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  197. <h1>
  198. Hadoop On Demand
  199. </h1>
  200. <div id="minitoc-area">
  201. <ul class="minitoc">
  202. <li>
  203. <a href="#Overview">Overview</a>
  204. </li>
  205. <li>
  206. <a href="#Pre-requisites">Pre-requisites</a>
  207. </li>
  208. <li>
  209. <a href="#Resource+Manager">Resource Manager</a>
  210. </li>
  211. <li>
  212. <a href="#Installing+HOD">Installing HOD</a>
  213. </li>
  214. <li>
  215. <a href="#Configuring+HOD">Configuring HOD</a>
  216. <ul class="minitoc">
  217. <li>
  218. <a href="#Minimal+Configuration">Minimal Configuration</a>
  219. </li>
  220. <li>
  221. <a href="#Advanced+Configuration">Advanced Configuration</a>
  222. </li>
  223. </ul>
  224. </li>
  225. <li>
  226. <a href="#Running+HOD">Running HOD</a>
  227. </li>
  228. <li>
  229. <a href="#Supporting+Tools+and+Utilities">Supporting Tools and Utilities</a>
  230. <ul class="minitoc">
  231. <li>
  232. <a href="#logcondense.py+-+Manage+Log+Files">logcondense.py - Manage Log Files</a>
  233. <ul class="minitoc">
  234. <li>
  235. <a href="#Running+logcondense.py">Running logcondense.py</a>
  236. </li>
  237. <li>
  238. <a href="#Command+Line+Options+for+logcondense.py">Command Line Options for logcondense.py</a>
  239. </li>
  240. </ul>
  241. </li>
  242. <li>
  243. <a href="#checklimits.sh+-+Monitor+Resource+Limits">checklimits.sh - Monitor Resource Limits</a>
  244. <ul class="minitoc">
  245. <li>
  246. <a href="#Running+checklimits.sh">Running checklimits.sh</a>
  247. </li>
  248. </ul>
  249. </li>
  250. <li>
  251. <a href="#verify-account+-+Script+to+verify+an+account+under+which+%0A+++++++++++++jobs+are+submitted">verify-account - Script to verify an account under which
  252. jobs are submitted</a>
  253. <ul class="minitoc">
  254. <li>
  255. <a href="#Integrating+the+verify-account+script+with+HOD">Integrating the verify-account script with HOD</a>
  256. </li>
  257. </ul>
  258. </li>
  259. </ul>
  260. </li>
  261. </ul>
  262. </div>
  263. <a name="N1000C"></a><a name="Overview"></a>
  264. <h2 class="h3">Overview</h2>
  265. <div class="section">
  266. <p>The Hadoop On Demand (HOD) project is a system for provisioning and
  267. managing independent Hadoop Map/Reduce and Hadoop Distributed File System (HDFS)
  268. instances on a shared cluster
  269. of nodes. HOD is a tool that makes it easy for administrators and users to
  270. quickly setup and use Hadoop. It is also a very useful tool for Hadoop developers
  271. and testers who need to share a physical cluster for testing their own Hadoop
  272. versions.
  273. </p>
  274. <p>HOD relies on a resource manager (RM) for allocation of nodes that it can use for
  275. running Hadoop instances. At present it runs with the <a href="http://www.clusterresources.com/pages/products/torque-resource-manager.php">Torque
  276. resource manager</a>.
  277. </p>
  278. <p>
  279. The basic system architecture of HOD includes these components:</p>
  280. <ul>
  281. <li>A Resource manager (possibly together with a scheduler)</li>
  282. <li>Various HOD components</li>
  283. <li>Hadoop Map/Reduce and HDFS daemons</li>
  284. </ul>
  285. <p>
  286. HOD provisions and maintains Hadoop Map/Reduce and, optionally, HDFS instances
  287. through interaction with the above components on a given cluster of nodes. A cluster of
  288. nodes can be thought of as comprising two sets of nodes:</p>
  289. <ul>
  290. <li>Submit nodes: Users use the HOD client on these nodes to allocate clusters, and then
  291. use the Hadoop client to submit Hadoop jobs. </li>
  292. <li>Compute nodes: Using the resource manager, HOD components are run on these nodes to
  293. provision the Hadoop daemons. After that Hadoop jobs run on them.</li>
  294. </ul>
  295. <p>
  296. Here is a brief description of the sequence of operations in allocating a cluster and
  297. running jobs on them.
