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Posted to commits@zeppelin.apache.org by mi...@apache.org on 2016/10/17 04:13:37 UTC
svn commit: r1765205 [14/21] - in /zeppelin/site: ./ contribution/
contribution/zeppelinweb/ docs/0.6.2/ docs/0.6.2/assets/
docs/0.6.2/assets/themes/ docs/0.6.2/assets/themes/zeppelin/
docs/0.6.2/assets/themes/zeppelin/bootstrap/ docs/0.6.2/assets/them...
Added: zeppelin/site/docs/0.6.2/interpreter/r.html
URL: http://svn.apache.org/viewvc/zeppelin/site/docs/0.6.2/interpreter/r.html?rev=1765205&view=auto
==============================================================================
--- zeppelin/site/docs/0.6.2/interpreter/r.html (added)
+++ zeppelin/site/docs/0.6.2/interpreter/r.html Mon Oct 17 04:13:33 2016
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+
+<!DOCTYPE html>
+<html lang="en">
+ <head>
+ <meta charset="utf-8">
+ <title>R Interpreter</title>
+ <meta name="description" content="">
+ <meta name="author" content="The Apache Software Foundation">
+
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+ <div id="menu" class="navbar navbar-inverse navbar-fixed-top" role="navigation">
+ <div class="container">
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+ <button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse">
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+ <a class="navbar-brand" href="/docs/0.6.2">
+ <img src="/assets/themes/zeppelin/img/zeppelin_logo.png" width="50" alt="I'm zeppelin">
+ <span style="vertical-align:middle">Zeppelin</span>
+ <span style="vertical-align:baseline"><small>0.6.2</small></span>
+ </a>
+ </div>
+ <nav class="navbar-collapse collapse" role="navigation">
+ <ul class="nav navbar-nav">
+ <li>
+ <a href="#" data-toggle="dropdown" class="dropdown-toggle">Quick Start <b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li><a href="/docs/0.6.2/index.html">What is Apache Zeppelin ?</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Getting Started</b><span></li>
+ <li><a href="/docs/0.6.2/install/install.html">Install</a></li>
+ <li><a href="/docs/0.6.2/install/install.html#apache-zeppelin-configuration">Configuration</a></li>
+ <li><a href="/docs/0.6.2/quickstart/explorezeppelinui.html">Explore Zeppelin UI</a></li>
+ <li><a href="/docs/0.6.2/quickstart/tutorial.html">Tutorial</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Basic Feature Guide</b><span></li>
+ <li><a href="/docs/0.6.2/manual/dynamicform.html">Dynamic Form</a></li>
+ <li><a href="/docs/0.6.2/manual/publish.html">Publish your Paragraph</a></li>
+ <li><a href="/docs/0.6.2/manual/notebookashomepage.html">Customize Zeppelin Homepage</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>More</b><span></li>
+ <li><a href="/docs/0.6.2/install/virtual_machine.html">Zeppelin on Vagrant VM</a></li>
+ <li><a href="/docs/0.6.2/install/upgrade.html">Upgrade Zeppelin Version</a></li>
+ </ul>
+ </li>
+ <li>
+ <a href="#" data-toggle="dropdown" class="dropdown-toggle">Interpreter <b class="caret"></b></a>
+ <ul class="dropdown-menu scrollable-menu">
+ <li><a href="/docs/0.6.2/manual/interpreters.html">Overview</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Usage</b><span></li>
+ <li><a href="/docs/0.6.2/manual/interpreterinstallation.html">Interpreter Installation</a></li>
+ <!--<li><a href="/docs/0.6.2/manual/dynamicinterpreterload.html">Dynamic Interpreter Loading</a></li>-->
+ <li><a href="/docs/0.6.2/manual/dependencymanagement.html">Interpreter Dependency Management</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Available Interpreters</b><span></li>
+ <li><a href="/docs/0.6.2/interpreter/alluxio.html">Alluxio</a></li>
+ <li><a href="/docs/0.6.2/interpreter/bigquery.html">BigQuery</a></li>
+ <li><a href="/docs/0.6.2/interpreter/cassandra.html">Cassandra</a></li>
+ <li><a href="/docs/0.6.2/interpreter/elasticsearch.html">Elasticsearch</a></li>
+ <li><a href="/docs/0.6.2/interpreter/flink.html">Flink</a></li>
+ <li><a href="/docs/0.6.2/interpreter/geode.html">Geode</a></li>
+ <li><a href="/docs/0.6.2/interpreter/hbase.html">HBase</a></li>
+ <li><a href="/docs/0.6.2/interpreter/hdfs.html">HDFS</a></li>
+ <li><a href="/docs/0.6.2/interpreter/hive.html">Hive</a></li>
+ <li><a href="/docs/0.6.2/interpreter/ignite.html">Ignite</a></li>
+ <li><a href="/docs/0.6.2/interpreter/jdbc.html">JDBC</a></li>
+ <li><a href="/docs/0.6.2/interpreter/lens.html">Lens</a></li>
+ <li><a href="/docs/0.6.2/interpreter/livy.html">Livy</a></li>
+ <li><a href="/docs/0.6.2/interpreter/markdown.html">Markdown</a></li>
+ <li><a href="/docs/0.6.2/interpreter/python.html">Python</a></li>
+ <li><a href="/docs/0.6.2/interpreter/postgresql.html">Postgresql, HAWQ</a></li>
+ <li><a href="/docs/0.6.2/interpreter/r.html">R</a></li>
+ <li><a href="/docs/0.6.2/interpreter/scalding.html">Scalding</a></li>
+ <li><a href="/docs/0.6.2/pleasecontribute.html">Shell</a></li>
+ <li><a href="/docs/0.6.2/interpreter/spark.html">Spark</a></li>
+ </ul>
+ </li>
+ <li>
+ <a href="#" data-toggle="dropdown" class="dropdown-toggle">Display System <b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="title"><span><b>Basic Display System</b><span></li>
+ <li><a href="/docs/0.6.2/displaysystem/basicdisplaysystem.html#text">Text</a></li>
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+ <li><a href="/docs/0.6.2/displaysystem/basicdisplaysystem.html#table">Table</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Angular API</b><span></li>
+ <li><a href="/docs/0.6.2/displaysystem/back-end-angular.html">Angular (backend API)</a></li>
+ <li><a href="/docs/0.6.2/displaysystem/front-end-angular.html">Angular (frontend API)</a></li>
+ </ul>
+ </li>
+ <li>
+ <a href="#" data-toggle="dropdown" class="dropdown-toggle">More<b class="caret"></b></a>
