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Plugin</span></a></li></ul></li><li class="level-1"><a clas
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class="level-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm 
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href="/algorithm/switch/"><span>Switching to Another 
Algorithm</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/multiple/"><span>Combining Multiple 
Algorithms</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/custom/"><span>Adding Your Own 
Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Tuning and Evaluation</span></a><ul><li class="level-2"><a 
class="final" href="/evaluation/"><span>Overview</span></a></li><li 
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Dashboard</span></a></li><li class="level-2"><a class="final" 
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Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a 
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class="level-2"><a class="final" href="/system/"><span>Architecture 
Overview</span></a></li><li class="level-2"><a class="final" 
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class="level-2"><a class="final" 
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 s="level-3"><a class="final" 
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Explained</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/recommendation/reading-custom-events/"><span>Read Custom 
Events</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
Preparator</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-serving/"><span>Customize 
Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/blacklist-items/"><span>Filter Recommended 
Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommenda
 tion/batch-evaluator/"><span>Batch Persistable 
Evaluator</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>E-Commerce Recommendation</span></a><ul><li class="level-3"><a 
class="final" href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
 class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/train-with-rate-event/"><span>Train 
with Rate Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/adjust-score/"><span>Adjust 
Score</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Similar Product</span></a><ul><li class="level-3"><a 
class="final" href="/templates/similarproduct/quickstart/"><span>Quick Start
 </span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/similarproduct/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/similarproduct/multi-events-multi-algos/"><span>Multiple 
Events and Multiple Algorithms</span></a></li><li class="level-3"><a 
class="final" 
href="/templates/similarproduct/return-item-properties/"><span>Returns Item 
Properties</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/train-with-rate-event/"><span>Train with Rate 
Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/rid-user-set-event/"><span>Get Rid of Events 
for Users</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/recommended-user/"><span>Recommend 
Users</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Classifica
 tion</span></a><ul><li class="level-3"><a class="final" 
href="/templates/classification/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/add-algorithm/"><span>Use Alternative 
Algorithm</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/reading-custom-properties/"><span>Read Custom 
Properties</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="/gallery/template-gallery/"><span>Browse</span></a></li><li 
class="level-2"><a class="final" 
href="/community/submit-template/"><span>Submit your Engine as a 
Template</span></a></li></ul></li><li class="level-1"><a class="ex
 pandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a 
class="final" href="/demo/tapster/"><span>Comics Recommendation 
Demo</span></a></li><li class="level-2"><a class="final" 
href="/demo/community/"><span>Community Contributed Demo</span></a></li><li 
class="level-2"><a class="final" href="/demo/textclassification/"><span>Text 
Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a 
class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li 
class="level-2"><a class="final" 
href="/community/contribute-code/"><span>Contribute Code</span></a></li><li 
class="level-2"><a class="final" 
href="/community/contribute-documentation/"><span>Contribute 
Documentation</span></a></li><li class="level-2"><a class="final" 
href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li 
