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  194. <h1>
  195. Hadoop On Demand
  196. </h1>
  197. <div id="minitoc-area">
  198. <ul class="minitoc">
  199. <li>
  200. <a href="#Overview">Overview</a>
  201. </li>
  202. <li>
  203. <a href="#Pre-requisites">Pre-requisites</a>
  204. </li>
  205. <li>
  206. <a href="#Resource+Manager">Resource Manager</a>
  207. </li>
  208. <li>
  209. <a href="#Installing+HOD">Installing HOD</a>
  210. </li>
  211. <li>
  212. <a href="#Configuring+HOD">Configuring HOD</a>
  213. <ul class="minitoc">
  214. <li>
  215. <a href="#Minimal+Configuration">Minimal Configuration</a>
  216. </li>
  217. <li>
  218. <a href="#Advanced+Configuration">Advanced Configuration</a>
  219. </li>
  220. </ul>
  221. </li>
  222. <li>
  223. <a href="#Running+HOD">Running HOD</a>
  224. </li>
  225. <li>
  226. <a href="#Supporting+Tools+and+Utilities">Supporting Tools and Utilities</a>
  227. <ul class="minitoc">
  228. <li>
  229. <a href="#logcondense.py+-+Manage+Log+Files">logcondense.py - Manage Log Files</a>
  230. <ul class="minitoc">
  231. <li>
  232. <a href="#Running+logcondense.py">Running logcondense.py</a>
  233. </li>
  234. <li>
  235. <a href="#Command+Line+Options+for+logcondense.py">Command Line Options for logcondense.py</a>
  236. </li>
  237. </ul>
  238. </li>
  239. <li>
  240. <a href="#checklimits.sh+-+Monitor+Resource+Limits">checklimits.sh - Monitor Resource Limits</a>
  241. <ul class="minitoc">
  242. <li>
  243. <a href="#Running+checklimits.sh">Running checklimits.sh</a>
  244. </li>
  245. </ul>
  246. </li>
  247. <li>
  248. <a href="#verify-account+-+Script+to+verify+an+account+under+which+%0A+++++++++++++jobs+are+submitted">verify-account - Script to verify an account under which
  249. jobs are submitted</a>
  250. <ul class="minitoc">
  251. <li>
  252. <a href="#Integrating+the+verify-account+script+with+HOD">Integrating the verify-account script with HOD</a>
  253. </li>
  254. </ul>
  255. </li>
  256. </ul>
  257. </li>
  258. </ul>
  259. </div>
  260. <a name="N1000C"></a><a name="Overview"></a>
  261. <h2 class="h3">Overview</h2>
  262. <div class="section">
  263. <p>The Hadoop On Demand (HOD) project is a system for provisioning and
  264. managing independent Hadoop Map/Reduce and Hadoop Distributed File System (HDFS)
  265. instances on a shared cluster
  266. of nodes. HOD is a tool that makes it easy for administrators and users to
  267. quickly setup and use Hadoop. It is also a very useful tool for Hadoop developers
  268. and testers who need to share a physical cluster for testing their own Hadoop
  269. versions.
  270. </p>
  271. <p>HOD relies on a resource manager (RM) for allocation of nodes that it can use for
  272. running Hadoop instances. At present it runs with the <a href="http://www.clusterresources.com/pages/products/torque-resource-manager.php">Torque
  273. resource manager</a>.
  274. </p>
  275. <p>
  276. The basic system architecture of HOD includes these components:</p>
  277. <ul>
  278. <li>A Resource manager (possibly together with a scheduler)</li>
  279. <li>Various HOD components</li>
  280. <li>Hadoop Map/Reduce and HDFS daemons</li>
  281. </ul>
  282. <p>
  283. HOD provisions and maintains Hadoop Map/Reduce and, optionally, HDFS instances
  284. through interaction with the above components on a given cluster of nodes. A cluster of
  285. nodes can be thought of as comprising two sets of nodes:</p>
  286. <ul>
  287. <li>Submit nodes: Users use the HOD client on these nodes to allocate clusters, and then
  288. use the Hadoop client to submit Hadoop jobs. </li>
  289. <li>Compute nodes: Using the resource manager, HOD components are run on these nodes to
  290. provision the Hadoop daemons. After that Hadoop jobs run on them.</li>
  291. </ul>
  292. <p>
  293. Here is a brief description of the sequence of operations in allocating a cluster and
  294. running jobs on them.