  298. </p>
  299. <ul>
  300. <li>The user uses the HOD client on the Submit node to allocate a desired number of
  301. cluster nodes and to provision Hadoop on them.</li>
  302. <li>The HOD client uses a resource manager interface (qsub, in Torque) to submit a HOD
  303. process, called the RingMaster, as a Resource Manager job, to request the user's desired number
  304. of nodes. This job is submitted to the central server of the resource manager (pbs_server, in Torque).</li>
  305. <li>On the compute nodes, the resource manager slave daemons (pbs_moms in Torque) accept
  306. and run jobs that they are assigned by the central server (pbs_server in Torque). The RingMaster
  307. process is started on one of the compute nodes (mother superior, in Torque).</li>
  308. <li>The RingMaster then uses another resource manager interface (pbsdsh, in Torque) to run
  309. the second HOD component, HodRing, as distributed tasks on each of the compute
  310. nodes allocated.</li>
  311. <li>The HodRings, after initializing, communicate with the RingMaster to get Hadoop commands,
  312. and run them accordingly. Once the Hadoop commands are started, they register with the RingMaster,
  313. giving information about the daemons.</li>
  314. <li>All the configuration files needed for Hadoop instances are generated by HOD itself,
  315. some obtained from options given by user in its own configuration file.</li>
  316. <li>The HOD client keeps communicating with the RingMaster to find out the location of the
  317. JobTracker and HDFS daemons.</li>
  318. </ul>
  319. <p>The rest of this document describes how to setup HOD on a physical cluster of nodes.</p>
  320. </div>
  321. <a name="N10056"></a><a name="Pre-requisites"></a>
  322. <h2 class="h3">Pre-requisites</h2>
  323. <div class="section">
  324. <p>To use HOD, your system should include the following hardware and software
  325. components.</p>
  326. <p>Operating System: HOD is currently tested on RHEL4.<br>
  327. Nodes : HOD requires a minimum of three nodes configured through a resource manager.<br>
  328. </p>
  329. <p> Software </p>
  330. <p>The following components must be installed on ALL nodes before using HOD:</p>
  331. <ul>
  332. <li>Torque: Resource manager</li>
  333. <li>
  334. <a href="http://www.python.org">Python</a> : HOD requires version 2.5.1 of Python.</li>
  335. </ul>
  336. <p>The following components are optional and can be installed to obtain better
  337. functionality from HOD:</p>
  338. <ul>
  339. <li>
  340. <a href="http://twistedmatrix.com/trac/">Twisted Python</a>: This can be
  341. used for improving the scalability of HOD. If this module is detected to be
  342. installed, HOD uses it, else it falls back to default modules.</li>
  343. <li>
  344. <a href="http://hadoop.apache.org/core/">Hadoop</a>: HOD can automatically
  345. distribute Hadoop to all nodes in the cluster. However, it can also use a
  346. pre-installed version of Hadoop, if it is available on all nodes in the cluster.
  347. HOD currently supports Hadoop 0.15 and above.</li>
  348. </ul>
  349. <p>NOTE: HOD configuration requires the location of installs of these
  350. components to be the same on all nodes in the cluster. It will also
  351. make the configuration simpler to have the same location on the submit
  352. nodes.
  353. </p>
  354. </div>
  355. <a name="N1008D"></a><a name="Resource+Manager"></a>
  356. <h2 class="h3">Resource Manager</h2>
  357. <div class="section">
  358. <p> Currently HOD works with the Torque resource manager, which it uses for its node
  359. allocation and job submission. Torque is an open source resource manager from
  360. <a href="http://www.clusterresources.com">Cluster Resources</a>, a community effort
  361. based on the PBS project. It provides control over batch jobs and distributed compute nodes. Torque is
  362. freely available for download from <a href="http://www.clusterresources.com/downloads/torque/">here</a>.
  363. </p>
  364. <p> All documentation related to torque can be seen under
  365. the section TORQUE Resource Manager <a href="http://www.clusterresources.com/pages/resources/documentation.php">here</a>. You can
  366. get wiki documentation from <a href="http://www.clusterresources.com/wiki/doku.php?id=torque:torque_wiki">here</a>.
  367. Users may wish to subscribe to TORQUE&rsquo;s mailing list or view the archive for questions,
  368. comments <a href="http://www.clusterresources.com/pages/resources/mailing-lists.php">here</a>.
  369. </p>
  370. <p>To use HOD with Torque:</p>
  371. <ul>
  372. <li>Install Torque components: pbs_server on one node (head node), pbs_mom on all
  373. compute nodes, and PBS client tools on all compute nodes and submit
  374. nodes. Perform at least a basic configuration so that the Torque system is up and
  375. 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>
  376. for basic configuration.