class="level-2"><a class="final" 
href="/community/contribute-webhook/"><span>Contribute a 
Webhook</span></a></li><li class="level-2"><a class="
 final" href="/community/projects/"><span>Community 
Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" 
href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a 
class="final" href="/support/"><span>Support</span></a></li></ul></li><li 
class="level-1"><a class="expandible" 
href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" 
href="/cli/"><span>Command-line Interface</span></a></li><li class="level-2"><a 
class="final" href="/resources/release/"><span>Release 
Cadence</span></a></li><li class="level-2"><a class="final active" 
href="/resources/intellij/"><span>Developing Engines with IntelliJ 
IDEA</span></a></li><li class="level-2"><a class="final" 
href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li 
class="level-2"><a class="final" 
href="/resources/glossary/"><span>Glossary</span></a></li></ul></li><li 
class="level-1"><a class="e
 xpandible" href="#"><span>Apache Software Foundation</span></a><ul><li 
class="level-2"><a class="final" href="https://www.apache.org/";><span>Apache 
Homepage</span></a></li><li class="level-2"><a class="final" 
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 class="level-2"><a class="final" 
href="https://www.apache.org/foundation/thanks.html";><span>Thanks</span></a></li><li
 class="level-2"><a class="final" 
href="https://www.apache.org/security/";><span>Security</span></a></li></ul></li></ul></nav></div><div
 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><a 
href="#">Resources</a><span class="spacer">&gt;</span></li><li><span 
class="last">Developing Engines with IntelliJ IDEA</span></li></ul></div><div 
id="page-title"><h1>Developing Engines with Intelli
 J IDEA</h1></div></div><div id="table-of-content-wrapper"><h5>On this 
page</h5><aside id="table-of-contents"><ul> <li> <a 
href="#prerequisites">Prerequisites</a> </li> <li> <a 
href="#preparing-intellij-for-engine-development">Preparing IntelliJ for Engine 
Development</a> </li> <li> <a 
href="#running-and-debugging-in-intellij-idea">Running and Debugging in 
IntelliJ IDEA</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/predictionio/tree/livedoc/docs/manual/source/resources/intellij.html.md.erb";><img
 src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div 
class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" 
class="hidden-sm hidden xs"><ul><li><a href="#">Resources</a><span 
class="spacer">&gt;</span></li><li><span class="last">Developing Engines with 
IntelliJ IDEA</span></li></ul></div><div id="page-title"><h1>Developing Engines 
with IntelliJ IDEA</h1></div></div><div class="content"> <h2 id='prerequisites' 
class='header-
 anchors'>Prerequisites</h2><p>This documentation assumes that you have a fully 
functional PredictionIO setup. If you have not installed PredictionIO yet, 
please follow <a href="/install/">these instructions</a>.</p><p>The following 
instructions have been tested with IntelliJ IDEA 2018.2.2 Community 
Edition.</p><h2 id='preparing-intellij-for-engine-development' 
class='header-anchors'>Preparing IntelliJ for Engine Development</h2><h3 
id='installing-intellij-scala-plugin' class='header-anchors'>Installing 
IntelliJ Scala Plugin</h3><p>First of all, you will need to install the <a 
href="https://plugins.jetbrains.com/plugin/?id=1347";>Scala plugin</a> if you 
have not already done so.</p><p>Go to the <em>Preferences</em> menu item, and 
look for <em>Plugins</em>. You should see the following screen.</p><p><img 
alt="IntelliJ Plugins" 
src="/images/intellij/intelliJ-scala-plugin-43ad9eb2.png"/></p><p>Click 
<em>Install JetBrains plugin...</em>, the search for <em>Scala</em>. You should 
arrive at
  something similar to the following.</p><p><img alt="Scala Plugin" 
src="/images/intellij/intellij-scala-plugin-2-0edbef71.png"/></p><p>Click the 
green <em>Install plugin</em> button to install the plugin. Restart IntelliJ 
IDEA if asked to do so.</p><h3 id='setting-up-the-engine-directory' 
class='header-anchors'>Setting Up the Engine Directory</h3><p>Create an engine 
directory from a template. This requires that you download a template that you 
wish to start from or modify.</p><p>Follow template <a 
href="/start/download">install</a> and <a href="/start/deploy">deploy</a> 
instructions or go through the <a 
href="/templates/recommendation/quickstart/">Quick Start</a> if you are 
planning to modify a recommender. Make sure to build, train, and deploy the 