+ <ul class="dropdown-menu scrollable-menu" style="right: 0; left: auto;">
+ <li class="title"><span><b>Notebook Storage</b><span></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-local-git-repository">Git Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-s3">S3 Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-azure">Azure Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#storage-in-zeppelinhub">ZeppelinHub Storage</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>REST API</b><span></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-interpreter.html">Interpreter API</a></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-notebook.html">Notebook API</a></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-configuration.html">Configuration API</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Security</b><span></li>
+ <li><a href="/docs/0.6.2/security/authentication.html">Authentication for NGINX</a></li>
+ <li><a href="/docs/0.6.2/security/shiroauthentication.html">Shiro Authentication</a></li>
+ <li><a href="/docs/0.6.2/security/notebook_authorization.html">Notebook Authorization</a></li>
+ <li><a href="/docs/0.6.2/security/interpreter_authorization.html">Interpreter & Data Resource Authorization</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Contibute</b><span></li>
+ <li><a href="/docs/0.6.2/development/writingzeppelininterpreter.html">Writing Zeppelin Interpreter</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontribute.html">How to contribute (code)</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontributewebsite.html">How to contribute (website)</a></li>
+ </ul>
+ </li>
+ </ul>
+ </nav><!--/.navbar-collapse -->
+ </div>
+ </div>
+
+
+
+ <div class="content">
+
+<!--<div class="hero-unit R Interpreter">
+ <h1></h1>
+</div>
+-->
+
+<div class="row">
+ <div class="col-md-12">
+ <h1>R Interpreter for Apache Zeppelin</h1>
+
+<div id="toc"></div>
+
+<h2>Overview</h2>
+
+<p><a href="https://www.r-project.org">R</a> is a free software environment for statistical computing and graphics.</p>
+
+<p>To run R code and visualize plots in Apache Zeppelin, you will need R on your master node (or your dev laptop).</p>
+
+<ul>
+<li>For Centos: <code>yum install R R-devel libcurl-devel openssl-devel</code></li>
+<li>For Ubuntu: <code>apt-get install r-base</code></li>
+</ul>
+
+<p>Validate your installation with a simple R command:</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">R -e "print(1+1)"
+</code></pre></div>
+<p>To enjoy plots, install additional libraries with:</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">+ devtools with `R -e "install.packages('devtools', repos = 'http://cran.us.r-project.org')"`
++ knitr with `R -e "install.packages('knitr', repos = 'http://cran.us.r-project.org')"`
++ ggplot2 with `R -e "install.packages('ggplot2', repos = 'http://cran.us.r-project.org')"`
++ Other vizualisation librairies: `R -e "install.packages(c('devtools','mplot', 'googleVis'), repos = 'http://cran.us.r-project.org'); require(devtools); install_github('ramnathv/rCharts')"`
+</code></pre></div>
+<p>We recommend you to also install the following optional R libraries for happy data analytics:</p>
+
+<ul>
+<li>glmnet</li>
+<li>pROC</li>
+<li>data.table</li>
+<li>caret</li>
+<li>sqldf</li>
+<li>wordcloud</li>
+</ul>
+
+<h2>Configuration</h2>
+
+<p>To run Zeppelin with the R Interpreter, the <code>SPARK_HOME</code> environment variable must be set. The best way to do this is by editing <code>conf/zeppelin-env.sh</code>.
+If it is not set, the R Interpreter will not be able to interface with Spark.</p>
+
+<p>You should also copy <code>conf/zeppelin-site.xml.template</code> to <code>conf/zeppelin-site.xml</code>. That will ensure that Zeppelin sees the R Interpreter the first time it starts up.</p>
+
+<h2>Using the R Interpreter</h2>
+
+<p>By default, the R Interpreter appears as two Zeppelin Interpreters, <code>%r</code> and <code>%knitr</code>.</p>
+
+<p><code>%r</code> will behave like an ordinary REPL. You can execute commands as in the CLI. </p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/repl2plus2.png" width="700px"/></p>
+
+<p>R base plotting is fully supported</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/replhist.png" width="550px"/></p>
+
+<p>If you return a data.frame, Zeppelin will attempt to display it using Zeppelin's built-in visualizations.</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/replhead.png" width="550px"/></p>
+
+<p><code>%knitr</code> interfaces directly against <code>knitr</code>, with chunk options on the first line:</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/knitgeo.png" width="550px"/></p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/knitstock.png" width="550px"/></p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/knitmotion.png" width="550px"/></p>
+
+<p>The two interpreters share the same environment. If you define a variable from <code>%r</code>, it will be within-scope if you then make a call using <code>knitr</code>.</p>
+
+<h2>Using SparkR & Moving Between Languages</h2>
+
+<p>If <code>SPARK_HOME</code> is set, the <code>SparkR</code> package will be loaded automatically:</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/sparkrfaithful.png" width="550px"/></p>
+
+<p>The Spark Context and SQL Context are created and injected into the local environment automatically as <code>sc</code> and <code>sql</code>.</p>
+
+<p>The same context are shared with the <code>%spark</code>, <code>%sql</code> and <code>%pyspark</code> interpreters:</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/backtoscala.png" width="700px"/></p>
+
+<p>You can also make an ordinary R variable accessible in scala and Python:</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/varr1.png" width="550px"/></p>
