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  180. <h1>ZooKeeper</h1>
  181. <div id="minitoc-area">
  182. <ul class="minitoc">
  183. <li>
  184. <a href="#ch_DesignOverview">ZooKeeper: A Distributed Coordination Service for Distributed
  185. Applications</a>
  186. <ul class="minitoc">
  187. <li>
  188. <a href="#sc_designGoals">Design Goals</a>
  189. </li>
  190. <li>
  191. <a href="#sc_dataModelNameSpace">Data model and the hierarchical namespace</a>
  192. </li>
  193. <li>
  194. <a href="#Nodes+and+ephemeral+nodes">Nodes and ephemeral nodes</a>
  195. </li>
  196. <li>
  197. <a href="#Conditional+updates+and+watches">Conditional updates and watches</a>
  198. </li>
  199. <li>
  200. <a href="#Guarantees">Guarantees</a>
  201. </li>
  202. <li>
  203. <a href="#Simple+API">Simple API</a>
  204. </li>
  205. <li>
  206. <a href="#Implementation">Implementation</a>
  207. </li>
  208. <li>
  209. <a href="#Uses">Uses</a>
  210. </li>
  211. <li>
  212. <a href="#Performance">Performance</a>
  213. </li>
  214. <li>
  215. <a href="#Reliability">Reliability</a>
  216. </li>
  217. <li>
  218. <a href="#The+ZooKeeper+Project">The ZooKeeper Project</a>
  219. </li>
  220. </ul>
  221. </li>
  222. </ul>
  223. </div>
  224. <a name="N10009"></a><a name="ch_DesignOverview"></a>
  225. <h2 class="h3">ZooKeeper: A Distributed Coordination Service for Distributed
  226. Applications</h2>
  227. <div class="section">
  228. <p>ZooKeeper is a distributed, open-source coordination service for
  229. distributed applications. It exposes a simple set of primitives that
  230. distributed applications can build upon to implement higher level services
  231. for synchronization, configuration maintenance, and groups and naming. It
  232. is designed to be easy to program to, and uses a data model styled after
  233. the familiar directory tree structure of file systems. It runs in Java and
  234. has bindings for both Java and C.</p>
  235. <p>Coordination services are notoriously hard to get right. They are
  236. especially prone to errors such as race conditions and deadlock. The
  237. motivation behind ZooKeeper is to relieve distributed applications the
  238. responsibility of implementing coordination services from scratch.</p>
  239. <a name="N10015"></a><a name="sc_designGoals"></a>
  240. <h3 class="h4">Design Goals</h3>
  241. <p>
  242. <strong>ZooKeeper is simple.</strong> ZooKeeper
  243. allows distributed processes to coordinate with each other through a
  244. shared hierarchal namespace which is organized similarly to a standard
  245. file system. The name space consists of data registers - called znodes,
  246. in ZooKeeper parlance - and these are similar to files and directories.
  247. Unlike a typical file system, which is designed for storage, ZooKeeper
  248. data is kept in-memory, which means ZooKeeper can acheive high
  249. throughput and low latency numbers.</p>
  250. <p>The ZooKeeper implementation puts a premium on high performance,
  251. highly available, strictly ordered access. The performance aspects of
  252. ZooKeeper means it can be used in large, distributed systems. The
  253. reliability aspects keep it from being a single point of failure. The
  254. strict ordering means that sophisticated synchronization primitives can
  255. be implemented at the client.</p>
  256. <p>
  257. <strong>ZooKeeper is replicated.</strong> Like the
  258. distributed processes it coordinates, ZooKeeper itself is intended to be
  259. replicated over a sets of machines called quorums.</p>
  260. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  261. <tr>
  262. <td>ZooKeeper Service</td>
  263. </tr>
  264. <tr>