engine to make sure all is configured properly.</p><p>From IntelliJ IDEA, 
choose <em>File</em> &gt; <em>New</em> &gt; <em>Project from Existing 
Sources...</em>. When asked to select a directory to import, browse to the 
engine directory th
 at you downloaded too and proceed. Make sure you pick <em>Import project from 
external model</em> &gt; <em>SBT</em>, then proceed to finish.</p><p>You should 
be able to build the project at this point. To run and debug your template, 
continue on to the rest of the steps.</p><h3 
id='optional:-issues-with-snappy-on-macos' class='header-anchors'>Optional: 
Issues with Snappy on macOS</h3><p>If you are running on macOS and run into the 
following <a href="http://bit.ly/12Abtvn";>known issue</a>, follow steps in this 
section.</p><p>Edit <code>build.sbt</code> and add the following under 
<code>libraryDependencies</code></p><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1</pre></td><td class="code"><pre><span 
class="s2">"org.xerial.snappy"</span> % <span class="s2">"snappy-java"</span> % 
<span class="s2">"1.1.1.7"</span>
-</pre></td></tr></tbody></table> </div> <p><img alt="Updating build.sbt" 
src="/images/intellij/intellij-buildsbt-05cfd141.png"/></p><p>When you are done 
editing, IntelliJ should prompt you to import new changes, unless you have 
already enabled auto import. Import this change to make it effective.</p><h3 
id='module-settings' class='header-anchors'>Module Settings</h3><div 
class="alert-message info"><p>IntelliJ will recreate module settings whenever 
it imports changes of your project. You will need to repeat this section 
whenever that happens.</p></div><p>Due to the way how <code>pio</code> command 
sources required classes during runtime, it is necessary to add them manually 
in module settings for <em>Run/Debug Configurations</em> to work 
properly.</p><p>Right click on the project and click <em>Open Module 
Settings</em>. Hit the <strong>+</strong> button right below the list of 
dependencies, and select <em>JARs or directories...</em>.</p><p>The first JAR 
that you need to add is the <c
 ode>pio-assembly-0.12.1.jar</code> that contains all necessary classes. It can 
be found inside the <code>dist/lib</code> directory of your PredictionIO source 
installation directory (if you have built from sources) or the <code>lib</code> 
directory of your PredictionIO binary installation directory.</p><p>Next, you 
will need to make sure some configuration files from your PredictionIO 
installation can be found during runtime. Add the <code>conf</code> directory 
of your PredictionIO installation directory. When asked about categories of the 
directory, pick <em>Classes</em>.</p><p>Finally, you will need to add storage 
classes. The exact list of JARs that you will need to add depends on your 
storage configuration. These JARs can be found inside the 
<code>dist/lib/spark</code> directory of your PredictionIO source installation 
directory (if you have built from sources) or the <code>lib/spark</code> 
directory of your PredictionIO binary installation directory.</p> <ul> <li><p> 
<code>pio-
 data-elasticsearch-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses Elasticsearch.</p></li> <li><p> 
<code>pio-data-hbase-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses Apache HBase.</p></li> <li><p> 
<code>pio-data-hdfs-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses HDFS.</p></li> <li><p> 
<code>pio-data-jdbc-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses JDBC. Notice that you must also add any additional JDBC 
driver JARs.</p></li> <li><p> 
<code>pio-data-localfs-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses local filesystem.</p></li> <li><p> 
<code>pio-data-s3-assembly-0.12.1.jar</code></p><p>Add this JAR if your 
configuration uses Amazon Web Services S3.</p></li> </ul> <p>Make sure to 
change all these additions to <em>Runtime</em> scope. The following shows an 
example that uses the JDBC storage backend with PostgreSQL driver.</p><p><img 
alt="Example module s
 ettings for a JDBC and PostgreSQL configuration" 
src="/images/intellij/intellij-module-settings-fb88b688.png"/></p><h2 
id='running-and-debugging-in-intellij-idea' class='header-anchors'>Running and 
Debugging in IntelliJ IDEA</h2><h3 id='simulating-<code>pio-train</code>' 
class='header-anchors' >Simulating <code>pio train</code></h3><p>Create a new 
<em>Run/Debug Configuration</em> by going to <em>Run</em> &gt; <em>Edit 
Configurations...</em>. Click on the <strong>+</strong> button and select 