  295. </p>
  296. <ul>
  297. <li>The user uses the HOD client on the Submit node to allocate a desired number of
  298. cluster nodes and to provision Hadoop on them.</li>
  299. <li>The HOD client uses a resource manager interface (qsub, in Torque) to submit a HOD
  300. process, called the RingMaster, as a Resource Manager job, to request the user's desired number
  301. of nodes. This job is submitted to the central server of the resource manager (pbs_server, in Torque).</li>
  302. <li>On the compute nodes, the resource manager slave daemons (pbs_moms in Torque) accept
  303. and run jobs that they are assigned by the central server (pbs_server in Torque). The RingMaster
  304. process is started on one of the compute nodes (mother superior, in Torque).</li>
  305. <li>The RingMaster then uses another resource manager interface (pbsdsh, in Torque) to run
  306. the second HOD component, HodRing, as distributed tasks on each of the compute
  307. nodes allocated.</li>
  308. <li>The HodRings, after initializing, communicate with the RingMaster to get Hadoop commands,
  309. and run them accordingly. Once the Hadoop commands are started, they register with the RingMaster,
  310. giving information about the daemons.</li>
  311. <li>All the configuration files needed for Hadoop instances are generated by HOD itself,
  312. some obtained from options given by user in its own configuration file.</li>
  313. <li>The HOD client keeps communicating with the RingMaster to find out the location of the
  314. JobTracker and HDFS daemons.</li>
  315. </ul>
  316. <p>The rest of this document describes how to setup HOD on a physical cluster of nodes.</p>
  317. </div>
  318. <a name="N10056"></a><a name="Pre-requisites"></a>
  319. <h2 class="h3">Pre-requisites</h2>
  320. <div class="section">
  321. <p>To use HOD, your system should include the following hardware and software
  322. components.</p>
  323. <p>Operating System: HOD is currently tested on RHEL4.<br>
  324. Nodes : HOD requires a minimum of three nodes configured through a resource manager.<br>
  325. </p>
  326. <p> Software </p>
  327. <p>The following components must be installed on ALL nodes before using HOD:</p>
  328. <ul>
  329. <li>
  330. <a href="http://www.clusterresources.com/pages/products/torque-resource-manager.php">Torque: Resource manager</a>
  331. </li>
  332. <li>
  333. <a href="http://www.python.org">Python</a> : HOD requires version 2.5.1 of Python.</li>
  334. </ul>
  335. <p>The following components are optional and can be installed to obtain better
  336. functionality from HOD:</p>
  337. <ul>
  338. <li>
  339. <a href="http://twistedmatrix.com/trac/">Twisted Python</a>: This can be
  340. used for improving the scalability of HOD. If this module is detected to be
  341. installed, HOD uses it, else it falls back to default modules.</li>
  342. <li>
  343. <a href="http://hadoop.apache.org/core/">Hadoop</a>: HOD can automatically
  344. distribute Hadoop to all nodes in the cluster. However, it can also use a
  345. pre-installed version of Hadoop, if it is available on all nodes in the cluster.
  346. HOD currently supports Hadoop 0.15 and above.</li>
  347. </ul>
  348. <p>NOTE: HOD configuration requires the location of installs of these
  349. components to be the same on all nodes in the cluster. It will also
  350. make the configuration simpler to have the same location on the submit
  351. nodes.
  352. </p>
  353. </div>
  354. <a name="N1008F"></a><a name="Resource+Manager"></a>
  355. <h2 class="h3">Resource Manager</h2>
  356. <div class="section">
  357. <p> Currently HOD works with the Torque resource manager, which it uses for its node
  358. allocation and job submission. Torque is an open source resource manager from
  359. <a href="http://www.clusterresources.com">Cluster Resources</a>, a community effort
  360. based on the PBS project. It provides control over batch jobs and distributed compute nodes. Torque is
  361. freely available for download from <a href="http://www.clusterresources.com/downloads/torque/">here</a>.
  362. </p>
  363. <p> All documentation related to torque can be seen under
  364. the section TORQUE Resource Manager <a href="http://www.clusterresources.com/pages/resources/documentation.php">here</a>. You can
  365. get wiki documentation from <a href="http://www.clusterresources.com/wiki/doku.php?id=torque:torque_wiki">here</a>.
  366. Users may wish to subscribe to TORQUE&rsquo;s mailing list or view the archive for questions,
  367. comments <a href="http://www.clusterresources.com/pages/resources/mailing-lists.php">here</a>.
