (setup-heartbeats! [this storm-id] (mkdirs cluster-state (workerbeat-storm-root storm-id))) ;; 刪除指定storm-id的topology的心跳信息節(jié)點(diǎn) (teardown-heartbeats! [this storm-id] (try-cause (delete-node cluster-state (workerbeat-storm-root storm-id)) (catch KeeperException e (log-warn-error e "Could not teardown heartbeats for " storm-id)))) ;; 刪除指定storm-id的topology的錯(cuò)誤信息節(jié)點(diǎn) (teardown-topology-errors! [this storm-id] (try-cause (delete-node cluster-state (error-storm-root storm-id)) (catch KeeperException e (log-warn-error e "Could not teardown errors for " storm-id)))) ;; 創(chuàng)建臨時(shí)節(jié)點(diǎn)存放supervisor的心跳信息 (supervisor-heartbeat! [this supervisor-id info] (set-ephemeral-node cluster-state (supervisor-path supervisor-id) (Utils/serialize info))) ;; 創(chuàng)建/storms/{storm-id}節(jié)點(diǎn) (activate-storm! [this storm-id storm-base] (set-data cluster-state (storm-path storm-id) (Utils/serialize storm-base))) ;; 更新topology對(duì)應(yīng)的StormBase對(duì)象,即更新/storm/{storm-id}節(jié)點(diǎn) (update-storm! [this storm-id new-elems] ;; base綁定storm-id在zookeeper上的StormBase對(duì)象 (let [base (storm-base this storm-id nil) ;; executors綁定component名稱(chēng)->組件并行度的map executors (:component->executors base) ;; new-elems綁定合并后的組件并行度map,update函數(shù)將組件新并行度map合并到舊map中 new-elems (update new-elems :component->executors (partial merge executors))] ;; 更新StormBase對(duì)象中的組件并行度map,并寫(xiě)入zookeeper的/storms/{storm-id}節(jié)點(diǎn) (set-data cluster-state (storm-path storm-id) (-> base (merge new-elems) Utils/serialize)))) ;; 獲取storm-id的StormBase對(duì)象,即讀取/storms/{storm-id}節(jié)點(diǎn)數(shù)據(jù),如果callback不為空,將其賦值給storm-base-callback,并為/storms/{storm-id}節(jié)點(diǎn)添加"數(shù)據(jù)觀察" (storm-base [this storm-id callback] (when callback (swap! storm-base-callback assoc storm-id callback)) (maybe-deserialize (get-data cluster-state (storm-path storm-id) (not-nil? callback)))) ;; 刪除storm-id的StormBase對(duì)象,即刪除/storms/{storm-id}節(jié)點(diǎn) (remove-storm-base! [this storm-id] (delete-node cluster-state (storm-path storm-id))) ;; 更新storm-id的分配信息,即更新/assignments/{storm-id}節(jié)點(diǎn)數(shù)據(jù) (set-assignment! [this storm-id info] (set-data cluster-state (assignment-path storm-id) (Utils/serialize info))) ;; 刪除storm-id的分配信息,同時(shí)刪除其StormBase信息,即刪除/assignments/{storm-id}節(jié)點(diǎn)和/storms/{storm-id}節(jié)點(diǎn) (remove-storm! [this storm-id] (delete-node cluster-state (assignment-path storm-id)) (remove-storm-base! this storm-id)) ;; 將組件異常信息寫(xiě)入zookeeper (report-error [this storm-id component-id node port error] ;; path綁定"/errors/{storm-id}/{component-id}" (let [path (error-path storm-id component-id) ;; data綁定異常信息,包括異常時(shí)間、異常堆棧信息、主機(jī)和端口 data {:time-secs (current-time-secs) :error (stringify-error error) :host node :port port} ;; 創(chuàng)建/errors/{storm-id}/{component-id}節(jié)點(diǎn) _ (mkdirs cluster-state path) ;; 創(chuàng)建/errors/{storm-id}/{component-id}的子順序節(jié)點(diǎn),并寫(xiě)入異常信息 _ (create-sequential cluster-state (str path "/e") (Utils/serialize data)) ;; to-kill綁定除去順序節(jié)點(diǎn)編號(hào)最大的前10個(gè)節(jié)點(diǎn)的剩余節(jié)點(diǎn)的集合 to-kill (->> (get-children cluster-state path false) (sort-by parse-error-path) reverse (drop 10))] ;; 刪除to-kill中包含的節(jié)點(diǎn) (doseq [k to-kill] (delete-node cluster-state (str path "/" k))))) ;; 得到給定的storm-id component-id下的異常信息 (errors [this storm-id component-id] (let [path (error-path storm-id component-id) _ (mkdirs cluster-state path) children (get-children cluster-state path false) errors (dofor [c children] (let [data (-> (get-data cluster-state (str path "/" c) false) maybe-deserialize)] (when data (struct TaskError (:error data) (:time-secs data) (:host data) (:port data)) ))) ] (->> (filter not-nil? errors) (sort-by (comp - :time-secs))))) ;; 關(guān)閉連接,在關(guān)閉連接前,將回調(diào)函數(shù)從cluster-state的callbacks中刪除 (disconnect [this] (unregister cluster-state state-id) (when solo? (close cluster-state))))))
zookeeper.clj中mk-client函數(shù)
mk-client函數(shù)創(chuàng)建一個(gè)CuratorFramework實(shí)例,為該實(shí)例注冊(cè)了CuratorListener,當(dāng)一個(gè)后臺(tái)操作完成或者指定的watch被觸發(fā)時(shí)將會(huì)執(zhí)行CuratorListener中的eventReceived()。eventReceived中調(diào)用的wacher函數(shù)就是mk-distributed-cluster-state中:watcher綁定的函數(shù)。
(defnk mk-client [conf servers port :root "" :watcher default-watcher :auth-conf nil] (let [fk (Utils/newCurator conf servers port root (when auth-conf (ZookeeperAuthInfo. auth-conf)))] (.. fk (getCuratorListenable) (addListener (reify CuratorListener (^void eventReceived [this ^CuratorFramework _fk ^CuratorEvent e] (when (= (.getType e) CuratorEventType/WATCHED) (let [^WatchedEvent event (.getWatchedEvent e)] (watcher (zk-keeper-states (.getState event)) (zk-event-types (.getType event)) (.getPath event)))))))) (.start fk) fk))
以上就是storm與zookeeper進(jìn)行交互的源碼分析,我覺(jué)得最重要的部分就是如何給zk client添加"wacher",storm的很多功能都是通過(guò)zookeeper的wacher機(jī)制實(shí)現(xiàn)的,如"分配信息領(lǐng)取"。添加"wacher"大概分為以下幾個(gè)步驟:
mk-distributed-cluster-state函數(shù)創(chuàng)建了一個(gè)zk client,并通過(guò):watcher給該zk client指定了"wacher"函數(shù),這個(gè)"wacher"函數(shù)只是簡(jiǎn)單調(diào)用ClusterState的callbacks集合中的函數(shù),這樣這個(gè)"wacher"函數(shù)執(zhí)行 哪些函數(shù)將由ClusterState實(shí)例決定
ClusterState實(shí)例提供register函數(shù)來(lái)更新callbacks集合,ClusterState實(shí)例被傳遞給了mk-storm-cluster-state函數(shù),在mk-storm-cluster-state中調(diào)用register添加了一個(gè)函數(shù)(fn [type path] ... ),這個(gè)函數(shù)實(shí)現(xiàn)了"watcher"函數(shù)的全部邏輯
mk-storm-cluster-state中注冊(cè)的函數(shù)執(zhí)行的具體內(nèi)容由StormClusterState實(shí)例決定,對(duì)zookeeper節(jié)點(diǎn)添加"觀察"也是通過(guò)StormClusterState實(shí)例實(shí)現(xiàn)的,這樣我們就可以通過(guò)StormClusterState實(shí)例對(duì)我們感興趣的節(jié)點(diǎn)添加"觀察"和"回調(diào)函數(shù)",當(dāng)節(jié)點(diǎn)或節(jié)點(diǎn)數(shù)據(jù)發(fā)生變化后,zk server就會(huì)給zk client發(fā)送"通知",zk client中的"wather"函數(shù)將被調(diào)用,進(jìn)而我們注冊(cè)的"回到函數(shù)"將被執(zhí)行。
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