+
+<p>And vice versa:</p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/varscala.png" width="550px"/></p>
+
+<p><img class="img-responsive" src="../assets/themes/zeppelin/img/docs-img/varr2.png" width="550px"/></p>
+
+<h2>Caveats & Troubleshooting</h2>
+
+<ul>
+<li><p>Almost all issues with the R interpreter turned out to be caused by an incorrectly set <code>SPARK_HOME</code>. The R interpreter must load a version of the <code>SparkR</code> package that matches the running version of Spark, and it does this by searching <code>SPARK_HOME</code>. If Zeppelin isn't configured to interface with Spark in <code>SPARK_HOME</code>, the R interpreter will not be able to connect to Spark.</p></li>
+<li><p>The <code>knitr</code> environment is persistent. If you run a chunk from Zeppelin that changes a variable, then run the same chunk again, the variable has already been changed. Use immutable variables.</p></li>
+<li><p>(Note that <code>%spark.r</code> and <code>%r</code> are two different ways of calling the same interpreter, as are <code>%spark.knitr</code> and <code>%knitr</code>. By default, Zeppelin puts the R interpreters in the <code>%spark.</code> Interpreter Group.</p></li>
+<li><p>Using the <code>%r</code> interpreter, if you return a data.frame, HTML, or an image, it will dominate the result. So if you execute three commands, and one is <code>hist()</code>, all you will see is the histogram, not the results of the other commands. This is a Zeppelin limitation.</p></li>
+<li><p>If you return a data.frame (for instance, from calling <code>head()</code>) from the <code>%spark.r</code> interpreter, it will be parsed by Zeppelin's built-in data visualization system. </p></li>
+<li><p>Why <code>knitr</code> Instead of <code>rmarkdown</code>? Why no <code>htmlwidgets</code>? In order to support <code>htmlwidgets</code>, which has indirect dependencies, <code>rmarkdown</code> uses <code>pandoc</code>, which requires writing to and reading from disc. This makes it many times slower than <code>knitr</code>, which can operate entirely in RAM.</p></li>
+<li><p>Why no <code>ggvis</code> or <code>shiny</code>? Supporting <code>shiny</code> would require integrating a reverse-proxy into Zeppelin, which is a task.</p></li>
+<li><p>Max OS X & case-insensitive filesystem. If you try to install on a case-insensitive filesystem, which is the Mac OS X default, maven can unintentionally delete the install directory because <code>r</code> and <code>R</code> become the same subdirectory.</p></li>
+<li><p>Error <code>unable to start device X11</code> with the repl interpreter. Check your shell login scripts to see if they are adjusting the <code>DISPLAY</code> environment variable. This is common on some operating systems as a workaround for ssh issues, but can interfere with R plotting.</p></li>
+<li><p>akka Library Version or <code>TTransport</code> errors. This can happen if you try to run Zeppelin with a SPARK_HOME that has a version of Spark other than the one specified with <code>-Pspark-1.x</code> when Zeppelin was compiled.</p></li>
+</ul>
+
+ </div>
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--- zeppelin/site/docs/0.6.2/interpreter/scalding.html (added)
+++ zeppelin/site/docs/0.6.2/interpreter/scalding.html Mon Oct 17 04:13:33 2016
@@ -0,0 +1,333 @@
+
+<!DOCTYPE html>
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+ <title>Scalding Interpreter</title>
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+
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+
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+ <link rel="apple-touch-icon" sizes="114x114" href="images/apple-touch-icon-114x114.png">
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+
+ <!-- Js -->
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+ <div class="content">
+
+<!--<div class="hero-unit Scalding Interpreter">
+ <h1></h1>
+</div>
+-->
+
+<div class="row">
+ <div class="col-md-12">
+ <h1>Scalding Interpreter for Apache Zeppelin</h1>
+
+<div id="toc"></div>
+
+<p><a href="https://github.com/twitter/scalding">Scalding</a> is an open source Scala library for writing MapReduce jobs.</p>
+
+<h2>Building the Scalding Interpreter</h2>
+
+<p>You have to first build the Scalding interpreter by enable the <strong>scalding</strong> profile as follows:</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">mvn clean package -Pscalding -DskipTests
+</code></pre></div>
+<h2>Enabling the Scalding Interpreter</h2>
+
+<p>In a notebook, to enable the <strong>Scalding</strong> interpreter, click on the <strong>Gear</strong> icon,select <strong>Scalding</strong>, and hit <strong>Save</strong>.</p>
+
+<p><center></p>
+
+<p><img src="../assets/themes/zeppelin/img/docs-img/scalding-InterpreterBinding.png" alt="Interpreter Binding"></p>
+
+<p><img src="../assets/themes/zeppelin/img/docs-img/scalding-InterpreterSelection.png" alt="Interpreter Selection"></p>
+
+<p></center></p>
+
+<h2>Configuring the Interpreter</h2>
+
+<p>Scalding interpreter runs in two modes:</p>
+
+<ul>
+<li>local</li>
+<li>hdfs</li>
+</ul>
+
+<p>In the local mode, you can access files on the local server and scalding transformation are done locally.</p>
+
+<p>In hdfs mode you can access files in HDFS and scalding transformation are run as hadoop map-reduce jobs.</p>
+
+<p>Zeppelin comes with a pre-configured Scalding interpreter in local mode.</p>
+
+<p>To run the scalding interpreter in the hdfs mode you have to do the following:</p>
+
+<p><strong>Set the classpath with ZEPPELIN_CLASSPATH_OVERRIDES</strong></p>
+
+<p>In conf/zeppelin<em>env.sh, you have to set
+ZEPPELIN</em>CLASSPATH_OVERRIDES to the contents of 'hadoop classpath'