<em>Application</em>. Name it <code>pio train</code> and put in the 
following:</p> <ul> <li><p> Main class:</p><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1</pre></td><td 
class="code"><pre>org.apache.predictionio.workflow.CreateWorkflow
+</pre></td></tr></tbody></table> </div> <p><img alt="Updating build.sbt" 
src="/images/intellij/intellij-buildsbt-05cfd141.png"/></p><p>When you are done 
editing, IntelliJ should prompt you to import new changes, unless you have 
already enabled auto import. Import this change to make it effective.</p><h3 
id='module-settings' class='header-anchors'>Module Settings</h3><div 
class="alert-message info"><p>IntelliJ will recreate module settings whenever 
it imports changes of your project. You will need to repeat this section 
whenever that happens.</p></div><p>Due to the way how <code>pio</code> command 
sources required classes during runtime, it is necessary to add them manually 
in module settings for <em>Run/Debug Configurations</em> to work 
properly.</p><p>Right click on the project and click <em>Open Module 
Settings</em>. Hit the <strong>+</strong> button right below the list of 
dependencies, and select <em>JARs or directories...</em>.</p><p>The first JAR 
that you need to add is the <c
 ode>pio-assembly-0.13.0.jar</code> that contains all necessary classes. It can 
be found inside the <code>dist/lib</code> directory of your PredictionIO source 
installation directory (if you have built from sources) or the <code>lib</code> 
directory of your PredictionIO binary installation directory.</p><p>Next, you 
will need to make sure some configuration files from your PredictionIO 
installation can be found during runtime. Add the <code>conf</code> directory 
of your PredictionIO installation directory. When asked about categories of the 
directory, pick <em>Classes</em>.</p><p>Finally, you will need to add storage 
classes. The exact list of JARs that you will need to add depends on your 
storage configuration. These JARs can be found inside the 
<code>dist/lib/spark</code> directory of your PredictionIO source installation 
directory (if you have built from sources) or the <code>lib/spark</code> 
directory of your PredictionIO binary installation directory.</p> <ul> <li><p> 
<code>pio-
 data-elasticsearch-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses Elasticsearch.</p></li> <li><p> 
<code>pio-data-hbase-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses Apache HBase.</p></li> <li><p> 
<code>pio-data-hdfs-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses HDFS.</p></li> <li><p> 
<code>pio-data-jdbc-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses JDBC. Notice that you must also add any additional JDBC 
driver JARs.</p></li> <li><p> 
<code>pio-data-localfs-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses local filesystem.</p></li> <li><p> 
<code>pio-data-s3-assembly-0.13.0.jar</code></p><p>Add this JAR if your 
configuration uses Amazon Web Services S3.</p></li> </ul> <p>Make sure to 
change all these additions to <em>Runtime</em> scope. The following shows an 
example that uses the JDBC storage backend with PostgreSQL driver.</p><p><img 
alt="Example module s
 ettings for a JDBC and PostgreSQL configuration" 
src="/images/intellij/intellij-module-settings-fb88b688.png"/></p><h2 
id='running-and-debugging-in-intellij-idea' class='header-anchors'>Running and 
Debugging in IntelliJ IDEA</h2><h3 id='simulating-<code>pio-train</code>' 
class='header-anchors' >Simulating <code>pio train</code></h3><p>Create a new 
<em>Run/Debug Configuration</em> by going to <em>Run</em> &gt; <em>Edit 
Configurations...</em>. Click on the <strong>+</strong> button and select 
<em>Application</em>. Name it <code>pio train</code> and put in the 
following:</p> <ul> <li><p> Main class:</p><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1</pre></td><td 
class="code"><pre>org.apache.predictionio.workflow.CreateWorkflow
 </pre></td></tr></tbody></table> </div></li> <li><p> VM options:</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre>-Dspark.master<span class="o">=</span><span 
class="nb">local</span> -Dlog4j.configuration<span 
class="o">=</span>file:/&lt;your_pio_path&gt;/conf/log4j.properties 
-Dpio.log.dir<span class="o">=</span>&lt;path_of_log_file&gt;
 </pre></td></tr></tbody></table> </div></li> <li><p> Program 
arguments:</p><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1</pre></td><td class="code"><pre>--engine-id dummy 