  368. </p>
  369. <p>To use HOD with Torque:</p>
  370. <ul>
  371. <li>Install Torque components: pbs_server on one node (head node), pbs_mom on all
  372. compute nodes, and PBS client tools on all compute nodes and submit
  373. nodes. Perform at least a basic configuration so that the Torque system is up and
  374. running, that is, pbs_server knows which machines to talk to. Look <a href="http://www.clusterresources.com/wiki/doku.php?id=torque:1.2_basic_configuration">here</a>
  375. for basic configuration.
  376. For advanced configuration, see <a href="http://www.clusterresources.com/wiki/doku.php?id=torque:1.3_advanced_configuration">here</a>
  377. </li>
  378. <li>Create a queue for submitting jobs on the pbs_server. The name of the queue is the
  379. same as the HOD configuration parameter, resource-manager.queue. The HOD client uses this queue to
  380. submit the RingMaster process as a Torque job.</li>
  381. <li>Specify a cluster name as a property for all nodes in the cluster.
  382. This can be done by using the qmgr command. For example:
  383. <span class="codefrag">qmgr -c "set node node properties=cluster-name"</span>. The name of the cluster is the same as
  384. the HOD configuration parameter, hod.cluster. </li>
  385. <li>Make sure that jobs can be submitted to the nodes. This can be done by
  386. using the qsub command. For example:
  387. <span class="codefrag">echo "sleep 30" | qsub -l nodes=3</span>
  388. </li>
  389. </ul>
  390. </div>
  391. <a name="N100CE"></a><a name="Installing+HOD"></a>
  392. <h2 class="h3">Installing HOD</h2>
  393. <div class="section">
  394. <p>Once the resource manager is set up, you can obtain and
  395. install HOD.</p>
  396. <ul>
  397. <li>If you are getting HOD from the Hadoop tarball, it is available under the
  398. 'contrib' section of Hadoop, under the root directory 'hod'.</li>
  399. <li>If you are building from source, you can run ant tar from the Hadoop root
  400. directory to generate the Hadoop tarball, and then get HOD from there,
  401. as described above.</li>
  402. <li>Distribute the files under this directory to all the nodes in the
  403. cluster. Note that the location where the files are copied should be
  404. the same on all the nodes.</li>
  405. <li>Note that compiling hadoop would build HOD with appropriate permissions
  406. set on all the required script files in HOD.</li>
  407. </ul>
  408. </div>
  409. <a name="N100E7"></a><a name="Configuring+HOD"></a>
  410. <h2 class="h3">Configuring HOD</h2>
  411. <div class="section">
  412. <p>You can configure HOD once it is installed. The minimal configuration needed
  413. to run HOD is described below. More advanced configuration options are discussed
  414. in the HOD Configuration Guide.</p>
  415. <a name="N100F0"></a><a name="Minimal+Configuration"></a>
  416. <h3 class="h4">Minimal Configuration</h3>
  417. <p>To get started using HOD, the following minimal configuration is
  418. required:</p>
  419. <ul>
  420. <li>On the node from where you want to run HOD, edit the file hodrc
  421. located in the &lt;install dir&gt;/conf directory. This file
  422. contains the minimal set of values required to run hod.</li>
  423. <li>
  424. <p>Specify values suitable to your environment for the following
  425. variables defined in the configuration file. Note that some of these
  426. variables are defined at more than one place in the file.</p>
  427. <ul>
  428. <li>${JAVA_HOME}: Location of Java for Hadoop. Hadoop supports Sun JDK
  429. 1.5.x and above.</li>
  430. <li>${CLUSTER_NAME}: Name of the cluster which is specified in the
  431. 'node property' as mentioned in resource manager configuration.</li>
  432. <li>${HADOOP_HOME}: Location of Hadoop installation on the compute and
  433. submit nodes.</li>
  434. <li>${RM_QUEUE}: Queue configured for submitting jobs in the resource
  435. manager configuration.</li>
  436. <li>${RM_HOME}: Location of the resource manager installation on the
  437. compute and submit nodes.</li>
  438. </ul>
  439. </li>
  440. <li>
  441. <p>The following environment variables may need to be set depending on