+and directories with custom jar files you need for your scalding commands.</p>
+
+<p><strong>Set arguments to the scalding repl</strong></p>
+
+<p>The default arguments are: "--local --repl"</p>
+
+<p>For hdfs mode you need to add: "--hdfs --repl"</p>
+
+<p>If you want to add custom jars, you need to add:
+"-libjars directory/<em>:directory/</em>"</p>
+
+<p>For reducer estimation, you need to add something like:
+"-Dscalding.reducer.estimator.classes=com.twitter.scalding.reducer_estimation.InputSizeReducerEstimator"</p>
+
+<p><strong>Set max.open.instances</strong></p>
+
+<p>If you want to control the maximum number of open interpreters, you have to select "scoped" interpreter for note
+option and set max.open.instances argument.</p>
+
+<h2>Testing the Interpreter</h2>
+
+<h3>Local mode</h3>
+
+<p>In example, by using the <a href="https://gist.github.com/johnynek/a47699caa62f4f38a3e2">Alice in Wonderland</a> tutorial,
+we will count words (of course!), and plot a graph of the top 10 words in the book.</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">%scalding
+
+import scala.io.Source
+
+// Get the Alice in Wonderland book from gutenberg.org:
+val alice = Source.fromURL("http://www.gutenberg.org/files/11/11.txt").getLines
+val aliceLineNum = alice.zipWithIndex.toList
+val alicePipe = TypedPipe.from(aliceLineNum)
+
+// Now get a list of words for the book:
+val aliceWords = alicePipe.flatMap { case (text, _) => text.split("\\s+").toList }
+
+// Now lets add a count for each word:
+val aliceWithCount = aliceWords.filterNot(_.equals("")).map { word => (word, 1L) }
+
+// let's sum them for each word:
+val wordCount = aliceWithCount.group.sum
+
+print ("Here are the top 10 words\n")
+val top10 = wordCount
+ .groupAll
+ .sortBy { case (word, count) => -count }
+ .take(10)
+top10.dump
+</code></pre></div><div class="highlight"><pre><code class="text language-text" data-lang="text">%scalding
+
+val table = "words\t count\n" + top10.toIterator.map{case (k, (word, count)) => s"$word\t$count"}.mkString("\n")
+print("%table " + table)
+</code></pre></div>
+<p>If you click on the icon for the pie chart, you should be able to see a chart like this:
+<img src="../assets/themes/zeppelin/img/docs-img/scalding-pie.png" alt="Scalding - Pie - Chart"></p>
+
+<h3>HDFS mode</h3>
+
+<p><strong>Test mode</strong></p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">%scalding
+mode
+</code></pre></div>
+<p>This command should print:</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">res4: com.twitter.scalding.Mode = Hdfs(true,Configuration: core-default.xml, core-site.xml, mapred-default.xml, mapred-site.xml, yarn-default.xml, yarn-site.xml, hdfs-default.xml, hdfs-site.xml)
+</code></pre></div>
+<p><strong>Test HDFS read</strong></p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">val testfile = TypedPipe.from(TextLine("/user/x/testfile"))
+testfile.dump
+</code></pre></div>
+<p>This command should print the contents of the hdfs file /user/x/testfile.</p>
+
+<p><strong>Test map-reduce job</strong></p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">val testfile = TypedPipe.from(TextLine("/user/x/testfile"))
+val a = testfile.groupAll.size.values
+a.toList
+</code></pre></div>
+<p>This command should create a map reduce job.</p>
+
+<h2>Future Work</h2>
+
+<ul>
+<li>Better user feedback (hadoop url, progress updates)</li>
+<li>Ability to cancel jobs</li>
+<li>Ability to dynamically load jars without restarting the interpreter</li>
+<li>Multiuser scalability (run scalding interpreters on different servers)</li>
+</ul>
+
+ </div>
+</div>
+
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+++ zeppelin/site/docs/0.6.2/interpreter/spark.html Mon Oct 17 04:13:33 2016
@@ -0,0 +1,586 @@
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+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-local-git-repository">Git Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-s3">S3 Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#notebook-storage-in-azure">Azure Storage</a></li>
+ <li><a href="/docs/0.6.2/storage/storage.html#storage-in-zeppelinhub">ZeppelinHub Storage</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>REST API</b><span></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-interpreter.html">Interpreter API</a></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-notebook.html">Notebook API</a></li>
+ <li><a href="/docs/0.6.2/rest-api/rest-configuration.html">Configuration API</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Security</b><span></li>
+ <li><a href="/docs/0.6.2/security/authentication.html">Authentication for NGINX</a></li>
+ <li><a href="/docs/0.6.2/security/shiroauthentication.html">Shiro Authentication</a></li>
+ <li><a href="/docs/0.6.2/security/notebook_authorization.html">Notebook Authorization</a></li>
+ <li><a href="/docs/0.6.2/security/interpreter_authorization.html">Interpreter & Data Resource Authorization</a></li>
+ <li role="separator" class="divider"></li>
+ <li class="title"><span><b>Contibute</b><span></li>
+ <li><a href="/docs/0.6.2/development/writingzeppelininterpreter.html">Writing Zeppelin Interpreter</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontribute.html">How to contribute (code)</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontributewebsite.html">How to contribute (website)</a></li>
+ </ul>
+ </li>
+ </ul>
+ </nav><!--/.navbar-collapse -->
+ </div>
+ </div>
+
+
+
+ <div class="content">
+
+<!--<div class="hero-unit Spark Interpreter Group">
+ <h1></h1>
+</div>
+-->
+
+<div class="row">
+ <div class="col-md-12">
+ <h1>Spark Interpreter for Apache Zeppelin</h1>
+
+<div id="toc"></div>
+
+<h2>Overview</h2>
+
+<p><a href="http://spark.apache.org">Apache Spark</a> is a fast and general-purpose cluster computing system.