  265. <td>
  266. <img alt="" src="images/zkservice.jpg">
  267. </td>
  268. </tr>
  269. </table>
  270. <p>The servers that make up the ZooKeeper service must all know about
  271. each other. They maintain an in-memory image of state, along with a
  272. transaction logs and snapshots in a persistent store. As long as a
  273. majority of the servers are available, the ZooKeeper service will be
  274. available.</p>
  275. <p>Clients connect to a single ZooKeeper server. The client maintains
  276. a TCP connection through which it sends requests, gets responses, gets
  277. watch events, and sends heart beats. If the TCP connection to the server
  278. breaks, the client will connect to a different server.</p>
  279. <p>
  280. <strong>ZooKeeper is ordered.</strong> ZooKeeper
  281. stamps each update with a number that reflects the order of all
  282. ZooKeeper transactions. Subsequent operations can use the order to
  283. implement higher-level abstractions, such as synchronization
  284. primitives.</p>
  285. <p>
  286. <strong>ZooKeeper is fast.</strong> It is
  287. especially fast in "read-dominant" workloads. ZooKeeper applications run
  288. on thousands of machines, and it performs best where reads are more
  289. common than writes, at ratios of around 10:1.</p>
  290. <a name="N10045"></a><a name="sc_dataModelNameSpace"></a>
  291. <h3 class="h4">Data model and the hierarchical namespace</h3>
  292. <p>The name space provided by ZooKeeper is much like that of a
  293. standard file system. A name is a sequence of path elements separated by
  294. a slash (/). Every node in ZooKeeper's name space is identified by a
  295. path.</p>
  296. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  297. <tr>
  298. <td>ZooKeeper's Hierarchical Namespace</td>
  299. </tr>
  300. <tr>
  301. <td>
  302. <img alt="" src="images/zknamespace.jpg">
  303. </td>
  304. </tr>
  305. </table>
  306. <a name="N1005B"></a><a name="Nodes+and+ephemeral+nodes"></a>
  307. <h3 class="h4">Nodes and ephemeral nodes</h3>
  308. <p>Unlike is standard file systems, each node in a ZooKeeper
  309. namespace can have data associated with it as well as children. It is
  310. like having a file-system that allows a file to also be a directory.
  311. (ZooKeeper was designed to store coordination data: status information,
  312. configuration, location information, etc., so the data stored at each
  313. node is usually small, in the byte to kilobyte range.) We use the term
  314. <em>znode</em> to make it clear that we are talking about
  315. ZooKeeper data nodes.</p>
  316. <p>Znodes maintain a stat structure that includes version numbers for
  317. data changes, ACL changes, and timestamps, to allow cache validations
  318. and coordinated updates. Each time a znode's data changes, the version
  319. number increases. For instance, whenever a client retrieves data it also
  320. receives the version of the data.</p>
  321. <p>The data stored at each znode in a namespace is read and written
  322. atomically. Reads get all the data bytes associated with a znode and a
  323. write replaces all the data. Each node has an Access Control List (ACL)
  324. that restricts who can do what.</p>
  325. <p>ZooKeeper also has the notion of ephemeral nodes. These znodes
  326. exists as long as the session that created the znode is active. When the
  327. session ends the znode is deleted. Ephemeral nodes are useful when you
  328. want to implement <em>[tbd]</em>.</p>
  329. <a name="N10074"></a><a name="Conditional+updates+and+watches"></a>
  330. <h3 class="h4">Conditional updates and watches</h3>
  331. <p>ZooKeeper supports the concept of <em>watches</em>.