  442. your environment. These variables must be defined where you run the
  443. HOD client and must also be specified in the HOD configuration file as the
  444. value of the key resource_manager.env-vars. Multiple variables can be
  445. specified as a comma separated list of key=value pairs.</p>
  446. <ul>
  447. <li>HOD_PYTHON_HOME: If you install python to a non-default location
  448. of the compute nodes, or submit nodes, then this variable must be
  449. defined to point to the python executable in the non-standard
  450. location.</li>
  451. </ul>
  452. </li>
  453. </ul>
  454. <a name="N10124"></a><a name="Advanced+Configuration"></a>
  455. <h3 class="h4">Advanced Configuration</h3>
  456. <p> You can review and modify other configuration options to suit
  457. your specific needs. Refer to the <a href="hod_config_guide.html">Configuration
  458. Guide</a> for more information.</p>
  459. </div>
  460. <a name="N10133"></a><a name="Running+HOD"></a>
  461. <h2 class="h3">Running HOD</h2>
  462. <div class="section">
  463. <p>You can run HOD once it is configured. Refer to <a href="hod_user_guide.html">the HOD User Guide</a> for more information.</p>
  464. </div>
  465. <a name="N10141"></a><a name="Supporting+Tools+and+Utilities"></a>
  466. <h2 class="h3">Supporting Tools and Utilities</h2>
  467. <div class="section">
  468. <p>This section describes supporting tools and utilities that can be used to
  469. manage HOD deployments.</p>
  470. <a name="N1014A"></a><a name="logcondense.py+-+Manage+Log+Files"></a>
  471. <h3 class="h4">logcondense.py - Manage Log Files</h3>
  472. <p>As mentioned in the
  473. <a href="hod_user_guide.html#Collecting+and+Viewing+Hadoop+Logs">HOD User Guide</a>,
  474. HOD can be configured to upload
  475. Hadoop logs to a statically configured HDFS. Over time, the number of logs uploaded
  476. to HDFS could increase. logcondense.py is a tool that helps
  477. administrators to remove log files uploaded to HDFS. </p>
  478. <a name="N10157"></a><a name="Running+logcondense.py"></a>
  479. <h4>Running logcondense.py</h4>
  480. <p>logcondense.py is available under hod_install_location/support folder. You can either
  481. run it using python, for example, <em>python logcondense.py</em>, or give execute permissions
  482. to the file, and directly run it as <em>logcondense.py</em>. logcondense.py needs to be
  483. run by a user who has sufficient permissions to remove files from locations where log
  484. files are uploaded in the HDFS, if permissions are enabled. For example as mentioned in the
  485. <a href="hod_config_guide.html#3.7+hodring+options">configuration guide</a>, the logs could
  486. be configured to come under the user's home directory in HDFS. In that case, the user
  487. running logcondense.py should have super user privileges to remove the files from under
  488. all user home directories.</p>
  489. <a name="N1016B"></a><a name="Command+Line+Options+for+logcondense.py"></a>
  490. <h4>Command Line Options for logcondense.py</h4>
  491. <p>The following command line options are supported for logcondense.py.</p>
  492. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  493. <tr>
  494. <td colspan="1" rowspan="1">Short Option</td>
  495. <td colspan="1" rowspan="1">Long option</td>
  496. <td colspan="1" rowspan="1">Meaning</td>
  497. <td colspan="1" rowspan="1">Example</td>
  498. </tr>
  499. <tr>
  500. <td colspan="1" rowspan="1">-p</td>
  501. <td colspan="1" rowspan="1">--package</td>
  502. <td colspan="1" rowspan="1">Complete path to the hadoop script. The version of hadoop must be the same as the
  503. one running HDFS.</td>
  504. <td colspan="1" rowspan="1">/usr/bin/hadoop</td>
  505. </tr>
  506. <tr>
  507. <td colspan="1" rowspan="1">-d</td>
  508. <td colspan="1" rowspan="1">--days</td>
  509. <td colspan="1" rowspan="1">Delete log files older than the specified number of days</td>
  510. <td colspan="1" rowspan="1">7</td>
  511. </tr>
  512. <tr>
  513. <td colspan="1" rowspan="1">-c</td>
  514. <td colspan="1" rowspan="1">--config</td>
  515. <td colspan="1" rowspan="1">Path to the Hadoop configuration directory, under which hadoop-site.xml resides.