+It provides high-level APIs in Java, Scala, Python and R, and an optimized engine that supports general execution graphs
+Apache Spark is supported in Zeppelin with
+Spark Interpreter group, which consists of five interpreters.</p>
+
+<table class="table-configuration">
+ <tr>
+ <th>Name</th>
+ <th>Class</th>
+ <th>Description</th>
+ </tr>
+ <tr>
+ <td>%spark</td>
+ <td>SparkInterpreter</td>
+ <td>Creates a SparkContext and provides a scala environment</td>
+ </tr>
+ <tr>
+ <td>%pyspark</td>
+ <td>PySparkInterpreter</td>
+ <td>Provides a python environment</td>
+ </tr>
+ <tr>
+ <td>%r</td>
+ <td>SparkRInterpreter</td>
+ <td>Provides an R environment with SparkR support</td>
+ </tr>
+ <tr>
+ <td>%sql</td>
+ <td>SparkSQLInterpreter</td>
+ <td>Provides a SQL environment</td>
+ </tr>
+ <tr>
+ <td>%dep</td>
+ <td>DepInterpreter</td>
+ <td>Dependency loader</td>
+ </tr>
+</table>
+
+<h2>Configuration</h2>
+
+<p>The Spark interpreter can be configured with properties provided by Zeppelin.
+You can also set other Spark properties which are not listed in the table. For a list of additional properties, refer to <a href="http://spark.apache.org/docs/latest/configuration.html#available-properties">Spark Available Properties</a>.
+<table class="table-configuration">
+ <tr>
+ <th>Property</th>
+ <th>Default</th>
+ <th>Description</th>
+ </tr>
+ <tr>
+ <td>args</td>
+ <td></td>
+ <td>Spark commandline args</td>
+ </tr>
+ <td>master</td>
+ <td>local[*]</td>
+ <td>Spark master uri. <br/> ex) spark://masterhost:7077</td>
+ <tr>
+ <td>spark.app.name</td>
+ <td>Zeppelin</td>
+ <td>The name of spark application.</td>
+ </tr>
+ <tr>
+ <td>spark.cores.max</td>
+ <td></td>
+ <td>Total number of cores to use. <br/> Empty value uses all available core.</td>
+ </tr>
+ <tr>
+ <td>spark.executor.memory </td>
+ <td>512m</td>
+ <td>Executor memory per worker instance. <br/> ex) 512m, 32g</td>
+ </tr>
+ <tr>
+ <td>zeppelin.dep.additionalRemoteRepository</td>
+ <td>spark-packages, <br/> http://dl.bintray.com/spark-packages/maven, <br/> false;</td>
+ <td>A list of <code>id,remote-repository-URL,is-snapshot;</code> <br/> for each remote repository.</td>
+ </tr>
+ <tr>
+ <td>zeppelin.dep.localrepo</td>
+ <td>local-repo</td>
+ <td>Local repository for dependency loader</td>
+ </tr>
+ <tr>
+ <td>zeppelin.pyspark.python</td>
+ <td>python</td>
+ <td>Python command to run pyspark with</td>
+ </tr>
+ <tr>
+ <td>zeppelin.spark.concurrentSQL</td>
+ <td>false</td>
+ <td>Execute multiple SQL concurrently if set true.</td>
+ </tr>
+ <tr>
+ <td>zeppelin.spark.maxResult</td>
+ <td>1000</td>
+ <td>Max number of SparkSQL result to display.</td>
+ </tr>
+ <tr>
+ <td>zeppelin.spark.printREPLOutput</td>
+ <td>true</td>
+ <td>Print REPL output</td>
+ </tr>
+ <tr>
+ <td>zeppelin.spark.useHiveContext</td>
+ <td>true</td>
+ <td>Use HiveContext instead of SQLContext if it is true.</td>
+ </tr>
+ <tr>
+ <td>zeppelin.spark.importImplicit</td>
+ <td>true</td>
+ <td>Import implicits, UDF collection, and sql if set true.</td>
+ </tr>
+</table></p>
+
+<p>Without any configuration, Spark interpreter works out of box in local mode. But if you want to connect to your Spark cluster, you'll need to follow below two simple steps.</p>
+
+<h3>1. Export SPARK_HOME</h3>
+
+<p>In <strong>conf/zeppelin-env.sh</strong>, export <code>SPARK_HOME</code> environment variable with your Spark installation path.</p>
+
+<p>for example</p>
+<div class="highlight"><pre><code class="bash language-bash" data-lang="bash"><span class="nb">export </span><span class="nv">SPARK_HOME</span><span class="o">=</span>/usr/lib/spark
+</code></pre></div>
+<p>You can optionally export HADOOP_CONF_DIR and SPARK_SUBMIT_OPTIONS</p>
+<div class="highlight"><pre><code class="bash language-bash" data-lang="bash"><span class="nb">export </span><span class="nv">HADOOP_CONF_DIR</span><span class="o">=</span>/usr/lib/hadoop
+<span class="nb">export </span><span class="nv">SPARK_SUBMIT_OPTIONS</span><span class="o">=</span><span class="s2">"--packages com.databricks:spark-csv_2.10:1.2.0"</span>
+</code></pre></div>
+<p>For Windows, ensure you have <code>winutils.exe</code> in <code>%HADOOP_HOME%\bin</code>. For more details please see <a href="https://wiki.apache.org/hadoop/WindowsProblems">Problems running Hadoop on Windows</a></p>
+
+<h3>2. Set master in Interpreter menu</h3>
+
+<p>After start Zeppelin, go to <strong>Interpreter</strong> menu and edit <strong>master</strong> property in your Spark interpreter setting. The value may vary depending on your Spark cluster deployment type.</p>