--engine-version dummy --engine-variant engine.json --env <span 
class="nv">dummy</span><span class="o">=</span>dummy
 </pre></td></tr></tbody></table> </div></li> </ul> <p>Make sure <em>Working 
directory</em> is set to the base directory of the template that you are 
working on.</p><p>Click the folder button to the right of <em>Environment 
variables</em>, and paste the relevant values from <code>conf/pio-env.sh</code> 
in your PredictionIO installation directory. The following shows an example 
using JDBC and PostgreSQL.</p><p><img alt="Example environment variables 
settings" src="/images/intellij/pio-train-env-vars-36b4c5bd.png"/></p><p>Make 
sure <em>Include dependencies with &quot;Provided&quot; scope</em> is 
checked.</p><p>The end result should look something similar to this.</p><p><img 
alt="Run Configuration" 
src="/images/intellij/pio-train-e4117867.png"/></p><p>Save and you can run or 
debug <code>pio train</code> with the new configuration!</p><h3 
id='simulating-<code>pio-deploy</code>' class='header-anchors' >Simulating 
<code>pio deploy</code></h3><p>For <code>pio deploy</code>, simply duplicate
  the previous configuration and replace with the following.</p> <ul> <li><p> 
Main class:</p><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1</pre></td><td 
class="code"><pre>org.apache.predictionio.workflow.CreateServer

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-<!DOCTYPE html><html><head><title>Tabs</title><meta charset="utf-8"/><meta 
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 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="page-title"><h1>Tabs</h1></div></div><div 
id="table-of-content-wrapper"><h5>On this page</h5><aside 
id="table-of-contents"><ul> <li> <a href="#test-syncing">Test Syncing</a> </li> 
</ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/predictionio/tree/livedoc/docs/manual/source/samples/tabs.html.md";><img
 src="/images/icons/edit-pencil-d6c1b
 b3d.png"/>Edit this page</a></div><div class="content-header hidden-sm 
hidden-xs"><div id="page-title"><h1>Tabs</h1></div></div><div class="content"> 
<p>This page is used to test the tabs plugin based on <a 
href="https://github.com/vdw/Tabslet";>Tabslet</a>.</p><div class="tabs"> <ul 
class="control"> <li data-lang="ruby"><a 
href="#tab-c470f6f3-e59a-441e-af87-70dbd8932ca2">Ruby</a></li> <li 
data-lang=""><a href="#tab-72cd72ec-37cd-40de-b47f-3593fc2c722b">Plain</a></li> 
<li data-lang="html"><a 
href="#tab-04e7bc00-3ccb-4d63-9b1d-e118c51a9dea">HTML</a></li> <li 
data-lang=""><a href="#tab-9e012cf5-10c3-484c-879d-a3a1819d3e85">Test</a></li> 
</ul> <div data-tab="Ruby" data-lang="ruby" 
id="tab-c470f6f3-e59a-441e-af87-70dbd8932ca2"> <div class="highlight ruby"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+<!DOCTYPE html><html><head><title>Tabs</title><meta charset="utf-8"/><meta 
content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" 
content="width=device-width, initial-scale=1.0"/><meta class="swiftype" 
name="title" data-type="string" content="Tabs"/><link rel="canonical" 
href="https://predictionio.apache.org/samples/tabs/"/><link 
href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link 
href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link 
href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800"
 rel="stylesheet"/><link 
href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" 
rel="stylesheet"/><link href="/stylesheets/application-eccfc6cb.css" 
rel="stylesheet" type="text/css"/><script 
src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script
 src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML
 "></script><script 
src="//use.typekit.net/pqo0itb.js"></script><script>try{Typekit.load({ async: 
true });}catch(e){}</script></head><body><div id="global"><header><div 
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 lection/"><span>Event Server Overview</span></a></li><li class="level-2"><a 
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REST/SDKs</span></a></li><li class="level-2"><a class="final" 
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Webhooks</span></a></li><li class="level-2"><a class="final" 
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Batch</span></a></li><li class="level-2"><a class="final" 
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Tools</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/plugin/"><span>Event Server 
Plugin</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Choosing an Algorithm</span></a><ul><li class="level-2"><a 
class="final" hr