  377. For advanced configuration, see <a href="http://www.clusterresources.com/wiki/doku.php?id=torque:1.3_advanced_configuration">here</a>
  378. </li>
  379. <li>Create a queue for submitting jobs on the pbs_server. The name of the queue is the
  380. same as the HOD configuration parameter, resource-manager.queue. The HOD client uses this queue to
  381. submit the RingMaster process as a Torque job.</li>
  382. <li>Specify a cluster name as a property for all nodes in the cluster.
  383. This can be done by using the qmgr command. For example:
  384. <span class="codefrag">qmgr -c "set node node properties=cluster-name"</span>. The name of the cluster is the same as
  385. the HOD configuration parameter, hod.cluster. </li>
  386. <li>Make sure that jobs can be submitted to the nodes. This can be done by
  387. using the qsub command. For example:
  388. <span class="codefrag">echo "sleep 30" | qsub -l nodes=3</span>
  389. </li>
  390. </ul>
  391. </div>
  392. <a name="N100CC"></a><a name="Installing+HOD"></a>
  393. <h2 class="h3">Installing HOD</h2>
  394. <div class="section">
  395. <p>Once the resource manager is set up, you can obtain and
  396. install HOD.</p>
  397. <ul>
  398. <li>If you are getting HOD from the Hadoop tarball, it is available under the
  399. 'contrib' section of Hadoop, under the root directory 'hod'.</li>
  400. <li>If you are building from source, you can run ant tar from the Hadoop root
  401. directory to generate the Hadoop tarball, and then get HOD from there,
  402. as described above.</li>
  403. <li>Distribute the files under this directory to all the nodes in the
  404. cluster. Note that the location where the files are copied should be
  405. the same on all the nodes.</li>
  406. <li>Note that compiling hadoop would build HOD with appropriate permissions
  407. set on all the required script files in HOD.</li>
  408. </ul>
  409. </div>
  410. <a name="N100E5"></a><a name="Configuring+HOD"></a>
  411. <h2 class="h3">Configuring HOD</h2>
  412. <div class="section">
  413. <p>You can configure HOD once it is installed. The minimal configuration needed
  414. to run HOD is described below. More advanced configuration options are discussed
  415. in the HOD Configuration Guide.</p>
  416. <a name="N100EE"></a><a name="Minimal+Configuration"></a>
  417. <h3 class="h4">Minimal Configuration</h3>
  418. <p>To get started using HOD, the following minimal configuration is
  419. required:</p>
  420. <ul>
  421. <li>On the node from where you want to run HOD, edit the file hodrc
  422. located in the &lt;install dir&gt;/conf directory. This file
  423. contains the minimal set of values required to run hod.</li>
  424. <li>
  425. <p>Specify values suitable to your environment for the following
  426. variables defined in the configuration file. Note that some of these
  427. variables are defined at more than one place in the file.</p>
  428. <ul>
  429. <li>${JAVA_HOME}: Location of Java for Hadoop. Hadoop supports Sun JDK
  430. 1.6.x and above.</li>
  431. <li>${CLUSTER_NAME}: Name of the cluster which is specified in the
  432. 'node property' as mentioned in resource manager configuration.</li>
  433. <li>${HADOOP_HOME}: Location of Hadoop installation on the compute and
  434. submit nodes.</li>
  435. <li>${RM_QUEUE}: Queue configured for submitting jobs in the resource
  436. manager configuration.</li>
  437. <li>${RM_HOME}: Location of the resource manager installation on the
  438. compute and submit nodes.</li>
  439. </ul>
  440. </li>
  441. <li>
  442. <p>The following environment variables may need to be set depending on
  443. your environment. These variables must be defined where you run the
  444. HOD client and must also be specified in the HOD configuration file as the
  445. value of the key resource_manager.env-vars. Multiple variables can be