+
+<p>for example,</p>
+
+<ul>
+<li><strong>local[*]</strong> in local mode</li>
+<li><strong>spark://master:7077</strong> in standalone cluster</li>
+<li><strong>yarn-client</strong> in Yarn client mode</li>
+<li><strong>mesos://host:5050</strong> in Mesos cluster</li>
+</ul>
+
+<p>That's it. Zeppelin will work with any version of Spark and any deployment type without rebuilding Zeppelin in this way. (Zeppelin 0.5.6-incubating release works up to Spark 1.6.1 )</p>
+
+<blockquote>
+<p>Note that without exporting <code>SPARK_HOME</code>, it's running in local mode with included version of Spark. The included version may vary depending on the build profile.</p>
+</blockquote>
+
+<h2>SparkContext, SQLContext, ZeppelinContext</h2>
+
+<p>SparkContext, SQLContext, ZeppelinContext are automatically created and exposed as variable names 'sc', 'sqlContext' and 'z', respectively, both in scala and python environments.</p>
+
+<blockquote>
+<p>Note that scala / python environment shares the same SparkContext, SQLContext, ZeppelinContext instance.</p>
+</blockquote>
+
+<p><a name="dependencyloading"> </a></p>
+
+<h2>Dependency Management</h2>
+
+<p>There are two ways to load external library in spark interpreter. First is using Interpreter setting menu and second is loading Spark properties.</p>
+
+<h3>1. Setting Dependencies via Interpreter Setting</h3>
+
+<p>Please see <a href="../manual/dependencymanagement.html">Dependency Management</a> for the details.</p>
+
+<h3>2. Loading Spark Properties</h3>
+
+<p>Once <code>SPARK_HOME</code> is set in <code>conf/zeppelin-env.sh</code>, Zeppelin uses <code>spark-submit</code> as spark interpreter runner. <code>spark-submit</code> supports two ways to load configurations. The first is command line options such as --master and Zeppelin can pass these options to <code>spark-submit</code> by exporting <code>SPARK_SUBMIT_OPTIONS</code> in conf/zeppelin-env.sh. Second is reading configuration options from <code>SPARK_HOME/conf/spark-defaults.conf</code>. Spark properites that user can set to distribute libraries are:</p>
+
+<table class="table-configuration">
+ <tr>
+ <th>spark-defaults.conf</th>
+ <th>SPARK_SUBMIT_OPTIONS</th>
+ <th>Applicable Interpreter</th>
+ <th>Description</th>
+ </tr>
+ <tr>
+ <td>spark.jars</td>
+ <td>--jars</td>
+ <td>%spark</td>
+ <td>Comma-separated list of local jars to include on the driver and executor classpaths.</td>
+ </tr>
+ <tr>
+ <td>spark.jars.packages</td>
+ <td>--packages</td>
+ <td>%spark</td>
+ <td>Comma-separated list of maven coordinates of jars to include on the driver and executor classpaths. Will search the local maven repo, then maven central and any additional remote repositories given by --repositories. The format for the coordinates should be groupId:artifactId:version.</td>
+ </tr>
+ <tr>
+ <td>spark.files</td>
+ <td>--files</td>
+ <td>%pyspark</td>
+ <td>Comma-separated list of files to be placed in the working directory of each executor.</td>
+ </tr>
+</table>
+
+<blockquote>
+<p>Note that adding jar to pyspark is only availabe via <code>%dep</code> interpreter at the moment.</p>
+</blockquote>
+
+<p>Here are few examples:</p>
+
+<ul>
+<li><p>SPARK_SUBMIT_OPTIONS in conf/zeppelin-env.sh</p>
+
+<p>export SPARK<em>SUBMIT</em>OPTIONS="--packages com.databricks:spark-csv_2.10:1.2.0 --jars /path/mylib1.jar,/path/mylib2.jar --files /path/mylib1.py,/path/mylib2.zip,/path/mylib3.egg"</p></li>
+<li><p>SPARK_HOME/conf/spark-defaults.conf</p>
+
+<p>spark.jars /path/mylib1.jar,/path/mylib2.jar
+spark.jars.packages com.databricks:spark-csv_2.10:1.2.0
+spark.files /path/mylib1.py,/path/mylib2.egg,/path/mylib3.zip</p></li>
+</ul>
+
+<h3>3. Dynamic Dependency Loading via %dep interpreter</h3>
+
+<blockquote>
+<p>Note: <code>%dep</code> interpreter is deprecated since v0.6.0.
+<code>%dep</code> interpreter load libraries to <code>%spark</code> and <code>%pyspark</code> but not to <code>%spark.sql</code> interpreter so we recommend you to use first option instead.</p>
+</blockquote>
+
+<p>When your code requires external library, instead of doing download/copy/restart Zeppelin, you can easily do following jobs using <code>%dep</code> interpreter.</p>
+
+<ul>
+<li>Load libraries recursively from Maven repository</li>
+<li>Load libraries from local filesystem</li>
+<li>Add additional maven repository</li>
+<li>Automatically add libraries to SparkCluster (You can turn off)</li>
+</ul>
+
+<p>Dep interpreter leverages scala environment. So you can write any Scala code here.