 ef="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li 
class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to 
Another Algorithm</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/multiple/"><span>Combining Multiple 
Algorithms</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/custom/"><span>Adding Your Own 
Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Tuning and Evaluation</span></a><ul><li class="level-2"><a 
class="final" href="/evaluation/"><span>Overview</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/evaluationdashboard/"><span>Evaluation 
Dashboard</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/metricchoose/"><span>Choosing Evaluation 
Metrics</span></a></li><li class="level-2"><a class="final" href="/eval
 uation/metricbuild/"><span>Building Evaluation 
Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>System Architecture</span></a><ul><li class="level-2"><a 
class="final" href="/system/"><span>Architecture Overview</span></a></li><li 
class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using 
Another Data Store</span></a></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>PredictionIO® Official 
Templates</span></a><ul><li class="level-2"><a class="final" 
href="/templates/"><span>Intro</span></a></li><li class="level-2"><a 
class="expandible" href="#"><span>Recommendation</span></a><ul><li 
class="level-3"><a class="final" 
href="/templates/recommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/recommendation/evaluation/"><span>Evaluation Explained</spa
 n></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/recommendation/reading-custom-events/"><span>Read Custom 
Events</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
Preparator</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-serving/"><span>Customize 
Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/blacklist-items/"><span>Filter Recommended 
Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/batch-evaluator/"><span>Batch Persistable 
Evaluator</span></a></li></ul></li><li class="level-2"><a 
 class="expandible" href="#"><span>E-Commerce Recommendation</span></a><ul><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
 class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/train-with-rate-event/"><span>Train 
with Rate Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/adjust-score/"><span>Adjust 
Score</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Similar Product</span></a><ul><li class="level-3"><a 
class="final" href="/templates/similarproduct/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/dase/"><span>DASE</s
 pan></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/similarproduct/multi-events-multi-algos/"><span>Multiple 
Events and Multiple Algorithms</span></a></li><li class="level-3"><a 
class="final" 
href="/templates/similarproduct/return-item-properties/"><span>Returns Item 
Properties</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/train-with-rate-event/"><span>Train with Rate 
Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/rid-user-set-event/"><span>Get Rid of Events 
for Users</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/recommended-user/"><span>Recommend 
Users</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Classification</span></a><ul><li class="level-3"><a 
class="final" href="/templates/classification/quickstart/"><spa
 n>Quick Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/add-algorithm/"><span>Use Alternative 
Algorithm</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/reading-custom-properties/"><span>Read Custom 
Properties</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="/gallery/template-gallery/"><span>Browse</span></a></li><li 
class="level-2"><a class="final" 
href="/community/submit-template/"><span>Submit your Engine as a 
Template</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a 
class="final" href="/demo/ta
 pster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a 
class="final" href="/demo/community/"><span>Community Contributed 
Demo</span></a></li><li class="level-2"><a class="final" 
href="/demo/textclassification/"><span>Text Classification Engine 
Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a 
class="final" href="/community/contribute-code/"><span>Contribute 
Code</span></a></li><li class="level-2"><a class="final" 
href="/community/contribute-documentation/"><span>Contribute 
Documentation</span></a></li><li class="level-2"><a class="final" 