  332. Clients can set a watch on a znodes. A watch will be triggered and
  333. removed when the znode changes. When a watch is triggered the client
  334. receives a packet saying that the znode has changed. And if the
  335. connection between the client and one of the Zoo Keeper servers is
  336. broken, the client will receive a local notification. These can be used
  337. to <em>[tbd]</em>.</p>
  338. <a name="N10084"></a><a name="Guarantees"></a>
  339. <h3 class="h4">Guarantees</h3>
  340. <p>ZooKeeper is very fast and very simple. Since its goal, though, is
  341. to be a basis for the construction of more complicated services, such as
  342. synchronization, it provides a set of guarantees. These are:</p>
  343. <ul>
  344. <li>
  345. <p>Sequential Consistency - Updates from a client will be applied
  346. in the order that they were sent.</p>
  347. </li>
  348. <li>
  349. <p>Atomicity - Updates either succeed or fail. No partial
  350. results.</p>
  351. </li>
  352. <li>
  353. <p>Single System Image - A client will see the same view of the
  354. service regardless of the server that it connects to.</p>
  355. </li>
  356. </ul>
  357. <ul>
  358. <li>
  359. <p>Reliability - Once an update has been applied, it will persist
  360. from that time forward until a client overwrites the update.</p>
  361. </li>
  362. </ul>
  363. <ul>
  364. <li>
  365. <p>Timeliness - The clients view of the system is guaranteed to
  366. be up-to-date within a certain time bound.</p>
  367. </li>
  368. </ul>
  369. <p>For more information on these, and how they can be used, see
  370. <em>[tbd]</em>
  371. </p>
  372. <a name="N100BA"></a><a name="Simple+API"></a>
  373. <h3 class="h4">Simple API</h3>
  374. <p>One of the design goals of ZooKeeper is provide a very simple
  375. programming interface. As a result, it supports only these
  376. operations:</p>
  377. <dl>
  378. <dt>
  379. <term>create</term>
  380. </dt>
  381. <dd>
  382. <p>creates a node at a location in the tree</p>
  383. </dd>
  384. <dt>
  385. <term>delete</term>
  386. </dt>
  387. <dd>
  388. <p>deletes a node</p>
  389. </dd>
  390. <dt>
  391. <term>exists</term>
  392. </dt>
  393. <dd>
  394. <p>tests if a node exists at a location</p>
  395. </dd>
  396. <dt>
  397. <term>get data</term>
  398. </dt>
  399. <dd>
  400. <p>reads the data from a node</p>
  401. </dd>
  402. <dt>
  403. <term>set data</term>
  404. </dt>
  405. <dd>
  406. <p>writes data to a node</p>
  407. </dd>
  408. <dt>
  409. <term>get children</term>
  410. </dt>
  411. <dd>
  412. <p>retrieves a list of children of a node</p>
  413. </dd>
  414. <dt>
  415. <term>sync</term>
  416. </dt>
  417. <dd>
  418. <p>waits for data to be propagated</p>
  419. </dd>
  420. </dl>
  421. <p>For a more in-depth discussion on these, and how they can be used
  422. to implement higher level operations, please refer to
  423. <em>[tbd]</em>
  424. </p>
  425. <a name="N100FD"></a><a name="Implementation"></a>
  426. <h3 class="h4">Implementation</h3>
  427. <p>
  428. <a href="#fg_zkComponents">ZooKeeper Components</a> shows the high-level components
  429. of the ZooKeeper service. With the exception of the request processor,
  430. each of
  431. the servers that make up the ZooKeeper service replicates its own copy
  432. of each of components.</p>
  433. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  434. <tr>
  435. <td>ZooKeeper Components</td>
  436. </tr>
  437. <tr>
  438. <td>
  439. <img alt="" src="images/zkcomponents.jpg">
  440. </td>
  441. </tr>
  442. </table>
  443. <p>The replicated database is an in-memory database containing the
  444. entire data tree. Updates are logged to disk for recoverability, and
  445. writes are serialized to disk before they are applied to the in-memory
  446. database.</p>
  447. <p>Every ZooKeeper server services clients. Clients connect to
  448. exactly one server to submit irequests. Read requests are serviced from
  449. the local replica of each server database. Requests that change the
  450. state of the service, write requests, are processed by an agreement
  451. protocol.</p>
  452. <p>As part of the agreement protocol all write requests from clients
  453. are forwarded to a single server, called the
  454. <em>leader</em>. The rest of the ZooKeeper servers, called
  455. <em>followers</em>, receive message proposals from the
  456. leader and agree upon message delivery. The messaging layer takes care
  457. of replacing leaders on failures and syncing followers with
  458. leaders.</p>
  459. <p>ZooKeeper uses a custom atomic messaging protocol. Since the
  460. messaging layer is atomic, ZooKeeper can guarantee that the local
  461. replicas never diverge. When the leader receives a write request, it
  462. calculates what the state of the system is when the write is to be
  463. applied and transforms this into a transaction that captures this new
  464. state.</p>
  465. <a name="N10128"></a><a name="Uses"></a>
  466. <h3 class="h4">Uses</h3>
  467. <p>The programming interface to ZooKeeper is deliberately simple.