  446. specified as a comma separated list of key=value pairs.</p>
  447. <ul>
  448. <li>HOD_PYTHON_HOME: If you install python to a non-default location
  449. of the compute nodes, or submit nodes, then this variable must be
  450. defined to point to the python executable in the non-standard
  451. location.</li>
  452. </ul>
  453. </li>
  454. </ul>
  455. <a name="N10122"></a><a name="Advanced+Configuration"></a>
  456. <h3 class="h4">Advanced Configuration</h3>
  457. <p> You can review and modify other configuration options to suit
  458. your specific needs. Refer to the <a href="hod_config_guide.html">Configuration
  459. Guide</a> for more information.</p>
  460. </div>
  461. <a name="N10131"></a><a name="Running+HOD"></a>
  462. <h2 class="h3">Running HOD</h2>
  463. <div class="section">
  464. <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>
  465. </div>
  466. <a name="N1013F"></a><a name="Supporting+Tools+and+Utilities"></a>
  467. <h2 class="h3">Supporting Tools and Utilities</h2>
  468. <div class="section">
  469. <p>This section describes supporting tools and utilities that can be used to
  470. manage HOD deployments.</p>
  471. <a name="N10148"></a><a name="logcondense.py+-+Manage+Log+Files"></a>
  472. <h3 class="h4">logcondense.py - Manage Log Files</h3>
  473. <p>As mentioned in the
  474. <a href="hod_user_guide.html#Collecting+and+Viewing+Hadoop+Logs">HOD User Guide</a>,
  475. HOD can be configured to upload
  476. Hadoop logs to a statically configured HDFS. Over time, the number of logs uploaded
  477. to HDFS could increase. logcondense.py is a tool that helps
  478. administrators to remove log files uploaded to HDFS. </p>
  479. <a name="N10155"></a><a name="Running+logcondense.py"></a>
  480. <h4>Running logcondense.py</h4>
  481. <p>logcondense.py is available under hod_install_location/support folder. You can either
  482. run it using python, for example, <em>python logcondense.py</em>, or give execute permissions
  483. to the file, and directly run it as <em>logcondense.py</em>. logcondense.py needs to be
  484. run by a user who has sufficient permissions to remove files from locations where log
  485. files are uploaded in the HDFS, if permissions are enabled. For example as mentioned in the
  486. <a href="hod_config_guide.html#3.7+hodring+options">configuration guide</a>, the logs could
  487. be configured to come under the user's home directory in HDFS. In that case, the user
  488. running logcondense.py should have super user privileges to remove the files from under
  489. all user home directories.</p>
  490. <a name="N10169"></a><a name="Command+Line+Options+for+logcondense.py"></a>
  491. <h4>Command Line Options for logcondense.py</h4>
  492. <p>The following command line options are supported for logcondense.py.</p>
  493. <table class="ForrestTable" cellspacing="1" cellpadding="4">
  494. <tr>
  495. <td colspan="1" rowspan="1">Short Option</td>
  496. <td colspan="1" rowspan="1">Long option</td>
  497. <td colspan="1" rowspan="1">Meaning</td>
  498. <td colspan="1" rowspan="1">Example</td>
  499. </tr>
  500. <tr>
  501. <td colspan="1" rowspan="1">-p</td>
  502. <td colspan="1" rowspan="1">--package</td>
  503. <td colspan="1" rowspan="1">Complete path to the hadoop script. The version of hadoop must be the same as the
  504. one running HDFS.</td>
  505. <td colspan="1" rowspan="1">/usr/bin/hadoop</td>
  506. </tr>
  507. <tr>
  508. <td colspan="1" rowspan="1">-d</td>
  509. <td colspan="1" rowspan="1">--days</td>
  510. <td colspan="1" rowspan="1">Delete log files older than the specified number of days</td>
  511. <td colspan="1" rowspan="1">7</td>
  512. </tr>
  513. <tr>
  514. <td colspan="1" rowspan="1">-c</td>
  515. <td colspan="1" rowspan="1">--config</td>
  516. <td colspan="1" rowspan="1">Path to the Hadoop configuration directory, under which hadoop-site.xml resides.