href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li 
class="level-2"><a class="final" 
href="/community/contribute-webhook/"><span>Contribute a 
Webhook</span></a></li><li class="level-2"><a class="final" 
href="/community/projects/"><span>Community 
Projects</span></a></li></ul></li><li class="level-1">
 <a class="expandible" href="#"><span>Getting Help</span></a><ul><li 
class="level-2"><a class="final" 
href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a 
class="final" href="/support/"><span>Support</span></a></li></ul></li><li 
class="level-1"><a class="expandible" 
href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" 
href="/cli/"><span>Command-line Interface</span></a></li><li class="level-2"><a 
class="final" href="/resources/release/"><span>Release 
Cadence</span></a></li><li class="level-2"><a class="final" 
href="/resources/intellij/"><span>Developing Engines with IntelliJ 
IDEA</span></a></li><li class="level-2"><a class="final" 
href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li 
class="level-2"><a class="final" 
href="/resources/glossary/"><span>Glossary</span></a></li></ul></li><li 
class="level-1"><a class="expandible" href="#"><span>Apache Software 
Foundation</span></a><ul><li class="level-2"><a class="final" href="ht
 tps://www.apache.org/"><span>Apache Homepage</span></a></li><li 
class="level-2"><a class="final" 
href="https://www.apache.org/licenses/";><span>License</span></a></li><li 
class="level-2"><a class="final" 
href="https://www.apache.org/foundation/sponsorship.html";><span>Sponsorship</span></a></li><li
 class="level-2"><a class="final" 
href="https://www.apache.org/foundation/thanks.html";><span>Thanks</span></a></li><li
 class="level-2"><a class="final" 
href="https://www.apache.org/security/";><span>Security</span></a></li></ul></li></ul></nav></div><div
 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="page-title"><h1>Tabs</h1></div></div><div 
id="table-of-content-wrapper"><h5>On this page</h5><aside 
id="table-of-contents"><ul> <li> <a href="#test-syncing">Test Syncing</a> </li> 
</ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/predictionio/tree/livedoc/docs/manual/source/samples/tabs.html.md";><img
 src="/images/icons/edit-pencil-d6c1b
 b3d.png"/>Edit this page</a></div><div class="content-header hidden-sm 
hidden-xs"><div id="page-title"><h1>Tabs</h1></div></div><div class="content"> 
<p>This page is used to test the tabs plugin based on <a 
href="https://github.com/vdw/Tabslet";>Tabslet</a>.</p><div class="tabs"> <ul 
class="control"> <li data-lang="ruby"><a 
href="#tab-0faa58c1-8337-4f2d-8e1c-bbbc3b4effbd">Ruby</a></li> <li 
data-lang=""><a href="#tab-b095b8cc-2074-4ad7-8c20-3e9efee87179">Plain</a></li> 
<li data-lang="html"><a 
href="#tab-618be599-fb5d-4ec3-8153-2034eafcadc3">HTML</a></li> <li 
data-lang=""><a href="#tab-4727d484-809b-439b-a09a-14d3e53a519d">Test</a></li> 
</ul> <div data-tab="Ruby" data-lang="ruby" 
id="tab-0faa58c1-8337-4f2d-8e1c-bbbc3b4effbd"> <div class="highlight ruby"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -9,11 +9,11 @@
     <span class="s1">'bar'</span>
   <span class="k">end</span>
 <span class="k">end</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Plain" 
id="tab-72cd72ec-37cd-40de-b47f-3593fc2c722b"> This is a test of **markdown** 
inside a tab! <div class="highlight shell"> <table style="border-spacing: 
0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Plain" 
id="tab-b095b8cc-2074-4ad7-8c20-3e9efee87179"> This is a test of **markdown** 
inside a tab! <div class="highlight shell"> <table style="border-spacing: 
0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
 2</pre></td> <td class="code"><pre>// This tab does not have the data-lang 
attribute <span class="nb">set</span>!
 <span class="gp">$ </span><span class="nb">cd </span>path/to/your/file
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="HTML" 
data-lang="html" id="tab-04e7bc00-3ccb-4d63-9b1d-e118c51a9dea"> <div 
class="highlight html"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td> 
<td class="code"><pre><span class="nt">&lt;p&gt;</span>Yes you can still use 
HTML in code blocks!<span class="nt">&lt;/p&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Test" 
id="tab-9e012cf5-10c3-484c-879d-a3a1819d3e85"> <div class="highlight php"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="HTML" 
data-lang="html" id="tab-618be599-fb5d-4ec3-8153-2034eafcadc3"> <div 
class="highlight html"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td> 