+Note that <code>%dep</code> interpreter should be used before <code>%spark</code>, <code>%pyspark</code>, <code>%sql</code>.</p>
+
+<p>Here's usages.</p>
+<div class="highlight"><pre><code class="scala language-scala" data-lang="scala"><span class="o">%</span><span class="n">dep</span>
+<span class="n">z</span><span class="o">.</span><span class="n">reset</span><span class="o">()</span> <span class="c1">// clean up previously added artifact and repository</span>
+
+<span class="c1">// add maven repository</span>
+<span class="n">z</span><span class="o">.</span><span class="n">addRepo</span><span class="o">(</span><span class="s">"RepoName"</span><span class="o">).</span><span class="n">url</span><span class="o">(</span><span class="s">"RepoURL"</span><span class="o">)</span>
+
+<span class="c1">// add maven snapshot repository</span>
+<span class="n">z</span><span class="o">.</span><span class="n">addRepo</span><span class="o">(</span><span class="s">"RepoName"</span><span class="o">).</span><span class="n">url</span><span class="o">(</span><span class="s">"RepoURL"</span><span class="o">).</span><span class="n">snapshot</span><span class="o">()</span>
+
+<span class="c1">// add credentials for private maven repository</span>
+<span class="n">z</span><span class="o">.</span><span class="n">addRepo</span><span class="o">(</span><span class="s">"RepoName"</span><span class="o">).</span><span class="n">url</span><span class="o">(</span><span class="s">"RepoURL"</span><span class="o">).</span><span class="n">username</span><span class="o">(</span><span class="s">"username"</span><span class="o">).</span><span class="n">password</span><span class="o">(</span><span class="s">"password"</span><span class="o">)</span>
+
+<span class="c1">// add artifact from filesystem</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"/path/to.jar"</span><span class="o">)</span>
+
+<span class="c1">// add artifact from maven repository, with no dependency</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">excludeAll</span><span class="o">()</span>
+
+<span class="c1">// add artifact recursively</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">)</span>
+
+<span class="c1">// add artifact recursively except comma separated GroupID:ArtifactId list</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">exclude</span><span class="o">(</span><span class="s">"groupId:artifactId,groupId:artifactId, ..."</span><span class="o">)</span>
+
+<span class="c1">// exclude with pattern</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">exclude</span><span class="o">(*)</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">exclude</span><span class="o">(</span><span class="s">"groupId:artifactId:*"</span><span class="o">)</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">exclude</span><span class="o">(</span><span class="s">"groupId:*"</span><span class="o">)</span>
+
+<span class="c1">// local() skips adding artifact to spark clusters (skipping sc.addJar())</span>
+<span class="n">z</span><span class="o">.</span><span class="n">load</span><span class="o">(</span><span class="s">"groupId:artifactId:version"</span><span class="o">).</span><span class="n">local</span><span class="o">()</span>
+</code></pre></div>
+<h2>ZeppelinContext</h2>
+
+<p>Zeppelin automatically injects ZeppelinContext as variable 'z' in your scala/python environment. ZeppelinContext provides some additional functions and utility.</p>
+
+<h3>Object Exchange</h3>
+
+<p>ZeppelinContext extends map and it's shared between scala, python environment.
+So you can put some object from scala and read it from python, vise versa.</p>
+
+<div class="codetabs">
+ <div data-lang="scala" markdown="1">
+
+
+<div class="highlight"><pre><code class="scala"><span class="c1">// Put object from scala</span>
+<span class="o">%</span><span class="n">spark</span>
+<span class="k">val</span> <span class="n">myObject</span> <span class="k">=</span> <span class="o">...</span>
+<span class="n">z</span><span class="o">.</span><span class="n">put</span><span class="o">(</span><span class="s">"objName"</span><span class="o">,</span> <span class="n">myObject</span><span class="o">)</span>
+</code></pre></div>
+
+
+ </div>
+ <div data-lang="python" markdown="1">
+
+
+<div class="highlight"><pre><code class="python"><span class="c"># Get object from python</span>
+<span class="o">%</span><span class="n">pyspark</span>
+<span class="n">myObject</span> <span class="o">=</span> <span class="n">z</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s">"objName"</span><span class="p">)</span>
+</code></pre></div>
+
+
+ </div>
+</div>
+
+<h3>Form Creation</h3>
+
+<p>ZeppelinContext provides functions for creating forms.
+In scala and python environments, you can create forms programmatically.
+<div class="codetabs">
+ <div data-lang="scala" markdown="1"></p>
+
+<div class="highlight"><pre><code class="scala"><span class="o">%</span><span class="n">spark</span>
+<span class="cm">/* Create text input form */</span>
+<span class="n">z</span><span class="o">.</span><span class="n">input</span><span class="o">(</span><span class="s">"formName"</span><span class="o">)</span>
+
+<span class="cm">/* Create text input form with default value */</span>
+<span class="n">z</span><span class="o">.</span><span class="n">input</span><span class="o">(</span><span class="s">"formName"</span><span class="o">,</span> <span class="s">"defaultValue"</span><span class="o">)</span>
+
+<span class="cm">/* Create select form */</span>
+<span class="n">z</span><span class="o">.</span><span class="n">select</span><span class="o">(</span><span class="s">"formName"</span><span class="o">,</span> <span class="nc">Seq</span><span class="o">((</span><span class="s">"option1"</span><span class="o">,</span> <span class="s">"option1DisplayName"</span><span class="o">),</span>
+ <span class="o">(</span><span class="s">"option2"</span><span class="o">,</span> <span class="s">"option2DisplayName"</span><span class="o">)))</span>
+
+<span class="cm">/* Create select form with default value*/</span>
+<span class="n">z</span><span class="o">.</span><span class="n">select</span><span class="o">(</span><span class="s">"formName"</span><span class="o">,</span> <span class="s">"option1"</span><span class="o">,</span> <span class="nc">Seq</span><span class="o">((</span><span class="s">"option1"</span><span class="o">,</span> <span class="s">"option1DisplayName"</span><span class="o">),</span>
+ <span class="o">(</span><span class="s">"option2"</span><span class="o">,</span> <span class="s">"option2DisplayName"</span><span class="o">)))</span>
+</code></pre></div>
+
+
+ </div>
+ <div data-lang="python" markdown="1">
+
+
+<div class="highlight"><pre><code class="python"><span class="o">%</span><span class="n">pyspark</span>
+<span class="c"># Create text input form</span>
+<span class="n">z</span><span class="o">.</span><span class="n">input</span><span class="p">(</span><span class="s">"formName"</span><span class="p">)</span>
+
+<span class="c"># Create text input form with default value</span>
+<span class="n">z</span><span class="o">.</span><span class="n">input</span><span class="p">(</span><span class="s">"formName"</span><span class="p">,</span> <span class="s">"defaultValue"</span><span class="p">)</span>
+
+<span class="c"># Create select form</span>
+<span class="n">z</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s">"formName"</span><span class="p">,</span> <span class="p">[(</span><span class="s">"option1"</span><span class="p">,</span> <span class="s">"option1DisplayName"</span><span class="p">),</span>
+ <span class="p">(</span><span class="s">"option2"</span><span class="p">,</span> <span class="s">"option2DisplayName"</span><span class="p">)])</span>
+
+<span class="c"># Create select form with default value</span>
+<span class="n">z</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="s">"formName"</span><span class="p">,</span> <span class="p">[(</span><span class="s">"option1"</span><span class="p">,</span> <span class="s">"option1DisplayName"</span><span class="p">),</span>
+ <span class="p">(</span><span class="s">"option2"</span><span class="p">,</span> <span class="s">"option2DisplayName"</span><span class="p">)],</span> <span class="s">"option1"</span><span class="p">)</span>
+</code></pre></div>
+
+
+ </div>
+</div>
+
+<p>In sql environment, you can create form in simple template.</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">%sql
+select * from ${table=defaultTableName} where text like '%${search}%'
+</code></pre></div>
+<p>To learn more about dynamic form, checkout <a href="../manual/dynamicform.html">Dynamic Form</a>.</p>
+
+<h2>Interpreter setting option</h2>
+
+<p>Interpreter setting can choose one of 'shared', 'scoped', 'isolated' option. Spark interpreter creates separate scala compiler per each notebook but share a single SparkContext in 'scoped' mode (experimental). It creates separate SparkContext per each notebook in 'isolated' mode.</p>
+
+<h2>Setting up Zeppelin with Kerberos</h2>
+
+<p>Logical setup with Zeppelin, Kerberos Key Distribution Center (KDC), and Spark on YARN:</p>
+
+<p><img src="../assets/themes/zeppelin/img/docs-img/kdc_zeppelin.png"></p>
+
+<h3>Configuration Setup</h3>
+
+<ol>
+<li><p>On the server that Zeppelin is installed, install Kerberos client modules and configuration, krb5.conf.