  517. The hadoop-site.xml must point to the HDFS NameNode from where logs are to be removed.</td>
  518. <td colspan="1" rowspan="1">/home/foo/hadoop/conf</td>
  519. </tr>
  520. <tr>
  521. <td colspan="1" rowspan="1">-l</td>
  522. <td colspan="1" rowspan="1">--logs</td>
  523. <td colspan="1" rowspan="1">A HDFS path, this must be the same HDFS path as specified for the log-destination-uri,
  524. as mentioned in the <a href="hod_config_guide.html#3.7+hodring+options">configuration guide</a>,
  525. without the hdfs:// URI string</td>
  526. <td colspan="1" rowspan="1">/user</td>
  527. </tr>
  528. <tr>
  529. <td colspan="1" rowspan="1">-n</td>
  530. <td colspan="1" rowspan="1">--dynamicdfs</td>
  531. <td colspan="1" rowspan="1">If true, this will indicate that the logcondense.py script should delete HDFS logs
  532. in addition to Map/Reduce logs. Otherwise, it only deletes Map/Reduce logs, which is also the
  533. default if this option is not specified. This option is useful if
  534. dynamic HDFS installations
  535. are being provisioned by HOD, and the static HDFS installation is being used only to collect
  536. logs - a scenario that may be common in test clusters.</td>
  537. <td colspan="1" rowspan="1">false</td>
  538. </tr>
  539. </table>
  540. <p>So, for example, to delete all log files older than 7 days using a hadoop-site.xml stored in
  541. ~/hadoop-conf, using the hadoop installation under ~/hadoop-0.17.0, you could say:</p>
  542. <p>
  543. <em>python logcondense.py -p ~/hadoop-0.17.0/bin/hadoop -d 7 -c ~/hadoop-conf -l /user</em>
  544. </p>
  545. <a name="N1020C"></a><a name="checklimits.sh+-+Monitor+Resource+Limits"></a>
  546. <h3 class="h4">checklimits.sh - Monitor Resource Limits</h3>
  547. <p>checklimits.sh is a HOD tool specific to the Torque/Maui environment
  548. (<a href="http://www.clusterresources.com/pages/products/maui-cluster-scheduler.php">Maui Cluster Scheduler</a> is an open source job
  549. scheduler for clusters and supercomputers, from clusterresources). The
  550. checklimits.sh script
  551. updates the torque comment field when newly submitted job(s) violate or
  552. exceed
  553. over user limits set up in Maui scheduler. It uses qstat, does one pass
  554. over the torque job-list to determine queued or unfinished jobs, runs Maui
  555. tool checkjob on each job to see if user limits are violated and then
  556. runs torque's qalter utility to update job attribute 'comment'. Currently
  557. it updates the comment as <em>User-limits exceeded. Requested:([0-9]*)
  558. Used:([0-9]*) MaxLimit:([0-9]*)</em> for those jobs that violate limits.
  559. This comment field is then used by HOD to behave accordingly depending on
  560. the type of violation.</p>
  561. <a name="N1021C"></a><a name="Running+checklimits.sh"></a>
  562. <h4>Running checklimits.sh</h4>
  563. <p>checklimits.sh is available under the hod_install_location/support
  564. folder. This shell script can be run directly as <em>sh
  565. checklimits.sh </em>or as <em>./checklimits.sh</em> after enabling
  566. execute permissions. Torque and Maui binaries should be available
  567. on the machine where the tool is run and should be in the path
  568. of the shell script process. To update the
  569. comment field of jobs from different users, this tool must be run with
  570. torque administrative privileges. This tool must be run repeatedly
  571. after specific intervals of time to frequently update jobs violating
  572. constraints, for example via cron. Please note that the resource manager
  573. and scheduler commands used in this script can be expensive and so
  574. it is better not to run this inside a tight loop without sleeping.</p>
  575. <a name="N1022D"></a><a name="verify-account+-+Script+to+verify+an+account+under+which+%0A+++++++++++++jobs+are+submitted"></a>
  576. <h3 class="h4">verify-account - Script to verify an account under which
  577. jobs are submitted</h3>
  578. <p>Production systems use accounting packages to charge users for using
  579. shared compute resources. HOD supports a parameter
  580. <em>resource_manager.pbs-account</em> to allow users to identify the
  581. account under which they would like to submit jobs. It may be necessary
  582. to verify that this account is a valid one configured in an accounting
  583. system. The <em>hod-install-dir/bin/verify-account</em> script
  584. provides a mechanism to plug-in a custom script that can do this
  585. verification.</p>
  586. <a name="N1023C"></a><a name="Integrating+the+verify-account+script+with+HOD"></a>
  587. <h4>Integrating the verify-account script with HOD</h4>
  588. <p>HOD runs the <em>verify-account</em> script passing in the
  589. <em>resource_manager.pbs-account</em> value as argument to the script,
  590. before allocating a cluster. Sites can write a script that verify this
  591. account against their accounting systems. Returning a non-zero exit
  592. code from this script will cause HOD to fail allocation. Also, in
  593. case of an error, HOD will print the output of script to the user.
  594. Any descriptive error message can be passed to the user from the
  595. script in this manner.</p>
  596. <p>The default script that comes with the HOD installation does not
  597. do any validation, and returns a zero exit code.</p>
  598. <p>If the verify-account script is not found, then HOD will treat
  599. that verification is disabled, and continue allocation as is.</p>
  600. </div>
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