<td class="code"><pre><span class="nt">&lt;p&gt;</span>Yes you can still use 
HTML in code blocks!<span class="nt">&lt;/p&gt;</span>
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Test" 
id="tab-4727d484-809b-439b-a09a-14d3e53a519d"> <div class="highlight php"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -28,7 +28,7 @@ Test</span> <span class="na">5 =</span><span class="err">&gt;
 </span><span class="s">Test</span> <span class="na">6</span> <span 
class="err">&lt;=</span>
 <span class="na">Test</span> <span class="na">7</span> <span 
class="err">&lt;</span><span class="nt">&gt;</span>
 <span class="nt">&lt;p&gt;&lt;b&gt;</span>Test<span 
class="nt">&lt;/b&gt;&lt;/p&gt;</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <h2 id='test-syncing' 
class='header-anchors'>Test Syncing</h2><p>Here we show a similar set of tabs 
to test language syncing:</p><div class="tabs"> <ul class="control"> <li 
data-lang="ruby"><a 
href="#tab-995ac68a-5522-4e01-b83f-8444507e920a">Ruby</a></li> <li 
data-lang=""><a href="#tab-d2c87cce-94b9-4a06-a3f6-a3473fe77853">Plain</a></li> 
<li data-lang="html"><a 
href="#tab-af62c4eb-76b1-4a28-904c-79c48f9746fa">HTML</a></li> <li 
data-lang="python"><a 
href="#tab-0cf3353d-82f7-4e9f-a3ae-9c7766b5d1e0">Python</a></li> </ul> <div 
data-tab="Ruby" data-lang="ruby" id="tab-995ac68a-5522-4e01-b83f-8444507e920a"> 
<div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> </div> <h2 id='test-syncing' 
class='header-anchors'>Test Syncing</h2><p>Here we show a similar set of tabs 
to test language syncing:</p><div class="tabs"> <ul class="control"> <li 
data-lang="ruby"><a 
href="#tab-04deab5f-6211-4a9f-aec9-c4b5109e0751">Ruby</a></li> <li 
data-lang=""><a href="#tab-3725d79a-58a3-4a81-af09-08b351a95b8e">Plain</a></li> 
<li data-lang="html"><a 
href="#tab-42cbe7ac-1aad-406e-894b-8af808f378b0">HTML</a></li> <li 
data-lang="python"><a 
href="#tab-f2180632-3253-451e-9b45-d8d1d9cdcd33">Python</a></li> </ul> <div 
data-tab="Ruby" data-lang="ruby" id="tab-04deab5f-6211-4a9f-aec9-c4b5109e0751"> 
<div class="highlight ruby"> <table style="border-spacing: 0"><tbody><tr> <td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
 2
 3
 4
@@ -39,12 +39,12 @@ Test</span> <span class="na">5 =</span><span 
class="err">&gt;
     <span class="s1">'bar'</span>
   <span class="k">end</span>
 <span class="k">end</span>
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Plain" 
id="tab-d2c87cce-94b9-4a06-a3f6-a3473fe77853"> This is a test of **markdown** 
inside a tab! <div class="highlight shell"> <table style="border-spacing: 
0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
+</pre></td> </tr></tbody></table> </div> </div> <div data-tab="Plain" 
id="tab-3725d79a-58a3-4a81-af09-08b351a95b8e"> This is a test of **markdown** 
inside a tab! <div class="highlight shell"> <table style="border-spacing: 
0"><tbody><tr> <td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
 2</pre></td> <td class="code"><pre>// This tab does not have the data-lang 
attribute <span class="nb">set</span>!
 <span class="gp">$ </span><span class="nb">cd </span>path/to/your/file
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="HTML" 
data-lang="html" id="tab-af62c4eb-76b1-4a28-904c-79c48f9746fa"> <p>This HTML is 
<b>hard coded</b>.</p> </div> <div data-tab="Python" data-lang="python" 
id="tab-0cf3353d-82f7-4e9f-a3ae-9c7766b5d1e0"> <div class="highlight python"> 
<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
style="text-align: right"><pre class="lineno">1</pre></td> <td 
class="code"><pre><span class="c"># The other group does not have a Python 
tab.</span>
-</pre></td> </tr></tbody></table> </div> </div> </div> <div class="tabs"> <ul 
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data-tab="Java" data-lang="java" id="tab-cf172ce2-dd08-4573-9408-a7a779159f2b"> 
<div class="highlight plaintext"> <table style="border-spacing: 0"><tbody><tr> 
<td class="gutter gl" style="text-align: right"><pre 
class="lineno">1</pre></td> <td class="code"><pre>// Java code..
-</pre></td> </tr></tbody></table> </div> </div> <div data-tab="HTML" 
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data-lang="html" id="tab-42cbe7ac-1aad-406e-894b-8af808f378b0"> <p>This HTML is 
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<table style="border-spacing: 0"><tbody><tr> <td class="gutter gl" 
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tab.</span>
+</pre></td> </tr></tbody></table> </div> </div> </div> <div class="tabs"> <ul 
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