  516. The hadoop-site.xml must point to the HDFS NameNode from where logs are to be removed.</td>
  517. <td colspan="1" rowspan="1">/home/foo/hadoop/conf</td>
  518. </tr>
  519. <tr>
  520. <td colspan="1" rowspan="1">-l</td>
  521. <td colspan="1" rowspan="1">--logs</td>
  522. <td colspan="1" rowspan="1">A HDFS path, this must be the same HDFS path as specified for the log-destination-uri,
  523. as mentioned in the <a href="hod_config_guide.html#3.7+hodring+options">configuration guide</a>,
  524. without the hdfs:// URI string</td>
  525. <td colspan="1" rowspan="1">/user</td>
  526. </tr>
  527. <tr>
  528. <td colspan="1" rowspan="1">-n</td>
  529. <td colspan="1" rowspan="1">--dynamicdfs</td>
  530. <td colspan="1" rowspan="1">If true, this will indicate that the logcondense.py script should delete HDFS logs
  531. in addition to Map/Reduce logs. Otherwise, it only deletes Map/Reduce logs, which is also the
  532. default if this option is not specified. This option is useful if
  533. dynamic HDFS installations
  534. are being provisioned by HOD, and the static HDFS installation is being used only to collect
  535. logs - a scenario that may be common in test clusters.</td>
  536. <td colspan="1" rowspan="1">false</td>
  537. </tr>
  538. </table>
  539. <p>So, for example, to delete all log files older than 7 days using a hadoop-site.xml stored in
  540. ~/hadoop-conf, using the hadoop installation under ~/hadoop-0.17.0, you could say:</p>
  541. <p>
  542. <em>python logcondense.py -p ~/hadoop-0.17.0/bin/hadoop -d 7 -c ~/hadoop-conf -l /user</em>
  543. </p>
  544. <a name="N1020E"></a><a name="checklimits.sh+-+Monitor+Resource+Limits"></a>
  545. <h3 class="h4">checklimits.sh - Monitor Resource Limits</h3>
  546. <p>checklimits.sh is a HOD tool specific to the Torque/Maui environment
  547. (<a href="http://www.clusterresources.com/pages/products/maui-cluster-scheduler.php">Maui Cluster Scheduler</a> is an open source job
  548. scheduler for clusters and supercomputers, from clusterresources). The
  549. checklimits.sh script
  550. updates the torque comment field when newly submitted job(s) violate or
  551. exceed
  552. over user limits set up in Maui scheduler. It uses qstat, does one pass
  553. over the torque job-list to determine queued or unfinished jobs, runs Maui
  554. tool checkjob on each job to see if user limits are violated and then
  555. runs torque's qalter utility to update job attribute 'comment'. Currently
  556. it updates the comment as <em>User-limits exceeded. Requested:([0-9]*)
  557. Used:([0-9]*) MaxLimit:([0-9]*)</em> for those jobs that violate limits.
  558. This comment field is then used by HOD to behave accordingly depending on
  559. the type of violation.</p>
  560. <a name="N1021E"></a><a name="Running+checklimits.sh"></a>
  561. <h4>Running checklimits.sh</h4>
  562. <p>checklimits.sh is available under the hod_install_location/support
  563. folder. This shell script can be run directly as <em>sh
  564. checklimits.sh </em>or as <em>./checklimits.sh</em> after enabling
  565. execute permissions. Torque and Maui binaries should be available
  566. on the machine where the tool is run and should be in the path
  567. of the shell script process. To update the
  568. comment field of jobs from different users, this tool must be run with
  569. torque administrative privileges. This tool must be run repeatedly
  570. after specific intervals of time to frequently update jobs violating
  571. constraints, for example via cron. Please note that the resource manager
  572. and scheduler commands used in this script can be expensive and so
  573. it is better not to run this inside a tight loop without sleeping.</p>
  574. <a name="N1022F"></a><a name="verify-account+-+Script+to+verify+an+account+under+which+%0A+++++++++++++jobs+are+submitted"></a>
  575. <h3 class="h4">verify-account - Script to verify an account under which
  576. jobs are submitted</h3>
  577. <p>Production systems use accounting packages to charge users for using
  578. shared compute resources. HOD supports a parameter
  579. <em>resource_manager.pbs-account</em> to allow users to identify the
  580. account under which they would like to submit jobs. It may be necessary
  581. to verify that this account is a valid one configured in an accounting
  582. system. The <em>hod-install-dir/bin/verify-account</em> script
  583. provides a mechanism to plug-in a custom script that can do this
  584. verification.</p>
  585. <a name="N1023E"></a><a name="Integrating+the+verify-account+script+with+HOD"></a>
  586. <h4>Integrating the verify-account script with HOD</h4>
  587. <p>HOD runs the <em>verify-account</em> script passing in the
  588. <em>resource_manager.pbs-account</em> value as argument to the script,
  589. before allocating a cluster. Sites can write a script that verify this
  590. account against their accounting systems. Returning a non-zero exit
  591. code from this script will cause HOD to fail allocation. Also, in
  592. case of an error, HOD will print the output of script to the user.
  593. Any descriptive error message can be passed to the user from the
  594. script in this manner.</p>
  595. <p>The default script that comes with the HOD installation does not
  596. do any validation, and returns a zero exit code.</p>
  597. <p>If the verify-account script is not found, then HOD will treat
  598. that verification is disabled, and continue allocation as is.</p>
  599. </div>
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