+This is to make the server communicate with KDC.</p></li>
+<li><p>Set SPARK_HOME in <code>[ZEPPELIN\_HOME]/conf/zeppelin-env.sh</code> to use spark-submit
+(Additionally, you might have to set <code>export HADOOP\_CONF\_DIR=/etc/hadoop/conf</code>)</p></li>
+<li><p>Add the two properties below to spark configuration (<code>[SPARK_HOME]/conf/spark-defaults.conf</code>):</p>
+<div class="highlight"><pre><code class="text language-text" data-lang="text">spark.yarn.principal
+spark.yarn.keytab
+</code></pre></div>
+<blockquote>
+<p><strong>NOTE:</strong> If you do not have access to the above spark-defaults.conf file, optionally, you may add the lines to the Spark Interpreter through the Interpreter tab in the Zeppelin UI.</p>
+</blockquote></li>
+<li><p>That's it. Play with Zeppelin!</p></li>
+</ol>
+
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+
+<!DOCTYPE html>
+<html lang="en">
+ <head>
+ <meta charset="utf-8">
+ <title>Dependency Management</title>
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+ <li class="title"><span><b>Contibute</b><span></li>
+ <li><a href="/docs/0.6.2/development/writingzeppelininterpreter.html">Writing Zeppelin Interpreter</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontribute.html">How to contribute (code)</a></li>
+ <li><a href="/docs/0.6.2/development/howtocontributewebsite.html">How to contribute (website)</a></li>
+ </ul>
+ </li>
+ </ul>
+ </nav><!--/.navbar-collapse -->
+ </div>
+ </div>
+
+
+
+ <div class="content">
+
+<!--<div class="hero-unit Dependency Management">
+ <h1></h1>
+</div>
+-->
+
+<div class="row">
+ <div class="col-md-12">
+ <!--
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+-->
+
+<h2>Dependency Management for Interpreter</h2>
+
+<p>You can include external libraries to interpreter by setting dependencies in interpreter menu.</p>
+
+<p>When your code requires external library, instead of doing download/copy/restart Zeppelin, you can easily do following jobs in this menu.</p>
+
+<ul>
+<li>Load libraries recursively from Maven repository</li>
+<li>Load libraries from local filesystem</li>
+<li>Add additional maven repository</li>
+<li>Automatically add libraries to SparkCluster</li>
+</ul>
+
+<hr>
+
+<div class="row">
+ <div class="col-md-6">
+ <a data-lightbox="compiler" href="/docs/0.6.2/assets/themes/zeppelin/img/docs-img/interpreter-dependency-loading.png">
+ <img class="img-responsive" src="/docs/0.6.2/assets/themes/zeppelin/img/docs-img/interpreter-dependency-loading.png" />
+ </a>
+ </div>
+ <div class="col-md-6" style="padding-top:30px">
+ <b> Load Dependencies to Interpreter </b>
+ <br /><br />
+ <ol>
+ <li> Click 'Interpreter' menu in navigation bar. </li>
+ <li> Click 'edit' button of the interpreter which you want to load dependencies to. </li>
+ <li> Fill artifact and exclude field to your needs.
+ You can enter not only groupId:artifactId:version but also local file in artifact field. </li>
+ <li> Press 'Save' to restart the interpreter with loaded libraries. </li>
+ </ol>
+ </div>
+</div>
+
+<hr>
+
+<div class="row">
+ <div class="col-md-6">
+ <a data-lightbox="compiler" href="/docs/0.6.2/assets/themes/zeppelin/img/docs-img/interpreter-add-repo1.png">
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+ </a>
+ <a data-lightbox="compiler" href="/docs/0.6.2/assets/themes/zeppelin/img/docs-img/interpreter-add-repo2.png">
+ <img class="img-responsive" src="/docs/0.6.2/assets/themes/zeppelin/img/docs-img/interpreter-add-repo2.png" />
+ </a>
+ </div>
+ <div class="col-md-6" style="padding-top:30px">
+ <b> Add repository for dependency resolving </b>
+ <br /><br />
+ <ol>
+ <li> Press <i class="fa fa-cog"></i> icon in 'Interpreter' menu on the top right side.
+ It will show you available repository lists.</li>
+ <li> If you need to resolve dependencies from other than central maven repository or
+ local ~/.m2 repository, hit <i class="fa fa-plus"></i> icon next to repository lists. </li>
+ <li> Fill out the form and click 'Add' button, then you will be able to see that new repository is added. </li>
+ </ol>
+ </div>
+</div>
+
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