  468. With it, however, you can implement higher order operations, such as
  469. synchronizations primitives, group membership, ownership, etc. Some
  470. distributed applications have used it to: <em>[tbd: add uses from
  471. white paper and video presentation.]</em> For more information, see
  472. <em>[tbd]</em>
  473. </p>
  474. <a name="N10137"></a><a name="Performance"></a>
  475. <h3 class="h4">Performance</h3>
  476. <p>ZooKeeper is designed to be highly performant. But is it? The
  477. results of the ZooKeeper's development team at Yahoo! Research indicate
  478. that it is. (See <a href="#fg_zkPerfRW">ZooKeeper Throughput as the Read-Write Ratio Varies</a>.) It is especially high
  479. performance in applications where reads outnumber writes, since writes
  480. involve synchronizing the state of all servers. (Reads outnumbering
  481. writes is typically the case for a coordination service.)</p>
  482. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  483. <tr>
  484. <td>ZooKeeper Throughput as the Read-Write Ratio Varies</td>
  485. </tr>
  486. <tr>
  487. <td>
  488. <img alt="" src="images/zkperfRW.jpg">
  489. </td>
  490. </tr>
  491. </table>
  492. <p>Benchmarks also indicate that it is reliable, too. <a href="#fg_zkPerfReliability">Reliability in the Presence of Errors</a> shows how a deployment responds to
  493. various failures. The events marked in the figure are the
  494. following:</p>
  495. <ol>
  496. <li>
  497. <p>Failure and recovery of a follower</p>
  498. </li>
  499. <li>
  500. <p>Failure and recovery of a different follower</p>
  501. </li>
  502. <li>
  503. <p>Failure of the leader</p>
  504. </li>
  505. <li>
  506. <p>Failure and recovery of two followers</p>
  507. </li>
  508. <li>
  509. <p>Failure of another leader</p>
  510. </li>
  511. </ol>
  512. <a name="N10179"></a><a name="Reliability"></a>
  513. <h3 class="h4">Reliability</h3>
  514. <p>To show the behavior of the system over time as
  515. failures are injected we ran a ZooKeeper service made up of
  516. 7 machines. We ran the same saturation benchmark as before,
  517. but this time we kept the write percentage at a constant
  518. 30%, which is a conservative ratio of our expected
  519. workloads.
  520. </p>
  521. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  522. <tr>
  523. <td>Reliability in the Presence of Errors</td>
  524. </tr>
  525. <tr>
  526. <td>
  527. <img alt="" src="images/zkperfreliability.jpg">
  528. </td>
  529. </tr>
  530. </table>
  531. <p>The are a few important observations from this graph. First, if
  532. followers fail and recover quickly, then ZooKeeper is able to sustain a
  533. high throughput despite the failure. But maybe more importantly, the
  534. leader election algorithm allows for the system to recover fast enough
  535. to prevent throughput from dropping substantially. In our observations,
  536. ZooKeeper takes less than 200ms to elect a new leader. Third, as
  537. followers recover, ZooKeeper is able to raise throughput again once they
  538. start processing requests.</p>
  539. <a name="N10192"></a><a name="The+ZooKeeper+Project"></a>
  540. <h3 class="h4">The ZooKeeper Project</h3>
  541. <p>ZooKeeper has been
  542. <a href="http://wiki.apache.org/hadoop/ZooKeeper/PoweredBy">
  543. successfully used
  544. </a>
  545. in many industrial applications. It is used at Yahoo! as the
  546. coordination and failure recovery service for Yahoo! Message
  547. Broker, which is a highly scalable publish-subscribe system
  548. managing thousands of topics for replication and data
  549. delivery. It is used by the Fetching Service for Yahoo!
  550. crawler, where it also manages failure recovery. A number of
  551. Yahoo! advertising systems also use ZooKeeper to implement
  552. reliable services.
  553. </p>
  554. <p>All users and developers are encouraged to join the
  555. community and contribute their expertise. See the
  556. <a href="http://hadoop.apache.org/zookeeper/">
  557. Zookeeper Project on Apache
  558. </a>
  559. for more information.
  560. </p>
  561. </div>
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  564. </p>
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